2021-12-02 20:40:09,469 - mmaction - INFO - Environment info: ------------------------------------------------------------ sys.platform: linux Python: 3.7.6 (default, Jan 8 2020, 19:59:22) [GCC 7.3.0] CUDA available: True GPU 0,1,2,3,4,5,6,7: TITAN Xp CUDA_HOME: /mnt/lustre/share/polaris/dep/cuda-9.0-cudnn7.6.5 NVCC: Cuda compilation tools, release 9.0, V9.0.176 GCC: gcc (GCC) 5.4.0 PyTorch: 1.5.0 PyTorch compiling details: PyTorch built with: - GCC 5.4 - C++ Version: 201402 - Intel(R) Math Kernel Library Version 2020.0.1 Product Build 20200208 for Intel(R) 64 architecture applications - Intel(R) MKL-DNN v0.21.1 (Git Hash 912ce228837d1ce28e1a61806118835de03f5751) - OpenMP 201307 (a.k.a. OpenMP 4.0) - NNPACK is enabled - CPU capability usage: AVX2 - CUDA Runtime 9.0 - NVCC architecture flags: -gencode;arch=compute_52,code=sm_52;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_61,code=sm_61;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_70,code=compute_70 - CuDNN 7.6.5 - Magma 2.5.0 - Build settings: BLAS=MKL, BUILD_TYPE=Release, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -fopenmp -DNDEBUG -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DUSE_INTERNAL_THREADPOOL_IMPL -O2 -fPIC -Wno-narrowing -Wall -Wextra -Werror=return-type -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-sign-compare -Wno-unused-parameter -Wno-unused-variable -Wno-unused-function -Wno-unused-result -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -fdiagnostics-color=always -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, USE_CUDA=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=ON, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, USE_STATIC_DISPATCH=OFF, TorchVision: 0.6.0 OpenCV: 4.2.0 MMCV: 1.3.6 MMCV Compiler: GCC 5.4 MMCV CUDA Compiler: 9.0 MMAction2: 0.20.0+dbf5d59 ------------------------------------------------------------ 2021-12-02 20:40:09,473 - mmaction - INFO - Distributed training: True 2021-12-02 20:40:10,531 - mmaction - INFO - Config: model = dict( type='Recognizer2D', backbone=dict( type='ResNetTSM', pretrained='torchvision://resnet50', depth=50, out_indices=(2, 3), norm_eval=False, shift_div=8), neck=dict( type='TPN', in_channels=(1024, 2048), out_channels=1024, spatial_modulation_cfg=dict( in_channels=(1024, 2048), out_channels=2048), temporal_modulation_cfg=dict(downsample_scales=(8, 8)), upsample_cfg=dict(scale_factor=(1, 1, 1)), downsample_cfg=dict(downsample_scale=(1, 1, 1)), level_fusion_cfg=dict( in_channels=(1024, 1024), mid_channels=(1024, 1024), out_channels=2048, downsample_scales=((1, 1, 1), (1, 1, 1))), aux_head_cfg=dict(out_channels=174, loss_weight=0.5)), cls_head=dict( type='TPNHead', num_classes=174, in_channels=2048, spatial_type='avg', consensus=dict(type='AvgConsensus', dim=1), dropout_ratio=0.5, init_std=0.01), train_cfg=None, test_cfg=dict(average_clips='prob', fcn_test=True)) checkpoint_config = dict(interval=1, max_keep_ckpts=5) log_config = dict(interval=20, hooks=[dict(type='TextLoggerHook')]) dist_params = dict(backend='nccl') log_level = 'INFO' load_from = None resume_from = None workflow = [('train', 1)] dataset_type = 'RawframeDataset' data_root = 'data/sthv1/rawframes' data_root_val = 'data/sthv1/rawframes' ann_file_train = 'data/sthv1/sthv1_train_list_rawframes.txt' ann_file_val = 'data/sthv1/sthv1_val_list_rawframes.txt' ann_file_test = 'data/sthv1/sthv1_val_list_rawframes.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=1, frame_interval=1, num_clips=8), dict( type='RawFrameDecode', io_backend='memcached', 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'), dict(type='RandomResizedCrop'), dict(type='Resize', scale=(224, 224), keep_ratio=False), dict(type='Flip', flip_ratio=0.5), dict(type='ColorJitter'), dict( type='Normalize', mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_bgr=False), dict(type='FormatShape', input_format='NCHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs', 'label']) ] val_pipeline = [ dict( type='SampleFrames', clip_len=1, frame_interval=1, num_clips=8, test_mode=True), dict( type='RawFrameDecode', io_backend='memcached', 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'), dict(type='Resize', scale=(-1, 256)), dict(type='CenterCrop', crop_size=224), dict( type='Normalize', mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_bgr=False), dict(type='FormatShape', input_format='NCHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs']) ] test_pipeline = [ dict( type='SampleFrames', clip_len=1, frame_interval=1, num_clips=8, twice_sample=True, test_mode=True), dict( type='RawFrameDecode', io_backend='memcached', 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'), dict(type='Resize', scale=(-1, 256)), dict(type='ThreeCrop', crop_size=256), dict( type='Normalize', mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_bgr=False), dict(type='FormatShape', input_format='NCHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs']) ] data = dict( videos_per_gpu=8, workers_per_gpu=8, test_dataloader=dict(videos_per_gpu=1), train=dict( type='RawframeDataset', ann_file='data/sthv1/sthv1_train_list_rawframes.txt', filename_tmpl='{:05}.jpg', data_prefix='data/sthv1/rawframes', pipeline=[ dict( type='SampleFrames', clip_len=1, frame_interval=1, num_clips=8), dict( type='RawFrameDecode', io_backend='memcached', 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'), dict(type='RandomResizedCrop'), dict(type='Resize', scale=(224, 224), keep_ratio=False), dict(type='Flip', flip_ratio=0.5), dict(type='ColorJitter'), dict( type='Normalize', mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_bgr=False), dict(type='FormatShape', input_format='NCHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs', 'label']) ]), val=dict( type='RawframeDataset', ann_file='data/sthv1/sthv1_val_list_rawframes.txt', filename_tmpl='{:05}.jpg', data_prefix='data/sthv1/rawframes', pipeline=[ dict( type='SampleFrames', clip_len=1, frame_interval=1, num_clips=8, test_mode=True), dict( type='RawFrameDecode', io_backend='memcached', 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'), dict(type='Resize', scale=(-1, 256)), dict(type='CenterCrop', crop_size=224), dict( type='Normalize', mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_bgr=False), dict(type='FormatShape', input_format='NCHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs']) ]), test=dict( type='RawframeDataset', ann_file='data/sthv1/sthv1_val_list_rawframes.txt', filename_tmpl='{:05}.jpg', data_prefix='data/sthv1/rawframes', pipeline=[ dict( type='SampleFrames', clip_len=1, frame_interval=1, num_clips=8, twice_sample=True, test_mode=True), dict( type='RawFrameDecode', io_backend='memcached', 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'), dict(type='Resize', scale=(-1, 256)), dict(type='ThreeCrop', crop_size=256), dict( type='Normalize', mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_bgr=False), dict(type='FormatShape', input_format='NCHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs']) ])) evaluation = dict( interval=1, metrics=['top_k_accuracy', 'mean_class_accuracy'], start=125) optimizer = dict( type='SGD', lr=0.01, momentum=0.9, weight_decay=0.0005, nesterov=True) optimizer_config = dict(grad_clip=dict(max_norm=20, norm_type=2)) lr_config = dict(policy='step', step=[75, 125]) total_epochs = 150 work_dir = './work_dirs/tpn_tsm_r50_1x1x8_150e_sthv1_rgb' gpu_ids = range(0, 8) omnisource = False module_hooks = [] 2021-12-02 20:40:14,853 - mmaction - INFO - Set random seed to 1974285391, deterministic: False 2021-12-02 20:40:16,992 - mmaction - INFO - These parameters in pretrained checkpoint are not loaded: {'fc.weight', 'fc.bias'} 2021-12-02 20:40:19,820 - mmaction - INFO - Start running, host: linjintao@SH-IDC2-172-20-21-37, work_dir: /mnt/lustre/linjintao/try/mmaction2_dev/work_dirs/tpn_tsm_r50_1x1x8_150e_sthv1_rgb 2021-12-02 20:40:19,821 - mmaction - INFO - workflow: [('train', 1)], max: 150 epochs 2021-12-02 20:42:27,425 - mmaction - INFO - Epoch [1][20/1345] lr: 1.000e-02, eta: 14 days, 19:29:43, time: 6.344, data_time: 5.284, memory: 8227, loss_aux: 2.5907, top1_acc: 0.0070, top5_acc: 0.0383, loss_cls: 5.2243, loss: 7.8150, grad_norm: 5.5647 2021-12-02 20:42:46,352 - mmaction - INFO - Epoch [1][40/1345] lr: 1.000e-02, eta: 8 days, 12:14:42, time: 0.946, data_time: 0.003, memory: 8227, loss_aux: 2.5787, top1_acc: 0.0156, top5_acc: 0.0547, loss_cls: 5.1776, loss: 7.7563, grad_norm: 5.4195 2021-12-02 20:43:05,267 - mmaction - INFO - Epoch [1][60/1345] lr: 1.000e-02, eta: 6 days, 9:48:31, time: 0.946, data_time: 0.001, memory: 8227, loss_aux: 2.5890, top1_acc: 0.0141, top5_acc: 0.0516, loss_cls: 5.1955, loss: 7.7844, grad_norm: 5.3208 2021-12-02 20:43:24,252 - mmaction - INFO - Epoch [1][80/1345] lr: 1.000e-02, eta: 5 days, 8:38:12, time: 0.949, data_time: 0.001, memory: 8227, loss_aux: 2.5668, top1_acc: 0.0133, top5_acc: 0.0531, loss_cls: 5.1315, loss: 7.6983, grad_norm: 5.1523 2021-12-02 20:43:43,253 - mmaction - INFO - Epoch [1][100/1345] lr: 1.000e-02, eta: 4 days, 17:32:37, time: 0.950, data_time: 0.001, memory: 8227, loss_aux: 2.5635, top1_acc: 0.0141, top5_acc: 0.0648, loss_cls: 5.0889, loss: 7.6524, grad_norm: 5.1068 2021-12-02 20:44:02,276 - mmaction - INFO - Epoch [1][120/1345] lr: 1.000e-02, eta: 4 days, 7:29:26, time: 0.951, data_time: 0.001, memory: 8227, loss_aux: 2.5704, top1_acc: 0.0156, top5_acc: 0.0617, loss_cls: 5.0964, loss: 7.6667, grad_norm: 5.0572 2021-12-02 20:44:21,339 - mmaction - INFO - Epoch [1][140/1345] lr: 1.000e-02, eta: 4 days, 0:19:16, time: 0.953, data_time: 0.001, memory: 8227, loss_aux: 2.5602, top1_acc: 0.0195, top5_acc: 0.0695, loss_cls: 5.0706, loss: 7.6308, grad_norm: 4.9611 2021-12-02 20:44:40,515 - mmaction - INFO - Epoch [1][160/1345] lr: 1.000e-02, eta: 3 days, 18:59:01, time: 0.959, data_time: 0.001, memory: 8227, loss_aux: 2.5548, top1_acc: 0.0211, top5_acc: 0.0773, loss_cls: 5.0397, loss: 7.5945, grad_norm: 4.7710 2021-12-02 20:44:59,579 - mmaction - INFO - Epoch [1][180/1345] lr: 1.000e-02, eta: 3 days, 14:47:53, time: 0.953, data_time: 0.001, memory: 8227, loss_aux: 2.5326, top1_acc: 0.0227, top5_acc: 0.1008, loss_cls: 4.9818, loss: 7.5145, grad_norm: 4.6252 2021-12-02 20:45:18,638 - mmaction - INFO - Epoch [1][200/1345] lr: 1.000e-02, eta: 3 days, 11:26:45, time: 0.953, data_time: 0.001, memory: 8227, loss_aux: 2.5479, top1_acc: 0.0203, top5_acc: 0.0719, loss_cls: 4.9765, loss: 7.5244, grad_norm: 4.5729 2021-12-02 20:45:37,700 - mmaction - INFO - Epoch [1][220/1345] lr: 1.000e-02, eta: 3 days, 8:42:09, time: 0.953, data_time: 0.001, memory: 8227, loss_aux: 2.5234, top1_acc: 0.0258, top5_acc: 0.0961, loss_cls: 4.9274, loss: 7.4508, grad_norm: 4.5160 2021-12-02 20:45:56,788 - mmaction - INFO - Epoch [1][240/1345] lr: 1.000e-02, eta: 3 days, 6:25:18, time: 0.954, data_time: 0.001, memory: 8227, loss_aux: 2.5385, top1_acc: 0.0227, top5_acc: 0.0875, loss_cls: 4.9494, loss: 7.4879, grad_norm: 4.4113 2021-12-02 20:46:15,878 - mmaction - INFO - Epoch [1][260/1345] lr: 1.000e-02, eta: 3 days, 4:29:24, time: 0.954, data_time: 0.001, memory: 8227, loss_aux: 2.5225, top1_acc: 0.0242, top5_acc: 0.1094, loss_cls: 4.8988, loss: 7.4214, grad_norm: 4.4664 2021-12-02 20:46:34,968 - mmaction - INFO - Epoch [1][280/1345] lr: 1.000e-02, eta: 3 days, 2:50:12, time: 0.955, data_time: 0.001, memory: 8227, loss_aux: 2.5211, top1_acc: 0.0367, top5_acc: 0.1117, loss_cls: 4.8891, loss: 7.4102, grad_norm: 4.4916 2021-12-02 20:46:54,075 - mmaction - INFO - Epoch [1][300/1345] lr: 1.000e-02, eta: 3 days, 1:24:16, time: 0.955, data_time: 0.001, memory: 8227, loss_aux: 2.5223, top1_acc: 0.0266, top5_acc: 0.0984, loss_cls: 4.8960, loss: 7.4183, grad_norm: 4.3948 2021-12-02 20:47:13,216 - mmaction - INFO - Epoch [1][320/1345] lr: 1.000e-02, eta: 3 days, 0:09:25, time: 0.957, data_time: 0.001, memory: 8227, loss_aux: 2.5061, top1_acc: 0.0406, top5_acc: 0.1133, loss_cls: 4.8538, loss: 7.3599, grad_norm: 4.4710 2021-12-02 20:47:32,325 - mmaction - INFO - Epoch [1][340/1345] lr: 1.000e-02, eta: 2 days, 23:02:59, time: 0.955, data_time: 0.001, memory: 8227, loss_aux: 2.4992, top1_acc: 0.0422, top5_acc: 0.1391, loss_cls: 4.8081, loss: 7.3073, grad_norm: 4.4968 2021-12-02 20:47:51,425 - mmaction - INFO - Epoch [1][360/1345] lr: 1.000e-02, eta: 2 days, 22:03:50, time: 0.955, data_time: 0.001, memory: 8227, loss_aux: 2.5189, top1_acc: 0.0328, top5_acc: 0.1094, loss_cls: 4.8971, loss: 7.4159, grad_norm: 4.5495 2021-12-02 20:48:10,496 - mmaction - INFO - Epoch [1][380/1345] lr: 1.000e-02, eta: 2 days, 21:10:37, time: 0.954, data_time: 0.001, memory: 8227, loss_aux: 2.5009, top1_acc: 0.0383, top5_acc: 0.1383, loss_cls: 4.8078, loss: 7.3087, grad_norm: 4.4136 2021-12-02 20:48:29,607 - mmaction - INFO - Epoch [1][400/1345] lr: 1.000e-02, eta: 2 days, 20:23:02, time: 0.956, data_time: 0.001, memory: 8227, loss_aux: 2.5068, top1_acc: 0.0336, top5_acc: 0.1328, loss_cls: 4.8424, loss: 7.3492, grad_norm: 4.4595 2021-12-02 20:48:48,717 - mmaction - INFO - Epoch [1][420/1345] lr: 1.000e-02, eta: 2 days, 19:39:56, time: 0.955, data_time: 0.001, memory: 8227, loss_aux: 2.4834, top1_acc: 0.0422, top5_acc: 0.1398, loss_cls: 4.7686, loss: 7.2520, grad_norm: 4.4341 2021-12-02 20:49:07,859 - mmaction - INFO - Epoch [1][440/1345] lr: 1.000e-02, eta: 2 days, 19:00:58, time: 0.957, data_time: 0.001, memory: 8227, loss_aux: 2.4680, top1_acc: 0.0328, top5_acc: 0.1508, loss_cls: 4.7421, loss: 7.2101, grad_norm: 4.6594 2021-12-02 20:49:26,959 - mmaction - INFO - Epoch [1][460/1345] lr: 1.000e-02, eta: 2 days, 18:25:03, time: 0.955, data_time: 0.001, memory: 8227, loss_aux: 2.4490, top1_acc: 0.0547, top5_acc: 0.1562, loss_cls: 4.7077, loss: 7.1567, grad_norm: 4.6847 2021-12-02 20:49:46,101 - mmaction - INFO - Epoch [1][480/1345] lr: 1.000e-02, eta: 2 days, 17:52:24, time: 0.957, data_time: 0.001, memory: 8227, loss_aux: 2.4700, top1_acc: 0.0266, top5_acc: 0.1328, loss_cls: 4.7848, loss: 7.2548, grad_norm: 4.6241 2021-12-02 20:50:05,206 - mmaction - INFO - Epoch [1][500/1345] lr: 1.000e-02, eta: 2 days, 17:22:05, time: 0.955, data_time: 0.001, memory: 8227, loss_aux: 2.4617, top1_acc: 0.0406, top5_acc: 0.1391, loss_cls: 4.7556, loss: 7.2173, grad_norm: 4.5714 2021-12-02 20:50:24,322 - mmaction - INFO - Epoch [1][520/1345] lr: 1.000e-02, eta: 2 days, 16:54:10, time: 0.956, data_time: 0.001, memory: 8227, loss_aux: 2.4480, top1_acc: 0.0453, top5_acc: 0.1719, loss_cls: 4.7032, loss: 7.1511, grad_norm: 4.5974 2021-12-02 20:50:43,420 - mmaction - INFO - Epoch [1][540/1345] lr: 1.000e-02, eta: 2 days, 16:28:10, time: 0.955, data_time: 0.001, memory: 8227, loss_aux: 2.4601, top1_acc: 0.0422, top5_acc: 0.1578, loss_cls: 4.7101, loss: 7.1702, grad_norm: 4.6834 2021-12-02 20:51:02,506 - mmaction - INFO - Epoch [1][560/1345] lr: 1.000e-02, eta: 2 days, 16:03:55, time: 0.954, data_time: 0.001, memory: 8227, loss_aux: 2.4379, top1_acc: 0.0484, top5_acc: 0.1453, loss_cls: 4.6939, loss: 7.1318, grad_norm: 4.7059 2021-12-02 20:51:21,592 - mmaction - INFO - Epoch [1][580/1345] lr: 1.000e-02, eta: 2 days, 15:41:20, time: 0.954, data_time: 0.001, memory: 8227, loss_aux: 2.4381, top1_acc: 0.0375, top5_acc: 0.1602, loss_cls: 4.6905, loss: 7.1286, grad_norm: 4.7600 2021-12-02 20:51:40,673 - mmaction - INFO - Epoch [1][600/1345] lr: 1.000e-02, eta: 2 days, 15:20:12, time: 0.954, data_time: 0.001, memory: 8227, loss_aux: 2.4352, top1_acc: 0.0422, top5_acc: 0.1648, loss_cls: 4.6735, loss: 7.1087, grad_norm: 4.6319 2021-12-02 20:51:59,762 - mmaction - INFO - Epoch [1][620/1345] lr: 1.000e-02, eta: 2 days, 15:00:28, time: 0.954, data_time: 0.001, memory: 8227, loss_aux: 2.4469, top1_acc: 0.0437, top5_acc: 0.1688, loss_cls: 4.6992, loss: 7.1461, grad_norm: 4.7806 2021-12-02 20:52:18,835 - mmaction - INFO - Epoch [1][640/1345] lr: 1.000e-02, eta: 2 days, 14:41:51, time: 0.954, data_time: 0.001, memory: 8227, loss_aux: 2.4286, top1_acc: 0.0445, top5_acc: 0.1719, loss_cls: 4.6433, loss: 7.0719, grad_norm: 4.7449 2021-12-02 20:52:37,924 - mmaction - INFO - Epoch [1][660/1345] lr: 1.000e-02, eta: 2 days, 14:24:25, time: 0.954, data_time: 0.001, memory: 8227, loss_aux: 2.4263, top1_acc: 0.0531, top5_acc: 0.1711, loss_cls: 4.6230, loss: 7.0493, grad_norm: 4.9802 2021-12-02 20:52:57,013 - mmaction - INFO - Epoch [1][680/1345] lr: 1.000e-02, eta: 2 days, 14:08:00, time: 0.954, data_time: 0.001, memory: 8227, loss_aux: 2.4081, top1_acc: 0.0531, top5_acc: 0.1867, loss_cls: 4.5995, loss: 7.0076, grad_norm: 4.9341 2021-12-02 20:53:16,139 - mmaction - INFO - Epoch [1][700/1345] lr: 1.000e-02, eta: 2 days, 13:52:41, time: 0.956, data_time: 0.001, memory: 8227, loss_aux: 2.4131, top1_acc: 0.0539, top5_acc: 0.1938, loss_cls: 4.6252, loss: 7.0383, grad_norm: 4.9436 2021-12-02 20:53:35,215 - mmaction - INFO - Epoch [1][720/1345] lr: 1.000e-02, eta: 2 days, 13:37:58, time: 0.954, data_time: 0.001, memory: 8227, loss_aux: 2.4005, top1_acc: 0.0633, top5_acc: 0.1945, loss_cls: 4.5669, loss: 6.9674, grad_norm: 4.9205 2021-12-02 20:53:54,286 - mmaction - INFO - Epoch [1][740/1345] lr: 1.000e-02, eta: 2 days, 13:24:00, time: 0.954, data_time: 0.001, memory: 8227, loss_aux: 2.4241, top1_acc: 0.0539, top5_acc: 0.1914, loss_cls: 4.6332, loss: 7.0573, grad_norm: 5.0289 2021-12-02 20:54:13,327 - mmaction - INFO - Epoch [1][760/1345] lr: 1.000e-02, eta: 2 days, 13:10:37, time: 0.952, data_time: 0.001, memory: 8227, loss_aux: 2.4248, top1_acc: 0.0453, top5_acc: 0.1750, loss_cls: 4.6403, loss: 7.0652, grad_norm: 4.9509 2021-12-02 20:54:32,342 - mmaction - INFO - Epoch [1][780/1345] lr: 1.000e-02, eta: 2 days, 12:57:48, time: 0.951, data_time: 0.001, memory: 8227, loss_aux: 2.4103, top1_acc: 0.0523, top5_acc: 0.1969, loss_cls: 4.5822, loss: 6.9925, grad_norm: 5.0098 2021-12-02 20:54:51,383 - mmaction - INFO - Epoch [1][800/1345] lr: 1.000e-02, eta: 2 days, 12:45:43, time: 0.952, data_time: 0.001, memory: 8227, loss_aux: 2.3889, top1_acc: 0.0734, top5_acc: 0.2234, loss_cls: 4.5061, loss: 6.8950, grad_norm: 5.0360 2021-12-02 20:55:10,432 - mmaction - INFO - Epoch [1][820/1345] lr: 1.000e-02, eta: 2 days, 12:34:14, time: 0.952, data_time: 0.001, memory: 8227, loss_aux: 2.3750, top1_acc: 0.0719, top5_acc: 0.2359, loss_cls: 4.4619, loss: 6.8369, grad_norm: 5.2788 2021-12-02 20:55:29,474 - mmaction - INFO - Epoch [1][840/1345] lr: 1.000e-02, eta: 2 days, 12:23:16, time: 0.952, data_time: 0.001, memory: 8227, loss_aux: 2.3947, top1_acc: 0.0664, top5_acc: 0.2180, loss_cls: 4.4998, loss: 6.8945, grad_norm: 5.3907 2021-12-02 20:55:48,501 - mmaction - INFO - Epoch [1][860/1345] lr: 1.000e-02, eta: 2 days, 12:12:43, time: 0.951, data_time: 0.001, memory: 8227, loss_aux: 2.3681, top1_acc: 0.0617, top5_acc: 0.2164, loss_cls: 4.4778, loss: 6.8459, grad_norm: 5.4139 2021-12-02 20:56:07,555 - mmaction - INFO - Epoch [1][880/1345] lr: 1.000e-02, eta: 2 days, 12:02:45, time: 0.953, data_time: 0.001, memory: 8227, loss_aux: 2.4062, top1_acc: 0.0617, top5_acc: 0.1992, loss_cls: 4.5678, loss: 6.9741, grad_norm: 5.2011 2021-12-02 20:56:26,627 - mmaction - INFO - Epoch [1][900/1345] lr: 1.000e-02, eta: 2 days, 11:53:17, time: 0.954, data_time: 0.001, memory: 8227, loss_aux: 2.3873, top1_acc: 0.0758, top5_acc: 0.2352, loss_cls: 4.4715, loss: 6.8588, grad_norm: 5.3494 2021-12-02 20:56:45,665 - mmaction - INFO - Epoch [1][920/1345] lr: 1.000e-02, eta: 2 days, 11:44:04, time: 0.952, data_time: 0.001, memory: 8227, loss_aux: 2.3762, top1_acc: 0.0656, top5_acc: 0.2375, loss_cls: 4.4439, loss: 6.8200, grad_norm: 5.5171 2021-12-02 20:57:04,722 - mmaction - INFO - Epoch [1][940/1345] lr: 1.000e-02, eta: 2 days, 11:35:19, time: 0.953, data_time: 0.001, memory: 8227, loss_aux: 2.3676, top1_acc: 0.0695, top5_acc: 0.2352, loss_cls: 4.4497, loss: 6.8173, grad_norm: 5.4385 2021-12-02 20:57:23,756 - mmaction - INFO - Epoch [1][960/1345] lr: 1.000e-02, eta: 2 days, 11:26:50, time: 0.952, data_time: 0.001, memory: 8227, loss_aux: 2.3865, top1_acc: 0.0719, top5_acc: 0.2305, loss_cls: 4.5050, loss: 6.8916, grad_norm: 5.3801 2021-12-02 20:57:42,802 - mmaction - INFO - Epoch [1][980/1345] lr: 1.000e-02, eta: 2 days, 11:18:44, time: 0.952, data_time: 0.001, memory: 8227, loss_aux: 2.3810, top1_acc: 0.0789, top5_acc: 0.2219, loss_cls: 4.4594, loss: 6.8404, grad_norm: 5.3810 2021-12-02 20:58:01,858 - mmaction - INFO - Epoch [1][1000/1345] lr: 1.000e-02, eta: 2 days, 11:10:58, time: 0.953, data_time: 0.001, memory: 8227, loss_aux: 2.3630, top1_acc: 0.0898, top5_acc: 0.2578, loss_cls: 4.3629, loss: 6.7259, grad_norm: 5.3869 2021-12-02 20:58:20,907 - mmaction - INFO - Epoch [1][1020/1345] lr: 1.000e-02, eta: 2 days, 11:03:28, time: 0.952, data_time: 0.001, memory: 8227, loss_aux: 2.3789, top1_acc: 0.0773, top5_acc: 0.2297, loss_cls: 4.4345, loss: 6.8134, grad_norm: 5.7286 2021-12-02 20:58:39,962 - mmaction - INFO - Epoch [1][1040/1345] lr: 1.000e-02, eta: 2 days, 10:56:16, time: 0.953, data_time: 0.001, memory: 8227, loss_aux: 2.3582, top1_acc: 0.0789, top5_acc: 0.2469, loss_cls: 4.3654, loss: 6.7236, grad_norm: 5.4917 2021-12-02 20:58:59,024 - mmaction - INFO - Epoch [1][1060/1345] lr: 1.000e-02, eta: 2 days, 10:49:21, time: 0.953, data_time: 0.001, memory: 8227, loss_aux: 2.3489, top1_acc: 0.0969, top5_acc: 0.2648, loss_cls: 4.3466, loss: 6.6956, grad_norm: 5.6586 2021-12-02 20:59:18,111 - mmaction - INFO - Epoch [1][1080/1345] lr: 1.000e-02, eta: 2 days, 10:42:45, time: 0.954, data_time: 0.001, memory: 8227, loss_aux: 2.3469, top1_acc: 0.0859, top5_acc: 0.2594, loss_cls: 4.3544, loss: 6.7013, grad_norm: 5.5472 2021-12-02 20:59:37,226 - mmaction - INFO - Epoch [1][1100/1345] lr: 1.000e-02, eta: 2 days, 10:36:27, time: 0.956, data_time: 0.001, memory: 8227, loss_aux: 2.3717, top1_acc: 0.0930, top5_acc: 0.2656, loss_cls: 4.3512, loss: 6.7229, grad_norm: 5.5932 2021-12-02 20:59:56,326 - mmaction - INFO - Epoch [1][1120/1345] lr: 1.000e-02, eta: 2 days, 10:30:21, time: 0.955, data_time: 0.001, memory: 8227, loss_aux: 2.3328, top1_acc: 0.0883, top5_acc: 0.2820, loss_cls: 4.2919, loss: 6.6247, grad_norm: 5.6103 2021-12-02 21:00:15,438 - mmaction - INFO - Epoch [1][1140/1345] lr: 1.000e-02, eta: 2 days, 10:24:28, time: 0.955, data_time: 0.001, memory: 8227, loss_aux: 2.3286, top1_acc: 0.1023, top5_acc: 0.2789, loss_cls: 4.3134, loss: 6.6420, grad_norm: 5.8866 2021-12-02 21:00:34,534 - mmaction - INFO - Epoch [1][1160/1345] lr: 1.000e-02, eta: 2 days, 10:18:45, time: 0.955, data_time: 0.001, memory: 8227, loss_aux: 2.3286, top1_acc: 0.0977, top5_acc: 0.2609, loss_cls: 4.2935, loss: 6.6221, grad_norm: 5.7719 2021-12-02 21:00:53,619 - mmaction - INFO - Epoch [1][1180/1345] lr: 1.000e-02, eta: 2 days, 10:13:10, time: 0.954, data_time: 0.001, memory: 8227, loss_aux: 2.3452, top1_acc: 0.0836, top5_acc: 0.2867, loss_cls: 4.2489, loss: 6.5941, grad_norm: 5.8660 2021-12-02 21:01:12,744 - mmaction - INFO - Epoch [1][1200/1345] lr: 1.000e-02, eta: 2 days, 10:07:53, time: 0.956, data_time: 0.001, memory: 8227, loss_aux: 2.2989, top1_acc: 0.1094, top5_acc: 0.3008, loss_cls: 4.2043, loss: 6.5032, grad_norm: 5.9703 2021-12-02 21:01:31,876 - mmaction - INFO - Epoch [1][1220/1345] lr: 1.000e-02, eta: 2 days, 10:02:46, time: 0.957, data_time: 0.001, memory: 8227, loss_aux: 2.3481, top1_acc: 0.0906, top5_acc: 0.2812, loss_cls: 4.3160, loss: 6.6642, grad_norm: 5.7800 2021-12-02 21:01:50,985 - mmaction - INFO - Epoch [1][1240/1345] lr: 1.000e-02, eta: 2 days, 9:57:45, time: 0.956, data_time: 0.001, memory: 8227, loss_aux: 2.3323, top1_acc: 0.0969, top5_acc: 0.2820, loss_cls: 4.2652, loss: 6.5976, grad_norm: 5.9110 2021-12-02 21:02:10,119 - mmaction - INFO - Epoch [1][1260/1345] lr: 1.000e-02, eta: 2 days, 9:52:57, time: 0.957, data_time: 0.001, memory: 8227, loss_aux: 2.3191, top1_acc: 0.1047, top5_acc: 0.2977, loss_cls: 4.2151, loss: 6.5342, grad_norm: 5.8058 2021-12-02 21:02:29,240 - mmaction - INFO - Epoch [1][1280/1345] lr: 1.000e-02, eta: 2 days, 9:48:15, time: 0.956, data_time: 0.001, memory: 8227, loss_aux: 2.3383, top1_acc: 0.0945, top5_acc: 0.2891, loss_cls: 4.2751, loss: 6.6134, grad_norm: 5.8553 2021-12-02 21:02:48,335 - mmaction - INFO - Epoch [1][1300/1345] lr: 1.000e-02, eta: 2 days, 9:43:38, time: 0.955, data_time: 0.001, memory: 8227, loss_aux: 2.3421, top1_acc: 0.1016, top5_acc: 0.2852, loss_cls: 4.2409, loss: 6.5830, grad_norm: 5.8781 2021-12-02 21:03:07,421 - mmaction - INFO - Epoch [1][1320/1345] lr: 1.000e-02, eta: 2 days, 9:39:07, time: 0.954, data_time: 0.001, memory: 8227, loss_aux: 2.3088, top1_acc: 0.0977, top5_acc: 0.3242, loss_cls: 4.1395, loss: 6.4483, grad_norm: 5.8684 2021-12-02 21:03:26,558 - mmaction - INFO - Epoch [1][1340/1345] lr: 1.000e-02, eta: 2 days, 9:34:51, time: 0.957, data_time: 0.001, memory: 8227, loss_aux: 2.3163, top1_acc: 0.1102, top5_acc: 0.3039, loss_cls: 4.1878, loss: 6.5041, grad_norm: 6.0028 2021-12-02 21:03:32,253 - mmaction - INFO - Saving checkpoint at 1 epochs 2021-12-02 21:05:39,452 - mmaction - INFO - Epoch [2][20/1345] lr: 1.000e-02, eta: 2 days, 13:38:32, time: 6.282, data_time: 5.307, memory: 8232, loss_aux: 2.3111, top1_acc: 0.1109, top5_acc: 0.3055, loss_cls: 4.2053, loss: 6.5164, grad_norm: 6.1332 2021-12-02 21:05:58,513 - mmaction - INFO - Epoch [2][40/1345] lr: 1.000e-02, eta: 2 days, 13:30:43, time: 0.953, data_time: 0.003, memory: 8232, loss_aux: 2.3086, top1_acc: 0.1180, top5_acc: 0.3070, loss_cls: 4.1348, loss: 6.4434, grad_norm: 5.7411 2021-12-02 21:06:17,614 - mmaction - INFO - Epoch [2][60/1345] lr: 1.000e-02, eta: 2 days, 13:23:13, time: 0.955, data_time: 0.001, memory: 8232, loss_aux: 2.2930, top1_acc: 0.1172, top5_acc: 0.3336, loss_cls: 4.0868, loss: 6.3798, grad_norm: 6.0062 2021-12-02 21:06:36,681 - mmaction - INFO - Epoch [2][80/1345] lr: 1.000e-02, eta: 2 days, 13:15:50, time: 0.953, data_time: 0.001, memory: 8232, loss_aux: 2.3074, top1_acc: 0.1148, top5_acc: 0.3023, loss_cls: 4.1303, loss: 6.4377, grad_norm: 6.1830 2021-12-02 21:06:55,746 - mmaction - INFO - Epoch [2][100/1345] lr: 1.000e-02, eta: 2 days, 13:08:38, time: 0.953, data_time: 0.001, memory: 8232, loss_aux: 2.3075, top1_acc: 0.1133, top5_acc: 0.3008, loss_cls: 4.1538, loss: 6.4613, grad_norm: 5.9644 2021-12-02 21:07:14,827 - mmaction - INFO - Epoch [2][120/1345] lr: 1.000e-02, eta: 2 days, 13:01:40, time: 0.954, data_time: 0.001, memory: 8232, loss_aux: 2.2979, top1_acc: 0.1313, top5_acc: 0.3336, loss_cls: 4.1268, loss: 6.4247, grad_norm: 5.9889 2021-12-02 21:07:33,886 - mmaction - INFO - Epoch [2][140/1345] lr: 1.000e-02, eta: 2 days, 12:54:50, time: 0.953, data_time: 0.001, memory: 8232, loss_aux: 2.2981, top1_acc: 0.1336, top5_acc: 0.3367, loss_cls: 4.0725, loss: 6.3707, grad_norm: 6.0804 2021-12-02 21:07:53,002 - mmaction - INFO - Epoch [2][160/1345] lr: 1.000e-02, eta: 2 days, 12:48:17, time: 0.956, data_time: 0.001, memory: 8232, loss_aux: 2.2946, top1_acc: 0.1344, top5_acc: 0.3273, loss_cls: 4.1046, loss: 6.3992, grad_norm: 6.1466 2021-12-02 21:08:12,076 - mmaction - INFO - Epoch [2][180/1345] lr: 1.000e-02, eta: 2 days, 12:41:49, time: 0.954, data_time: 0.001, memory: 8232, loss_aux: 2.2873, top1_acc: 0.1273, top5_acc: 0.3367, loss_cls: 4.0409, loss: 6.3283, grad_norm: 6.1165 2021-12-02 21:08:31,122 - mmaction - INFO - Epoch [2][200/1345] lr: 1.000e-02, eta: 2 days, 12:35:27, time: 0.952, data_time: 0.001, memory: 8232, loss_aux: 2.2730, top1_acc: 0.1461, top5_acc: 0.3391, loss_cls: 4.0030, loss: 6.2760, grad_norm: 6.1323 2021-12-02 21:08:50,218 - mmaction - INFO - Epoch [2][220/1345] lr: 1.000e-02, eta: 2 days, 12:29:21, time: 0.955, data_time: 0.001, memory: 8232, loss_aux: 2.2900, top1_acc: 0.1336, top5_acc: 0.3508, loss_cls: 4.0239, loss: 6.3138, grad_norm: 6.2384 2021-12-02 21:09:09,295 - mmaction - INFO - Epoch [2][240/1345] lr: 1.000e-02, eta: 2 days, 12:23:21, time: 0.954, data_time: 0.001, memory: 8232, loss_aux: 2.2852, top1_acc: 0.1352, top5_acc: 0.3344, loss_cls: 4.0758, loss: 6.3610, grad_norm: 6.2054 2021-12-02 21:09:28,354 - mmaction - INFO - Epoch [2][260/1345] lr: 1.000e-02, eta: 2 days, 12:17:27, time: 0.953, data_time: 0.001, memory: 8232, loss_aux: 2.2826, top1_acc: 0.1297, top5_acc: 0.3289, loss_cls: 4.0472, loss: 6.3298, grad_norm: 6.4171 2021-12-02 21:09:47,407 - mmaction - INFO - Epoch [2][280/1345] lr: 1.000e-02, eta: 2 days, 12:11:41, time: 0.953, data_time: 0.001, memory: 8232, loss_aux: 2.2759, top1_acc: 0.1594, top5_acc: 0.3641, loss_cls: 3.9905, loss: 6.2664, grad_norm: 6.3579 2021-12-02 21:10:06,464 - mmaction - INFO - Epoch [2][300/1345] lr: 1.000e-02, eta: 2 days, 12:06:03, time: 0.953, data_time: 0.001, memory: 8232, loss_aux: 2.3000, top1_acc: 0.1281, top5_acc: 0.3133, loss_cls: 4.1242, loss: 6.4243, grad_norm: 6.2567 2021-12-02 21:10:25,529 - mmaction - INFO - Epoch [2][320/1345] lr: 1.000e-02, eta: 2 days, 12:00:33, time: 0.953, data_time: 0.001, memory: 8232, loss_aux: 2.2907, top1_acc: 0.1313, top5_acc: 0.3414, loss_cls: 4.0810, loss: 6.3717, grad_norm: 6.0702 2021-12-02 21:10:44,566 - mmaction - INFO - Epoch [2][340/1345] lr: 1.000e-02, eta: 2 days, 11:55:08, time: 0.952, data_time: 0.001, memory: 8232, loss_aux: 2.2684, top1_acc: 0.1297, top5_acc: 0.3539, loss_cls: 4.0044, loss: 6.2728, grad_norm: 6.3292 2021-12-02 21:11:03,596 - mmaction - INFO - Epoch [2][360/1345] lr: 1.000e-02, eta: 2 days, 11:49:49, time: 0.952, data_time: 0.001, memory: 8232, loss_aux: 2.2734, top1_acc: 0.1430, top5_acc: 0.3602, loss_cls: 3.9836, loss: 6.2570, grad_norm: 6.3322 2021-12-02 21:11:22,671 - mmaction - INFO - Epoch [2][380/1345] lr: 1.000e-02, eta: 2 days, 11:44:43, time: 0.954, data_time: 0.001, memory: 8232, loss_aux: 2.2565, top1_acc: 0.1422, top5_acc: 0.3680, loss_cls: 3.9695, loss: 6.2259, grad_norm: 6.2882 2021-12-02 21:11:41,738 - mmaction - INFO - Epoch [2][400/1345] lr: 1.000e-02, eta: 2 days, 11:39:42, time: 0.953, data_time: 0.001, memory: 8232, loss_aux: 2.2628, top1_acc: 0.1547, top5_acc: 0.3656, loss_cls: 3.9808, loss: 6.2436, grad_norm: 6.5353 2021-12-02 21:12:00,798 - mmaction - INFO - Epoch [2][420/1345] lr: 1.000e-02, eta: 2 days, 11:34:46, time: 0.953, data_time: 0.001, memory: 8232, loss_aux: 2.2789, top1_acc: 0.1359, top5_acc: 0.3602, loss_cls: 3.9433, loss: 6.2222, grad_norm: 6.3655 2021-12-02 21:12:19,854 - mmaction - INFO - Epoch [2][440/1345] lr: 1.000e-02, eta: 2 days, 11:29:56, time: 0.953, data_time: 0.001, memory: 8232, loss_aux: 2.2485, top1_acc: 0.1430, top5_acc: 0.3594, loss_cls: 3.9600, loss: 6.2084, grad_norm: 6.4853 2021-12-02 21:12:38,923 - mmaction - INFO - Epoch [2][460/1345] lr: 1.000e-02, eta: 2 days, 11:25:14, time: 0.953, data_time: 0.001, memory: 8232, loss_aux: 2.2652, top1_acc: 0.1367, top5_acc: 0.3594, loss_cls: 4.0168, loss: 6.2820, grad_norm: 6.3797 2021-12-02 21:12:58,026 - mmaction - INFO - Epoch [2][480/1345] lr: 1.000e-02, eta: 2 days, 11:20:41, time: 0.955, data_time: 0.001, memory: 8232, loss_aux: 2.2567, top1_acc: 0.1352, top5_acc: 0.3578, loss_cls: 3.9636, loss: 6.2202, grad_norm: 6.1753 2021-12-02 21:13:17,083 - mmaction - INFO - Epoch [2][500/1345] lr: 1.000e-02, eta: 2 days, 11:16:09, time: 0.953, data_time: 0.001, memory: 8232, loss_aux: 2.2573, top1_acc: 0.1555, top5_acc: 0.3633, loss_cls: 3.9074, loss: 6.1647, grad_norm: 6.2863 2021-12-02 21:13:36,164 - mmaction - INFO - Epoch [2][520/1345] lr: 1.000e-02, eta: 2 days, 11:11:45, time: 0.954, data_time: 0.001, memory: 8232, loss_aux: 2.2450, top1_acc: 0.1437, top5_acc: 0.3672, loss_cls: 3.9612, loss: 6.2062, grad_norm: 6.3985 2021-12-02 21:13:55,256 - mmaction - INFO - Epoch [2][540/1345] lr: 1.000e-02, eta: 2 days, 11:07:27, time: 0.955, data_time: 0.001, memory: 8232, loss_aux: 2.2609, top1_acc: 0.1492, top5_acc: 0.3797, loss_cls: 3.8663, loss: 6.1272, grad_norm: 6.1762 2021-12-02 21:14:14,360 - mmaction - INFO - Epoch [2][560/1345] lr: 1.000e-02, eta: 2 days, 11:03:15, time: 0.955, data_time: 0.001, memory: 8232, loss_aux: 2.2211, top1_acc: 0.1477, top5_acc: 0.3766, loss_cls: 3.8840, loss: 6.1051, grad_norm: 6.3614 2021-12-02 21:14:33,464 - mmaction - INFO - Epoch [2][580/1345] lr: 1.000e-02, eta: 2 days, 10:59:09, time: 0.955, data_time: 0.001, memory: 8232, loss_aux: 2.2631, top1_acc: 0.1430, top5_acc: 0.3523, loss_cls: 3.9470, loss: 6.2101, grad_norm: 6.5099 2021-12-02 21:14:52,568 - mmaction - INFO - Epoch [2][600/1345] lr: 1.000e-02, eta: 2 days, 10:55:07, time: 0.955, data_time: 0.001, memory: 8232, loss_aux: 2.2318, top1_acc: 0.1531, top5_acc: 0.3734, loss_cls: 3.8829, loss: 6.1147, grad_norm: 6.3786 2021-12-02 21:15:11,689 - mmaction - INFO - Epoch [2][620/1345] lr: 1.000e-02, eta: 2 days, 10:51:11, time: 0.956, data_time: 0.001, memory: 8232, loss_aux: 2.2367, top1_acc: 0.1570, top5_acc: 0.3742, loss_cls: 3.8611, loss: 6.0978, grad_norm: 6.5258 2021-12-02 21:15:30,810 - mmaction - INFO - Epoch [2][640/1345] lr: 1.000e-02, eta: 2 days, 10:47:19, time: 0.956, data_time: 0.001, memory: 8232, loss_aux: 2.2119, top1_acc: 0.1609, top5_acc: 0.3867, loss_cls: 3.8263, loss: 6.0381, grad_norm: 6.3548 2021-12-02 21:15:49,959 - mmaction - INFO - Epoch [2][660/1345] lr: 1.000e-02, eta: 2 days, 10:43:35, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 2.2095, top1_acc: 0.1586, top5_acc: 0.3992, loss_cls: 3.7976, loss: 6.0072, grad_norm: 6.2823 2021-12-02 21:16:09,113 - mmaction - INFO - Epoch [2][680/1345] lr: 1.000e-02, eta: 2 days, 10:39:55, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 2.2472, top1_acc: 0.1578, top5_acc: 0.3688, loss_cls: 3.8943, loss: 6.1415, grad_norm: 6.7525 2021-12-02 21:16:28,270 - mmaction - INFO - Epoch [2][700/1345] lr: 1.000e-02, eta: 2 days, 10:36:20, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 2.2361, top1_acc: 0.1516, top5_acc: 0.3789, loss_cls: 3.8957, loss: 6.1318, grad_norm: 6.2834 2021-12-02 21:16:47,424 - mmaction - INFO - Epoch [2][720/1345] lr: 1.000e-02, eta: 2 days, 10:32:47, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 2.2102, top1_acc: 0.1617, top5_acc: 0.3852, loss_cls: 3.8485, loss: 6.0588, grad_norm: 6.2781 2021-12-02 21:17:06,608 - mmaction - INFO - Epoch [2][740/1345] lr: 1.000e-02, eta: 2 days, 10:29:22, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 2.2185, top1_acc: 0.1594, top5_acc: 0.3992, loss_cls: 3.8182, loss: 6.0367, grad_norm: 6.3769 2021-12-02 21:17:25,768 - mmaction - INFO - Epoch [2][760/1345] lr: 1.000e-02, eta: 2 days, 10:25:58, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 2.2128, top1_acc: 0.1633, top5_acc: 0.3773, loss_cls: 3.8570, loss: 6.0698, grad_norm: 6.5308 2021-12-02 21:17:44,930 - mmaction - INFO - Epoch [2][780/1345] lr: 1.000e-02, eta: 2 days, 10:22:37, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 2.2220, top1_acc: 0.1656, top5_acc: 0.3773, loss_cls: 3.8520, loss: 6.0740, grad_norm: 6.2627 2021-12-02 21:18:04,125 - mmaction - INFO - Epoch [2][800/1345] lr: 1.000e-02, eta: 2 days, 10:19:23, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 2.2013, top1_acc: 0.1719, top5_acc: 0.3812, loss_cls: 3.8674, loss: 6.0687, grad_norm: 6.4698 2021-12-02 21:18:23,302 - mmaction - INFO - Epoch [2][820/1345] lr: 1.000e-02, eta: 2 days, 10:16:10, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 2.2284, top1_acc: 0.1500, top5_acc: 0.3734, loss_cls: 3.9014, loss: 6.1298, grad_norm: 6.4006 2021-12-02 21:18:42,484 - mmaction - INFO - Epoch [2][840/1345] lr: 1.000e-02, eta: 2 days, 10:13:01, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 2.2116, top1_acc: 0.1766, top5_acc: 0.4055, loss_cls: 3.8089, loss: 6.0205, grad_norm: 6.2453 2021-12-02 21:19:01,633 - mmaction - INFO - Epoch [2][860/1345] lr: 1.000e-02, eta: 2 days, 10:09:52, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 2.1704, top1_acc: 0.1633, top5_acc: 0.4188, loss_cls: 3.7175, loss: 5.8879, grad_norm: 6.4314 2021-12-02 21:19:20,778 - mmaction - INFO - Epoch [2][880/1345] lr: 1.000e-02, eta: 2 days, 10:06:46, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 2.2217, top1_acc: 0.1781, top5_acc: 0.4070, loss_cls: 3.7736, loss: 5.9952, grad_norm: 6.3549 2021-12-02 21:19:39,916 - mmaction - INFO - Epoch [2][900/1345] lr: 1.000e-02, eta: 2 days, 10:03:42, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 2.1977, top1_acc: 0.1797, top5_acc: 0.4055, loss_cls: 3.7573, loss: 5.9551, grad_norm: 6.4129 2021-12-02 21:19:59,070 - mmaction - INFO - Epoch [2][920/1345] lr: 1.000e-02, eta: 2 days, 10:00:43, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 2.2045, top1_acc: 0.1648, top5_acc: 0.3953, loss_cls: 3.7978, loss: 6.0023, grad_norm: 6.3771 2021-12-02 21:20:18,242 - mmaction - INFO - Epoch [2][940/1345] lr: 1.000e-02, eta: 2 days, 9:57:47, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 2.1922, top1_acc: 0.1656, top5_acc: 0.3875, loss_cls: 3.7998, loss: 5.9920, grad_norm: 6.3798 2021-12-02 21:20:37,398 - mmaction - INFO - Epoch [2][960/1345] lr: 1.000e-02, eta: 2 days, 9:54:54, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 2.1873, top1_acc: 0.1914, top5_acc: 0.4375, loss_cls: 3.7035, loss: 5.8908, grad_norm: 6.4951 2021-12-02 21:20:56,546 - mmaction - INFO - Epoch [2][980/1345] lr: 1.000e-02, eta: 2 days, 9:52:02, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 2.1970, top1_acc: 0.1766, top5_acc: 0.3992, loss_cls: 3.7860, loss: 5.9830, grad_norm: 6.3383 2021-12-02 21:21:15,671 - mmaction - INFO - Epoch [2][1000/1345] lr: 1.000e-02, eta: 2 days, 9:49:11, time: 0.956, data_time: 0.001, memory: 8232, loss_aux: 2.2085, top1_acc: 0.1688, top5_acc: 0.3984, loss_cls: 3.7924, loss: 6.0009, grad_norm: 6.5136 2021-12-02 21:21:34,830 - mmaction - INFO - Epoch [2][1020/1345] lr: 1.000e-02, eta: 2 days, 9:46:25, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 2.1879, top1_acc: 0.1672, top5_acc: 0.4055, loss_cls: 3.7937, loss: 5.9816, grad_norm: 6.3967 2021-12-02 21:21:53,981 - mmaction - INFO - Epoch [2][1040/1345] lr: 1.000e-02, eta: 2 days, 9:43:41, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 2.1944, top1_acc: 0.1828, top5_acc: 0.4164, loss_cls: 3.7403, loss: 5.9347, grad_norm: 6.2380 2021-12-02 21:22:13,107 - mmaction - INFO - Epoch [2][1060/1345] lr: 1.000e-02, eta: 2 days, 9:40:57, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 2.1782, top1_acc: 0.1766, top5_acc: 0.4102, loss_cls: 3.7413, loss: 5.9195, grad_norm: 6.4045 2021-12-02 21:22:32,262 - mmaction - INFO - Epoch [2][1080/1345] lr: 1.000e-02, eta: 2 days, 9:38:19, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 2.1783, top1_acc: 0.2023, top5_acc: 0.4258, loss_cls: 3.6825, loss: 5.8608, grad_norm: 6.4114 2021-12-02 21:22:51,416 - mmaction - INFO - Epoch [2][1100/1345] lr: 1.000e-02, eta: 2 days, 9:35:42, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 2.1798, top1_acc: 0.1773, top5_acc: 0.4117, loss_cls: 3.7686, loss: 5.9483, grad_norm: 6.6703 2021-12-02 21:23:10,535 - mmaction - INFO - Epoch [2][1120/1345] lr: 1.000e-02, eta: 2 days, 9:33:05, time: 0.956, data_time: 0.001, memory: 8232, loss_aux: 2.1681, top1_acc: 0.1828, top5_acc: 0.4219, loss_cls: 3.7506, loss: 5.9187, grad_norm: 6.5182 2021-12-02 21:23:29,658 - mmaction - INFO - Epoch [2][1140/1345] lr: 1.000e-02, eta: 2 days, 9:30:30, time: 0.956, data_time: 0.001, memory: 8232, loss_aux: 2.1613, top1_acc: 0.1852, top5_acc: 0.4320, loss_cls: 3.6562, loss: 5.8175, grad_norm: 6.4216 2021-12-02 21:23:48,777 - mmaction - INFO - Epoch [2][1160/1345] lr: 1.000e-02, eta: 2 days, 9:27:57, time: 0.956, data_time: 0.001, memory: 8232, loss_aux: 2.1725, top1_acc: 0.1688, top5_acc: 0.4258, loss_cls: 3.7147, loss: 5.8872, grad_norm: 6.4691 2021-12-02 21:24:07,902 - mmaction - INFO - Epoch [2][1180/1345] lr: 1.000e-02, eta: 2 days, 9:25:27, time: 0.956, data_time: 0.001, memory: 8232, loss_aux: 2.1588, top1_acc: 0.1992, top5_acc: 0.4367, loss_cls: 3.6372, loss: 5.7959, grad_norm: 6.3621 2021-12-02 21:24:27,029 - mmaction - INFO - Epoch [2][1200/1345] lr: 1.000e-02, eta: 2 days, 9:22:59, time: 0.956, data_time: 0.001, memory: 8232, loss_aux: 2.1529, top1_acc: 0.1867, top5_acc: 0.4359, loss_cls: 3.6483, loss: 5.8013, grad_norm: 6.5913 2021-12-02 21:24:46,128 - mmaction - INFO - Epoch [2][1220/1345] lr: 1.000e-02, eta: 2 days, 9:20:31, time: 0.955, data_time: 0.001, memory: 8232, loss_aux: 2.1710, top1_acc: 0.1789, top5_acc: 0.4125, loss_cls: 3.7168, loss: 5.8877, grad_norm: 6.6536 2021-12-02 21:25:05,219 - mmaction - INFO - Epoch [2][1240/1345] lr: 1.000e-02, eta: 2 days, 9:18:04, time: 0.955, data_time: 0.001, memory: 8232, loss_aux: 2.1460, top1_acc: 0.1938, top5_acc: 0.4383, loss_cls: 3.6478, loss: 5.7938, grad_norm: 6.4377 2021-12-02 21:25:24,322 - mmaction - INFO - Epoch [2][1260/1345] lr: 1.000e-02, eta: 2 days, 9:15:40, time: 0.955, data_time: 0.001, memory: 8232, loss_aux: 2.1615, top1_acc: 0.2133, top5_acc: 0.4430, loss_cls: 3.6204, loss: 5.7818, grad_norm: 6.5632 2021-12-02 21:25:43,394 - mmaction - INFO - Epoch [2][1280/1345] lr: 1.000e-02, eta: 2 days, 9:13:16, time: 0.954, data_time: 0.001, memory: 8232, loss_aux: 2.1250, top1_acc: 0.2047, top5_acc: 0.4445, loss_cls: 3.5810, loss: 5.7060, grad_norm: 6.5398 2021-12-02 21:26:02,505 - mmaction - INFO - Epoch [2][1300/1345] lr: 1.000e-02, eta: 2 days, 9:10:56, time: 0.956, data_time: 0.001, memory: 8232, loss_aux: 2.1836, top1_acc: 0.1711, top5_acc: 0.4039, loss_cls: 3.7567, loss: 5.9404, grad_norm: 6.7819 2021-12-02 21:26:21,580 - mmaction - INFO - Epoch [2][1320/1345] lr: 1.000e-02, eta: 2 days, 9:08:35, time: 0.954, data_time: 0.001, memory: 8232, loss_aux: 2.1728, top1_acc: 0.1758, top5_acc: 0.4289, loss_cls: 3.7177, loss: 5.8905, grad_norm: 6.4274 2021-12-02 21:26:40,698 - mmaction - INFO - Epoch [2][1340/1345] lr: 1.000e-02, eta: 2 days, 9:06:20, time: 0.956, data_time: 0.001, memory: 8232, loss_aux: 2.1497, top1_acc: 0.1828, top5_acc: 0.4383, loss_cls: 3.6718, loss: 5.8215, grad_norm: 6.5511 2021-12-02 21:26:46,310 - mmaction - INFO - Saving checkpoint at 2 epochs 2021-12-02 21:28:50,101 - mmaction - INFO - Epoch [3][20/1345] lr: 1.000e-02, eta: 2 days, 10:58:53, time: 5.905, data_time: 4.960, memory: 8232, loss_aux: 2.1755, top1_acc: 0.1922, top5_acc: 0.4375, loss_cls: 3.6685, loss: 5.8440, grad_norm: 6.2994 2021-12-02 21:29:09,114 - mmaction - INFO - Epoch [3][40/1345] lr: 1.000e-02, eta: 2 days, 10:55:42, time: 0.951, data_time: 0.002, memory: 8232, loss_aux: 2.1555, top1_acc: 0.2031, top5_acc: 0.4523, loss_cls: 3.5911, loss: 5.7466, grad_norm: 6.6323 2021-12-02 21:29:28,130 - mmaction - INFO - Epoch [3][60/1345] lr: 1.000e-02, eta: 2 days, 10:52:34, time: 0.951, data_time: 0.001, memory: 8232, loss_aux: 2.1679, top1_acc: 0.1875, top5_acc: 0.4180, loss_cls: 3.6727, loss: 5.8406, grad_norm: 6.7765 2021-12-02 21:29:47,145 - mmaction - INFO - Epoch [3][80/1345] lr: 1.000e-02, eta: 2 days, 10:49:28, time: 0.951, data_time: 0.001, memory: 8232, loss_aux: 2.1227, top1_acc: 0.1969, top5_acc: 0.4422, loss_cls: 3.5723, loss: 5.6950, grad_norm: 6.6737 2021-12-02 21:30:06,223 - mmaction - INFO - Epoch [3][100/1345] lr: 1.000e-02, eta: 2 days, 10:46:30, time: 0.954, data_time: 0.001, memory: 8232, loss_aux: 2.1327, top1_acc: 0.1906, top5_acc: 0.4336, loss_cls: 3.6359, loss: 5.7686, grad_norm: 6.5733 2021-12-02 21:30:25,335 - mmaction - INFO - Epoch [3][120/1345] lr: 1.000e-02, eta: 2 days, 10:43:35, time: 0.955, data_time: 0.001, memory: 8232, loss_aux: 2.1016, top1_acc: 0.1953, top5_acc: 0.4469, loss_cls: 3.5752, loss: 5.6768, grad_norm: 6.5629 2021-12-02 21:30:44,465 - mmaction - INFO - Epoch [3][140/1345] lr: 1.000e-02, eta: 2 days, 10:40:45, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 2.1284, top1_acc: 0.2031, top5_acc: 0.4367, loss_cls: 3.6012, loss: 5.7296, grad_norm: 6.5174 2021-12-02 21:31:03,565 - mmaction - INFO - Epoch [3][160/1345] lr: 1.000e-02, eta: 2 days, 10:37:55, time: 0.955, data_time: 0.001, memory: 8232, loss_aux: 2.1575, top1_acc: 0.2031, top5_acc: 0.4555, loss_cls: 3.6199, loss: 5.7773, grad_norm: 6.6085 2021-12-02 21:31:22,708 - mmaction - INFO - Epoch [3][180/1345] lr: 1.000e-02, eta: 2 days, 10:35:09, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 2.0826, top1_acc: 0.2133, top5_acc: 0.4781, loss_cls: 3.5247, loss: 5.6072, grad_norm: 6.4768 2021-12-02 21:31:41,844 - mmaction - INFO - Epoch [3][200/1345] lr: 1.000e-02, eta: 2 days, 10:32:25, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 2.1309, top1_acc: 0.2156, top5_acc: 0.4609, loss_cls: 3.5331, loss: 5.6640, grad_norm: 6.5460 2021-12-02 21:32:01,003 - mmaction - INFO - Epoch [3][220/1345] lr: 1.000e-02, eta: 2 days, 10:29:45, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 2.1235, top1_acc: 0.1914, top5_acc: 0.4531, loss_cls: 3.5692, loss: 5.6927, grad_norm: 6.6007 2021-12-02 21:32:20,172 - mmaction - INFO - Epoch [3][240/1345] lr: 1.000e-02, eta: 2 days, 10:27:07, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 2.0867, top1_acc: 0.2266, top5_acc: 0.4789, loss_cls: 3.4523, loss: 5.5390, grad_norm: 6.4753 2021-12-02 21:32:39,341 - mmaction - INFO - Epoch [3][260/1345] lr: 1.000e-02, eta: 2 days, 10:24:31, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 2.1110, top1_acc: 0.2016, top5_acc: 0.4562, loss_cls: 3.5605, loss: 5.6715, grad_norm: 6.5596 2021-12-02 21:32:58,504 - mmaction - INFO - Epoch [3][280/1345] lr: 1.000e-02, eta: 2 days, 10:21:57, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 2.1129, top1_acc: 0.2203, top5_acc: 0.4484, loss_cls: 3.5840, loss: 5.6968, grad_norm: 6.6584 2021-12-02 21:33:17,673 - mmaction - INFO - Epoch [3][300/1345] lr: 1.000e-02, eta: 2 days, 10:19:25, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 2.1148, top1_acc: 0.2109, top5_acc: 0.4539, loss_cls: 3.4894, loss: 5.6043, grad_norm: 6.6520 2021-12-02 21:33:36,888 - mmaction - INFO - Epoch [3][320/1345] lr: 1.000e-02, eta: 2 days, 10:16:57, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 2.1184, top1_acc: 0.2195, top5_acc: 0.4617, loss_cls: 3.5180, loss: 5.6364, grad_norm: 6.5509 2021-12-02 21:33:56,083 - mmaction - INFO - Epoch [3][340/1345] lr: 1.000e-02, eta: 2 days, 10:14:30, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 2.1159, top1_acc: 0.2109, top5_acc: 0.4422, loss_cls: 3.5959, loss: 5.7117, grad_norm: 6.4279 2021-12-02 21:34:15,250 - mmaction - INFO - Epoch [3][360/1345] lr: 1.000e-02, eta: 2 days, 10:12:03, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 2.1220, top1_acc: 0.2078, top5_acc: 0.4586, loss_cls: 3.5709, loss: 5.6929, grad_norm: 6.5880 2021-12-02 21:34:34,468 - mmaction - INFO - Epoch [3][380/1345] lr: 1.000e-02, eta: 2 days, 10:09:41, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 2.0743, top1_acc: 0.2133, top5_acc: 0.4844, loss_cls: 3.4758, loss: 5.5501, grad_norm: 6.5719 2021-12-02 21:34:53,611 - mmaction - INFO - Epoch [3][400/1345] lr: 1.000e-02, eta: 2 days, 10:07:15, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 2.0758, top1_acc: 0.2211, top5_acc: 0.4828, loss_cls: 3.3834, loss: 5.4592, grad_norm: 6.3882 2021-12-02 21:35:12,786 - mmaction - INFO - Epoch [3][420/1345] lr: 1.000e-02, eta: 2 days, 10:04:54, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 2.1193, top1_acc: 0.2078, top5_acc: 0.4617, loss_cls: 3.5838, loss: 5.7030, grad_norm: 6.8273 2021-12-02 21:35:31,940 - mmaction - INFO - Epoch [3][440/1345] lr: 1.000e-02, eta: 2 days, 10:02:32, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 2.1132, top1_acc: 0.1969, top5_acc: 0.4609, loss_cls: 3.5490, loss: 5.6622, grad_norm: 6.5488 2021-12-02 21:35:51,105 - mmaction - INFO - Epoch [3][460/1345] lr: 1.000e-02, eta: 2 days, 10:00:13, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 2.0945, top1_acc: 0.2281, top5_acc: 0.4625, loss_cls: 3.4960, loss: 5.5905, grad_norm: 6.7319 2021-12-02 21:36:10,269 - mmaction - INFO - Epoch [3][480/1345] lr: 1.000e-02, eta: 2 days, 9:57:55, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 2.1216, top1_acc: 0.2133, top5_acc: 0.4555, loss_cls: 3.6012, loss: 5.7228, grad_norm: 6.7397 2021-12-02 21:36:29,442 - mmaction - INFO - Epoch [3][500/1345] lr: 1.000e-02, eta: 2 days, 9:55:39, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 2.1318, top1_acc: 0.2023, top5_acc: 0.4648, loss_cls: 3.5805, loss: 5.7123, grad_norm: 6.5684 2021-12-02 21:36:48,588 - mmaction - INFO - Epoch [3][520/1345] lr: 1.000e-02, eta: 2 days, 9:53:23, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 2.0921, top1_acc: 0.2305, top5_acc: 0.4734, loss_cls: 3.5390, loss: 5.6311, grad_norm: 6.6867 2021-12-02 21:37:07,744 - mmaction - INFO - Epoch [3][540/1345] lr: 1.000e-02, eta: 2 days, 9:51:09, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 2.0934, top1_acc: 0.2148, top5_acc: 0.4625, loss_cls: 3.5364, loss: 5.6298, grad_norm: 6.7244 2021-12-02 21:37:26,864 - mmaction - INFO - Epoch [3][560/1345] lr: 1.000e-02, eta: 2 days, 9:48:54, time: 0.956, data_time: 0.001, memory: 8232, loss_aux: 2.1137, top1_acc: 0.2023, top5_acc: 0.4711, loss_cls: 3.5529, loss: 5.6665, grad_norm: 6.6269 2021-12-02 21:37:46,021 - mmaction - INFO - Epoch [3][580/1345] lr: 1.000e-02, eta: 2 days, 9:46:43, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 2.1001, top1_acc: 0.2102, top5_acc: 0.4648, loss_cls: 3.5517, loss: 5.6518, grad_norm: 6.5833 2021-12-02 21:38:05,194 - mmaction - INFO - Epoch [3][600/1345] lr: 1.000e-02, eta: 2 days, 9:44:35, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 2.1099, top1_acc: 0.2047, top5_acc: 0.4500, loss_cls: 3.5761, loss: 5.6860, grad_norm: 6.5960 2021-12-02 21:38:24,363 - mmaction - INFO - Epoch [3][620/1345] lr: 1.000e-02, eta: 2 days, 9:42:27, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 2.0648, top1_acc: 0.2305, top5_acc: 0.4742, loss_cls: 3.4404, loss: 5.5052, grad_norm: 6.6718 2021-12-02 21:38:43,497 - mmaction - INFO - Epoch [3][640/1345] lr: 1.000e-02, eta: 2 days, 9:40:19, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 2.0925, top1_acc: 0.2242, top5_acc: 0.4641, loss_cls: 3.4753, loss: 5.5678, grad_norm: 6.6633 2021-12-02 21:39:02,634 - mmaction - INFO - Epoch [3][660/1345] lr: 1.000e-02, eta: 2 days, 9:38:12, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 2.0771, top1_acc: 0.2289, top5_acc: 0.4750, loss_cls: 3.3928, loss: 5.4698, grad_norm: 6.7334 2021-12-02 21:39:21,779 - mmaction - INFO - Epoch [3][680/1345] lr: 1.000e-02, eta: 2 days, 9:36:06, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 2.0873, top1_acc: 0.2164, top5_acc: 0.4719, loss_cls: 3.5017, loss: 5.5890, grad_norm: 6.7463 2021-12-02 21:39:40,909 - mmaction - INFO - Epoch [3][700/1345] lr: 1.000e-02, eta: 2 days, 9:34:02, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 2.0900, top1_acc: 0.2031, top5_acc: 0.4641, loss_cls: 3.5335, loss: 5.6235, grad_norm: 6.5715 2021-12-02 21:40:00,058 - mmaction - INFO - Epoch [3][720/1345] lr: 1.000e-02, eta: 2 days, 9:31:59, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 2.0915, top1_acc: 0.2031, top5_acc: 0.4734, loss_cls: 3.4986, loss: 5.5902, grad_norm: 6.6399 2021-12-02 21:40:19,197 - mmaction - INFO - Epoch [3][740/1345] lr: 1.000e-02, eta: 2 days, 9:29:57, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 2.0610, top1_acc: 0.2437, top5_acc: 0.4977, loss_cls: 3.3627, loss: 5.4237, grad_norm: 6.4785 2021-12-02 21:40:38,340 - mmaction - INFO - Epoch [3][760/1345] lr: 1.000e-02, eta: 2 days, 9:27:57, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 2.0856, top1_acc: 0.2156, top5_acc: 0.4766, loss_cls: 3.4736, loss: 5.5592, grad_norm: 6.7988 2021-12-02 21:40:57,455 - mmaction - INFO - Epoch [3][780/1345] lr: 1.000e-02, eta: 2 days, 9:25:56, time: 0.955, data_time: 0.001, memory: 8232, loss_aux: 2.0507, top1_acc: 0.2469, top5_acc: 0.5102, loss_cls: 3.3267, loss: 5.3775, grad_norm: 6.5253 2021-12-02 21:41:16,590 - mmaction - INFO - Epoch [3][800/1345] lr: 1.000e-02, eta: 2 days, 9:23:57, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 2.0684, top1_acc: 0.2188, top5_acc: 0.4781, loss_cls: 3.4661, loss: 5.5345, grad_norm: 6.7615 2021-12-02 21:41:35,709 - mmaction - INFO - Epoch [3][820/1345] lr: 1.000e-02, eta: 2 days, 9:21:59, time: 0.956, data_time: 0.001, memory: 8232, loss_aux: 2.0854, top1_acc: 0.2273, top5_acc: 0.4758, loss_cls: 3.4346, loss: 5.5200, grad_norm: 6.5614 2021-12-02 21:41:54,849 - mmaction - INFO - Epoch [3][840/1345] lr: 1.000e-02, eta: 2 days, 9:20:03, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 2.0350, top1_acc: 0.2437, top5_acc: 0.4961, loss_cls: 3.3760, loss: 5.4110, grad_norm: 6.7582 2021-12-02 21:42:14,000 - mmaction - INFO - Epoch [3][860/1345] lr: 1.000e-02, eta: 2 days, 9:18:09, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 2.0955, top1_acc: 0.2313, top5_acc: 0.4828, loss_cls: 3.4246, loss: 5.5201, grad_norm: 6.7965 2021-12-02 21:42:33,158 - mmaction - INFO - Epoch [3][880/1345] lr: 1.000e-02, eta: 2 days, 9:16:16, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 2.0400, top1_acc: 0.2156, top5_acc: 0.4875, loss_cls: 3.4495, loss: 5.4895, grad_norm: 6.6493 2021-12-02 21:42:52,287 - mmaction - INFO - Epoch [3][900/1345] lr: 1.000e-02, eta: 2 days, 9:14:22, time: 0.956, data_time: 0.001, memory: 8232, loss_aux: 2.0868, top1_acc: 0.2250, top5_acc: 0.4789, loss_cls: 3.4354, loss: 5.5223, grad_norm: 6.6832 2021-12-02 21:43:11,414 - mmaction - INFO - Epoch [3][920/1345] lr: 1.000e-02, eta: 2 days, 9:12:30, time: 0.956, data_time: 0.001, memory: 8232, loss_aux: 2.0805, top1_acc: 0.2273, top5_acc: 0.4648, loss_cls: 3.4451, loss: 5.5256, grad_norm: 6.6154 2021-12-02 21:43:30,554 - mmaction - INFO - Epoch [3][940/1345] lr: 1.000e-02, eta: 2 days, 9:10:39, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 2.0530, top1_acc: 0.2344, top5_acc: 0.4734, loss_cls: 3.4011, loss: 5.4541, grad_norm: 6.5433 2021-12-02 21:43:49,705 - mmaction - INFO - Epoch [3][960/1345] lr: 1.000e-02, eta: 2 days, 9:08:50, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 2.0960, top1_acc: 0.2320, top5_acc: 0.4844, loss_cls: 3.4951, loss: 5.5911, grad_norm: 6.5884 2021-12-02 21:44:08,848 - mmaction - INFO - Epoch [3][980/1345] lr: 1.000e-02, eta: 2 days, 9:07:01, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 2.0654, top1_acc: 0.2266, top5_acc: 0.4734, loss_cls: 3.4625, loss: 5.5279, grad_norm: 6.4914 2021-12-02 21:44:27,981 - mmaction - INFO - Epoch [3][1000/1345] lr: 1.000e-02, eta: 2 days, 9:05:13, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 2.0473, top1_acc: 0.2297, top5_acc: 0.4977, loss_cls: 3.4070, loss: 5.4543, grad_norm: 6.7046 2021-12-02 21:44:47,137 - mmaction - INFO - Epoch [3][1020/1345] lr: 1.000e-02, eta: 2 days, 9:03:27, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 2.0433, top1_acc: 0.2578, top5_acc: 0.4828, loss_cls: 3.4007, loss: 5.4441, grad_norm: 6.6717 2021-12-02 21:45:06,284 - mmaction - INFO - Epoch [3][1040/1345] lr: 1.000e-02, eta: 2 days, 9:01:42, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 2.0763, top1_acc: 0.2383, top5_acc: 0.4891, loss_cls: 3.4609, loss: 5.5372, grad_norm: 6.6361 2021-12-02 21:45:25,428 - mmaction - INFO - Epoch [3][1060/1345] lr: 1.000e-02, eta: 2 days, 8:59:57, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 2.0220, top1_acc: 0.2430, top5_acc: 0.5031, loss_cls: 3.3772, loss: 5.3992, grad_norm: 6.6751 2021-12-02 21:45:44,619 - mmaction - INFO - Epoch [3][1080/1345] lr: 1.000e-02, eta: 2 days, 8:58:15, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 2.0498, top1_acc: 0.2375, top5_acc: 0.4789, loss_cls: 3.4149, loss: 5.4646, grad_norm: 6.6934 2021-12-02 21:46:03,781 - mmaction - INFO - Epoch [3][1100/1345] lr: 1.000e-02, eta: 2 days, 8:56:33, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 2.0435, top1_acc: 0.2258, top5_acc: 0.5039, loss_cls: 3.3701, loss: 5.4136, grad_norm: 6.8257 2021-12-02 21:46:22,954 - mmaction - INFO - Epoch [3][1120/1345] lr: 1.000e-02, eta: 2 days, 8:54:53, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 2.0472, top1_acc: 0.2289, top5_acc: 0.4898, loss_cls: 3.4283, loss: 5.4754, grad_norm: 6.8154 2021-12-02 21:46:42,103 - mmaction - INFO - Epoch [3][1140/1345] lr: 1.000e-02, eta: 2 days, 8:53:12, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 2.0587, top1_acc: 0.2391, top5_acc: 0.4961, loss_cls: 3.4270, loss: 5.4858, grad_norm: 6.6285 2021-12-02 21:47:01,242 - mmaction - INFO - Epoch [3][1160/1345] lr: 1.000e-02, eta: 2 days, 8:51:31, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 2.0703, top1_acc: 0.2188, top5_acc: 0.4617, loss_cls: 3.5295, loss: 5.5998, grad_norm: 6.6609 2021-12-02 21:47:20,375 - mmaction - INFO - Epoch [3][1180/1345] lr: 1.000e-02, eta: 2 days, 8:49:51, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 1.9984, top1_acc: 0.2594, top5_acc: 0.5266, loss_cls: 3.2787, loss: 5.2770, grad_norm: 6.4718 2021-12-02 21:47:39,498 - mmaction - INFO - Epoch [3][1200/1345] lr: 1.000e-02, eta: 2 days, 8:48:11, time: 0.956, data_time: 0.001, memory: 8232, loss_aux: 2.0445, top1_acc: 0.2062, top5_acc: 0.4742, loss_cls: 3.4886, loss: 5.5331, grad_norm: 6.5105 2021-12-02 21:47:58,646 - mmaction - INFO - Epoch [3][1220/1345] lr: 1.000e-02, eta: 2 days, 8:46:33, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 2.0386, top1_acc: 0.2320, top5_acc: 0.4758, loss_cls: 3.4312, loss: 5.4698, grad_norm: 6.5442 2021-12-02 21:48:17,815 - mmaction - INFO - Epoch [3][1240/1345] lr: 1.000e-02, eta: 2 days, 8:44:58, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 2.0589, top1_acc: 0.2437, top5_acc: 0.4836, loss_cls: 3.3879, loss: 5.4469, grad_norm: 6.5447 2021-12-02 21:48:36,991 - mmaction - INFO - Epoch [3][1260/1345] lr: 1.000e-02, eta: 2 days, 8:43:23, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 2.0435, top1_acc: 0.2367, top5_acc: 0.4664, loss_cls: 3.4381, loss: 5.4816, grad_norm: 6.6692 2021-12-02 21:48:56,160 - mmaction - INFO - Epoch [3][1280/1345] lr: 1.000e-02, eta: 2 days, 8:41:49, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 2.0613, top1_acc: 0.2336, top5_acc: 0.5062, loss_cls: 3.4090, loss: 5.4703, grad_norm: 6.5785 2021-12-02 21:49:15,328 - mmaction - INFO - Epoch [3][1300/1345] lr: 1.000e-02, eta: 2 days, 8:40:15, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.9993, top1_acc: 0.2539, top5_acc: 0.5180, loss_cls: 3.2552, loss: 5.2545, grad_norm: 6.7528 2021-12-02 21:49:34,489 - mmaction - INFO - Epoch [3][1320/1345] lr: 1.000e-02, eta: 2 days, 8:38:42, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 2.0465, top1_acc: 0.2250, top5_acc: 0.4656, loss_cls: 3.4370, loss: 5.4835, grad_norm: 6.8457 2021-12-02 21:49:53,643 - mmaction - INFO - Epoch [3][1340/1345] lr: 1.000e-02, eta: 2 days, 8:37:09, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 2.0316, top1_acc: 0.2391, top5_acc: 0.5055, loss_cls: 3.3635, loss: 5.3951, grad_norm: 6.5480 2021-12-02 21:49:59,026 - mmaction - INFO - Saving checkpoint at 3 epochs 2021-12-02 21:52:04,765 - mmaction - INFO - Epoch [4][20/1345] lr: 1.000e-02, eta: 2 days, 9:54:58, time: 6.103, data_time: 5.138, memory: 8232, loss_aux: 2.0127, top1_acc: 0.2461, top5_acc: 0.5109, loss_cls: 3.3271, loss: 5.3397, grad_norm: 6.6149 2021-12-02 21:52:23,795 - mmaction - INFO - Epoch [4][40/1345] lr: 1.000e-02, eta: 2 days, 9:52:57, time: 0.951, data_time: 0.003, memory: 8232, loss_aux: 2.0171, top1_acc: 0.2586, top5_acc: 0.5234, loss_cls: 3.2509, loss: 5.2680, grad_norm: 6.6566 2021-12-02 21:52:42,850 - mmaction - INFO - Epoch [4][60/1345] lr: 1.000e-02, eta: 2 days, 9:50:58, time: 0.953, data_time: 0.001, memory: 8232, loss_aux: 2.0026, top1_acc: 0.2508, top5_acc: 0.5070, loss_cls: 3.2811, loss: 5.2837, grad_norm: 6.7485 2021-12-02 21:53:01,890 - mmaction - INFO - Epoch [4][80/1345] lr: 1.000e-02, eta: 2 days, 9:48:59, time: 0.952, data_time: 0.001, memory: 8232, loss_aux: 2.0381, top1_acc: 0.2367, top5_acc: 0.5086, loss_cls: 3.3971, loss: 5.4352, grad_norm: 6.8822 2021-12-02 21:53:20,971 - mmaction - INFO - Epoch [4][100/1345] lr: 1.000e-02, eta: 2 days, 9:47:03, time: 0.954, data_time: 0.001, memory: 8232, loss_aux: 2.0292, top1_acc: 0.2414, top5_acc: 0.4977, loss_cls: 3.3428, loss: 5.3720, grad_norm: 6.7943 2021-12-02 21:53:40,058 - mmaction - INFO - Epoch [4][120/1345] lr: 1.000e-02, eta: 2 days, 9:45:09, time: 0.954, data_time: 0.001, memory: 8232, loss_aux: 2.0222, top1_acc: 0.2359, top5_acc: 0.5164, loss_cls: 3.3140, loss: 5.3362, grad_norm: 6.6901 2021-12-02 21:53:59,158 - mmaction - INFO - Epoch [4][140/1345] lr: 1.000e-02, eta: 2 days, 9:43:16, time: 0.955, data_time: 0.001, memory: 8232, loss_aux: 2.0273, top1_acc: 0.2445, top5_acc: 0.5117, loss_cls: 3.3517, loss: 5.3789, grad_norm: 6.9775 2021-12-02 21:54:18,300 - mmaction - INFO - Epoch [4][160/1345] lr: 1.000e-02, eta: 2 days, 9:41:25, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 2.0126, top1_acc: 0.2453, top5_acc: 0.5148, loss_cls: 3.3033, loss: 5.3159, grad_norm: 6.5730 2021-12-02 21:54:37,407 - mmaction - INFO - Epoch [4][180/1345] lr: 1.000e-02, eta: 2 days, 9:39:34, time: 0.955, data_time: 0.001, memory: 8232, loss_aux: 2.0234, top1_acc: 0.2531, top5_acc: 0.5062, loss_cls: 3.3088, loss: 5.3322, grad_norm: 6.8355 2021-12-02 21:54:56,516 - mmaction - INFO - Epoch [4][200/1345] lr: 1.000e-02, eta: 2 days, 9:37:44, time: 0.955, data_time: 0.001, memory: 8232, loss_aux: 2.0075, top1_acc: 0.2516, top5_acc: 0.4969, loss_cls: 3.3268, loss: 5.3342, grad_norm: 6.7213 2021-12-02 21:55:15,652 - mmaction - INFO - Epoch [4][220/1345] lr: 1.000e-02, eta: 2 days, 9:35:57, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 1.9859, top1_acc: 0.2797, top5_acc: 0.5188, loss_cls: 3.2275, loss: 5.2134, grad_norm: 6.5982 2021-12-02 21:55:34,771 - mmaction - INFO - Epoch [4][240/1345] lr: 1.000e-02, eta: 2 days, 9:34:09, time: 0.956, data_time: 0.001, memory: 8232, loss_aux: 1.9920, top1_acc: 0.2539, top5_acc: 0.5094, loss_cls: 3.2933, loss: 5.2853, grad_norm: 6.8264 2021-12-02 21:55:53,946 - mmaction - INFO - Epoch [4][260/1345] lr: 1.000e-02, eta: 2 days, 9:32:24, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.9904, top1_acc: 0.2406, top5_acc: 0.5125, loss_cls: 3.3381, loss: 5.3285, grad_norm: 6.8107 2021-12-02 21:56:13,060 - mmaction - INFO - Epoch [4][280/1345] lr: 1.000e-02, eta: 2 days, 9:30:38, time: 0.956, data_time: 0.001, memory: 8232, loss_aux: 2.0420, top1_acc: 0.2047, top5_acc: 0.4859, loss_cls: 3.4171, loss: 5.4592, grad_norm: 6.8946 2021-12-02 21:56:32,190 - mmaction - INFO - Epoch [4][300/1345] lr: 1.000e-02, eta: 2 days, 9:28:53, time: 0.956, data_time: 0.001, memory: 8232, loss_aux: 2.0144, top1_acc: 0.2398, top5_acc: 0.5016, loss_cls: 3.3340, loss: 5.3484, grad_norm: 6.6881 2021-12-02 21:56:51,335 - mmaction - INFO - Epoch [4][320/1345] lr: 1.000e-02, eta: 2 days, 9:27:10, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 2.0108, top1_acc: 0.2289, top5_acc: 0.4984, loss_cls: 3.3346, loss: 5.3454, grad_norm: 6.6462 2021-12-02 21:57:10,458 - mmaction - INFO - Epoch [4][340/1345] lr: 1.000e-02, eta: 2 days, 9:25:26, time: 0.956, data_time: 0.001, memory: 8232, loss_aux: 1.9893, top1_acc: 0.2641, top5_acc: 0.5352, loss_cls: 3.2373, loss: 5.2266, grad_norm: 6.4083 2021-12-02 21:57:29,556 - mmaction - INFO - Epoch [4][360/1345] lr: 1.000e-02, eta: 2 days, 9:23:42, time: 0.955, data_time: 0.001, memory: 8232, loss_aux: 1.9985, top1_acc: 0.2414, top5_acc: 0.5062, loss_cls: 3.3100, loss: 5.3085, grad_norm: 6.6275 2021-12-02 21:57:48,683 - mmaction - INFO - Epoch [4][380/1345] lr: 1.000e-02, eta: 2 days, 9:22:00, time: 0.956, data_time: 0.001, memory: 8232, loss_aux: 1.9845, top1_acc: 0.2555, top5_acc: 0.5258, loss_cls: 3.2231, loss: 5.2076, grad_norm: 6.7692 2021-12-02 21:58:07,809 - mmaction - INFO - Epoch [4][400/1345] lr: 1.000e-02, eta: 2 days, 9:20:19, time: 0.956, data_time: 0.001, memory: 8232, loss_aux: 1.9848, top1_acc: 0.2445, top5_acc: 0.5117, loss_cls: 3.3171, loss: 5.3019, grad_norm: 7.0199 2021-12-02 21:58:26,933 - mmaction - INFO - Epoch [4][420/1345] lr: 1.000e-02, eta: 2 days, 9:18:38, time: 0.956, data_time: 0.001, memory: 8232, loss_aux: 2.0232, top1_acc: 0.2391, top5_acc: 0.5031, loss_cls: 3.3800, loss: 5.4032, grad_norm: 6.8223 2021-12-02 21:58:46,094 - mmaction - INFO - Epoch [4][440/1345] lr: 1.000e-02, eta: 2 days, 9:17:00, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 2.0231, top1_acc: 0.2367, top5_acc: 0.4984, loss_cls: 3.3501, loss: 5.3732, grad_norm: 6.6916 2021-12-02 21:59:05,239 - mmaction - INFO - Epoch [4][460/1345] lr: 1.000e-02, eta: 2 days, 9:15:22, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 2.0031, top1_acc: 0.2414, top5_acc: 0.4945, loss_cls: 3.3344, loss: 5.3375, grad_norm: 6.8196 2021-12-02 21:59:24,372 - mmaction - INFO - Epoch [4][480/1345] lr: 1.000e-02, eta: 2 days, 9:13:44, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 1.9811, top1_acc: 0.2602, top5_acc: 0.5281, loss_cls: 3.2436, loss: 5.2247, grad_norm: 6.4209 2021-12-02 21:59:43,537 - mmaction - INFO - Epoch [4][500/1345] lr: 1.000e-02, eta: 2 days, 9:12:08, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.9938, top1_acc: 0.2547, top5_acc: 0.5234, loss_cls: 3.2755, loss: 5.2693, grad_norm: 6.6783 2021-12-02 22:00:02,687 - mmaction - INFO - Epoch [4][520/1345] lr: 1.000e-02, eta: 2 days, 9:10:32, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 1.9923, top1_acc: 0.2531, top5_acc: 0.5078, loss_cls: 3.3264, loss: 5.3188, grad_norm: 6.7415 2021-12-02 22:00:21,877 - mmaction - INFO - Epoch [4][540/1345] lr: 1.000e-02, eta: 2 days, 9:08:58, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 2.0341, top1_acc: 0.2461, top5_acc: 0.5109, loss_cls: 3.3873, loss: 5.4215, grad_norm: 6.5764 2021-12-02 22:00:41,060 - mmaction - INFO - Epoch [4][560/1345] lr: 1.000e-02, eta: 2 days, 9:07:25, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.9970, top1_acc: 0.2687, top5_acc: 0.5141, loss_cls: 3.2904, loss: 5.2874, grad_norm: 6.6503 2021-12-02 22:01:00,259 - mmaction - INFO - Epoch [4][580/1345] lr: 1.000e-02, eta: 2 days, 9:05:53, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.9923, top1_acc: 0.2586, top5_acc: 0.5172, loss_cls: 3.2952, loss: 5.2875, grad_norm: 6.6667 2021-12-02 22:01:19,437 - mmaction - INFO - Epoch [4][600/1345] lr: 1.000e-02, eta: 2 days, 9:04:21, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 2.0005, top1_acc: 0.2617, top5_acc: 0.5203, loss_cls: 3.2894, loss: 5.2898, grad_norm: 6.4705 2021-12-02 22:01:38,635 - mmaction - INFO - Epoch [4][620/1345] lr: 1.000e-02, eta: 2 days, 9:02:50, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.9802, top1_acc: 0.2531, top5_acc: 0.5188, loss_cls: 3.2646, loss: 5.2447, grad_norm: 6.5044 2021-12-02 22:01:57,821 - mmaction - INFO - Epoch [4][640/1345] lr: 1.000e-02, eta: 2 days, 9:01:20, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.9600, top1_acc: 0.2727, top5_acc: 0.5258, loss_cls: 3.2187, loss: 5.1787, grad_norm: 6.5493 2021-12-02 22:02:17,014 - mmaction - INFO - Epoch [4][660/1345] lr: 1.000e-02, eta: 2 days, 8:59:50, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.9622, top1_acc: 0.2500, top5_acc: 0.5414, loss_cls: 3.2613, loss: 5.2235, grad_norm: 6.7123 2021-12-02 22:02:36,199 - mmaction - INFO - Epoch [4][680/1345] lr: 1.000e-02, eta: 2 days, 8:58:21, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.9953, top1_acc: 0.2547, top5_acc: 0.5164, loss_cls: 3.3052, loss: 5.3006, grad_norm: 6.7341 2021-12-02 22:02:55,405 - mmaction - INFO - Epoch [4][700/1345] lr: 1.000e-02, eta: 2 days, 8:56:53, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.9421, top1_acc: 0.2734, top5_acc: 0.5359, loss_cls: 3.1478, loss: 5.0899, grad_norm: 6.5730 2021-12-02 22:03:14,589 - mmaction - INFO - Epoch [4][720/1345] lr: 1.000e-02, eta: 2 days, 8:55:24, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.9998, top1_acc: 0.2672, top5_acc: 0.5266, loss_cls: 3.2847, loss: 5.2845, grad_norm: 6.6445 2021-12-02 22:03:33,769 - mmaction - INFO - Epoch [4][740/1345] lr: 1.000e-02, eta: 2 days, 8:53:57, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.9635, top1_acc: 0.2602, top5_acc: 0.5219, loss_cls: 3.2142, loss: 5.1777, grad_norm: 6.6332 2021-12-02 22:03:52,939 - mmaction - INFO - Epoch [4][760/1345] lr: 1.000e-02, eta: 2 days, 8:52:29, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 2.0207, top1_acc: 0.2422, top5_acc: 0.5047, loss_cls: 3.3686, loss: 5.3893, grad_norm: 6.6755 2021-12-02 22:04:12,100 - mmaction - INFO - Epoch [4][780/1345] lr: 1.000e-02, eta: 2 days, 8:51:01, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.9791, top1_acc: 0.2398, top5_acc: 0.5203, loss_cls: 3.2857, loss: 5.2648, grad_norm: 6.7066 2021-12-02 22:04:31,283 - mmaction - INFO - Epoch [4][800/1345] lr: 1.000e-02, eta: 2 days, 8:49:35, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.9847, top1_acc: 0.2586, top5_acc: 0.5141, loss_cls: 3.3020, loss: 5.2868, grad_norm: 6.7488 2021-12-02 22:04:50,490 - mmaction - INFO - Epoch [4][820/1345] lr: 1.000e-02, eta: 2 days, 8:48:11, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.9863, top1_acc: 0.2500, top5_acc: 0.5375, loss_cls: 3.2297, loss: 5.2159, grad_norm: 6.7256 2021-12-02 22:05:09,680 - mmaction - INFO - Epoch [4][840/1345] lr: 1.000e-02, eta: 2 days, 8:46:46, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.9635, top1_acc: 0.2609, top5_acc: 0.5312, loss_cls: 3.2193, loss: 5.1828, grad_norm: 6.6661 2021-12-02 22:05:28,841 - mmaction - INFO - Epoch [4][860/1345] lr: 1.000e-02, eta: 2 days, 8:45:21, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.9477, top1_acc: 0.2594, top5_acc: 0.5102, loss_cls: 3.2904, loss: 5.2381, grad_norm: 6.6953 2021-12-02 22:05:48,021 - mmaction - INFO - Epoch [4][880/1345] lr: 1.000e-02, eta: 2 days, 8:43:57, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.9692, top1_acc: 0.2852, top5_acc: 0.5437, loss_cls: 3.2213, loss: 5.1904, grad_norm: 6.6980 2021-12-02 22:06:07,208 - mmaction - INFO - Epoch [4][900/1345] lr: 1.000e-02, eta: 2 days, 8:42:34, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.9914, top1_acc: 0.2437, top5_acc: 0.5055, loss_cls: 3.3189, loss: 5.3103, grad_norm: 6.7943 2021-12-02 22:06:26,390 - mmaction - INFO - Epoch [4][920/1345] lr: 1.000e-02, eta: 2 days, 8:41:11, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.9498, top1_acc: 0.2656, top5_acc: 0.5156, loss_cls: 3.2425, loss: 5.1923, grad_norm: 6.6387 2021-12-02 22:06:45,526 - mmaction - INFO - Epoch [4][940/1345] lr: 1.000e-02, eta: 2 days, 8:39:47, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 1.9564, top1_acc: 0.2586, top5_acc: 0.5250, loss_cls: 3.2307, loss: 5.1871, grad_norm: 6.4798 2021-12-02 22:07:04,664 - mmaction - INFO - Epoch [4][960/1345] lr: 1.000e-02, eta: 2 days, 8:38:23, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 2.0008, top1_acc: 0.2500, top5_acc: 0.5141, loss_cls: 3.2696, loss: 5.2704, grad_norm: 6.7887 2021-12-02 22:07:23,820 - mmaction - INFO - Epoch [4][980/1345] lr: 1.000e-02, eta: 2 days, 8:37:01, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.9688, top1_acc: 0.2625, top5_acc: 0.5430, loss_cls: 3.2564, loss: 5.2251, grad_norm: 6.7251 2021-12-02 22:07:42,986 - mmaction - INFO - Epoch [4][1000/1345] lr: 1.000e-02, eta: 2 days, 8:35:39, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.9785, top1_acc: 0.2828, top5_acc: 0.5227, loss_cls: 3.1890, loss: 5.1675, grad_norm: 6.7658 2021-12-02 22:08:02,123 - mmaction - INFO - Epoch [4][1020/1345] lr: 1.000e-02, eta: 2 days, 8:34:17, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 1.9266, top1_acc: 0.2844, top5_acc: 0.5531, loss_cls: 3.1233, loss: 5.0499, grad_norm: 6.4919 2021-12-02 22:08:21,290 - mmaction - INFO - Epoch [4][1040/1345] lr: 1.000e-02, eta: 2 days, 8:32:57, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.9427, top1_acc: 0.2781, top5_acc: 0.5328, loss_cls: 3.1703, loss: 5.1130, grad_norm: 6.5485 2021-12-02 22:08:40,429 - mmaction - INFO - Epoch [4][1060/1345] lr: 1.000e-02, eta: 2 days, 8:31:36, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 1.9359, top1_acc: 0.2687, top5_acc: 0.5344, loss_cls: 3.1755, loss: 5.1114, grad_norm: 6.7380 2021-12-02 22:08:59,555 - mmaction - INFO - Epoch [4][1080/1345] lr: 1.000e-02, eta: 2 days, 8:30:15, time: 0.956, data_time: 0.001, memory: 8232, loss_aux: 1.9807, top1_acc: 0.2687, top5_acc: 0.5281, loss_cls: 3.2161, loss: 5.1968, grad_norm: 6.8092 2021-12-02 22:09:18,717 - mmaction - INFO - Epoch [4][1100/1345] lr: 1.000e-02, eta: 2 days, 8:28:56, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.9811, top1_acc: 0.2562, top5_acc: 0.5305, loss_cls: 3.3074, loss: 5.2885, grad_norm: 6.7702 2021-12-02 22:09:37,838 - mmaction - INFO - Epoch [4][1120/1345] lr: 1.000e-02, eta: 2 days, 8:27:35, time: 0.956, data_time: 0.001, memory: 8232, loss_aux: 1.9157, top1_acc: 0.2930, top5_acc: 0.5367, loss_cls: 3.1905, loss: 5.1063, grad_norm: 6.6338 2021-12-02 22:09:56,964 - mmaction - INFO - Epoch [4][1140/1345] lr: 1.000e-02, eta: 2 days, 8:26:16, time: 0.956, data_time: 0.001, memory: 8232, loss_aux: 1.9660, top1_acc: 0.2398, top5_acc: 0.5219, loss_cls: 3.3057, loss: 5.2717, grad_norm: 6.5503 2021-12-02 22:10:16,102 - mmaction - INFO - Epoch [4][1160/1345] lr: 1.000e-02, eta: 2 days, 8:24:57, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 1.9701, top1_acc: 0.2656, top5_acc: 0.5469, loss_cls: 3.1806, loss: 5.1506, grad_norm: 6.6155 2021-12-02 22:10:35,237 - mmaction - INFO - Epoch [4][1180/1345] lr: 1.000e-02, eta: 2 days, 8:23:39, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 1.9611, top1_acc: 0.2609, top5_acc: 0.5281, loss_cls: 3.2039, loss: 5.1650, grad_norm: 6.8673 2021-12-02 22:10:54,367 - mmaction - INFO - Epoch [4][1200/1345] lr: 1.000e-02, eta: 2 days, 8:22:21, time: 0.956, data_time: 0.001, memory: 8232, loss_aux: 1.9515, top1_acc: 0.2727, top5_acc: 0.5180, loss_cls: 3.2389, loss: 5.1905, grad_norm: 6.7730 2021-12-02 22:11:13,476 - mmaction - INFO - Epoch [4][1220/1345] lr: 1.000e-02, eta: 2 days, 8:21:02, time: 0.955, data_time: 0.001, memory: 8232, loss_aux: 1.9305, top1_acc: 0.2867, top5_acc: 0.5469, loss_cls: 3.1179, loss: 5.0484, grad_norm: 6.6623 2021-12-02 22:11:32,621 - mmaction - INFO - Epoch [4][1240/1345] lr: 1.000e-02, eta: 2 days, 8:19:46, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 1.9345, top1_acc: 0.2656, top5_acc: 0.5305, loss_cls: 3.1855, loss: 5.1200, grad_norm: 6.6591 2021-12-02 22:11:51,743 - mmaction - INFO - Epoch [4][1260/1345] lr: 1.000e-02, eta: 2 days, 8:18:28, time: 0.956, data_time: 0.001, memory: 8232, loss_aux: 1.9865, top1_acc: 0.2633, top5_acc: 0.5219, loss_cls: 3.2931, loss: 5.2796, grad_norm: 6.5872 2021-12-02 22:12:10,885 - mmaction - INFO - Epoch [4][1280/1345] lr: 1.000e-02, eta: 2 days, 8:17:13, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 1.9553, top1_acc: 0.2484, top5_acc: 0.5406, loss_cls: 3.2405, loss: 5.1958, grad_norm: 6.8490 2021-12-02 22:12:30,012 - mmaction - INFO - Epoch [4][1300/1345] lr: 1.000e-02, eta: 2 days, 8:15:57, time: 0.956, data_time: 0.001, memory: 8232, loss_aux: 1.9485, top1_acc: 0.2695, top5_acc: 0.5414, loss_cls: 3.1672, loss: 5.1157, grad_norm: 6.5858 2021-12-02 22:12:49,139 - mmaction - INFO - Epoch [4][1320/1345] lr: 1.000e-02, eta: 2 days, 8:14:41, time: 0.956, data_time: 0.001, memory: 8232, loss_aux: 1.9024, top1_acc: 0.2758, top5_acc: 0.5531, loss_cls: 3.1710, loss: 5.0734, grad_norm: 6.7743 2021-12-02 22:13:08,302 - mmaction - INFO - Epoch [4][1340/1345] lr: 1.000e-02, eta: 2 days, 8:13:27, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.9051, top1_acc: 0.2891, top5_acc: 0.5422, loss_cls: 3.1342, loss: 5.0392, grad_norm: 6.9655 2021-12-02 22:13:13,861 - mmaction - INFO - Saving checkpoint at 4 epochs 2021-12-02 22:15:19,422 - mmaction - INFO - Epoch [5][20/1345] lr: 1.000e-02, eta: 2 days, 9:11:12, time: 6.088, data_time: 5.094, memory: 8232, loss_aux: 1.9008, top1_acc: 0.2789, top5_acc: 0.5414, loss_cls: 3.1072, loss: 5.0080, grad_norm: 6.5526 2021-12-02 22:15:38,425 - mmaction - INFO - Epoch [5][40/1345] lr: 1.000e-02, eta: 2 days, 9:09:39, time: 0.950, data_time: 0.001, memory: 8232, loss_aux: 1.9390, top1_acc: 0.2625, top5_acc: 0.5430, loss_cls: 3.1357, loss: 5.0747, grad_norm: 6.7219 2021-12-02 22:15:57,481 - mmaction - INFO - Epoch [5][60/1345] lr: 1.000e-02, eta: 2 days, 9:08:10, time: 0.953, data_time: 0.001, memory: 8232, loss_aux: 1.9280, top1_acc: 0.2742, top5_acc: 0.5516, loss_cls: 3.1532, loss: 5.0812, grad_norm: 6.7123 2021-12-02 22:16:16,572 - mmaction - INFO - Epoch [5][80/1345] lr: 1.000e-02, eta: 2 days, 9:06:42, time: 0.955, data_time: 0.001, memory: 8232, loss_aux: 1.9011, top1_acc: 0.3023, top5_acc: 0.5672, loss_cls: 3.0416, loss: 4.9426, grad_norm: 6.5206 2021-12-02 22:16:35,640 - mmaction - INFO - Epoch [5][100/1345] lr: 1.000e-02, eta: 2 days, 9:05:13, time: 0.953, data_time: 0.001, memory: 8232, loss_aux: 1.9114, top1_acc: 0.2773, top5_acc: 0.5555, loss_cls: 3.1348, loss: 5.0463, grad_norm: 6.7891 2021-12-02 22:16:54,800 - mmaction - INFO - Epoch [5][120/1345] lr: 1.000e-02, eta: 2 days, 9:03:49, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.9263, top1_acc: 0.2680, top5_acc: 0.5422, loss_cls: 3.1629, loss: 5.0892, grad_norm: 6.7268 2021-12-02 22:17:13,936 - mmaction - INFO - Epoch [5][140/1345] lr: 1.000e-02, eta: 2 days, 9:02:24, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 1.9334, top1_acc: 0.2727, top5_acc: 0.5414, loss_cls: 3.1761, loss: 5.1095, grad_norm: 6.7714 2021-12-02 22:17:33,093 - mmaction - INFO - Epoch [5][160/1345] lr: 1.000e-02, eta: 2 days, 9:01:00, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.9407, top1_acc: 0.2883, top5_acc: 0.5430, loss_cls: 3.1714, loss: 5.1122, grad_norm: 6.7831 2021-12-02 22:17:52,280 - mmaction - INFO - Epoch [5][180/1345] lr: 1.000e-02, eta: 2 days, 8:59:38, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.9007, top1_acc: 0.2914, top5_acc: 0.5680, loss_cls: 3.0800, loss: 4.9807, grad_norm: 6.5602 2021-12-02 22:18:11,471 - mmaction - INFO - Epoch [5][200/1345] lr: 1.000e-02, eta: 2 days, 8:58:16, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.9566, top1_acc: 0.2820, top5_acc: 0.5461, loss_cls: 3.1689, loss: 5.1255, grad_norm: 6.6814 2021-12-02 22:18:30,636 - mmaction - INFO - Epoch [5][220/1345] lr: 1.000e-02, eta: 2 days, 8:56:54, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.9370, top1_acc: 0.2633, top5_acc: 0.5359, loss_cls: 3.1507, loss: 5.0877, grad_norm: 6.6102 2021-12-02 22:18:49,816 - mmaction - INFO - Epoch [5][240/1345] lr: 1.000e-02, eta: 2 days, 8:55:33, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.9113, top1_acc: 0.2938, top5_acc: 0.5586, loss_cls: 3.0772, loss: 4.9886, grad_norm: 6.5890 2021-12-02 22:19:09,010 - mmaction - INFO - Epoch [5][260/1345] lr: 1.000e-02, eta: 2 days, 8:54:13, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.9253, top1_acc: 0.2711, top5_acc: 0.5430, loss_cls: 3.1324, loss: 5.0577, grad_norm: 6.7157 2021-12-02 22:19:28,206 - mmaction - INFO - Epoch [5][280/1345] lr: 1.000e-02, eta: 2 days, 8:52:54, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.9286, top1_acc: 0.2734, top5_acc: 0.5453, loss_cls: 3.1409, loss: 5.0695, grad_norm: 6.7920 2021-12-02 22:19:47,372 - mmaction - INFO - Epoch [5][300/1345] lr: 1.000e-02, eta: 2 days, 8:51:33, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.9255, top1_acc: 0.2961, top5_acc: 0.5469, loss_cls: 3.1169, loss: 5.0424, grad_norm: 6.6064 2021-12-02 22:20:06,561 - mmaction - INFO - Epoch [5][320/1345] lr: 1.000e-02, eta: 2 days, 8:50:14, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.9064, top1_acc: 0.2961, top5_acc: 0.5547, loss_cls: 3.1041, loss: 5.0104, grad_norm: 6.7733 2021-12-02 22:20:25,758 - mmaction - INFO - Epoch [5][340/1345] lr: 1.000e-02, eta: 2 days, 8:48:56, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.9187, top1_acc: 0.2945, top5_acc: 0.5484, loss_cls: 3.0911, loss: 5.0098, grad_norm: 6.6489 2021-12-02 22:20:44,955 - mmaction - INFO - Epoch [5][360/1345] lr: 1.000e-02, eta: 2 days, 8:47:38, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.9505, top1_acc: 0.2812, top5_acc: 0.5555, loss_cls: 3.1488, loss: 5.0993, grad_norm: 6.8294 2021-12-02 22:21:04,142 - mmaction - INFO - Epoch [5][380/1345] lr: 1.000e-02, eta: 2 days, 8:46:20, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.8938, top1_acc: 0.2898, top5_acc: 0.5578, loss_cls: 3.0995, loss: 4.9932, grad_norm: 6.6965 2021-12-02 22:21:23,372 - mmaction - INFO - Epoch [5][400/1345] lr: 1.000e-02, eta: 2 days, 8:45:04, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.9182, top1_acc: 0.2625, top5_acc: 0.5516, loss_cls: 3.1601, loss: 5.0783, grad_norm: 6.6789 2021-12-02 22:21:42,591 - mmaction - INFO - Epoch [5][420/1345] lr: 1.000e-02, eta: 2 days, 8:43:48, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.9444, top1_acc: 0.2562, top5_acc: 0.5391, loss_cls: 3.1655, loss: 5.1099, grad_norm: 6.6771 2021-12-02 22:22:01,810 - mmaction - INFO - Epoch [5][440/1345] lr: 1.000e-02, eta: 2 days, 8:42:33, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.9252, top1_acc: 0.2633, top5_acc: 0.5391, loss_cls: 3.2101, loss: 5.1352, grad_norm: 6.5994 2021-12-02 22:22:21,043 - mmaction - INFO - Epoch [5][460/1345] lr: 1.000e-02, eta: 2 days, 8:41:17, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.9148, top1_acc: 0.2922, top5_acc: 0.5570, loss_cls: 3.1376, loss: 5.0524, grad_norm: 6.7742 2021-12-02 22:22:40,234 - mmaction - INFO - Epoch [5][480/1345] lr: 1.000e-02, eta: 2 days, 8:40:02, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.9220, top1_acc: 0.2781, top5_acc: 0.5547, loss_cls: 3.1558, loss: 5.0778, grad_norm: 6.5395 2021-12-02 22:22:59,412 - mmaction - INFO - Epoch [5][500/1345] lr: 1.000e-02, eta: 2 days, 8:38:46, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.9396, top1_acc: 0.2687, top5_acc: 0.5258, loss_cls: 3.1858, loss: 5.1254, grad_norm: 6.6952 2021-12-02 22:23:18,618 - mmaction - INFO - Epoch [5][520/1345] lr: 1.000e-02, eta: 2 days, 8:37:32, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.9175, top1_acc: 0.2883, top5_acc: 0.5586, loss_cls: 3.1253, loss: 5.0428, grad_norm: 6.6139 2021-12-02 22:23:37,822 - mmaction - INFO - Epoch [5][540/1345] lr: 1.000e-02, eta: 2 days, 8:36:18, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.9445, top1_acc: 0.2930, top5_acc: 0.5375, loss_cls: 3.1672, loss: 5.1117, grad_norm: 6.8931 2021-12-02 22:23:57,003 - mmaction - INFO - Epoch [5][560/1345] lr: 1.000e-02, eta: 2 days, 8:35:03, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.9358, top1_acc: 0.2820, top5_acc: 0.5672, loss_cls: 3.1484, loss: 5.0842, grad_norm: 6.7025 2021-12-02 22:24:16,190 - mmaction - INFO - Epoch [5][580/1345] lr: 1.000e-02, eta: 2 days, 8:33:49, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.8953, top1_acc: 0.2750, top5_acc: 0.5508, loss_cls: 3.1356, loss: 5.0308, grad_norm: 6.7441 2021-12-02 22:24:35,417 - mmaction - INFO - Epoch [5][600/1345] lr: 1.000e-02, eta: 2 days, 8:32:37, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.9377, top1_acc: 0.2664, top5_acc: 0.5398, loss_cls: 3.1884, loss: 5.1262, grad_norm: 6.6389 2021-12-02 22:24:54,587 - mmaction - INFO - Epoch [5][620/1345] lr: 1.000e-02, eta: 2 days, 8:31:23, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.9493, top1_acc: 0.2773, top5_acc: 0.5516, loss_cls: 3.1353, loss: 5.0846, grad_norm: 6.7452 2021-12-02 22:25:13,774 - mmaction - INFO - Epoch [5][640/1345] lr: 1.000e-02, eta: 2 days, 8:30:10, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.8944, top1_acc: 0.2812, top5_acc: 0.5516, loss_cls: 3.0938, loss: 4.9882, grad_norm: 6.4219 2021-12-02 22:25:32,980 - mmaction - INFO - Epoch [5][660/1345] lr: 1.000e-02, eta: 2 days, 8:28:58, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.9416, top1_acc: 0.2773, top5_acc: 0.5352, loss_cls: 3.2298, loss: 5.1714, grad_norm: 6.6700 2021-12-02 22:25:52,185 - mmaction - INFO - Epoch [5][680/1345] lr: 1.000e-02, eta: 2 days, 8:27:46, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.9207, top1_acc: 0.2656, top5_acc: 0.5414, loss_cls: 3.1464, loss: 5.0671, grad_norm: 6.5365 2021-12-02 22:26:11,398 - mmaction - INFO - Epoch [5][700/1345] lr: 1.000e-02, eta: 2 days, 8:26:35, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.8611, top1_acc: 0.3000, top5_acc: 0.5594, loss_cls: 3.0640, loss: 4.9251, grad_norm: 6.5262 2021-12-02 22:26:30,581 - mmaction - INFO - Epoch [5][720/1345] lr: 1.000e-02, eta: 2 days, 8:25:24, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.9233, top1_acc: 0.2859, top5_acc: 0.5312, loss_cls: 3.1461, loss: 5.0693, grad_norm: 6.7739 2021-12-02 22:26:49,803 - mmaction - INFO - Epoch [5][740/1345] lr: 1.000e-02, eta: 2 days, 8:24:14, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.8946, top1_acc: 0.2844, top5_acc: 0.5727, loss_cls: 3.0891, loss: 4.9837, grad_norm: 6.7256 2021-12-02 22:27:08,968 - mmaction - INFO - Epoch [5][760/1345] lr: 1.000e-02, eta: 2 days, 8:23:02, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.9348, top1_acc: 0.2797, top5_acc: 0.5297, loss_cls: 3.1668, loss: 5.1016, grad_norm: 6.7141 2021-12-02 22:27:28,153 - mmaction - INFO - Epoch [5][780/1345] lr: 1.000e-02, eta: 2 days, 8:21:52, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.9296, top1_acc: 0.2961, top5_acc: 0.5469, loss_cls: 3.0992, loss: 5.0288, grad_norm: 6.4929 2021-12-02 22:27:47,340 - mmaction - INFO - Epoch [5][800/1345] lr: 1.000e-02, eta: 2 days, 8:20:41, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.8692, top1_acc: 0.3164, top5_acc: 0.5750, loss_cls: 3.0142, loss: 4.8834, grad_norm: 6.6588 2021-12-02 22:28:06,519 - mmaction - INFO - Epoch [5][820/1345] lr: 1.000e-02, eta: 2 days, 8:19:31, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.8815, top1_acc: 0.3117, top5_acc: 0.5922, loss_cls: 3.0200, loss: 4.9015, grad_norm: 6.8249 2021-12-02 22:28:25,712 - mmaction - INFO - Epoch [5][840/1345] lr: 1.000e-02, eta: 2 days, 8:18:22, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.9236, top1_acc: 0.2852, top5_acc: 0.5664, loss_cls: 3.0663, loss: 4.9900, grad_norm: 6.7576 2021-12-02 22:28:44,906 - mmaction - INFO - Epoch [5][860/1345] lr: 1.000e-02, eta: 2 days, 8:17:13, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.9122, top1_acc: 0.2680, top5_acc: 0.5445, loss_cls: 3.1184, loss: 5.0306, grad_norm: 6.9266 2021-12-02 22:29:04,111 - mmaction - INFO - Epoch [5][880/1345] lr: 1.000e-02, eta: 2 days, 8:16:05, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.9057, top1_acc: 0.2844, top5_acc: 0.5609, loss_cls: 3.1056, loss: 5.0113, grad_norm: 6.7448 2021-12-02 22:29:23,316 - mmaction - INFO - Epoch [5][900/1345] lr: 1.000e-02, eta: 2 days, 8:14:57, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.8978, top1_acc: 0.2758, top5_acc: 0.5336, loss_cls: 3.1601, loss: 5.0578, grad_norm: 6.6963 2021-12-02 22:29:42,507 - mmaction - INFO - Epoch [5][920/1345] lr: 1.000e-02, eta: 2 days, 8:13:49, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.8889, top1_acc: 0.2828, top5_acc: 0.5687, loss_cls: 3.0837, loss: 4.9726, grad_norm: 6.3985 2021-12-02 22:30:01,701 - mmaction - INFO - Epoch [5][940/1345] lr: 1.000e-02, eta: 2 days, 8:12:41, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.9273, top1_acc: 0.2898, top5_acc: 0.5563, loss_cls: 3.1519, loss: 5.0792, grad_norm: 6.6075 2021-12-02 22:30:20,886 - mmaction - INFO - Epoch [5][960/1345] lr: 1.000e-02, eta: 2 days, 8:11:33, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.8922, top1_acc: 0.2867, top5_acc: 0.5602, loss_cls: 3.0725, loss: 4.9647, grad_norm: 6.6979 2021-12-02 22:30:40,084 - mmaction - INFO - Epoch [5][980/1345] lr: 1.000e-02, eta: 2 days, 8:10:26, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.9023, top1_acc: 0.2797, top5_acc: 0.5406, loss_cls: 3.1594, loss: 5.0617, grad_norm: 6.7528 2021-12-02 22:30:59,313 - mmaction - INFO - Epoch [5][1000/1345] lr: 1.000e-02, eta: 2 days, 8:09:20, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.9175, top1_acc: 0.2906, top5_acc: 0.5680, loss_cls: 3.0866, loss: 5.0041, grad_norm: 6.5993 2021-12-02 22:31:18,483 - mmaction - INFO - Epoch [5][1020/1345] lr: 1.000e-02, eta: 2 days, 8:08:13, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.8917, top1_acc: 0.2891, top5_acc: 0.5594, loss_cls: 3.0786, loss: 4.9702, grad_norm: 6.6711 2021-12-02 22:31:37,683 - mmaction - INFO - Epoch [5][1040/1345] lr: 1.000e-02, eta: 2 days, 8:07:07, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.8726, top1_acc: 0.3023, top5_acc: 0.5742, loss_cls: 2.9820, loss: 4.8546, grad_norm: 6.5423 2021-12-02 22:31:56,877 - mmaction - INFO - Epoch [5][1060/1345] lr: 1.000e-02, eta: 2 days, 8:06:01, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.8639, top1_acc: 0.2961, top5_acc: 0.5813, loss_cls: 3.0188, loss: 4.8827, grad_norm: 6.7046 2021-12-02 22:32:16,104 - mmaction - INFO - Epoch [5][1080/1345] lr: 1.000e-02, eta: 2 days, 8:04:57, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.9217, top1_acc: 0.2641, top5_acc: 0.5609, loss_cls: 3.1696, loss: 5.0913, grad_norm: 6.7725 2021-12-02 22:32:35,299 - mmaction - INFO - Epoch [5][1100/1345] lr: 1.000e-02, eta: 2 days, 8:03:51, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.9272, top1_acc: 0.2891, top5_acc: 0.5617, loss_cls: 3.1303, loss: 5.0574, grad_norm: 6.6190 2021-12-02 22:32:54,490 - mmaction - INFO - Epoch [5][1120/1345] lr: 1.000e-02, eta: 2 days, 8:02:46, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.8760, top1_acc: 0.2687, top5_acc: 0.5539, loss_cls: 3.1249, loss: 5.0009, grad_norm: 6.6739 2021-12-02 22:33:13,657 - mmaction - INFO - Epoch [5][1140/1345] lr: 1.000e-02, eta: 2 days, 8:01:40, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.8604, top1_acc: 0.3000, top5_acc: 0.5867, loss_cls: 2.9979, loss: 4.8583, grad_norm: 6.3712 2021-12-02 22:33:32,853 - mmaction - INFO - Epoch [5][1160/1345] lr: 1.000e-02, eta: 2 days, 8:00:36, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.8637, top1_acc: 0.3102, top5_acc: 0.5859, loss_cls: 2.9685, loss: 4.8322, grad_norm: 6.8025 2021-12-02 22:33:52,042 - mmaction - INFO - Epoch [5][1180/1345] lr: 1.000e-02, eta: 2 days, 7:59:32, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.8922, top1_acc: 0.2875, top5_acc: 0.5719, loss_cls: 3.1114, loss: 5.0036, grad_norm: 6.8775 2021-12-02 22:34:11,248 - mmaction - INFO - Epoch [5][1200/1345] lr: 1.000e-02, eta: 2 days, 7:58:28, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.8201, top1_acc: 0.3102, top5_acc: 0.5867, loss_cls: 2.9292, loss: 4.7493, grad_norm: 6.5950 2021-12-02 22:34:30,425 - mmaction - INFO - Epoch [5][1220/1345] lr: 1.000e-02, eta: 2 days, 7:57:24, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.8702, top1_acc: 0.2875, top5_acc: 0.5383, loss_cls: 3.1256, loss: 4.9958, grad_norm: 6.9026 2021-12-02 22:34:49,622 - mmaction - INFO - Epoch [5][1240/1345] lr: 1.000e-02, eta: 2 days, 7:56:20, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.8738, top1_acc: 0.3094, top5_acc: 0.5984, loss_cls: 2.9812, loss: 4.8550, grad_norm: 6.5028 2021-12-02 22:35:08,801 - mmaction - INFO - Epoch [5][1260/1345] lr: 1.000e-02, eta: 2 days, 7:55:17, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.8886, top1_acc: 0.3031, top5_acc: 0.5633, loss_cls: 3.0483, loss: 4.9369, grad_norm: 6.5682 2021-12-02 22:35:28,002 - mmaction - INFO - Epoch [5][1280/1345] lr: 1.000e-02, eta: 2 days, 7:54:14, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.8782, top1_acc: 0.3109, top5_acc: 0.5602, loss_cls: 3.0742, loss: 4.9524, grad_norm: 6.5824 2021-12-02 22:35:47,177 - mmaction - INFO - Epoch [5][1300/1345] lr: 1.000e-02, eta: 2 days, 7:53:11, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.8930, top1_acc: 0.2820, top5_acc: 0.5719, loss_cls: 3.0874, loss: 4.9804, grad_norm: 6.5829 2021-12-02 22:36:06,370 - mmaction - INFO - Epoch [5][1320/1345] lr: 1.000e-02, eta: 2 days, 7:52:09, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.8856, top1_acc: 0.3023, top5_acc: 0.5680, loss_cls: 3.0627, loss: 4.9483, grad_norm: 6.6582 2021-12-02 22:36:25,545 - mmaction - INFO - Epoch [5][1340/1345] lr: 1.000e-02, eta: 2 days, 7:51:06, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.8713, top1_acc: 0.2977, top5_acc: 0.5813, loss_cls: 3.0000, loss: 4.8713, grad_norm: 6.7257 2021-12-02 22:36:31,074 - mmaction - INFO - Saving checkpoint at 5 epochs 2021-12-02 22:38:46,697 - mmaction - INFO - Epoch [6][20/1345] lr: 1.000e-02, eta: 2 days, 8:38:26, time: 6.246, data_time: 5.296, memory: 8232, loss_aux: 1.8476, top1_acc: 0.2969, top5_acc: 0.5750, loss_cls: 3.0328, loss: 4.8805, grad_norm: 6.5728 2021-12-02 22:39:05,729 - mmaction - INFO - Epoch [6][40/1345] lr: 1.000e-02, eta: 2 days, 8:37:11, time: 0.952, data_time: 0.003, memory: 8232, loss_aux: 1.8454, top1_acc: 0.3234, top5_acc: 0.5891, loss_cls: 2.9461, loss: 4.7915, grad_norm: 6.6113 2021-12-02 22:39:24,825 - mmaction - INFO - Epoch [6][60/1345] lr: 1.000e-02, eta: 2 days, 8:35:58, time: 0.955, data_time: 0.001, memory: 8232, loss_aux: 1.8773, top1_acc: 0.2805, top5_acc: 0.5617, loss_cls: 3.0285, loss: 4.9058, grad_norm: 6.8405 2021-12-02 22:39:43,919 - mmaction - INFO - Epoch [6][80/1345] lr: 1.000e-02, eta: 2 days, 8:34:46, time: 0.955, data_time: 0.001, memory: 8232, loss_aux: 1.8268, top1_acc: 0.3047, top5_acc: 0.5961, loss_cls: 2.9363, loss: 4.7631, grad_norm: 6.7751 2021-12-02 22:40:03,055 - mmaction - INFO - Epoch [6][100/1345] lr: 1.000e-02, eta: 2 days, 8:33:35, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 1.8626, top1_acc: 0.2875, top5_acc: 0.5750, loss_cls: 3.0156, loss: 4.8782, grad_norm: 6.7358 2021-12-02 22:40:22,159 - mmaction - INFO - Epoch [6][120/1345] lr: 1.000e-02, eta: 2 days, 8:32:23, time: 0.955, data_time: 0.001, memory: 8232, loss_aux: 1.8386, top1_acc: 0.3203, top5_acc: 0.5961, loss_cls: 3.0164, loss: 4.8551, grad_norm: 6.6162 2021-12-02 22:40:41,261 - mmaction - INFO - Epoch [6][140/1345] lr: 1.000e-02, eta: 2 days, 8:31:11, time: 0.955, data_time: 0.001, memory: 8232, loss_aux: 1.8405, top1_acc: 0.3102, top5_acc: 0.5766, loss_cls: 2.9925, loss: 4.8330, grad_norm: 6.7002 2021-12-02 22:41:00,386 - mmaction - INFO - Epoch [6][160/1345] lr: 1.000e-02, eta: 2 days, 8:30:01, time: 0.956, data_time: 0.001, memory: 8232, loss_aux: 1.9179, top1_acc: 0.2859, top5_acc: 0.5398, loss_cls: 3.1683, loss: 5.0862, grad_norm: 6.7528 2021-12-02 22:41:19,536 - mmaction - INFO - Epoch [6][180/1345] lr: 1.000e-02, eta: 2 days, 8:28:51, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 1.8878, top1_acc: 0.3125, top5_acc: 0.5578, loss_cls: 3.0690, loss: 4.9568, grad_norm: 6.5579 2021-12-02 22:41:38,645 - mmaction - INFO - Epoch [6][200/1345] lr: 1.000e-02, eta: 2 days, 8:27:41, time: 0.955, data_time: 0.001, memory: 8232, loss_aux: 1.8539, top1_acc: 0.2922, top5_acc: 0.5609, loss_cls: 3.0931, loss: 4.9470, grad_norm: 6.7690 2021-12-02 22:41:57,802 - mmaction - INFO - Epoch [6][220/1345] lr: 1.000e-02, eta: 2 days, 8:26:32, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.8415, top1_acc: 0.3156, top5_acc: 0.5805, loss_cls: 2.9733, loss: 4.8149, grad_norm: 6.5881 2021-12-02 22:42:16,918 - mmaction - INFO - Epoch [6][240/1345] lr: 1.000e-02, eta: 2 days, 8:25:22, time: 0.956, data_time: 0.001, memory: 8232, loss_aux: 1.8653, top1_acc: 0.2992, top5_acc: 0.5695, loss_cls: 3.0373, loss: 4.9026, grad_norm: 6.6846 2021-12-02 22:42:36,065 - mmaction - INFO - Epoch [6][260/1345] lr: 1.000e-02, eta: 2 days, 8:24:14, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 1.8901, top1_acc: 0.2859, top5_acc: 0.5477, loss_cls: 3.0936, loss: 4.9836, grad_norm: 6.6960 2021-12-02 22:42:55,223 - mmaction - INFO - Epoch [6][280/1345] lr: 1.000e-02, eta: 2 days, 8:23:06, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.8333, top1_acc: 0.3117, top5_acc: 0.5836, loss_cls: 2.9697, loss: 4.8030, grad_norm: 6.5525 2021-12-02 22:43:14,367 - mmaction - INFO - Epoch [6][300/1345] lr: 1.000e-02, eta: 2 days, 8:21:58, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 1.8638, top1_acc: 0.2883, top5_acc: 0.5531, loss_cls: 3.0822, loss: 4.9460, grad_norm: 6.8370 2021-12-02 22:43:33,528 - mmaction - INFO - Epoch [6][320/1345] lr: 1.000e-02, eta: 2 days, 8:20:50, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.8694, top1_acc: 0.2883, top5_acc: 0.5656, loss_cls: 3.0527, loss: 4.9221, grad_norm: 6.4301 2021-12-02 22:43:52,680 - mmaction - INFO - Epoch [6][340/1345] lr: 1.000e-02, eta: 2 days, 8:19:43, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.8899, top1_acc: 0.2930, top5_acc: 0.5633, loss_cls: 3.0520, loss: 4.9419, grad_norm: 6.5929 2021-12-02 22:44:11,876 - mmaction - INFO - Epoch [6][360/1345] lr: 1.000e-02, eta: 2 days, 8:18:37, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.8767, top1_acc: 0.2961, top5_acc: 0.5633, loss_cls: 3.0904, loss: 4.9671, grad_norm: 6.6316 2021-12-02 22:44:31,049 - mmaction - INFO - Epoch [6][380/1345] lr: 1.000e-02, eta: 2 days, 8:17:31, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.8191, top1_acc: 0.3273, top5_acc: 0.6070, loss_cls: 2.9176, loss: 4.7367, grad_norm: 6.3984 2021-12-02 22:44:50,221 - mmaction - INFO - Epoch [6][400/1345] lr: 1.000e-02, eta: 2 days, 8:16:25, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.8970, top1_acc: 0.2961, top5_acc: 0.5641, loss_cls: 3.0492, loss: 4.9462, grad_norm: 6.8452 2021-12-02 22:45:09,389 - mmaction - INFO - Epoch [6][420/1345] lr: 1.000e-02, eta: 2 days, 8:15:19, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.8713, top1_acc: 0.2898, top5_acc: 0.5734, loss_cls: 3.0392, loss: 4.9106, grad_norm: 6.7830 2021-12-02 22:45:28,530 - mmaction - INFO - Epoch [6][440/1345] lr: 1.000e-02, eta: 2 days, 8:14:13, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 1.8647, top1_acc: 0.2734, top5_acc: 0.5625, loss_cls: 3.0374, loss: 4.9021, grad_norm: 6.9979 2021-12-02 22:45:47,696 - mmaction - INFO - Epoch [6][460/1345] lr: 1.000e-02, eta: 2 days, 8:13:08, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.8518, top1_acc: 0.3039, top5_acc: 0.6008, loss_cls: 2.9869, loss: 4.8386, grad_norm: 6.7812 2021-12-02 22:46:06,834 - mmaction - INFO - Epoch [6][480/1345] lr: 1.000e-02, eta: 2 days, 8:12:02, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 1.8556, top1_acc: 0.2914, top5_acc: 0.5703, loss_cls: 3.0311, loss: 4.8867, grad_norm: 6.7239 2021-12-02 22:46:25,963 - mmaction - INFO - Epoch [6][500/1345] lr: 1.000e-02, eta: 2 days, 8:10:56, time: 0.956, data_time: 0.001, memory: 8232, loss_aux: 1.8214, top1_acc: 0.3156, top5_acc: 0.5695, loss_cls: 2.9858, loss: 4.8072, grad_norm: 6.6818 2021-12-02 22:46:45,086 - mmaction - INFO - Epoch [6][520/1345] lr: 1.000e-02, eta: 2 days, 8:09:51, time: 0.956, data_time: 0.001, memory: 8232, loss_aux: 1.8402, top1_acc: 0.2938, top5_acc: 0.5820, loss_cls: 3.0348, loss: 4.8751, grad_norm: 6.5874 2021-12-02 22:47:04,259 - mmaction - INFO - Epoch [6][540/1345] lr: 1.000e-02, eta: 2 days, 8:08:47, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.8801, top1_acc: 0.3023, top5_acc: 0.5648, loss_cls: 3.0488, loss: 4.9289, grad_norm: 6.6561 2021-12-02 22:47:23,418 - mmaction - INFO - Epoch [6][560/1345] lr: 1.000e-02, eta: 2 days, 8:07:42, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.8338, top1_acc: 0.3211, top5_acc: 0.5820, loss_cls: 3.0072, loss: 4.8410, grad_norm: 6.5818 2021-12-02 22:47:42,581 - mmaction - INFO - Epoch [6][580/1345] lr: 1.000e-02, eta: 2 days, 8:06:38, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.8624, top1_acc: 0.3187, top5_acc: 0.5820, loss_cls: 2.9768, loss: 4.8392, grad_norm: 6.5677 2021-12-02 22:48:01,733 - mmaction - INFO - Epoch [6][600/1345] lr: 1.000e-02, eta: 2 days, 8:05:35, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.8525, top1_acc: 0.2953, top5_acc: 0.5914, loss_cls: 2.9864, loss: 4.8389, grad_norm: 6.9036 2021-12-02 22:48:20,869 - mmaction - INFO - Epoch [6][620/1345] lr: 1.000e-02, eta: 2 days, 8:04:30, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 1.8556, top1_acc: 0.2914, top5_acc: 0.5922, loss_cls: 2.9869, loss: 4.8424, grad_norm: 6.9628 2021-12-02 22:48:40,014 - mmaction - INFO - Epoch [6][640/1345] lr: 1.000e-02, eta: 2 days, 8:03:27, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 1.8543, top1_acc: 0.2789, top5_acc: 0.5602, loss_cls: 3.0589, loss: 4.9131, grad_norm: 6.8944 2021-12-02 22:48:59,153 - mmaction - INFO - Epoch [6][660/1345] lr: 1.000e-02, eta: 2 days, 8:02:23, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 1.8432, top1_acc: 0.3008, top5_acc: 0.5813, loss_cls: 2.9918, loss: 4.8350, grad_norm: 6.5003 2021-12-02 22:49:18,282 - mmaction - INFO - Epoch [6][680/1345] lr: 1.000e-02, eta: 2 days, 8:01:20, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 1.8478, top1_acc: 0.2898, top5_acc: 0.5695, loss_cls: 3.0236, loss: 4.8714, grad_norm: 6.7095 2021-12-02 22:49:37,425 - mmaction - INFO - Epoch [6][700/1345] lr: 1.000e-02, eta: 2 days, 8:00:17, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 1.8586, top1_acc: 0.3117, top5_acc: 0.5734, loss_cls: 3.0017, loss: 4.8603, grad_norm: 6.6989 2021-12-02 22:49:56,554 - mmaction - INFO - Epoch [6][720/1345] lr: 1.000e-02, eta: 2 days, 7:59:14, time: 0.956, data_time: 0.001, memory: 8232, loss_aux: 1.8496, top1_acc: 0.3195, top5_acc: 0.5898, loss_cls: 2.9707, loss: 4.8203, grad_norm: 6.8232 2021-12-02 22:50:15,691 - mmaction - INFO - Epoch [6][740/1345] lr: 1.000e-02, eta: 2 days, 7:58:11, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 1.8234, top1_acc: 0.2836, top5_acc: 0.5813, loss_cls: 2.9885, loss: 4.8120, grad_norm: 6.8260 2021-12-02 22:50:34,842 - mmaction - INFO - Epoch [6][760/1345] lr: 1.000e-02, eta: 2 days, 7:57:09, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.8325, top1_acc: 0.3078, top5_acc: 0.5773, loss_cls: 2.9945, loss: 4.8270, grad_norm: 6.7186 2021-12-02 22:50:53,988 - mmaction - INFO - Epoch [6][780/1345] lr: 1.000e-02, eta: 2 days, 7:56:07, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 1.8438, top1_acc: 0.3141, top5_acc: 0.5938, loss_cls: 2.9806, loss: 4.8244, grad_norm: 6.7733 2021-12-02 22:51:13,108 - mmaction - INFO - Epoch [6][800/1345] lr: 1.000e-02, eta: 2 days, 7:55:05, time: 0.956, data_time: 0.001, memory: 8232, loss_aux: 1.8206, top1_acc: 0.2906, top5_acc: 0.5687, loss_cls: 3.0384, loss: 4.8590, grad_norm: 6.8088 2021-12-02 22:51:32,241 - mmaction - INFO - Epoch [6][820/1345] lr: 1.000e-02, eta: 2 days, 7:54:03, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 1.8605, top1_acc: 0.3047, top5_acc: 0.5719, loss_cls: 2.9847, loss: 4.8452, grad_norm: 6.8640 2021-12-02 22:51:51,400 - mmaction - INFO - Epoch [6][840/1345] lr: 1.000e-02, eta: 2 days, 7:53:02, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.8708, top1_acc: 0.2930, top5_acc: 0.5633, loss_cls: 3.1133, loss: 4.9841, grad_norm: 6.8144 2021-12-02 22:52:10,526 - mmaction - INFO - Epoch [6][860/1345] lr: 1.000e-02, eta: 2 days, 7:52:00, time: 0.956, data_time: 0.001, memory: 8232, loss_aux: 1.8783, top1_acc: 0.3039, top5_acc: 0.5891, loss_cls: 3.0323, loss: 4.9106, grad_norm: 6.6979 2021-12-02 22:52:29,661 - mmaction - INFO - Epoch [6][880/1345] lr: 1.000e-02, eta: 2 days, 7:50:59, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 1.8249, top1_acc: 0.3094, top5_acc: 0.5898, loss_cls: 2.9362, loss: 4.7610, grad_norm: 6.5343 2021-12-02 22:52:48,821 - mmaction - INFO - Epoch [6][900/1345] lr: 1.000e-02, eta: 2 days, 7:49:59, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.8365, top1_acc: 0.2961, top5_acc: 0.5695, loss_cls: 3.0145, loss: 4.8510, grad_norm: 6.6365 2021-12-02 22:53:07,967 - mmaction - INFO - Epoch [6][920/1345] lr: 1.000e-02, eta: 2 days, 7:48:59, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 1.8511, top1_acc: 0.3133, top5_acc: 0.5742, loss_cls: 3.0048, loss: 4.8559, grad_norm: 6.5009 2021-12-02 22:53:27,139 - mmaction - INFO - Epoch [6][940/1345] lr: 1.000e-02, eta: 2 days, 7:47:59, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.8379, top1_acc: 0.3164, top5_acc: 0.5633, loss_cls: 2.9816, loss: 4.8195, grad_norm: 6.5222 2021-12-02 22:53:46,323 - mmaction - INFO - Epoch [6][960/1345] lr: 1.000e-02, eta: 2 days, 7:47:00, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.8236, top1_acc: 0.2977, top5_acc: 0.5797, loss_cls: 2.9840, loss: 4.8076, grad_norm: 6.5838 2021-12-02 22:54:05,529 - mmaction - INFO - Epoch [6][980/1345] lr: 1.000e-02, eta: 2 days, 7:46:02, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.8043, top1_acc: 0.3289, top5_acc: 0.6023, loss_cls: 2.8628, loss: 4.6671, grad_norm: 6.4829 2021-12-02 22:54:24,723 - mmaction - INFO - Epoch [6][1000/1345] lr: 1.000e-02, eta: 2 days, 7:45:04, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.8522, top1_acc: 0.2992, top5_acc: 0.5563, loss_cls: 3.0767, loss: 4.9289, grad_norm: 6.7217 2021-12-02 22:54:43,923 - mmaction - INFO - Epoch [6][1020/1345] lr: 1.000e-02, eta: 2 days, 7:44:06, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.7823, top1_acc: 0.3305, top5_acc: 0.6031, loss_cls: 2.9035, loss: 4.6858, grad_norm: 6.6215 2021-12-02 22:55:03,149 - mmaction - INFO - Epoch [6][1040/1345] lr: 1.000e-02, eta: 2 days, 7:43:09, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.8016, top1_acc: 0.3383, top5_acc: 0.5938, loss_cls: 2.9017, loss: 4.7033, grad_norm: 6.5202 2021-12-02 22:55:22,348 - mmaction - INFO - Epoch [6][1060/1345] lr: 1.000e-02, eta: 2 days, 7:42:11, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.8458, top1_acc: 0.3055, top5_acc: 0.5844, loss_cls: 2.9885, loss: 4.8343, grad_norm: 6.7293 2021-12-02 22:55:41,546 - mmaction - INFO - Epoch [6][1080/1345] lr: 1.000e-02, eta: 2 days, 7:41:14, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.8232, top1_acc: 0.3164, top5_acc: 0.5969, loss_cls: 2.9634, loss: 4.7866, grad_norm: 6.8048 2021-12-02 22:56:00,761 - mmaction - INFO - Epoch [6][1100/1345] lr: 1.000e-02, eta: 2 days, 7:40:17, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.8466, top1_acc: 0.3000, top5_acc: 0.5773, loss_cls: 3.0301, loss: 4.8767, grad_norm: 6.5986 2021-12-02 22:56:19,946 - mmaction - INFO - Epoch [6][1120/1345] lr: 1.000e-02, eta: 2 days, 7:39:19, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.8426, top1_acc: 0.3195, top5_acc: 0.5836, loss_cls: 3.0016, loss: 4.8442, grad_norm: 6.6468 2021-12-02 22:56:39,158 - mmaction - INFO - Epoch [6][1140/1345] lr: 1.000e-02, eta: 2 days, 7:38:23, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.8122, top1_acc: 0.3125, top5_acc: 0.6125, loss_cls: 2.9669, loss: 4.7791, grad_norm: 6.6548 2021-12-02 22:56:58,378 - mmaction - INFO - Epoch [6][1160/1345] lr: 1.000e-02, eta: 2 days, 7:37:27, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.8079, top1_acc: 0.3164, top5_acc: 0.5820, loss_cls: 2.9340, loss: 4.7419, grad_norm: 6.6766 2021-12-02 22:57:17,614 - mmaction - INFO - Epoch [6][1180/1345] lr: 1.000e-02, eta: 2 days, 7:36:31, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.8466, top1_acc: 0.3008, top5_acc: 0.5883, loss_cls: 2.9690, loss: 4.8156, grad_norm: 6.5169 2021-12-02 22:57:36,787 - mmaction - INFO - Epoch [6][1200/1345] lr: 1.000e-02, eta: 2 days, 7:35:34, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.8300, top1_acc: 0.3031, top5_acc: 0.5891, loss_cls: 2.9603, loss: 4.7903, grad_norm: 6.6389 2021-12-02 22:57:55,983 - mmaction - INFO - Epoch [6][1220/1345] lr: 1.000e-02, eta: 2 days, 7:34:38, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.8061, top1_acc: 0.3117, top5_acc: 0.5930, loss_cls: 2.8918, loss: 4.6979, grad_norm: 6.7732 2021-12-02 22:58:15,175 - mmaction - INFO - Epoch [6][1240/1345] lr: 1.000e-02, eta: 2 days, 7:33:42, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.8512, top1_acc: 0.2906, top5_acc: 0.5805, loss_cls: 3.0591, loss: 4.9103, grad_norm: 6.7196 2021-12-02 22:58:34,361 - mmaction - INFO - Epoch [6][1260/1345] lr: 1.000e-02, eta: 2 days, 7:32:46, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.8012, top1_acc: 0.3312, top5_acc: 0.5930, loss_cls: 2.8988, loss: 4.7000, grad_norm: 6.6024 2021-12-02 22:58:53,548 - mmaction - INFO - Epoch [6][1280/1345] lr: 1.000e-02, eta: 2 days, 7:31:50, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.8220, top1_acc: 0.3117, top5_acc: 0.5844, loss_cls: 2.9372, loss: 4.7592, grad_norm: 6.7554 2021-12-02 22:59:12,746 - mmaction - INFO - Epoch [6][1300/1345] lr: 1.000e-02, eta: 2 days, 7:30:55, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.8590, top1_acc: 0.2961, top5_acc: 0.5617, loss_cls: 3.0720, loss: 4.9310, grad_norm: 6.6808 2021-12-02 22:59:31,935 - mmaction - INFO - Epoch [6][1320/1345] lr: 1.000e-02, eta: 2 days, 7:30:00, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.8566, top1_acc: 0.3023, top5_acc: 0.5773, loss_cls: 3.0404, loss: 4.8971, grad_norm: 6.6594 2021-12-02 22:59:51,135 - mmaction - INFO - Epoch [6][1340/1345] lr: 1.000e-02, eta: 2 days, 7:29:05, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.8587, top1_acc: 0.3023, top5_acc: 0.5617, loss_cls: 3.0366, loss: 4.8953, grad_norm: 6.7781 2021-12-02 22:59:56,678 - mmaction - INFO - Saving checkpoint at 6 epochs 2021-12-02 23:02:00,517 - mmaction - INFO - Epoch [7][20/1345] lr: 1.000e-02, eta: 2 days, 8:06:23, time: 6.018, data_time: 5.062, memory: 8232, loss_aux: 1.8370, top1_acc: 0.3156, top5_acc: 0.5859, loss_cls: 2.9325, loss: 4.7695, grad_norm: 6.8294 2021-12-02 23:02:19,596 - mmaction - INFO - Epoch [7][40/1345] lr: 1.000e-02, eta: 2 days, 8:05:19, time: 0.954, data_time: 0.003, memory: 8232, loss_aux: 1.8263, top1_acc: 0.3141, top5_acc: 0.6008, loss_cls: 2.9380, loss: 4.7643, grad_norm: 6.8443 2021-12-02 23:02:38,667 - mmaction - INFO - Epoch [7][60/1345] lr: 1.000e-02, eta: 2 days, 8:04:16, time: 0.954, data_time: 0.001, memory: 8232, loss_aux: 1.7955, top1_acc: 0.3406, top5_acc: 0.6000, loss_cls: 2.8485, loss: 4.6440, grad_norm: 6.5516 2021-12-02 23:02:57,767 - mmaction - INFO - Epoch [7][80/1345] lr: 1.000e-02, eta: 2 days, 8:03:14, time: 0.955, data_time: 0.001, memory: 8232, loss_aux: 1.7921, top1_acc: 0.3250, top5_acc: 0.5977, loss_cls: 2.8946, loss: 4.6867, grad_norm: 6.6547 2021-12-02 23:03:16,881 - mmaction - INFO - Epoch [7][100/1345] lr: 1.000e-02, eta: 2 days, 8:02:12, time: 0.956, data_time: 0.001, memory: 8232, loss_aux: 1.7904, top1_acc: 0.3367, top5_acc: 0.6195, loss_cls: 2.8450, loss: 4.6354, grad_norm: 6.7348 2021-12-02 23:03:35,988 - mmaction - INFO - Epoch [7][120/1345] lr: 1.000e-02, eta: 2 days, 8:01:10, time: 0.955, data_time: 0.001, memory: 8232, loss_aux: 1.8124, top1_acc: 0.3000, top5_acc: 0.5648, loss_cls: 3.0032, loss: 4.8156, grad_norm: 6.8079 2021-12-02 23:03:55,097 - mmaction - INFO - Epoch [7][140/1345] lr: 1.000e-02, eta: 2 days, 8:00:08, time: 0.955, data_time: 0.001, memory: 8232, loss_aux: 1.7981, top1_acc: 0.3211, top5_acc: 0.6031, loss_cls: 2.8877, loss: 4.6858, grad_norm: 6.6347 2021-12-02 23:04:14,230 - mmaction - INFO - Epoch [7][160/1345] lr: 1.000e-02, eta: 2 days, 7:59:07, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 1.8448, top1_acc: 0.2914, top5_acc: 0.5555, loss_cls: 3.0853, loss: 4.9301, grad_norm: 6.8330 2021-12-02 23:04:33,349 - mmaction - INFO - Epoch [7][180/1345] lr: 1.000e-02, eta: 2 days, 7:58:06, time: 0.956, data_time: 0.001, memory: 8232, loss_aux: 1.8323, top1_acc: 0.3312, top5_acc: 0.5906, loss_cls: 2.9645, loss: 4.7968, grad_norm: 6.7086 2021-12-02 23:04:52,492 - mmaction - INFO - Epoch [7][200/1345] lr: 1.000e-02, eta: 2 days, 7:57:06, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 1.8119, top1_acc: 0.3156, top5_acc: 0.5781, loss_cls: 2.9198, loss: 4.7317, grad_norm: 6.8282 2021-12-02 23:05:11,661 - mmaction - INFO - Epoch [7][220/1345] lr: 1.000e-02, eta: 2 days, 7:56:07, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.8123, top1_acc: 0.3203, top5_acc: 0.5992, loss_cls: 2.8934, loss: 4.7057, grad_norm: 6.7720 2021-12-02 23:05:30,819 - mmaction - INFO - Epoch [7][240/1345] lr: 1.000e-02, eta: 2 days, 7:55:08, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.8357, top1_acc: 0.3094, top5_acc: 0.5703, loss_cls: 3.0292, loss: 4.8649, grad_norm: 6.8335 2021-12-02 23:05:50,000 - mmaction - INFO - Epoch [7][260/1345] lr: 1.000e-02, eta: 2 days, 7:54:09, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.7547, top1_acc: 0.3484, top5_acc: 0.6273, loss_cls: 2.7884, loss: 4.5430, grad_norm: 6.7292 2021-12-02 23:06:09,186 - mmaction - INFO - Epoch [7][280/1345] lr: 1.000e-02, eta: 2 days, 7:53:10, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.8261, top1_acc: 0.3008, top5_acc: 0.5727, loss_cls: 3.0013, loss: 4.8274, grad_norm: 6.9965 2021-12-02 23:06:28,361 - mmaction - INFO - Epoch [7][300/1345] lr: 1.000e-02, eta: 2 days, 7:52:12, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.8052, top1_acc: 0.3281, top5_acc: 0.5938, loss_cls: 2.9008, loss: 4.7060, grad_norm: 6.6781 2021-12-02 23:06:47,555 - mmaction - INFO - Epoch [7][320/1345] lr: 1.000e-02, eta: 2 days, 7:51:14, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.7857, top1_acc: 0.3352, top5_acc: 0.6055, loss_cls: 2.8755, loss: 4.6611, grad_norm: 6.7653 2021-12-02 23:07:06,721 - mmaction - INFO - Epoch [7][340/1345] lr: 1.000e-02, eta: 2 days, 7:50:16, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.8163, top1_acc: 0.3312, top5_acc: 0.6109, loss_cls: 2.8696, loss: 4.6859, grad_norm: 6.7045 2021-12-02 23:07:25,901 - mmaction - INFO - Epoch [7][360/1345] lr: 1.000e-02, eta: 2 days, 7:49:18, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.8011, top1_acc: 0.3172, top5_acc: 0.5859, loss_cls: 2.9215, loss: 4.7226, grad_norm: 6.7016 2021-12-02 23:07:45,076 - mmaction - INFO - Epoch [7][380/1345] lr: 1.000e-02, eta: 2 days, 7:48:20, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.8204, top1_acc: 0.3187, top5_acc: 0.5703, loss_cls: 2.9803, loss: 4.8006, grad_norm: 6.7901 2021-12-02 23:08:04,259 - mmaction - INFO - Epoch [7][400/1345] lr: 1.000e-02, eta: 2 days, 7:47:23, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.8484, top1_acc: 0.3203, top5_acc: 0.5875, loss_cls: 2.9307, loss: 4.7791, grad_norm: 6.7029 2021-12-02 23:08:23,399 - mmaction - INFO - Epoch [7][420/1345] lr: 1.000e-02, eta: 2 days, 7:46:25, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 1.8111, top1_acc: 0.3102, top5_acc: 0.5953, loss_cls: 2.9139, loss: 4.7250, grad_norm: 6.8908 2021-12-02 23:08:42,588 - mmaction - INFO - Epoch [7][440/1345] lr: 1.000e-02, eta: 2 days, 7:45:28, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.8089, top1_acc: 0.3211, top5_acc: 0.5945, loss_cls: 2.8933, loss: 4.7022, grad_norm: 6.8449 2021-12-02 23:09:01,758 - mmaction - INFO - Epoch [7][460/1345] lr: 1.000e-02, eta: 2 days, 7:44:31, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.8578, top1_acc: 0.2930, top5_acc: 0.5977, loss_cls: 2.9868, loss: 4.8446, grad_norm: 6.8287 2021-12-02 23:09:20,921 - mmaction - INFO - Epoch [7][480/1345] lr: 1.000e-02, eta: 2 days, 7:43:33, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.7817, top1_acc: 0.3438, top5_acc: 0.6219, loss_cls: 2.8090, loss: 4.5907, grad_norm: 6.6334 2021-12-02 23:09:40,085 - mmaction - INFO - Epoch [7][500/1345] lr: 1.000e-02, eta: 2 days, 7:42:37, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.8138, top1_acc: 0.3039, top5_acc: 0.5820, loss_cls: 2.9755, loss: 4.7893, grad_norm: 6.8211 2021-12-02 23:09:59,241 - mmaction - INFO - Epoch [7][520/1345] lr: 1.000e-02, eta: 2 days, 7:41:40, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.8333, top1_acc: 0.3125, top5_acc: 0.5758, loss_cls: 2.9679, loss: 4.8011, grad_norm: 6.8488 2021-12-02 23:10:18,403 - mmaction - INFO - Epoch [7][540/1345] lr: 1.000e-02, eta: 2 days, 7:40:43, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.7997, top1_acc: 0.3297, top5_acc: 0.5977, loss_cls: 2.9041, loss: 4.7038, grad_norm: 6.7322 2021-12-02 23:10:37,568 - mmaction - INFO - Epoch [7][560/1345] lr: 1.000e-02, eta: 2 days, 7:39:47, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.8019, top1_acc: 0.3250, top5_acc: 0.6141, loss_cls: 2.9033, loss: 4.7053, grad_norm: 6.7989 2021-12-02 23:10:56,706 - mmaction - INFO - Epoch [7][580/1345] lr: 1.000e-02, eta: 2 days, 7:38:50, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 1.7673, top1_acc: 0.3414, top5_acc: 0.5984, loss_cls: 2.8648, loss: 4.6320, grad_norm: 6.9068 2021-12-02 23:11:15,856 - mmaction - INFO - Epoch [7][600/1345] lr: 1.000e-02, eta: 2 days, 7:37:53, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 1.7674, top1_acc: 0.3266, top5_acc: 0.6047, loss_cls: 2.9113, loss: 4.6787, grad_norm: 6.5925 2021-12-02 23:11:34,988 - mmaction - INFO - Epoch [7][620/1345] lr: 1.000e-02, eta: 2 days, 7:36:57, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 1.7804, top1_acc: 0.3164, top5_acc: 0.6008, loss_cls: 2.8741, loss: 4.6545, grad_norm: 6.5008 2021-12-02 23:11:54,157 - mmaction - INFO - Epoch [7][640/1345] lr: 1.000e-02, eta: 2 days, 7:36:01, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.8043, top1_acc: 0.3320, top5_acc: 0.6078, loss_cls: 2.8324, loss: 4.6367, grad_norm: 6.6355 2021-12-02 23:12:13,316 - mmaction - INFO - Epoch [7][660/1345] lr: 1.000e-02, eta: 2 days, 7:35:06, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.8126, top1_acc: 0.3219, top5_acc: 0.6078, loss_cls: 2.9349, loss: 4.7475, grad_norm: 6.8486 2021-12-02 23:12:32,488 - mmaction - INFO - Epoch [7][680/1345] lr: 1.000e-02, eta: 2 days, 7:34:10, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.8227, top1_acc: 0.3023, top5_acc: 0.6023, loss_cls: 2.9408, loss: 4.7636, grad_norm: 7.0468 2021-12-02 23:12:51,668 - mmaction - INFO - Epoch [7][700/1345] lr: 1.000e-02, eta: 2 days, 7:33:16, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.8280, top1_acc: 0.3063, top5_acc: 0.5906, loss_cls: 2.9749, loss: 4.8028, grad_norm: 6.8636 2021-12-02 23:13:10,829 - mmaction - INFO - Epoch [7][720/1345] lr: 1.000e-02, eta: 2 days, 7:32:20, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.7701, top1_acc: 0.3156, top5_acc: 0.6086, loss_cls: 2.9007, loss: 4.6708, grad_norm: 6.5446 2021-12-02 23:13:30,014 - mmaction - INFO - Epoch [7][740/1345] lr: 1.000e-02, eta: 2 days, 7:31:26, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.8140, top1_acc: 0.3187, top5_acc: 0.5820, loss_cls: 2.9573, loss: 4.7713, grad_norm: 6.6130 2021-12-02 23:13:49,190 - mmaction - INFO - Epoch [7][760/1345] lr: 1.000e-02, eta: 2 days, 7:30:32, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.7780, top1_acc: 0.3148, top5_acc: 0.6094, loss_cls: 2.8636, loss: 4.6416, grad_norm: 6.5450 2021-12-02 23:14:08,360 - mmaction - INFO - Epoch [7][780/1345] lr: 1.000e-02, eta: 2 days, 7:29:37, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.7620, top1_acc: 0.3180, top5_acc: 0.6078, loss_cls: 2.8104, loss: 4.5724, grad_norm: 6.5670 2021-12-02 23:14:27,525 - mmaction - INFO - Epoch [7][800/1345] lr: 1.000e-02, eta: 2 days, 7:28:43, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.7776, top1_acc: 0.3219, top5_acc: 0.6062, loss_cls: 2.9036, loss: 4.6813, grad_norm: 6.6179 2021-12-02 23:14:46,689 - mmaction - INFO - Epoch [7][820/1345] lr: 1.000e-02, eta: 2 days, 7:27:49, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.7871, top1_acc: 0.3328, top5_acc: 0.6031, loss_cls: 2.8777, loss: 4.6648, grad_norm: 6.6877 2021-12-02 23:15:05,886 - mmaction - INFO - Epoch [7][840/1345] lr: 1.000e-02, eta: 2 days, 7:26:55, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.7865, top1_acc: 0.3164, top5_acc: 0.5992, loss_cls: 2.9301, loss: 4.7166, grad_norm: 6.7485 2021-12-02 23:15:25,038 - mmaction - INFO - Epoch [7][860/1345] lr: 1.000e-02, eta: 2 days, 7:26:01, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.7645, top1_acc: 0.3094, top5_acc: 0.5820, loss_cls: 2.9018, loss: 4.6663, grad_norm: 6.6972 2021-12-02 23:15:44,219 - mmaction - INFO - Epoch [7][880/1345] lr: 1.000e-02, eta: 2 days, 7:25:08, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.7873, top1_acc: 0.3328, top5_acc: 0.6016, loss_cls: 2.8926, loss: 4.6799, grad_norm: 6.7672 2021-12-02 23:16:03,436 - mmaction - INFO - Epoch [7][900/1345] lr: 1.000e-02, eta: 2 days, 7:24:15, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.8427, top1_acc: 0.3125, top5_acc: 0.5844, loss_cls: 3.0126, loss: 4.8552, grad_norm: 6.7379 2021-12-02 23:16:22,634 - mmaction - INFO - Epoch [7][920/1345] lr: 1.000e-02, eta: 2 days, 7:23:22, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.8063, top1_acc: 0.3070, top5_acc: 0.5883, loss_cls: 2.9463, loss: 4.7526, grad_norm: 6.5569 2021-12-02 23:16:41,813 - mmaction - INFO - Epoch [7][940/1345] lr: 1.000e-02, eta: 2 days, 7:22:29, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.7502, top1_acc: 0.3250, top5_acc: 0.6109, loss_cls: 2.8624, loss: 4.6126, grad_norm: 6.5682 2021-12-02 23:17:00,985 - mmaction - INFO - Epoch [7][960/1345] lr: 1.000e-02, eta: 2 days, 7:21:36, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.8027, top1_acc: 0.3164, top5_acc: 0.5984, loss_cls: 2.8962, loss: 4.6990, grad_norm: 6.4942 2021-12-02 23:17:20,164 - mmaction - INFO - Epoch [7][980/1345] lr: 1.000e-02, eta: 2 days, 7:20:44, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.8348, top1_acc: 0.3023, top5_acc: 0.5672, loss_cls: 2.9778, loss: 4.8126, grad_norm: 6.6773 2021-12-02 23:17:39,355 - mmaction - INFO - Epoch [7][1000/1345] lr: 1.000e-02, eta: 2 days, 7:19:51, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.8044, top1_acc: 0.3141, top5_acc: 0.6102, loss_cls: 2.8945, loss: 4.6989, grad_norm: 6.6559 2021-12-02 23:17:58,532 - mmaction - INFO - Epoch [7][1020/1345] lr: 1.000e-02, eta: 2 days, 7:18:59, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.8203, top1_acc: 0.3055, top5_acc: 0.5875, loss_cls: 2.9619, loss: 4.7822, grad_norm: 6.6698 2021-12-02 23:18:17,731 - mmaction - INFO - Epoch [7][1040/1345] lr: 1.000e-02, eta: 2 days, 7:18:07, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.7735, top1_acc: 0.3180, top5_acc: 0.5992, loss_cls: 2.8615, loss: 4.6351, grad_norm: 6.7901 2021-12-02 23:18:36,916 - mmaction - INFO - Epoch [7][1060/1345] lr: 1.000e-02, eta: 2 days, 7:17:15, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.7887, top1_acc: 0.3102, top5_acc: 0.6055, loss_cls: 2.9201, loss: 4.7088, grad_norm: 6.7899 2021-12-02 23:18:56,117 - mmaction - INFO - Epoch [7][1080/1345] lr: 1.000e-02, eta: 2 days, 7:16:24, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.7889, top1_acc: 0.3164, top5_acc: 0.5930, loss_cls: 2.9492, loss: 4.7381, grad_norm: 6.8484 2021-12-02 23:19:15,284 - mmaction - INFO - Epoch [7][1100/1345] lr: 1.000e-02, eta: 2 days, 7:15:32, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.7833, top1_acc: 0.3352, top5_acc: 0.6078, loss_cls: 2.8642, loss: 4.6475, grad_norm: 6.6185 2021-12-02 23:19:34,466 - mmaction - INFO - Epoch [7][1120/1345] lr: 1.000e-02, eta: 2 days, 7:14:40, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.8008, top1_acc: 0.3055, top5_acc: 0.5820, loss_cls: 2.9461, loss: 4.7469, grad_norm: 6.7624 2021-12-02 23:19:53,626 - mmaction - INFO - Epoch [7][1140/1345] lr: 1.000e-02, eta: 2 days, 7:13:48, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.8001, top1_acc: 0.3258, top5_acc: 0.5906, loss_cls: 2.9115, loss: 4.7116, grad_norm: 6.5876 2021-12-02 23:20:12,818 - mmaction - INFO - Epoch [7][1160/1345] lr: 1.000e-02, eta: 2 days, 7:12:57, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.7497, top1_acc: 0.3367, top5_acc: 0.6227, loss_cls: 2.7925, loss: 4.5422, grad_norm: 6.7951 2021-12-02 23:20:31,987 - mmaction - INFO - Epoch [7][1180/1345] lr: 1.000e-02, eta: 2 days, 7:12:05, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.7727, top1_acc: 0.3266, top5_acc: 0.6078, loss_cls: 2.8514, loss: 4.6241, grad_norm: 6.9627 2021-12-02 23:20:51,181 - mmaction - INFO - Epoch [7][1200/1345] lr: 1.000e-02, eta: 2 days, 7:11:15, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.7817, top1_acc: 0.3102, top5_acc: 0.5945, loss_cls: 2.9080, loss: 4.6897, grad_norm: 6.8178 2021-12-02 23:21:10,362 - mmaction - INFO - Epoch [7][1220/1345] lr: 1.000e-02, eta: 2 days, 7:10:24, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.7820, top1_acc: 0.3281, top5_acc: 0.5922, loss_cls: 2.9181, loss: 4.7001, grad_norm: 6.6950 2021-12-02 23:21:29,563 - mmaction - INFO - Epoch [7][1240/1345] lr: 1.000e-02, eta: 2 days, 7:09:33, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.8028, top1_acc: 0.2961, top5_acc: 0.5914, loss_cls: 2.9764, loss: 4.7791, grad_norm: 6.9082 2021-12-02 23:21:48,726 - mmaction - INFO - Epoch [7][1260/1345] lr: 1.000e-02, eta: 2 days, 7:08:42, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.7395, top1_acc: 0.3289, top5_acc: 0.6172, loss_cls: 2.7903, loss: 4.5298, grad_norm: 6.5358 2021-12-02 23:22:07,930 - mmaction - INFO - Epoch [7][1280/1345] lr: 1.000e-02, eta: 2 days, 7:07:52, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.7431, top1_acc: 0.3492, top5_acc: 0.6117, loss_cls: 2.7823, loss: 4.5254, grad_norm: 6.5566 2021-12-02 23:22:27,119 - mmaction - INFO - Epoch [7][1300/1345] lr: 1.000e-02, eta: 2 days, 7:07:02, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.7970, top1_acc: 0.3227, top5_acc: 0.5992, loss_cls: 2.8864, loss: 4.6834, grad_norm: 6.7377 2021-12-02 23:22:46,276 - mmaction - INFO - Epoch [7][1320/1345] lr: 1.000e-02, eta: 2 days, 7:06:11, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.7679, top1_acc: 0.3336, top5_acc: 0.6164, loss_cls: 2.8376, loss: 4.6055, grad_norm: 6.6914 2021-12-02 23:23:05,457 - mmaction - INFO - Epoch [7][1340/1345] lr: 1.000e-02, eta: 2 days, 7:05:21, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.8091, top1_acc: 0.3258, top5_acc: 0.5938, loss_cls: 2.9027, loss: 4.7118, grad_norm: 6.6577 2021-12-02 23:23:11,007 - mmaction - INFO - Saving checkpoint at 7 epochs 2021-12-02 23:25:12,762 - mmaction - INFO - Epoch [8][20/1345] lr: 1.000e-02, eta: 2 days, 7:36:08, time: 5.882, data_time: 4.934, memory: 8232, loss_aux: 1.7623, top1_acc: 0.3516, top5_acc: 0.6258, loss_cls: 2.8009, loss: 4.5632, grad_norm: 6.5338 2021-12-02 23:25:31,864 - mmaction - INFO - Epoch [8][40/1345] lr: 1.000e-02, eta: 2 days, 7:35:12, time: 0.955, data_time: 0.003, memory: 8232, loss_aux: 1.7505, top1_acc: 0.3453, top5_acc: 0.6141, loss_cls: 2.8337, loss: 4.5842, grad_norm: 6.5965 2021-12-02 23:25:50,942 - mmaction - INFO - Epoch [8][60/1345] lr: 1.000e-02, eta: 2 days, 7:34:16, time: 0.953, data_time: 0.001, memory: 8232, loss_aux: 1.7806, top1_acc: 0.3406, top5_acc: 0.6141, loss_cls: 2.8275, loss: 4.6081, grad_norm: 6.7310 2021-12-02 23:26:10,035 - mmaction - INFO - Epoch [8][80/1345] lr: 1.000e-02, eta: 2 days, 7:33:20, time: 0.955, data_time: 0.001, memory: 8232, loss_aux: 1.7860, top1_acc: 0.3211, top5_acc: 0.6180, loss_cls: 2.8808, loss: 4.6669, grad_norm: 6.6848 2021-12-02 23:26:29,141 - mmaction - INFO - Epoch [8][100/1345] lr: 1.000e-02, eta: 2 days, 7:32:25, time: 0.955, data_time: 0.001, memory: 8232, loss_aux: 1.7708, top1_acc: 0.3211, top5_acc: 0.6125, loss_cls: 2.8281, loss: 4.5989, grad_norm: 6.7451 2021-12-02 23:26:48,243 - mmaction - INFO - Epoch [8][120/1345] lr: 1.000e-02, eta: 2 days, 7:31:30, time: 0.955, data_time: 0.001, memory: 8232, loss_aux: 1.7531, top1_acc: 0.3438, top5_acc: 0.6133, loss_cls: 2.8090, loss: 4.5622, grad_norm: 6.6533 2021-12-02 23:27:07,385 - mmaction - INFO - Epoch [8][140/1345] lr: 1.000e-02, eta: 2 days, 7:30:36, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 1.7658, top1_acc: 0.3508, top5_acc: 0.6281, loss_cls: 2.8276, loss: 4.5934, grad_norm: 6.7291 2021-12-02 23:27:26,546 - mmaction - INFO - Epoch [8][160/1345] lr: 1.000e-02, eta: 2 days, 7:29:42, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.7880, top1_acc: 0.3187, top5_acc: 0.6008, loss_cls: 2.8524, loss: 4.6404, grad_norm: 6.6043 2021-12-02 23:27:45,729 - mmaction - INFO - Epoch [8][180/1345] lr: 1.000e-02, eta: 2 days, 7:28:49, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.7071, top1_acc: 0.3625, top5_acc: 0.6344, loss_cls: 2.7369, loss: 4.4440, grad_norm: 6.5849 2021-12-02 23:28:04,900 - mmaction - INFO - Epoch [8][200/1345] lr: 1.000e-02, eta: 2 days, 7:27:56, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.7791, top1_acc: 0.3227, top5_acc: 0.5906, loss_cls: 2.9280, loss: 4.7071, grad_norm: 6.6137 2021-12-02 23:28:24,083 - mmaction - INFO - Epoch [8][220/1345] lr: 1.000e-02, eta: 2 days, 7:27:03, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.7383, top1_acc: 0.3398, top5_acc: 0.6227, loss_cls: 2.8262, loss: 4.5645, grad_norm: 6.5782 2021-12-02 23:28:43,260 - mmaction - INFO - Epoch [8][240/1345] lr: 1.000e-02, eta: 2 days, 7:26:11, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.7807, top1_acc: 0.3266, top5_acc: 0.6086, loss_cls: 2.8732, loss: 4.6539, grad_norm: 6.5902 2021-12-02 23:29:02,462 - mmaction - INFO - Epoch [8][260/1345] lr: 1.000e-02, eta: 2 days, 7:25:19, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.7691, top1_acc: 0.3414, top5_acc: 0.5914, loss_cls: 2.9059, loss: 4.6750, grad_norm: 6.6627 2021-12-02 23:29:21,651 - mmaction - INFO - Epoch [8][280/1345] lr: 1.000e-02, eta: 2 days, 7:24:26, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.7534, top1_acc: 0.3453, top5_acc: 0.6109, loss_cls: 2.8242, loss: 4.5776, grad_norm: 6.6971 2021-12-02 23:29:40,874 - mmaction - INFO - Epoch [8][300/1345] lr: 1.000e-02, eta: 2 days, 7:23:35, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.7684, top1_acc: 0.3305, top5_acc: 0.5750, loss_cls: 2.9183, loss: 4.6867, grad_norm: 6.6135 2021-12-02 23:30:00,051 - mmaction - INFO - Epoch [8][320/1345] lr: 1.000e-02, eta: 2 days, 7:22:43, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.7668, top1_acc: 0.3461, top5_acc: 0.5992, loss_cls: 2.8604, loss: 4.6272, grad_norm: 6.6912 2021-12-02 23:30:19,245 - mmaction - INFO - Epoch [8][340/1345] lr: 1.000e-02, eta: 2 days, 7:21:51, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.7664, top1_acc: 0.3250, top5_acc: 0.6070, loss_cls: 2.8563, loss: 4.6226, grad_norm: 6.7584 2021-12-02 23:30:38,384 - mmaction - INFO - Epoch [8][360/1345] lr: 1.000e-02, eta: 2 days, 7:20:59, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 1.8120, top1_acc: 0.3117, top5_acc: 0.6008, loss_cls: 2.9356, loss: 4.7475, grad_norm: 6.6442 2021-12-02 23:30:57,536 - mmaction - INFO - Epoch [8][380/1345] lr: 1.000e-02, eta: 2 days, 7:20:06, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 1.7563, top1_acc: 0.3375, top5_acc: 0.6219, loss_cls: 2.7548, loss: 4.5111, grad_norm: 6.5713 2021-12-02 23:31:16,712 - mmaction - INFO - Epoch [8][400/1345] lr: 1.000e-02, eta: 2 days, 7:19:15, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.7584, top1_acc: 0.3453, top5_acc: 0.6250, loss_cls: 2.8367, loss: 4.5951, grad_norm: 6.6237 2021-12-02 23:31:35,888 - mmaction - INFO - Epoch [8][420/1345] lr: 1.000e-02, eta: 2 days, 7:18:23, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.7898, top1_acc: 0.3203, top5_acc: 0.5930, loss_cls: 2.9300, loss: 4.7199, grad_norm: 6.8204 2021-12-02 23:31:55,090 - mmaction - INFO - Epoch [8][440/1345] lr: 1.000e-02, eta: 2 days, 7:17:32, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.7309, top1_acc: 0.3414, top5_acc: 0.6234, loss_cls: 2.7836, loss: 4.5144, grad_norm: 6.6709 2021-12-02 23:32:14,268 - mmaction - INFO - Epoch [8][460/1345] lr: 1.000e-02, eta: 2 days, 7:16:41, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.7491, top1_acc: 0.3477, top5_acc: 0.6258, loss_cls: 2.8238, loss: 4.5729, grad_norm: 6.6056 2021-12-02 23:32:33,459 - mmaction - INFO - Epoch [8][480/1345] lr: 1.000e-02, eta: 2 days, 7:15:50, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.7687, top1_acc: 0.3281, top5_acc: 0.6102, loss_cls: 2.8518, loss: 4.6205, grad_norm: 6.7511 2021-12-02 23:32:52,669 - mmaction - INFO - Epoch [8][500/1345] lr: 1.000e-02, eta: 2 days, 7:15:00, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.7170, top1_acc: 0.3445, top5_acc: 0.6359, loss_cls: 2.7673, loss: 4.4842, grad_norm: 6.5135 2021-12-02 23:33:11,842 - mmaction - INFO - Epoch [8][520/1345] lr: 1.000e-02, eta: 2 days, 7:14:09, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.7477, top1_acc: 0.3609, top5_acc: 0.6367, loss_cls: 2.7477, loss: 4.4955, grad_norm: 6.4774 2021-12-02 23:33:31,028 - mmaction - INFO - Epoch [8][540/1345] lr: 1.000e-02, eta: 2 days, 7:13:18, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.7368, top1_acc: 0.3352, top5_acc: 0.6375, loss_cls: 2.7770, loss: 4.5138, grad_norm: 6.9036 2021-12-02 23:33:50,202 - mmaction - INFO - Epoch [8][560/1345] lr: 1.000e-02, eta: 2 days, 7:12:28, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.7686, top1_acc: 0.3406, top5_acc: 0.6156, loss_cls: 2.8486, loss: 4.6172, grad_norm: 6.6944 2021-12-02 23:34:09,422 - mmaction - INFO - Epoch [8][580/1345] lr: 1.000e-02, eta: 2 days, 7:11:38, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.7532, top1_acc: 0.3359, top5_acc: 0.6156, loss_cls: 2.8067, loss: 4.5599, grad_norm: 6.6624 2021-12-02 23:34:28,629 - mmaction - INFO - Epoch [8][600/1345] lr: 1.000e-02, eta: 2 days, 7:10:48, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.7618, top1_acc: 0.3391, top5_acc: 0.6188, loss_cls: 2.8022, loss: 4.5640, grad_norm: 6.7580 2021-12-02 23:34:47,864 - mmaction - INFO - Epoch [8][620/1345] lr: 1.000e-02, eta: 2 days, 7:09:59, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.7376, top1_acc: 0.3406, top5_acc: 0.6312, loss_cls: 2.7967, loss: 4.5343, grad_norm: 6.7349 2021-12-02 23:35:07,080 - mmaction - INFO - Epoch [8][640/1345] lr: 1.000e-02, eta: 2 days, 7:09:10, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.7682, top1_acc: 0.3320, top5_acc: 0.6016, loss_cls: 2.8874, loss: 4.6556, grad_norm: 6.8446 2021-12-02 23:35:26,277 - mmaction - INFO - Epoch [8][660/1345] lr: 1.000e-02, eta: 2 days, 7:08:20, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.7773, top1_acc: 0.3227, top5_acc: 0.6055, loss_cls: 2.8839, loss: 4.6613, grad_norm: 6.6359 2021-12-02 23:35:45,503 - mmaction - INFO - Epoch [8][680/1345] lr: 1.000e-02, eta: 2 days, 7:07:31, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.7579, top1_acc: 0.3438, top5_acc: 0.6211, loss_cls: 2.8150, loss: 4.5729, grad_norm: 6.7776 2021-12-02 23:36:04,692 - mmaction - INFO - Epoch [8][700/1345] lr: 1.000e-02, eta: 2 days, 7:06:42, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.7538, top1_acc: 0.3266, top5_acc: 0.6109, loss_cls: 2.8303, loss: 4.5841, grad_norm: 6.7063 2021-12-02 23:36:23,897 - mmaction - INFO - Epoch [8][720/1345] lr: 1.000e-02, eta: 2 days, 7:05:53, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.7723, top1_acc: 0.3289, top5_acc: 0.6094, loss_cls: 2.8382, loss: 4.6105, grad_norm: 6.6776 2021-12-02 23:36:43,071 - mmaction - INFO - Epoch [8][740/1345] lr: 1.000e-02, eta: 2 days, 7:05:03, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.7366, top1_acc: 0.3375, top5_acc: 0.6023, loss_cls: 2.8232, loss: 4.5598, grad_norm: 6.7795 2021-12-02 23:37:02,277 - mmaction - INFO - Epoch [8][760/1345] lr: 1.000e-02, eta: 2 days, 7:04:14, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.7274, top1_acc: 0.3516, top5_acc: 0.6125, loss_cls: 2.8180, loss: 4.5455, grad_norm: 6.6412 2021-12-02 23:37:21,487 - mmaction - INFO - Epoch [8][780/1345] lr: 1.000e-02, eta: 2 days, 7:03:26, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.7539, top1_acc: 0.3539, top5_acc: 0.6141, loss_cls: 2.8352, loss: 4.5892, grad_norm: 6.8652 2021-12-02 23:37:40,669 - mmaction - INFO - Epoch [8][800/1345] lr: 1.000e-02, eta: 2 days, 7:02:37, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.7527, top1_acc: 0.3414, top5_acc: 0.6125, loss_cls: 2.8438, loss: 4.5965, grad_norm: 6.6901 2021-12-02 23:37:59,874 - mmaction - INFO - Epoch [8][820/1345] lr: 1.000e-02, eta: 2 days, 7:01:48, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.7696, top1_acc: 0.3391, top5_acc: 0.6164, loss_cls: 2.8364, loss: 4.6061, grad_norm: 6.7301 2021-12-02 23:38:19,085 - mmaction - INFO - Epoch [8][840/1345] lr: 1.000e-02, eta: 2 days, 7:01:00, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.7889, top1_acc: 0.3195, top5_acc: 0.5992, loss_cls: 2.9361, loss: 4.7250, grad_norm: 6.7485 2021-12-02 23:38:38,293 - mmaction - INFO - Epoch [8][860/1345] lr: 1.000e-02, eta: 2 days, 7:00:12, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.7081, top1_acc: 0.3469, top5_acc: 0.6117, loss_cls: 2.7725, loss: 4.4806, grad_norm: 6.5808 2021-12-02 23:38:57,526 - mmaction - INFO - Epoch [8][880/1345] lr: 1.000e-02, eta: 2 days, 6:59:24, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.7560, top1_acc: 0.3516, top5_acc: 0.6148, loss_cls: 2.8185, loss: 4.5746, grad_norm: 6.7614 2021-12-02 23:39:16,723 - mmaction - INFO - Epoch [8][900/1345] lr: 1.000e-02, eta: 2 days, 6:58:36, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.7514, top1_acc: 0.3234, top5_acc: 0.6039, loss_cls: 2.9003, loss: 4.6517, grad_norm: 6.9364 2021-12-02 23:39:35,922 - mmaction - INFO - Epoch [8][920/1345] lr: 1.000e-02, eta: 2 days, 6:57:48, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.7952, top1_acc: 0.3055, top5_acc: 0.5977, loss_cls: 2.9588, loss: 4.7540, grad_norm: 6.9080 2021-12-02 23:39:55,141 - mmaction - INFO - Epoch [8][940/1345] lr: 1.000e-02, eta: 2 days, 6:57:00, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.7365, top1_acc: 0.3391, top5_acc: 0.5984, loss_cls: 2.8353, loss: 4.5718, grad_norm: 6.5850 2021-12-02 23:40:14,337 - mmaction - INFO - Epoch [8][960/1345] lr: 1.000e-02, eta: 2 days, 6:56:12, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.7370, top1_acc: 0.3195, top5_acc: 0.6312, loss_cls: 2.7835, loss: 4.5205, grad_norm: 6.6912 2021-12-02 23:40:33,525 - mmaction - INFO - Epoch [8][980/1345] lr: 1.000e-02, eta: 2 days, 6:55:24, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.7733, top1_acc: 0.3219, top5_acc: 0.6156, loss_cls: 2.8830, loss: 4.6562, grad_norm: 6.8073 2021-12-02 23:40:52,716 - mmaction - INFO - Epoch [8][1000/1345] lr: 1.000e-02, eta: 2 days, 6:54:37, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.7642, top1_acc: 0.3227, top5_acc: 0.6000, loss_cls: 2.8810, loss: 4.6452, grad_norm: 6.7425 2021-12-02 23:41:11,932 - mmaction - INFO - Epoch [8][1020/1345] lr: 1.000e-02, eta: 2 days, 6:53:49, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.7436, top1_acc: 0.3453, top5_acc: 0.6227, loss_cls: 2.7866, loss: 4.5302, grad_norm: 6.5678 2021-12-02 23:41:31,163 - mmaction - INFO - Epoch [8][1040/1345] lr: 1.000e-02, eta: 2 days, 6:53:03, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.7532, top1_acc: 0.3336, top5_acc: 0.6195, loss_cls: 2.8428, loss: 4.5960, grad_norm: 6.8049 2021-12-02 23:41:50,366 - mmaction - INFO - Epoch [8][1060/1345] lr: 1.000e-02, eta: 2 days, 6:52:15, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.7687, top1_acc: 0.3344, top5_acc: 0.6281, loss_cls: 2.8089, loss: 4.5776, grad_norm: 6.6110 2021-12-02 23:42:09,571 - mmaction - INFO - Epoch [8][1080/1345] lr: 1.000e-02, eta: 2 days, 6:51:28, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.7498, top1_acc: 0.3320, top5_acc: 0.6109, loss_cls: 2.8239, loss: 4.5737, grad_norm: 6.6349 2021-12-02 23:42:28,800 - mmaction - INFO - Epoch [8][1100/1345] lr: 1.000e-02, eta: 2 days, 6:50:42, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.7340, top1_acc: 0.3539, top5_acc: 0.6188, loss_cls: 2.7810, loss: 4.5150, grad_norm: 6.6444 2021-12-02 23:42:48,034 - mmaction - INFO - Epoch [8][1120/1345] lr: 1.000e-02, eta: 2 days, 6:49:55, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.7283, top1_acc: 0.3352, top5_acc: 0.6180, loss_cls: 2.8156, loss: 4.5440, grad_norm: 6.7331 2021-12-02 23:43:07,257 - mmaction - INFO - Epoch [8][1140/1345] lr: 1.000e-02, eta: 2 days, 6:49:09, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.7459, top1_acc: 0.3352, top5_acc: 0.6266, loss_cls: 2.8080, loss: 4.5539, grad_norm: 6.6306 2021-12-02 23:43:26,451 - mmaction - INFO - Epoch [8][1160/1345] lr: 1.000e-02, eta: 2 days, 6:48:22, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.7894, top1_acc: 0.3242, top5_acc: 0.5914, loss_cls: 2.8973, loss: 4.6867, grad_norm: 6.6743 2021-12-02 23:43:45,664 - mmaction - INFO - Epoch [8][1180/1345] lr: 1.000e-02, eta: 2 days, 6:47:36, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.7769, top1_acc: 0.3219, top5_acc: 0.5914, loss_cls: 2.8641, loss: 4.6410, grad_norm: 6.7394 2021-12-02 23:44:04,858 - mmaction - INFO - Epoch [8][1200/1345] lr: 1.000e-02, eta: 2 days, 6:46:49, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.8001, top1_acc: 0.3187, top5_acc: 0.5969, loss_cls: 2.9382, loss: 4.7382, grad_norm: 6.7822 2021-12-02 23:44:24,041 - mmaction - INFO - Epoch [8][1220/1345] lr: 1.000e-02, eta: 2 days, 6:46:02, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.7414, top1_acc: 0.3492, top5_acc: 0.6188, loss_cls: 2.8145, loss: 4.5559, grad_norm: 6.5988 2021-12-02 23:44:43,261 - mmaction - INFO - Epoch [8][1240/1345] lr: 1.000e-02, eta: 2 days, 6:45:16, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.7437, top1_acc: 0.3391, top5_acc: 0.6227, loss_cls: 2.8045, loss: 4.5481, grad_norm: 6.5075 2021-12-02 23:45:02,476 - mmaction - INFO - Epoch [8][1260/1345] lr: 1.000e-02, eta: 2 days, 6:44:30, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.7409, top1_acc: 0.3578, top5_acc: 0.6297, loss_cls: 2.7668, loss: 4.5077, grad_norm: 6.6470 2021-12-02 23:45:21,685 - mmaction - INFO - Epoch [8][1280/1345] lr: 1.000e-02, eta: 2 days, 6:43:44, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.7348, top1_acc: 0.3320, top5_acc: 0.6258, loss_cls: 2.8269, loss: 4.5617, grad_norm: 6.5993 2021-12-02 23:45:40,892 - mmaction - INFO - Epoch [8][1300/1345] lr: 1.000e-02, eta: 2 days, 6:42:59, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.7744, top1_acc: 0.3203, top5_acc: 0.6055, loss_cls: 2.8860, loss: 4.6604, grad_norm: 6.5019 2021-12-02 23:46:00,096 - mmaction - INFO - Epoch [8][1320/1345] lr: 1.000e-02, eta: 2 days, 6:42:13, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.7559, top1_acc: 0.3273, top5_acc: 0.5984, loss_cls: 2.8744, loss: 4.6302, grad_norm: 6.7000 2021-12-02 23:46:19,311 - mmaction - INFO - Epoch [8][1340/1345] lr: 1.000e-02, eta: 2 days, 6:41:27, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.7672, top1_acc: 0.3383, top5_acc: 0.6078, loss_cls: 2.8529, loss: 4.6200, grad_norm: 6.6604 2021-12-02 23:46:24,835 - mmaction - INFO - Saving checkpoint at 8 epochs 2021-12-02 23:48:30,836 - mmaction - INFO - Epoch [9][20/1345] lr: 1.000e-02, eta: 2 days, 7:09:44, time: 6.151, data_time: 5.191, memory: 8232, loss_aux: 1.7260, top1_acc: 0.3445, top5_acc: 0.6305, loss_cls: 2.7680, loss: 4.4940, grad_norm: 6.7500 2021-12-02 23:48:49,988 - mmaction - INFO - Epoch [9][40/1345] lr: 1.000e-02, eta: 2 days, 7:08:54, time: 0.958, data_time: 0.003, memory: 8232, loss_aux: 1.7292, top1_acc: 0.3523, top5_acc: 0.6469, loss_cls: 2.7041, loss: 4.4332, grad_norm: 6.7759 2021-12-02 23:49:09,127 - mmaction - INFO - Epoch [9][60/1345] lr: 1.000e-02, eta: 2 days, 7:08:04, time: 0.957, data_time: 0.002, memory: 8232, loss_aux: 1.7419, top1_acc: 0.3469, top5_acc: 0.6062, loss_cls: 2.7892, loss: 4.5311, grad_norm: 6.8078 2021-12-02 23:49:28,294 - mmaction - INFO - Epoch [9][80/1345] lr: 1.000e-02, eta: 2 days, 7:07:15, time: 0.958, data_time: 0.002, memory: 8232, loss_aux: 1.7092, top1_acc: 0.3570, top5_acc: 0.6531, loss_cls: 2.6770, loss: 4.3862, grad_norm: 6.4754 2021-12-02 23:49:47,455 - mmaction - INFO - Epoch [9][100/1345] lr: 1.000e-02, eta: 2 days, 7:06:25, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.7039, top1_acc: 0.3656, top5_acc: 0.6258, loss_cls: 2.7041, loss: 4.4080, grad_norm: 6.5915 2021-12-02 23:50:06,612 - mmaction - INFO - Epoch [9][120/1345] lr: 1.000e-02, eta: 2 days, 7:05:36, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.7014, top1_acc: 0.3547, top5_acc: 0.6344, loss_cls: 2.7395, loss: 4.4409, grad_norm: 6.6295 2021-12-02 23:50:25,789 - mmaction - INFO - Epoch [9][140/1345] lr: 1.000e-02, eta: 2 days, 7:04:47, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.7326, top1_acc: 0.3391, top5_acc: 0.6156, loss_cls: 2.8554, loss: 4.5879, grad_norm: 6.8239 2021-12-02 23:50:44,904 - mmaction - INFO - Epoch [9][160/1345] lr: 1.000e-02, eta: 2 days, 7:03:57, time: 0.956, data_time: 0.001, memory: 8232, loss_aux: 1.7373, top1_acc: 0.3398, top5_acc: 0.6211, loss_cls: 2.7704, loss: 4.5077, grad_norm: 6.4635 2021-12-02 23:51:04,076 - mmaction - INFO - Epoch [9][180/1345] lr: 1.000e-02, eta: 2 days, 7:03:09, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.7260, top1_acc: 0.3523, top5_acc: 0.6344, loss_cls: 2.7453, loss: 4.4714, grad_norm: 6.6677 2021-12-02 23:51:23,297 - mmaction - INFO - Epoch [9][200/1345] lr: 1.000e-02, eta: 2 days, 7:02:21, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.7203, top1_acc: 0.3633, top5_acc: 0.6328, loss_cls: 2.7376, loss: 4.4579, grad_norm: 6.9070 2021-12-02 23:51:42,467 - mmaction - INFO - Epoch [9][220/1345] lr: 1.000e-02, eta: 2 days, 7:01:32, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.7431, top1_acc: 0.3367, top5_acc: 0.6344, loss_cls: 2.8106, loss: 4.5537, grad_norm: 7.1062 2021-12-02 23:52:01,618 - mmaction - INFO - Epoch [9][240/1345] lr: 1.000e-02, eta: 2 days, 7:00:43, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.7490, top1_acc: 0.3297, top5_acc: 0.6258, loss_cls: 2.8023, loss: 4.5513, grad_norm: 6.9335 2021-12-02 23:52:20,727 - mmaction - INFO - Epoch [9][260/1345] lr: 1.000e-02, eta: 2 days, 6:59:54, time: 0.955, data_time: 0.001, memory: 8232, loss_aux: 1.7507, top1_acc: 0.3219, top5_acc: 0.6211, loss_cls: 2.8446, loss: 4.5952, grad_norm: 6.7391 2021-12-02 23:52:39,917 - mmaction - INFO - Epoch [9][280/1345] lr: 1.000e-02, eta: 2 days, 6:59:06, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.7399, top1_acc: 0.3500, top5_acc: 0.6406, loss_cls: 2.7666, loss: 4.5065, grad_norm: 6.6538 2021-12-02 23:52:59,066 - mmaction - INFO - Epoch [9][300/1345] lr: 1.000e-02, eta: 2 days, 6:58:17, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 1.7303, top1_acc: 0.3492, top5_acc: 0.6414, loss_cls: 2.7133, loss: 4.4435, grad_norm: 6.7551 2021-12-02 23:53:18,251 - mmaction - INFO - Epoch [9][320/1345] lr: 1.000e-02, eta: 2 days, 6:57:30, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.7539, top1_acc: 0.3352, top5_acc: 0.6141, loss_cls: 2.8687, loss: 4.6226, grad_norm: 6.6023 2021-12-02 23:53:37,455 - mmaction - INFO - Epoch [9][340/1345] lr: 1.000e-02, eta: 2 days, 6:56:42, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.7396, top1_acc: 0.3445, top5_acc: 0.6266, loss_cls: 2.7615, loss: 4.5011, grad_norm: 6.5943 2021-12-02 23:53:56,687 - mmaction - INFO - Epoch [9][360/1345] lr: 1.000e-02, eta: 2 days, 6:55:56, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.7233, top1_acc: 0.3789, top5_acc: 0.6320, loss_cls: 2.7420, loss: 4.4653, grad_norm: 6.8058 2021-12-02 23:54:15,876 - mmaction - INFO - Epoch [9][380/1345] lr: 1.000e-02, eta: 2 days, 6:55:08, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.7204, top1_acc: 0.3563, top5_acc: 0.6258, loss_cls: 2.7715, loss: 4.4919, grad_norm: 6.7568 2021-12-02 23:54:35,045 - mmaction - INFO - Epoch [9][400/1345] lr: 1.000e-02, eta: 2 days, 6:54:20, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.7150, top1_acc: 0.3492, top5_acc: 0.6281, loss_cls: 2.7732, loss: 4.4882, grad_norm: 6.7219 2021-12-02 23:54:54,223 - mmaction - INFO - Epoch [9][420/1345] lr: 1.000e-02, eta: 2 days, 6:53:33, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.7398, top1_acc: 0.3594, top5_acc: 0.6305, loss_cls: 2.7739, loss: 4.5137, grad_norm: 6.6923 2021-12-02 23:55:13,411 - mmaction - INFO - Epoch [9][440/1345] lr: 1.000e-02, eta: 2 days, 6:52:46, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.7383, top1_acc: 0.3227, top5_acc: 0.6211, loss_cls: 2.8289, loss: 4.5672, grad_norm: 6.7103 2021-12-02 23:55:32,597 - mmaction - INFO - Epoch [9][460/1345] lr: 1.000e-02, eta: 2 days, 6:51:59, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.7337, top1_acc: 0.3492, top5_acc: 0.6117, loss_cls: 2.8230, loss: 4.5566, grad_norm: 6.7032 2021-12-02 23:55:51,826 - mmaction - INFO - Epoch [9][480/1345] lr: 1.000e-02, eta: 2 days, 6:51:13, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.7480, top1_acc: 0.3383, top5_acc: 0.6195, loss_cls: 2.7766, loss: 4.5246, grad_norm: 6.6477 2021-12-02 23:56:10,994 - mmaction - INFO - Epoch [9][500/1345] lr: 1.000e-02, eta: 2 days, 6:50:25, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.7135, top1_acc: 0.3547, top5_acc: 0.6328, loss_cls: 2.7281, loss: 4.4416, grad_norm: 6.6255 2021-12-02 23:56:30,196 - mmaction - INFO - Epoch [9][520/1345] lr: 1.000e-02, eta: 2 days, 6:49:39, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.7508, top1_acc: 0.3438, top5_acc: 0.6211, loss_cls: 2.8089, loss: 4.5597, grad_norm: 6.8041 2021-12-02 23:56:49,377 - mmaction - INFO - Epoch [9][540/1345] lr: 1.000e-02, eta: 2 days, 6:48:52, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.7095, top1_acc: 0.3719, top5_acc: 0.6562, loss_cls: 2.6938, loss: 4.4033, grad_norm: 6.7571 2021-12-02 23:57:08,603 - mmaction - INFO - Epoch [9][560/1345] lr: 1.000e-02, eta: 2 days, 6:48:06, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.7201, top1_acc: 0.3242, top5_acc: 0.6094, loss_cls: 2.8312, loss: 4.5514, grad_norm: 6.7591 2021-12-02 23:57:27,838 - mmaction - INFO - Epoch [9][580/1345] lr: 1.000e-02, eta: 2 days, 6:47:21, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.7026, top1_acc: 0.3453, top5_acc: 0.6375, loss_cls: 2.7422, loss: 4.4449, grad_norm: 6.4543 2021-12-02 23:57:47,072 - mmaction - INFO - Epoch [9][600/1345] lr: 1.000e-02, eta: 2 days, 6:46:35, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.6722, top1_acc: 0.3742, top5_acc: 0.6484, loss_cls: 2.6519, loss: 4.3241, grad_norm: 6.5521 2021-12-02 23:58:06,319 - mmaction - INFO - Epoch [9][620/1345] lr: 1.000e-02, eta: 2 days, 6:45:50, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.7136, top1_acc: 0.3570, top5_acc: 0.6188, loss_cls: 2.7697, loss: 4.4833, grad_norm: 6.7498 2021-12-02 23:58:25,555 - mmaction - INFO - Epoch [9][640/1345] lr: 1.000e-02, eta: 2 days, 6:45:04, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.7467, top1_acc: 0.3438, top5_acc: 0.6070, loss_cls: 2.8392, loss: 4.5858, grad_norm: 6.8265 2021-12-02 23:58:44,787 - mmaction - INFO - Epoch [9][660/1345] lr: 1.000e-02, eta: 2 days, 6:44:19, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.7091, top1_acc: 0.3500, top5_acc: 0.6312, loss_cls: 2.6963, loss: 4.4054, grad_norm: 6.7774 2021-12-02 23:59:04,015 - mmaction - INFO - Epoch [9][680/1345] lr: 1.000e-02, eta: 2 days, 6:43:34, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.7378, top1_acc: 0.3617, top5_acc: 0.6508, loss_cls: 2.7379, loss: 4.4757, grad_norm: 6.9444 2021-12-02 23:59:23,266 - mmaction - INFO - Epoch [9][700/1345] lr: 1.000e-02, eta: 2 days, 6:42:49, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.6907, top1_acc: 0.3383, top5_acc: 0.6336, loss_cls: 2.7338, loss: 4.4245, grad_norm: 6.8003 2021-12-02 23:59:42,447 - mmaction - INFO - Epoch [9][720/1345] lr: 1.000e-02, eta: 2 days, 6:42:03, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.6882, top1_acc: 0.3555, top5_acc: 0.6312, loss_cls: 2.7538, loss: 4.4420, grad_norm: 6.7646 2021-12-03 00:00:01,654 - mmaction - INFO - Epoch [9][740/1345] lr: 1.000e-02, eta: 2 days, 6:41:18, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.7215, top1_acc: 0.3523, top5_acc: 0.6391, loss_cls: 2.7113, loss: 4.4328, grad_norm: 6.8001 2021-12-03 00:00:20,841 - mmaction - INFO - Epoch [9][760/1345] lr: 1.000e-02, eta: 2 days, 6:40:32, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.7044, top1_acc: 0.3406, top5_acc: 0.6211, loss_cls: 2.7764, loss: 4.4808, grad_norm: 6.8205 2021-12-03 00:00:40,031 - mmaction - INFO - Epoch [9][780/1345] lr: 1.000e-02, eta: 2 days, 6:39:46, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.6988, top1_acc: 0.3586, top5_acc: 0.6555, loss_cls: 2.6519, loss: 4.3507, grad_norm: 6.6133 2021-12-03 00:00:59,271 - mmaction - INFO - Epoch [9][800/1345] lr: 1.000e-02, eta: 2 days, 6:39:02, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.7020, top1_acc: 0.3477, top5_acc: 0.6367, loss_cls: 2.7441, loss: 4.4461, grad_norm: 6.7346 2021-12-03 00:01:18,470 - mmaction - INFO - Epoch [9][820/1345] lr: 1.000e-02, eta: 2 days, 6:38:17, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.7353, top1_acc: 0.3453, top5_acc: 0.6391, loss_cls: 2.7568, loss: 4.4920, grad_norm: 6.7402 2021-12-03 00:01:37,694 - mmaction - INFO - Epoch [9][840/1345] lr: 1.000e-02, eta: 2 days, 6:37:32, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.7360, top1_acc: 0.3391, top5_acc: 0.6227, loss_cls: 2.7957, loss: 4.5317, grad_norm: 6.8003 2021-12-03 00:01:56,926 - mmaction - INFO - Epoch [9][860/1345] lr: 1.000e-02, eta: 2 days, 6:36:48, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.6868, top1_acc: 0.3594, top5_acc: 0.6352, loss_cls: 2.6884, loss: 4.3752, grad_norm: 6.6008 2021-12-03 00:02:16,141 - mmaction - INFO - Epoch [9][880/1345] lr: 1.000e-02, eta: 2 days, 6:36:03, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.7150, top1_acc: 0.3375, top5_acc: 0.6250, loss_cls: 2.7857, loss: 4.5007, grad_norm: 6.7593 2021-12-03 00:02:35,372 - mmaction - INFO - Epoch [9][900/1345] lr: 1.000e-02, eta: 2 days, 6:35:19, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.7219, top1_acc: 0.3312, top5_acc: 0.6203, loss_cls: 2.8122, loss: 4.5342, grad_norm: 6.9307 2021-12-03 00:02:54,598 - mmaction - INFO - Epoch [9][920/1345] lr: 1.000e-02, eta: 2 days, 6:34:34, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.7351, top1_acc: 0.3359, top5_acc: 0.6219, loss_cls: 2.8097, loss: 4.5447, grad_norm: 6.7562 2021-12-03 00:03:13,824 - mmaction - INFO - Epoch [9][940/1345] lr: 1.000e-02, eta: 2 days, 6:33:50, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.6950, top1_acc: 0.3656, top5_acc: 0.6375, loss_cls: 2.7344, loss: 4.4295, grad_norm: 6.6122 2021-12-03 00:03:33,053 - mmaction - INFO - Epoch [9][960/1345] lr: 1.000e-02, eta: 2 days, 6:33:06, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.7172, top1_acc: 0.3469, top5_acc: 0.6156, loss_cls: 2.8026, loss: 4.5198, grad_norm: 6.7849 2021-12-03 00:03:52,228 - mmaction - INFO - Epoch [9][980/1345] lr: 1.000e-02, eta: 2 days, 6:32:21, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.7566, top1_acc: 0.3398, top5_acc: 0.6039, loss_cls: 2.8756, loss: 4.6322, grad_norm: 6.9205 2021-12-03 00:04:11,442 - mmaction - INFO - Epoch [9][1000/1345] lr: 1.000e-02, eta: 2 days, 6:31:37, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.7589, top1_acc: 0.3445, top5_acc: 0.6227, loss_cls: 2.8090, loss: 4.5679, grad_norm: 6.9001 2021-12-03 00:04:30,609 - mmaction - INFO - Epoch [9][1020/1345] lr: 1.000e-02, eta: 2 days, 6:30:52, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.7363, top1_acc: 0.3492, top5_acc: 0.6062, loss_cls: 2.8319, loss: 4.5682, grad_norm: 6.7668 2021-12-03 00:04:49,794 - mmaction - INFO - Epoch [9][1040/1345] lr: 1.000e-02, eta: 2 days, 6:30:08, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.7053, top1_acc: 0.3516, top5_acc: 0.6172, loss_cls: 2.7477, loss: 4.4531, grad_norm: 6.7872 2021-12-03 00:05:08,965 - mmaction - INFO - Epoch [9][1060/1345] lr: 1.000e-02, eta: 2 days, 6:29:23, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.7006, top1_acc: 0.3414, top5_acc: 0.6289, loss_cls: 2.7996, loss: 4.5001, grad_norm: 6.5895 2021-12-03 00:05:28,137 - mmaction - INFO - Epoch [9][1080/1345] lr: 1.000e-02, eta: 2 days, 6:28:39, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.7276, top1_acc: 0.3461, top5_acc: 0.6250, loss_cls: 2.8013, loss: 4.5289, grad_norm: 6.7699 2021-12-03 00:05:47,281 - mmaction - INFO - Epoch [9][1100/1345] lr: 1.000e-02, eta: 2 days, 6:27:54, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 1.7016, top1_acc: 0.3727, top5_acc: 0.6281, loss_cls: 2.7321, loss: 4.4337, grad_norm: 6.6917 2021-12-03 00:06:06,447 - mmaction - INFO - Epoch [9][1120/1345] lr: 1.000e-02, eta: 2 days, 6:27:10, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.7161, top1_acc: 0.3406, top5_acc: 0.6328, loss_cls: 2.7706, loss: 4.4867, grad_norm: 6.6663 2021-12-03 00:06:25,615 - mmaction - INFO - Epoch [9][1140/1345] lr: 1.000e-02, eta: 2 days, 6:26:25, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.7149, top1_acc: 0.3500, top5_acc: 0.6320, loss_cls: 2.7328, loss: 4.4477, grad_norm: 6.6425 2021-12-03 00:06:44,819 - mmaction - INFO - Epoch [9][1160/1345] lr: 1.000e-02, eta: 2 days, 6:25:42, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.6785, top1_acc: 0.3695, top5_acc: 0.6477, loss_cls: 2.6806, loss: 4.3591, grad_norm: 6.7033 2021-12-03 00:07:04,003 - mmaction - INFO - Epoch [9][1180/1345] lr: 1.000e-02, eta: 2 days, 6:24:58, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.6875, top1_acc: 0.3547, top5_acc: 0.6234, loss_cls: 2.7151, loss: 4.4026, grad_norm: 6.7529 2021-12-03 00:07:23,184 - mmaction - INFO - Epoch [9][1200/1345] lr: 1.000e-02, eta: 2 days, 6:24:14, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.7232, top1_acc: 0.3359, top5_acc: 0.6195, loss_cls: 2.7840, loss: 4.5072, grad_norm: 6.6940 2021-12-03 00:07:42,358 - mmaction - INFO - Epoch [9][1220/1345] lr: 1.000e-02, eta: 2 days, 6:23:30, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.7413, top1_acc: 0.3430, top5_acc: 0.6289, loss_cls: 2.8379, loss: 4.5793, grad_norm: 6.6443 2021-12-03 00:08:01,526 - mmaction - INFO - Epoch [9][1240/1345] lr: 1.000e-02, eta: 2 days, 6:22:46, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.7056, top1_acc: 0.3734, top5_acc: 0.6266, loss_cls: 2.7679, loss: 4.4735, grad_norm: 6.7145 2021-12-03 00:08:20,735 - mmaction - INFO - Epoch [9][1260/1345] lr: 1.000e-02, eta: 2 days, 6:22:03, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.7079, top1_acc: 0.3406, top5_acc: 0.6219, loss_cls: 2.8046, loss: 4.5125, grad_norm: 6.7580 2021-12-03 00:08:39,948 - mmaction - INFO - Epoch [9][1280/1345] lr: 1.000e-02, eta: 2 days, 6:21:20, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.7438, top1_acc: 0.3594, top5_acc: 0.6320, loss_cls: 2.7486, loss: 4.4924, grad_norm: 6.5834 2021-12-03 00:08:59,100 - mmaction - INFO - Epoch [9][1300/1345] lr: 1.000e-02, eta: 2 days, 6:20:36, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.6973, top1_acc: 0.3570, top5_acc: 0.6469, loss_cls: 2.6440, loss: 4.3413, grad_norm: 6.7168 2021-12-03 00:09:18,300 - mmaction - INFO - Epoch [9][1320/1345] lr: 1.000e-02, eta: 2 days, 6:19:53, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.7216, top1_acc: 0.3508, top5_acc: 0.6242, loss_cls: 2.7641, loss: 4.4857, grad_norm: 6.9704 2021-12-03 00:09:37,497 - mmaction - INFO - Epoch [9][1340/1345] lr: 1.000e-02, eta: 2 days, 6:19:10, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.7053, top1_acc: 0.3570, top5_acc: 0.6422, loss_cls: 2.7206, loss: 4.4259, grad_norm: 6.7108 2021-12-03 00:09:43,121 - mmaction - INFO - Saving checkpoint at 9 epochs 2021-12-03 00:11:46,414 - mmaction - INFO - Epoch [10][20/1345] lr: 1.000e-02, eta: 2 days, 6:42:55, time: 5.925, data_time: 4.959, memory: 8232, loss_aux: 1.6975, top1_acc: 0.3523, top5_acc: 0.6273, loss_cls: 2.7204, loss: 4.4178, grad_norm: 6.5454 2021-12-03 00:12:05,573 - mmaction - INFO - Epoch [10][40/1345] lr: 1.000e-02, eta: 2 days, 6:42:09, time: 0.958, data_time: 0.003, memory: 8232, loss_aux: 1.7124, top1_acc: 0.3617, top5_acc: 0.6375, loss_cls: 2.7355, loss: 4.4479, grad_norm: 6.6467 2021-12-03 00:12:24,704 - mmaction - INFO - Epoch [10][60/1345] lr: 1.000e-02, eta: 2 days, 6:41:22, time: 0.957, data_time: 0.002, memory: 8232, loss_aux: 1.6814, top1_acc: 0.3727, top5_acc: 0.6430, loss_cls: 2.6522, loss: 4.3336, grad_norm: 6.7793 2021-12-03 00:12:43,851 - mmaction - INFO - Epoch [10][80/1345] lr: 1.000e-02, eta: 2 days, 6:40:36, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 1.7033, top1_acc: 0.3594, top5_acc: 0.6508, loss_cls: 2.7022, loss: 4.4055, grad_norm: 6.6597 2021-12-03 00:13:03,041 - mmaction - INFO - Epoch [10][100/1345] lr: 1.000e-02, eta: 2 days, 6:39:51, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.6984, top1_acc: 0.3516, top5_acc: 0.6406, loss_cls: 2.7384, loss: 4.4368, grad_norm: 6.6391 2021-12-03 00:13:22,252 - mmaction - INFO - Epoch [10][120/1345] lr: 1.000e-02, eta: 2 days, 6:39:06, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.7301, top1_acc: 0.3539, top5_acc: 0.6297, loss_cls: 2.7367, loss: 4.4668, grad_norm: 6.7626 2021-12-03 00:13:41,492 - mmaction - INFO - Epoch [10][140/1345] lr: 1.000e-02, eta: 2 days, 6:38:22, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.7086, top1_acc: 0.3695, top5_acc: 0.6492, loss_cls: 2.6690, loss: 4.3775, grad_norm: 6.7060 2021-12-03 00:14:00,679 - mmaction - INFO - Epoch [10][160/1345] lr: 1.000e-02, eta: 2 days, 6:37:37, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.7211, top1_acc: 0.3539, top5_acc: 0.6383, loss_cls: 2.7345, loss: 4.4556, grad_norm: 6.8531 2021-12-03 00:14:19,919 - mmaction - INFO - Epoch [10][180/1345] lr: 1.000e-02, eta: 2 days, 6:36:53, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.7080, top1_acc: 0.3594, top5_acc: 0.6461, loss_cls: 2.6907, loss: 4.3987, grad_norm: 6.7152 2021-12-03 00:14:39,145 - mmaction - INFO - Epoch [10][200/1345] lr: 1.000e-02, eta: 2 days, 6:36:08, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.7200, top1_acc: 0.3391, top5_acc: 0.6180, loss_cls: 2.7685, loss: 4.4885, grad_norm: 6.8129 2021-12-03 00:14:58,345 - mmaction - INFO - Epoch [10][220/1345] lr: 1.000e-02, eta: 2 days, 6:35:24, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.7018, top1_acc: 0.3445, top5_acc: 0.6281, loss_cls: 2.7362, loss: 4.4380, grad_norm: 6.7108 2021-12-03 00:15:17,559 - mmaction - INFO - Epoch [10][240/1345] lr: 1.000e-02, eta: 2 days, 6:34:39, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.7026, top1_acc: 0.3641, top5_acc: 0.6375, loss_cls: 2.7262, loss: 4.4288, grad_norm: 6.7021 2021-12-03 00:15:36,777 - mmaction - INFO - Epoch [10][260/1345] lr: 1.000e-02, eta: 2 days, 6:33:55, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.6954, top1_acc: 0.3672, top5_acc: 0.6414, loss_cls: 2.6833, loss: 4.3787, grad_norm: 6.6908 2021-12-03 00:15:56,004 - mmaction - INFO - Epoch [10][280/1345] lr: 1.000e-02, eta: 2 days, 6:33:11, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.6878, top1_acc: 0.3398, top5_acc: 0.6414, loss_cls: 2.7281, loss: 4.4159, grad_norm: 6.7092 2021-12-03 00:16:15,208 - mmaction - INFO - Epoch [10][300/1345] lr: 1.000e-02, eta: 2 days, 6:32:27, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.7120, top1_acc: 0.3422, top5_acc: 0.6320, loss_cls: 2.7474, loss: 4.4594, grad_norm: 6.6937 2021-12-03 00:16:34,405 - mmaction - INFO - Epoch [10][320/1345] lr: 1.000e-02, eta: 2 days, 6:31:43, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.7305, top1_acc: 0.3648, top5_acc: 0.6125, loss_cls: 2.7610, loss: 4.4915, grad_norm: 6.8139 2021-12-03 00:16:53,611 - mmaction - INFO - Epoch [10][340/1345] lr: 1.000e-02, eta: 2 days, 6:30:59, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.6876, top1_acc: 0.3625, top5_acc: 0.6281, loss_cls: 2.6906, loss: 4.3782, grad_norm: 6.6848 2021-12-03 00:17:12,866 - mmaction - INFO - Epoch [10][360/1345] lr: 1.000e-02, eta: 2 days, 6:30:16, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.7261, top1_acc: 0.3422, top5_acc: 0.6281, loss_cls: 2.7694, loss: 4.4955, grad_norm: 6.7319 2021-12-03 00:17:32,094 - mmaction - INFO - Epoch [10][380/1345] lr: 1.000e-02, eta: 2 days, 6:29:32, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.6696, top1_acc: 0.3539, top5_acc: 0.6398, loss_cls: 2.6860, loss: 4.3556, grad_norm: 6.6678 2021-12-03 00:17:51,326 - mmaction - INFO - Epoch [10][400/1345] lr: 1.000e-02, eta: 2 days, 6:28:49, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.7162, top1_acc: 0.3531, top5_acc: 0.6266, loss_cls: 2.7821, loss: 4.4984, grad_norm: 6.8544 2021-12-03 00:18:10,534 - mmaction - INFO - Epoch [10][420/1345] lr: 1.000e-02, eta: 2 days, 6:28:05, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.6641, top1_acc: 0.3711, top5_acc: 0.6375, loss_cls: 2.7035, loss: 4.3676, grad_norm: 6.6831 2021-12-03 00:18:29,741 - mmaction - INFO - Epoch [10][440/1345] lr: 1.000e-02, eta: 2 days, 6:27:21, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.6974, top1_acc: 0.3781, top5_acc: 0.6312, loss_cls: 2.6878, loss: 4.3852, grad_norm: 6.7208 2021-12-03 00:18:48,954 - mmaction - INFO - Epoch [10][460/1345] lr: 1.000e-02, eta: 2 days, 6:26:38, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.7403, top1_acc: 0.3391, top5_acc: 0.6188, loss_cls: 2.8020, loss: 4.5423, grad_norm: 6.8145 2021-12-03 00:19:08,164 - mmaction - INFO - Epoch [10][480/1345] lr: 1.000e-02, eta: 2 days, 6:25:54, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.6642, top1_acc: 0.3602, top5_acc: 0.6438, loss_cls: 2.6409, loss: 4.3051, grad_norm: 6.7413 2021-12-03 00:19:27,367 - mmaction - INFO - Epoch [10][500/1345] lr: 1.000e-02, eta: 2 days, 6:25:11, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.6629, top1_acc: 0.3594, top5_acc: 0.6445, loss_cls: 2.6511, loss: 4.3141, grad_norm: 6.6822 2021-12-03 00:19:46,612 - mmaction - INFO - Epoch [10][520/1345] lr: 1.000e-02, eta: 2 days, 6:24:28, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.6957, top1_acc: 0.3539, top5_acc: 0.6156, loss_cls: 2.7653, loss: 4.4610, grad_norm: 6.6978 2021-12-03 00:20:05,847 - mmaction - INFO - Epoch [10][540/1345] lr: 1.000e-02, eta: 2 days, 6:23:45, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.6892, top1_acc: 0.3695, top5_acc: 0.6234, loss_cls: 2.7328, loss: 4.4220, grad_norm: 6.7991 2021-12-03 00:20:25,092 - mmaction - INFO - Epoch [10][560/1345] lr: 1.000e-02, eta: 2 days, 6:23:03, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.6860, top1_acc: 0.3414, top5_acc: 0.6367, loss_cls: 2.7700, loss: 4.4561, grad_norm: 6.7265 2021-12-03 00:20:44,295 - mmaction - INFO - Epoch [10][580/1345] lr: 1.000e-02, eta: 2 days, 6:22:20, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.6875, top1_acc: 0.3523, top5_acc: 0.6406, loss_cls: 2.7189, loss: 4.4064, grad_norm: 6.7991 2021-12-03 00:21:03,498 - mmaction - INFO - Epoch [10][600/1345] lr: 1.000e-02, eta: 2 days, 6:21:37, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.6736, top1_acc: 0.3641, top5_acc: 0.6281, loss_cls: 2.7108, loss: 4.3844, grad_norm: 6.7297 2021-12-03 00:21:22,717 - mmaction - INFO - Epoch [10][620/1345] lr: 1.000e-02, eta: 2 days, 6:20:54, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.6747, top1_acc: 0.3867, top5_acc: 0.6594, loss_cls: 2.6309, loss: 4.3056, grad_norm: 6.5151 2021-12-03 00:21:41,915 - mmaction - INFO - Epoch [10][640/1345] lr: 1.000e-02, eta: 2 days, 6:20:11, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.6744, top1_acc: 0.3805, top5_acc: 0.6320, loss_cls: 2.7163, loss: 4.3908, grad_norm: 6.6535 2021-12-03 00:22:01,137 - mmaction - INFO - Epoch [10][660/1345] lr: 1.000e-02, eta: 2 days, 6:19:28, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.6733, top1_acc: 0.3555, top5_acc: 0.6359, loss_cls: 2.6697, loss: 4.3430, grad_norm: 6.8335 2021-12-03 00:22:20,325 - mmaction - INFO - Epoch [10][680/1345] lr: 1.000e-02, eta: 2 days, 6:18:45, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.7117, top1_acc: 0.3422, top5_acc: 0.6141, loss_cls: 2.8161, loss: 4.5278, grad_norm: 6.7098 2021-12-03 00:22:39,547 - mmaction - INFO - Epoch [10][700/1345] lr: 1.000e-02, eta: 2 days, 6:18:03, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.7327, top1_acc: 0.3383, top5_acc: 0.6250, loss_cls: 2.8091, loss: 4.5418, grad_norm: 6.9178 2021-12-03 00:22:58,753 - mmaction - INFO - Epoch [10][720/1345] lr: 1.000e-02, eta: 2 days, 6:17:20, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.7029, top1_acc: 0.3516, top5_acc: 0.6453, loss_cls: 2.7120, loss: 4.4149, grad_norm: 6.7100 2021-12-03 00:23:17,941 - mmaction - INFO - Epoch [10][740/1345] lr: 1.000e-02, eta: 2 days, 6:16:38, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.6809, top1_acc: 0.3625, top5_acc: 0.6508, loss_cls: 2.6809, loss: 4.3618, grad_norm: 6.8817 2021-12-03 00:23:37,179 - mmaction - INFO - Epoch [10][760/1345] lr: 1.000e-02, eta: 2 days, 6:15:56, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.7269, top1_acc: 0.3445, top5_acc: 0.6219, loss_cls: 2.7988, loss: 4.5257, grad_norm: 6.6870 2021-12-03 00:23:56,397 - mmaction - INFO - Epoch [10][780/1345] lr: 1.000e-02, eta: 2 days, 6:15:13, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.6883, top1_acc: 0.3625, top5_acc: 0.6258, loss_cls: 2.6983, loss: 4.3866, grad_norm: 6.7258 2021-12-03 00:24:15,593 - mmaction - INFO - Epoch [10][800/1345] lr: 1.000e-02, eta: 2 days, 6:14:31, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.6930, top1_acc: 0.3734, top5_acc: 0.6492, loss_cls: 2.7177, loss: 4.4106, grad_norm: 6.8707 2021-12-03 00:24:34,798 - mmaction - INFO - Epoch [10][820/1345] lr: 1.000e-02, eta: 2 days, 6:13:49, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.7212, top1_acc: 0.3633, top5_acc: 0.6406, loss_cls: 2.7554, loss: 4.4766, grad_norm: 6.8411 2021-12-03 00:24:53,970 - mmaction - INFO - Epoch [10][840/1345] lr: 1.000e-02, eta: 2 days, 6:13:06, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.7042, top1_acc: 0.3656, top5_acc: 0.6352, loss_cls: 2.7072, loss: 4.4114, grad_norm: 6.5882 2021-12-03 00:25:13,167 - mmaction - INFO - Epoch [10][860/1345] lr: 1.000e-02, eta: 2 days, 6:12:24, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.7318, top1_acc: 0.3539, top5_acc: 0.6320, loss_cls: 2.7892, loss: 4.5210, grad_norm: 6.6990 2021-12-03 00:25:32,375 - mmaction - INFO - Epoch [10][880/1345] lr: 1.000e-02, eta: 2 days, 6:11:42, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.6994, top1_acc: 0.3609, top5_acc: 0.6234, loss_cls: 2.7896, loss: 4.4890, grad_norm: 6.6842 2021-12-03 00:25:51,573 - mmaction - INFO - Epoch [10][900/1345] lr: 1.000e-02, eta: 2 days, 6:11:00, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.6604, top1_acc: 0.3703, top5_acc: 0.6438, loss_cls: 2.6779, loss: 4.3383, grad_norm: 6.5789 2021-12-03 00:26:10,745 - mmaction - INFO - Epoch [10][920/1345] lr: 1.000e-02, eta: 2 days, 6:10:17, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.6744, top1_acc: 0.3656, top5_acc: 0.6445, loss_cls: 2.6807, loss: 4.3551, grad_norm: 6.5387 2021-12-03 00:26:29,927 - mmaction - INFO - Epoch [10][940/1345] lr: 1.000e-02, eta: 2 days, 6:09:35, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.7292, top1_acc: 0.3461, top5_acc: 0.6258, loss_cls: 2.7615, loss: 4.4907, grad_norm: 6.9384 2021-12-03 00:26:49,105 - mmaction - INFO - Epoch [10][960/1345] lr: 1.000e-02, eta: 2 days, 6:08:53, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.6800, top1_acc: 0.3398, top5_acc: 0.6406, loss_cls: 2.7150, loss: 4.3951, grad_norm: 6.6620 2021-12-03 00:27:08,323 - mmaction - INFO - Epoch [10][980/1345] lr: 1.000e-02, eta: 2 days, 6:08:12, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.7276, top1_acc: 0.3445, top5_acc: 0.6164, loss_cls: 2.8049, loss: 4.5325, grad_norm: 6.7766 2021-12-03 00:27:27,503 - mmaction - INFO - Epoch [10][1000/1345] lr: 1.000e-02, eta: 2 days, 6:07:30, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.6967, top1_acc: 0.3812, top5_acc: 0.6344, loss_cls: 2.7086, loss: 4.4053, grad_norm: 6.6714 2021-12-03 00:27:46,691 - mmaction - INFO - Epoch [10][1020/1345] lr: 1.000e-02, eta: 2 days, 6:06:48, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.6672, top1_acc: 0.3695, top5_acc: 0.6359, loss_cls: 2.6941, loss: 4.3613, grad_norm: 6.6200 2021-12-03 00:28:05,880 - mmaction - INFO - Epoch [10][1040/1345] lr: 1.000e-02, eta: 2 days, 6:06:06, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.6789, top1_acc: 0.3797, top5_acc: 0.6375, loss_cls: 2.6744, loss: 4.3533, grad_norm: 6.7795 2021-12-03 00:28:25,078 - mmaction - INFO - Epoch [10][1060/1345] lr: 1.000e-02, eta: 2 days, 6:05:25, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.7045, top1_acc: 0.3570, top5_acc: 0.6359, loss_cls: 2.7447, loss: 4.4493, grad_norm: 6.6633 2021-12-03 00:28:44,302 - mmaction - INFO - Epoch [10][1080/1345] lr: 1.000e-02, eta: 2 days, 6:04:44, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.7137, top1_acc: 0.3547, top5_acc: 0.6125, loss_cls: 2.8032, loss: 4.5169, grad_norm: 6.6545 2021-12-03 00:29:03,516 - mmaction - INFO - Epoch [10][1100/1345] lr: 1.000e-02, eta: 2 days, 6:04:03, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.6559, top1_acc: 0.3781, top5_acc: 0.6594, loss_cls: 2.6353, loss: 4.2912, grad_norm: 6.5287 2021-12-03 00:29:22,737 - mmaction - INFO - Epoch [10][1120/1345] lr: 1.000e-02, eta: 2 days, 6:03:21, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.6438, top1_acc: 0.3773, top5_acc: 0.6586, loss_cls: 2.6106, loss: 4.2545, grad_norm: 6.4934 2021-12-03 00:29:41,961 - mmaction - INFO - Epoch [10][1140/1345] lr: 1.000e-02, eta: 2 days, 6:02:41, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.6889, top1_acc: 0.3516, top5_acc: 0.6359, loss_cls: 2.7403, loss: 4.4292, grad_norm: 6.9157 2021-12-03 00:30:01,146 - mmaction - INFO - Epoch [10][1160/1345] lr: 1.000e-02, eta: 2 days, 6:01:59, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.7069, top1_acc: 0.3492, top5_acc: 0.6086, loss_cls: 2.8332, loss: 4.5401, grad_norm: 6.7028 2021-12-03 00:30:20,354 - mmaction - INFO - Epoch [10][1180/1345] lr: 1.000e-02, eta: 2 days, 6:01:18, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.6502, top1_acc: 0.3773, top5_acc: 0.6562, loss_cls: 2.6423, loss: 4.2924, grad_norm: 6.5135 2021-12-03 00:30:39,555 - mmaction - INFO - Epoch [10][1200/1345] lr: 1.000e-02, eta: 2 days, 6:00:37, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.7196, top1_acc: 0.3648, top5_acc: 0.6047, loss_cls: 2.8237, loss: 4.5433, grad_norm: 6.7588 2021-12-03 00:30:58,785 - mmaction - INFO - Epoch [10][1220/1345] lr: 1.000e-02, eta: 2 days, 5:59:57, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.6914, top1_acc: 0.3461, top5_acc: 0.6203, loss_cls: 2.7731, loss: 4.4644, grad_norm: 6.6237 2021-12-03 00:31:17,974 - mmaction - INFO - Epoch [10][1240/1345] lr: 1.000e-02, eta: 2 days, 5:59:16, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.6669, top1_acc: 0.3656, top5_acc: 0.6438, loss_cls: 2.7116, loss: 4.3785, grad_norm: 6.6744 2021-12-03 00:31:37,195 - mmaction - INFO - Epoch [10][1260/1345] lr: 1.000e-02, eta: 2 days, 5:58:35, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.6483, top1_acc: 0.3844, top5_acc: 0.6695, loss_cls: 2.6161, loss: 4.2645, grad_norm: 6.5976 2021-12-03 00:31:56,399 - mmaction - INFO - Epoch [10][1280/1345] lr: 1.000e-02, eta: 2 days, 5:57:55, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.6526, top1_acc: 0.3875, top5_acc: 0.6687, loss_cls: 2.6108, loss: 4.2635, grad_norm: 6.6919 2021-12-03 00:32:15,606 - mmaction - INFO - Epoch [10][1300/1345] lr: 1.000e-02, eta: 2 days, 5:57:14, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.7199, top1_acc: 0.3406, top5_acc: 0.6109, loss_cls: 2.7730, loss: 4.4929, grad_norm: 6.6608 2021-12-03 00:32:34,814 - mmaction - INFO - Epoch [10][1320/1345] lr: 1.000e-02, eta: 2 days, 5:56:34, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.6865, top1_acc: 0.3508, top5_acc: 0.6367, loss_cls: 2.7266, loss: 4.4132, grad_norm: 6.7568 2021-12-03 00:32:54,030 - mmaction - INFO - Epoch [10][1340/1345] lr: 1.000e-02, eta: 2 days, 5:55:53, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.6945, top1_acc: 0.3594, top5_acc: 0.6203, loss_cls: 2.7240, loss: 4.4185, grad_norm: 6.7637 2021-12-03 00:32:59,670 - mmaction - INFO - Saving checkpoint at 10 epochs 2021-12-03 00:35:06,066 - mmaction - INFO - Epoch [11][20/1345] lr: 1.000e-02, eta: 2 days, 6:18:15, time: 6.182, data_time: 5.232, memory: 8232, loss_aux: 1.6767, top1_acc: 0.3570, top5_acc: 0.6406, loss_cls: 2.6783, loss: 4.3551, grad_norm: 6.5775 2021-12-03 00:35:25,171 - mmaction - INFO - Epoch [11][40/1345] lr: 1.000e-02, eta: 2 days, 6:17:31, time: 0.955, data_time: 0.003, memory: 8232, loss_aux: 1.7006, top1_acc: 0.3594, top5_acc: 0.6328, loss_cls: 2.7641, loss: 4.4647, grad_norm: 6.5259 2021-12-03 00:35:44,304 - mmaction - INFO - Epoch [11][60/1345] lr: 1.000e-02, eta: 2 days, 6:16:48, time: 0.957, data_time: 0.002, memory: 8232, loss_aux: 1.6694, top1_acc: 0.3500, top5_acc: 0.6500, loss_cls: 2.6826, loss: 4.3520, grad_norm: 6.6963 2021-12-03 00:36:03,416 - mmaction - INFO - Epoch [11][80/1345] lr: 1.000e-02, eta: 2 days, 6:16:04, time: 0.956, data_time: 0.001, memory: 8232, loss_aux: 1.6118, top1_acc: 0.3844, top5_acc: 0.6805, loss_cls: 2.5649, loss: 4.1768, grad_norm: 6.5097 2021-12-03 00:36:22,542 - mmaction - INFO - Epoch [11][100/1345] lr: 1.000e-02, eta: 2 days, 6:15:21, time: 0.956, data_time: 0.001, memory: 8232, loss_aux: 1.6810, top1_acc: 0.3719, top5_acc: 0.6352, loss_cls: 2.6640, loss: 4.3450, grad_norm: 6.6659 2021-12-03 00:36:41,712 - mmaction - INFO - Epoch [11][120/1345] lr: 1.000e-02, eta: 2 days, 6:14:38, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.6826, top1_acc: 0.3719, top5_acc: 0.6328, loss_cls: 2.7095, loss: 4.3920, grad_norm: 6.7866 2021-12-03 00:37:00,883 - mmaction - INFO - Epoch [11][140/1345] lr: 1.000e-02, eta: 2 days, 6:13:55, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.6599, top1_acc: 0.3695, top5_acc: 0.6500, loss_cls: 2.6568, loss: 4.3167, grad_norm: 6.6377 2021-12-03 00:37:20,076 - mmaction - INFO - Epoch [11][160/1345] lr: 1.000e-02, eta: 2 days, 6:13:13, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.6943, top1_acc: 0.3563, top5_acc: 0.6422, loss_cls: 2.7246, loss: 4.4189, grad_norm: 6.6203 2021-12-03 00:37:39,250 - mmaction - INFO - Epoch [11][180/1345] lr: 1.000e-02, eta: 2 days, 6:12:30, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.6922, top1_acc: 0.3750, top5_acc: 0.6461, loss_cls: 2.7045, loss: 4.3967, grad_norm: 6.7326 2021-12-03 00:37:58,471 - mmaction - INFO - Epoch [11][200/1345] lr: 1.000e-02, eta: 2 days, 6:11:49, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.6704, top1_acc: 0.3750, top5_acc: 0.6352, loss_cls: 2.6939, loss: 4.3643, grad_norm: 6.6743 2021-12-03 00:38:17,635 - mmaction - INFO - Epoch [11][220/1345] lr: 1.000e-02, eta: 2 days, 6:11:06, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.6865, top1_acc: 0.3555, top5_acc: 0.6547, loss_cls: 2.6869, loss: 4.3734, grad_norm: 6.7423 2021-12-03 00:38:36,788 - mmaction - INFO - Epoch [11][240/1345] lr: 1.000e-02, eta: 2 days, 6:10:24, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.6961, top1_acc: 0.3492, top5_acc: 0.6328, loss_cls: 2.7447, loss: 4.4408, grad_norm: 6.7539 2021-12-03 00:38:55,955 - mmaction - INFO - Epoch [11][260/1345] lr: 1.000e-02, eta: 2 days, 6:09:41, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.6785, top1_acc: 0.3789, top5_acc: 0.6375, loss_cls: 2.6889, loss: 4.3674, grad_norm: 6.8352 2021-12-03 00:39:15,123 - mmaction - INFO - Epoch [11][280/1345] lr: 1.000e-02, eta: 2 days, 6:08:59, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.7072, top1_acc: 0.3758, top5_acc: 0.6492, loss_cls: 2.6964, loss: 4.4035, grad_norm: 6.7441 2021-12-03 00:39:34,282 - mmaction - INFO - Epoch [11][300/1345] lr: 1.000e-02, eta: 2 days, 6:08:17, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.6820, top1_acc: 0.3867, top5_acc: 0.6375, loss_cls: 2.6564, loss: 4.3383, grad_norm: 6.6313 2021-12-03 00:39:53,420 - mmaction - INFO - Epoch [11][320/1345] lr: 1.000e-02, eta: 2 days, 6:07:34, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 1.6625, top1_acc: 0.3648, top5_acc: 0.6414, loss_cls: 2.6688, loss: 4.3313, grad_norm: 6.7409 2021-12-03 00:40:12,597 - mmaction - INFO - Epoch [11][340/1345] lr: 1.000e-02, eta: 2 days, 6:06:52, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.6467, top1_acc: 0.3836, top5_acc: 0.6508, loss_cls: 2.6614, loss: 4.3081, grad_norm: 6.6670 2021-12-03 00:40:31,747 - mmaction - INFO - Epoch [11][360/1345] lr: 1.000e-02, eta: 2 days, 6:06:10, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.6897, top1_acc: 0.3531, top5_acc: 0.6336, loss_cls: 2.7350, loss: 4.4248, grad_norm: 6.6945 2021-12-03 00:40:50,901 - mmaction - INFO - Epoch [11][380/1345] lr: 1.000e-02, eta: 2 days, 6:05:28, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.6698, top1_acc: 0.3758, top5_acc: 0.6383, loss_cls: 2.6521, loss: 4.3219, grad_norm: 6.5401 2021-12-03 00:41:10,039 - mmaction - INFO - Epoch [11][400/1345] lr: 1.000e-02, eta: 2 days, 6:04:46, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 1.6690, top1_acc: 0.3680, top5_acc: 0.6375, loss_cls: 2.6890, loss: 4.3579, grad_norm: 6.6472 2021-12-03 00:41:29,194 - mmaction - INFO - Epoch [11][420/1345] lr: 1.000e-02, eta: 2 days, 6:04:04, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.6625, top1_acc: 0.3742, top5_acc: 0.6516, loss_cls: 2.6123, loss: 4.2748, grad_norm: 6.7046 2021-12-03 00:41:48,337 - mmaction - INFO - Epoch [11][440/1345] lr: 1.000e-02, eta: 2 days, 6:03:22, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 1.6633, top1_acc: 0.3781, top5_acc: 0.6484, loss_cls: 2.6647, loss: 4.3279, grad_norm: 6.6511 2021-12-03 00:42:07,516 - mmaction - INFO - Epoch [11][460/1345] lr: 1.000e-02, eta: 2 days, 6:02:40, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.6686, top1_acc: 0.3836, top5_acc: 0.6469, loss_cls: 2.6387, loss: 4.3073, grad_norm: 6.8655 2021-12-03 00:42:26,679 - mmaction - INFO - Epoch [11][480/1345] lr: 1.000e-02, eta: 2 days, 6:01:59, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.6650, top1_acc: 0.3563, top5_acc: 0.6500, loss_cls: 2.7136, loss: 4.3786, grad_norm: 6.8759 2021-12-03 00:42:45,839 - mmaction - INFO - Epoch [11][500/1345] lr: 1.000e-02, eta: 2 days, 6:01:17, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.6379, top1_acc: 0.3758, top5_acc: 0.6484, loss_cls: 2.6310, loss: 4.2689, grad_norm: 6.6326 2021-12-03 00:43:05,010 - mmaction - INFO - Epoch [11][520/1345] lr: 1.000e-02, eta: 2 days, 6:00:36, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.6455, top1_acc: 0.3734, top5_acc: 0.6414, loss_cls: 2.6459, loss: 4.2914, grad_norm: 6.7005 2021-12-03 00:43:24,197 - mmaction - INFO - Epoch [11][540/1345] lr: 1.000e-02, eta: 2 days, 5:59:54, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.6902, top1_acc: 0.3781, top5_acc: 0.6453, loss_cls: 2.7218, loss: 4.4119, grad_norm: 6.8461 2021-12-03 00:43:43,369 - mmaction - INFO - Epoch [11][560/1345] lr: 1.000e-02, eta: 2 days, 5:59:13, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.6202, top1_acc: 0.3883, top5_acc: 0.6664, loss_cls: 2.5730, loss: 4.1931, grad_norm: 6.6953 2021-12-03 00:44:02,554 - mmaction - INFO - Epoch [11][580/1345] lr: 1.000e-02, eta: 2 days, 5:58:32, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.6667, top1_acc: 0.3742, top5_acc: 0.6570, loss_cls: 2.6369, loss: 4.3036, grad_norm: 6.7887 2021-12-03 00:44:21,720 - mmaction - INFO - Epoch [11][600/1345] lr: 1.000e-02, eta: 2 days, 5:57:51, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.6642, top1_acc: 0.3758, top5_acc: 0.6609, loss_cls: 2.6030, loss: 4.2672, grad_norm: 6.7701 2021-12-03 00:44:40,924 - mmaction - INFO - Epoch [11][620/1345] lr: 1.000e-02, eta: 2 days, 5:57:10, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.6569, top1_acc: 0.3953, top5_acc: 0.6602, loss_cls: 2.5983, loss: 4.2551, grad_norm: 6.8083 2021-12-03 00:45:00,117 - mmaction - INFO - Epoch [11][640/1345] lr: 1.000e-02, eta: 2 days, 5:56:29, time: 0.959, data_time: 0.000, memory: 8232, loss_aux: 1.6649, top1_acc: 0.3820, top5_acc: 0.6461, loss_cls: 2.6479, loss: 4.3128, grad_norm: 6.7046 2021-12-03 00:45:19,293 - mmaction - INFO - Epoch [11][660/1345] lr: 1.000e-02, eta: 2 days, 5:55:49, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.6691, top1_acc: 0.3609, top5_acc: 0.6438, loss_cls: 2.7084, loss: 4.3775, grad_norm: 6.9424 2021-12-03 00:45:38,490 - mmaction - INFO - Epoch [11][680/1345] lr: 1.000e-02, eta: 2 days, 5:55:08, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.6567, top1_acc: 0.3727, top5_acc: 0.6352, loss_cls: 2.6742, loss: 4.3310, grad_norm: 6.8228 2021-12-03 00:45:57,695 - mmaction - INFO - Epoch [11][700/1345] lr: 1.000e-02, eta: 2 days, 5:54:28, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.6646, top1_acc: 0.3641, top5_acc: 0.6422, loss_cls: 2.7189, loss: 4.3835, grad_norm: 6.8057 2021-12-03 00:46:16,908 - mmaction - INFO - Epoch [11][720/1345] lr: 1.000e-02, eta: 2 days, 5:53:47, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.6562, top1_acc: 0.3859, top5_acc: 0.6672, loss_cls: 2.6161, loss: 4.2723, grad_norm: 6.6545 2021-12-03 00:46:36,105 - mmaction - INFO - Epoch [11][740/1345] lr: 1.000e-02, eta: 2 days, 5:53:07, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.6637, top1_acc: 0.3859, top5_acc: 0.6445, loss_cls: 2.6433, loss: 4.3070, grad_norm: 6.7035 2021-12-03 00:46:55,304 - mmaction - INFO - Epoch [11][760/1345] lr: 1.000e-02, eta: 2 days, 5:52:27, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.6716, top1_acc: 0.3719, top5_acc: 0.6570, loss_cls: 2.6660, loss: 4.3376, grad_norm: 6.9160 2021-12-03 00:47:14,525 - mmaction - INFO - Epoch [11][780/1345] lr: 1.000e-02, eta: 2 days, 5:51:47, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.6402, top1_acc: 0.3625, top5_acc: 0.6312, loss_cls: 2.6993, loss: 4.3395, grad_norm: 6.7634 2021-12-03 00:47:33,787 - mmaction - INFO - Epoch [11][800/1345] lr: 1.000e-02, eta: 2 days, 5:51:07, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.7064, top1_acc: 0.3781, top5_acc: 0.6375, loss_cls: 2.7261, loss: 4.4325, grad_norm: 6.7731 2021-12-03 00:47:52,970 - mmaction - INFO - Epoch [11][820/1345] lr: 1.000e-02, eta: 2 days, 5:50:27, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.6658, top1_acc: 0.3914, top5_acc: 0.6453, loss_cls: 2.6371, loss: 4.3029, grad_norm: 6.6803 2021-12-03 00:48:12,218 - mmaction - INFO - Epoch [11][840/1345] lr: 1.000e-02, eta: 2 days, 5:49:48, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.7016, top1_acc: 0.3453, top5_acc: 0.6172, loss_cls: 2.7768, loss: 4.4784, grad_norm: 6.9631 2021-12-03 00:48:31,438 - mmaction - INFO - Epoch [11][860/1345] lr: 1.000e-02, eta: 2 days, 5:49:08, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.6801, top1_acc: 0.3672, top5_acc: 0.6281, loss_cls: 2.7224, loss: 4.4025, grad_norm: 6.8313 2021-12-03 00:48:50,650 - mmaction - INFO - Epoch [11][880/1345] lr: 1.000e-02, eta: 2 days, 5:48:28, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.6799, top1_acc: 0.3586, top5_acc: 0.6336, loss_cls: 2.7192, loss: 4.3991, grad_norm: 6.8081 2021-12-03 00:49:09,912 - mmaction - INFO - Epoch [11][900/1345] lr: 1.000e-02, eta: 2 days, 5:47:49, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.6457, top1_acc: 0.3766, top5_acc: 0.6609, loss_cls: 2.6548, loss: 4.3005, grad_norm: 6.8868 2021-12-03 00:49:29,151 - mmaction - INFO - Epoch [11][920/1345] lr: 1.000e-02, eta: 2 days, 5:47:10, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.6504, top1_acc: 0.3719, top5_acc: 0.6406, loss_cls: 2.6782, loss: 4.3285, grad_norm: 6.7801 2021-12-03 00:49:48,390 - mmaction - INFO - Epoch [11][940/1345] lr: 1.000e-02, eta: 2 days, 5:46:30, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.6599, top1_acc: 0.3812, top5_acc: 0.6312, loss_cls: 2.6358, loss: 4.2957, grad_norm: 6.6152 2021-12-03 00:50:07,626 - mmaction - INFO - Epoch [11][960/1345] lr: 1.000e-02, eta: 2 days, 5:45:51, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.6340, top1_acc: 0.4070, top5_acc: 0.6562, loss_cls: 2.6277, loss: 4.2617, grad_norm: 6.8713 2021-12-03 00:50:26,874 - mmaction - INFO - Epoch [11][980/1345] lr: 1.000e-02, eta: 2 days, 5:45:12, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.6516, top1_acc: 0.3820, top5_acc: 0.6586, loss_cls: 2.6049, loss: 4.2566, grad_norm: 6.7007 2021-12-03 00:50:46,101 - mmaction - INFO - Epoch [11][1000/1345] lr: 1.000e-02, eta: 2 days, 5:44:33, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.7003, top1_acc: 0.3594, top5_acc: 0.6273, loss_cls: 2.7508, loss: 4.4511, grad_norm: 6.9215 2021-12-03 00:51:05,383 - mmaction - INFO - Epoch [11][1020/1345] lr: 1.000e-02, eta: 2 days, 5:43:54, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 1.6454, top1_acc: 0.3852, top5_acc: 0.6484, loss_cls: 2.6094, loss: 4.2548, grad_norm: 6.6095 2021-12-03 00:51:24,575 - mmaction - INFO - Epoch [11][1040/1345] lr: 1.000e-02, eta: 2 days, 5:43:15, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.6995, top1_acc: 0.3586, top5_acc: 0.6227, loss_cls: 2.7710, loss: 4.4705, grad_norm: 6.8795 2021-12-03 00:51:43,781 - mmaction - INFO - Epoch [11][1060/1345] lr: 1.000e-02, eta: 2 days, 5:42:35, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.6741, top1_acc: 0.3820, top5_acc: 0.6266, loss_cls: 2.7195, loss: 4.3936, grad_norm: 6.7192 2021-12-03 00:52:03,005 - mmaction - INFO - Epoch [11][1080/1345] lr: 1.000e-02, eta: 2 days, 5:41:56, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.6797, top1_acc: 0.3430, top5_acc: 0.6289, loss_cls: 2.7142, loss: 4.3939, grad_norm: 6.6465 2021-12-03 00:52:22,207 - mmaction - INFO - Epoch [11][1100/1345] lr: 1.000e-02, eta: 2 days, 5:41:17, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.6946, top1_acc: 0.3398, top5_acc: 0.6094, loss_cls: 2.7769, loss: 4.4715, grad_norm: 6.8479 2021-12-03 00:52:41,416 - mmaction - INFO - Epoch [11][1120/1345] lr: 1.000e-02, eta: 2 days, 5:40:38, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.6939, top1_acc: 0.3727, top5_acc: 0.6352, loss_cls: 2.7517, loss: 4.4457, grad_norm: 6.8437 2021-12-03 00:53:00,613 - mmaction - INFO - Epoch [11][1140/1345] lr: 1.000e-02, eta: 2 days, 5:39:59, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.6502, top1_acc: 0.3688, top5_acc: 0.6422, loss_cls: 2.6367, loss: 4.2869, grad_norm: 6.7303 2021-12-03 00:53:19,769 - mmaction - INFO - Epoch [11][1160/1345] lr: 1.000e-02, eta: 2 days, 5:39:19, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.6808, top1_acc: 0.3516, top5_acc: 0.6266, loss_cls: 2.6992, loss: 4.3800, grad_norm: 6.8088 2021-12-03 00:53:38,982 - mmaction - INFO - Epoch [11][1180/1345] lr: 1.000e-02, eta: 2 days, 5:38:40, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.6077, top1_acc: 0.3773, top5_acc: 0.6656, loss_cls: 2.5643, loss: 4.1720, grad_norm: 6.5316 2021-12-03 00:53:58,167 - mmaction - INFO - Epoch [11][1200/1345] lr: 1.000e-02, eta: 2 days, 5:38:01, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.6175, top1_acc: 0.3758, top5_acc: 0.6672, loss_cls: 2.5886, loss: 4.2061, grad_norm: 6.5431 2021-12-03 00:54:17,346 - mmaction - INFO - Epoch [11][1220/1345] lr: 1.000e-02, eta: 2 days, 5:37:21, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.6401, top1_acc: 0.3797, top5_acc: 0.6602, loss_cls: 2.6212, loss: 4.2614, grad_norm: 6.4667 2021-12-03 00:54:36,528 - mmaction - INFO - Epoch [11][1240/1345] lr: 1.000e-02, eta: 2 days, 5:36:42, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.7049, top1_acc: 0.3250, top5_acc: 0.6109, loss_cls: 2.8598, loss: 4.5647, grad_norm: 7.0531 2021-12-03 00:54:55,698 - mmaction - INFO - Epoch [11][1260/1345] lr: 1.000e-02, eta: 2 days, 5:36:03, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.6594, top1_acc: 0.3773, top5_acc: 0.6602, loss_cls: 2.6209, loss: 4.2802, grad_norm: 6.7567 2021-12-03 00:55:14,907 - mmaction - INFO - Epoch [11][1280/1345] lr: 1.000e-02, eta: 2 days, 5:35:24, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.6668, top1_acc: 0.3664, top5_acc: 0.6547, loss_cls: 2.6959, loss: 4.3627, grad_norm: 6.7021 2021-12-03 00:55:34,099 - mmaction - INFO - Epoch [11][1300/1345] lr: 1.000e-02, eta: 2 days, 5:34:45, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.6378, top1_acc: 0.3930, top5_acc: 0.6539, loss_cls: 2.6418, loss: 4.2796, grad_norm: 6.7428 2021-12-03 00:55:53,310 - mmaction - INFO - Epoch [11][1320/1345] lr: 1.000e-02, eta: 2 days, 5:34:07, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.6800, top1_acc: 0.3773, top5_acc: 0.6406, loss_cls: 2.6906, loss: 4.3706, grad_norm: 6.7355 2021-12-03 00:56:12,518 - mmaction - INFO - Epoch [11][1340/1345] lr: 1.000e-02, eta: 2 days, 5:33:28, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.6250, top1_acc: 0.3711, top5_acc: 0.6430, loss_cls: 2.6339, loss: 4.2590, grad_norm: 6.6465 2021-12-03 00:56:18,050 - mmaction - INFO - Saving checkpoint at 11 epochs 2021-12-03 00:58:22,901 - mmaction - INFO - Epoch [12][20/1345] lr: 1.000e-02, eta: 2 days, 5:53:11, time: 6.078, data_time: 5.123, memory: 8232, loss_aux: 1.6376, top1_acc: 0.3922, top5_acc: 0.6805, loss_cls: 2.5562, loss: 4.1938, grad_norm: 6.4883 2021-12-03 00:58:41,997 - mmaction - INFO - Epoch [12][40/1345] lr: 1.000e-02, eta: 2 days, 5:52:29, time: 0.955, data_time: 0.003, memory: 8232, loss_aux: 1.6161, top1_acc: 0.3859, top5_acc: 0.6719, loss_cls: 2.5426, loss: 4.1587, grad_norm: 6.6912 2021-12-03 00:59:01,135 - mmaction - INFO - Epoch [12][60/1345] lr: 1.000e-02, eta: 2 days, 5:51:48, time: 0.957, data_time: 0.002, memory: 8232, loss_aux: 1.5918, top1_acc: 0.4055, top5_acc: 0.6648, loss_cls: 2.5159, loss: 4.1077, grad_norm: 6.6966 2021-12-03 00:59:20,260 - mmaction - INFO - Epoch [12][80/1345] lr: 1.000e-02, eta: 2 days, 5:51:07, time: 0.956, data_time: 0.002, memory: 8232, loss_aux: 1.6355, top1_acc: 0.3805, top5_acc: 0.6578, loss_cls: 2.6047, loss: 4.2402, grad_norm: 6.8074 2021-12-03 00:59:39,373 - mmaction - INFO - Epoch [12][100/1345] lr: 1.000e-02, eta: 2 days, 5:50:26, time: 0.956, data_time: 0.001, memory: 8232, loss_aux: 1.6600, top1_acc: 0.3609, top5_acc: 0.6430, loss_cls: 2.7101, loss: 4.3701, grad_norm: 7.0905 2021-12-03 00:59:58,502 - mmaction - INFO - Epoch [12][120/1345] lr: 1.000e-02, eta: 2 days, 5:49:45, time: 0.956, data_time: 0.001, memory: 8232, loss_aux: 1.5970, top1_acc: 0.3766, top5_acc: 0.6883, loss_cls: 2.5060, loss: 4.1030, grad_norm: 6.5531 2021-12-03 01:00:17,625 - mmaction - INFO - Epoch [12][140/1345] lr: 1.000e-02, eta: 2 days, 5:49:04, time: 0.956, data_time: 0.001, memory: 8232, loss_aux: 1.6315, top1_acc: 0.3875, top5_acc: 0.6633, loss_cls: 2.6280, loss: 4.2595, grad_norm: 6.7005 2021-12-03 01:00:36,738 - mmaction - INFO - Epoch [12][160/1345] lr: 1.000e-02, eta: 2 days, 5:48:23, time: 0.956, data_time: 0.001, memory: 8232, loss_aux: 1.6687, top1_acc: 0.3695, top5_acc: 0.6250, loss_cls: 2.7166, loss: 4.3853, grad_norm: 7.0043 2021-12-03 01:00:55,883 - mmaction - INFO - Epoch [12][180/1345] lr: 1.000e-02, eta: 2 days, 5:47:42, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 1.6486, top1_acc: 0.3648, top5_acc: 0.6453, loss_cls: 2.6302, loss: 4.2787, grad_norm: 6.9036 2021-12-03 01:01:15,034 - mmaction - INFO - Epoch [12][200/1345] lr: 1.000e-02, eta: 2 days, 5:47:01, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 1.6407, top1_acc: 0.3695, top5_acc: 0.6445, loss_cls: 2.6392, loss: 4.2799, grad_norm: 6.7221 2021-12-03 01:01:34,185 - mmaction - INFO - Epoch [12][220/1345] lr: 1.000e-02, eta: 2 days, 5:46:21, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.6210, top1_acc: 0.3719, top5_acc: 0.6633, loss_cls: 2.5971, loss: 4.2181, grad_norm: 6.7627 2021-12-03 01:01:53,355 - mmaction - INFO - Epoch [12][240/1345] lr: 1.000e-02, eta: 2 days, 5:45:41, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.6282, top1_acc: 0.3922, top5_acc: 0.6711, loss_cls: 2.5274, loss: 4.1556, grad_norm: 6.6757 2021-12-03 01:02:12,504 - mmaction - INFO - Epoch [12][260/1345] lr: 1.000e-02, eta: 2 days, 5:45:01, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.6744, top1_acc: 0.3727, top5_acc: 0.6492, loss_cls: 2.6781, loss: 4.3526, grad_norm: 7.0616 2021-12-03 01:02:31,664 - mmaction - INFO - Epoch [12][280/1345] lr: 1.000e-02, eta: 2 days, 5:44:20, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.6340, top1_acc: 0.3898, top5_acc: 0.6664, loss_cls: 2.5982, loss: 4.2322, grad_norm: 6.8913 2021-12-03 01:02:50,840 - mmaction - INFO - Epoch [12][300/1345] lr: 1.000e-02, eta: 2 days, 5:43:40, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.6498, top1_acc: 0.3805, top5_acc: 0.6523, loss_cls: 2.6298, loss: 4.2796, grad_norm: 6.7922 2021-12-03 01:03:10,013 - mmaction - INFO - Epoch [12][320/1345] lr: 1.000e-02, eta: 2 days, 5:43:01, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.6464, top1_acc: 0.3719, top5_acc: 0.6477, loss_cls: 2.6725, loss: 4.3189, grad_norm: 6.8981 2021-12-03 01:03:29,194 - mmaction - INFO - Epoch [12][340/1345] lr: 1.000e-02, eta: 2 days, 5:42:21, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.6767, top1_acc: 0.3609, top5_acc: 0.6523, loss_cls: 2.6777, loss: 4.3544, grad_norm: 6.8756 2021-12-03 01:03:48,365 - mmaction - INFO - Epoch [12][360/1345] lr: 1.000e-02, eta: 2 days, 5:41:41, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.6394, top1_acc: 0.3672, top5_acc: 0.6531, loss_cls: 2.6617, loss: 4.3011, grad_norm: 6.7895 2021-12-03 01:04:07,539 - mmaction - INFO - Epoch [12][380/1345] lr: 1.000e-02, eta: 2 days, 5:41:01, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.6949, top1_acc: 0.3563, top5_acc: 0.6312, loss_cls: 2.7292, loss: 4.4241, grad_norm: 6.7889 2021-12-03 01:04:26,700 - mmaction - INFO - Epoch [12][400/1345] lr: 1.000e-02, eta: 2 days, 5:40:22, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.6160, top1_acc: 0.3773, top5_acc: 0.6539, loss_cls: 2.5576, loss: 4.1737, grad_norm: 6.5953 2021-12-03 01:04:45,875 - mmaction - INFO - Epoch [12][420/1345] lr: 1.000e-02, eta: 2 days, 5:39:42, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.6854, top1_acc: 0.3656, top5_acc: 0.6516, loss_cls: 2.6836, loss: 4.3690, grad_norm: 6.8841 2021-12-03 01:05:05,019 - mmaction - INFO - Epoch [12][440/1345] lr: 1.000e-02, eta: 2 days, 5:39:02, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 1.6544, top1_acc: 0.3734, top5_acc: 0.6438, loss_cls: 2.6324, loss: 4.2869, grad_norm: 6.7834 2021-12-03 01:05:24,214 - mmaction - INFO - Epoch [12][460/1345] lr: 1.000e-02, eta: 2 days, 5:38:23, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.6775, top1_acc: 0.3719, top5_acc: 0.6516, loss_cls: 2.6839, loss: 4.3613, grad_norm: 7.0363 2021-12-03 01:05:43,411 - mmaction - INFO - Epoch [12][480/1345] lr: 1.000e-02, eta: 2 days, 5:37:44, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.6356, top1_acc: 0.3758, top5_acc: 0.6586, loss_cls: 2.5897, loss: 4.2253, grad_norm: 6.8017 2021-12-03 01:06:02,573 - mmaction - INFO - Epoch [12][500/1345] lr: 1.000e-02, eta: 2 days, 5:37:04, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.6321, top1_acc: 0.3906, top5_acc: 0.6547, loss_cls: 2.5643, loss: 4.1964, grad_norm: 6.7909 2021-12-03 01:06:21,754 - mmaction - INFO - Epoch [12][520/1345] lr: 1.000e-02, eta: 2 days, 5:36:25, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.5977, top1_acc: 0.3805, top5_acc: 0.6813, loss_cls: 2.5133, loss: 4.1110, grad_norm: 6.6415 2021-12-03 01:06:40,940 - mmaction - INFO - Epoch [12][540/1345] lr: 1.000e-02, eta: 2 days, 5:35:46, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.6067, top1_acc: 0.3883, top5_acc: 0.6727, loss_cls: 2.5605, loss: 4.1672, grad_norm: 6.8322 2021-12-03 01:07:00,119 - mmaction - INFO - Epoch [12][560/1345] lr: 1.000e-02, eta: 2 days, 5:35:06, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.6665, top1_acc: 0.3672, top5_acc: 0.6414, loss_cls: 2.6859, loss: 4.3524, grad_norm: 6.9348 2021-12-03 01:07:19,304 - mmaction - INFO - Epoch [12][580/1345] lr: 1.000e-02, eta: 2 days, 5:34:27, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.6776, top1_acc: 0.3773, top5_acc: 0.6359, loss_cls: 2.6910, loss: 4.3686, grad_norm: 6.7630 2021-12-03 01:07:38,486 - mmaction - INFO - Epoch [12][600/1345] lr: 1.000e-02, eta: 2 days, 5:33:48, time: 0.959, data_time: 0.000, memory: 8232, loss_aux: 1.6887, top1_acc: 0.3586, top5_acc: 0.6258, loss_cls: 2.7539, loss: 4.4426, grad_norm: 6.8341 2021-12-03 01:07:57,669 - mmaction - INFO - Epoch [12][620/1345] lr: 1.000e-02, eta: 2 days, 5:33:09, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.6767, top1_acc: 0.3563, top5_acc: 0.6539, loss_cls: 2.6774, loss: 4.3542, grad_norm: 6.8733 2021-12-03 01:08:16,811 - mmaction - INFO - Epoch [12][640/1345] lr: 1.000e-02, eta: 2 days, 5:32:30, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 1.6069, top1_acc: 0.3828, top5_acc: 0.6617, loss_cls: 2.5837, loss: 4.1906, grad_norm: 6.7946 2021-12-03 01:08:36,002 - mmaction - INFO - Epoch [12][660/1345] lr: 1.000e-02, eta: 2 days, 5:31:51, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.6849, top1_acc: 0.3680, top5_acc: 0.6352, loss_cls: 2.7500, loss: 4.4349, grad_norm: 6.8180 2021-12-03 01:08:55,160 - mmaction - INFO - Epoch [12][680/1345] lr: 1.000e-02, eta: 2 days, 5:31:12, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.6741, top1_acc: 0.3266, top5_acc: 0.6266, loss_cls: 2.7647, loss: 4.4389, grad_norm: 6.9688 2021-12-03 01:09:14,344 - mmaction - INFO - Epoch [12][700/1345] lr: 1.000e-02, eta: 2 days, 5:30:33, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.6688, top1_acc: 0.3758, top5_acc: 0.6281, loss_cls: 2.7132, loss: 4.3820, grad_norm: 6.7983 2021-12-03 01:09:33,515 - mmaction - INFO - Epoch [12][720/1345] lr: 1.000e-02, eta: 2 days, 5:29:55, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.6941, top1_acc: 0.3469, top5_acc: 0.6258, loss_cls: 2.7709, loss: 4.4650, grad_norm: 6.7588 2021-12-03 01:09:52,717 - mmaction - INFO - Epoch [12][740/1345] lr: 1.000e-02, eta: 2 days, 5:29:16, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.6543, top1_acc: 0.3617, top5_acc: 0.6469, loss_cls: 2.6785, loss: 4.3328, grad_norm: 6.8021 2021-12-03 01:10:11,927 - mmaction - INFO - Epoch [12][760/1345] lr: 1.000e-02, eta: 2 days, 5:28:38, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.6533, top1_acc: 0.3758, top5_acc: 0.6664, loss_cls: 2.6370, loss: 4.2903, grad_norm: 6.7111 2021-12-03 01:10:31,106 - mmaction - INFO - Epoch [12][780/1345] lr: 1.000e-02, eta: 2 days, 5:27:59, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.6201, top1_acc: 0.3836, top5_acc: 0.6531, loss_cls: 2.5930, loss: 4.2131, grad_norm: 6.7609 2021-12-03 01:10:50,293 - mmaction - INFO - Epoch [12][800/1345] lr: 1.000e-02, eta: 2 days, 5:27:21, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.6079, top1_acc: 0.3758, top5_acc: 0.6617, loss_cls: 2.5802, loss: 4.1881, grad_norm: 6.7058 2021-12-03 01:11:09,488 - mmaction - INFO - Epoch [12][820/1345] lr: 1.000e-02, eta: 2 days, 5:26:42, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.6340, top1_acc: 0.4023, top5_acc: 0.6562, loss_cls: 2.6243, loss: 4.2582, grad_norm: 6.5355 2021-12-03 01:11:28,674 - mmaction - INFO - Epoch [12][840/1345] lr: 1.000e-02, eta: 2 days, 5:26:04, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.6432, top1_acc: 0.3859, top5_acc: 0.6555, loss_cls: 2.6360, loss: 4.2792, grad_norm: 6.7617 2021-12-03 01:11:47,891 - mmaction - INFO - Epoch [12][860/1345] lr: 1.000e-02, eta: 2 days, 5:25:26, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.6260, top1_acc: 0.3727, top5_acc: 0.6570, loss_cls: 2.6079, loss: 4.2339, grad_norm: 6.8123 2021-12-03 01:12:07,115 - mmaction - INFO - Epoch [12][880/1345] lr: 1.000e-02, eta: 2 days, 5:24:48, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.6387, top1_acc: 0.3852, top5_acc: 0.6555, loss_cls: 2.6236, loss: 4.2623, grad_norm: 6.8711 2021-12-03 01:12:26,311 - mmaction - INFO - Epoch [12][900/1345] lr: 1.000e-02, eta: 2 days, 5:24:10, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.6073, top1_acc: 0.3766, top5_acc: 0.6531, loss_cls: 2.6193, loss: 4.2265, grad_norm: 7.0397 2021-12-03 01:12:45,553 - mmaction - INFO - Epoch [12][920/1345] lr: 1.000e-02, eta: 2 days, 5:23:33, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.6351, top1_acc: 0.3922, top5_acc: 0.6508, loss_cls: 2.6089, loss: 4.2440, grad_norm: 6.8705 2021-12-03 01:13:04,790 - mmaction - INFO - Epoch [12][940/1345] lr: 1.000e-02, eta: 2 days, 5:22:55, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.6533, top1_acc: 0.3633, top5_acc: 0.6281, loss_cls: 2.7035, loss: 4.3568, grad_norm: 6.7934 2021-12-03 01:13:23,998 - mmaction - INFO - Epoch [12][960/1345] lr: 1.000e-02, eta: 2 days, 5:22:17, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.6607, top1_acc: 0.3578, top5_acc: 0.6508, loss_cls: 2.6962, loss: 4.3569, grad_norm: 6.8739 2021-12-03 01:13:43,226 - mmaction - INFO - Epoch [12][980/1345] lr: 1.000e-02, eta: 2 days, 5:21:40, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.6291, top1_acc: 0.3664, top5_acc: 0.6422, loss_cls: 2.6348, loss: 4.2639, grad_norm: 6.8129 2021-12-03 01:14:02,440 - mmaction - INFO - Epoch [12][1000/1345] lr: 1.000e-02, eta: 2 days, 5:21:02, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.6743, top1_acc: 0.3781, top5_acc: 0.6359, loss_cls: 2.7248, loss: 4.3991, grad_norm: 6.8986 2021-12-03 01:14:21,635 - mmaction - INFO - Epoch [12][1020/1345] lr: 1.000e-02, eta: 2 days, 5:20:24, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.6910, top1_acc: 0.3617, top5_acc: 0.6219, loss_cls: 2.7349, loss: 4.4259, grad_norm: 6.7899 2021-12-03 01:14:40,869 - mmaction - INFO - Epoch [12][1040/1345] lr: 1.000e-02, eta: 2 days, 5:19:47, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.6644, top1_acc: 0.3641, top5_acc: 0.6438, loss_cls: 2.6382, loss: 4.3026, grad_norm: 6.7133 2021-12-03 01:15:00,089 - mmaction - INFO - Epoch [12][1060/1345] lr: 1.000e-02, eta: 2 days, 5:19:09, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5944, top1_acc: 0.3844, top5_acc: 0.6773, loss_cls: 2.5215, loss: 4.1159, grad_norm: 6.6997 2021-12-03 01:15:19,300 - mmaction - INFO - Epoch [12][1080/1345] lr: 1.000e-02, eta: 2 days, 5:18:32, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.6103, top1_acc: 0.3758, top5_acc: 0.6656, loss_cls: 2.5988, loss: 4.2090, grad_norm: 6.7534 2021-12-03 01:15:38,513 - mmaction - INFO - Epoch [12][1100/1345] lr: 1.000e-02, eta: 2 days, 5:17:54, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.6229, top1_acc: 0.3969, top5_acc: 0.6617, loss_cls: 2.5873, loss: 4.2102, grad_norm: 6.6888 2021-12-03 01:15:57,728 - mmaction - INFO - Epoch [12][1120/1345] lr: 1.000e-02, eta: 2 days, 5:17:17, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.6530, top1_acc: 0.3680, top5_acc: 0.6516, loss_cls: 2.6255, loss: 4.2785, grad_norm: 6.8051 2021-12-03 01:16:16,958 - mmaction - INFO - Epoch [12][1140/1345] lr: 1.000e-02, eta: 2 days, 5:16:40, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.6369, top1_acc: 0.3742, top5_acc: 0.6469, loss_cls: 2.6134, loss: 4.2503, grad_norm: 6.7742 2021-12-03 01:16:36,168 - mmaction - INFO - Epoch [12][1160/1345] lr: 1.000e-02, eta: 2 days, 5:16:03, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.6627, top1_acc: 0.3523, top5_acc: 0.6328, loss_cls: 2.7046, loss: 4.3672, grad_norm: 6.8280 2021-12-03 01:16:55,373 - mmaction - INFO - Epoch [12][1180/1345] lr: 1.000e-02, eta: 2 days, 5:15:25, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.6156, top1_acc: 0.4039, top5_acc: 0.6656, loss_cls: 2.5928, loss: 4.2084, grad_norm: 6.7201 2021-12-03 01:17:14,633 - mmaction - INFO - Epoch [12][1200/1345] lr: 1.000e-02, eta: 2 days, 5:14:48, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.6690, top1_acc: 0.3820, top5_acc: 0.6555, loss_cls: 2.6411, loss: 4.3101, grad_norm: 6.6453 2021-12-03 01:17:33,871 - mmaction - INFO - Epoch [12][1220/1345] lr: 1.000e-02, eta: 2 days, 5:14:12, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.6274, top1_acc: 0.3961, top5_acc: 0.6766, loss_cls: 2.5827, loss: 4.2102, grad_norm: 6.7559 2021-12-03 01:17:53,078 - mmaction - INFO - Epoch [12][1240/1345] lr: 1.000e-02, eta: 2 days, 5:13:34, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.6529, top1_acc: 0.3789, top5_acc: 0.6531, loss_cls: 2.6230, loss: 4.2759, grad_norm: 6.8512 2021-12-03 01:18:12,323 - mmaction - INFO - Epoch [12][1260/1345] lr: 1.000e-02, eta: 2 days, 5:12:58, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.6574, top1_acc: 0.3492, top5_acc: 0.6531, loss_cls: 2.6720, loss: 4.3294, grad_norm: 6.8618 2021-12-03 01:18:31,552 - mmaction - INFO - Epoch [12][1280/1345] lr: 1.000e-02, eta: 2 days, 5:12:21, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.6661, top1_acc: 0.3586, top5_acc: 0.6469, loss_cls: 2.6385, loss: 4.3045, grad_norm: 6.7091 2021-12-03 01:18:50,754 - mmaction - INFO - Epoch [12][1300/1345] lr: 1.000e-02, eta: 2 days, 5:11:44, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.6068, top1_acc: 0.3734, top5_acc: 0.6586, loss_cls: 2.6051, loss: 4.2119, grad_norm: 6.7592 2021-12-03 01:19:10,004 - mmaction - INFO - Epoch [12][1320/1345] lr: 1.000e-02, eta: 2 days, 5:11:07, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.6930, top1_acc: 0.3445, top5_acc: 0.6438, loss_cls: 2.7820, loss: 4.4750, grad_norm: 6.9509 2021-12-03 01:19:29,253 - mmaction - INFO - Epoch [12][1340/1345] lr: 1.000e-02, eta: 2 days, 5:10:31, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.6512, top1_acc: 0.3734, top5_acc: 0.6555, loss_cls: 2.6407, loss: 4.2920, grad_norm: 6.7816 2021-12-03 01:19:34,861 - mmaction - INFO - Saving checkpoint at 12 epochs 2021-12-03 01:21:37,624 - mmaction - INFO - Epoch [13][20/1345] lr: 1.000e-02, eta: 2 days, 5:27:44, time: 5.899, data_time: 4.950, memory: 8232, loss_aux: 1.6125, top1_acc: 0.4023, top5_acc: 0.6539, loss_cls: 2.6014, loss: 4.2139, grad_norm: 6.5830 2021-12-03 01:21:56,674 - mmaction - INFO - Epoch [13][40/1345] lr: 1.000e-02, eta: 2 days, 5:27:04, time: 0.953, data_time: 0.003, memory: 8232, loss_aux: 1.6089, top1_acc: 0.4148, top5_acc: 0.6750, loss_cls: 2.5455, loss: 4.1544, grad_norm: 6.5777 2021-12-03 01:22:15,771 - mmaction - INFO - Epoch [13][60/1345] lr: 1.000e-02, eta: 2 days, 5:26:24, time: 0.955, data_time: 0.002, memory: 8232, loss_aux: 1.6066, top1_acc: 0.3906, top5_acc: 0.6648, loss_cls: 2.5790, loss: 4.1856, grad_norm: 6.7684 2021-12-03 01:22:34,876 - mmaction - INFO - Epoch [13][80/1345] lr: 1.000e-02, eta: 2 days, 5:25:45, time: 0.955, data_time: 0.001, memory: 8232, loss_aux: 1.6224, top1_acc: 0.3750, top5_acc: 0.6695, loss_cls: 2.5844, loss: 4.2067, grad_norm: 6.8020 2021-12-03 01:22:54,011 - mmaction - INFO - Epoch [13][100/1345] lr: 1.000e-02, eta: 2 days, 5:25:06, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 1.5872, top1_acc: 0.3969, top5_acc: 0.6633, loss_cls: 2.5502, loss: 4.1375, grad_norm: 6.6687 2021-12-03 01:23:13,153 - mmaction - INFO - Epoch [13][120/1345] lr: 1.000e-02, eta: 2 days, 5:24:27, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 1.6038, top1_acc: 0.3836, top5_acc: 0.6711, loss_cls: 2.5428, loss: 4.1465, grad_norm: 6.7433 2021-12-03 01:23:32,310 - mmaction - INFO - Epoch [13][140/1345] lr: 1.000e-02, eta: 2 days, 5:23:48, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.6100, top1_acc: 0.3852, top5_acc: 0.6656, loss_cls: 2.5538, loss: 4.1638, grad_norm: 6.7654 2021-12-03 01:23:51,446 - mmaction - INFO - Epoch [13][160/1345] lr: 1.000e-02, eta: 2 days, 5:23:09, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 1.6481, top1_acc: 0.3805, top5_acc: 0.6641, loss_cls: 2.5793, loss: 4.2274, grad_norm: 6.9219 2021-12-03 01:24:10,630 - mmaction - INFO - Epoch [13][180/1345] lr: 1.000e-02, eta: 2 days, 5:22:31, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.6495, top1_acc: 0.3633, top5_acc: 0.6414, loss_cls: 2.7189, loss: 4.3684, grad_norm: 6.9186 2021-12-03 01:24:29,803 - mmaction - INFO - Epoch [13][200/1345] lr: 1.000e-02, eta: 2 days, 5:21:53, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.6428, top1_acc: 0.3875, top5_acc: 0.6797, loss_cls: 2.5623, loss: 4.2050, grad_norm: 6.5853 2021-12-03 01:24:48,972 - mmaction - INFO - Epoch [13][220/1345] lr: 1.000e-02, eta: 2 days, 5:21:14, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.6191, top1_acc: 0.4023, top5_acc: 0.6461, loss_cls: 2.6354, loss: 4.2544, grad_norm: 6.8262 2021-12-03 01:25:08,168 - mmaction - INFO - Epoch [13][240/1345] lr: 1.000e-02, eta: 2 days, 5:20:36, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.6116, top1_acc: 0.3758, top5_acc: 0.6594, loss_cls: 2.5924, loss: 4.2041, grad_norm: 6.8071 2021-12-03 01:25:27,362 - mmaction - INFO - Epoch [13][260/1345] lr: 1.000e-02, eta: 2 days, 5:19:58, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.6177, top1_acc: 0.3914, top5_acc: 0.6773, loss_cls: 2.5204, loss: 4.1380, grad_norm: 6.6446 2021-12-03 01:25:46,550 - mmaction - INFO - Epoch [13][280/1345] lr: 1.000e-02, eta: 2 days, 5:19:20, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.5819, top1_acc: 0.4047, top5_acc: 0.6625, loss_cls: 2.5042, loss: 4.0861, grad_norm: 6.6614 2021-12-03 01:26:05,748 - mmaction - INFO - Epoch [13][300/1345] lr: 1.000e-02, eta: 2 days, 5:18:43, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.6398, top1_acc: 0.3648, top5_acc: 0.6461, loss_cls: 2.6960, loss: 4.3357, grad_norm: 7.0301 2021-12-03 01:26:24,942 - mmaction - INFO - Epoch [13][320/1345] lr: 1.000e-02, eta: 2 days, 5:18:05, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.6446, top1_acc: 0.3758, top5_acc: 0.6484, loss_cls: 2.6330, loss: 4.2776, grad_norm: 6.9385 2021-12-03 01:26:44,157 - mmaction - INFO - Epoch [13][340/1345] lr: 1.000e-02, eta: 2 days, 5:17:27, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.6220, top1_acc: 0.3750, top5_acc: 0.6477, loss_cls: 2.6068, loss: 4.2288, grad_norm: 6.8273 2021-12-03 01:27:03,376 - mmaction - INFO - Epoch [13][360/1345] lr: 1.000e-02, eta: 2 days, 5:16:50, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.6514, top1_acc: 0.3891, top5_acc: 0.6625, loss_cls: 2.5999, loss: 4.2514, grad_norm: 6.7552 2021-12-03 01:27:22,601 - mmaction - INFO - Epoch [13][380/1345] lr: 1.000e-02, eta: 2 days, 5:16:12, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5998, top1_acc: 0.3719, top5_acc: 0.6727, loss_cls: 2.5337, loss: 4.1334, grad_norm: 6.6412 2021-12-03 01:27:41,809 - mmaction - INFO - Epoch [13][400/1345] lr: 1.000e-02, eta: 2 days, 5:15:35, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.6191, top1_acc: 0.3875, top5_acc: 0.6633, loss_cls: 2.5755, loss: 4.1946, grad_norm: 6.9171 2021-12-03 01:28:01,010 - mmaction - INFO - Epoch [13][420/1345] lr: 1.000e-02, eta: 2 days, 5:14:57, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.6653, top1_acc: 0.3641, top5_acc: 0.6539, loss_cls: 2.6635, loss: 4.3288, grad_norm: 6.9902 2021-12-03 01:28:20,200 - mmaction - INFO - Epoch [13][440/1345] lr: 1.000e-02, eta: 2 days, 5:14:20, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.6386, top1_acc: 0.3836, top5_acc: 0.6680, loss_cls: 2.6259, loss: 4.2645, grad_norm: 6.9025 2021-12-03 01:28:39,399 - mmaction - INFO - Epoch [13][460/1345] lr: 1.000e-02, eta: 2 days, 5:13:42, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.6230, top1_acc: 0.3812, top5_acc: 0.6602, loss_cls: 2.6321, loss: 4.2551, grad_norm: 6.7568 2021-12-03 01:28:58,605 - mmaction - INFO - Epoch [13][480/1345] lr: 1.000e-02, eta: 2 days, 5:13:05, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.6229, top1_acc: 0.3781, top5_acc: 0.6500, loss_cls: 2.6085, loss: 4.2313, grad_norm: 6.8842 2021-12-03 01:29:17,809 - mmaction - INFO - Epoch [13][500/1345] lr: 1.000e-02, eta: 2 days, 5:12:28, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.6411, top1_acc: 0.4016, top5_acc: 0.6602, loss_cls: 2.5738, loss: 4.2149, grad_norm: 6.7744 2021-12-03 01:29:37,030 - mmaction - INFO - Epoch [13][520/1345] lr: 1.000e-02, eta: 2 days, 5:11:51, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.6416, top1_acc: 0.3844, top5_acc: 0.6648, loss_cls: 2.5911, loss: 4.2327, grad_norm: 6.8469 2021-12-03 01:29:56,276 - mmaction - INFO - Epoch [13][540/1345] lr: 1.000e-02, eta: 2 days, 5:11:14, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.6382, top1_acc: 0.3586, top5_acc: 0.6523, loss_cls: 2.6759, loss: 4.3141, grad_norm: 7.0469 2021-12-03 01:30:15,524 - mmaction - INFO - Epoch [13][560/1345] lr: 1.000e-02, eta: 2 days, 5:10:37, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.6284, top1_acc: 0.3844, top5_acc: 0.6391, loss_cls: 2.6282, loss: 4.2566, grad_norm: 6.8425 2021-12-03 01:30:34,757 - mmaction - INFO - Epoch [13][580/1345] lr: 1.000e-02, eta: 2 days, 5:10:00, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.6178, top1_acc: 0.3680, top5_acc: 0.6562, loss_cls: 2.6470, loss: 4.2648, grad_norm: 6.7593 2021-12-03 01:30:54,025 - mmaction - INFO - Epoch [13][600/1345] lr: 1.000e-02, eta: 2 days, 5:09:24, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.6207, top1_acc: 0.3758, top5_acc: 0.6578, loss_cls: 2.6071, loss: 4.2279, grad_norm: 6.6339 2021-12-03 01:31:13,253 - mmaction - INFO - Epoch [13][620/1345] lr: 1.000e-02, eta: 2 days, 5:08:47, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5869, top1_acc: 0.3891, top5_acc: 0.6687, loss_cls: 2.5688, loss: 4.1558, grad_norm: 6.7468 2021-12-03 01:31:32,490 - mmaction - INFO - Epoch [13][640/1345] lr: 1.000e-02, eta: 2 days, 5:08:11, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.6152, top1_acc: 0.3922, top5_acc: 0.6508, loss_cls: 2.6007, loss: 4.2159, grad_norm: 6.6838 2021-12-03 01:31:51,741 - mmaction - INFO - Epoch [13][660/1345] lr: 1.000e-02, eta: 2 days, 5:07:34, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.6256, top1_acc: 0.3961, top5_acc: 0.6602, loss_cls: 2.5859, loss: 4.2115, grad_norm: 6.8064 2021-12-03 01:32:10,973 - mmaction - INFO - Epoch [13][680/1345] lr: 1.000e-02, eta: 2 days, 5:06:57, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.6327, top1_acc: 0.3859, top5_acc: 0.6617, loss_cls: 2.5898, loss: 4.2225, grad_norm: 6.7205 2021-12-03 01:32:30,209 - mmaction - INFO - Epoch [13][700/1345] lr: 1.000e-02, eta: 2 days, 5:06:21, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.6550, top1_acc: 0.3656, top5_acc: 0.6500, loss_cls: 2.6558, loss: 4.3108, grad_norm: 6.6820 2021-12-03 01:32:49,445 - mmaction - INFO - Epoch [13][720/1345] lr: 1.000e-02, eta: 2 days, 5:05:44, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.6131, top1_acc: 0.3695, top5_acc: 0.6656, loss_cls: 2.5985, loss: 4.2116, grad_norm: 6.6149 2021-12-03 01:33:08,629 - mmaction - INFO - Epoch [13][740/1345] lr: 1.000e-02, eta: 2 days, 5:05:07, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.6425, top1_acc: 0.3945, top5_acc: 0.6578, loss_cls: 2.6339, loss: 4.2765, grad_norm: 6.7374 2021-12-03 01:33:27,843 - mmaction - INFO - Epoch [13][760/1345] lr: 1.000e-02, eta: 2 days, 5:04:31, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5993, top1_acc: 0.3969, top5_acc: 0.6703, loss_cls: 2.5427, loss: 4.1420, grad_norm: 6.6506 2021-12-03 01:33:47,094 - mmaction - INFO - Epoch [13][780/1345] lr: 1.000e-02, eta: 2 days, 5:03:55, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.6418, top1_acc: 0.3789, top5_acc: 0.6602, loss_cls: 2.6563, loss: 4.2981, grad_norm: 6.9936 2021-12-03 01:34:06,333 - mmaction - INFO - Epoch [13][800/1345] lr: 1.000e-02, eta: 2 days, 5:03:18, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.6202, top1_acc: 0.4086, top5_acc: 0.6453, loss_cls: 2.5988, loss: 4.2189, grad_norm: 6.8484 2021-12-03 01:34:25,536 - mmaction - INFO - Epoch [13][820/1345] lr: 1.000e-02, eta: 2 days, 5:02:42, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.6366, top1_acc: 0.3656, top5_acc: 0.6508, loss_cls: 2.5999, loss: 4.2365, grad_norm: 6.7799 2021-12-03 01:34:44,747 - mmaction - INFO - Epoch [13][840/1345] lr: 1.000e-02, eta: 2 days, 5:02:05, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.6324, top1_acc: 0.3688, top5_acc: 0.6594, loss_cls: 2.6146, loss: 4.2471, grad_norm: 6.8198 2021-12-03 01:35:03,963 - mmaction - INFO - Epoch [13][860/1345] lr: 1.000e-02, eta: 2 days, 5:01:29, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.6598, top1_acc: 0.3602, top5_acc: 0.6508, loss_cls: 2.6748, loss: 4.3347, grad_norm: 6.7861 2021-12-03 01:35:23,197 - mmaction - INFO - Epoch [13][880/1345] lr: 1.000e-02, eta: 2 days, 5:00:52, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.6243, top1_acc: 0.3859, top5_acc: 0.6461, loss_cls: 2.6288, loss: 4.2531, grad_norm: 6.5434 2021-12-03 01:35:42,391 - mmaction - INFO - Epoch [13][900/1345] lr: 1.000e-02, eta: 2 days, 5:00:16, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.6410, top1_acc: 0.3805, top5_acc: 0.6523, loss_cls: 2.6384, loss: 4.2794, grad_norm: 6.8394 2021-12-03 01:36:01,618 - mmaction - INFO - Epoch [13][920/1345] lr: 1.000e-02, eta: 2 days, 4:59:40, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5783, top1_acc: 0.4141, top5_acc: 0.6945, loss_cls: 2.4507, loss: 4.0289, grad_norm: 6.7198 2021-12-03 01:36:20,787 - mmaction - INFO - Epoch [13][940/1345] lr: 1.000e-02, eta: 2 days, 4:59:03, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.6224, top1_acc: 0.3859, top5_acc: 0.6594, loss_cls: 2.5984, loss: 4.2207, grad_norm: 6.8442 2021-12-03 01:36:40,000 - mmaction - INFO - Epoch [13][960/1345] lr: 1.000e-02, eta: 2 days, 4:58:27, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5949, top1_acc: 0.3969, top5_acc: 0.6656, loss_cls: 2.5418, loss: 4.1368, grad_norm: 6.7704 2021-12-03 01:36:59,203 - mmaction - INFO - Epoch [13][980/1345] lr: 1.000e-02, eta: 2 days, 4:57:50, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.5915, top1_acc: 0.3969, top5_acc: 0.6680, loss_cls: 2.5488, loss: 4.1404, grad_norm: 6.9012 2021-12-03 01:37:18,378 - mmaction - INFO - Epoch [13][1000/1345] lr: 1.000e-02, eta: 2 days, 4:57:14, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.6059, top1_acc: 0.3797, top5_acc: 0.6672, loss_cls: 2.5385, loss: 4.1445, grad_norm: 6.7205 2021-12-03 01:37:37,569 - mmaction - INFO - Epoch [13][1020/1345] lr: 1.000e-02, eta: 2 days, 4:56:37, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.6518, top1_acc: 0.3578, top5_acc: 0.6391, loss_cls: 2.7035, loss: 4.3553, grad_norm: 6.9092 2021-12-03 01:37:56,763 - mmaction - INFO - Epoch [13][1040/1345] lr: 1.000e-02, eta: 2 days, 4:56:01, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.6038, top1_acc: 0.3883, top5_acc: 0.6602, loss_cls: 2.5814, loss: 4.1852, grad_norm: 6.7128 2021-12-03 01:38:15,959 - mmaction - INFO - Epoch [13][1060/1345] lr: 1.000e-02, eta: 2 days, 4:55:25, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.5881, top1_acc: 0.4016, top5_acc: 0.7016, loss_cls: 2.5116, loss: 4.0997, grad_norm: 6.7860 2021-12-03 01:38:35,154 - mmaction - INFO - Epoch [13][1080/1345] lr: 1.000e-02, eta: 2 days, 4:54:49, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.5987, top1_acc: 0.3828, top5_acc: 0.6758, loss_cls: 2.5205, loss: 4.1191, grad_norm: 6.8073 2021-12-03 01:38:54,323 - mmaction - INFO - Epoch [13][1100/1345] lr: 1.000e-02, eta: 2 days, 4:54:12, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.6286, top1_acc: 0.3883, top5_acc: 0.6625, loss_cls: 2.5705, loss: 4.1991, grad_norm: 6.8313 2021-12-03 01:39:13,528 - mmaction - INFO - Epoch [13][1120/1345] lr: 1.000e-02, eta: 2 days, 4:53:36, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.6040, top1_acc: 0.3680, top5_acc: 0.6555, loss_cls: 2.6498, loss: 4.2539, grad_norm: 7.0027 2021-12-03 01:39:32,697 - mmaction - INFO - Epoch [13][1140/1345] lr: 1.000e-02, eta: 2 days, 4:53:00, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.6502, top1_acc: 0.3844, top5_acc: 0.6469, loss_cls: 2.6319, loss: 4.2821, grad_norm: 6.9204 2021-12-03 01:39:51,877 - mmaction - INFO - Epoch [13][1160/1345] lr: 1.000e-02, eta: 2 days, 4:52:24, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.5996, top1_acc: 0.3750, top5_acc: 0.6672, loss_cls: 2.5538, loss: 4.1534, grad_norm: 6.6879 2021-12-03 01:40:11,068 - mmaction - INFO - Epoch [13][1180/1345] lr: 1.000e-02, eta: 2 days, 4:51:47, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.6216, top1_acc: 0.3898, top5_acc: 0.6609, loss_cls: 2.6146, loss: 4.2362, grad_norm: 6.7122 2021-12-03 01:40:30,263 - mmaction - INFO - Epoch [13][1200/1345] lr: 1.000e-02, eta: 2 days, 4:51:12, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.5999, top1_acc: 0.3820, top5_acc: 0.6836, loss_cls: 2.5665, loss: 4.1664, grad_norm: 6.7710 2021-12-03 01:40:49,450 - mmaction - INFO - Epoch [13][1220/1345] lr: 1.000e-02, eta: 2 days, 4:50:35, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.6388, top1_acc: 0.3633, top5_acc: 0.6430, loss_cls: 2.6664, loss: 4.3052, grad_norm: 6.9876 2021-12-03 01:41:08,655 - mmaction - INFO - Epoch [13][1240/1345] lr: 1.000e-02, eta: 2 days, 4:50:00, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.6366, top1_acc: 0.3648, top5_acc: 0.6438, loss_cls: 2.6546, loss: 4.2912, grad_norm: 6.6926 2021-12-03 01:41:27,873 - mmaction - INFO - Epoch [13][1260/1345] lr: 1.000e-02, eta: 2 days, 4:49:24, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5928, top1_acc: 0.3742, top5_acc: 0.6695, loss_cls: 2.5563, loss: 4.1491, grad_norm: 6.8064 2021-12-03 01:41:47,087 - mmaction - INFO - Epoch [13][1280/1345] lr: 1.000e-02, eta: 2 days, 4:48:48, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5854, top1_acc: 0.3953, top5_acc: 0.6742, loss_cls: 2.5432, loss: 4.1286, grad_norm: 6.6511 2021-12-03 01:42:06,271 - mmaction - INFO - Epoch [13][1300/1345] lr: 1.000e-02, eta: 2 days, 4:48:13, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.6247, top1_acc: 0.3797, top5_acc: 0.6672, loss_cls: 2.5949, loss: 4.2196, grad_norm: 6.9178 2021-12-03 01:42:25,468 - mmaction - INFO - Epoch [13][1320/1345] lr: 1.000e-02, eta: 2 days, 4:47:37, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.6177, top1_acc: 0.3969, top5_acc: 0.6836, loss_cls: 2.5207, loss: 4.1384, grad_norm: 6.8845 2021-12-03 01:42:44,722 - mmaction - INFO - Epoch [13][1340/1345] lr: 1.000e-02, eta: 2 days, 4:47:02, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.6466, top1_acc: 0.3727, top5_acc: 0.6477, loss_cls: 2.6390, loss: 4.2856, grad_norm: 6.9303 2021-12-03 01:42:50,315 - mmaction - INFO - Saving checkpoint at 13 epochs 2021-12-03 01:44:56,539 - mmaction - INFO - Epoch [14][20/1345] lr: 1.000e-02, eta: 2 days, 5:03:46, time: 6.180, data_time: 5.220, memory: 8232, loss_aux: 1.5728, top1_acc: 0.4148, top5_acc: 0.6711, loss_cls: 2.5438, loss: 4.1166, grad_norm: 6.7112 2021-12-03 01:45:15,623 - mmaction - INFO - Epoch [14][40/1345] lr: 1.000e-02, eta: 2 days, 5:03:07, time: 0.954, data_time: 0.003, memory: 8232, loss_aux: 1.6289, top1_acc: 0.3914, top5_acc: 0.6703, loss_cls: 2.5957, loss: 4.2245, grad_norm: 6.7491 2021-12-03 01:45:34,769 - mmaction - INFO - Epoch [14][60/1345] lr: 1.000e-02, eta: 2 days, 5:02:30, time: 0.958, data_time: 0.002, memory: 8232, loss_aux: 1.5987, top1_acc: 0.3914, top5_acc: 0.6828, loss_cls: 2.5285, loss: 4.1272, grad_norm: 6.7356 2021-12-03 01:45:53,877 - mmaction - INFO - Epoch [14][80/1345] lr: 1.000e-02, eta: 2 days, 5:01:52, time: 0.955, data_time: 0.001, memory: 8232, loss_aux: 1.5707, top1_acc: 0.4102, top5_acc: 0.7086, loss_cls: 2.4628, loss: 4.0335, grad_norm: 6.7299 2021-12-03 01:46:13,054 - mmaction - INFO - Epoch [14][100/1345] lr: 1.000e-02, eta: 2 days, 5:01:15, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.6110, top1_acc: 0.3758, top5_acc: 0.6602, loss_cls: 2.5357, loss: 4.1467, grad_norm: 6.6490 2021-12-03 01:46:32,234 - mmaction - INFO - Epoch [14][120/1345] lr: 1.000e-02, eta: 2 days, 5:00:38, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.5779, top1_acc: 0.4125, top5_acc: 0.6813, loss_cls: 2.4514, loss: 4.0293, grad_norm: 6.7851 2021-12-03 01:46:51,431 - mmaction - INFO - Epoch [14][140/1345] lr: 1.000e-02, eta: 2 days, 5:00:02, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.5858, top1_acc: 0.4023, top5_acc: 0.6766, loss_cls: 2.5176, loss: 4.1034, grad_norm: 6.5822 2021-12-03 01:47:10,653 - mmaction - INFO - Epoch [14][160/1345] lr: 1.000e-02, eta: 2 days, 4:59:25, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5704, top1_acc: 0.3734, top5_acc: 0.6789, loss_cls: 2.5088, loss: 4.0793, grad_norm: 6.8480 2021-12-03 01:47:29,859 - mmaction - INFO - Epoch [14][180/1345] lr: 1.000e-02, eta: 2 days, 4:58:49, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.6056, top1_acc: 0.4031, top5_acc: 0.6703, loss_cls: 2.5056, loss: 4.1112, grad_norm: 6.8682 2021-12-03 01:47:49,080 - mmaction - INFO - Epoch [14][200/1345] lr: 1.000e-02, eta: 2 days, 4:58:12, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.6240, top1_acc: 0.3867, top5_acc: 0.6398, loss_cls: 2.5859, loss: 4.2099, grad_norm: 6.8358 2021-12-03 01:48:08,315 - mmaction - INFO - Epoch [14][220/1345] lr: 1.000e-02, eta: 2 days, 4:57:36, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.6155, top1_acc: 0.3797, top5_acc: 0.6594, loss_cls: 2.5790, loss: 4.1944, grad_norm: 6.7836 2021-12-03 01:48:27,503 - mmaction - INFO - Epoch [14][240/1345] lr: 1.000e-02, eta: 2 days, 4:57:00, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.5841, top1_acc: 0.4102, top5_acc: 0.6727, loss_cls: 2.4939, loss: 4.0779, grad_norm: 6.6526 2021-12-03 01:48:46,725 - mmaction - INFO - Epoch [14][260/1345] lr: 1.000e-02, eta: 2 days, 4:56:23, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5895, top1_acc: 0.3891, top5_acc: 0.6617, loss_cls: 2.5368, loss: 4.1263, grad_norm: 6.9085 2021-12-03 01:49:05,963 - mmaction - INFO - Epoch [14][280/1345] lr: 1.000e-02, eta: 2 days, 4:55:47, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.6021, top1_acc: 0.4086, top5_acc: 0.6953, loss_cls: 2.4888, loss: 4.0909, grad_norm: 6.9763 2021-12-03 01:49:25,190 - mmaction - INFO - Epoch [14][300/1345] lr: 1.000e-02, eta: 2 days, 4:55:11, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5416, top1_acc: 0.4313, top5_acc: 0.6906, loss_cls: 2.4225, loss: 3.9641, grad_norm: 6.6645 2021-12-03 01:49:44,417 - mmaction - INFO - Epoch [14][320/1345] lr: 1.000e-02, eta: 2 days, 4:54:35, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5995, top1_acc: 0.3867, top5_acc: 0.6664, loss_cls: 2.5687, loss: 4.1681, grad_norm: 7.0709 2021-12-03 01:50:03,640 - mmaction - INFO - Epoch [14][340/1345] lr: 1.000e-02, eta: 2 days, 4:53:59, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5811, top1_acc: 0.3977, top5_acc: 0.6797, loss_cls: 2.5012, loss: 4.0823, grad_norm: 6.7432 2021-12-03 01:50:22,903 - mmaction - INFO - Epoch [14][360/1345] lr: 1.000e-02, eta: 2 days, 4:53:23, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.6161, top1_acc: 0.3688, top5_acc: 0.6477, loss_cls: 2.6064, loss: 4.2225, grad_norm: 6.9743 2021-12-03 01:50:42,088 - mmaction - INFO - Epoch [14][380/1345] lr: 1.000e-02, eta: 2 days, 4:52:47, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.6143, top1_acc: 0.3750, top5_acc: 0.6734, loss_cls: 2.5867, loss: 4.2010, grad_norm: 6.8923 2021-12-03 01:51:01,299 - mmaction - INFO - Epoch [14][400/1345] lr: 1.000e-02, eta: 2 days, 4:52:11, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5948, top1_acc: 0.4008, top5_acc: 0.6781, loss_cls: 2.5223, loss: 4.1172, grad_norm: 6.8019 2021-12-03 01:51:20,533 - mmaction - INFO - Epoch [14][420/1345] lr: 1.000e-02, eta: 2 days, 4:51:35, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.5817, top1_acc: 0.3820, top5_acc: 0.6773, loss_cls: 2.5951, loss: 4.1768, grad_norm: 6.9519 2021-12-03 01:51:39,753 - mmaction - INFO - Epoch [14][440/1345] lr: 1.000e-02, eta: 2 days, 4:50:59, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.6048, top1_acc: 0.3844, top5_acc: 0.6648, loss_cls: 2.5648, loss: 4.1695, grad_norm: 6.8104 2021-12-03 01:51:58,972 - mmaction - INFO - Epoch [14][460/1345] lr: 1.000e-02, eta: 2 days, 4:50:23, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5889, top1_acc: 0.3883, top5_acc: 0.6586, loss_cls: 2.5878, loss: 4.1767, grad_norm: 7.1405 2021-12-03 01:52:18,166 - mmaction - INFO - Epoch [14][480/1345] lr: 1.000e-02, eta: 2 days, 4:49:47, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.5978, top1_acc: 0.4055, top5_acc: 0.6617, loss_cls: 2.5515, loss: 4.1494, grad_norm: 6.7738 2021-12-03 01:52:37,377 - mmaction - INFO - Epoch [14][500/1345] lr: 1.000e-02, eta: 2 days, 4:49:12, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.6107, top1_acc: 0.3812, top5_acc: 0.6469, loss_cls: 2.6208, loss: 4.2316, grad_norm: 6.8408 2021-12-03 01:52:56,583 - mmaction - INFO - Epoch [14][520/1345] lr: 1.000e-02, eta: 2 days, 4:48:36, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.6286, top1_acc: 0.3883, top5_acc: 0.6617, loss_cls: 2.6252, loss: 4.2538, grad_norm: 6.9939 2021-12-03 01:53:15,771 - mmaction - INFO - Epoch [14][540/1345] lr: 1.000e-02, eta: 2 days, 4:48:00, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.6272, top1_acc: 0.3828, top5_acc: 0.6477, loss_cls: 2.6409, loss: 4.2681, grad_norm: 6.9098 2021-12-03 01:53:34,972 - mmaction - INFO - Epoch [14][560/1345] lr: 1.000e-02, eta: 2 days, 4:47:24, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.5718, top1_acc: 0.4000, top5_acc: 0.6719, loss_cls: 2.5533, loss: 4.1252, grad_norm: 6.8284 2021-12-03 01:53:54,167 - mmaction - INFO - Epoch [14][580/1345] lr: 1.000e-02, eta: 2 days, 4:46:48, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.6206, top1_acc: 0.3914, top5_acc: 0.6461, loss_cls: 2.6276, loss: 4.2483, grad_norm: 6.9201 2021-12-03 01:54:13,355 - mmaction - INFO - Epoch [14][600/1345] lr: 1.000e-02, eta: 2 days, 4:46:12, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.6122, top1_acc: 0.3844, top5_acc: 0.6625, loss_cls: 2.5614, loss: 4.1736, grad_norm: 6.7595 2021-12-03 01:54:32,548 - mmaction - INFO - Epoch [14][620/1345] lr: 1.000e-02, eta: 2 days, 4:45:36, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.5639, top1_acc: 0.4078, top5_acc: 0.6844, loss_cls: 2.4641, loss: 4.0280, grad_norm: 6.9100 2021-12-03 01:54:51,723 - mmaction - INFO - Epoch [14][640/1345] lr: 1.000e-02, eta: 2 days, 4:45:00, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.6240, top1_acc: 0.3766, top5_acc: 0.6516, loss_cls: 2.6183, loss: 4.2423, grad_norm: 6.7851 2021-12-03 01:55:10,922 - mmaction - INFO - Epoch [14][660/1345] lr: 1.000e-02, eta: 2 days, 4:44:24, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.6055, top1_acc: 0.3937, top5_acc: 0.6562, loss_cls: 2.5663, loss: 4.1718, grad_norm: 6.8269 2021-12-03 01:55:30,130 - mmaction - INFO - Epoch [14][680/1345] lr: 1.000e-02, eta: 2 days, 4:43:49, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.6327, top1_acc: 0.3773, top5_acc: 0.6477, loss_cls: 2.6295, loss: 4.2622, grad_norm: 6.9413 2021-12-03 01:55:49,326 - mmaction - INFO - Epoch [14][700/1345] lr: 1.000e-02, eta: 2 days, 4:43:13, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.6255, top1_acc: 0.3781, top5_acc: 0.6523, loss_cls: 2.6162, loss: 4.2417, grad_norm: 6.9031 2021-12-03 01:56:08,515 - mmaction - INFO - Epoch [14][720/1345] lr: 1.000e-02, eta: 2 days, 4:42:37, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.6330, top1_acc: 0.3820, top5_acc: 0.6438, loss_cls: 2.6525, loss: 4.2855, grad_norm: 6.9613 2021-12-03 01:56:27,712 - mmaction - INFO - Epoch [14][740/1345] lr: 1.000e-02, eta: 2 days, 4:42:02, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.6243, top1_acc: 0.3977, top5_acc: 0.6664, loss_cls: 2.6029, loss: 4.2273, grad_norm: 6.8961 2021-12-03 01:56:46,898 - mmaction - INFO - Epoch [14][760/1345] lr: 1.000e-02, eta: 2 days, 4:41:26, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.6179, top1_acc: 0.3859, top5_acc: 0.6367, loss_cls: 2.6183, loss: 4.2362, grad_norm: 6.9578 2021-12-03 01:57:06,114 - mmaction - INFO - Epoch [14][780/1345] lr: 1.000e-02, eta: 2 days, 4:40:51, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.6121, top1_acc: 0.3727, top5_acc: 0.6500, loss_cls: 2.6097, loss: 4.2217, grad_norm: 7.1268 2021-12-03 01:57:25,326 - mmaction - INFO - Epoch [14][800/1345] lr: 1.000e-02, eta: 2 days, 4:40:16, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5668, top1_acc: 0.3922, top5_acc: 0.6695, loss_cls: 2.5476, loss: 4.1144, grad_norm: 6.7789 2021-12-03 01:57:44,560 - mmaction - INFO - Epoch [14][820/1345] lr: 1.000e-02, eta: 2 days, 4:39:40, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.5606, top1_acc: 0.4039, top5_acc: 0.6781, loss_cls: 2.4867, loss: 4.0474, grad_norm: 6.6716 2021-12-03 01:58:03,767 - mmaction - INFO - Epoch [14][840/1345] lr: 1.000e-02, eta: 2 days, 4:39:05, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.6131, top1_acc: 0.3875, top5_acc: 0.6648, loss_cls: 2.5717, loss: 4.1849, grad_norm: 6.9261 2021-12-03 01:58:22,960 - mmaction - INFO - Epoch [14][860/1345] lr: 1.000e-02, eta: 2 days, 4:38:30, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.6109, top1_acc: 0.3945, top5_acc: 0.6539, loss_cls: 2.5541, loss: 4.1649, grad_norm: 6.8219 2021-12-03 01:58:42,216 - mmaction - INFO - Epoch [14][880/1345] lr: 1.000e-02, eta: 2 days, 4:37:55, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.5893, top1_acc: 0.3977, top5_acc: 0.6898, loss_cls: 2.5434, loss: 4.1327, grad_norm: 7.0291 2021-12-03 01:59:01,445 - mmaction - INFO - Epoch [14][900/1345] lr: 1.000e-02, eta: 2 days, 4:37:20, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5936, top1_acc: 0.4031, top5_acc: 0.6797, loss_cls: 2.4905, loss: 4.0841, grad_norm: 6.8680 2021-12-03 01:59:20,694 - mmaction - INFO - Epoch [14][920/1345] lr: 1.000e-02, eta: 2 days, 4:36:45, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.5688, top1_acc: 0.4031, top5_acc: 0.6836, loss_cls: 2.4696, loss: 4.0384, grad_norm: 6.8301 2021-12-03 01:59:39,915 - mmaction - INFO - Epoch [14][940/1345] lr: 1.000e-02, eta: 2 days, 4:36:10, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.6529, top1_acc: 0.3875, top5_acc: 0.6492, loss_cls: 2.6289, loss: 4.2818, grad_norm: 6.7990 2021-12-03 01:59:59,167 - mmaction - INFO - Epoch [14][960/1345] lr: 1.000e-02, eta: 2 days, 4:35:36, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.5864, top1_acc: 0.4023, top5_acc: 0.6813, loss_cls: 2.5404, loss: 4.1268, grad_norm: 6.7932 2021-12-03 02:00:18,471 - mmaction - INFO - Epoch [14][980/1345] lr: 1.000e-02, eta: 2 days, 4:35:02, time: 0.965, data_time: 0.001, memory: 8232, loss_aux: 1.5654, top1_acc: 0.4031, top5_acc: 0.6914, loss_cls: 2.4767, loss: 4.0421, grad_norm: 6.8884 2021-12-03 02:00:37,761 - mmaction - INFO - Epoch [14][1000/1345] lr: 1.000e-02, eta: 2 days, 4:34:27, time: 0.965, data_time: 0.001, memory: 8232, loss_aux: 1.6120, top1_acc: 0.3758, top5_acc: 0.6742, loss_cls: 2.5553, loss: 4.1673, grad_norm: 6.8498 2021-12-03 02:00:57,080 - mmaction - INFO - Epoch [14][1020/1345] lr: 1.000e-02, eta: 2 days, 4:33:53, time: 0.966, data_time: 0.001, memory: 8232, loss_aux: 1.5909, top1_acc: 0.3680, top5_acc: 0.6547, loss_cls: 2.5882, loss: 4.1791, grad_norm: 6.8861 2021-12-03 02:01:16,353 - mmaction - INFO - Epoch [14][1040/1345] lr: 1.000e-02, eta: 2 days, 4:33:19, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 1.6387, top1_acc: 0.3781, top5_acc: 0.6477, loss_cls: 2.6177, loss: 4.2564, grad_norm: 7.0045 2021-12-03 02:01:35,591 - mmaction - INFO - Epoch [14][1060/1345] lr: 1.000e-02, eta: 2 days, 4:32:45, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.5753, top1_acc: 0.4117, top5_acc: 0.6641, loss_cls: 2.5177, loss: 4.0930, grad_norm: 6.9091 2021-12-03 02:01:54,846 - mmaction - INFO - Epoch [14][1080/1345] lr: 1.000e-02, eta: 2 days, 4:32:10, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.6098, top1_acc: 0.3703, top5_acc: 0.6594, loss_cls: 2.6302, loss: 4.2399, grad_norm: 6.9795 2021-12-03 02:02:14,070 - mmaction - INFO - Epoch [14][1100/1345] lr: 1.000e-02, eta: 2 days, 4:31:35, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5896, top1_acc: 0.3961, top5_acc: 0.6758, loss_cls: 2.5516, loss: 4.1412, grad_norm: 6.8229 2021-12-03 02:02:33,314 - mmaction - INFO - Epoch [14][1120/1345] lr: 1.000e-02, eta: 2 days, 4:31:01, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.6404, top1_acc: 0.3742, top5_acc: 0.6602, loss_cls: 2.6566, loss: 4.2969, grad_norm: 6.9608 2021-12-03 02:02:52,574 - mmaction - INFO - Epoch [14][1140/1345] lr: 1.000e-02, eta: 2 days, 4:30:27, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.5886, top1_acc: 0.4008, top5_acc: 0.6734, loss_cls: 2.5615, loss: 4.1501, grad_norm: 6.7672 2021-12-03 02:03:11,824 - mmaction - INFO - Epoch [14][1160/1345] lr: 1.000e-02, eta: 2 days, 4:29:52, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.5979, top1_acc: 0.3719, top5_acc: 0.6898, loss_cls: 2.5056, loss: 4.1035, grad_norm: 6.6453 2021-12-03 02:03:31,049 - mmaction - INFO - Epoch [14][1180/1345] lr: 1.000e-02, eta: 2 days, 4:29:18, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5797, top1_acc: 0.3969, top5_acc: 0.6680, loss_cls: 2.5455, loss: 4.1252, grad_norm: 6.7763 2021-12-03 02:03:50,304 - mmaction - INFO - Epoch [14][1200/1345] lr: 1.000e-02, eta: 2 days, 4:28:44, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.6125, top1_acc: 0.3766, top5_acc: 0.6594, loss_cls: 2.6048, loss: 4.2173, grad_norm: 6.8755 2021-12-03 02:04:09,550 - mmaction - INFO - Epoch [14][1220/1345] lr: 1.000e-02, eta: 2 days, 4:28:09, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.5788, top1_acc: 0.4047, top5_acc: 0.6789, loss_cls: 2.5075, loss: 4.0863, grad_norm: 6.6218 2021-12-03 02:04:28,802 - mmaction - INFO - Epoch [14][1240/1345] lr: 1.000e-02, eta: 2 days, 4:27:35, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.5958, top1_acc: 0.3922, top5_acc: 0.6828, loss_cls: 2.5395, loss: 4.1353, grad_norm: 6.8226 2021-12-03 02:04:48,003 - mmaction - INFO - Epoch [14][1260/1345] lr: 1.000e-02, eta: 2 days, 4:27:00, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.6060, top1_acc: 0.3844, top5_acc: 0.6617, loss_cls: 2.5673, loss: 4.1733, grad_norm: 6.8492 2021-12-03 02:05:07,212 - mmaction - INFO - Epoch [14][1280/1345] lr: 1.000e-02, eta: 2 days, 4:26:26, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.6141, top1_acc: 0.3883, top5_acc: 0.6672, loss_cls: 2.5921, loss: 4.2061, grad_norm: 6.8342 2021-12-03 02:05:26,419 - mmaction - INFO - Epoch [14][1300/1345] lr: 1.000e-02, eta: 2 days, 4:25:51, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.6169, top1_acc: 0.3773, top5_acc: 0.6594, loss_cls: 2.5868, loss: 4.2037, grad_norm: 6.8868 2021-12-03 02:05:45,616 - mmaction - INFO - Epoch [14][1320/1345] lr: 1.000e-02, eta: 2 days, 4:25:17, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.6431, top1_acc: 0.3602, top5_acc: 0.6602, loss_cls: 2.6222, loss: 4.2653, grad_norm: 6.9235 2021-12-03 02:06:04,856 - mmaction - INFO - Epoch [14][1340/1345] lr: 1.000e-02, eta: 2 days, 4:24:43, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.5710, top1_acc: 0.3961, top5_acc: 0.6641, loss_cls: 2.5483, loss: 4.1193, grad_norm: 6.8037 2021-12-03 02:06:12,405 - mmaction - INFO - Saving checkpoint at 14 epochs 2021-12-03 02:08:25,947 - mmaction - INFO - Epoch [15][20/1345] lr: 1.000e-02, eta: 2 days, 4:41:15, time: 6.534, data_time: 5.516, memory: 8232, loss_aux: 1.6008, top1_acc: 0.3977, top5_acc: 0.6805, loss_cls: 2.5597, loss: 4.1605, grad_norm: 6.9382 2021-12-03 02:08:45,040 - mmaction - INFO - Epoch [15][40/1345] lr: 1.000e-02, eta: 2 days, 4:40:38, time: 0.955, data_time: 0.003, memory: 8232, loss_aux: 1.6541, top1_acc: 0.3695, top5_acc: 0.6531, loss_cls: 2.6723, loss: 4.3264, grad_norm: 6.9920 2021-12-03 02:09:04,141 - mmaction - INFO - Epoch [15][60/1345] lr: 1.000e-02, eta: 2 days, 4:40:01, time: 0.955, data_time: 0.002, memory: 8232, loss_aux: 1.5894, top1_acc: 0.3844, top5_acc: 0.6703, loss_cls: 2.5425, loss: 4.1318, grad_norm: 6.8219 2021-12-03 02:09:23,283 - mmaction - INFO - Epoch [15][80/1345] lr: 1.000e-02, eta: 2 days, 4:39:25, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 1.6013, top1_acc: 0.3898, top5_acc: 0.6852, loss_cls: 2.5317, loss: 4.1330, grad_norm: 6.7635 2021-12-03 02:09:42,393 - mmaction - INFO - Epoch [15][100/1345] lr: 1.000e-02, eta: 2 days, 4:38:49, time: 0.956, data_time: 0.001, memory: 8232, loss_aux: 1.5764, top1_acc: 0.4117, top5_acc: 0.6836, loss_cls: 2.4730, loss: 4.0495, grad_norm: 6.8713 2021-12-03 02:10:01,588 - mmaction - INFO - Epoch [15][120/1345] lr: 1.000e-02, eta: 2 days, 4:38:13, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.5814, top1_acc: 0.3930, top5_acc: 0.6828, loss_cls: 2.5179, loss: 4.0993, grad_norm: 6.7797 2021-12-03 02:10:20,759 - mmaction - INFO - Epoch [15][140/1345] lr: 1.000e-02, eta: 2 days, 4:37:37, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.6182, top1_acc: 0.3828, top5_acc: 0.6633, loss_cls: 2.6010, loss: 4.2192, grad_norm: 6.9693 2021-12-03 02:10:39,905 - mmaction - INFO - Epoch [15][160/1345] lr: 1.000e-02, eta: 2 days, 4:37:01, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 1.5789, top1_acc: 0.4023, top5_acc: 0.6781, loss_cls: 2.5121, loss: 4.0910, grad_norm: 6.8151 2021-12-03 02:10:59,088 - mmaction - INFO - Epoch [15][180/1345] lr: 1.000e-02, eta: 2 days, 4:36:26, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.5801, top1_acc: 0.4023, top5_acc: 0.6742, loss_cls: 2.4986, loss: 4.0787, grad_norm: 6.8996 2021-12-03 02:11:18,265 - mmaction - INFO - Epoch [15][200/1345] lr: 1.000e-02, eta: 2 days, 4:35:50, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.5655, top1_acc: 0.4148, top5_acc: 0.6961, loss_cls: 2.4552, loss: 4.0207, grad_norm: 6.7600 2021-12-03 02:11:37,443 - mmaction - INFO - Epoch [15][220/1345] lr: 1.000e-02, eta: 2 days, 4:35:15, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.5798, top1_acc: 0.4000, top5_acc: 0.6656, loss_cls: 2.5303, loss: 4.1101, grad_norm: 6.7502 2021-12-03 02:11:56,647 - mmaction - INFO - Epoch [15][240/1345] lr: 1.000e-02, eta: 2 days, 4:34:39, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.5714, top1_acc: 0.4234, top5_acc: 0.6969, loss_cls: 2.4477, loss: 4.0191, grad_norm: 6.7969 2021-12-03 02:12:15,873 - mmaction - INFO - Epoch [15][260/1345] lr: 1.000e-02, eta: 2 days, 4:34:04, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5959, top1_acc: 0.3836, top5_acc: 0.6672, loss_cls: 2.5558, loss: 4.1517, grad_norm: 6.8816 2021-12-03 02:12:35,079 - mmaction - INFO - Epoch [15][280/1345] lr: 1.000e-02, eta: 2 days, 4:33:29, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.5553, top1_acc: 0.4055, top5_acc: 0.6789, loss_cls: 2.4441, loss: 3.9994, grad_norm: 6.8519 2021-12-03 02:12:54,321 - mmaction - INFO - Epoch [15][300/1345] lr: 1.000e-02, eta: 2 days, 4:32:54, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.5710, top1_acc: 0.3945, top5_acc: 0.6844, loss_cls: 2.4923, loss: 4.0632, grad_norm: 6.9434 2021-12-03 02:13:13,547 - mmaction - INFO - Epoch [15][320/1345] lr: 1.000e-02, eta: 2 days, 4:32:19, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5845, top1_acc: 0.3969, top5_acc: 0.6695, loss_cls: 2.5456, loss: 4.1301, grad_norm: 6.8109 2021-12-03 02:13:32,783 - mmaction - INFO - Epoch [15][340/1345] lr: 1.000e-02, eta: 2 days, 4:31:44, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.5866, top1_acc: 0.3937, top5_acc: 0.6750, loss_cls: 2.5399, loss: 4.1265, grad_norm: 6.9117 2021-12-03 02:13:52,027 - mmaction - INFO - Epoch [15][360/1345] lr: 1.000e-02, eta: 2 days, 4:31:10, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.5942, top1_acc: 0.3820, top5_acc: 0.6719, loss_cls: 2.5652, loss: 4.1594, grad_norm: 7.0586 2021-12-03 02:14:11,227 - mmaction - INFO - Epoch [15][380/1345] lr: 1.000e-02, eta: 2 days, 4:30:35, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.5695, top1_acc: 0.3922, top5_acc: 0.6898, loss_cls: 2.4708, loss: 4.0404, grad_norm: 6.8784 2021-12-03 02:14:30,470 - mmaction - INFO - Epoch [15][400/1345] lr: 1.000e-02, eta: 2 days, 4:30:00, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.6244, top1_acc: 0.3648, top5_acc: 0.6414, loss_cls: 2.6473, loss: 4.2716, grad_norm: 7.1659 2021-12-03 02:14:49,719 - mmaction - INFO - Epoch [15][420/1345] lr: 1.000e-02, eta: 2 days, 4:29:25, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.5872, top1_acc: 0.4156, top5_acc: 0.6609, loss_cls: 2.5461, loss: 4.1333, grad_norm: 6.7170 2021-12-03 02:15:08,972 - mmaction - INFO - Epoch [15][440/1345] lr: 1.000e-02, eta: 2 days, 4:28:51, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.6010, top1_acc: 0.4094, top5_acc: 0.6680, loss_cls: 2.5658, loss: 4.1668, grad_norm: 6.7896 2021-12-03 02:15:28,206 - mmaction - INFO - Epoch [15][460/1345] lr: 1.000e-02, eta: 2 days, 4:28:16, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.5286, top1_acc: 0.4227, top5_acc: 0.6898, loss_cls: 2.4390, loss: 3.9676, grad_norm: 6.6548 2021-12-03 02:15:47,465 - mmaction - INFO - Epoch [15][480/1345] lr: 1.000e-02, eta: 2 days, 4:27:42, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.6024, top1_acc: 0.4023, top5_acc: 0.6719, loss_cls: 2.5412, loss: 4.1437, grad_norm: 6.8567 2021-12-03 02:16:06,695 - mmaction - INFO - Epoch [15][500/1345] lr: 1.000e-02, eta: 2 days, 4:27:07, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5948, top1_acc: 0.4141, top5_acc: 0.6766, loss_cls: 2.5014, loss: 4.0962, grad_norm: 6.8531 2021-12-03 02:16:25,935 - mmaction - INFO - Epoch [15][520/1345] lr: 1.000e-02, eta: 2 days, 4:26:33, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.5787, top1_acc: 0.3859, top5_acc: 0.6680, loss_cls: 2.5278, loss: 4.1065, grad_norm: 6.9096 2021-12-03 02:16:45,186 - mmaction - INFO - Epoch [15][540/1345] lr: 1.000e-02, eta: 2 days, 4:25:58, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.6181, top1_acc: 0.3695, top5_acc: 0.6773, loss_cls: 2.5876, loss: 4.2057, grad_norm: 6.9278 2021-12-03 02:17:04,451 - mmaction - INFO - Epoch [15][560/1345] lr: 1.000e-02, eta: 2 days, 4:25:24, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.5802, top1_acc: 0.3992, top5_acc: 0.6750, loss_cls: 2.5435, loss: 4.1236, grad_norm: 6.9226 2021-12-03 02:17:23,709 - mmaction - INFO - Epoch [15][580/1345] lr: 1.000e-02, eta: 2 days, 4:24:50, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.5331, top1_acc: 0.4234, top5_acc: 0.6852, loss_cls: 2.4443, loss: 3.9774, grad_norm: 6.7554 2021-12-03 02:17:42,973 - mmaction - INFO - Epoch [15][600/1345] lr: 1.000e-02, eta: 2 days, 4:24:16, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.5702, top1_acc: 0.4094, top5_acc: 0.6703, loss_cls: 2.5170, loss: 4.0872, grad_norm: 7.0058 2021-12-03 02:18:02,213 - mmaction - INFO - Epoch [15][620/1345] lr: 1.000e-02, eta: 2 days, 4:23:42, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.5924, top1_acc: 0.3758, top5_acc: 0.6523, loss_cls: 2.6105, loss: 4.2029, grad_norm: 7.0367 2021-12-03 02:18:21,466 - mmaction - INFO - Epoch [15][640/1345] lr: 1.000e-02, eta: 2 days, 4:23:07, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.5370, top1_acc: 0.4016, top5_acc: 0.6727, loss_cls: 2.4516, loss: 3.9885, grad_norm: 6.8899 2021-12-03 02:18:40,710 - mmaction - INFO - Epoch [15][660/1345] lr: 1.000e-02, eta: 2 days, 4:22:33, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.5879, top1_acc: 0.4039, top5_acc: 0.6844, loss_cls: 2.4870, loss: 4.0749, grad_norm: 6.8397 2021-12-03 02:18:59,934 - mmaction - INFO - Epoch [15][680/1345] lr: 1.000e-02, eta: 2 days, 4:21:59, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5575, top1_acc: 0.3898, top5_acc: 0.6531, loss_cls: 2.5310, loss: 4.0885, grad_norm: 6.8312 2021-12-03 02:19:19,127 - mmaction - INFO - Epoch [15][700/1345] lr: 1.000e-02, eta: 2 days, 4:21:24, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.5718, top1_acc: 0.4055, top5_acc: 0.6687, loss_cls: 2.4689, loss: 4.0407, grad_norm: 6.9026 2021-12-03 02:19:38,355 - mmaction - INFO - Epoch [15][720/1345] lr: 1.000e-02, eta: 2 days, 4:20:50, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.6377, top1_acc: 0.3594, top5_acc: 0.6562, loss_cls: 2.6503, loss: 4.2880, grad_norm: 7.0637 2021-12-03 02:19:57,547 - mmaction - INFO - Epoch [15][740/1345] lr: 1.000e-02, eta: 2 days, 4:20:15, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.5715, top1_acc: 0.4086, top5_acc: 0.6883, loss_cls: 2.5010, loss: 4.0725, grad_norm: 6.8882 2021-12-03 02:20:16,732 - mmaction - INFO - Epoch [15][760/1345] lr: 1.000e-02, eta: 2 days, 4:19:41, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.5676, top1_acc: 0.3984, top5_acc: 0.6789, loss_cls: 2.4827, loss: 4.0502, grad_norm: 6.8517 2021-12-03 02:20:35,950 - mmaction - INFO - Epoch [15][780/1345] lr: 1.000e-02, eta: 2 days, 4:19:06, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.6049, top1_acc: 0.3750, top5_acc: 0.6711, loss_cls: 2.5295, loss: 4.1344, grad_norm: 6.7243 2021-12-03 02:20:55,140 - mmaction - INFO - Epoch [15][800/1345] lr: 1.000e-02, eta: 2 days, 4:18:32, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.5730, top1_acc: 0.4148, top5_acc: 0.6875, loss_cls: 2.4557, loss: 4.0287, grad_norm: 6.9760 2021-12-03 02:21:14,331 - mmaction - INFO - Epoch [15][820/1345] lr: 1.000e-02, eta: 2 days, 4:17:57, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.6324, top1_acc: 0.3742, top5_acc: 0.6719, loss_cls: 2.6459, loss: 4.2783, grad_norm: 6.9842 2021-12-03 02:21:33,561 - mmaction - INFO - Epoch [15][840/1345] lr: 1.000e-02, eta: 2 days, 4:17:23, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5739, top1_acc: 0.3937, top5_acc: 0.6805, loss_cls: 2.5274, loss: 4.1013, grad_norm: 6.5852 2021-12-03 02:21:52,756 - mmaction - INFO - Epoch [15][860/1345] lr: 1.000e-02, eta: 2 days, 4:16:49, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.5720, top1_acc: 0.4000, top5_acc: 0.6687, loss_cls: 2.4881, loss: 4.0602, grad_norm: 6.7838 2021-12-03 02:22:11,980 - mmaction - INFO - Epoch [15][880/1345] lr: 1.000e-02, eta: 2 days, 4:16:15, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5935, top1_acc: 0.3805, top5_acc: 0.6625, loss_cls: 2.5788, loss: 4.1722, grad_norm: 7.0263 2021-12-03 02:22:31,153 - mmaction - INFO - Epoch [15][900/1345] lr: 1.000e-02, eta: 2 days, 4:15:40, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.5725, top1_acc: 0.4078, top5_acc: 0.6719, loss_cls: 2.4960, loss: 4.0684, grad_norm: 6.8553 2021-12-03 02:22:50,344 - mmaction - INFO - Epoch [15][920/1345] lr: 1.000e-02, eta: 2 days, 4:15:06, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.5826, top1_acc: 0.4102, top5_acc: 0.6789, loss_cls: 2.5073, loss: 4.0899, grad_norm: 6.9320 2021-12-03 02:23:09,564 - mmaction - INFO - Epoch [15][940/1345] lr: 1.000e-02, eta: 2 days, 4:14:32, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.6188, top1_acc: 0.3812, top5_acc: 0.6516, loss_cls: 2.6258, loss: 4.2447, grad_norm: 7.0462 2021-12-03 02:23:28,772 - mmaction - INFO - Epoch [15][960/1345] lr: 1.000e-02, eta: 2 days, 4:13:58, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.5870, top1_acc: 0.3930, top5_acc: 0.6664, loss_cls: 2.5326, loss: 4.1196, grad_norm: 6.9180 2021-12-03 02:23:47,988 - mmaction - INFO - Epoch [15][980/1345] lr: 1.000e-02, eta: 2 days, 4:13:24, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5908, top1_acc: 0.4016, top5_acc: 0.6734, loss_cls: 2.5139, loss: 4.1046, grad_norm: 6.9112 2021-12-03 02:24:07,193 - mmaction - INFO - Epoch [15][1000/1345] lr: 1.000e-02, eta: 2 days, 4:12:50, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.6228, top1_acc: 0.3672, top5_acc: 0.6477, loss_cls: 2.6492, loss: 4.2720, grad_norm: 7.0479 2021-12-03 02:24:26,383 - mmaction - INFO - Epoch [15][1020/1345] lr: 1.000e-02, eta: 2 days, 4:12:15, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.6073, top1_acc: 0.3945, top5_acc: 0.6727, loss_cls: 2.5565, loss: 4.1638, grad_norm: 6.8854 2021-12-03 02:24:45,576 - mmaction - INFO - Epoch [15][1040/1345] lr: 1.000e-02, eta: 2 days, 4:11:41, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.5774, top1_acc: 0.3898, top5_acc: 0.6766, loss_cls: 2.5099, loss: 4.0872, grad_norm: 6.7006 2021-12-03 02:25:04,762 - mmaction - INFO - Epoch [15][1060/1345] lr: 1.000e-02, eta: 2 days, 4:11:07, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.5690, top1_acc: 0.3914, top5_acc: 0.6680, loss_cls: 2.5435, loss: 4.1125, grad_norm: 6.9051 2021-12-03 02:25:23,944 - mmaction - INFO - Epoch [15][1080/1345] lr: 1.000e-02, eta: 2 days, 4:10:33, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.5673, top1_acc: 0.4156, top5_acc: 0.6898, loss_cls: 2.4715, loss: 4.0387, grad_norm: 6.7309 2021-12-03 02:25:43,193 - mmaction - INFO - Epoch [15][1100/1345] lr: 1.000e-02, eta: 2 days, 4:09:59, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.5535, top1_acc: 0.4086, top5_acc: 0.6937, loss_cls: 2.4597, loss: 4.0132, grad_norm: 6.7620 2021-12-03 02:26:02,375 - mmaction - INFO - Epoch [15][1120/1345] lr: 1.000e-02, eta: 2 days, 4:09:25, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.6335, top1_acc: 0.3984, top5_acc: 0.6625, loss_cls: 2.5536, loss: 4.1870, grad_norm: 6.8661 2021-12-03 02:26:21,595 - mmaction - INFO - Epoch [15][1140/1345] lr: 1.000e-02, eta: 2 days, 4:08:52, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5767, top1_acc: 0.3984, top5_acc: 0.6750, loss_cls: 2.5272, loss: 4.1039, grad_norm: 6.9655 2021-12-03 02:26:40,839 - mmaction - INFO - Epoch [15][1160/1345] lr: 1.000e-02, eta: 2 days, 4:08:18, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.5479, top1_acc: 0.4297, top5_acc: 0.6797, loss_cls: 2.4626, loss: 4.0105, grad_norm: 6.8996 2021-12-03 02:27:00,055 - mmaction - INFO - Epoch [15][1180/1345] lr: 1.000e-02, eta: 2 days, 4:07:44, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5733, top1_acc: 0.4062, top5_acc: 0.6797, loss_cls: 2.5093, loss: 4.0827, grad_norm: 6.8424 2021-12-03 02:27:19,289 - mmaction - INFO - Epoch [15][1200/1345] lr: 1.000e-02, eta: 2 days, 4:07:11, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.5613, top1_acc: 0.4070, top5_acc: 0.6852, loss_cls: 2.4807, loss: 4.0421, grad_norm: 6.6863 2021-12-03 02:27:38,493 - mmaction - INFO - Epoch [15][1220/1345] lr: 1.000e-02, eta: 2 days, 4:06:37, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.5583, top1_acc: 0.3906, top5_acc: 0.6734, loss_cls: 2.5033, loss: 4.0616, grad_norm: 6.9740 2021-12-03 02:27:57,694 - mmaction - INFO - Epoch [15][1240/1345] lr: 1.000e-02, eta: 2 days, 4:06:03, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.5514, top1_acc: 0.3977, top5_acc: 0.6906, loss_cls: 2.4743, loss: 4.0257, grad_norm: 7.0020 2021-12-03 02:28:16,915 - mmaction - INFO - Epoch [15][1260/1345] lr: 1.000e-02, eta: 2 days, 4:05:30, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5858, top1_acc: 0.3891, top5_acc: 0.6617, loss_cls: 2.5828, loss: 4.1686, grad_norm: 6.9596 2021-12-03 02:28:36,153 - mmaction - INFO - Epoch [15][1280/1345] lr: 1.000e-02, eta: 2 days, 4:04:57, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.5946, top1_acc: 0.3836, top5_acc: 0.6703, loss_cls: 2.5484, loss: 4.1431, grad_norm: 6.9767 2021-12-03 02:28:55,361 - mmaction - INFO - Epoch [15][1300/1345] lr: 1.000e-02, eta: 2 days, 4:04:23, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.6034, top1_acc: 0.3922, top5_acc: 0.6477, loss_cls: 2.6328, loss: 4.2362, grad_norm: 6.8624 2021-12-03 02:29:14,609 - mmaction - INFO - Epoch [15][1320/1345] lr: 1.000e-02, eta: 2 days, 4:03:50, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.5995, top1_acc: 0.3836, top5_acc: 0.6773, loss_cls: 2.5581, loss: 4.1576, grad_norm: 6.7913 2021-12-03 02:29:33,853 - mmaction - INFO - Epoch [15][1340/1345] lr: 1.000e-02, eta: 2 days, 4:03:16, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.5773, top1_acc: 0.4008, top5_acc: 0.6578, loss_cls: 2.5299, loss: 4.1072, grad_norm: 6.8559 2021-12-03 02:29:39,396 - mmaction - INFO - Saving checkpoint at 15 epochs 2021-12-03 02:31:45,340 - mmaction - INFO - Epoch [16][20/1345] lr: 1.000e-02, eta: 2 days, 4:17:22, time: 6.134, data_time: 5.163, memory: 8232, loss_aux: 1.6151, top1_acc: 0.3953, top5_acc: 0.6508, loss_cls: 2.5607, loss: 4.1759, grad_norm: 7.1465 2021-12-03 02:32:04,531 - mmaction - INFO - Epoch [16][40/1345] lr: 1.000e-02, eta: 2 days, 4:16:47, time: 0.960, data_time: 0.003, memory: 8232, loss_aux: 1.5643, top1_acc: 0.3969, top5_acc: 0.6773, loss_cls: 2.4972, loss: 4.0615, grad_norm: 6.8809 2021-12-03 02:32:23,683 - mmaction - INFO - Epoch [16][60/1345] lr: 1.000e-02, eta: 2 days, 4:16:12, time: 0.958, data_time: 0.002, memory: 8232, loss_aux: 1.6040, top1_acc: 0.3914, top5_acc: 0.6641, loss_cls: 2.5530, loss: 4.1570, grad_norm: 6.8431 2021-12-03 02:32:42,884 - mmaction - INFO - Epoch [16][80/1345] lr: 1.000e-02, eta: 2 days, 4:15:38, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.6068, top1_acc: 0.3820, top5_acc: 0.6625, loss_cls: 2.5560, loss: 4.1628, grad_norm: 6.9381 2021-12-03 02:33:02,093 - mmaction - INFO - Epoch [16][100/1345] lr: 1.000e-02, eta: 2 days, 4:15:03, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.6206, top1_acc: 0.3758, top5_acc: 0.6500, loss_cls: 2.6255, loss: 4.2461, grad_norm: 7.1372 2021-12-03 02:33:21,311 - mmaction - INFO - Epoch [16][120/1345] lr: 1.000e-02, eta: 2 days, 4:14:29, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5988, top1_acc: 0.4070, top5_acc: 0.6695, loss_cls: 2.5183, loss: 4.1172, grad_norm: 6.7502 2021-12-03 02:33:40,511 - mmaction - INFO - Epoch [16][140/1345] lr: 1.000e-02, eta: 2 days, 4:13:55, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.5992, top1_acc: 0.3937, top5_acc: 0.6578, loss_cls: 2.5504, loss: 4.1496, grad_norm: 6.9747 2021-12-03 02:33:59,730 - mmaction - INFO - Epoch [16][160/1345] lr: 1.000e-02, eta: 2 days, 4:13:20, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5432, top1_acc: 0.4047, top5_acc: 0.6820, loss_cls: 2.4474, loss: 3.9905, grad_norm: 6.9444 2021-12-03 02:34:18,951 - mmaction - INFO - Epoch [16][180/1345] lr: 1.000e-02, eta: 2 days, 4:12:46, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5879, top1_acc: 0.3930, top5_acc: 0.6813, loss_cls: 2.5046, loss: 4.0925, grad_norm: 7.0651 2021-12-03 02:34:38,180 - mmaction - INFO - Epoch [16][200/1345] lr: 1.000e-02, eta: 2 days, 4:12:12, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5918, top1_acc: 0.3945, top5_acc: 0.6914, loss_cls: 2.5593, loss: 4.1511, grad_norm: 7.1549 2021-12-03 02:34:57,397 - mmaction - INFO - Epoch [16][220/1345] lr: 1.000e-02, eta: 2 days, 4:11:38, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5700, top1_acc: 0.4039, top5_acc: 0.6836, loss_cls: 2.5065, loss: 4.0765, grad_norm: 6.8591 2021-12-03 02:35:16,600 - mmaction - INFO - Epoch [16][240/1345] lr: 1.000e-02, eta: 2 days, 4:11:04, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.5969, top1_acc: 0.3914, top5_acc: 0.6719, loss_cls: 2.5371, loss: 4.1340, grad_norm: 7.0307 2021-12-03 02:35:35,794 - mmaction - INFO - Epoch [16][260/1345] lr: 1.000e-02, eta: 2 days, 4:10:30, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.5227, top1_acc: 0.4023, top5_acc: 0.6969, loss_cls: 2.4271, loss: 3.9498, grad_norm: 6.9115 2021-12-03 02:35:55,021 - mmaction - INFO - Epoch [16][280/1345] lr: 1.000e-02, eta: 2 days, 4:09:56, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5765, top1_acc: 0.3844, top5_acc: 0.6703, loss_cls: 2.5486, loss: 4.1250, grad_norm: 6.9322 2021-12-03 02:36:14,200 - mmaction - INFO - Epoch [16][300/1345] lr: 1.000e-02, eta: 2 days, 4:09:21, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.5434, top1_acc: 0.4367, top5_acc: 0.6789, loss_cls: 2.4657, loss: 4.0091, grad_norm: 6.7945 2021-12-03 02:36:33,407 - mmaction - INFO - Epoch [16][320/1345] lr: 1.000e-02, eta: 2 days, 4:08:47, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.5623, top1_acc: 0.3977, top5_acc: 0.6789, loss_cls: 2.4996, loss: 4.0618, grad_norm: 7.0901 2021-12-03 02:36:52,593 - mmaction - INFO - Epoch [16][340/1345] lr: 1.000e-02, eta: 2 days, 4:08:13, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.6101, top1_acc: 0.3812, top5_acc: 0.6523, loss_cls: 2.5950, loss: 4.2051, grad_norm: 7.1068 2021-12-03 02:37:11,782 - mmaction - INFO - Epoch [16][360/1345] lr: 1.000e-02, eta: 2 days, 4:07:39, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.5941, top1_acc: 0.3937, top5_acc: 0.6570, loss_cls: 2.5712, loss: 4.1653, grad_norm: 6.9926 2021-12-03 02:37:30,984 - mmaction - INFO - Epoch [16][380/1345] lr: 1.000e-02, eta: 2 days, 4:07:05, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.5670, top1_acc: 0.3820, top5_acc: 0.6734, loss_cls: 2.4994, loss: 4.0664, grad_norm: 6.9042 2021-12-03 02:37:50,213 - mmaction - INFO - Epoch [16][400/1345] lr: 1.000e-02, eta: 2 days, 4:06:31, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.5883, top1_acc: 0.3859, top5_acc: 0.6648, loss_cls: 2.5818, loss: 4.1702, grad_norm: 6.9416 2021-12-03 02:38:09,410 - mmaction - INFO - Epoch [16][420/1345] lr: 1.000e-02, eta: 2 days, 4:05:57, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.5372, top1_acc: 0.4070, top5_acc: 0.6781, loss_cls: 2.4972, loss: 4.0344, grad_norm: 6.7301 2021-12-03 02:38:28,579 - mmaction - INFO - Epoch [16][440/1345] lr: 1.000e-02, eta: 2 days, 4:05:23, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.5400, top1_acc: 0.4039, top5_acc: 0.6961, loss_cls: 2.4201, loss: 3.9601, grad_norm: 6.6774 2021-12-03 02:38:47,749 - mmaction - INFO - Epoch [16][460/1345] lr: 1.000e-02, eta: 2 days, 4:04:49, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.5517, top1_acc: 0.4023, top5_acc: 0.6883, loss_cls: 2.4716, loss: 4.0233, grad_norm: 6.8819 2021-12-03 02:39:06,929 - mmaction - INFO - Epoch [16][480/1345] lr: 1.000e-02, eta: 2 days, 4:04:15, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.5950, top1_acc: 0.3937, top5_acc: 0.6648, loss_cls: 2.5621, loss: 4.1571, grad_norm: 6.8977 2021-12-03 02:39:26,106 - mmaction - INFO - Epoch [16][500/1345] lr: 1.000e-02, eta: 2 days, 4:03:41, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.5470, top1_acc: 0.4281, top5_acc: 0.6906, loss_cls: 2.4842, loss: 4.0311, grad_norm: 6.8536 2021-12-03 02:39:45,307 - mmaction - INFO - Epoch [16][520/1345] lr: 1.000e-02, eta: 2 days, 4:03:07, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.6025, top1_acc: 0.3891, top5_acc: 0.6547, loss_cls: 2.5824, loss: 4.1849, grad_norm: 6.8900 2021-12-03 02:40:04,519 - mmaction - INFO - Epoch [16][540/1345] lr: 1.000e-02, eta: 2 days, 4:02:33, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5716, top1_acc: 0.4047, top5_acc: 0.6680, loss_cls: 2.5283, loss: 4.0999, grad_norm: 6.9293 2021-12-03 02:40:23,682 - mmaction - INFO - Epoch [16][560/1345] lr: 1.000e-02, eta: 2 days, 4:01:59, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.5255, top1_acc: 0.4273, top5_acc: 0.6836, loss_cls: 2.4144, loss: 3.9399, grad_norm: 6.5261 2021-12-03 02:40:42,860 - mmaction - INFO - Epoch [16][580/1345] lr: 1.000e-02, eta: 2 days, 4:01:25, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.5778, top1_acc: 0.4070, top5_acc: 0.6641, loss_cls: 2.5202, loss: 4.0980, grad_norm: 6.9396 2021-12-03 02:41:02,046 - mmaction - INFO - Epoch [16][600/1345] lr: 1.000e-02, eta: 2 days, 4:00:51, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.5447, top1_acc: 0.4188, top5_acc: 0.6719, loss_cls: 2.4696, loss: 4.0143, grad_norm: 6.7436 2021-12-03 02:41:21,239 - mmaction - INFO - Epoch [16][620/1345] lr: 1.000e-02, eta: 2 days, 4:00:18, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.5902, top1_acc: 0.3812, top5_acc: 0.6930, loss_cls: 2.5367, loss: 4.1269, grad_norm: 7.0191 2021-12-03 02:41:40,418 - mmaction - INFO - Epoch [16][640/1345] lr: 1.000e-02, eta: 2 days, 3:59:44, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.5885, top1_acc: 0.3766, top5_acc: 0.6531, loss_cls: 2.6253, loss: 4.2138, grad_norm: 7.1266 2021-12-03 02:41:59,603 - mmaction - INFO - Epoch [16][660/1345] lr: 1.000e-02, eta: 2 days, 3:59:10, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.5639, top1_acc: 0.4055, top5_acc: 0.6680, loss_cls: 2.5589, loss: 4.1228, grad_norm: 7.1008 2021-12-03 02:42:18,795 - mmaction - INFO - Epoch [16][680/1345] lr: 1.000e-02, eta: 2 days, 3:58:36, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.6048, top1_acc: 0.3734, top5_acc: 0.6703, loss_cls: 2.5756, loss: 4.1804, grad_norm: 7.0145 2021-12-03 02:42:37,982 - mmaction - INFO - Epoch [16][700/1345] lr: 1.000e-02, eta: 2 days, 3:58:03, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.5325, top1_acc: 0.3883, top5_acc: 0.6719, loss_cls: 2.4938, loss: 4.0263, grad_norm: 6.8804 2021-12-03 02:42:57,174 - mmaction - INFO - Epoch [16][720/1345] lr: 1.000e-02, eta: 2 days, 3:57:29, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.5804, top1_acc: 0.3984, top5_acc: 0.6578, loss_cls: 2.5280, loss: 4.1084, grad_norm: 6.7107 2021-12-03 02:43:16,403 - mmaction - INFO - Epoch [16][740/1345] lr: 1.000e-02, eta: 2 days, 3:56:56, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5998, top1_acc: 0.3875, top5_acc: 0.6641, loss_cls: 2.5527, loss: 4.1524, grad_norm: 6.8600 2021-12-03 02:43:35,630 - mmaction - INFO - Epoch [16][760/1345] lr: 1.000e-02, eta: 2 days, 3:56:22, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5932, top1_acc: 0.3984, top5_acc: 0.6664, loss_cls: 2.5692, loss: 4.1623, grad_norm: 6.9228 2021-12-03 02:43:54,851 - mmaction - INFO - Epoch [16][780/1345] lr: 1.000e-02, eta: 2 days, 3:55:49, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5867, top1_acc: 0.3867, top5_acc: 0.6594, loss_cls: 2.5680, loss: 4.1547, grad_norm: 6.9992 2021-12-03 02:44:14,093 - mmaction - INFO - Epoch [16][800/1345] lr: 1.000e-02, eta: 2 days, 3:55:16, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.6198, top1_acc: 0.3609, top5_acc: 0.6586, loss_cls: 2.6085, loss: 4.2283, grad_norm: 7.0661 2021-12-03 02:44:33,310 - mmaction - INFO - Epoch [16][820/1345] lr: 1.000e-02, eta: 2 days, 3:54:43, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5811, top1_acc: 0.4047, top5_acc: 0.6734, loss_cls: 2.5477, loss: 4.1288, grad_norm: 6.9772 2021-12-03 02:44:52,533 - mmaction - INFO - Epoch [16][840/1345] lr: 1.000e-02, eta: 2 days, 3:54:10, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5748, top1_acc: 0.3953, top5_acc: 0.6867, loss_cls: 2.5164, loss: 4.0912, grad_norm: 6.8319 2021-12-03 02:45:11,760 - mmaction - INFO - Epoch [16][860/1345] lr: 1.000e-02, eta: 2 days, 3:53:36, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5805, top1_acc: 0.3945, top5_acc: 0.6742, loss_cls: 2.4936, loss: 4.0741, grad_norm: 6.7459 2021-12-03 02:45:31,052 - mmaction - INFO - Epoch [16][880/1345] lr: 1.000e-02, eta: 2 days, 3:53:04, time: 0.965, data_time: 0.001, memory: 8232, loss_aux: 1.5452, top1_acc: 0.4008, top5_acc: 0.7109, loss_cls: 2.4402, loss: 3.9854, grad_norm: 6.9581 2021-12-03 02:45:50,311 - mmaction - INFO - Epoch [16][900/1345] lr: 1.000e-02, eta: 2 days, 3:52:31, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.5738, top1_acc: 0.4000, top5_acc: 0.6711, loss_cls: 2.5290, loss: 4.1028, grad_norm: 6.9435 2021-12-03 02:46:09,535 - mmaction - INFO - Epoch [16][920/1345] lr: 1.000e-02, eta: 2 days, 3:51:58, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5671, top1_acc: 0.4117, top5_acc: 0.6672, loss_cls: 2.5139, loss: 4.0811, grad_norm: 6.8659 2021-12-03 02:46:28,781 - mmaction - INFO - Epoch [16][940/1345] lr: 1.000e-02, eta: 2 days, 3:51:25, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.5852, top1_acc: 0.3906, top5_acc: 0.6766, loss_cls: 2.5472, loss: 4.1324, grad_norm: 6.9371 2021-12-03 02:46:48,034 - mmaction - INFO - Epoch [16][960/1345] lr: 1.000e-02, eta: 2 days, 3:50:52, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.6189, top1_acc: 0.3852, top5_acc: 0.6484, loss_cls: 2.6206, loss: 4.2395, grad_norm: 6.9724 2021-12-03 02:47:07,282 - mmaction - INFO - Epoch [16][980/1345] lr: 1.000e-02, eta: 2 days, 3:50:20, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.5557, top1_acc: 0.4016, top5_acc: 0.6797, loss_cls: 2.4935, loss: 4.0491, grad_norm: 6.7245 2021-12-03 02:47:26,507 - mmaction - INFO - Epoch [16][1000/1345] lr: 1.000e-02, eta: 2 days, 3:49:47, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5740, top1_acc: 0.4047, top5_acc: 0.6664, loss_cls: 2.5205, loss: 4.0946, grad_norm: 6.8597 2021-12-03 02:47:45,737 - mmaction - INFO - Epoch [16][1020/1345] lr: 1.000e-02, eta: 2 days, 3:49:14, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.5661, top1_acc: 0.3852, top5_acc: 0.6703, loss_cls: 2.5370, loss: 4.1031, grad_norm: 6.7661 2021-12-03 02:48:05,007 - mmaction - INFO - Epoch [16][1040/1345] lr: 1.000e-02, eta: 2 days, 3:48:41, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.5498, top1_acc: 0.3961, top5_acc: 0.6922, loss_cls: 2.4952, loss: 4.0450, grad_norm: 6.8635 2021-12-03 02:48:24,263 - mmaction - INFO - Epoch [16][1060/1345] lr: 1.000e-02, eta: 2 days, 3:48:09, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.5781, top1_acc: 0.4016, top5_acc: 0.6711, loss_cls: 2.5329, loss: 4.1110, grad_norm: 6.9714 2021-12-03 02:48:43,482 - mmaction - INFO - Epoch [16][1080/1345] lr: 1.000e-02, eta: 2 days, 3:47:36, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5471, top1_acc: 0.4172, top5_acc: 0.6883, loss_cls: 2.4438, loss: 3.9909, grad_norm: 6.6802 2021-12-03 02:49:02,714 - mmaction - INFO - Epoch [16][1100/1345] lr: 1.000e-02, eta: 2 days, 3:47:03, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.5968, top1_acc: 0.3781, top5_acc: 0.6414, loss_cls: 2.5998, loss: 4.1966, grad_norm: 6.8898 2021-12-03 02:49:21,942 - mmaction - INFO - Epoch [16][1120/1345] lr: 1.000e-02, eta: 2 days, 3:46:30, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5930, top1_acc: 0.3859, top5_acc: 0.6672, loss_cls: 2.5600, loss: 4.1530, grad_norm: 6.9110 2021-12-03 02:49:41,188 - mmaction - INFO - Epoch [16][1140/1345] lr: 1.000e-02, eta: 2 days, 3:45:57, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.5813, top1_acc: 0.3852, top5_acc: 0.6617, loss_cls: 2.5784, loss: 4.1598, grad_norm: 6.9105 2021-12-03 02:50:00,426 - mmaction - INFO - Epoch [16][1160/1345] lr: 1.000e-02, eta: 2 days, 3:45:25, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.5786, top1_acc: 0.3922, top5_acc: 0.6953, loss_cls: 2.5138, loss: 4.0925, grad_norm: 6.7588 2021-12-03 02:50:19,647 - mmaction - INFO - Epoch [16][1180/1345] lr: 1.000e-02, eta: 2 days, 3:44:52, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5503, top1_acc: 0.4094, top5_acc: 0.6859, loss_cls: 2.4710, loss: 4.0212, grad_norm: 6.8831 2021-12-03 02:50:38,870 - mmaction - INFO - Epoch [16][1200/1345] lr: 1.000e-02, eta: 2 days, 3:44:19, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5886, top1_acc: 0.4016, top5_acc: 0.6609, loss_cls: 2.5605, loss: 4.1491, grad_norm: 6.8596 2021-12-03 02:50:58,111 - mmaction - INFO - Epoch [16][1220/1345] lr: 1.000e-02, eta: 2 days, 3:43:47, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.5964, top1_acc: 0.3961, top5_acc: 0.6477, loss_cls: 2.5758, loss: 4.1722, grad_norm: 6.7951 2021-12-03 02:51:17,334 - mmaction - INFO - Epoch [16][1240/1345] lr: 1.000e-02, eta: 2 days, 3:43:14, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5476, top1_acc: 0.4141, top5_acc: 0.6773, loss_cls: 2.4874, loss: 4.0350, grad_norm: 6.8884 2021-12-03 02:51:36,551 - mmaction - INFO - Epoch [16][1260/1345] lr: 1.000e-02, eta: 2 days, 3:42:41, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5704, top1_acc: 0.4031, top5_acc: 0.6797, loss_cls: 2.4933, loss: 4.0637, grad_norm: 6.8489 2021-12-03 02:51:55,759 - mmaction - INFO - Epoch [16][1280/1345] lr: 1.000e-02, eta: 2 days, 3:42:09, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.5245, top1_acc: 0.4141, top5_acc: 0.7039, loss_cls: 2.3886, loss: 3.9130, grad_norm: 6.8519 2021-12-03 02:52:14,975 - mmaction - INFO - Epoch [16][1300/1345] lr: 1.000e-02, eta: 2 days, 3:41:36, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5917, top1_acc: 0.4000, top5_acc: 0.6531, loss_cls: 2.5554, loss: 4.1471, grad_norm: 7.1109 2021-12-03 02:52:34,179 - mmaction - INFO - Epoch [16][1320/1345] lr: 1.000e-02, eta: 2 days, 3:41:03, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.5845, top1_acc: 0.3992, top5_acc: 0.6633, loss_cls: 2.5092, loss: 4.0937, grad_norm: 6.8366 2021-12-03 02:52:53,428 - mmaction - INFO - Epoch [16][1340/1345] lr: 1.000e-02, eta: 2 days, 3:40:31, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.5217, top1_acc: 0.4391, top5_acc: 0.7133, loss_cls: 2.3712, loss: 3.8930, grad_norm: 6.6536 2021-12-03 02:52:58,989 - mmaction - INFO - Saving checkpoint at 16 epochs 2021-12-03 02:55:03,100 - mmaction - INFO - Epoch [17][20/1345] lr: 1.000e-02, eta: 2 days, 3:52:47, time: 5.847, data_time: 4.897, memory: 8232, loss_aux: 1.5452, top1_acc: 0.4062, top5_acc: 0.6750, loss_cls: 2.4316, loss: 3.9768, grad_norm: 6.8933 2021-12-03 02:55:22,188 - mmaction - INFO - Epoch [17][40/1345] lr: 1.000e-02, eta: 2 days, 3:52:13, time: 0.954, data_time: 0.003, memory: 8232, loss_aux: 1.5311, top1_acc: 0.4281, top5_acc: 0.7047, loss_cls: 2.4029, loss: 3.9340, grad_norm: 6.8311 2021-12-03 02:55:41,269 - mmaction - INFO - Epoch [17][60/1345] lr: 1.000e-02, eta: 2 days, 3:51:39, time: 0.954, data_time: 0.001, memory: 8232, loss_aux: 1.5527, top1_acc: 0.4055, top5_acc: 0.6922, loss_cls: 2.4594, loss: 4.0121, grad_norm: 6.9248 2021-12-03 02:56:00,446 - mmaction - INFO - Epoch [17][80/1345] lr: 1.000e-02, eta: 2 days, 3:51:05, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.5778, top1_acc: 0.4055, top5_acc: 0.6852, loss_cls: 2.4652, loss: 4.0430, grad_norm: 7.1211 2021-12-03 02:56:19,577 - mmaction - INFO - Epoch [17][100/1345] lr: 1.000e-02, eta: 2 days, 3:50:31, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 1.5989, top1_acc: 0.3859, top5_acc: 0.6836, loss_cls: 2.5130, loss: 4.1119, grad_norm: 7.0303 2021-12-03 02:56:38,736 - mmaction - INFO - Epoch [17][120/1345] lr: 1.000e-02, eta: 2 days, 3:49:57, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.5516, top1_acc: 0.3906, top5_acc: 0.6789, loss_cls: 2.4982, loss: 4.0498, grad_norm: 6.9769 2021-12-03 02:56:57,938 - mmaction - INFO - Epoch [17][140/1345] lr: 1.000e-02, eta: 2 days, 3:49:24, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.5511, top1_acc: 0.4016, top5_acc: 0.6805, loss_cls: 2.4675, loss: 4.0186, grad_norm: 6.9838 2021-12-03 02:57:17,142 - mmaction - INFO - Epoch [17][160/1345] lr: 1.000e-02, eta: 2 days, 3:48:51, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.5838, top1_acc: 0.3867, top5_acc: 0.6672, loss_cls: 2.5284, loss: 4.1122, grad_norm: 7.1196 2021-12-03 02:57:36,361 - mmaction - INFO - Epoch [17][180/1345] lr: 1.000e-02, eta: 2 days, 3:48:17, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5089, top1_acc: 0.4281, top5_acc: 0.7195, loss_cls: 2.3428, loss: 3.8517, grad_norm: 6.8436 2021-12-03 02:57:55,608 - mmaction - INFO - Epoch [17][200/1345] lr: 1.000e-02, eta: 2 days, 3:47:45, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.5670, top1_acc: 0.4305, top5_acc: 0.6766, loss_cls: 2.4368, loss: 4.0039, grad_norm: 6.9104 2021-12-03 02:58:14,803 - mmaction - INFO - Epoch [17][220/1345] lr: 1.000e-02, eta: 2 days, 3:47:11, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.5513, top1_acc: 0.4172, top5_acc: 0.6984, loss_cls: 2.4373, loss: 3.9887, grad_norm: 7.0048 2021-12-03 02:58:34,013 - mmaction - INFO - Epoch [17][240/1345] lr: 1.000e-02, eta: 2 days, 3:46:38, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.5445, top1_acc: 0.4039, top5_acc: 0.6813, loss_cls: 2.4835, loss: 4.0280, grad_norm: 7.0303 2021-12-03 02:58:53,245 - mmaction - INFO - Epoch [17][260/1345] lr: 1.000e-02, eta: 2 days, 3:46:05, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.5588, top1_acc: 0.4062, top5_acc: 0.6813, loss_cls: 2.4681, loss: 4.0269, grad_norm: 6.9116 2021-12-03 02:59:12,458 - mmaction - INFO - Epoch [17][280/1345] lr: 1.000e-02, eta: 2 days, 3:45:32, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5612, top1_acc: 0.4219, top5_acc: 0.6813, loss_cls: 2.4717, loss: 4.0329, grad_norm: 6.9010 2021-12-03 02:59:31,685 - mmaction - INFO - Epoch [17][300/1345] lr: 1.000e-02, eta: 2 days, 3:44:59, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5611, top1_acc: 0.3984, top5_acc: 0.6641, loss_cls: 2.5034, loss: 4.0645, grad_norm: 6.8882 2021-12-03 02:59:50,885 - mmaction - INFO - Epoch [17][320/1345] lr: 1.000e-02, eta: 2 days, 3:44:26, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.5692, top1_acc: 0.4156, top5_acc: 0.6883, loss_cls: 2.4779, loss: 4.0471, grad_norm: 6.7530 2021-12-03 03:00:10,101 - mmaction - INFO - Epoch [17][340/1345] lr: 1.000e-02, eta: 2 days, 3:43:53, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5617, top1_acc: 0.4141, top5_acc: 0.6820, loss_cls: 2.4570, loss: 4.0187, grad_norm: 6.8592 2021-12-03 03:00:29,342 - mmaction - INFO - Epoch [17][360/1345] lr: 1.000e-02, eta: 2 days, 3:43:20, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.5112, top1_acc: 0.4398, top5_acc: 0.7016, loss_cls: 2.3539, loss: 3.8651, grad_norm: 6.6169 2021-12-03 03:00:48,586 - mmaction - INFO - Epoch [17][380/1345] lr: 1.000e-02, eta: 2 days, 3:42:48, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.5409, top1_acc: 0.4102, top5_acc: 0.6922, loss_cls: 2.4567, loss: 3.9976, grad_norm: 6.8879 2021-12-03 03:01:07,809 - mmaction - INFO - Epoch [17][400/1345] lr: 1.000e-02, eta: 2 days, 3:42:15, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.6223, top1_acc: 0.4023, top5_acc: 0.6820, loss_cls: 2.5411, loss: 4.1634, grad_norm: 7.0198 2021-12-03 03:01:27,041 - mmaction - INFO - Epoch [17][420/1345] lr: 1.000e-02, eta: 2 days, 3:41:42, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.5323, top1_acc: 0.4234, top5_acc: 0.6898, loss_cls: 2.4387, loss: 3.9710, grad_norm: 6.8214 2021-12-03 03:01:46,286 - mmaction - INFO - Epoch [17][440/1345] lr: 1.000e-02, eta: 2 days, 3:41:09, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.5757, top1_acc: 0.3930, top5_acc: 0.6508, loss_cls: 2.5977, loss: 4.1734, grad_norm: 7.0325 2021-12-03 03:02:05,478 - mmaction - INFO - Epoch [17][460/1345] lr: 1.000e-02, eta: 2 days, 3:40:36, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.5657, top1_acc: 0.4062, top5_acc: 0.6883, loss_cls: 2.5072, loss: 4.0729, grad_norm: 6.9114 2021-12-03 03:02:24,673 - mmaction - INFO - Epoch [17][480/1345] lr: 1.000e-02, eta: 2 days, 3:40:03, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.5538, top1_acc: 0.4000, top5_acc: 0.6781, loss_cls: 2.5092, loss: 4.0630, grad_norm: 6.9825 2021-12-03 03:02:43,880 - mmaction - INFO - Epoch [17][500/1345] lr: 1.000e-02, eta: 2 days, 3:39:31, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.5577, top1_acc: 0.4125, top5_acc: 0.6883, loss_cls: 2.4636, loss: 4.0213, grad_norm: 7.0264 2021-12-03 03:03:03,066 - mmaction - INFO - Epoch [17][520/1345] lr: 1.000e-02, eta: 2 days, 3:38:58, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.5644, top1_acc: 0.3883, top5_acc: 0.6727, loss_cls: 2.5246, loss: 4.0889, grad_norm: 6.9328 2021-12-03 03:03:22,232 - mmaction - INFO - Epoch [17][540/1345] lr: 1.000e-02, eta: 2 days, 3:38:24, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.5381, top1_acc: 0.4203, top5_acc: 0.6891, loss_cls: 2.4460, loss: 3.9841, grad_norm: 6.9589 2021-12-03 03:03:41,433 - mmaction - INFO - Epoch [17][560/1345] lr: 1.000e-02, eta: 2 days, 3:37:52, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.5535, top1_acc: 0.3992, top5_acc: 0.6875, loss_cls: 2.4952, loss: 4.0487, grad_norm: 6.9364 2021-12-03 03:04:00,641 - mmaction - INFO - Epoch [17][580/1345] lr: 1.000e-02, eta: 2 days, 3:37:19, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.5491, top1_acc: 0.4047, top5_acc: 0.6867, loss_cls: 2.4787, loss: 4.0278, grad_norm: 6.9045 2021-12-03 03:04:19,859 - mmaction - INFO - Epoch [17][600/1345] lr: 1.000e-02, eta: 2 days, 3:36:46, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5626, top1_acc: 0.4125, top5_acc: 0.6930, loss_cls: 2.4641, loss: 4.0267, grad_norm: 6.9269 2021-12-03 03:04:39,048 - mmaction - INFO - Epoch [17][620/1345] lr: 1.000e-02, eta: 2 days, 3:36:13, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.5707, top1_acc: 0.3969, top5_acc: 0.6773, loss_cls: 2.5105, loss: 4.0812, grad_norm: 6.8843 2021-12-03 03:04:58,257 - mmaction - INFO - Epoch [17][640/1345] lr: 1.000e-02, eta: 2 days, 3:35:41, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.5465, top1_acc: 0.4180, top5_acc: 0.6648, loss_cls: 2.4841, loss: 4.0306, grad_norm: 6.9369 2021-12-03 03:05:17,493 - mmaction - INFO - Epoch [17][660/1345] lr: 1.000e-02, eta: 2 days, 3:35:08, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.5444, top1_acc: 0.4078, top5_acc: 0.6898, loss_cls: 2.4617, loss: 4.0060, grad_norm: 6.9538 2021-12-03 03:05:36,698 - mmaction - INFO - Epoch [17][680/1345] lr: 1.000e-02, eta: 2 days, 3:34:36, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.5526, top1_acc: 0.3992, top5_acc: 0.6727, loss_cls: 2.4999, loss: 4.0525, grad_norm: 7.1794 2021-12-03 03:05:55,910 - mmaction - INFO - Epoch [17][700/1345] lr: 1.000e-02, eta: 2 days, 3:34:03, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5708, top1_acc: 0.3953, top5_acc: 0.6727, loss_cls: 2.4907, loss: 4.0615, grad_norm: 6.9295 2021-12-03 03:06:15,079 - mmaction - INFO - Epoch [17][720/1345] lr: 1.000e-02, eta: 2 days, 3:33:30, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.5581, top1_acc: 0.4266, top5_acc: 0.6875, loss_cls: 2.4896, loss: 4.0476, grad_norm: 6.9327 2021-12-03 03:06:34,308 - mmaction - INFO - Epoch [17][740/1345] lr: 1.000e-02, eta: 2 days, 3:32:58, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5548, top1_acc: 0.4102, top5_acc: 0.6797, loss_cls: 2.4912, loss: 4.0460, grad_norm: 6.8407 2021-12-03 03:06:53,486 - mmaction - INFO - Epoch [17][760/1345] lr: 1.000e-02, eta: 2 days, 3:32:25, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.5676, top1_acc: 0.3875, top5_acc: 0.6852, loss_cls: 2.5363, loss: 4.1040, grad_norm: 6.8873 2021-12-03 03:07:12,731 - mmaction - INFO - Epoch [17][780/1345] lr: 1.000e-02, eta: 2 days, 3:31:53, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.5451, top1_acc: 0.4031, top5_acc: 0.6789, loss_cls: 2.4810, loss: 4.0262, grad_norm: 6.8808 2021-12-03 03:07:31,911 - mmaction - INFO - Epoch [17][800/1345] lr: 1.000e-02, eta: 2 days, 3:31:20, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.5522, top1_acc: 0.4188, top5_acc: 0.6773, loss_cls: 2.4840, loss: 4.0362, grad_norm: 6.9403 2021-12-03 03:07:51,105 - mmaction - INFO - Epoch [17][820/1345] lr: 1.000e-02, eta: 2 days, 3:30:48, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.5408, top1_acc: 0.4227, top5_acc: 0.6945, loss_cls: 2.4625, loss: 4.0033, grad_norm: 6.6225 2021-12-03 03:08:10,303 - mmaction - INFO - Epoch [17][840/1345] lr: 1.000e-02, eta: 2 days, 3:30:15, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.5834, top1_acc: 0.3859, top5_acc: 0.6734, loss_cls: 2.5717, loss: 4.1552, grad_norm: 7.0323 2021-12-03 03:08:29,486 - mmaction - INFO - Epoch [17][860/1345] lr: 1.000e-02, eta: 2 days, 3:29:42, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.5364, top1_acc: 0.4219, top5_acc: 0.7031, loss_cls: 2.4006, loss: 3.9370, grad_norm: 6.9890 2021-12-03 03:08:48,677 - mmaction - INFO - Epoch [17][880/1345] lr: 1.000e-02, eta: 2 days, 3:29:10, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.5526, top1_acc: 0.4047, top5_acc: 0.6711, loss_cls: 2.4489, loss: 4.0015, grad_norm: 6.9305 2021-12-03 03:09:07,859 - mmaction - INFO - Epoch [17][900/1345] lr: 1.000e-02, eta: 2 days, 3:28:37, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.5731, top1_acc: 0.3992, top5_acc: 0.6625, loss_cls: 2.5262, loss: 4.0993, grad_norm: 7.3992 2021-12-03 03:09:27,067 - mmaction - INFO - Epoch [17][920/1345] lr: 1.000e-02, eta: 2 days, 3:28:05, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.5903, top1_acc: 0.4055, top5_acc: 0.6609, loss_cls: 2.5593, loss: 4.1496, grad_norm: 7.0632 2021-12-03 03:09:46,274 - mmaction - INFO - Epoch [17][940/1345] lr: 1.000e-02, eta: 2 days, 3:27:33, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.5641, top1_acc: 0.3906, top5_acc: 0.6781, loss_cls: 2.5169, loss: 4.0810, grad_norm: 6.7731 2021-12-03 03:10:05,489 - mmaction - INFO - Epoch [17][960/1345] lr: 1.000e-02, eta: 2 days, 3:27:01, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5673, top1_acc: 0.4039, top5_acc: 0.6789, loss_cls: 2.4627, loss: 4.0301, grad_norm: 7.0497 2021-12-03 03:10:24,700 - mmaction - INFO - Epoch [17][980/1345] lr: 1.000e-02, eta: 2 days, 3:26:28, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.5281, top1_acc: 0.4211, top5_acc: 0.6930, loss_cls: 2.4610, loss: 3.9891, grad_norm: 7.1081 2021-12-03 03:10:43,911 - mmaction - INFO - Epoch [17][1000/1345] lr: 1.000e-02, eta: 2 days, 3:25:56, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5531, top1_acc: 0.4016, top5_acc: 0.6844, loss_cls: 2.4888, loss: 4.0419, grad_norm: 7.0349 2021-12-03 03:11:03,154 - mmaction - INFO - Epoch [17][1020/1345] lr: 1.000e-02, eta: 2 days, 3:25:24, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.5675, top1_acc: 0.4000, top5_acc: 0.6664, loss_cls: 2.5168, loss: 4.0842, grad_norm: 6.9776 2021-12-03 03:11:22,372 - mmaction - INFO - Epoch [17][1040/1345] lr: 1.000e-02, eta: 2 days, 3:24:52, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5422, top1_acc: 0.4078, top5_acc: 0.6930, loss_cls: 2.4834, loss: 4.0256, grad_norm: 6.8562 2021-12-03 03:11:41,609 - mmaction - INFO - Epoch [17][1060/1345] lr: 1.000e-02, eta: 2 days, 3:24:20, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.5388, top1_acc: 0.4070, top5_acc: 0.6734, loss_cls: 2.4624, loss: 4.0012, grad_norm: 6.8921 2021-12-03 03:12:00,841 - mmaction - INFO - Epoch [17][1080/1345] lr: 1.000e-02, eta: 2 days, 3:23:48, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.5679, top1_acc: 0.4039, top5_acc: 0.6789, loss_cls: 2.4805, loss: 4.0484, grad_norm: 6.9330 2021-12-03 03:12:20,054 - mmaction - INFO - Epoch [17][1100/1345] lr: 1.000e-02, eta: 2 days, 3:23:16, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5542, top1_acc: 0.4188, top5_acc: 0.6859, loss_cls: 2.4949, loss: 4.0491, grad_norm: 6.9109 2021-12-03 03:12:39,297 - mmaction - INFO - Epoch [17][1120/1345] lr: 1.000e-02, eta: 2 days, 3:22:44, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.5575, top1_acc: 0.4203, top5_acc: 0.6859, loss_cls: 2.4566, loss: 4.0141, grad_norm: 6.9172 2021-12-03 03:12:58,546 - mmaction - INFO - Epoch [17][1140/1345] lr: 1.000e-02, eta: 2 days, 3:22:12, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.5472, top1_acc: 0.3945, top5_acc: 0.6711, loss_cls: 2.5170, loss: 4.0642, grad_norm: 7.0749 2021-12-03 03:13:17,756 - mmaction - INFO - Epoch [17][1160/1345] lr: 1.000e-02, eta: 2 days, 3:21:40, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5670, top1_acc: 0.4008, top5_acc: 0.6695, loss_cls: 2.5169, loss: 4.0839, grad_norm: 6.9881 2021-12-03 03:13:37,002 - mmaction - INFO - Epoch [17][1180/1345] lr: 1.000e-02, eta: 2 days, 3:21:09, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.5610, top1_acc: 0.4133, top5_acc: 0.6859, loss_cls: 2.4825, loss: 4.0436, grad_norm: 6.9202 2021-12-03 03:13:56,250 - mmaction - INFO - Epoch [17][1200/1345] lr: 1.000e-02, eta: 2 days, 3:20:37, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.5404, top1_acc: 0.4188, top5_acc: 0.6859, loss_cls: 2.4593, loss: 3.9996, grad_norm: 6.9750 2021-12-03 03:14:15,491 - mmaction - INFO - Epoch [17][1220/1345] lr: 1.000e-02, eta: 2 days, 3:20:05, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.5586, top1_acc: 0.4031, top5_acc: 0.6633, loss_cls: 2.5086, loss: 4.0672, grad_norm: 7.2141 2021-12-03 03:14:34,736 - mmaction - INFO - Epoch [17][1240/1345] lr: 1.000e-02, eta: 2 days, 3:19:34, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.5667, top1_acc: 0.4078, top5_acc: 0.6875, loss_cls: 2.5235, loss: 4.0902, grad_norm: 6.9854 2021-12-03 03:14:54,005 - mmaction - INFO - Epoch [17][1260/1345] lr: 1.000e-02, eta: 2 days, 3:19:02, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.5791, top1_acc: 0.4055, top5_acc: 0.6828, loss_cls: 2.5069, loss: 4.0860, grad_norm: 6.8937 2021-12-03 03:15:13,253 - mmaction - INFO - Epoch [17][1280/1345] lr: 1.000e-02, eta: 2 days, 3:18:30, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.5543, top1_acc: 0.4125, top5_acc: 0.6766, loss_cls: 2.4529, loss: 4.0072, grad_norm: 6.8271 2021-12-03 03:15:32,473 - mmaction - INFO - Epoch [17][1300/1345] lr: 1.000e-02, eta: 2 days, 3:17:59, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5890, top1_acc: 0.4039, top5_acc: 0.6727, loss_cls: 2.5453, loss: 4.1344, grad_norm: 6.9603 2021-12-03 03:15:51,705 - mmaction - INFO - Epoch [17][1320/1345] lr: 1.000e-02, eta: 2 days, 3:17:27, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.5892, top1_acc: 0.3742, top5_acc: 0.6633, loss_cls: 2.5641, loss: 4.1532, grad_norm: 7.1597 2021-12-03 03:16:10,953 - mmaction - INFO - Epoch [17][1340/1345] lr: 1.000e-02, eta: 2 days, 3:16:55, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.5533, top1_acc: 0.4016, top5_acc: 0.6828, loss_cls: 2.4927, loss: 4.0460, grad_norm: 6.8694 2021-12-03 03:16:16,442 - mmaction - INFO - Saving checkpoint at 17 epochs 2021-12-03 03:18:23,118 - mmaction - INFO - Epoch [18][20/1345] lr: 1.000e-02, eta: 2 days, 3:29:16, time: 6.193, data_time: 5.225, memory: 8232, loss_aux: 1.5331, top1_acc: 0.4328, top5_acc: 0.6969, loss_cls: 2.4200, loss: 3.9531, grad_norm: 6.9634 2021-12-03 03:18:42,254 - mmaction - INFO - Epoch [18][40/1345] lr: 1.000e-02, eta: 2 days, 3:28:43, time: 0.957, data_time: 0.003, memory: 8232, loss_aux: 1.5491, top1_acc: 0.3953, top5_acc: 0.6750, loss_cls: 2.4644, loss: 4.0135, grad_norm: 6.9021 2021-12-03 03:19:01,397 - mmaction - INFO - Epoch [18][60/1345] lr: 1.000e-02, eta: 2 days, 3:28:10, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 1.5121, top1_acc: 0.4359, top5_acc: 0.7016, loss_cls: 2.3710, loss: 3.8831, grad_norm: 6.7092 2021-12-03 03:19:20,563 - mmaction - INFO - Epoch [18][80/1345] lr: 1.000e-02, eta: 2 days, 3:27:37, time: 0.959, data_time: 0.002, memory: 8232, loss_aux: 1.5149, top1_acc: 0.4273, top5_acc: 0.7078, loss_cls: 2.3794, loss: 3.8943, grad_norm: 6.6294 2021-12-03 03:19:39,736 - mmaction - INFO - Epoch [18][100/1345] lr: 1.000e-02, eta: 2 days, 3:27:04, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.5595, top1_acc: 0.4156, top5_acc: 0.6813, loss_cls: 2.4717, loss: 4.0312, grad_norm: 6.7548 2021-12-03 03:19:58,952 - mmaction - INFO - Epoch [18][120/1345] lr: 1.000e-02, eta: 2 days, 3:26:32, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5394, top1_acc: 0.4180, top5_acc: 0.6781, loss_cls: 2.4931, loss: 4.0325, grad_norm: 7.0247 2021-12-03 03:20:18,115 - mmaction - INFO - Epoch [18][140/1345] lr: 1.000e-02, eta: 2 days, 3:25:59, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.5145, top1_acc: 0.4234, top5_acc: 0.6891, loss_cls: 2.3947, loss: 3.9092, grad_norm: 6.8457 2021-12-03 03:20:37,310 - mmaction - INFO - Epoch [18][160/1345] lr: 1.000e-02, eta: 2 days, 3:25:26, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4926, top1_acc: 0.4242, top5_acc: 0.7141, loss_cls: 2.3494, loss: 3.8420, grad_norm: 6.8368 2021-12-03 03:20:56,492 - mmaction - INFO - Epoch [18][180/1345] lr: 1.000e-02, eta: 2 days, 3:24:54, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.5792, top1_acc: 0.4031, top5_acc: 0.6578, loss_cls: 2.5187, loss: 4.0979, grad_norm: 7.1136 2021-12-03 03:21:15,676 - mmaction - INFO - Epoch [18][200/1345] lr: 1.000e-02, eta: 2 days, 3:24:21, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.5170, top1_acc: 0.4188, top5_acc: 0.6992, loss_cls: 2.3833, loss: 3.9003, grad_norm: 6.9264 2021-12-03 03:21:34,857 - mmaction - INFO - Epoch [18][220/1345] lr: 1.000e-02, eta: 2 days, 3:23:49, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.5387, top1_acc: 0.4164, top5_acc: 0.6758, loss_cls: 2.4475, loss: 3.9862, grad_norm: 6.9652 2021-12-03 03:21:54,040 - mmaction - INFO - Epoch [18][240/1345] lr: 1.000e-02, eta: 2 days, 3:23:16, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4910, top1_acc: 0.4273, top5_acc: 0.6992, loss_cls: 2.3743, loss: 3.8653, grad_norm: 6.8525 2021-12-03 03:22:13,189 - mmaction - INFO - Epoch [18][260/1345] lr: 1.000e-02, eta: 2 days, 3:22:43, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 1.5400, top1_acc: 0.4195, top5_acc: 0.6914, loss_cls: 2.4519, loss: 3.9919, grad_norm: 7.1422 2021-12-03 03:22:32,377 - mmaction - INFO - Epoch [18][280/1345] lr: 1.000e-02, eta: 2 days, 3:22:11, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.5572, top1_acc: 0.4125, top5_acc: 0.6820, loss_cls: 2.4818, loss: 4.0390, grad_norm: 6.9588 2021-12-03 03:22:51,607 - mmaction - INFO - Epoch [18][300/1345] lr: 1.000e-02, eta: 2 days, 3:21:39, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5493, top1_acc: 0.4008, top5_acc: 0.7031, loss_cls: 2.4845, loss: 4.0338, grad_norm: 6.9347 2021-12-03 03:23:10,849 - mmaction - INFO - Epoch [18][320/1345] lr: 1.000e-02, eta: 2 days, 3:21:07, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.5123, top1_acc: 0.4172, top5_acc: 0.6797, loss_cls: 2.4522, loss: 3.9645, grad_norm: 6.9846 2021-12-03 03:23:30,092 - mmaction - INFO - Epoch [18][340/1345] lr: 1.000e-02, eta: 2 days, 3:20:35, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.5152, top1_acc: 0.4055, top5_acc: 0.6766, loss_cls: 2.4313, loss: 3.9466, grad_norm: 6.7849 2021-12-03 03:23:49,327 - mmaction - INFO - Epoch [18][360/1345] lr: 1.000e-02, eta: 2 days, 3:20:03, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.5380, top1_acc: 0.4367, top5_acc: 0.6891, loss_cls: 2.4385, loss: 3.9765, grad_norm: 6.9439 2021-12-03 03:24:08,577 - mmaction - INFO - Epoch [18][380/1345] lr: 1.000e-02, eta: 2 days, 3:19:31, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.5473, top1_acc: 0.4164, top5_acc: 0.6859, loss_cls: 2.4297, loss: 3.9770, grad_norm: 6.9324 2021-12-03 03:24:27,815 - mmaction - INFO - Epoch [18][400/1345] lr: 1.000e-02, eta: 2 days, 3:18:59, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.5765, top1_acc: 0.4023, top5_acc: 0.6891, loss_cls: 2.4638, loss: 4.0404, grad_norm: 6.8797 2021-12-03 03:24:47,021 - mmaction - INFO - Epoch [18][420/1345] lr: 1.000e-02, eta: 2 days, 3:18:27, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.5094, top1_acc: 0.4234, top5_acc: 0.6898, loss_cls: 2.3982, loss: 3.9077, grad_norm: 6.8360 2021-12-03 03:25:06,262 - mmaction - INFO - Epoch [18][440/1345] lr: 1.000e-02, eta: 2 days, 3:17:55, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.5197, top1_acc: 0.4375, top5_acc: 0.6984, loss_cls: 2.3781, loss: 3.8978, grad_norm: 6.9221 2021-12-03 03:25:25,520 - mmaction - INFO - Epoch [18][460/1345] lr: 1.000e-02, eta: 2 days, 3:17:23, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.5584, top1_acc: 0.3914, top5_acc: 0.6945, loss_cls: 2.4693, loss: 4.0277, grad_norm: 7.2017 2021-12-03 03:25:44,788 - mmaction - INFO - Epoch [18][480/1345] lr: 1.000e-02, eta: 2 days, 3:16:52, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.5533, top1_acc: 0.4078, top5_acc: 0.6758, loss_cls: 2.4296, loss: 3.9829, grad_norm: 6.8574 2021-12-03 03:26:04,070 - mmaction - INFO - Epoch [18][500/1345] lr: 1.000e-02, eta: 2 days, 3:16:20, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 1.5476, top1_acc: 0.4219, top5_acc: 0.6789, loss_cls: 2.4810, loss: 4.0286, grad_norm: 7.0013 2021-12-03 03:26:23,333 - mmaction - INFO - Epoch [18][520/1345] lr: 1.000e-02, eta: 2 days, 3:15:49, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.5376, top1_acc: 0.4156, top5_acc: 0.7000, loss_cls: 2.3998, loss: 3.9374, grad_norm: 6.9803 2021-12-03 03:26:42,609 - mmaction - INFO - Epoch [18][540/1345] lr: 1.000e-02, eta: 2 days, 3:15:17, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 1.5267, top1_acc: 0.4352, top5_acc: 0.6984, loss_cls: 2.3817, loss: 3.9085, grad_norm: 6.9382 2021-12-03 03:27:01,878 - mmaction - INFO - Epoch [18][560/1345] lr: 1.000e-02, eta: 2 days, 3:14:46, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.5861, top1_acc: 0.4117, top5_acc: 0.6680, loss_cls: 2.5313, loss: 4.1174, grad_norm: 7.1517 2021-12-03 03:27:21,180 - mmaction - INFO - Epoch [18][580/1345] lr: 1.000e-02, eta: 2 days, 3:14:14, time: 0.965, data_time: 0.001, memory: 8232, loss_aux: 1.5909, top1_acc: 0.3977, top5_acc: 0.6734, loss_cls: 2.5097, loss: 4.1005, grad_norm: 7.0506 2021-12-03 03:27:40,462 - mmaction - INFO - Epoch [18][600/1345] lr: 1.000e-02, eta: 2 days, 3:13:43, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 1.5273, top1_acc: 0.4234, top5_acc: 0.6977, loss_cls: 2.4422, loss: 3.9695, grad_norm: 6.9280 2021-12-03 03:27:59,745 - mmaction - INFO - Epoch [18][620/1345] lr: 1.000e-02, eta: 2 days, 3:13:12, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 1.5421, top1_acc: 0.4070, top5_acc: 0.6922, loss_cls: 2.4608, loss: 4.0029, grad_norm: 7.2206 2021-12-03 03:28:18,996 - mmaction - INFO - Epoch [18][640/1345] lr: 1.000e-02, eta: 2 days, 3:12:40, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.5148, top1_acc: 0.4180, top5_acc: 0.6984, loss_cls: 2.4049, loss: 3.9197, grad_norm: 7.1112 2021-12-03 03:28:38,289 - mmaction - INFO - Epoch [18][660/1345] lr: 1.000e-02, eta: 2 days, 3:12:09, time: 0.965, data_time: 0.001, memory: 8232, loss_aux: 1.5368, top1_acc: 0.4039, top5_acc: 0.6852, loss_cls: 2.4580, loss: 3.9948, grad_norm: 7.0536 2021-12-03 03:28:57,556 - mmaction - INFO - Epoch [18][680/1345] lr: 1.000e-02, eta: 2 days, 3:11:37, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.5425, top1_acc: 0.4078, top5_acc: 0.6781, loss_cls: 2.4772, loss: 4.0196, grad_norm: 6.9564 2021-12-03 03:29:16,825 - mmaction - INFO - Epoch [18][700/1345] lr: 1.000e-02, eta: 2 days, 3:11:06, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.5775, top1_acc: 0.3953, top5_acc: 0.6719, loss_cls: 2.5673, loss: 4.1448, grad_norm: 7.1723 2021-12-03 03:29:36,122 - mmaction - INFO - Epoch [18][720/1345] lr: 1.000e-02, eta: 2 days, 3:10:35, time: 0.965, data_time: 0.001, memory: 8232, loss_aux: 1.5697, top1_acc: 0.3984, top5_acc: 0.6750, loss_cls: 2.5200, loss: 4.0897, grad_norm: 7.0696 2021-12-03 03:29:55,410 - mmaction - INFO - Epoch [18][740/1345] lr: 1.000e-02, eta: 2 days, 3:10:04, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 1.5714, top1_acc: 0.4039, top5_acc: 0.6711, loss_cls: 2.4889, loss: 4.0602, grad_norm: 6.9227 2021-12-03 03:30:14,723 - mmaction - INFO - Epoch [18][760/1345] lr: 1.000e-02, eta: 2 days, 3:09:33, time: 0.966, data_time: 0.001, memory: 8232, loss_aux: 1.5378, top1_acc: 0.4352, top5_acc: 0.7008, loss_cls: 2.4101, loss: 3.9479, grad_norm: 6.9142 2021-12-03 03:30:34,025 - mmaction - INFO - Epoch [18][780/1345] lr: 1.000e-02, eta: 2 days, 3:09:02, time: 0.965, data_time: 0.001, memory: 8232, loss_aux: 1.5587, top1_acc: 0.3953, top5_acc: 0.6750, loss_cls: 2.5136, loss: 4.0723, grad_norm: 6.9847 2021-12-03 03:30:53,321 - mmaction - INFO - Epoch [18][800/1345] lr: 1.000e-02, eta: 2 days, 3:08:30, time: 0.965, data_time: 0.001, memory: 8232, loss_aux: 1.5203, top1_acc: 0.4156, top5_acc: 0.7016, loss_cls: 2.4173, loss: 3.9376, grad_norm: 6.9846 2021-12-03 03:31:12,605 - mmaction - INFO - Epoch [18][820/1345] lr: 1.000e-02, eta: 2 days, 3:07:59, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 1.5507, top1_acc: 0.4031, top5_acc: 0.6922, loss_cls: 2.4623, loss: 4.0131, grad_norm: 7.1812 2021-12-03 03:31:31,857 - mmaction - INFO - Epoch [18][840/1345] lr: 1.000e-02, eta: 2 days, 3:07:28, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.5554, top1_acc: 0.3984, top5_acc: 0.6992, loss_cls: 2.4176, loss: 3.9730, grad_norm: 6.9858 2021-12-03 03:31:51,149 - mmaction - INFO - Epoch [18][860/1345] lr: 1.000e-02, eta: 2 days, 3:06:57, time: 0.965, data_time: 0.001, memory: 8232, loss_aux: 1.5519, top1_acc: 0.4070, top5_acc: 0.6766, loss_cls: 2.4938, loss: 4.0457, grad_norm: 6.9009 2021-12-03 03:32:10,436 - mmaction - INFO - Epoch [18][880/1345] lr: 1.000e-02, eta: 2 days, 3:06:26, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 1.5611, top1_acc: 0.3898, top5_acc: 0.6750, loss_cls: 2.4910, loss: 4.0521, grad_norm: 7.0157 2021-12-03 03:32:29,707 - mmaction - INFO - Epoch [18][900/1345] lr: 1.000e-02, eta: 2 days, 3:05:55, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 1.5549, top1_acc: 0.4086, top5_acc: 0.6844, loss_cls: 2.4649, loss: 4.0199, grad_norm: 7.1369 2021-12-03 03:32:48,957 - mmaction - INFO - Epoch [18][920/1345] lr: 1.000e-02, eta: 2 days, 3:05:23, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.5410, top1_acc: 0.3992, top5_acc: 0.6625, loss_cls: 2.4824, loss: 4.0235, grad_norm: 7.1215 2021-12-03 03:33:08,209 - mmaction - INFO - Epoch [18][940/1345] lr: 1.000e-02, eta: 2 days, 3:04:52, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.5059, top1_acc: 0.4156, top5_acc: 0.6937, loss_cls: 2.4089, loss: 3.9148, grad_norm: 6.8318 2021-12-03 03:33:27,439 - mmaction - INFO - Epoch [18][960/1345] lr: 1.000e-02, eta: 2 days, 3:04:21, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.5147, top1_acc: 0.4172, top5_acc: 0.7000, loss_cls: 2.4334, loss: 3.9481, grad_norm: 6.9970 2021-12-03 03:33:46,689 - mmaction - INFO - Epoch [18][980/1345] lr: 1.000e-02, eta: 2 days, 3:03:49, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.5578, top1_acc: 0.4016, top5_acc: 0.6805, loss_cls: 2.4812, loss: 4.0390, grad_norm: 6.9167 2021-12-03 03:34:05,976 - mmaction - INFO - Epoch [18][1000/1345] lr: 1.000e-02, eta: 2 days, 3:03:18, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 1.5289, top1_acc: 0.4289, top5_acc: 0.7094, loss_cls: 2.3928, loss: 3.9217, grad_norm: 6.9877 2021-12-03 03:34:25,231 - mmaction - INFO - Epoch [18][1020/1345] lr: 1.000e-02, eta: 2 days, 3:02:47, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.5801, top1_acc: 0.4094, top5_acc: 0.6656, loss_cls: 2.5488, loss: 4.1288, grad_norm: 7.0555 2021-12-03 03:34:44,477 - mmaction - INFO - Epoch [18][1040/1345] lr: 1.000e-02, eta: 2 days, 3:02:16, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.5352, top1_acc: 0.4211, top5_acc: 0.6992, loss_cls: 2.4147, loss: 3.9499, grad_norm: 6.8470 2021-12-03 03:35:03,717 - mmaction - INFO - Epoch [18][1060/1345] lr: 1.000e-02, eta: 2 days, 3:01:45, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.5217, top1_acc: 0.4133, top5_acc: 0.6891, loss_cls: 2.4197, loss: 3.9414, grad_norm: 7.0126 2021-12-03 03:35:22,926 - mmaction - INFO - Epoch [18][1080/1345] lr: 1.000e-02, eta: 2 days, 3:01:13, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5601, top1_acc: 0.3898, top5_acc: 0.6594, loss_cls: 2.5630, loss: 4.1231, grad_norm: 7.3391 2021-12-03 03:35:42,125 - mmaction - INFO - Epoch [18][1100/1345] lr: 1.000e-02, eta: 2 days, 3:00:42, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.5363, top1_acc: 0.4117, top5_acc: 0.6820, loss_cls: 2.4517, loss: 3.9880, grad_norm: 6.9143 2021-12-03 03:36:01,359 - mmaction - INFO - Epoch [18][1120/1345] lr: 1.000e-02, eta: 2 days, 3:00:11, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.5704, top1_acc: 0.3937, top5_acc: 0.6805, loss_cls: 2.5122, loss: 4.0826, grad_norm: 7.1310 2021-12-03 03:36:20,586 - mmaction - INFO - Epoch [18][1140/1345] lr: 1.000e-02, eta: 2 days, 2:59:39, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5170, top1_acc: 0.4117, top5_acc: 0.6945, loss_cls: 2.4387, loss: 3.9556, grad_norm: 6.9905 2021-12-03 03:36:39,785 - mmaction - INFO - Epoch [18][1160/1345] lr: 1.000e-02, eta: 2 days, 2:59:08, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.5545, top1_acc: 0.4242, top5_acc: 0.6937, loss_cls: 2.4494, loss: 4.0039, grad_norm: 6.9077 2021-12-03 03:36:59,008 - mmaction - INFO - Epoch [18][1180/1345] lr: 1.000e-02, eta: 2 days, 2:58:37, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5724, top1_acc: 0.3922, top5_acc: 0.6656, loss_cls: 2.5487, loss: 4.1210, grad_norm: 7.0598 2021-12-03 03:37:18,228 - mmaction - INFO - Epoch [18][1200/1345] lr: 1.000e-02, eta: 2 days, 2:58:06, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5584, top1_acc: 0.4055, top5_acc: 0.6664, loss_cls: 2.5200, loss: 4.0784, grad_norm: 7.0369 2021-12-03 03:37:37,483 - mmaction - INFO - Epoch [18][1220/1345] lr: 1.000e-02, eta: 2 days, 2:57:35, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.5936, top1_acc: 0.3922, top5_acc: 0.6586, loss_cls: 2.5731, loss: 4.1667, grad_norm: 7.1240 2021-12-03 03:37:56,732 - mmaction - INFO - Epoch [18][1240/1345] lr: 1.000e-02, eta: 2 days, 2:57:04, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.5792, top1_acc: 0.4047, top5_acc: 0.6680, loss_cls: 2.5359, loss: 4.1151, grad_norm: 6.8859 2021-12-03 03:38:15,999 - mmaction - INFO - Epoch [18][1260/1345] lr: 1.000e-02, eta: 2 days, 2:56:33, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.5556, top1_acc: 0.4211, top5_acc: 0.6805, loss_cls: 2.4618, loss: 4.0174, grad_norm: 6.9000 2021-12-03 03:38:35,223 - mmaction - INFO - Epoch [18][1280/1345] lr: 1.000e-02, eta: 2 days, 2:56:02, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5478, top1_acc: 0.4172, top5_acc: 0.6742, loss_cls: 2.4836, loss: 4.0314, grad_norm: 6.9567 2021-12-03 03:38:54,456 - mmaction - INFO - Epoch [18][1300/1345] lr: 1.000e-02, eta: 2 days, 2:55:31, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.5543, top1_acc: 0.4023, top5_acc: 0.6859, loss_cls: 2.4928, loss: 4.0471, grad_norm: 7.0031 2021-12-03 03:39:13,678 - mmaction - INFO - Epoch [18][1320/1345] lr: 1.000e-02, eta: 2 days, 2:54:59, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5807, top1_acc: 0.3695, top5_acc: 0.6477, loss_cls: 2.5767, loss: 4.1573, grad_norm: 7.1828 2021-12-03 03:39:32,920 - mmaction - INFO - Epoch [18][1340/1345] lr: 1.000e-02, eta: 2 days, 2:54:29, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.5866, top1_acc: 0.4109, top5_acc: 0.6664, loss_cls: 2.5406, loss: 4.1273, grad_norm: 7.0758 2021-12-03 03:39:38,638 - mmaction - INFO - Saving checkpoint at 18 epochs 2021-12-03 03:41:41,883 - mmaction - INFO - Epoch [19][20/1345] lr: 1.000e-02, eta: 2 days, 3:05:13, time: 5.866, data_time: 4.911, memory: 8232, loss_aux: 1.5448, top1_acc: 0.4102, top5_acc: 0.6867, loss_cls: 2.4473, loss: 3.9921, grad_norm: 6.8817 2021-12-03 03:42:01,086 - mmaction - INFO - Epoch [19][40/1345] lr: 1.000e-02, eta: 2 days, 3:04:41, time: 0.960, data_time: 0.004, memory: 8232, loss_aux: 1.5199, top1_acc: 0.4188, top5_acc: 0.7016, loss_cls: 2.3856, loss: 3.9055, grad_norm: 6.7818 2021-12-03 03:42:20,276 - mmaction - INFO - Epoch [19][60/1345] lr: 1.000e-02, eta: 2 days, 3:04:09, time: 0.960, data_time: 0.002, memory: 8232, loss_aux: 1.5064, top1_acc: 0.4414, top5_acc: 0.7008, loss_cls: 2.3641, loss: 3.8705, grad_norm: 6.8080 2021-12-03 03:42:39,530 - mmaction - INFO - Epoch [19][80/1345] lr: 1.000e-02, eta: 2 days, 3:03:38, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.5227, top1_acc: 0.4125, top5_acc: 0.7031, loss_cls: 2.3751, loss: 3.8978, grad_norm: 6.9657 2021-12-03 03:42:58,756 - mmaction - INFO - Epoch [19][100/1345] lr: 1.000e-02, eta: 2 days, 3:03:06, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5545, top1_acc: 0.3930, top5_acc: 0.6758, loss_cls: 2.5112, loss: 4.0657, grad_norm: 7.0372 2021-12-03 03:43:17,997 - mmaction - INFO - Epoch [19][120/1345] lr: 1.000e-02, eta: 2 days, 3:02:35, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.5112, top1_acc: 0.4164, top5_acc: 0.6953, loss_cls: 2.3856, loss: 3.8969, grad_norm: 6.8776 2021-12-03 03:43:37,225 - mmaction - INFO - Epoch [19][140/1345] lr: 1.000e-02, eta: 2 days, 3:02:03, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5293, top1_acc: 0.4273, top5_acc: 0.7000, loss_cls: 2.4039, loss: 3.9331, grad_norm: 6.9542 2021-12-03 03:43:56,489 - mmaction - INFO - Epoch [19][160/1345] lr: 1.000e-02, eta: 2 days, 3:01:32, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.5686, top1_acc: 0.4039, top5_acc: 0.6930, loss_cls: 2.4660, loss: 4.0347, grad_norm: 7.0260 2021-12-03 03:44:15,765 - mmaction - INFO - Epoch [19][180/1345] lr: 1.000e-02, eta: 2 days, 3:01:01, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 1.5336, top1_acc: 0.4164, top5_acc: 0.6961, loss_cls: 2.3941, loss: 3.9277, grad_norm: 6.7754 2021-12-03 03:44:35,034 - mmaction - INFO - Epoch [19][200/1345] lr: 1.000e-02, eta: 2 days, 3:00:30, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.5166, top1_acc: 0.4234, top5_acc: 0.7031, loss_cls: 2.4053, loss: 3.9219, grad_norm: 6.8062 2021-12-03 03:44:54,287 - mmaction - INFO - Epoch [19][220/1345] lr: 1.000e-02, eta: 2 days, 2:59:58, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.5043, top1_acc: 0.4375, top5_acc: 0.7164, loss_cls: 2.3232, loss: 3.8275, grad_norm: 7.0413 2021-12-03 03:45:13,541 - mmaction - INFO - Epoch [19][240/1345] lr: 1.000e-02, eta: 2 days, 2:59:27, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.5437, top1_acc: 0.4234, top5_acc: 0.6852, loss_cls: 2.4334, loss: 3.9770, grad_norm: 6.9657 2021-12-03 03:45:32,798 - mmaction - INFO - Epoch [19][260/1345] lr: 1.000e-02, eta: 2 days, 2:58:56, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.5286, top1_acc: 0.4148, top5_acc: 0.6852, loss_cls: 2.4490, loss: 3.9776, grad_norm: 6.9193 2021-12-03 03:45:52,035 - mmaction - INFO - Epoch [19][280/1345] lr: 1.000e-02, eta: 2 days, 2:58:25, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.5071, top1_acc: 0.4156, top5_acc: 0.7078, loss_cls: 2.3539, loss: 3.8610, grad_norm: 6.8701 2021-12-03 03:46:11,310 - mmaction - INFO - Epoch [19][300/1345] lr: 1.000e-02, eta: 2 days, 2:57:54, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 1.5213, top1_acc: 0.4250, top5_acc: 0.6891, loss_cls: 2.4194, loss: 3.9407, grad_norm: 7.0495 2021-12-03 03:46:30,568 - mmaction - INFO - Epoch [19][320/1345] lr: 1.000e-02, eta: 2 days, 2:57:23, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.5100, top1_acc: 0.4320, top5_acc: 0.7047, loss_cls: 2.3778, loss: 3.8878, grad_norm: 6.8844 2021-12-03 03:46:49,823 - mmaction - INFO - Epoch [19][340/1345] lr: 1.000e-02, eta: 2 days, 2:56:51, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.5194, top1_acc: 0.4188, top5_acc: 0.6914, loss_cls: 2.4278, loss: 3.9472, grad_norm: 7.1721 2021-12-03 03:47:09,087 - mmaction - INFO - Epoch [19][360/1345] lr: 1.000e-02, eta: 2 days, 2:56:20, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.5419, top1_acc: 0.4266, top5_acc: 0.6953, loss_cls: 2.4553, loss: 3.9972, grad_norm: 6.9886 2021-12-03 03:47:28,361 - mmaction - INFO - Epoch [19][380/1345] lr: 1.000e-02, eta: 2 days, 2:55:49, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 1.5547, top1_acc: 0.3898, top5_acc: 0.6813, loss_cls: 2.5422, loss: 4.0969, grad_norm: 7.1741 2021-12-03 03:47:47,624 - mmaction - INFO - Epoch [19][400/1345] lr: 1.000e-02, eta: 2 days, 2:55:18, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.5396, top1_acc: 0.4188, top5_acc: 0.6867, loss_cls: 2.4026, loss: 3.9422, grad_norm: 7.0529 2021-12-03 03:48:06,844 - mmaction - INFO - Epoch [19][420/1345] lr: 1.000e-02, eta: 2 days, 2:54:47, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5824, top1_acc: 0.3852, top5_acc: 0.6539, loss_cls: 2.5731, loss: 4.1555, grad_norm: 7.1735 2021-12-03 03:48:26,114 - mmaction - INFO - Epoch [19][440/1345] lr: 1.000e-02, eta: 2 days, 2:54:16, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 1.5042, top1_acc: 0.4258, top5_acc: 0.7164, loss_cls: 2.3214, loss: 3.8256, grad_norm: 6.9052 2021-12-03 03:48:45,375 - mmaction - INFO - Epoch [19][460/1345] lr: 1.000e-02, eta: 2 days, 2:53:45, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.5229, top1_acc: 0.4359, top5_acc: 0.6820, loss_cls: 2.4282, loss: 3.9511, grad_norm: 6.9915 2021-12-03 03:49:04,630 - mmaction - INFO - Epoch [19][480/1345] lr: 1.000e-02, eta: 2 days, 2:53:14, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.5108, top1_acc: 0.3992, top5_acc: 0.6742, loss_cls: 2.4423, loss: 3.9531, grad_norm: 7.1192 2021-12-03 03:49:23,864 - mmaction - INFO - Epoch [19][500/1345] lr: 1.000e-02, eta: 2 days, 2:52:43, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4956, top1_acc: 0.4156, top5_acc: 0.7063, loss_cls: 2.3926, loss: 3.8882, grad_norm: 7.0304 2021-12-03 03:49:43,110 - mmaction - INFO - Epoch [19][520/1345] lr: 1.000e-02, eta: 2 days, 2:52:12, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.5136, top1_acc: 0.4320, top5_acc: 0.7141, loss_cls: 2.3525, loss: 3.8661, grad_norm: 7.0473 2021-12-03 03:50:02,347 - mmaction - INFO - Epoch [19][540/1345] lr: 1.000e-02, eta: 2 days, 2:51:41, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.5449, top1_acc: 0.4148, top5_acc: 0.6922, loss_cls: 2.4252, loss: 3.9701, grad_norm: 6.8468 2021-12-03 03:50:21,606 - mmaction - INFO - Epoch [19][560/1345] lr: 1.000e-02, eta: 2 days, 2:51:10, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.4876, top1_acc: 0.4180, top5_acc: 0.6984, loss_cls: 2.3706, loss: 3.8583, grad_norm: 6.8141 2021-12-03 03:50:40,820 - mmaction - INFO - Epoch [19][580/1345] lr: 1.000e-02, eta: 2 days, 2:50:39, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5247, top1_acc: 0.4172, top5_acc: 0.6828, loss_cls: 2.4213, loss: 3.9460, grad_norm: 7.1008 2021-12-03 03:51:00,028 - mmaction - INFO - Epoch [19][600/1345] lr: 1.000e-02, eta: 2 days, 2:50:07, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4781, top1_acc: 0.4453, top5_acc: 0.7031, loss_cls: 2.3385, loss: 3.8167, grad_norm: 7.0949 2021-12-03 03:51:19,260 - mmaction - INFO - Epoch [19][620/1345] lr: 1.000e-02, eta: 2 days, 2:49:36, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.5142, top1_acc: 0.4125, top5_acc: 0.6898, loss_cls: 2.4479, loss: 3.9622, grad_norm: 7.2688 2021-12-03 03:51:38,488 - mmaction - INFO - Epoch [19][640/1345] lr: 1.000e-02, eta: 2 days, 2:49:05, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5157, top1_acc: 0.4391, top5_acc: 0.7047, loss_cls: 2.3981, loss: 3.9138, grad_norm: 7.0098 2021-12-03 03:51:57,722 - mmaction - INFO - Epoch [19][660/1345] lr: 1.000e-02, eta: 2 days, 2:48:34, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.5427, top1_acc: 0.4273, top5_acc: 0.6852, loss_cls: 2.4273, loss: 3.9700, grad_norm: 6.9397 2021-12-03 03:52:16,965 - mmaction - INFO - Epoch [19][680/1345] lr: 1.000e-02, eta: 2 days, 2:48:03, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.5152, top1_acc: 0.4195, top5_acc: 0.6969, loss_cls: 2.4328, loss: 3.9480, grad_norm: 7.0985 2021-12-03 03:52:36,235 - mmaction - INFO - Epoch [19][700/1345] lr: 1.000e-02, eta: 2 days, 2:47:33, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.6013, top1_acc: 0.4016, top5_acc: 0.6602, loss_cls: 2.5257, loss: 4.1270, grad_norm: 7.2048 2021-12-03 03:52:55,469 - mmaction - INFO - Epoch [19][720/1345] lr: 1.000e-02, eta: 2 days, 2:47:02, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.5646, top1_acc: 0.3906, top5_acc: 0.6687, loss_cls: 2.5236, loss: 4.0882, grad_norm: 7.2479 2021-12-03 03:53:14,730 - mmaction - INFO - Epoch [19][740/1345] lr: 1.000e-02, eta: 2 days, 2:46:31, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.5564, top1_acc: 0.3992, top5_acc: 0.6797, loss_cls: 2.4561, loss: 4.0126, grad_norm: 7.1159 2021-12-03 03:53:33,955 - mmaction - INFO - Epoch [19][760/1345] lr: 1.000e-02, eta: 2 days, 2:46:00, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5414, top1_acc: 0.4141, top5_acc: 0.6891, loss_cls: 2.4662, loss: 4.0076, grad_norm: 7.0078 2021-12-03 03:53:53,173 - mmaction - INFO - Epoch [19][780/1345] lr: 1.000e-02, eta: 2 days, 2:45:29, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5629, top1_acc: 0.3961, top5_acc: 0.6742, loss_cls: 2.4926, loss: 4.0555, grad_norm: 7.0215 2021-12-03 03:54:12,389 - mmaction - INFO - Epoch [19][800/1345] lr: 1.000e-02, eta: 2 days, 2:44:58, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5283, top1_acc: 0.3828, top5_acc: 0.6953, loss_cls: 2.4643, loss: 3.9925, grad_norm: 7.0676 2021-12-03 03:54:31,604 - mmaction - INFO - Epoch [19][820/1345] lr: 1.000e-02, eta: 2 days, 2:44:27, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5680, top1_acc: 0.4070, top5_acc: 0.6813, loss_cls: 2.5202, loss: 4.0882, grad_norm: 7.0599 2021-12-03 03:54:50,819 - mmaction - INFO - Epoch [19][840/1345] lr: 1.000e-02, eta: 2 days, 2:43:56, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5684, top1_acc: 0.4016, top5_acc: 0.6664, loss_cls: 2.5175, loss: 4.0859, grad_norm: 7.0371 2021-12-03 03:55:10,046 - mmaction - INFO - Epoch [19][860/1345] lr: 1.000e-02, eta: 2 days, 2:43:25, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5653, top1_acc: 0.4070, top5_acc: 0.6852, loss_cls: 2.4680, loss: 4.0332, grad_norm: 7.0946 2021-12-03 03:55:29,303 - mmaction - INFO - Epoch [19][880/1345] lr: 1.000e-02, eta: 2 days, 2:42:55, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.5646, top1_acc: 0.3945, top5_acc: 0.6609, loss_cls: 2.5409, loss: 4.1056, grad_norm: 7.1804 2021-12-03 03:55:48,562 - mmaction - INFO - Epoch [19][900/1345] lr: 1.000e-02, eta: 2 days, 2:42:24, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.5598, top1_acc: 0.4141, top5_acc: 0.6711, loss_cls: 2.4866, loss: 4.0464, grad_norm: 7.0287 2021-12-03 03:56:07,819 - mmaction - INFO - Epoch [19][920/1345] lr: 1.000e-02, eta: 2 days, 2:41:53, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.5365, top1_acc: 0.4383, top5_acc: 0.6789, loss_cls: 2.4599, loss: 3.9964, grad_norm: 6.8234 2021-12-03 03:56:27,057 - mmaction - INFO - Epoch [19][940/1345] lr: 1.000e-02, eta: 2 days, 2:41:23, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.5156, top1_acc: 0.4391, top5_acc: 0.7000, loss_cls: 2.3992, loss: 3.9148, grad_norm: 6.9141 2021-12-03 03:56:46,264 - mmaction - INFO - Epoch [19][960/1345] lr: 1.000e-02, eta: 2 days, 2:40:52, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4896, top1_acc: 0.4117, top5_acc: 0.7055, loss_cls: 2.3585, loss: 3.8481, grad_norm: 7.0103 2021-12-03 03:57:05,477 - mmaction - INFO - Epoch [19][980/1345] lr: 1.000e-02, eta: 2 days, 2:40:21, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5717, top1_acc: 0.3977, top5_acc: 0.6727, loss_cls: 2.4827, loss: 4.0544, grad_norm: 7.2002 2021-12-03 03:57:24,724 - mmaction - INFO - Epoch [19][1000/1345] lr: 1.000e-02, eta: 2 days, 2:39:50, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.5743, top1_acc: 0.3961, top5_acc: 0.6711, loss_cls: 2.4708, loss: 4.0451, grad_norm: 7.0858 2021-12-03 03:57:43,951 - mmaction - INFO - Epoch [19][1020/1345] lr: 1.000e-02, eta: 2 days, 2:39:20, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5496, top1_acc: 0.3984, top5_acc: 0.6742, loss_cls: 2.4948, loss: 4.0444, grad_norm: 6.9694 2021-12-03 03:58:03,178 - mmaction - INFO - Epoch [19][1040/1345] lr: 1.000e-02, eta: 2 days, 2:38:49, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5277, top1_acc: 0.4133, top5_acc: 0.6891, loss_cls: 2.4569, loss: 3.9846, grad_norm: 6.9289 2021-12-03 03:58:22,395 - mmaction - INFO - Epoch [19][1060/1345] lr: 1.000e-02, eta: 2 days, 2:38:18, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5343, top1_acc: 0.4203, top5_acc: 0.6797, loss_cls: 2.4479, loss: 3.9823, grad_norm: 6.9659 2021-12-03 03:58:41,646 - mmaction - INFO - Epoch [19][1080/1345] lr: 1.000e-02, eta: 2 days, 2:37:48, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.5475, top1_acc: 0.4180, top5_acc: 0.6867, loss_cls: 2.4885, loss: 4.0360, grad_norm: 7.2083 2021-12-03 03:59:00,871 - mmaction - INFO - Epoch [19][1100/1345] lr: 1.000e-02, eta: 2 days, 2:37:17, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.5688, top1_acc: 0.4234, top5_acc: 0.6703, loss_cls: 2.4996, loss: 4.0683, grad_norm: 6.9001 2021-12-03 03:59:20,080 - mmaction - INFO - Epoch [19][1120/1345] lr: 1.000e-02, eta: 2 days, 2:36:46, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.5218, top1_acc: 0.3969, top5_acc: 0.6922, loss_cls: 2.4639, loss: 3.9857, grad_norm: 7.1536 2021-12-03 03:59:39,303 - mmaction - INFO - Epoch [19][1140/1345] lr: 1.000e-02, eta: 2 days, 2:36:16, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5378, top1_acc: 0.4156, top5_acc: 0.6828, loss_cls: 2.5179, loss: 4.0557, grad_norm: 7.0261 2021-12-03 03:59:58,529 - mmaction - INFO - Epoch [19][1160/1345] lr: 1.000e-02, eta: 2 days, 2:35:45, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.5537, top1_acc: 0.3953, top5_acc: 0.6695, loss_cls: 2.5601, loss: 4.1138, grad_norm: 7.2387 2021-12-03 04:00:17,759 - mmaction - INFO - Epoch [19][1180/1345] lr: 1.000e-02, eta: 2 days, 2:35:15, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.5233, top1_acc: 0.4188, top5_acc: 0.6922, loss_cls: 2.4117, loss: 3.9350, grad_norm: 6.8886 2021-12-03 04:00:37,007 - mmaction - INFO - Epoch [19][1200/1345] lr: 1.000e-02, eta: 2 days, 2:34:44, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.5259, top1_acc: 0.4195, top5_acc: 0.6844, loss_cls: 2.4567, loss: 3.9825, grad_norm: 6.9887 2021-12-03 04:00:56,225 - mmaction - INFO - Epoch [19][1220/1345] lr: 1.000e-02, eta: 2 days, 2:34:14, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4979, top1_acc: 0.4188, top5_acc: 0.7008, loss_cls: 2.3994, loss: 3.8973, grad_norm: 6.9028 2021-12-03 04:01:15,496 - mmaction - INFO - Epoch [19][1240/1345] lr: 1.000e-02, eta: 2 days, 2:33:43, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.5148, top1_acc: 0.4125, top5_acc: 0.6961, loss_cls: 2.3864, loss: 3.9013, grad_norm: 6.9734 2021-12-03 04:01:34,754 - mmaction - INFO - Epoch [19][1260/1345] lr: 1.000e-02, eta: 2 days, 2:33:13, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.5633, top1_acc: 0.3898, top5_acc: 0.6617, loss_cls: 2.5342, loss: 4.0975, grad_norm: 7.0433 2021-12-03 04:01:53,978 - mmaction - INFO - Epoch [19][1280/1345] lr: 1.000e-02, eta: 2 days, 2:32:43, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5011, top1_acc: 0.4344, top5_acc: 0.7258, loss_cls: 2.3215, loss: 3.8225, grad_norm: 6.8441 2021-12-03 04:02:13,177 - mmaction - INFO - Epoch [19][1300/1345] lr: 1.000e-02, eta: 2 days, 2:32:12, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.5437, top1_acc: 0.4203, top5_acc: 0.6937, loss_cls: 2.4178, loss: 3.9614, grad_norm: 7.0051 2021-12-03 04:02:32,393 - mmaction - INFO - Epoch [19][1320/1345] lr: 1.000e-02, eta: 2 days, 2:31:42, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5692, top1_acc: 0.3961, top5_acc: 0.6805, loss_cls: 2.5509, loss: 4.1201, grad_norm: 7.0733 2021-12-03 04:02:51,671 - mmaction - INFO - Epoch [19][1340/1345] lr: 1.000e-02, eta: 2 days, 2:31:11, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 1.5453, top1_acc: 0.4125, top5_acc: 0.6727, loss_cls: 2.4932, loss: 4.0385, grad_norm: 7.0464 2021-12-03 04:02:57,297 - mmaction - INFO - Saving checkpoint at 19 epochs 2021-12-03 04:05:00,084 - mmaction - INFO - Epoch [20][20/1345] lr: 1.000e-02, eta: 2 days, 2:41:24, time: 5.924, data_time: 4.971, memory: 8232, loss_aux: 1.5296, top1_acc: 0.4289, top5_acc: 0.7078, loss_cls: 2.3977, loss: 3.9274, grad_norm: 6.8420 2021-12-03 04:05:19,278 - mmaction - INFO - Epoch [20][40/1345] lr: 1.000e-02, eta: 2 days, 2:40:53, time: 0.960, data_time: 0.003, memory: 8232, loss_aux: 1.5145, top1_acc: 0.4203, top5_acc: 0.7055, loss_cls: 2.3990, loss: 3.9135, grad_norm: 6.9858 2021-12-03 04:05:38,436 - mmaction - INFO - Epoch [20][60/1345] lr: 1.000e-02, eta: 2 days, 2:40:21, time: 0.958, data_time: 0.002, memory: 8232, loss_aux: 1.5141, top1_acc: 0.4281, top5_acc: 0.6953, loss_cls: 2.3991, loss: 3.9132, grad_norm: 6.8987 2021-12-03 04:05:57,645 - mmaction - INFO - Epoch [20][80/1345] lr: 1.000e-02, eta: 2 days, 2:39:50, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4809, top1_acc: 0.4414, top5_acc: 0.7094, loss_cls: 2.2943, loss: 3.7752, grad_norm: 6.8855 2021-12-03 04:06:16,851 - mmaction - INFO - Epoch [20][100/1345] lr: 1.000e-02, eta: 2 days, 2:39:19, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.5175, top1_acc: 0.4062, top5_acc: 0.6937, loss_cls: 2.4454, loss: 3.9629, grad_norm: 7.0684 2021-12-03 04:06:36,008 - mmaction - INFO - Epoch [20][120/1345] lr: 1.000e-02, eta: 2 days, 2:38:48, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.5362, top1_acc: 0.4125, top5_acc: 0.6930, loss_cls: 2.4431, loss: 3.9793, grad_norm: 6.9292 2021-12-03 04:06:55,187 - mmaction - INFO - Epoch [20][140/1345] lr: 1.000e-02, eta: 2 days, 2:38:17, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.5222, top1_acc: 0.4070, top5_acc: 0.6852, loss_cls: 2.4111, loss: 3.9333, grad_norm: 6.9388 2021-12-03 04:07:14,366 - mmaction - INFO - Epoch [20][160/1345] lr: 1.000e-02, eta: 2 days, 2:37:45, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.5196, top1_acc: 0.4359, top5_acc: 0.6992, loss_cls: 2.3856, loss: 3.9052, grad_norm: 6.8290 2021-12-03 04:07:33,582 - mmaction - INFO - Epoch [20][180/1345] lr: 1.000e-02, eta: 2 days, 2:37:15, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4956, top1_acc: 0.4305, top5_acc: 0.7023, loss_cls: 2.3643, loss: 3.8599, grad_norm: 6.7227 2021-12-03 04:07:52,802 - mmaction - INFO - Epoch [20][200/1345] lr: 1.000e-02, eta: 2 days, 2:36:44, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4847, top1_acc: 0.4336, top5_acc: 0.7117, loss_cls: 2.3279, loss: 3.8126, grad_norm: 6.8473 2021-12-03 04:08:12,031 - mmaction - INFO - Epoch [20][220/1345] lr: 1.000e-02, eta: 2 days, 2:36:13, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4830, top1_acc: 0.4242, top5_acc: 0.6977, loss_cls: 2.3581, loss: 3.8411, grad_norm: 7.0168 2021-12-03 04:08:31,186 - mmaction - INFO - Epoch [20][240/1345] lr: 1.000e-02, eta: 2 days, 2:35:42, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.5295, top1_acc: 0.4148, top5_acc: 0.6937, loss_cls: 2.4482, loss: 3.9777, grad_norm: 7.3001 2021-12-03 04:08:50,406 - mmaction - INFO - Epoch [20][260/1345] lr: 1.000e-02, eta: 2 days, 2:35:11, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5344, top1_acc: 0.4094, top5_acc: 0.7047, loss_cls: 2.4256, loss: 3.9600, grad_norm: 7.0864 2021-12-03 04:09:09,631 - mmaction - INFO - Epoch [20][280/1345] lr: 1.000e-02, eta: 2 days, 2:34:40, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5710, top1_acc: 0.3961, top5_acc: 0.6641, loss_cls: 2.5240, loss: 4.0950, grad_norm: 7.1301 2021-12-03 04:09:28,862 - mmaction - INFO - Epoch [20][300/1345] lr: 1.000e-02, eta: 2 days, 2:34:09, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4766, top1_acc: 0.4281, top5_acc: 0.7094, loss_cls: 2.3360, loss: 3.8127, grad_norm: 6.8926 2021-12-03 04:09:48,088 - mmaction - INFO - Epoch [20][320/1345] lr: 1.000e-02, eta: 2 days, 2:33:39, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5072, top1_acc: 0.4359, top5_acc: 0.7023, loss_cls: 2.3958, loss: 3.9030, grad_norm: 7.0973 2021-12-03 04:10:07,322 - mmaction - INFO - Epoch [20][340/1345] lr: 1.000e-02, eta: 2 days, 2:33:08, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.5388, top1_acc: 0.4109, top5_acc: 0.6898, loss_cls: 2.4739, loss: 4.0127, grad_norm: 7.0660 2021-12-03 04:10:26,557 - mmaction - INFO - Epoch [20][360/1345] lr: 1.000e-02, eta: 2 days, 2:32:37, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.5541, top1_acc: 0.3945, top5_acc: 0.6750, loss_cls: 2.5503, loss: 4.1044, grad_norm: 7.3197 2021-12-03 04:10:45,774 - mmaction - INFO - Epoch [20][380/1345] lr: 1.000e-02, eta: 2 days, 2:32:07, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5302, top1_acc: 0.4320, top5_acc: 0.6844, loss_cls: 2.4475, loss: 3.9777, grad_norm: 6.9784 2021-12-03 04:11:05,030 - mmaction - INFO - Epoch [20][400/1345] lr: 1.000e-02, eta: 2 days, 2:31:36, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.5282, top1_acc: 0.4227, top5_acc: 0.6937, loss_cls: 2.3685, loss: 3.8967, grad_norm: 6.9651 2021-12-03 04:11:24,290 - mmaction - INFO - Epoch [20][420/1345] lr: 1.000e-02, eta: 2 days, 2:31:06, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.5047, top1_acc: 0.4484, top5_acc: 0.7117, loss_cls: 2.3315, loss: 3.8362, grad_norm: 6.9382 2021-12-03 04:11:43,551 - mmaction - INFO - Epoch [20][440/1345] lr: 1.000e-02, eta: 2 days, 2:30:35, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.5191, top1_acc: 0.4391, top5_acc: 0.6969, loss_cls: 2.3940, loss: 3.9131, grad_norm: 7.0421 2021-12-03 04:12:02,807 - mmaction - INFO - Epoch [20][460/1345] lr: 1.000e-02, eta: 2 days, 2:30:05, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.4975, top1_acc: 0.4266, top5_acc: 0.7008, loss_cls: 2.3776, loss: 3.8751, grad_norm: 7.1901 2021-12-03 04:12:22,075 - mmaction - INFO - Epoch [20][480/1345] lr: 1.000e-02, eta: 2 days, 2:29:35, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.5171, top1_acc: 0.4195, top5_acc: 0.6961, loss_cls: 2.4199, loss: 3.9370, grad_norm: 7.1618 2021-12-03 04:12:41,341 - mmaction - INFO - Epoch [20][500/1345] lr: 1.000e-02, eta: 2 days, 2:29:04, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.5433, top1_acc: 0.3922, top5_acc: 0.6945, loss_cls: 2.4727, loss: 4.0160, grad_norm: 7.1426 2021-12-03 04:13:00,573 - mmaction - INFO - Epoch [20][520/1345] lr: 1.000e-02, eta: 2 days, 2:28:34, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.5089, top1_acc: 0.4234, top5_acc: 0.6984, loss_cls: 2.4087, loss: 3.9176, grad_norm: 7.0269 2021-12-03 04:13:19,828 - mmaction - INFO - Epoch [20][540/1345] lr: 1.000e-02, eta: 2 days, 2:28:04, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.5406, top1_acc: 0.4062, top5_acc: 0.6891, loss_cls: 2.4334, loss: 3.9739, grad_norm: 7.0008 2021-12-03 04:13:39,107 - mmaction - INFO - Epoch [20][560/1345] lr: 1.000e-02, eta: 2 days, 2:27:33, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 1.5139, top1_acc: 0.4250, top5_acc: 0.6945, loss_cls: 2.4138, loss: 3.9278, grad_norm: 6.9907 2021-12-03 04:13:58,408 - mmaction - INFO - Epoch [20][580/1345] lr: 1.000e-02, eta: 2 days, 2:27:03, time: 0.965, data_time: 0.001, memory: 8232, loss_aux: 1.4810, top1_acc: 0.4453, top5_acc: 0.7148, loss_cls: 2.3315, loss: 3.8124, grad_norm: 7.0572 2021-12-03 04:14:17,689 - mmaction - INFO - Epoch [20][600/1345] lr: 1.000e-02, eta: 2 days, 2:26:33, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 1.5087, top1_acc: 0.4211, top5_acc: 0.6984, loss_cls: 2.4298, loss: 3.9385, grad_norm: 7.1338 2021-12-03 04:14:36,966 - mmaction - INFO - Epoch [20][620/1345] lr: 1.000e-02, eta: 2 days, 2:26:03, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 1.5307, top1_acc: 0.4109, top5_acc: 0.6820, loss_cls: 2.4681, loss: 3.9988, grad_norm: 7.2212 2021-12-03 04:14:56,182 - mmaction - INFO - Epoch [20][640/1345] lr: 1.000e-02, eta: 2 days, 2:25:33, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5321, top1_acc: 0.4023, top5_acc: 0.6930, loss_cls: 2.4443, loss: 3.9764, grad_norm: 7.1732 2021-12-03 04:15:15,464 - mmaction - INFO - Epoch [20][660/1345] lr: 1.000e-02, eta: 2 days, 2:25:03, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 1.5136, top1_acc: 0.4477, top5_acc: 0.7172, loss_cls: 2.3190, loss: 3.8326, grad_norm: 6.8182 2021-12-03 04:15:34,718 - mmaction - INFO - Epoch [20][680/1345] lr: 1.000e-02, eta: 2 days, 2:24:32, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.5618, top1_acc: 0.4016, top5_acc: 0.6836, loss_cls: 2.4838, loss: 4.0456, grad_norm: 7.0972 2021-12-03 04:15:53,973 - mmaction - INFO - Epoch [20][700/1345] lr: 1.000e-02, eta: 2 days, 2:24:02, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.5479, top1_acc: 0.3984, top5_acc: 0.6883, loss_cls: 2.4932, loss: 4.0412, grad_norm: 7.0886 2021-12-03 04:16:13,228 - mmaction - INFO - Epoch [20][720/1345] lr: 1.000e-02, eta: 2 days, 2:23:32, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.5423, top1_acc: 0.4117, top5_acc: 0.6937, loss_cls: 2.4134, loss: 3.9556, grad_norm: 6.9850 2021-12-03 04:16:32,483 - mmaction - INFO - Epoch [20][740/1345] lr: 1.000e-02, eta: 2 days, 2:23:02, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.5237, top1_acc: 0.4125, top5_acc: 0.6930, loss_cls: 2.4468, loss: 3.9705, grad_norm: 7.0493 2021-12-03 04:16:51,732 - mmaction - INFO - Epoch [20][760/1345] lr: 1.000e-02, eta: 2 days, 2:22:32, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.5075, top1_acc: 0.4188, top5_acc: 0.7078, loss_cls: 2.3974, loss: 3.9049, grad_norm: 7.1032 2021-12-03 04:17:11,002 - mmaction - INFO - Epoch [20][780/1345] lr: 1.000e-02, eta: 2 days, 2:22:02, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.5675, top1_acc: 0.3977, top5_acc: 0.6711, loss_cls: 2.5357, loss: 4.1031, grad_norm: 7.1412 2021-12-03 04:17:30,239 - mmaction - INFO - Epoch [20][800/1345] lr: 1.000e-02, eta: 2 days, 2:21:31, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4985, top1_acc: 0.4437, top5_acc: 0.7000, loss_cls: 2.3674, loss: 3.8660, grad_norm: 6.9117 2021-12-03 04:17:49,429 - mmaction - INFO - Epoch [20][820/1345] lr: 1.000e-02, eta: 2 days, 2:21:01, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.5742, top1_acc: 0.4086, top5_acc: 0.6633, loss_cls: 2.5210, loss: 4.0952, grad_norm: 7.0023 2021-12-03 04:18:08,657 - mmaction - INFO - Epoch [20][840/1345] lr: 1.000e-02, eta: 2 days, 2:20:31, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5533, top1_acc: 0.4109, top5_acc: 0.6781, loss_cls: 2.4515, loss: 4.0047, grad_norm: 7.0910 2021-12-03 04:18:27,882 - mmaction - INFO - Epoch [20][860/1345] lr: 1.000e-02, eta: 2 days, 2:20:00, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4989, top1_acc: 0.4344, top5_acc: 0.6992, loss_cls: 2.3655, loss: 3.8643, grad_norm: 6.9765 2021-12-03 04:18:47,130 - mmaction - INFO - Epoch [20][880/1345] lr: 1.000e-02, eta: 2 days, 2:19:30, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.5482, top1_acc: 0.3945, top5_acc: 0.6836, loss_cls: 2.4488, loss: 3.9971, grad_norm: 7.0917 2021-12-03 04:19:06,310 - mmaction - INFO - Epoch [20][900/1345] lr: 1.000e-02, eta: 2 days, 2:19:00, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4841, top1_acc: 0.4344, top5_acc: 0.6914, loss_cls: 2.3654, loss: 3.8496, grad_norm: 6.8000 2021-12-03 04:19:25,571 - mmaction - INFO - Epoch [20][920/1345] lr: 1.000e-02, eta: 2 days, 2:18:30, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.5259, top1_acc: 0.4102, top5_acc: 0.6805, loss_cls: 2.4314, loss: 3.9573, grad_norm: 7.1016 2021-12-03 04:19:44,785 - mmaction - INFO - Epoch [20][940/1345] lr: 1.000e-02, eta: 2 days, 2:18:00, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5149, top1_acc: 0.4102, top5_acc: 0.7031, loss_cls: 2.3880, loss: 3.9029, grad_norm: 7.1556 2021-12-03 04:20:04,027 - mmaction - INFO - Epoch [20][960/1345] lr: 1.000e-02, eta: 2 days, 2:17:29, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.5319, top1_acc: 0.4203, top5_acc: 0.6734, loss_cls: 2.4847, loss: 4.0167, grad_norm: 7.1444 2021-12-03 04:20:23,254 - mmaction - INFO - Epoch [20][980/1345] lr: 1.000e-02, eta: 2 days, 2:16:59, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4969, top1_acc: 0.4250, top5_acc: 0.7031, loss_cls: 2.3750, loss: 3.8720, grad_norm: 6.9230 2021-12-03 04:20:42,515 - mmaction - INFO - Epoch [20][1000/1345] lr: 1.000e-02, eta: 2 days, 2:16:29, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.5276, top1_acc: 0.4156, top5_acc: 0.6906, loss_cls: 2.4372, loss: 3.9648, grad_norm: 7.0424 2021-12-03 04:21:01,732 - mmaction - INFO - Epoch [20][1020/1345] lr: 1.000e-02, eta: 2 days, 2:15:59, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5172, top1_acc: 0.4086, top5_acc: 0.6984, loss_cls: 2.4530, loss: 3.9703, grad_norm: 7.1851 2021-12-03 04:21:20,943 - mmaction - INFO - Epoch [20][1040/1345] lr: 1.000e-02, eta: 2 days, 2:15:29, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.5080, top1_acc: 0.4156, top5_acc: 0.6969, loss_cls: 2.3668, loss: 3.8748, grad_norm: 7.1215 2021-12-03 04:21:40,161 - mmaction - INFO - Epoch [20][1060/1345] lr: 1.000e-02, eta: 2 days, 2:14:59, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5436, top1_acc: 0.4195, top5_acc: 0.6820, loss_cls: 2.4437, loss: 3.9873, grad_norm: 7.2268 2021-12-03 04:21:59,392 - mmaction - INFO - Epoch [20][1080/1345] lr: 1.000e-02, eta: 2 days, 2:14:29, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.5305, top1_acc: 0.4141, top5_acc: 0.6836, loss_cls: 2.4399, loss: 3.9704, grad_norm: 7.0240 2021-12-03 04:22:18,602 - mmaction - INFO - Epoch [20][1100/1345] lr: 1.000e-02, eta: 2 days, 2:13:59, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.5039, top1_acc: 0.4164, top5_acc: 0.6836, loss_cls: 2.4560, loss: 3.9599, grad_norm: 6.9731 2021-12-03 04:22:37,829 - mmaction - INFO - Epoch [20][1120/1345] lr: 1.000e-02, eta: 2 days, 2:13:29, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5162, top1_acc: 0.4383, top5_acc: 0.7070, loss_cls: 2.3708, loss: 3.8871, grad_norm: 6.9053 2021-12-03 04:22:57,021 - mmaction - INFO - Epoch [20][1140/1345] lr: 1.000e-02, eta: 2 days, 2:12:58, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.5612, top1_acc: 0.4031, top5_acc: 0.6945, loss_cls: 2.4863, loss: 4.0475, grad_norm: 7.1635 2021-12-03 04:23:16,233 - mmaction - INFO - Epoch [20][1160/1345] lr: 1.000e-02, eta: 2 days, 2:12:28, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5296, top1_acc: 0.4219, top5_acc: 0.6703, loss_cls: 2.4563, loss: 3.9859, grad_norm: 7.1540 2021-12-03 04:23:35,473 - mmaction - INFO - Epoch [20][1180/1345] lr: 1.000e-02, eta: 2 days, 2:11:58, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.5297, top1_acc: 0.4156, top5_acc: 0.6883, loss_cls: 2.4340, loss: 3.9638, grad_norm: 7.1841 2021-12-03 04:23:54,675 - mmaction - INFO - Epoch [20][1200/1345] lr: 1.000e-02, eta: 2 days, 2:11:28, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.5286, top1_acc: 0.4078, top5_acc: 0.6891, loss_cls: 2.4153, loss: 3.9438, grad_norm: 7.2058 2021-12-03 04:24:13,895 - mmaction - INFO - Epoch [20][1220/1345] lr: 1.000e-02, eta: 2 days, 2:10:58, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4881, top1_acc: 0.4289, top5_acc: 0.6953, loss_cls: 2.3604, loss: 3.8485, grad_norm: 6.9587 2021-12-03 04:24:33,085 - mmaction - INFO - Epoch [20][1240/1345] lr: 1.000e-02, eta: 2 days, 2:10:28, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.5392, top1_acc: 0.4125, top5_acc: 0.6953, loss_cls: 2.4520, loss: 3.9912, grad_norm: 7.0809 2021-12-03 04:24:52,322 - mmaction - INFO - Epoch [20][1260/1345] lr: 1.000e-02, eta: 2 days, 2:09:58, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4793, top1_acc: 0.4422, top5_acc: 0.7031, loss_cls: 2.3472, loss: 3.8265, grad_norm: 6.9129 2021-12-03 04:25:11,556 - mmaction - INFO - Epoch [20][1280/1345] lr: 1.000e-02, eta: 2 days, 2:09:28, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4889, top1_acc: 0.4281, top5_acc: 0.6937, loss_cls: 2.3776, loss: 3.8665, grad_norm: 6.9481 2021-12-03 04:25:30,772 - mmaction - INFO - Epoch [20][1300/1345] lr: 1.000e-02, eta: 2 days, 2:08:58, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5187, top1_acc: 0.4117, top5_acc: 0.6836, loss_cls: 2.4925, loss: 4.0111, grad_norm: 7.2879 2021-12-03 04:25:49,978 - mmaction - INFO - Epoch [20][1320/1345] lr: 1.000e-02, eta: 2 days, 2:08:28, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.5172, top1_acc: 0.4234, top5_acc: 0.6977, loss_cls: 2.4135, loss: 3.9307, grad_norm: 6.9658 2021-12-03 04:26:09,172 - mmaction - INFO - Epoch [20][1340/1345] lr: 1.000e-02, eta: 2 days, 2:07:58, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.5314, top1_acc: 0.4148, top5_acc: 0.6797, loss_cls: 2.4297, loss: 3.9612, grad_norm: 7.1470 2021-12-03 04:26:14,860 - mmaction - INFO - Saving checkpoint at 20 epochs 2021-12-03 04:28:18,850 - mmaction - INFO - Epoch [21][20/1345] lr: 1.000e-02, eta: 2 days, 2:17:30, time: 5.889, data_time: 4.939, memory: 8232, loss_aux: 1.4643, top1_acc: 0.4516, top5_acc: 0.7047, loss_cls: 2.2809, loss: 3.7453, grad_norm: 7.0026 2021-12-03 04:28:37,951 - mmaction - INFO - Epoch [21][40/1345] lr: 1.000e-02, eta: 2 days, 2:16:59, time: 0.955, data_time: 0.003, memory: 8232, loss_aux: 1.4763, top1_acc: 0.4422, top5_acc: 0.7117, loss_cls: 2.3187, loss: 3.7950, grad_norm: 7.0442 2021-12-03 04:28:57,066 - mmaction - INFO - Epoch [21][60/1345] lr: 1.000e-02, eta: 2 days, 2:16:28, time: 0.956, data_time: 0.002, memory: 8232, loss_aux: 1.4950, top1_acc: 0.4211, top5_acc: 0.7180, loss_cls: 2.3594, loss: 3.8545, grad_norm: 7.0608 2021-12-03 04:29:16,191 - mmaction - INFO - Epoch [21][80/1345] lr: 1.000e-02, eta: 2 days, 2:15:57, time: 0.956, data_time: 0.001, memory: 8232, loss_aux: 1.5113, top1_acc: 0.4273, top5_acc: 0.7063, loss_cls: 2.3241, loss: 3.8355, grad_norm: 7.1339 2021-12-03 04:29:35,378 - mmaction - INFO - Epoch [21][100/1345] lr: 1.000e-02, eta: 2 days, 2:15:26, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.5338, top1_acc: 0.4273, top5_acc: 0.6875, loss_cls: 2.3808, loss: 3.9146, grad_norm: 6.9228 2021-12-03 04:29:54,562 - mmaction - INFO - Epoch [21][120/1345] lr: 1.000e-02, eta: 2 days, 2:14:56, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.5210, top1_acc: 0.4266, top5_acc: 0.6984, loss_cls: 2.3787, loss: 3.8997, grad_norm: 7.1572 2021-12-03 04:30:13,742 - mmaction - INFO - Epoch [21][140/1345] lr: 1.000e-02, eta: 2 days, 2:14:25, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4962, top1_acc: 0.4359, top5_acc: 0.7117, loss_cls: 2.3304, loss: 3.8266, grad_norm: 7.0261 2021-12-03 04:30:32,950 - mmaction - INFO - Epoch [21][160/1345] lr: 1.000e-02, eta: 2 days, 2:13:55, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5164, top1_acc: 0.4398, top5_acc: 0.6992, loss_cls: 2.3280, loss: 3.8444, grad_norm: 6.9326 2021-12-03 04:30:52,127 - mmaction - INFO - Epoch [21][180/1345] lr: 1.000e-02, eta: 2 days, 2:13:24, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4727, top1_acc: 0.4445, top5_acc: 0.7047, loss_cls: 2.3103, loss: 3.7830, grad_norm: 6.9474 2021-12-03 04:31:11,273 - mmaction - INFO - Epoch [21][200/1345] lr: 1.000e-02, eta: 2 days, 2:12:53, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 1.5206, top1_acc: 0.4141, top5_acc: 0.6773, loss_cls: 2.4673, loss: 3.9880, grad_norm: 7.0961 2021-12-03 04:31:30,446 - mmaction - INFO - Epoch [21][220/1345] lr: 1.000e-02, eta: 2 days, 2:12:23, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4752, top1_acc: 0.4281, top5_acc: 0.7195, loss_cls: 2.3236, loss: 3.7988, grad_norm: 7.1406 2021-12-03 04:31:49,623 - mmaction - INFO - Epoch [21][240/1345] lr: 1.000e-02, eta: 2 days, 2:11:52, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.5190, top1_acc: 0.4242, top5_acc: 0.6844, loss_cls: 2.4139, loss: 3.9330, grad_norm: 7.1143 2021-12-03 04:32:08,807 - mmaction - INFO - Epoch [21][260/1345] lr: 1.000e-02, eta: 2 days, 2:11:22, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.5126, top1_acc: 0.4055, top5_acc: 0.6820, loss_cls: 2.4601, loss: 3.9727, grad_norm: 7.1850 2021-12-03 04:32:28,009 - mmaction - INFO - Epoch [21][280/1345] lr: 1.000e-02, eta: 2 days, 2:10:51, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.5611, top1_acc: 0.4016, top5_acc: 0.6789, loss_cls: 2.4776, loss: 4.0387, grad_norm: 7.2368 2021-12-03 04:32:47,199 - mmaction - INFO - Epoch [21][300/1345] lr: 1.000e-02, eta: 2 days, 2:10:21, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.5326, top1_acc: 0.4344, top5_acc: 0.6734, loss_cls: 2.4778, loss: 4.0104, grad_norm: 7.0755 2021-12-03 04:33:06,382 - mmaction - INFO - Epoch [21][320/1345] lr: 1.000e-02, eta: 2 days, 2:09:51, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.5515, top1_acc: 0.4023, top5_acc: 0.6820, loss_cls: 2.4803, loss: 4.0318, grad_norm: 7.1266 2021-12-03 04:33:25,558 - mmaction - INFO - Epoch [21][340/1345] lr: 1.000e-02, eta: 2 days, 2:09:20, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.5218, top1_acc: 0.4070, top5_acc: 0.6836, loss_cls: 2.4646, loss: 3.9864, grad_norm: 7.1795 2021-12-03 04:33:44,765 - mmaction - INFO - Epoch [21][360/1345] lr: 1.000e-02, eta: 2 days, 2:08:50, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.5211, top1_acc: 0.4023, top5_acc: 0.6906, loss_cls: 2.4601, loss: 3.9811, grad_norm: 7.1168 2021-12-03 04:34:03,966 - mmaction - INFO - Epoch [21][380/1345] lr: 1.000e-02, eta: 2 days, 2:08:20, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.5233, top1_acc: 0.4070, top5_acc: 0.7023, loss_cls: 2.4037, loss: 3.9269, grad_norm: 7.1643 2021-12-03 04:34:23,207 - mmaction - INFO - Epoch [21][400/1345] lr: 1.000e-02, eta: 2 days, 2:07:50, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.5094, top1_acc: 0.4180, top5_acc: 0.7078, loss_cls: 2.3860, loss: 3.8954, grad_norm: 7.2661 2021-12-03 04:34:42,436 - mmaction - INFO - Epoch [21][420/1345] lr: 1.000e-02, eta: 2 days, 2:07:20, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5186, top1_acc: 0.4445, top5_acc: 0.6969, loss_cls: 2.3977, loss: 3.9162, grad_norm: 6.9524 2021-12-03 04:35:01,668 - mmaction - INFO - Epoch [21][440/1345] lr: 1.000e-02, eta: 2 days, 2:06:50, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4869, top1_acc: 0.4469, top5_acc: 0.7164, loss_cls: 2.2998, loss: 3.7867, grad_norm: 6.9093 2021-12-03 04:35:20,893 - mmaction - INFO - Epoch [21][460/1345] lr: 1.000e-02, eta: 2 days, 2:06:20, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5092, top1_acc: 0.4242, top5_acc: 0.6891, loss_cls: 2.4299, loss: 3.9391, grad_norm: 7.0815 2021-12-03 04:35:40,138 - mmaction - INFO - Epoch [21][480/1345] lr: 1.000e-02, eta: 2 days, 2:05:50, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4847, top1_acc: 0.4266, top5_acc: 0.6977, loss_cls: 2.3861, loss: 3.8709, grad_norm: 7.0112 2021-12-03 04:35:59,373 - mmaction - INFO - Epoch [21][500/1345] lr: 1.000e-02, eta: 2 days, 2:05:20, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.5203, top1_acc: 0.4125, top5_acc: 0.6773, loss_cls: 2.4726, loss: 3.9928, grad_norm: 7.0923 2021-12-03 04:36:18,604 - mmaction - INFO - Epoch [21][520/1345] lr: 1.000e-02, eta: 2 days, 2:04:50, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.5590, top1_acc: 0.4141, top5_acc: 0.6813, loss_cls: 2.5071, loss: 4.0660, grad_norm: 6.9069 2021-12-03 04:36:37,874 - mmaction - INFO - Epoch [21][540/1345] lr: 1.000e-02, eta: 2 days, 2:04:20, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.5355, top1_acc: 0.4398, top5_acc: 0.6867, loss_cls: 2.4220, loss: 3.9575, grad_norm: 6.9759 2021-12-03 04:36:57,168 - mmaction - INFO - Epoch [21][560/1345] lr: 1.000e-02, eta: 2 days, 2:03:51, time: 0.965, data_time: 0.001, memory: 8232, loss_aux: 1.5185, top1_acc: 0.4094, top5_acc: 0.6977, loss_cls: 2.4102, loss: 3.9288, grad_norm: 7.0979 2021-12-03 04:37:16,413 - mmaction - INFO - Epoch [21][580/1345] lr: 1.000e-02, eta: 2 days, 2:03:21, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.5325, top1_acc: 0.4195, top5_acc: 0.6797, loss_cls: 2.4550, loss: 3.9875, grad_norm: 7.1835 2021-12-03 04:37:35,661 - mmaction - INFO - Epoch [21][600/1345] lr: 1.000e-02, eta: 2 days, 2:02:51, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.5195, top1_acc: 0.3969, top5_acc: 0.6914, loss_cls: 2.4734, loss: 3.9929, grad_norm: 7.2433 2021-12-03 04:37:54,923 - mmaction - INFO - Epoch [21][620/1345] lr: 1.000e-02, eta: 2 days, 2:02:22, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.5051, top1_acc: 0.4320, top5_acc: 0.7008, loss_cls: 2.3758, loss: 3.8809, grad_norm: 6.9987 2021-12-03 04:38:14,164 - mmaction - INFO - Epoch [21][640/1345] lr: 1.000e-02, eta: 2 days, 2:01:52, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4484, top1_acc: 0.4445, top5_acc: 0.7125, loss_cls: 2.3008, loss: 3.7492, grad_norm: 6.9210 2021-12-03 04:38:33,422 - mmaction - INFO - Epoch [21][660/1345] lr: 1.000e-02, eta: 2 days, 2:01:22, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.5112, top1_acc: 0.4250, top5_acc: 0.7023, loss_cls: 2.4311, loss: 3.9423, grad_norm: 7.0323 2021-12-03 04:38:52,663 - mmaction - INFO - Epoch [21][680/1345] lr: 1.000e-02, eta: 2 days, 2:00:53, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.5532, top1_acc: 0.4008, top5_acc: 0.6750, loss_cls: 2.4856, loss: 4.0388, grad_norm: 7.2290 2021-12-03 04:39:11,900 - mmaction - INFO - Epoch [21][700/1345] lr: 1.000e-02, eta: 2 days, 2:00:23, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4817, top1_acc: 0.4375, top5_acc: 0.7055, loss_cls: 2.3031, loss: 3.7848, grad_norm: 6.8535 2021-12-03 04:39:31,151 - mmaction - INFO - Epoch [21][720/1345] lr: 1.000e-02, eta: 2 days, 1:59:53, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.5067, top1_acc: 0.4227, top5_acc: 0.6922, loss_cls: 2.4678, loss: 3.9745, grad_norm: 7.3092 2021-12-03 04:39:50,429 - mmaction - INFO - Epoch [21][740/1345] lr: 1.000e-02, eta: 2 days, 1:59:24, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 1.4743, top1_acc: 0.4430, top5_acc: 0.6922, loss_cls: 2.3501, loss: 3.8244, grad_norm: 6.9155 2021-12-03 04:40:09,685 - mmaction - INFO - Epoch [21][760/1345] lr: 1.000e-02, eta: 2 days, 1:58:54, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.5587, top1_acc: 0.4086, top5_acc: 0.6828, loss_cls: 2.5170, loss: 4.0757, grad_norm: 7.2106 2021-12-03 04:40:28,963 - mmaction - INFO - Epoch [21][780/1345] lr: 1.000e-02, eta: 2 days, 1:58:25, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 1.5083, top1_acc: 0.4461, top5_acc: 0.7023, loss_cls: 2.3621, loss: 3.8704, grad_norm: 7.0022 2021-12-03 04:40:48,196 - mmaction - INFO - Epoch [21][800/1345] lr: 1.000e-02, eta: 2 days, 1:57:55, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4938, top1_acc: 0.4289, top5_acc: 0.7031, loss_cls: 2.3701, loss: 3.8639, grad_norm: 6.9283 2021-12-03 04:41:07,425 - mmaction - INFO - Epoch [21][820/1345] lr: 1.000e-02, eta: 2 days, 1:57:25, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5181, top1_acc: 0.4359, top5_acc: 0.7047, loss_cls: 2.3992, loss: 3.9173, grad_norm: 7.0617 2021-12-03 04:41:26,670 - mmaction - INFO - Epoch [21][840/1345] lr: 1.000e-02, eta: 2 days, 1:56:56, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4680, top1_acc: 0.4430, top5_acc: 0.6984, loss_cls: 2.3472, loss: 3.8152, grad_norm: 7.0778 2021-12-03 04:41:45,912 - mmaction - INFO - Epoch [21][860/1345] lr: 1.000e-02, eta: 2 days, 1:56:26, time: 0.962, data_time: 0.000, memory: 8232, loss_aux: 1.5295, top1_acc: 0.4227, top5_acc: 0.6922, loss_cls: 2.4459, loss: 3.9754, grad_norm: 7.0915 2021-12-03 04:42:05,174 - mmaction - INFO - Epoch [21][880/1345] lr: 1.000e-02, eta: 2 days, 1:55:57, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.5680, top1_acc: 0.4055, top5_acc: 0.6750, loss_cls: 2.4757, loss: 4.0437, grad_norm: 7.1808 2021-12-03 04:42:24,404 - mmaction - INFO - Epoch [21][900/1345] lr: 1.000e-02, eta: 2 days, 1:55:27, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4635, top1_acc: 0.4594, top5_acc: 0.7141, loss_cls: 2.2804, loss: 3.7440, grad_norm: 6.8111 2021-12-03 04:42:43,651 - mmaction - INFO - Epoch [21][920/1345] lr: 1.000e-02, eta: 2 days, 1:54:57, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.5080, top1_acc: 0.4359, top5_acc: 0.6984, loss_cls: 2.3628, loss: 3.8708, grad_norm: 6.9716 2021-12-03 04:43:02,899 - mmaction - INFO - Epoch [21][940/1345] lr: 1.000e-02, eta: 2 days, 1:54:28, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.5391, top1_acc: 0.4336, top5_acc: 0.6883, loss_cls: 2.4465, loss: 3.9856, grad_norm: 7.2046 2021-12-03 04:43:22,108 - mmaction - INFO - Epoch [21][960/1345] lr: 1.000e-02, eta: 2 days, 1:53:58, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5587, top1_acc: 0.4172, top5_acc: 0.6883, loss_cls: 2.4428, loss: 4.0015, grad_norm: 7.1289 2021-12-03 04:43:41,312 - mmaction - INFO - Epoch [21][980/1345] lr: 1.000e-02, eta: 2 days, 1:53:28, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.5431, top1_acc: 0.4078, top5_acc: 0.6937, loss_cls: 2.4623, loss: 4.0054, grad_norm: 7.1174 2021-12-03 04:44:00,529 - mmaction - INFO - Epoch [21][1000/1345] lr: 1.000e-02, eta: 2 days, 1:52:59, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5359, top1_acc: 0.4234, top5_acc: 0.6641, loss_cls: 2.4676, loss: 4.0035, grad_norm: 7.0265 2021-12-03 04:44:19,769 - mmaction - INFO - Epoch [21][1020/1345] lr: 1.000e-02, eta: 2 days, 1:52:29, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.5059, top1_acc: 0.4023, top5_acc: 0.6914, loss_cls: 2.4366, loss: 3.9425, grad_norm: 7.1244 2021-12-03 04:44:39,012 - mmaction - INFO - Epoch [21][1040/1345] lr: 1.000e-02, eta: 2 days, 1:52:00, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.5264, top1_acc: 0.4133, top5_acc: 0.6922, loss_cls: 2.4289, loss: 3.9554, grad_norm: 7.1702 2021-12-03 04:44:58,242 - mmaction - INFO - Epoch [21][1060/1345] lr: 1.000e-02, eta: 2 days, 1:51:30, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4719, top1_acc: 0.4477, top5_acc: 0.7070, loss_cls: 2.3467, loss: 3.8185, grad_norm: 7.0024 2021-12-03 04:45:17,471 - mmaction - INFO - Epoch [21][1080/1345] lr: 1.000e-02, eta: 2 days, 1:51:01, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.5133, top1_acc: 0.4078, top5_acc: 0.7023, loss_cls: 2.3992, loss: 3.9125, grad_norm: 7.1633 2021-12-03 04:45:36,668 - mmaction - INFO - Epoch [21][1100/1345] lr: 1.000e-02, eta: 2 days, 1:50:31, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.5286, top1_acc: 0.4016, top5_acc: 0.6844, loss_cls: 2.4997, loss: 4.0283, grad_norm: 7.0841 2021-12-03 04:45:55,903 - mmaction - INFO - Epoch [21][1120/1345] lr: 1.000e-02, eta: 2 days, 1:50:02, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.5073, top1_acc: 0.4437, top5_acc: 0.7117, loss_cls: 2.3556, loss: 3.8629, grad_norm: 6.9179 2021-12-03 04:46:15,095 - mmaction - INFO - Epoch [21][1140/1345] lr: 1.000e-02, eta: 2 days, 1:49:32, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4754, top1_acc: 0.4258, top5_acc: 0.7047, loss_cls: 2.3187, loss: 3.7940, grad_norm: 6.9602 2021-12-03 04:46:34,316 - mmaction - INFO - Epoch [21][1160/1345] lr: 1.000e-02, eta: 2 days, 1:49:02, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5429, top1_acc: 0.3992, top5_acc: 0.6898, loss_cls: 2.4667, loss: 4.0096, grad_norm: 7.4059 2021-12-03 04:46:53,521 - mmaction - INFO - Epoch [21][1180/1345] lr: 1.000e-02, eta: 2 days, 1:48:33, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.5259, top1_acc: 0.4234, top5_acc: 0.6820, loss_cls: 2.4644, loss: 3.9902, grad_norm: 6.9962 2021-12-03 04:47:12,732 - mmaction - INFO - Epoch [21][1200/1345] lr: 1.000e-02, eta: 2 days, 1:48:03, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4993, top1_acc: 0.4141, top5_acc: 0.6820, loss_cls: 2.4149, loss: 3.9142, grad_norm: 7.0564 2021-12-03 04:47:31,931 - mmaction - INFO - Epoch [21][1220/1345] lr: 1.000e-02, eta: 2 days, 1:47:34, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.5227, top1_acc: 0.4320, top5_acc: 0.6875, loss_cls: 2.4195, loss: 3.9422, grad_norm: 7.0480 2021-12-03 04:47:51,156 - mmaction - INFO - Epoch [21][1240/1345] lr: 1.000e-02, eta: 2 days, 1:47:04, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5022, top1_acc: 0.4227, top5_acc: 0.6977, loss_cls: 2.3960, loss: 3.8982, grad_norm: 6.9081 2021-12-03 04:48:10,364 - mmaction - INFO - Epoch [21][1260/1345] lr: 1.000e-02, eta: 2 days, 1:46:35, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.5144, top1_acc: 0.4195, top5_acc: 0.6914, loss_cls: 2.4264, loss: 3.9408, grad_norm: 7.1132 2021-12-03 04:48:29,562 - mmaction - INFO - Epoch [21][1280/1345] lr: 1.000e-02, eta: 2 days, 1:46:05, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.5237, top1_acc: 0.4172, top5_acc: 0.7008, loss_cls: 2.4297, loss: 3.9534, grad_norm: 7.1553 2021-12-03 04:48:48,780 - mmaction - INFO - Epoch [21][1300/1345] lr: 1.000e-02, eta: 2 days, 1:45:36, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5090, top1_acc: 0.4172, top5_acc: 0.6977, loss_cls: 2.3818, loss: 3.8909, grad_norm: 6.9959 2021-12-03 04:49:08,004 - mmaction - INFO - Epoch [21][1320/1345] lr: 1.000e-02, eta: 2 days, 1:45:06, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5501, top1_acc: 0.4039, top5_acc: 0.6852, loss_cls: 2.4570, loss: 4.0071, grad_norm: 6.9742 2021-12-03 04:49:27,223 - mmaction - INFO - Epoch [21][1340/1345] lr: 1.000e-02, eta: 2 days, 1:44:37, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5058, top1_acc: 0.4250, top5_acc: 0.7023, loss_cls: 2.3857, loss: 3.8914, grad_norm: 7.1003 2021-12-03 04:49:32,871 - mmaction - INFO - Saving checkpoint at 21 epochs 2021-12-03 04:51:38,402 - mmaction - INFO - Epoch [22][20/1345] lr: 1.000e-02, eta: 2 days, 1:53:34, time: 5.873, data_time: 4.923, memory: 8232, loss_aux: 1.5015, top1_acc: 0.4258, top5_acc: 0.7180, loss_cls: 2.3172, loss: 3.8188, grad_norm: 7.0866 2021-12-03 04:51:57,510 - mmaction - INFO - Epoch [22][40/1345] lr: 1.000e-02, eta: 2 days, 1:53:03, time: 0.955, data_time: 0.003, memory: 8232, loss_aux: 1.4638, top1_acc: 0.4398, top5_acc: 0.7000, loss_cls: 2.3342, loss: 3.7980, grad_norm: 7.0730 2021-12-03 04:52:16,631 - mmaction - INFO - Epoch [22][60/1345] lr: 1.000e-02, eta: 2 days, 1:52:33, time: 0.956, data_time: 0.001, memory: 8232, loss_aux: 1.4936, top1_acc: 0.4414, top5_acc: 0.7148, loss_cls: 2.3221, loss: 3.8157, grad_norm: 7.1076 2021-12-03 04:52:35,783 - mmaction - INFO - Epoch [22][80/1345] lr: 1.000e-02, eta: 2 days, 1:52:03, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.4522, top1_acc: 0.4422, top5_acc: 0.7219, loss_cls: 2.2668, loss: 3.7191, grad_norm: 6.7942 2021-12-03 04:52:54,941 - mmaction - INFO - Epoch [22][100/1345] lr: 1.000e-02, eta: 2 days, 1:51:33, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.5035, top1_acc: 0.4258, top5_acc: 0.6937, loss_cls: 2.3931, loss: 3.8966, grad_norm: 7.1869 2021-12-03 04:53:14,111 - mmaction - INFO - Epoch [22][120/1345] lr: 1.000e-02, eta: 2 days, 1:51:02, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.5005, top1_acc: 0.4148, top5_acc: 0.7063, loss_cls: 2.3930, loss: 3.8935, grad_norm: 7.1593 2021-12-03 04:53:33,309 - mmaction - INFO - Epoch [22][140/1345] lr: 1.000e-02, eta: 2 days, 1:50:33, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4838, top1_acc: 0.4602, top5_acc: 0.7156, loss_cls: 2.2791, loss: 3.7628, grad_norm: 6.8169 2021-12-03 04:53:52,556 - mmaction - INFO - Epoch [22][160/1345] lr: 1.000e-02, eta: 2 days, 1:50:03, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4485, top1_acc: 0.4531, top5_acc: 0.7336, loss_cls: 2.2492, loss: 3.6977, grad_norm: 6.9544 2021-12-03 04:54:11,772 - mmaction - INFO - Epoch [22][180/1345] lr: 1.000e-02, eta: 2 days, 1:49:33, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5218, top1_acc: 0.4094, top5_acc: 0.6805, loss_cls: 2.4316, loss: 3.9535, grad_norm: 7.1531 2021-12-03 04:54:30,971 - mmaction - INFO - Epoch [22][200/1345] lr: 1.000e-02, eta: 2 days, 1:49:03, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4770, top1_acc: 0.4445, top5_acc: 0.7188, loss_cls: 2.3213, loss: 3.7983, grad_norm: 7.1886 2021-12-03 04:54:50,217 - mmaction - INFO - Epoch [22][220/1345] lr: 1.000e-02, eta: 2 days, 1:48:34, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.5041, top1_acc: 0.4430, top5_acc: 0.7305, loss_cls: 2.2735, loss: 3.7776, grad_norm: 7.1610 2021-12-03 04:55:09,430 - mmaction - INFO - Epoch [22][240/1345] lr: 1.000e-02, eta: 2 days, 1:48:04, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4932, top1_acc: 0.4328, top5_acc: 0.6984, loss_cls: 2.3642, loss: 3.8574, grad_norm: 7.1191 2021-12-03 04:55:28,652 - mmaction - INFO - Epoch [22][260/1345] lr: 1.000e-02, eta: 2 days, 1:47:35, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4936, top1_acc: 0.4258, top5_acc: 0.6789, loss_cls: 2.4157, loss: 3.9093, grad_norm: 7.0501 2021-12-03 04:55:47,854 - mmaction - INFO - Epoch [22][280/1345] lr: 1.000e-02, eta: 2 days, 1:47:05, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4688, top1_acc: 0.4422, top5_acc: 0.7156, loss_cls: 2.3178, loss: 3.7866, grad_norm: 7.1015 2021-12-03 04:56:07,106 - mmaction - INFO - Epoch [22][300/1345] lr: 1.000e-02, eta: 2 days, 1:46:35, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.4805, top1_acc: 0.4328, top5_acc: 0.7125, loss_cls: 2.3193, loss: 3.7998, grad_norm: 7.0789 2021-12-03 04:56:26,337 - mmaction - INFO - Epoch [22][320/1345] lr: 1.000e-02, eta: 2 days, 1:46:06, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.5153, top1_acc: 0.4297, top5_acc: 0.6969, loss_cls: 2.3937, loss: 3.9089, grad_norm: 6.9539 2021-12-03 04:56:45,579 - mmaction - INFO - Epoch [22][340/1345] lr: 1.000e-02, eta: 2 days, 1:45:36, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.5092, top1_acc: 0.4242, top5_acc: 0.7000, loss_cls: 2.4277, loss: 3.9369, grad_norm: 7.0180 2021-12-03 04:57:04,808 - mmaction - INFO - Epoch [22][360/1345] lr: 1.000e-02, eta: 2 days, 1:45:07, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4832, top1_acc: 0.4336, top5_acc: 0.6992, loss_cls: 2.4164, loss: 3.8996, grad_norm: 6.9532 2021-12-03 04:57:24,059 - mmaction - INFO - Epoch [22][380/1345] lr: 1.000e-02, eta: 2 days, 1:44:37, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.5345, top1_acc: 0.4039, top5_acc: 0.6797, loss_cls: 2.4898, loss: 4.0243, grad_norm: 7.1567 2021-12-03 04:57:43,265 - mmaction - INFO - Epoch [22][400/1345] lr: 1.000e-02, eta: 2 days, 1:44:08, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4924, top1_acc: 0.4281, top5_acc: 0.6977, loss_cls: 2.3713, loss: 3.8637, grad_norm: 6.9771 2021-12-03 04:58:02,509 - mmaction - INFO - Epoch [22][420/1345] lr: 1.000e-02, eta: 2 days, 1:43:38, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.5122, top1_acc: 0.4281, top5_acc: 0.7016, loss_cls: 2.3540, loss: 3.8661, grad_norm: 6.9442 2021-12-03 04:58:21,721 - mmaction - INFO - Epoch [22][440/1345] lr: 1.000e-02, eta: 2 days, 1:43:09, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4696, top1_acc: 0.4234, top5_acc: 0.7219, loss_cls: 2.2982, loss: 3.7678, grad_norm: 7.0058 2021-12-03 04:58:40,970 - mmaction - INFO - Epoch [22][460/1345] lr: 1.000e-02, eta: 2 days, 1:42:39, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4982, top1_acc: 0.4273, top5_acc: 0.6953, loss_cls: 2.4095, loss: 3.9076, grad_norm: 7.2614 2021-12-03 04:59:00,181 - mmaction - INFO - Epoch [22][480/1345] lr: 1.000e-02, eta: 2 days, 1:42:10, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5163, top1_acc: 0.4117, top5_acc: 0.6953, loss_cls: 2.4079, loss: 3.9242, grad_norm: 7.1718 2021-12-03 04:59:19,408 - mmaction - INFO - Epoch [22][500/1345] lr: 1.000e-02, eta: 2 days, 1:41:40, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5110, top1_acc: 0.4258, top5_acc: 0.6844, loss_cls: 2.3677, loss: 3.8787, grad_norm: 6.9630 2021-12-03 04:59:38,658 - mmaction - INFO - Epoch [22][520/1345] lr: 1.000e-02, eta: 2 days, 1:41:11, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.5069, top1_acc: 0.3984, top5_acc: 0.6969, loss_cls: 2.4106, loss: 3.9175, grad_norm: 7.2438 2021-12-03 04:59:57,876 - mmaction - INFO - Epoch [22][540/1345] lr: 1.000e-02, eta: 2 days, 1:40:42, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5353, top1_acc: 0.4203, top5_acc: 0.6883, loss_cls: 2.4373, loss: 3.9726, grad_norm: 7.2713 2021-12-03 05:00:17,097 - mmaction - INFO - Epoch [22][560/1345] lr: 1.000e-02, eta: 2 days, 1:40:12, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5522, top1_acc: 0.4211, top5_acc: 0.6805, loss_cls: 2.4632, loss: 4.0154, grad_norm: 7.1481 2021-12-03 05:00:36,301 - mmaction - INFO - Epoch [22][580/1345] lr: 1.000e-02, eta: 2 days, 1:39:43, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4815, top1_acc: 0.4531, top5_acc: 0.7063, loss_cls: 2.3443, loss: 3.8258, grad_norm: 6.9237 2021-12-03 05:00:55,493 - mmaction - INFO - Epoch [22][600/1345] lr: 1.000e-02, eta: 2 days, 1:39:13, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4846, top1_acc: 0.4266, top5_acc: 0.7227, loss_cls: 2.3479, loss: 3.8325, grad_norm: 7.1040 2021-12-03 05:01:14,672 - mmaction - INFO - Epoch [22][620/1345] lr: 1.000e-02, eta: 2 days, 1:38:44, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4717, top1_acc: 0.4555, top5_acc: 0.7211, loss_cls: 2.2713, loss: 3.7430, grad_norm: 6.9592 2021-12-03 05:01:33,838 - mmaction - INFO - Epoch [22][640/1345] lr: 1.000e-02, eta: 2 days, 1:38:14, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.5205, top1_acc: 0.4102, top5_acc: 0.7031, loss_cls: 2.4593, loss: 3.9798, grad_norm: 7.1461 2021-12-03 05:01:53,076 - mmaction - INFO - Epoch [22][660/1345] lr: 1.000e-02, eta: 2 days, 1:37:45, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.5361, top1_acc: 0.4344, top5_acc: 0.6922, loss_cls: 2.3752, loss: 3.9113, grad_norm: 7.1644 2021-12-03 05:02:12,279 - mmaction - INFO - Epoch [22][680/1345] lr: 1.000e-02, eta: 2 days, 1:37:15, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4845, top1_acc: 0.4164, top5_acc: 0.7063, loss_cls: 2.3579, loss: 3.8423, grad_norm: 7.1394 2021-12-03 05:02:31,501 - mmaction - INFO - Epoch [22][700/1345] lr: 1.000e-02, eta: 2 days, 1:36:46, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5306, top1_acc: 0.4211, top5_acc: 0.6852, loss_cls: 2.4294, loss: 3.9600, grad_norm: 7.0669 2021-12-03 05:02:50,719 - mmaction - INFO - Epoch [22][720/1345] lr: 1.000e-02, eta: 2 days, 1:36:16, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4964, top1_acc: 0.4258, top5_acc: 0.7047, loss_cls: 2.3656, loss: 3.8620, grad_norm: 7.0541 2021-12-03 05:03:09,950 - mmaction - INFO - Epoch [22][740/1345] lr: 1.000e-02, eta: 2 days, 1:35:47, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4812, top1_acc: 0.4203, top5_acc: 0.7172, loss_cls: 2.3454, loss: 3.8266, grad_norm: 7.0066 2021-12-03 05:03:29,187 - mmaction - INFO - Epoch [22][760/1345] lr: 1.000e-02, eta: 2 days, 1:35:18, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.5281, top1_acc: 0.4086, top5_acc: 0.6930, loss_cls: 2.4700, loss: 3.9981, grad_norm: 7.2483 2021-12-03 05:03:48,444 - mmaction - INFO - Epoch [22][780/1345] lr: 1.000e-02, eta: 2 days, 1:34:49, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.5648, top1_acc: 0.4023, top5_acc: 0.6625, loss_cls: 2.5190, loss: 4.0837, grad_norm: 7.4180 2021-12-03 05:04:07,683 - mmaction - INFO - Epoch [22][800/1345] lr: 1.000e-02, eta: 2 days, 1:34:20, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.5100, top1_acc: 0.4227, top5_acc: 0.6898, loss_cls: 2.4291, loss: 3.9391, grad_norm: 7.0937 2021-12-03 05:04:26,923 - mmaction - INFO - Epoch [22][820/1345] lr: 1.000e-02, eta: 2 days, 1:33:51, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.5083, top1_acc: 0.4281, top5_acc: 0.7078, loss_cls: 2.3998, loss: 3.9081, grad_norm: 6.9993 2021-12-03 05:04:46,205 - mmaction - INFO - Epoch [22][840/1345] lr: 1.000e-02, eta: 2 days, 1:33:22, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 1.4893, top1_acc: 0.4422, top5_acc: 0.6852, loss_cls: 2.3681, loss: 3.8574, grad_norm: 7.0578 2021-12-03 05:05:05,449 - mmaction - INFO - Epoch [22][860/1345] lr: 1.000e-02, eta: 2 days, 1:32:53, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.5366, top1_acc: 0.4266, top5_acc: 0.7047, loss_cls: 2.4329, loss: 3.9695, grad_norm: 7.1832 2021-12-03 05:05:24,701 - mmaction - INFO - Epoch [22][880/1345] lr: 1.000e-02, eta: 2 days, 1:32:24, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.4716, top1_acc: 0.4148, top5_acc: 0.7070, loss_cls: 2.3323, loss: 3.8039, grad_norm: 6.9917 2021-12-03 05:05:43,941 - mmaction - INFO - Epoch [22][900/1345] lr: 1.000e-02, eta: 2 days, 1:31:54, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.5069, top1_acc: 0.4172, top5_acc: 0.6875, loss_cls: 2.4082, loss: 3.9151, grad_norm: 7.1581 2021-12-03 05:06:03,194 - mmaction - INFO - Epoch [22][920/1345] lr: 1.000e-02, eta: 2 days, 1:31:25, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.4991, top1_acc: 0.4406, top5_acc: 0.6922, loss_cls: 2.4018, loss: 3.9010, grad_norm: 6.9765 2021-12-03 05:06:22,458 - mmaction - INFO - Epoch [22][940/1345] lr: 1.000e-02, eta: 2 days, 1:30:57, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.5407, top1_acc: 0.4070, top5_acc: 0.6797, loss_cls: 2.5173, loss: 4.0580, grad_norm: 7.1447 2021-12-03 05:06:41,714 - mmaction - INFO - Epoch [22][960/1345] lr: 1.000e-02, eta: 2 days, 1:30:28, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.5296, top1_acc: 0.4164, top5_acc: 0.6930, loss_cls: 2.4737, loss: 4.0033, grad_norm: 7.1850 2021-12-03 05:07:00,983 - mmaction - INFO - Epoch [22][980/1345] lr: 1.000e-02, eta: 2 days, 1:29:59, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.5039, top1_acc: 0.4266, top5_acc: 0.7039, loss_cls: 2.3565, loss: 3.8604, grad_norm: 6.9037 2021-12-03 05:07:20,247 - mmaction - INFO - Epoch [22][1000/1345] lr: 1.000e-02, eta: 2 days, 1:29:30, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.5077, top1_acc: 0.4305, top5_acc: 0.7055, loss_cls: 2.3704, loss: 3.8781, grad_norm: 7.0339 2021-12-03 05:07:39,512 - mmaction - INFO - Epoch [22][1020/1345] lr: 1.000e-02, eta: 2 days, 1:29:01, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.5049, top1_acc: 0.4234, top5_acc: 0.7211, loss_cls: 2.3463, loss: 3.8512, grad_norm: 6.9168 2021-12-03 05:07:58,793 - mmaction - INFO - Epoch [22][1040/1345] lr: 1.000e-02, eta: 2 days, 1:28:32, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 1.4711, top1_acc: 0.4430, top5_acc: 0.7023, loss_cls: 2.3149, loss: 3.7859, grad_norm: 6.9887 2021-12-03 05:08:18,077 - mmaction - INFO - Epoch [22][1060/1345] lr: 1.000e-02, eta: 2 days, 1:28:04, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 1.5046, top1_acc: 0.4336, top5_acc: 0.6984, loss_cls: 2.4143, loss: 3.9189, grad_norm: 7.2999 2021-12-03 05:08:37,351 - mmaction - INFO - Epoch [22][1080/1345] lr: 1.000e-02, eta: 2 days, 1:27:35, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 1.5501, top1_acc: 0.4320, top5_acc: 0.6953, loss_cls: 2.3947, loss: 3.9448, grad_norm: 7.2258 2021-12-03 05:08:56,627 - mmaction - INFO - Epoch [22][1100/1345] lr: 1.000e-02, eta: 2 days, 1:27:06, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 1.5546, top1_acc: 0.4203, top5_acc: 0.6766, loss_cls: 2.4819, loss: 4.0365, grad_norm: 7.0386 2021-12-03 05:09:15,891 - mmaction - INFO - Epoch [22][1120/1345] lr: 1.000e-02, eta: 2 days, 1:26:37, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.4880, top1_acc: 0.4297, top5_acc: 0.6984, loss_cls: 2.3418, loss: 3.8298, grad_norm: 7.0059 2021-12-03 05:09:35,161 - mmaction - INFO - Epoch [22][1140/1345] lr: 1.000e-02, eta: 2 days, 1:26:08, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.5207, top1_acc: 0.4062, top5_acc: 0.6930, loss_cls: 2.4289, loss: 3.9497, grad_norm: 7.3074 2021-12-03 05:09:54,395 - mmaction - INFO - Epoch [22][1160/1345] lr: 1.000e-02, eta: 2 days, 1:25:40, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4834, top1_acc: 0.4203, top5_acc: 0.7086, loss_cls: 2.3675, loss: 3.8509, grad_norm: 7.0963 2021-12-03 05:10:13,663 - mmaction - INFO - Epoch [22][1180/1345] lr: 1.000e-02, eta: 2 days, 1:25:11, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.5274, top1_acc: 0.4055, top5_acc: 0.6680, loss_cls: 2.4851, loss: 4.0125, grad_norm: 7.1786 2021-12-03 05:10:32,922 - mmaction - INFO - Epoch [22][1200/1345] lr: 1.000e-02, eta: 2 days, 1:24:42, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.5313, top1_acc: 0.4125, top5_acc: 0.6891, loss_cls: 2.4371, loss: 3.9684, grad_norm: 7.1652 2021-12-03 05:10:52,181 - mmaction - INFO - Epoch [22][1220/1345] lr: 1.000e-02, eta: 2 days, 1:24:13, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.5245, top1_acc: 0.4086, top5_acc: 0.6719, loss_cls: 2.5299, loss: 4.0544, grad_norm: 7.4227 2021-12-03 05:11:11,424 - mmaction - INFO - Epoch [22][1240/1345] lr: 1.000e-02, eta: 2 days, 1:23:44, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.5469, top1_acc: 0.4102, top5_acc: 0.6844, loss_cls: 2.4752, loss: 4.0222, grad_norm: 7.3287 2021-12-03 05:11:30,689 - mmaction - INFO - Epoch [22][1260/1345] lr: 1.000e-02, eta: 2 days, 1:23:16, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.4969, top1_acc: 0.4266, top5_acc: 0.6930, loss_cls: 2.4130, loss: 3.9100, grad_norm: 7.2839 2021-12-03 05:11:49,948 - mmaction - INFO - Epoch [22][1280/1345] lr: 1.000e-02, eta: 2 days, 1:22:47, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.5117, top1_acc: 0.4234, top5_acc: 0.6969, loss_cls: 2.4136, loss: 3.9253, grad_norm: 7.1106 2021-12-03 05:12:09,208 - mmaction - INFO - Epoch [22][1300/1345] lr: 1.000e-02, eta: 2 days, 1:22:18, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.5201, top1_acc: 0.4148, top5_acc: 0.6781, loss_cls: 2.4843, loss: 4.0045, grad_norm: 7.2249 2021-12-03 05:12:28,421 - mmaction - INFO - Epoch [22][1320/1345] lr: 1.000e-02, eta: 2 days, 1:21:49, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5056, top1_acc: 0.4203, top5_acc: 0.6984, loss_cls: 2.3809, loss: 3.8865, grad_norm: 7.0330 2021-12-03 05:12:47,660 - mmaction - INFO - Epoch [22][1340/1345] lr: 1.000e-02, eta: 2 days, 1:21:20, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.5265, top1_acc: 0.4281, top5_acc: 0.6875, loss_cls: 2.4558, loss: 3.9823, grad_norm: 7.1247 2021-12-03 05:12:53,128 - mmaction - INFO - Saving checkpoint at 22 epochs 2021-12-03 05:14:57,441 - mmaction - INFO - Epoch [23][20/1345] lr: 1.000e-02, eta: 2 days, 1:29:52, time: 5.912, data_time: 4.963, memory: 8232, loss_aux: 1.4632, top1_acc: 0.4437, top5_acc: 0.7172, loss_cls: 2.2808, loss: 3.7440, grad_norm: 6.9707 2021-12-03 05:15:16,561 - mmaction - INFO - Epoch [23][40/1345] lr: 1.000e-02, eta: 2 days, 1:29:22, time: 0.956, data_time: 0.003, memory: 8232, loss_aux: 1.4616, top1_acc: 0.4578, top5_acc: 0.7367, loss_cls: 2.2306, loss: 3.6922, grad_norm: 6.9441 2021-12-03 05:15:35,673 - mmaction - INFO - Epoch [23][60/1345] lr: 1.000e-02, eta: 2 days, 1:28:52, time: 0.956, data_time: 0.002, memory: 8232, loss_aux: 1.4447, top1_acc: 0.4578, top5_acc: 0.7328, loss_cls: 2.2071, loss: 3.6518, grad_norm: 6.8883 2021-12-03 05:15:54,787 - mmaction - INFO - Epoch [23][80/1345] lr: 1.000e-02, eta: 2 days, 1:28:22, time: 0.956, data_time: 0.001, memory: 8232, loss_aux: 1.5120, top1_acc: 0.4203, top5_acc: 0.7125, loss_cls: 2.3820, loss: 3.8940, grad_norm: 7.0703 2021-12-03 05:16:13,940 - mmaction - INFO - Epoch [23][100/1345] lr: 1.000e-02, eta: 2 days, 1:27:53, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.5019, top1_acc: 0.4273, top5_acc: 0.7047, loss_cls: 2.3886, loss: 3.8905, grad_norm: 7.0827 2021-12-03 05:16:33,083 - mmaction - INFO - Epoch [23][120/1345] lr: 1.000e-02, eta: 2 days, 1:27:23, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 1.4768, top1_acc: 0.4453, top5_acc: 0.7141, loss_cls: 2.3258, loss: 3.8026, grad_norm: 6.8818 2021-12-03 05:16:52,268 - mmaction - INFO - Epoch [23][140/1345] lr: 1.000e-02, eta: 2 days, 1:26:54, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.5046, top1_acc: 0.4445, top5_acc: 0.6945, loss_cls: 2.3780, loss: 3.8826, grad_norm: 7.1486 2021-12-03 05:17:11,440 - mmaction - INFO - Epoch [23][160/1345] lr: 1.000e-02, eta: 2 days, 1:26:24, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4812, top1_acc: 0.4219, top5_acc: 0.7039, loss_cls: 2.3522, loss: 3.8334, grad_norm: 7.1782 2021-12-03 05:17:30,624 - mmaction - INFO - Epoch [23][180/1345] lr: 1.000e-02, eta: 2 days, 1:25:55, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4913, top1_acc: 0.4359, top5_acc: 0.7070, loss_cls: 2.3403, loss: 3.8316, grad_norm: 7.0894 2021-12-03 05:17:49,820 - mmaction - INFO - Epoch [23][200/1345] lr: 1.000e-02, eta: 2 days, 1:25:25, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4856, top1_acc: 0.4391, top5_acc: 0.7109, loss_cls: 2.3494, loss: 3.8350, grad_norm: 7.2396 2021-12-03 05:18:09,013 - mmaction - INFO - Epoch [23][220/1345] lr: 1.000e-02, eta: 2 days, 1:24:56, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.5080, top1_acc: 0.4313, top5_acc: 0.6984, loss_cls: 2.3699, loss: 3.8779, grad_norm: 7.1624 2021-12-03 05:18:28,215 - mmaction - INFO - Epoch [23][240/1345] lr: 1.000e-02, eta: 2 days, 1:24:27, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.5363, top1_acc: 0.4164, top5_acc: 0.6898, loss_cls: 2.4399, loss: 3.9761, grad_norm: 7.3283 2021-12-03 05:18:47,398 - mmaction - INFO - Epoch [23][260/1345] lr: 1.000e-02, eta: 2 days, 1:23:57, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.5071, top1_acc: 0.4211, top5_acc: 0.6891, loss_cls: 2.4023, loss: 3.9095, grad_norm: 7.3082 2021-12-03 05:19:06,619 - mmaction - INFO - Epoch [23][280/1345] lr: 1.000e-02, eta: 2 days, 1:23:28, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5305, top1_acc: 0.4109, top5_acc: 0.6984, loss_cls: 2.3946, loss: 3.9252, grad_norm: 7.2188 2021-12-03 05:19:25,850 - mmaction - INFO - Epoch [23][300/1345] lr: 1.000e-02, eta: 2 days, 1:22:59, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.5156, top1_acc: 0.4320, top5_acc: 0.7086, loss_cls: 2.3912, loss: 3.9068, grad_norm: 7.1682 2021-12-03 05:19:45,066 - mmaction - INFO - Epoch [23][320/1345] lr: 1.000e-02, eta: 2 days, 1:22:30, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4883, top1_acc: 0.4227, top5_acc: 0.7242, loss_cls: 2.3408, loss: 3.8291, grad_norm: 7.1162 2021-12-03 05:20:04,258 - mmaction - INFO - Epoch [23][340/1345] lr: 1.000e-02, eta: 2 days, 1:22:01, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4952, top1_acc: 0.4453, top5_acc: 0.7156, loss_cls: 2.3392, loss: 3.8345, grad_norm: 7.1661 2021-12-03 05:20:23,477 - mmaction - INFO - Epoch [23][360/1345] lr: 1.000e-02, eta: 2 days, 1:21:31, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4865, top1_acc: 0.4148, top5_acc: 0.7000, loss_cls: 2.3757, loss: 3.8622, grad_norm: 7.2258 2021-12-03 05:20:42,683 - mmaction - INFO - Epoch [23][380/1345] lr: 1.000e-02, eta: 2 days, 1:21:02, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4817, top1_acc: 0.4461, top5_acc: 0.7180, loss_cls: 2.3200, loss: 3.8017, grad_norm: 7.1744 2021-12-03 05:21:01,926 - mmaction - INFO - Epoch [23][400/1345] lr: 1.000e-02, eta: 2 days, 1:20:33, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.5034, top1_acc: 0.4281, top5_acc: 0.7148, loss_cls: 2.3527, loss: 3.8561, grad_norm: 7.2787 2021-12-03 05:21:21,156 - mmaction - INFO - Epoch [23][420/1345] lr: 1.000e-02, eta: 2 days, 1:20:04, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4907, top1_acc: 0.4367, top5_acc: 0.7078, loss_cls: 2.3688, loss: 3.8595, grad_norm: 7.1694 2021-12-03 05:21:40,405 - mmaction - INFO - Epoch [23][440/1345] lr: 1.000e-02, eta: 2 days, 1:19:35, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.5160, top1_acc: 0.4062, top5_acc: 0.6914, loss_cls: 2.4579, loss: 3.9739, grad_norm: 7.0929 2021-12-03 05:21:59,622 - mmaction - INFO - Epoch [23][460/1345] lr: 1.000e-02, eta: 2 days, 1:19:06, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4384, top1_acc: 0.4555, top5_acc: 0.7266, loss_cls: 2.2377, loss: 3.6761, grad_norm: 6.8937 2021-12-03 05:22:18,840 - mmaction - INFO - Epoch [23][480/1345] lr: 1.000e-02, eta: 2 days, 1:18:37, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4637, top1_acc: 0.4336, top5_acc: 0.7312, loss_cls: 2.2638, loss: 3.7275, grad_norm: 7.1737 2021-12-03 05:22:38,059 - mmaction - INFO - Epoch [23][500/1345] lr: 1.000e-02, eta: 2 days, 1:18:08, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5022, top1_acc: 0.4328, top5_acc: 0.6992, loss_cls: 2.3718, loss: 3.8740, grad_norm: 7.3737 2021-12-03 05:22:57,265 - mmaction - INFO - Epoch [23][520/1345] lr: 1.000e-02, eta: 2 days, 1:17:39, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4968, top1_acc: 0.4461, top5_acc: 0.6898, loss_cls: 2.3791, loss: 3.8759, grad_norm: 6.8834 2021-12-03 05:23:16,513 - mmaction - INFO - Epoch [23][540/1345] lr: 1.000e-02, eta: 2 days, 1:17:10, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.5311, top1_acc: 0.4484, top5_acc: 0.6891, loss_cls: 2.4307, loss: 3.9619, grad_norm: 7.1061 2021-12-03 05:23:35,758 - mmaction - INFO - Epoch [23][560/1345] lr: 1.000e-02, eta: 2 days, 1:16:42, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.5101, top1_acc: 0.4484, top5_acc: 0.6992, loss_cls: 2.3799, loss: 3.8900, grad_norm: 7.0861 2021-12-03 05:23:55,016 - mmaction - INFO - Epoch [23][580/1345] lr: 1.000e-02, eta: 2 days, 1:16:13, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.5021, top1_acc: 0.4289, top5_acc: 0.6961, loss_cls: 2.4083, loss: 3.9104, grad_norm: 7.2097 2021-12-03 05:24:14,262 - mmaction - INFO - Epoch [23][600/1345] lr: 1.000e-02, eta: 2 days, 1:15:44, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.5248, top1_acc: 0.4055, top5_acc: 0.6867, loss_cls: 2.4499, loss: 3.9747, grad_norm: 7.1426 2021-12-03 05:24:33,514 - mmaction - INFO - Epoch [23][620/1345] lr: 1.000e-02, eta: 2 days, 1:15:15, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.4639, top1_acc: 0.4359, top5_acc: 0.7125, loss_cls: 2.3014, loss: 3.7653, grad_norm: 6.9808 2021-12-03 05:24:52,774 - mmaction - INFO - Epoch [23][640/1345] lr: 1.000e-02, eta: 2 days, 1:14:47, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.4898, top1_acc: 0.4125, top5_acc: 0.6891, loss_cls: 2.4038, loss: 3.8935, grad_norm: 7.1786 2021-12-03 05:25:11,999 - mmaction - INFO - Epoch [23][660/1345] lr: 1.000e-02, eta: 2 days, 1:14:18, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5067, top1_acc: 0.4391, top5_acc: 0.7180, loss_cls: 2.3314, loss: 3.8380, grad_norm: 7.0572 2021-12-03 05:25:31,252 - mmaction - INFO - Epoch [23][680/1345] lr: 1.000e-02, eta: 2 days, 1:13:49, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.4910, top1_acc: 0.4383, top5_acc: 0.6922, loss_cls: 2.3498, loss: 3.8408, grad_norm: 7.0532 2021-12-03 05:25:50,502 - mmaction - INFO - Epoch [23][700/1345] lr: 1.000e-02, eta: 2 days, 1:13:20, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.5067, top1_acc: 0.4336, top5_acc: 0.7141, loss_cls: 2.3719, loss: 3.8786, grad_norm: 7.1873 2021-12-03 05:26:09,755 - mmaction - INFO - Epoch [23][720/1345] lr: 1.000e-02, eta: 2 days, 1:12:52, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.5374, top1_acc: 0.4172, top5_acc: 0.6758, loss_cls: 2.4686, loss: 4.0060, grad_norm: 7.3596 2021-12-03 05:26:29,021 - mmaction - INFO - Epoch [23][740/1345] lr: 1.000e-02, eta: 2 days, 1:12:23, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.4655, top1_acc: 0.4031, top5_acc: 0.6937, loss_cls: 2.3869, loss: 3.8524, grad_norm: 7.1176 2021-12-03 05:26:48,279 - mmaction - INFO - Epoch [23][760/1345] lr: 1.000e-02, eta: 2 days, 1:11:54, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.5053, top1_acc: 0.4359, top5_acc: 0.6992, loss_cls: 2.3844, loss: 3.8897, grad_norm: 7.0326 2021-12-03 05:27:07,528 - mmaction - INFO - Epoch [23][780/1345] lr: 1.000e-02, eta: 2 days, 1:11:26, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4601, top1_acc: 0.4453, top5_acc: 0.7078, loss_cls: 2.2876, loss: 3.7477, grad_norm: 6.9487 2021-12-03 05:27:26,783 - mmaction - INFO - Epoch [23][800/1345] lr: 1.000e-02, eta: 2 days, 1:10:57, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.5029, top1_acc: 0.4406, top5_acc: 0.6914, loss_cls: 2.3866, loss: 3.8895, grad_norm: 7.1840 2021-12-03 05:27:46,053 - mmaction - INFO - Epoch [23][820/1345] lr: 1.000e-02, eta: 2 days, 1:10:29, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.4678, top1_acc: 0.4422, top5_acc: 0.7141, loss_cls: 2.2895, loss: 3.7573, grad_norm: 7.0194 2021-12-03 05:28:05,310 - mmaction - INFO - Epoch [23][840/1345] lr: 1.000e-02, eta: 2 days, 1:10:00, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.4647, top1_acc: 0.4453, top5_acc: 0.7039, loss_cls: 2.3266, loss: 3.7913, grad_norm: 7.1158 2021-12-03 05:28:24,541 - mmaction - INFO - Epoch [23][860/1345] lr: 1.000e-02, eta: 2 days, 1:09:31, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4685, top1_acc: 0.4437, top5_acc: 0.7141, loss_cls: 2.3105, loss: 3.7790, grad_norm: 7.0467 2021-12-03 05:28:43,777 - mmaction - INFO - Epoch [23][880/1345] lr: 1.000e-02, eta: 2 days, 1:09:03, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4660, top1_acc: 0.4422, top5_acc: 0.7125, loss_cls: 2.3091, loss: 3.7751, grad_norm: 7.3254 2021-12-03 05:29:03,009 - mmaction - INFO - Epoch [23][900/1345] lr: 1.000e-02, eta: 2 days, 1:08:34, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.5301, top1_acc: 0.4148, top5_acc: 0.6883, loss_cls: 2.4372, loss: 3.9673, grad_norm: 7.1694 2021-12-03 05:29:22,251 - mmaction - INFO - Epoch [23][920/1345] lr: 1.000e-02, eta: 2 days, 1:08:05, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4972, top1_acc: 0.4219, top5_acc: 0.7023, loss_cls: 2.4294, loss: 3.9266, grad_norm: 6.9912 2021-12-03 05:29:41,500 - mmaction - INFO - Epoch [23][940/1345] lr: 1.000e-02, eta: 2 days, 1:07:37, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.5251, top1_acc: 0.4219, top5_acc: 0.6867, loss_cls: 2.4312, loss: 3.9563, grad_norm: 7.1731 2021-12-03 05:30:00,748 - mmaction - INFO - Epoch [23][960/1345] lr: 1.000e-02, eta: 2 days, 1:07:08, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.5073, top1_acc: 0.4281, top5_acc: 0.7109, loss_cls: 2.3989, loss: 3.9062, grad_norm: 7.2392 2021-12-03 05:30:19,997 - mmaction - INFO - Epoch [23][980/1345] lr: 1.000e-02, eta: 2 days, 1:06:40, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.5254, top1_acc: 0.4078, top5_acc: 0.6883, loss_cls: 2.4487, loss: 3.9741, grad_norm: 7.2358 2021-12-03 05:30:39,256 - mmaction - INFO - Epoch [23][1000/1345] lr: 1.000e-02, eta: 2 days, 1:06:11, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.5042, top1_acc: 0.4531, top5_acc: 0.7219, loss_cls: 2.3564, loss: 3.8606, grad_norm: 7.0099 2021-12-03 05:30:58,497 - mmaction - INFO - Epoch [23][1020/1345] lr: 1.000e-02, eta: 2 days, 1:05:43, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4644, top1_acc: 0.4477, top5_acc: 0.7164, loss_cls: 2.3120, loss: 3.7764, grad_norm: 7.0536 2021-12-03 05:31:17,720 - mmaction - INFO - Epoch [23][1040/1345] lr: 1.000e-02, eta: 2 days, 1:05:14, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5154, top1_acc: 0.4141, top5_acc: 0.7039, loss_cls: 2.4115, loss: 3.9269, grad_norm: 7.3287 2021-12-03 05:31:36,945 - mmaction - INFO - Epoch [23][1060/1345] lr: 1.000e-02, eta: 2 days, 1:04:45, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4861, top1_acc: 0.4250, top5_acc: 0.7031, loss_cls: 2.3419, loss: 3.8280, grad_norm: 7.0418 2021-12-03 05:31:56,194 - mmaction - INFO - Epoch [23][1080/1345] lr: 1.000e-02, eta: 2 days, 1:04:17, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4939, top1_acc: 0.4219, top5_acc: 0.7063, loss_cls: 2.3535, loss: 3.8474, grad_norm: 7.0972 2021-12-03 05:32:15,423 - mmaction - INFO - Epoch [23][1100/1345] lr: 1.000e-02, eta: 2 days, 1:03:48, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4828, top1_acc: 0.4437, top5_acc: 0.7047, loss_cls: 2.3751, loss: 3.8580, grad_norm: 7.1088 2021-12-03 05:32:34,650 - mmaction - INFO - Epoch [23][1120/1345] lr: 1.000e-02, eta: 2 days, 1:03:20, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5516, top1_acc: 0.3953, top5_acc: 0.6836, loss_cls: 2.4648, loss: 4.0164, grad_norm: 7.2911 2021-12-03 05:32:53,868 - mmaction - INFO - Epoch [23][1140/1345] lr: 1.000e-02, eta: 2 days, 1:02:51, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5009, top1_acc: 0.4281, top5_acc: 0.7063, loss_cls: 2.3427, loss: 3.8436, grad_norm: 6.9851 2021-12-03 05:33:13,069 - mmaction - INFO - Epoch [23][1160/1345] lr: 1.000e-02, eta: 2 days, 1:02:22, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4942, top1_acc: 0.4211, top5_acc: 0.6875, loss_cls: 2.4075, loss: 3.9017, grad_norm: 7.1520 2021-12-03 05:33:32,299 - mmaction - INFO - Epoch [23][1180/1345] lr: 1.000e-02, eta: 2 days, 1:01:54, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4805, top1_acc: 0.4367, top5_acc: 0.7023, loss_cls: 2.3070, loss: 3.7875, grad_norm: 7.1843 2021-12-03 05:33:51,489 - mmaction - INFO - Epoch [23][1200/1345] lr: 1.000e-02, eta: 2 days, 1:01:25, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.5122, top1_acc: 0.4148, top5_acc: 0.6961, loss_cls: 2.4124, loss: 3.9246, grad_norm: 7.1562 2021-12-03 05:34:10,712 - mmaction - INFO - Epoch [23][1220/1345] lr: 1.000e-02, eta: 2 days, 1:00:57, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5141, top1_acc: 0.4336, top5_acc: 0.6977, loss_cls: 2.3933, loss: 3.9073, grad_norm: 7.1565 2021-12-03 05:34:29,932 - mmaction - INFO - Epoch [23][1240/1345] lr: 1.000e-02, eta: 2 days, 1:00:28, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5066, top1_acc: 0.4375, top5_acc: 0.6992, loss_cls: 2.4182, loss: 3.9248, grad_norm: 7.2272 2021-12-03 05:34:49,125 - mmaction - INFO - Epoch [23][1260/1345] lr: 1.000e-02, eta: 2 days, 0:59:59, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4995, top1_acc: 0.4375, top5_acc: 0.7023, loss_cls: 2.3791, loss: 3.8786, grad_norm: 7.1485 2021-12-03 05:35:08,326 - mmaction - INFO - Epoch [23][1280/1345] lr: 1.000e-02, eta: 2 days, 0:59:31, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4753, top1_acc: 0.4336, top5_acc: 0.7109, loss_cls: 2.3725, loss: 3.8478, grad_norm: 7.2291 2021-12-03 05:35:27,537 - mmaction - INFO - Epoch [23][1300/1345] lr: 1.000e-02, eta: 2 days, 0:59:02, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5090, top1_acc: 0.4250, top5_acc: 0.7039, loss_cls: 2.4016, loss: 3.9106, grad_norm: 7.0443 2021-12-03 05:35:46,734 - mmaction - INFO - Epoch [23][1320/1345] lr: 1.000e-02, eta: 2 days, 0:58:33, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.5219, top1_acc: 0.4172, top5_acc: 0.6742, loss_cls: 2.4553, loss: 3.9772, grad_norm: 6.9647 2021-12-03 05:36:05,955 - mmaction - INFO - Epoch [23][1340/1345] lr: 1.000e-02, eta: 2 days, 0:58:05, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5017, top1_acc: 0.4211, top5_acc: 0.6961, loss_cls: 2.4138, loss: 3.9155, grad_norm: 7.0312 2021-12-03 05:36:11,525 - mmaction - INFO - Saving checkpoint at 23 epochs 2021-12-03 05:38:15,401 - mmaction - INFO - Epoch [24][20/1345] lr: 1.000e-02, eta: 2 days, 1:06:04, time: 5.867, data_time: 4.919, memory: 8232, loss_aux: 1.4984, top1_acc: 0.4414, top5_acc: 0.7148, loss_cls: 2.3200, loss: 3.8184, grad_norm: 7.1008 2021-12-03 05:38:34,503 - mmaction - INFO - Epoch [24][40/1345] lr: 1.000e-02, eta: 2 days, 1:05:35, time: 0.955, data_time: 0.003, memory: 8232, loss_aux: 1.4856, top1_acc: 0.4156, top5_acc: 0.7211, loss_cls: 2.3267, loss: 3.8122, grad_norm: 7.1044 2021-12-03 05:38:53,642 - mmaction - INFO - Epoch [24][60/1345] lr: 1.000e-02, eta: 2 days, 1:05:05, time: 0.957, data_time: 0.002, memory: 8232, loss_aux: 1.5250, top1_acc: 0.4305, top5_acc: 0.7023, loss_cls: 2.3694, loss: 3.8944, grad_norm: 7.1958 2021-12-03 05:39:12,745 - mmaction - INFO - Epoch [24][80/1345] lr: 1.000e-02, eta: 2 days, 1:04:36, time: 0.955, data_time: 0.001, memory: 8232, loss_aux: 1.4549, top1_acc: 0.4547, top5_acc: 0.7203, loss_cls: 2.2647, loss: 3.7196, grad_norm: 7.0420 2021-12-03 05:39:31,881 - mmaction - INFO - Epoch [24][100/1345] lr: 1.000e-02, eta: 2 days, 1:04:07, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 1.5093, top1_acc: 0.4219, top5_acc: 0.6961, loss_cls: 2.3619, loss: 3.8712, grad_norm: 7.3602 2021-12-03 05:39:51,033 - mmaction - INFO - Epoch [24][120/1345] lr: 1.000e-02, eta: 2 days, 1:03:38, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.5023, top1_acc: 0.4391, top5_acc: 0.7047, loss_cls: 2.3318, loss: 3.8341, grad_norm: 7.1744 2021-12-03 05:40:10,214 - mmaction - INFO - Epoch [24][140/1345] lr: 1.000e-02, eta: 2 days, 1:03:09, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4699, top1_acc: 0.4594, top5_acc: 0.7250, loss_cls: 2.2613, loss: 3.7312, grad_norm: 6.9132 2021-12-03 05:40:29,407 - mmaction - INFO - Epoch [24][160/1345] lr: 1.000e-02, eta: 2 days, 1:02:40, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.5344, top1_acc: 0.4055, top5_acc: 0.6906, loss_cls: 2.4349, loss: 3.9693, grad_norm: 7.5146 2021-12-03 05:40:48,629 - mmaction - INFO - Epoch [24][180/1345] lr: 1.000e-02, eta: 2 days, 1:02:11, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4908, top1_acc: 0.4180, top5_acc: 0.7102, loss_cls: 2.3547, loss: 3.8454, grad_norm: 7.2775 2021-12-03 05:41:07,831 - mmaction - INFO - Epoch [24][200/1345] lr: 1.000e-02, eta: 2 days, 1:01:42, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4839, top1_acc: 0.4273, top5_acc: 0.7055, loss_cls: 2.3997, loss: 3.8836, grad_norm: 7.2106 2021-12-03 05:41:27,084 - mmaction - INFO - Epoch [24][220/1345] lr: 1.000e-02, eta: 2 days, 1:01:13, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.5019, top1_acc: 0.4414, top5_acc: 0.7039, loss_cls: 2.3505, loss: 3.8524, grad_norm: 7.1969 2021-12-03 05:41:46,343 - mmaction - INFO - Epoch [24][240/1345] lr: 1.000e-02, eta: 2 days, 1:00:45, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.4837, top1_acc: 0.4336, top5_acc: 0.7180, loss_cls: 2.3148, loss: 3.7985, grad_norm: 7.1885 2021-12-03 05:42:05,593 - mmaction - INFO - Epoch [24][260/1345] lr: 1.000e-02, eta: 2 days, 1:00:16, time: 0.962, data_time: 0.000, memory: 8232, loss_aux: 1.5100, top1_acc: 0.4242, top5_acc: 0.6922, loss_cls: 2.4153, loss: 3.9253, grad_norm: 7.1512 2021-12-03 05:42:24,840 - mmaction - INFO - Epoch [24][280/1345] lr: 1.000e-02, eta: 2 days, 0:59:48, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4815, top1_acc: 0.4406, top5_acc: 0.7102, loss_cls: 2.3417, loss: 3.8233, grad_norm: 7.2097 2021-12-03 05:42:44,091 - mmaction - INFO - Epoch [24][300/1345] lr: 1.000e-02, eta: 2 days, 0:59:19, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.4864, top1_acc: 0.4242, top5_acc: 0.7180, loss_cls: 2.3594, loss: 3.8458, grad_norm: 7.2878 2021-12-03 05:43:03,360 - mmaction - INFO - Epoch [24][320/1345] lr: 1.000e-02, eta: 2 days, 0:58:51, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.4506, top1_acc: 0.4523, top5_acc: 0.7344, loss_cls: 2.2777, loss: 3.7283, grad_norm: 7.0253 2021-12-03 05:43:22,585 - mmaction - INFO - Epoch [24][340/1345] lr: 1.000e-02, eta: 2 days, 0:58:22, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4915, top1_acc: 0.4250, top5_acc: 0.7109, loss_cls: 2.3549, loss: 3.8464, grad_norm: 7.2092 2021-12-03 05:43:41,815 - mmaction - INFO - Epoch [24][360/1345] lr: 1.000e-02, eta: 2 days, 0:57:54, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4869, top1_acc: 0.4555, top5_acc: 0.7055, loss_cls: 2.3317, loss: 3.8186, grad_norm: 6.9821 2021-12-03 05:44:01,056 - mmaction - INFO - Epoch [24][380/1345] lr: 1.000e-02, eta: 2 days, 0:57:25, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4359, top1_acc: 0.4578, top5_acc: 0.7148, loss_cls: 2.2730, loss: 3.7090, grad_norm: 7.0070 2021-12-03 05:44:20,298 - mmaction - INFO - Epoch [24][400/1345] lr: 1.000e-02, eta: 2 days, 0:56:57, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.5092, top1_acc: 0.4391, top5_acc: 0.6977, loss_cls: 2.3811, loss: 3.8903, grad_norm: 7.2338 2021-12-03 05:44:39,558 - mmaction - INFO - Epoch [24][420/1345] lr: 1.000e-02, eta: 2 days, 0:56:28, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.5447, top1_acc: 0.4273, top5_acc: 0.6719, loss_cls: 2.4509, loss: 3.9956, grad_norm: 7.2955 2021-12-03 05:44:58,812 - mmaction - INFO - Epoch [24][440/1345] lr: 1.000e-02, eta: 2 days, 0:56:00, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.5183, top1_acc: 0.4109, top5_acc: 0.7023, loss_cls: 2.4229, loss: 3.9412, grad_norm: 7.0842 2021-12-03 05:45:18,074 - mmaction - INFO - Epoch [24][460/1345] lr: 1.000e-02, eta: 2 days, 0:55:31, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.4976, top1_acc: 0.4281, top5_acc: 0.6813, loss_cls: 2.3979, loss: 3.8955, grad_norm: 7.0888 2021-12-03 05:45:37,298 - mmaction - INFO - Epoch [24][480/1345] lr: 1.000e-02, eta: 2 days, 0:55:03, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5085, top1_acc: 0.4148, top5_acc: 0.6914, loss_cls: 2.4285, loss: 3.9371, grad_norm: 7.1612 2021-12-03 05:45:56,570 - mmaction - INFO - Epoch [24][500/1345] lr: 1.000e-02, eta: 2 days, 0:54:35, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 1.5072, top1_acc: 0.4359, top5_acc: 0.6930, loss_cls: 2.3959, loss: 3.9031, grad_norm: 7.1708 2021-12-03 05:46:15,804 - mmaction - INFO - Epoch [24][520/1345] lr: 1.000e-02, eta: 2 days, 0:54:06, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.5105, top1_acc: 0.4320, top5_acc: 0.6852, loss_cls: 2.4218, loss: 3.9324, grad_norm: 7.3748 2021-12-03 05:46:35,050 - mmaction - INFO - Epoch [24][540/1345] lr: 1.000e-02, eta: 2 days, 0:53:38, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4528, top1_acc: 0.4555, top5_acc: 0.7203, loss_cls: 2.2860, loss: 3.7389, grad_norm: 7.0230 2021-12-03 05:46:54,335 - mmaction - INFO - Epoch [24][560/1345] lr: 1.000e-02, eta: 2 days, 0:53:09, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 1.4628, top1_acc: 0.4359, top5_acc: 0.7195, loss_cls: 2.2996, loss: 3.7624, grad_norm: 7.1821 2021-12-03 05:47:13,563 - mmaction - INFO - Epoch [24][580/1345] lr: 1.000e-02, eta: 2 days, 0:52:41, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4501, top1_acc: 0.4359, top5_acc: 0.7188, loss_cls: 2.2807, loss: 3.7307, grad_norm: 7.0312 2021-12-03 05:47:32,786 - mmaction - INFO - Epoch [24][600/1345] lr: 1.000e-02, eta: 2 days, 0:52:12, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4467, top1_acc: 0.4500, top5_acc: 0.7125, loss_cls: 2.3190, loss: 3.7657, grad_norm: 7.1186 2021-12-03 05:47:52,020 - mmaction - INFO - Epoch [24][620/1345] lr: 1.000e-02, eta: 2 days, 0:51:44, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.5102, top1_acc: 0.4188, top5_acc: 0.7016, loss_cls: 2.3929, loss: 3.9031, grad_norm: 7.2609 2021-12-03 05:48:11,238 - mmaction - INFO - Epoch [24][640/1345] lr: 1.000e-02, eta: 2 days, 0:51:16, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5075, top1_acc: 0.4570, top5_acc: 0.7086, loss_cls: 2.3772, loss: 3.8847, grad_norm: 7.2812 2021-12-03 05:48:30,482 - mmaction - INFO - Epoch [24][660/1345] lr: 1.000e-02, eta: 2 days, 0:50:47, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4790, top1_acc: 0.4234, top5_acc: 0.7078, loss_cls: 2.3639, loss: 3.8429, grad_norm: 7.2405 2021-12-03 05:48:49,714 - mmaction - INFO - Epoch [24][680/1345] lr: 1.000e-02, eta: 2 days, 0:50:19, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4598, top1_acc: 0.4414, top5_acc: 0.7172, loss_cls: 2.2980, loss: 3.7577, grad_norm: 7.0433 2021-12-03 05:49:08,969 - mmaction - INFO - Epoch [24][700/1345] lr: 1.000e-02, eta: 2 days, 0:49:51, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.4787, top1_acc: 0.4313, top5_acc: 0.7031, loss_cls: 2.3936, loss: 3.8723, grad_norm: 7.0357 2021-12-03 05:49:28,227 - mmaction - INFO - Epoch [24][720/1345] lr: 1.000e-02, eta: 2 days, 0:49:22, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.5187, top1_acc: 0.4180, top5_acc: 0.6805, loss_cls: 2.4138, loss: 3.9325, grad_norm: 7.2663 2021-12-03 05:49:47,452 - mmaction - INFO - Epoch [24][740/1345] lr: 1.000e-02, eta: 2 days, 0:48:54, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4914, top1_acc: 0.4313, top5_acc: 0.7109, loss_cls: 2.3683, loss: 3.8597, grad_norm: 7.2938 2021-12-03 05:50:06,686 - mmaction - INFO - Epoch [24][760/1345] lr: 1.000e-02, eta: 2 days, 0:48:26, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4798, top1_acc: 0.4289, top5_acc: 0.7156, loss_cls: 2.3283, loss: 3.8081, grad_norm: 7.0393 2021-12-03 05:50:25,947 - mmaction - INFO - Epoch [24][780/1345] lr: 1.000e-02, eta: 2 days, 0:47:57, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.4874, top1_acc: 0.4414, top5_acc: 0.7055, loss_cls: 2.3398, loss: 3.8272, grad_norm: 7.1549 2021-12-03 05:50:45,214 - mmaction - INFO - Epoch [24][800/1345] lr: 1.000e-02, eta: 2 days, 0:47:29, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.4913, top1_acc: 0.4422, top5_acc: 0.7016, loss_cls: 2.3549, loss: 3.8461, grad_norm: 7.1962 2021-12-03 05:51:04,468 - mmaction - INFO - Epoch [24][820/1345] lr: 1.000e-02, eta: 2 days, 0:47:01, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.4961, top1_acc: 0.4211, top5_acc: 0.7109, loss_cls: 2.3792, loss: 3.8753, grad_norm: 7.0722 2021-12-03 05:51:23,712 - mmaction - INFO - Epoch [24][840/1345] lr: 1.000e-02, eta: 2 days, 0:46:33, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4848, top1_acc: 0.4266, top5_acc: 0.7109, loss_cls: 2.3367, loss: 3.8214, grad_norm: 7.1293 2021-12-03 05:51:42,970 - mmaction - INFO - Epoch [24][860/1345] lr: 1.000e-02, eta: 2 days, 0:46:05, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.4966, top1_acc: 0.4391, top5_acc: 0.7070, loss_cls: 2.3451, loss: 3.8417, grad_norm: 7.2755 2021-12-03 05:52:02,246 - mmaction - INFO - Epoch [24][880/1345] lr: 1.000e-02, eta: 2 days, 0:45:37, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 1.4872, top1_acc: 0.4383, top5_acc: 0.6945, loss_cls: 2.3505, loss: 3.8376, grad_norm: 7.1671 2021-12-03 05:52:21,519 - mmaction - INFO - Epoch [24][900/1345] lr: 1.000e-02, eta: 2 days, 0:45:08, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 1.4892, top1_acc: 0.4430, top5_acc: 0.7016, loss_cls: 2.3661, loss: 3.8553, grad_norm: 7.2095 2021-12-03 05:52:40,798 - mmaction - INFO - Epoch [24][920/1345] lr: 1.000e-02, eta: 2 days, 0:44:40, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 1.4782, top1_acc: 0.4047, top5_acc: 0.6930, loss_cls: 2.4042, loss: 3.8824, grad_norm: 7.0931 2021-12-03 05:53:00,043 - mmaction - INFO - Epoch [24][940/1345] lr: 1.000e-02, eta: 2 days, 0:44:12, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4974, top1_acc: 0.4156, top5_acc: 0.6859, loss_cls: 2.4283, loss: 3.9257, grad_norm: 7.3082 2021-12-03 05:53:19,319 - mmaction - INFO - Epoch [24][960/1345] lr: 1.000e-02, eta: 2 days, 0:43:44, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 1.5047, top1_acc: 0.4266, top5_acc: 0.6977, loss_cls: 2.3860, loss: 3.8907, grad_norm: 7.4957 2021-12-03 05:53:38,596 - mmaction - INFO - Epoch [24][980/1345] lr: 1.000e-02, eta: 2 days, 0:43:16, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 1.4878, top1_acc: 0.4500, top5_acc: 0.7094, loss_cls: 2.3356, loss: 3.8234, grad_norm: 7.1075 2021-12-03 05:53:57,852 - mmaction - INFO - Epoch [24][1000/1345] lr: 1.000e-02, eta: 2 days, 0:42:48, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.5345, top1_acc: 0.4195, top5_acc: 0.6797, loss_cls: 2.4668, loss: 4.0013, grad_norm: 7.2644 2021-12-03 05:54:17,119 - mmaction - INFO - Epoch [24][1020/1345] lr: 1.000e-02, eta: 2 days, 0:42:20, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.5243, top1_acc: 0.4133, top5_acc: 0.6930, loss_cls: 2.4194, loss: 3.9437, grad_norm: 7.2067 2021-12-03 05:54:36,401 - mmaction - INFO - Epoch [24][1040/1345] lr: 1.000e-02, eta: 2 days, 0:41:52, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 1.5035, top1_acc: 0.4328, top5_acc: 0.6977, loss_cls: 2.3916, loss: 3.8952, grad_norm: 7.0649 2021-12-03 05:54:55,683 - mmaction - INFO - Epoch [24][1060/1345] lr: 1.000e-02, eta: 2 days, 0:41:24, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 1.5300, top1_acc: 0.4359, top5_acc: 0.6937, loss_cls: 2.4202, loss: 3.9502, grad_norm: 7.0204 2021-12-03 05:55:14,955 - mmaction - INFO - Epoch [24][1080/1345] lr: 1.000e-02, eta: 2 days, 0:40:56, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 1.4871, top1_acc: 0.4266, top5_acc: 0.6992, loss_cls: 2.3894, loss: 3.8765, grad_norm: 7.0121 2021-12-03 05:55:34,219 - mmaction - INFO - Epoch [24][1100/1345] lr: 1.000e-02, eta: 2 days, 0:40:28, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.5016, top1_acc: 0.4047, top5_acc: 0.7102, loss_cls: 2.4062, loss: 3.9078, grad_norm: 7.4048 2021-12-03 05:55:53,467 - mmaction - INFO - Epoch [24][1120/1345] lr: 1.000e-02, eta: 2 days, 0:40:00, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4942, top1_acc: 0.4234, top5_acc: 0.6914, loss_cls: 2.3929, loss: 3.8871, grad_norm: 7.3423 2021-12-03 05:56:12,712 - mmaction - INFO - Epoch [24][1140/1345] lr: 1.000e-02, eta: 2 days, 0:39:32, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.5075, top1_acc: 0.4344, top5_acc: 0.7008, loss_cls: 2.3924, loss: 3.9000, grad_norm: 7.2792 2021-12-03 05:56:31,984 - mmaction - INFO - Epoch [24][1160/1345] lr: 1.000e-02, eta: 2 days, 0:39:04, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 1.4657, top1_acc: 0.4250, top5_acc: 0.6984, loss_cls: 2.3652, loss: 3.8309, grad_norm: 7.0459 2021-12-03 05:56:51,251 - mmaction - INFO - Epoch [24][1180/1345] lr: 1.000e-02, eta: 2 days, 0:38:36, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.4466, top1_acc: 0.4234, top5_acc: 0.7023, loss_cls: 2.3488, loss: 3.7954, grad_norm: 7.2106 2021-12-03 05:57:10,536 - mmaction - INFO - Epoch [24][1200/1345] lr: 1.000e-02, eta: 2 days, 0:38:08, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 1.4876, top1_acc: 0.4242, top5_acc: 0.7063, loss_cls: 2.3944, loss: 3.8820, grad_norm: 7.1006 2021-12-03 05:57:29,794 - mmaction - INFO - Epoch [24][1220/1345] lr: 1.000e-02, eta: 2 days, 0:37:41, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.4692, top1_acc: 0.4258, top5_acc: 0.7219, loss_cls: 2.3290, loss: 3.7983, grad_norm: 7.1608 2021-12-03 05:57:49,072 - mmaction - INFO - Epoch [24][1240/1345] lr: 1.000e-02, eta: 2 days, 0:37:13, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 1.5275, top1_acc: 0.4070, top5_acc: 0.6977, loss_cls: 2.4091, loss: 3.9365, grad_norm: 7.2409 2021-12-03 05:58:08,310 - mmaction - INFO - Epoch [24][1260/1345] lr: 1.000e-02, eta: 2 days, 0:36:45, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4332, top1_acc: 0.4453, top5_acc: 0.7094, loss_cls: 2.2941, loss: 3.7273, grad_norm: 6.9925 2021-12-03 05:58:27,570 - mmaction - INFO - Epoch [24][1280/1345] lr: 1.000e-02, eta: 2 days, 0:36:17, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.4689, top1_acc: 0.4469, top5_acc: 0.6945, loss_cls: 2.3529, loss: 3.8218, grad_norm: 7.0076 2021-12-03 05:58:46,841 - mmaction - INFO - Epoch [24][1300/1345] lr: 1.000e-02, eta: 2 days, 0:35:49, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 1.5174, top1_acc: 0.4156, top5_acc: 0.6867, loss_cls: 2.4905, loss: 4.0079, grad_norm: 7.1908 2021-12-03 05:59:06,085 - mmaction - INFO - Epoch [24][1320/1345] lr: 1.000e-02, eta: 2 days, 0:35:21, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4770, top1_acc: 0.4391, top5_acc: 0.7008, loss_cls: 2.3530, loss: 3.8300, grad_norm: 7.1272 2021-12-03 05:59:25,331 - mmaction - INFO - Epoch [24][1340/1345] lr: 1.000e-02, eta: 2 days, 0:34:53, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.5189, top1_acc: 0.4211, top5_acc: 0.6859, loss_cls: 2.4310, loss: 3.9498, grad_norm: 7.5225 2021-12-03 05:59:30,977 - mmaction - INFO - Saving checkpoint at 24 epochs 2021-12-03 06:01:36,924 - mmaction - INFO - Epoch [25][20/1345] lr: 1.000e-02, eta: 2 days, 0:42:56, time: 6.141, data_time: 5.174, memory: 8232, loss_aux: 1.4687, top1_acc: 0.4258, top5_acc: 0.7266, loss_cls: 2.3298, loss: 3.7985, grad_norm: 6.9459 2021-12-03 06:01:56,018 - mmaction - INFO - Epoch [25][40/1345] lr: 1.000e-02, eta: 2 days, 0:42:27, time: 0.955, data_time: 0.003, memory: 8232, loss_aux: 1.4692, top1_acc: 0.4414, top5_acc: 0.7133, loss_cls: 2.3332, loss: 3.8024, grad_norm: 7.0749 2021-12-03 06:02:15,139 - mmaction - INFO - Epoch [25][60/1345] lr: 1.000e-02, eta: 2 days, 0:41:58, time: 0.956, data_time: 0.001, memory: 8232, loss_aux: 1.4762, top1_acc: 0.4516, top5_acc: 0.7203, loss_cls: 2.3057, loss: 3.7819, grad_norm: 7.1288 2021-12-03 06:02:34,298 - mmaction - INFO - Epoch [25][80/1345] lr: 1.000e-02, eta: 2 days, 0:41:29, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.4930, top1_acc: 0.4219, top5_acc: 0.6961, loss_cls: 2.3998, loss: 3.8928, grad_norm: 6.9750 2021-12-03 06:02:53,423 - mmaction - INFO - Epoch [25][100/1345] lr: 1.000e-02, eta: 2 days, 0:41:00, time: 0.956, data_time: 0.001, memory: 8232, loss_aux: 1.4746, top1_acc: 0.4523, top5_acc: 0.7117, loss_cls: 2.2920, loss: 3.7665, grad_norm: 7.2223 2021-12-03 06:03:12,607 - mmaction - INFO - Epoch [25][120/1345] lr: 1.000e-02, eta: 2 days, 0:40:32, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4540, top1_acc: 0.4633, top5_acc: 0.7156, loss_cls: 2.2961, loss: 3.7501, grad_norm: 7.1596 2021-12-03 06:03:31,770 - mmaction - INFO - Epoch [25][140/1345] lr: 1.000e-02, eta: 2 days, 0:40:03, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.4845, top1_acc: 0.4555, top5_acc: 0.7063, loss_cls: 2.3055, loss: 3.7900, grad_norm: 7.2532 2021-12-03 06:03:50,937 - mmaction - INFO - Epoch [25][160/1345] lr: 1.000e-02, eta: 2 days, 0:39:34, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.4803, top1_acc: 0.4227, top5_acc: 0.7016, loss_cls: 2.3800, loss: 3.8603, grad_norm: 7.2556 2021-12-03 06:04:10,103 - mmaction - INFO - Epoch [25][180/1345] lr: 1.000e-02, eta: 2 days, 0:39:06, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.5073, top1_acc: 0.4414, top5_acc: 0.6961, loss_cls: 2.3884, loss: 3.8957, grad_norm: 7.1756 2021-12-03 06:04:29,292 - mmaction - INFO - Epoch [25][200/1345] lr: 1.000e-02, eta: 2 days, 0:38:37, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4904, top1_acc: 0.4445, top5_acc: 0.7133, loss_cls: 2.3111, loss: 3.8015, grad_norm: 7.1310 2021-12-03 06:04:48,461 - mmaction - INFO - Epoch [25][220/1345] lr: 1.000e-02, eta: 2 days, 0:38:09, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4989, top1_acc: 0.4352, top5_acc: 0.6992, loss_cls: 2.4005, loss: 3.8994, grad_norm: 7.2398 2021-12-03 06:05:07,635 - mmaction - INFO - Epoch [25][240/1345] lr: 1.000e-02, eta: 2 days, 0:37:40, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4777, top1_acc: 0.4406, top5_acc: 0.7086, loss_cls: 2.3212, loss: 3.7989, grad_norm: 6.9480 2021-12-03 06:05:26,812 - mmaction - INFO - Epoch [25][260/1345] lr: 1.000e-02, eta: 2 days, 0:37:11, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4332, top1_acc: 0.4570, top5_acc: 0.7383, loss_cls: 2.2194, loss: 3.6527, grad_norm: 7.0403 2021-12-03 06:05:46,019 - mmaction - INFO - Epoch [25][280/1345] lr: 1.000e-02, eta: 2 days, 0:36:43, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4362, top1_acc: 0.4445, top5_acc: 0.7172, loss_cls: 2.2469, loss: 3.6831, grad_norm: 6.9606 2021-12-03 06:06:05,202 - mmaction - INFO - Epoch [25][300/1345] lr: 1.000e-02, eta: 2 days, 0:36:15, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.5289, top1_acc: 0.4180, top5_acc: 0.6750, loss_cls: 2.4740, loss: 4.0028, grad_norm: 7.2115 2021-12-03 06:06:24,401 - mmaction - INFO - Epoch [25][320/1345] lr: 1.000e-02, eta: 2 days, 0:35:46, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4789, top1_acc: 0.4266, top5_acc: 0.7031, loss_cls: 2.3351, loss: 3.8140, grad_norm: 7.2589 2021-12-03 06:06:43,560 - mmaction - INFO - Epoch [25][340/1345] lr: 1.000e-02, eta: 2 days, 0:35:18, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.4817, top1_acc: 0.4313, top5_acc: 0.6883, loss_cls: 2.3755, loss: 3.8573, grad_norm: 6.9718 2021-12-03 06:07:02,744 - mmaction - INFO - Epoch [25][360/1345] lr: 1.000e-02, eta: 2 days, 0:34:49, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4779, top1_acc: 0.4492, top5_acc: 0.7180, loss_cls: 2.2825, loss: 3.7604, grad_norm: 7.1370 2021-12-03 06:07:21,889 - mmaction - INFO - Epoch [25][380/1345] lr: 1.000e-02, eta: 2 days, 0:34:20, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 1.4562, top1_acc: 0.4437, top5_acc: 0.7180, loss_cls: 2.3267, loss: 3.7829, grad_norm: 7.0869 2021-12-03 06:07:41,094 - mmaction - INFO - Epoch [25][400/1345] lr: 1.000e-02, eta: 2 days, 0:33:52, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4552, top1_acc: 0.4305, top5_acc: 0.7070, loss_cls: 2.3284, loss: 3.7836, grad_norm: 7.1780 2021-12-03 06:08:00,254 - mmaction - INFO - Epoch [25][420/1345] lr: 1.000e-02, eta: 2 days, 0:33:24, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.4543, top1_acc: 0.4625, top5_acc: 0.7133, loss_cls: 2.2708, loss: 3.7251, grad_norm: 7.1707 2021-12-03 06:08:19,432 - mmaction - INFO - Epoch [25][440/1345] lr: 1.000e-02, eta: 2 days, 0:32:55, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4847, top1_acc: 0.4445, top5_acc: 0.7063, loss_cls: 2.3444, loss: 3.8291, grad_norm: 7.1794 2021-12-03 06:08:38,624 - mmaction - INFO - Epoch [25][460/1345] lr: 1.000e-02, eta: 2 days, 0:32:27, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4254, top1_acc: 0.4547, top5_acc: 0.7164, loss_cls: 2.2314, loss: 3.6568, grad_norm: 7.2257 2021-12-03 06:08:57,848 - mmaction - INFO - Epoch [25][480/1345] lr: 1.000e-02, eta: 2 days, 0:31:59, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4647, top1_acc: 0.4367, top5_acc: 0.7063, loss_cls: 2.3170, loss: 3.7817, grad_norm: 7.2319 2021-12-03 06:09:17,048 - mmaction - INFO - Epoch [25][500/1345] lr: 1.000e-02, eta: 2 days, 0:31:30, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4758, top1_acc: 0.4469, top5_acc: 0.7078, loss_cls: 2.3031, loss: 3.7789, grad_norm: 6.9946 2021-12-03 06:09:36,266 - mmaction - INFO - Epoch [25][520/1345] lr: 1.000e-02, eta: 2 days, 0:31:02, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5105, top1_acc: 0.4250, top5_acc: 0.6922, loss_cls: 2.3749, loss: 3.8854, grad_norm: 7.1671 2021-12-03 06:09:55,471 - mmaction - INFO - Epoch [25][540/1345] lr: 1.000e-02, eta: 2 days, 0:30:34, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4306, top1_acc: 0.4422, top5_acc: 0.7219, loss_cls: 2.2660, loss: 3.6967, grad_norm: 7.0390 2021-12-03 06:10:14,710 - mmaction - INFO - Epoch [25][560/1345] lr: 1.000e-02, eta: 2 days, 0:30:06, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4342, top1_acc: 0.4531, top5_acc: 0.7320, loss_cls: 2.2493, loss: 3.6835, grad_norm: 7.0377 2021-12-03 06:10:33,947 - mmaction - INFO - Epoch [25][580/1345] lr: 1.000e-02, eta: 2 days, 0:29:38, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.5044, top1_acc: 0.4391, top5_acc: 0.7156, loss_cls: 2.3395, loss: 3.8439, grad_norm: 6.9850 2021-12-03 06:10:53,166 - mmaction - INFO - Epoch [25][600/1345] lr: 1.000e-02, eta: 2 days, 0:29:10, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4817, top1_acc: 0.4578, top5_acc: 0.7297, loss_cls: 2.2522, loss: 3.7339, grad_norm: 6.9361 2021-12-03 06:11:12,352 - mmaction - INFO - Epoch [25][620/1345] lr: 1.000e-02, eta: 2 days, 0:28:41, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4878, top1_acc: 0.4297, top5_acc: 0.7023, loss_cls: 2.3727, loss: 3.8605, grad_norm: 7.1807 2021-12-03 06:11:31,575 - mmaction - INFO - Epoch [25][640/1345] lr: 1.000e-02, eta: 2 days, 0:28:13, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4625, top1_acc: 0.4469, top5_acc: 0.7266, loss_cls: 2.2811, loss: 3.7436, grad_norm: 7.2429 2021-12-03 06:11:50,799 - mmaction - INFO - Epoch [25][660/1345] lr: 1.000e-02, eta: 2 days, 0:27:45, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4614, top1_acc: 0.4352, top5_acc: 0.7055, loss_cls: 2.3547, loss: 3.8161, grad_norm: 7.2186 2021-12-03 06:12:10,020 - mmaction - INFO - Epoch [25][680/1345] lr: 1.000e-02, eta: 2 days, 0:27:17, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4380, top1_acc: 0.4586, top5_acc: 0.7359, loss_cls: 2.2239, loss: 3.6619, grad_norm: 7.0187 2021-12-03 06:12:29,279 - mmaction - INFO - Epoch [25][700/1345] lr: 1.000e-02, eta: 2 days, 0:26:49, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.4869, top1_acc: 0.4242, top5_acc: 0.6961, loss_cls: 2.3700, loss: 3.8569, grad_norm: 7.2437 2021-12-03 06:12:48,544 - mmaction - INFO - Epoch [25][720/1345] lr: 1.000e-02, eta: 2 days, 0:26:21, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.4859, top1_acc: 0.4367, top5_acc: 0.6922, loss_cls: 2.3644, loss: 3.8503, grad_norm: 7.1645 2021-12-03 06:13:07,799 - mmaction - INFO - Epoch [25][740/1345] lr: 1.000e-02, eta: 2 days, 0:25:53, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.5030, top1_acc: 0.4273, top5_acc: 0.6961, loss_cls: 2.3940, loss: 3.8970, grad_norm: 7.3359 2021-12-03 06:13:27,061 - mmaction - INFO - Epoch [25][760/1345] lr: 1.000e-02, eta: 2 days, 0:25:26, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.4730, top1_acc: 0.4367, top5_acc: 0.7188, loss_cls: 2.3315, loss: 3.8046, grad_norm: 7.0541 2021-12-03 06:13:46,306 - mmaction - INFO - Epoch [25][780/1345] lr: 1.000e-02, eta: 2 days, 0:24:58, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4544, top1_acc: 0.4430, top5_acc: 0.7188, loss_cls: 2.2981, loss: 3.7525, grad_norm: 7.1027 2021-12-03 06:14:05,540 - mmaction - INFO - Epoch [25][800/1345] lr: 1.000e-02, eta: 2 days, 0:24:30, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4653, top1_acc: 0.4484, top5_acc: 0.7008, loss_cls: 2.3409, loss: 3.8062, grad_norm: 7.2762 2021-12-03 06:14:24,774 - mmaction - INFO - Epoch [25][820/1345] lr: 1.000e-02, eta: 2 days, 0:24:02, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4696, top1_acc: 0.4336, top5_acc: 0.7047, loss_cls: 2.3342, loss: 3.8038, grad_norm: 7.1420 2021-12-03 06:14:44,016 - mmaction - INFO - Epoch [25][840/1345] lr: 1.000e-02, eta: 2 days, 0:23:34, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.5208, top1_acc: 0.4148, top5_acc: 0.7039, loss_cls: 2.3801, loss: 3.9010, grad_norm: 7.2296 2021-12-03 06:15:03,262 - mmaction - INFO - Epoch [25][860/1345] lr: 1.000e-02, eta: 2 days, 0:23:06, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.5406, top1_acc: 0.4117, top5_acc: 0.6930, loss_cls: 2.4415, loss: 3.9821, grad_norm: 7.2372 2021-12-03 06:15:22,487 - mmaction - INFO - Epoch [25][880/1345] lr: 1.000e-02, eta: 2 days, 0:22:38, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4743, top1_acc: 0.4406, top5_acc: 0.7039, loss_cls: 2.3250, loss: 3.7993, grad_norm: 7.2443 2021-12-03 06:15:41,738 - mmaction - INFO - Epoch [25][900/1345] lr: 1.000e-02, eta: 2 days, 0:22:10, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.4572, top1_acc: 0.4406, top5_acc: 0.7266, loss_cls: 2.3145, loss: 3.7717, grad_norm: 7.1735 2021-12-03 06:16:00,966 - mmaction - INFO - Epoch [25][920/1345] lr: 1.000e-02, eta: 2 days, 0:21:42, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4351, top1_acc: 0.4469, top5_acc: 0.7234, loss_cls: 2.2578, loss: 3.6929, grad_norm: 6.9975 2021-12-03 06:16:20,232 - mmaction - INFO - Epoch [25][940/1345] lr: 1.000e-02, eta: 2 days, 0:21:15, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.4630, top1_acc: 0.4383, top5_acc: 0.7047, loss_cls: 2.3593, loss: 3.8223, grad_norm: 7.0373 2021-12-03 06:16:39,485 - mmaction - INFO - Epoch [25][960/1345] lr: 1.000e-02, eta: 2 days, 0:20:47, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.4906, top1_acc: 0.4273, top5_acc: 0.6875, loss_cls: 2.3957, loss: 3.8862, grad_norm: 7.1579 2021-12-03 06:16:58,719 - mmaction - INFO - Epoch [25][980/1345] lr: 1.000e-02, eta: 2 days, 0:20:19, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4990, top1_acc: 0.4109, top5_acc: 0.6953, loss_cls: 2.3706, loss: 3.8695, grad_norm: 7.2849 2021-12-03 06:17:17,951 - mmaction - INFO - Epoch [25][1000/1345] lr: 1.000e-02, eta: 2 days, 0:19:51, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4560, top1_acc: 0.4539, top5_acc: 0.7219, loss_cls: 2.2702, loss: 3.7262, grad_norm: 7.1547 2021-12-03 06:17:37,173 - mmaction - INFO - Epoch [25][1020/1345] lr: 1.000e-02, eta: 2 days, 0:19:23, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4727, top1_acc: 0.4633, top5_acc: 0.7109, loss_cls: 2.3260, loss: 3.7987, grad_norm: 7.3950 2021-12-03 06:17:56,401 - mmaction - INFO - Epoch [25][1040/1345] lr: 1.000e-02, eta: 2 days, 0:18:55, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4686, top1_acc: 0.4320, top5_acc: 0.7063, loss_cls: 2.3606, loss: 3.8292, grad_norm: 7.2120 2021-12-03 06:18:15,617 - mmaction - INFO - Epoch [25][1060/1345] lr: 1.000e-02, eta: 2 days, 0:18:27, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4541, top1_acc: 0.4484, top5_acc: 0.7172, loss_cls: 2.2629, loss: 3.7170, grad_norm: 7.0798 2021-12-03 06:18:34,854 - mmaction - INFO - Epoch [25][1080/1345] lr: 1.000e-02, eta: 2 days, 0:18:00, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4390, top1_acc: 0.4555, top5_acc: 0.7164, loss_cls: 2.2702, loss: 3.7092, grad_norm: 7.0080 2021-12-03 06:18:54,113 - mmaction - INFO - Epoch [25][1100/1345] lr: 1.000e-02, eta: 2 days, 0:17:32, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.4477, top1_acc: 0.4594, top5_acc: 0.7406, loss_cls: 2.2431, loss: 3.6908, grad_norm: 7.2518 2021-12-03 06:19:13,360 - mmaction - INFO - Epoch [25][1120/1345] lr: 1.000e-02, eta: 2 days, 0:17:04, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4694, top1_acc: 0.4359, top5_acc: 0.7047, loss_cls: 2.3431, loss: 3.8125, grad_norm: 7.2237 2021-12-03 06:19:32,550 - mmaction - INFO - Epoch [25][1140/1345] lr: 1.000e-02, eta: 2 days, 0:16:36, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4537, top1_acc: 0.4461, top5_acc: 0.7336, loss_cls: 2.2450, loss: 3.6987, grad_norm: 6.9796 2021-12-03 06:19:51,781 - mmaction - INFO - Epoch [25][1160/1345] lr: 1.000e-02, eta: 2 days, 0:16:08, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4496, top1_acc: 0.4484, top5_acc: 0.6969, loss_cls: 2.3656, loss: 3.8152, grad_norm: 7.2514 2021-12-03 06:20:11,003 - mmaction - INFO - Epoch [25][1180/1345] lr: 1.000e-02, eta: 2 days, 0:15:40, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4546, top1_acc: 0.4422, top5_acc: 0.7102, loss_cls: 2.3107, loss: 3.7654, grad_norm: 7.2462 2021-12-03 06:20:30,219 - mmaction - INFO - Epoch [25][1200/1345] lr: 1.000e-02, eta: 2 days, 0:15:13, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5104, top1_acc: 0.4148, top5_acc: 0.6922, loss_cls: 2.4422, loss: 3.9526, grad_norm: 7.4748 2021-12-03 06:20:49,404 - mmaction - INFO - Epoch [25][1220/1345] lr: 1.000e-02, eta: 2 days, 0:14:45, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4606, top1_acc: 0.4516, top5_acc: 0.7063, loss_cls: 2.3453, loss: 3.8060, grad_norm: 7.2091 2021-12-03 06:21:08,623 - mmaction - INFO - Epoch [25][1240/1345] lr: 1.000e-02, eta: 2 days, 0:14:17, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4691, top1_acc: 0.4180, top5_acc: 0.6969, loss_cls: 2.3822, loss: 3.8513, grad_norm: 7.1169 2021-12-03 06:21:27,845 - mmaction - INFO - Epoch [25][1260/1345] lr: 1.000e-02, eta: 2 days, 0:13:49, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4481, top1_acc: 0.4492, top5_acc: 0.7172, loss_cls: 2.3152, loss: 3.7633, grad_norm: 7.0060 2021-12-03 06:21:47,022 - mmaction - INFO - Epoch [25][1280/1345] lr: 1.000e-02, eta: 2 days, 0:13:21, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4924, top1_acc: 0.4414, top5_acc: 0.6875, loss_cls: 2.3838, loss: 3.8762, grad_norm: 7.0428 2021-12-03 06:22:06,207 - mmaction - INFO - Epoch [25][1300/1345] lr: 1.000e-02, eta: 2 days, 0:12:53, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4965, top1_acc: 0.4203, top5_acc: 0.6898, loss_cls: 2.4294, loss: 3.9259, grad_norm: 7.1647 2021-12-03 06:22:25,398 - mmaction - INFO - Epoch [25][1320/1345] lr: 1.000e-02, eta: 2 days, 0:12:25, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4765, top1_acc: 0.4328, top5_acc: 0.6977, loss_cls: 2.3759, loss: 3.8525, grad_norm: 7.1068 2021-12-03 06:22:44,633 - mmaction - INFO - Epoch [25][1340/1345] lr: 1.000e-02, eta: 2 days, 0:11:58, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.5065, top1_acc: 0.4211, top5_acc: 0.6953, loss_cls: 2.4205, loss: 3.9270, grad_norm: 7.0431 2021-12-03 06:22:50,431 - mmaction - INFO - Saving checkpoint at 25 epochs 2021-12-03 06:24:54,390 - mmaction - INFO - Epoch [26][20/1345] lr: 1.000e-02, eta: 2 days, 0:19:07, time: 5.844, data_time: 4.895, memory: 8232, loss_aux: 1.4453, top1_acc: 0.4578, top5_acc: 0.7133, loss_cls: 2.2733, loss: 3.7186, grad_norm: 7.0441 2021-12-03 06:25:13,486 - mmaction - INFO - Epoch [26][40/1345] lr: 1.000e-02, eta: 2 days, 0:18:38, time: 0.955, data_time: 0.003, memory: 8232, loss_aux: 1.4336, top1_acc: 0.4508, top5_acc: 0.7352, loss_cls: 2.2256, loss: 3.6592, grad_norm: 7.0844 2021-12-03 06:25:32,597 - mmaction - INFO - Epoch [26][60/1345] lr: 1.000e-02, eta: 2 days, 0:18:10, time: 0.956, data_time: 0.001, memory: 8232, loss_aux: 1.4729, top1_acc: 0.4539, top5_acc: 0.7047, loss_cls: 2.2940, loss: 3.7669, grad_norm: 7.1106 2021-12-03 06:25:51,706 - mmaction - INFO - Epoch [26][80/1345] lr: 1.000e-02, eta: 2 days, 0:17:41, time: 0.955, data_time: 0.001, memory: 8232, loss_aux: 1.4290, top1_acc: 0.4570, top5_acc: 0.7172, loss_cls: 2.2302, loss: 3.6593, grad_norm: 7.0596 2021-12-03 06:26:10,843 - mmaction - INFO - Epoch [26][100/1345] lr: 1.000e-02, eta: 2 days, 0:17:13, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 1.4724, top1_acc: 0.4391, top5_acc: 0.7203, loss_cls: 2.2789, loss: 3.7514, grad_norm: 7.3486 2021-12-03 06:26:30,011 - mmaction - INFO - Epoch [26][120/1345] lr: 1.000e-02, eta: 2 days, 0:16:44, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.4824, top1_acc: 0.4445, top5_acc: 0.7078, loss_cls: 2.3321, loss: 3.8145, grad_norm: 7.4475 2021-12-03 06:26:49,181 - mmaction - INFO - Epoch [26][140/1345] lr: 1.000e-02, eta: 2 days, 0:16:16, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4661, top1_acc: 0.4445, top5_acc: 0.7086, loss_cls: 2.3147, loss: 3.7808, grad_norm: 7.2470 2021-12-03 06:27:08,335 - mmaction - INFO - Epoch [26][160/1345] lr: 1.000e-02, eta: 2 days, 0:15:48, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.4609, top1_acc: 0.4313, top5_acc: 0.6984, loss_cls: 2.3426, loss: 3.8036, grad_norm: 7.2251 2021-12-03 06:27:27,523 - mmaction - INFO - Epoch [26][180/1345] lr: 1.000e-02, eta: 2 days, 0:15:20, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4678, top1_acc: 0.4383, top5_acc: 0.6984, loss_cls: 2.3685, loss: 3.8363, grad_norm: 7.2641 2021-12-03 06:27:46,771 - mmaction - INFO - Epoch [26][200/1345] lr: 1.000e-02, eta: 2 days, 0:14:52, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4576, top1_acc: 0.4320, top5_acc: 0.7203, loss_cls: 2.2892, loss: 3.7467, grad_norm: 7.2357 2021-12-03 06:28:05,999 - mmaction - INFO - Epoch [26][220/1345] lr: 1.000e-02, eta: 2 days, 0:14:24, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4398, top1_acc: 0.4609, top5_acc: 0.7391, loss_cls: 2.2583, loss: 3.6981, grad_norm: 7.1911 2021-12-03 06:28:25,204 - mmaction - INFO - Epoch [26][240/1345] lr: 1.000e-02, eta: 2 days, 0:13:56, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.5033, top1_acc: 0.4336, top5_acc: 0.7094, loss_cls: 2.3702, loss: 3.8735, grad_norm: 7.1544 2021-12-03 06:28:44,456 - mmaction - INFO - Epoch [26][260/1345] lr: 1.000e-02, eta: 2 days, 0:13:28, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3969, top1_acc: 0.4867, top5_acc: 0.7578, loss_cls: 2.1521, loss: 3.5491, grad_norm: 7.0356 2021-12-03 06:29:03,680 - mmaction - INFO - Epoch [26][280/1345] lr: 1.000e-02, eta: 2 days, 0:13:00, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4638, top1_acc: 0.4594, top5_acc: 0.7281, loss_cls: 2.2961, loss: 3.7599, grad_norm: 7.4139 2021-12-03 06:29:22,946 - mmaction - INFO - Epoch [26][300/1345] lr: 1.000e-02, eta: 2 days, 0:12:32, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.4980, top1_acc: 0.4273, top5_acc: 0.7094, loss_cls: 2.3568, loss: 3.8548, grad_norm: 7.4445 2021-12-03 06:29:42,164 - mmaction - INFO - Epoch [26][320/1345] lr: 1.000e-02, eta: 2 days, 0:12:04, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4756, top1_acc: 0.4320, top5_acc: 0.7211, loss_cls: 2.3465, loss: 3.8221, grad_norm: 7.3900 2021-12-03 06:30:01,368 - mmaction - INFO - Epoch [26][340/1345] lr: 1.000e-02, eta: 2 days, 0:11:36, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4825, top1_acc: 0.4398, top5_acc: 0.7109, loss_cls: 2.3087, loss: 3.7912, grad_norm: 7.1292 2021-12-03 06:30:20,587 - mmaction - INFO - Epoch [26][360/1345] lr: 1.000e-02, eta: 2 days, 0:11:09, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4641, top1_acc: 0.4477, top5_acc: 0.7164, loss_cls: 2.2849, loss: 3.7490, grad_norm: 7.1046 2021-12-03 06:30:39,805 - mmaction - INFO - Epoch [26][380/1345] lr: 1.000e-02, eta: 2 days, 0:10:41, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4560, top1_acc: 0.4555, top5_acc: 0.7203, loss_cls: 2.2755, loss: 3.7315, grad_norm: 7.3454 2021-12-03 06:30:59,037 - mmaction - INFO - Epoch [26][400/1345] lr: 1.000e-02, eta: 2 days, 0:10:13, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4855, top1_acc: 0.4523, top5_acc: 0.7109, loss_cls: 2.3096, loss: 3.7951, grad_norm: 7.0010 2021-12-03 06:31:18,264 - mmaction - INFO - Epoch [26][420/1345] lr: 1.000e-02, eta: 2 days, 0:09:45, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4506, top1_acc: 0.4344, top5_acc: 0.7305, loss_cls: 2.2747, loss: 3.7253, grad_norm: 7.2239 2021-12-03 06:31:37,503 - mmaction - INFO - Epoch [26][440/1345] lr: 1.000e-02, eta: 2 days, 0:09:17, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4486, top1_acc: 0.4367, top5_acc: 0.7023, loss_cls: 2.2689, loss: 3.7175, grad_norm: 7.0557 2021-12-03 06:31:56,743 - mmaction - INFO - Epoch [26][460/1345] lr: 1.000e-02, eta: 2 days, 0:08:50, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4468, top1_acc: 0.4336, top5_acc: 0.7180, loss_cls: 2.3296, loss: 3.7763, grad_norm: 7.3575 2021-12-03 06:32:15,987 - mmaction - INFO - Epoch [26][480/1345] lr: 1.000e-02, eta: 2 days, 0:08:22, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4921, top1_acc: 0.4297, top5_acc: 0.7086, loss_cls: 2.3595, loss: 3.8517, grad_norm: 7.2430 2021-12-03 06:32:35,224 - mmaction - INFO - Epoch [26][500/1345] lr: 1.000e-02, eta: 2 days, 0:07:54, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.5083, top1_acc: 0.4375, top5_acc: 0.7055, loss_cls: 2.3600, loss: 3.8683, grad_norm: 7.2488 2021-12-03 06:32:54,481 - mmaction - INFO - Epoch [26][520/1345] lr: 1.000e-02, eta: 2 days, 0:07:26, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.4781, top1_acc: 0.4477, top5_acc: 0.7172, loss_cls: 2.3578, loss: 3.8360, grad_norm: 7.3380 2021-12-03 06:33:13,760 - mmaction - INFO - Epoch [26][540/1345] lr: 1.000e-02, eta: 2 days, 0:06:59, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 1.4843, top1_acc: 0.4352, top5_acc: 0.7000, loss_cls: 2.3421, loss: 3.8264, grad_norm: 7.2511 2021-12-03 06:33:32,994 - mmaction - INFO - Epoch [26][560/1345] lr: 1.000e-02, eta: 2 days, 0:06:31, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4605, top1_acc: 0.4398, top5_acc: 0.7023, loss_cls: 2.3084, loss: 3.7688, grad_norm: 7.0351 2021-12-03 06:33:52,241 - mmaction - INFO - Epoch [26][580/1345] lr: 1.000e-02, eta: 2 days, 0:06:04, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4630, top1_acc: 0.4477, top5_acc: 0.7242, loss_cls: 2.3137, loss: 3.7767, grad_norm: 7.1879 2021-12-03 06:34:11,488 - mmaction - INFO - Epoch [26][600/1345] lr: 1.000e-02, eta: 2 days, 0:05:36, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4914, top1_acc: 0.4398, top5_acc: 0.7039, loss_cls: 2.3581, loss: 3.8495, grad_norm: 7.3107 2021-12-03 06:34:30,730 - mmaction - INFO - Epoch [26][620/1345] lr: 1.000e-02, eta: 2 days, 0:05:08, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.5013, top1_acc: 0.4352, top5_acc: 0.6914, loss_cls: 2.3588, loss: 3.8600, grad_norm: 7.2783 2021-12-03 06:34:49,986 - mmaction - INFO - Epoch [26][640/1345] lr: 1.000e-02, eta: 2 days, 0:04:41, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.4601, top1_acc: 0.4453, top5_acc: 0.7023, loss_cls: 2.3272, loss: 3.7874, grad_norm: 7.2626 2021-12-03 06:35:09,265 - mmaction - INFO - Epoch [26][660/1345] lr: 1.000e-02, eta: 2 days, 0:04:13, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 1.4838, top1_acc: 0.4203, top5_acc: 0.7078, loss_cls: 2.3578, loss: 3.8416, grad_norm: 7.2499 2021-12-03 06:35:28,501 - mmaction - INFO - Epoch [26][680/1345] lr: 1.000e-02, eta: 2 days, 0:03:46, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4785, top1_acc: 0.4195, top5_acc: 0.7055, loss_cls: 2.3201, loss: 3.7986, grad_norm: 7.1565 2021-12-03 06:35:47,762 - mmaction - INFO - Epoch [26][700/1345] lr: 1.000e-02, eta: 2 days, 0:03:18, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.4443, top1_acc: 0.4281, top5_acc: 0.7141, loss_cls: 2.2837, loss: 3.7280, grad_norm: 7.1473 2021-12-03 06:36:07,026 - mmaction - INFO - Epoch [26][720/1345] lr: 1.000e-02, eta: 2 days, 0:02:51, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.4905, top1_acc: 0.4430, top5_acc: 0.7102, loss_cls: 2.3677, loss: 3.8581, grad_norm: 7.3598 2021-12-03 06:36:26,281 - mmaction - INFO - Epoch [26][740/1345] lr: 1.000e-02, eta: 2 days, 0:02:23, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.4692, top1_acc: 0.4477, top5_acc: 0.7102, loss_cls: 2.3323, loss: 3.8015, grad_norm: 7.3189 2021-12-03 06:36:45,544 - mmaction - INFO - Epoch [26][760/1345] lr: 1.000e-02, eta: 2 days, 0:01:56, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.4596, top1_acc: 0.4414, top5_acc: 0.7195, loss_cls: 2.3157, loss: 3.7753, grad_norm: 7.1610 2021-12-03 06:37:04,825 - mmaction - INFO - Epoch [26][780/1345] lr: 1.000e-02, eta: 2 days, 0:01:28, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 1.4924, top1_acc: 0.4234, top5_acc: 0.6984, loss_cls: 2.4143, loss: 3.9068, grad_norm: 7.4411 2021-12-03 06:37:24,057 - mmaction - INFO - Epoch [26][800/1345] lr: 1.000e-02, eta: 2 days, 0:01:01, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4639, top1_acc: 0.4617, top5_acc: 0.7211, loss_cls: 2.2692, loss: 3.7331, grad_norm: 6.9807 2021-12-03 06:37:43,318 - mmaction - INFO - Epoch [26][820/1345] lr: 1.000e-02, eta: 2 days, 0:00:33, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.4836, top1_acc: 0.4297, top5_acc: 0.7156, loss_cls: 2.3196, loss: 3.8032, grad_norm: 7.2990 2021-12-03 06:38:02,556 - mmaction - INFO - Epoch [26][840/1345] lr: 1.000e-02, eta: 2 days, 0:00:05, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4547, top1_acc: 0.4570, top5_acc: 0.7086, loss_cls: 2.2636, loss: 3.7182, grad_norm: 7.0274 2021-12-03 06:38:21,778 - mmaction - INFO - Epoch [26][860/1345] lr: 1.000e-02, eta: 1 day, 23:59:38, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5065, top1_acc: 0.4430, top5_acc: 0.6891, loss_cls: 2.3690, loss: 3.8755, grad_norm: 7.0812 2021-12-03 06:38:41,020 - mmaction - INFO - Epoch [26][880/1345] lr: 1.000e-02, eta: 1 day, 23:59:10, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4445, top1_acc: 0.4453, top5_acc: 0.7312, loss_cls: 2.2894, loss: 3.7338, grad_norm: 7.1717 2021-12-03 06:39:00,262 - mmaction - INFO - Epoch [26][900/1345] lr: 1.000e-02, eta: 1 day, 23:58:43, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.5699, top1_acc: 0.3953, top5_acc: 0.6875, loss_cls: 2.5257, loss: 4.0956, grad_norm: 7.4732 2021-12-03 06:39:19,472 - mmaction - INFO - Epoch [26][920/1345] lr: 1.000e-02, eta: 1 day, 23:58:15, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4989, top1_acc: 0.4047, top5_acc: 0.7094, loss_cls: 2.3948, loss: 3.8937, grad_norm: 7.3069 2021-12-03 06:39:38,692 - mmaction - INFO - Epoch [26][940/1345] lr: 1.000e-02, eta: 1 day, 23:57:48, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4851, top1_acc: 0.4359, top5_acc: 0.7063, loss_cls: 2.3648, loss: 3.8499, grad_norm: 7.4248 2021-12-03 06:39:57,879 - mmaction - INFO - Epoch [26][960/1345] lr: 1.000e-02, eta: 1 day, 23:57:20, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4879, top1_acc: 0.4273, top5_acc: 0.7063, loss_cls: 2.3564, loss: 3.8442, grad_norm: 7.2649 2021-12-03 06:40:17,112 - mmaction - INFO - Epoch [26][980/1345] lr: 1.000e-02, eta: 1 day, 23:56:52, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4751, top1_acc: 0.4562, top5_acc: 0.7148, loss_cls: 2.3219, loss: 3.7969, grad_norm: 7.1209 2021-12-03 06:40:36,322 - mmaction - INFO - Epoch [26][1000/1345] lr: 1.000e-02, eta: 1 day, 23:56:25, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4965, top1_acc: 0.4172, top5_acc: 0.6930, loss_cls: 2.4261, loss: 3.9226, grad_norm: 7.2986 2021-12-03 06:40:55,542 - mmaction - INFO - Epoch [26][1020/1345] lr: 1.000e-02, eta: 1 day, 23:55:57, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4534, top1_acc: 0.4430, top5_acc: 0.7188, loss_cls: 2.3008, loss: 3.7542, grad_norm: 7.0304 2021-12-03 06:41:14,725 - mmaction - INFO - Epoch [26][1040/1345] lr: 1.000e-02, eta: 1 day, 23:55:29, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4700, top1_acc: 0.4617, top5_acc: 0.7188, loss_cls: 2.2935, loss: 3.7635, grad_norm: 7.1745 2021-12-03 06:41:33,893 - mmaction - INFO - Epoch [26][1060/1345] lr: 1.000e-02, eta: 1 day, 23:55:02, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.4982, top1_acc: 0.4242, top5_acc: 0.7047, loss_cls: 2.3683, loss: 3.8665, grad_norm: 7.3661 2021-12-03 06:41:53,109 - mmaction - INFO - Epoch [26][1080/1345] lr: 1.000e-02, eta: 1 day, 23:54:34, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4608, top1_acc: 0.4375, top5_acc: 0.7195, loss_cls: 2.3166, loss: 3.7773, grad_norm: 7.3735 2021-12-03 06:42:12,302 - mmaction - INFO - Epoch [26][1100/1345] lr: 1.000e-02, eta: 1 day, 23:54:06, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4770, top1_acc: 0.4047, top5_acc: 0.7117, loss_cls: 2.3634, loss: 3.8403, grad_norm: 7.3297 2021-12-03 06:42:31,490 - mmaction - INFO - Epoch [26][1120/1345] lr: 1.000e-02, eta: 1 day, 23:53:39, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4865, top1_acc: 0.4461, top5_acc: 0.7117, loss_cls: 2.3607, loss: 3.8472, grad_norm: 7.1825 2021-12-03 06:42:50,646 - mmaction - INFO - Epoch [26][1140/1345] lr: 1.000e-02, eta: 1 day, 23:53:11, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.4353, top1_acc: 0.4617, top5_acc: 0.7266, loss_cls: 2.2794, loss: 3.7148, grad_norm: 7.0196 2021-12-03 06:43:09,848 - mmaction - INFO - Epoch [26][1160/1345] lr: 1.000e-02, eta: 1 day, 23:52:43, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4759, top1_acc: 0.4500, top5_acc: 0.7109, loss_cls: 2.3168, loss: 3.7928, grad_norm: 7.1032 2021-12-03 06:43:29,062 - mmaction - INFO - Epoch [26][1180/1345] lr: 1.000e-02, eta: 1 day, 23:52:16, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4980, top1_acc: 0.4148, top5_acc: 0.6891, loss_cls: 2.4037, loss: 3.9017, grad_norm: 7.2372 2021-12-03 06:43:48,307 - mmaction - INFO - Epoch [26][1200/1345] lr: 1.000e-02, eta: 1 day, 23:51:48, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.5122, top1_acc: 0.4484, top5_acc: 0.6961, loss_cls: 2.4118, loss: 3.9240, grad_norm: 7.5029 2021-12-03 06:44:07,516 - mmaction - INFO - Epoch [26][1220/1345] lr: 1.000e-02, eta: 1 day, 23:51:21, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4650, top1_acc: 0.4227, top5_acc: 0.6961, loss_cls: 2.3749, loss: 3.8400, grad_norm: 7.1710 2021-12-03 06:44:26,723 - mmaction - INFO - Epoch [26][1240/1345] lr: 1.000e-02, eta: 1 day, 23:50:53, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4635, top1_acc: 0.4445, top5_acc: 0.7164, loss_cls: 2.2912, loss: 3.7547, grad_norm: 7.0204 2021-12-03 06:44:45,939 - mmaction - INFO - Epoch [26][1260/1345] lr: 1.000e-02, eta: 1 day, 23:50:26, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4462, top1_acc: 0.4437, top5_acc: 0.6961, loss_cls: 2.3528, loss: 3.7991, grad_norm: 7.1516 2021-12-03 06:45:05,143 - mmaction - INFO - Epoch [26][1280/1345] lr: 1.000e-02, eta: 1 day, 23:49:58, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4431, top1_acc: 0.4461, top5_acc: 0.7195, loss_cls: 2.2858, loss: 3.7289, grad_norm: 7.0441 2021-12-03 06:45:24,355 - mmaction - INFO - Epoch [26][1300/1345] lr: 1.000e-02, eta: 1 day, 23:49:31, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4600, top1_acc: 0.4477, top5_acc: 0.7242, loss_cls: 2.2669, loss: 3.7269, grad_norm: 7.0103 2021-12-03 06:45:43,579 - mmaction - INFO - Epoch [26][1320/1345] lr: 1.000e-02, eta: 1 day, 23:49:03, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5241, top1_acc: 0.3984, top5_acc: 0.6914, loss_cls: 2.4561, loss: 3.9802, grad_norm: 7.4428 2021-12-03 06:46:02,819 - mmaction - INFO - Epoch [26][1340/1345] lr: 1.000e-02, eta: 1 day, 23:48:36, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4948, top1_acc: 0.4031, top5_acc: 0.6984, loss_cls: 2.4228, loss: 3.9177, grad_norm: 7.5794 2021-12-03 06:46:08,490 - mmaction - INFO - Saving checkpoint at 26 epochs 2021-12-03 06:48:15,331 - mmaction - INFO - Epoch [27][20/1345] lr: 1.000e-02, eta: 1 day, 23:56:04, time: 6.263, data_time: 5.298, memory: 8232, loss_aux: 1.4695, top1_acc: 0.4391, top5_acc: 0.7156, loss_cls: 2.3009, loss: 3.7703, grad_norm: 7.4427 2021-12-03 06:48:34,467 - mmaction - INFO - Epoch [27][40/1345] lr: 1.000e-02, eta: 1 day, 23:55:36, time: 0.957, data_time: 0.003, memory: 8232, loss_aux: 1.4395, top1_acc: 0.4477, top5_acc: 0.7266, loss_cls: 2.2492, loss: 3.6888, grad_norm: 7.0948 2021-12-03 06:48:53,615 - mmaction - INFO - Epoch [27][60/1345] lr: 1.000e-02, eta: 1 day, 23:55:08, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 1.4886, top1_acc: 0.4422, top5_acc: 0.6984, loss_cls: 2.3539, loss: 3.8424, grad_norm: 7.0667 2021-12-03 06:49:12,841 - mmaction - INFO - Epoch [27][80/1345] lr: 1.000e-02, eta: 1 day, 23:54:41, time: 0.962, data_time: 0.002, memory: 8232, loss_aux: 1.4341, top1_acc: 0.4445, top5_acc: 0.7344, loss_cls: 2.2582, loss: 3.6923, grad_norm: 7.2923 2021-12-03 06:49:32,031 - mmaction - INFO - Epoch [27][100/1345] lr: 1.000e-02, eta: 1 day, 23:54:13, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4938, top1_acc: 0.4305, top5_acc: 0.7063, loss_cls: 2.3665, loss: 3.8602, grad_norm: 7.2190 2021-12-03 06:49:51,247 - mmaction - INFO - Epoch [27][120/1345] lr: 1.000e-02, eta: 1 day, 23:53:45, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5223, top1_acc: 0.4203, top5_acc: 0.6898, loss_cls: 2.4582, loss: 3.9805, grad_norm: 7.3202 2021-12-03 06:50:10,484 - mmaction - INFO - Epoch [27][140/1345] lr: 1.000e-02, eta: 1 day, 23:53:17, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4456, top1_acc: 0.4562, top5_acc: 0.7344, loss_cls: 2.2145, loss: 3.6601, grad_norm: 6.9895 2021-12-03 06:50:29,718 - mmaction - INFO - Epoch [27][160/1345] lr: 1.000e-02, eta: 1 day, 23:52:50, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4451, top1_acc: 0.4688, top5_acc: 0.7383, loss_cls: 2.2079, loss: 3.6530, grad_norm: 7.0514 2021-12-03 06:50:48,972 - mmaction - INFO - Epoch [27][180/1345] lr: 1.000e-02, eta: 1 day, 23:52:22, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.4387, top1_acc: 0.4398, top5_acc: 0.7234, loss_cls: 2.2577, loss: 3.6963, grad_norm: 7.1664 2021-12-03 06:51:08,198 - mmaction - INFO - Epoch [27][200/1345] lr: 1.000e-02, eta: 1 day, 23:51:55, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4503, top1_acc: 0.4336, top5_acc: 0.7125, loss_cls: 2.2980, loss: 3.7483, grad_norm: 7.1360 2021-12-03 06:51:27,461 - mmaction - INFO - Epoch [27][220/1345] lr: 1.000e-02, eta: 1 day, 23:51:27, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.4875, top1_acc: 0.4477, top5_acc: 0.7242, loss_cls: 2.3113, loss: 3.7988, grad_norm: 7.2879 2021-12-03 06:51:46,699 - mmaction - INFO - Epoch [27][240/1345] lr: 1.000e-02, eta: 1 day, 23:51:00, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4799, top1_acc: 0.4437, top5_acc: 0.7164, loss_cls: 2.3075, loss: 3.7874, grad_norm: 7.2946 2021-12-03 06:52:05,907 - mmaction - INFO - Epoch [27][260/1345] lr: 1.000e-02, eta: 1 day, 23:50:32, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4149, top1_acc: 0.4641, top5_acc: 0.7375, loss_cls: 2.2065, loss: 3.6214, grad_norm: 7.1228 2021-12-03 06:52:25,109 - mmaction - INFO - Epoch [27][280/1345] lr: 1.000e-02, eta: 1 day, 23:50:04, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4334, top1_acc: 0.4523, top5_acc: 0.7281, loss_cls: 2.2671, loss: 3.7005, grad_norm: 7.2913 2021-12-03 06:52:44,360 - mmaction - INFO - Epoch [27][300/1345] lr: 1.000e-02, eta: 1 day, 23:49:37, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.4174, top1_acc: 0.4633, top5_acc: 0.7289, loss_cls: 2.1840, loss: 3.6014, grad_norm: 6.9325 2021-12-03 06:53:03,570 - mmaction - INFO - Epoch [27][320/1345] lr: 1.000e-02, eta: 1 day, 23:49:09, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4797, top1_acc: 0.4367, top5_acc: 0.7078, loss_cls: 2.3266, loss: 3.8063, grad_norm: 7.2988 2021-12-03 06:53:22,785 - mmaction - INFO - Epoch [27][340/1345] lr: 1.000e-02, eta: 1 day, 23:48:42, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4326, top1_acc: 0.4633, top5_acc: 0.7398, loss_cls: 2.1821, loss: 3.6146, grad_norm: 7.1950 2021-12-03 06:53:42,017 - mmaction - INFO - Epoch [27][360/1345] lr: 1.000e-02, eta: 1 day, 23:48:14, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4421, top1_acc: 0.4633, top5_acc: 0.7406, loss_cls: 2.2664, loss: 3.7085, grad_norm: 7.4901 2021-12-03 06:54:01,255 - mmaction - INFO - Epoch [27][380/1345] lr: 1.000e-02, eta: 1 day, 23:47:47, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4718, top1_acc: 0.4344, top5_acc: 0.7281, loss_cls: 2.2622, loss: 3.7340, grad_norm: 7.2880 2021-12-03 06:54:20,456 - mmaction - INFO - Epoch [27][400/1345] lr: 1.000e-02, eta: 1 day, 23:47:19, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4603, top1_acc: 0.4562, top5_acc: 0.7242, loss_cls: 2.2931, loss: 3.7533, grad_norm: 7.4269 2021-12-03 06:54:39,673 - mmaction - INFO - Epoch [27][420/1345] lr: 1.000e-02, eta: 1 day, 23:46:51, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4862, top1_acc: 0.4172, top5_acc: 0.7070, loss_cls: 2.3509, loss: 3.8371, grad_norm: 7.3921 2021-12-03 06:54:58,894 - mmaction - INFO - Epoch [27][440/1345] lr: 1.000e-02, eta: 1 day, 23:46:24, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4728, top1_acc: 0.4352, top5_acc: 0.7070, loss_cls: 2.3000, loss: 3.7728, grad_norm: 7.1655 2021-12-03 06:55:18,113 - mmaction - INFO - Epoch [27][460/1345] lr: 1.000e-02, eta: 1 day, 23:45:56, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4618, top1_acc: 0.4406, top5_acc: 0.7227, loss_cls: 2.2914, loss: 3.7532, grad_norm: 7.2899 2021-12-03 06:55:37,345 - mmaction - INFO - Epoch [27][480/1345] lr: 1.000e-02, eta: 1 day, 23:45:29, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.5067, top1_acc: 0.4203, top5_acc: 0.6875, loss_cls: 2.4546, loss: 3.9613, grad_norm: 7.4596 2021-12-03 06:55:56,556 - mmaction - INFO - Epoch [27][500/1345] lr: 1.000e-02, eta: 1 day, 23:45:01, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4572, top1_acc: 0.4555, top5_acc: 0.7047, loss_cls: 2.3218, loss: 3.7790, grad_norm: 7.1082 2021-12-03 06:56:15,781 - mmaction - INFO - Epoch [27][520/1345] lr: 1.000e-02, eta: 1 day, 23:44:34, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4918, top1_acc: 0.4273, top5_acc: 0.6852, loss_cls: 2.4258, loss: 3.9176, grad_norm: 7.3915 2021-12-03 06:56:34,992 - mmaction - INFO - Epoch [27][540/1345] lr: 1.000e-02, eta: 1 day, 23:44:06, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4768, top1_acc: 0.4180, top5_acc: 0.6891, loss_cls: 2.3666, loss: 3.8434, grad_norm: 7.2576 2021-12-03 06:56:54,204 - mmaction - INFO - Epoch [27][560/1345] lr: 1.000e-02, eta: 1 day, 23:43:39, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4687, top1_acc: 0.4266, top5_acc: 0.7039, loss_cls: 2.2926, loss: 3.7613, grad_norm: 7.3235 2021-12-03 06:57:13,424 - mmaction - INFO - Epoch [27][580/1345] lr: 1.000e-02, eta: 1 day, 23:43:11, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4768, top1_acc: 0.4398, top5_acc: 0.7063, loss_cls: 2.3540, loss: 3.8308, grad_norm: 7.2672 2021-12-03 06:57:32,651 - mmaction - INFO - Epoch [27][600/1345] lr: 1.000e-02, eta: 1 day, 23:42:44, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4426, top1_acc: 0.4414, top5_acc: 0.7195, loss_cls: 2.2619, loss: 3.7045, grad_norm: 7.2291 2021-12-03 06:57:51,854 - mmaction - INFO - Epoch [27][620/1345] lr: 1.000e-02, eta: 1 day, 23:42:16, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4667, top1_acc: 0.4313, top5_acc: 0.7023, loss_cls: 2.3317, loss: 3.7983, grad_norm: 7.3269 2021-12-03 06:58:11,078 - mmaction - INFO - Epoch [27][640/1345] lr: 1.000e-02, eta: 1 day, 23:41:49, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4728, top1_acc: 0.4234, top5_acc: 0.7141, loss_cls: 2.3400, loss: 3.8127, grad_norm: 7.4044 2021-12-03 06:58:30,269 - mmaction - INFO - Epoch [27][660/1345] lr: 1.000e-02, eta: 1 day, 23:41:21, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4426, top1_acc: 0.4727, top5_acc: 0.7156, loss_cls: 2.2886, loss: 3.7312, grad_norm: 7.1686 2021-12-03 06:58:49,466 - mmaction - INFO - Epoch [27][680/1345] lr: 1.000e-02, eta: 1 day, 23:40:54, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4359, top1_acc: 0.4383, top5_acc: 0.7219, loss_cls: 2.2487, loss: 3.6846, grad_norm: 7.2312 2021-12-03 06:59:08,674 - mmaction - INFO - Epoch [27][700/1345] lr: 1.000e-02, eta: 1 day, 23:40:26, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4812, top1_acc: 0.4180, top5_acc: 0.6945, loss_cls: 2.3914, loss: 3.8726, grad_norm: 7.5207 2021-12-03 06:59:27,904 - mmaction - INFO - Epoch [27][720/1345] lr: 1.000e-02, eta: 1 day, 23:39:59, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4798, top1_acc: 0.4344, top5_acc: 0.7102, loss_cls: 2.3053, loss: 3.7851, grad_norm: 7.2940 2021-12-03 06:59:47,137 - mmaction - INFO - Epoch [27][740/1345] lr: 1.000e-02, eta: 1 day, 23:39:32, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4791, top1_acc: 0.4195, top5_acc: 0.6961, loss_cls: 2.3729, loss: 3.8521, grad_norm: 7.2408 2021-12-03 07:00:06,330 - mmaction - INFO - Epoch [27][760/1345] lr: 1.000e-02, eta: 1 day, 23:39:04, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4514, top1_acc: 0.4336, top5_acc: 0.7148, loss_cls: 2.2838, loss: 3.7352, grad_norm: 7.0480 2021-12-03 07:00:25,542 - mmaction - INFO - Epoch [27][780/1345] lr: 1.000e-02, eta: 1 day, 23:38:37, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5073, top1_acc: 0.4031, top5_acc: 0.6930, loss_cls: 2.4390, loss: 3.9463, grad_norm: 7.4659 2021-12-03 07:00:44,741 - mmaction - INFO - Epoch [27][800/1345] lr: 1.000e-02, eta: 1 day, 23:38:09, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4638, top1_acc: 0.4445, top5_acc: 0.7180, loss_cls: 2.2859, loss: 3.7497, grad_norm: 7.1428 2021-12-03 07:01:03,951 - mmaction - INFO - Epoch [27][820/1345] lr: 1.000e-02, eta: 1 day, 23:37:42, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4633, top1_acc: 0.4500, top5_acc: 0.7039, loss_cls: 2.3244, loss: 3.7877, grad_norm: 7.1834 2021-12-03 07:01:23,189 - mmaction - INFO - Epoch [27][840/1345] lr: 1.000e-02, eta: 1 day, 23:37:15, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4344, top1_acc: 0.4531, top5_acc: 0.7195, loss_cls: 2.2675, loss: 3.7018, grad_norm: 7.0168 2021-12-03 07:01:42,404 - mmaction - INFO - Epoch [27][860/1345] lr: 1.000e-02, eta: 1 day, 23:36:47, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4644, top1_acc: 0.4609, top5_acc: 0.7047, loss_cls: 2.2981, loss: 3.7625, grad_norm: 7.1163 2021-12-03 07:02:01,646 - mmaction - INFO - Epoch [27][880/1345] lr: 1.000e-02, eta: 1 day, 23:36:20, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.5085, top1_acc: 0.4242, top5_acc: 0.6930, loss_cls: 2.4078, loss: 3.9162, grad_norm: 7.4148 2021-12-03 07:02:20,847 - mmaction - INFO - Epoch [27][900/1345] lr: 1.000e-02, eta: 1 day, 23:35:53, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4608, top1_acc: 0.4430, top5_acc: 0.7125, loss_cls: 2.2996, loss: 3.7605, grad_norm: 7.1102 2021-12-03 07:02:40,049 - mmaction - INFO - Epoch [27][920/1345] lr: 1.000e-02, eta: 1 day, 23:35:25, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4364, top1_acc: 0.4484, top5_acc: 0.7250, loss_cls: 2.2751, loss: 3.7115, grad_norm: 6.9863 2021-12-03 07:02:59,266 - mmaction - INFO - Epoch [27][940/1345] lr: 1.000e-02, eta: 1 day, 23:34:58, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4706, top1_acc: 0.4398, top5_acc: 0.7039, loss_cls: 2.3420, loss: 3.8127, grad_norm: 7.4556 2021-12-03 07:03:18,481 - mmaction - INFO - Epoch [27][960/1345] lr: 1.000e-02, eta: 1 day, 23:34:31, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4451, top1_acc: 0.4484, top5_acc: 0.7305, loss_cls: 2.2626, loss: 3.7076, grad_norm: 7.2872 2021-12-03 07:03:37,711 - mmaction - INFO - Epoch [27][980/1345] lr: 1.000e-02, eta: 1 day, 23:34:03, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4972, top1_acc: 0.4375, top5_acc: 0.7008, loss_cls: 2.3751, loss: 3.8724, grad_norm: 7.2724 2021-12-03 07:03:56,953 - mmaction - INFO - Epoch [27][1000/1345] lr: 1.000e-02, eta: 1 day, 23:33:36, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4378, top1_acc: 0.4586, top5_acc: 0.7336, loss_cls: 2.2366, loss: 3.6744, grad_norm: 7.0805 2021-12-03 07:04:16,177 - mmaction - INFO - Epoch [27][1020/1345] lr: 1.000e-02, eta: 1 day, 23:33:09, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4570, top1_acc: 0.4461, top5_acc: 0.7203, loss_cls: 2.2807, loss: 3.7377, grad_norm: 7.0767 2021-12-03 07:04:35,420 - mmaction - INFO - Epoch [27][1040/1345] lr: 1.000e-02, eta: 1 day, 23:32:42, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4637, top1_acc: 0.4453, top5_acc: 0.7000, loss_cls: 2.3433, loss: 3.8070, grad_norm: 7.3551 2021-12-03 07:04:54,675 - mmaction - INFO - Epoch [27][1060/1345] lr: 1.000e-02, eta: 1 day, 23:32:15, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.4714, top1_acc: 0.4477, top5_acc: 0.7102, loss_cls: 2.3254, loss: 3.7968, grad_norm: 7.3703 2021-12-03 07:05:13,903 - mmaction - INFO - Epoch [27][1080/1345] lr: 1.000e-02, eta: 1 day, 23:31:47, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4693, top1_acc: 0.4430, top5_acc: 0.7164, loss_cls: 2.3483, loss: 3.8176, grad_norm: 7.0278 2021-12-03 07:05:33,135 - mmaction - INFO - Epoch [27][1100/1345] lr: 1.000e-02, eta: 1 day, 23:31:20, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4061, top1_acc: 0.4492, top5_acc: 0.7297, loss_cls: 2.2057, loss: 3.6118, grad_norm: 7.1284 2021-12-03 07:05:52,367 - mmaction - INFO - Epoch [27][1120/1345] lr: 1.000e-02, eta: 1 day, 23:30:53, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4971, top1_acc: 0.4203, top5_acc: 0.6953, loss_cls: 2.4152, loss: 3.9123, grad_norm: 7.3827 2021-12-03 07:06:11,575 - mmaction - INFO - Epoch [27][1140/1345] lr: 1.000e-02, eta: 1 day, 23:30:26, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4914, top1_acc: 0.4437, top5_acc: 0.7141, loss_cls: 2.3115, loss: 3.8029, grad_norm: 7.2063 2021-12-03 07:06:30,820 - mmaction - INFO - Epoch [27][1160/1345] lr: 1.000e-02, eta: 1 day, 23:29:59, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4803, top1_acc: 0.4180, top5_acc: 0.6906, loss_cls: 2.3944, loss: 3.8747, grad_norm: 7.3197 2021-12-03 07:06:50,032 - mmaction - INFO - Epoch [27][1180/1345] lr: 1.000e-02, eta: 1 day, 23:29:31, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5151, top1_acc: 0.4352, top5_acc: 0.6977, loss_cls: 2.4176, loss: 3.9327, grad_norm: 7.2174 2021-12-03 07:07:09,271 - mmaction - INFO - Epoch [27][1200/1345] lr: 1.000e-02, eta: 1 day, 23:29:04, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4801, top1_acc: 0.4398, top5_acc: 0.7070, loss_cls: 2.3304, loss: 3.8105, grad_norm: 7.2390 2021-12-03 07:07:28,497 - mmaction - INFO - Epoch [27][1220/1345] lr: 1.000e-02, eta: 1 day, 23:28:37, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4401, top1_acc: 0.4375, top5_acc: 0.7125, loss_cls: 2.2989, loss: 3.7390, grad_norm: 7.2182 2021-12-03 07:07:47,747 - mmaction - INFO - Epoch [27][1240/1345] lr: 1.000e-02, eta: 1 day, 23:28:10, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4704, top1_acc: 0.4148, top5_acc: 0.7109, loss_cls: 2.3968, loss: 3.8672, grad_norm: 7.2514 2021-12-03 07:08:07,009 - mmaction - INFO - Epoch [27][1260/1345] lr: 1.000e-02, eta: 1 day, 23:27:43, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.4848, top1_acc: 0.4133, top5_acc: 0.6891, loss_cls: 2.4006, loss: 3.8853, grad_norm: 7.3188 2021-12-03 07:08:26,255 - mmaction - INFO - Epoch [27][1280/1345] lr: 1.000e-02, eta: 1 day, 23:27:16, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4648, top1_acc: 0.4422, top5_acc: 0.7172, loss_cls: 2.2853, loss: 3.7500, grad_norm: 7.1105 2021-12-03 07:08:45,475 - mmaction - INFO - Epoch [27][1300/1345] lr: 1.000e-02, eta: 1 day, 23:26:49, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4711, top1_acc: 0.4414, top5_acc: 0.7125, loss_cls: 2.3305, loss: 3.8016, grad_norm: 7.3964 2021-12-03 07:09:04,692 - mmaction - INFO - Epoch [27][1320/1345] lr: 1.000e-02, eta: 1 day, 23:26:22, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4552, top1_acc: 0.4445, top5_acc: 0.7164, loss_cls: 2.3016, loss: 3.7568, grad_norm: 7.2373 2021-12-03 07:09:23,922 - mmaction - INFO - Epoch [27][1340/1345] lr: 1.000e-02, eta: 1 day, 23:25:55, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4408, top1_acc: 0.4492, top5_acc: 0.6969, loss_cls: 2.3558, loss: 3.7965, grad_norm: 7.0713 2021-12-03 07:09:29,595 - mmaction - INFO - Saving checkpoint at 27 epochs 2021-12-03 07:11:32,361 - mmaction - INFO - Epoch [28][20/1345] lr: 1.000e-02, eta: 1 day, 23:32:23, time: 5.832, data_time: 4.884, memory: 8232, loss_aux: 1.4569, top1_acc: 0.4484, top5_acc: 0.7164, loss_cls: 2.2613, loss: 3.7183, grad_norm: 7.1942 2021-12-03 07:11:51,425 - mmaction - INFO - Epoch [28][40/1345] lr: 1.000e-02, eta: 1 day, 23:31:54, time: 0.953, data_time: 0.003, memory: 8232, loss_aux: 1.4563, top1_acc: 0.4633, top5_acc: 0.7094, loss_cls: 2.2720, loss: 3.7283, grad_norm: 7.1681 2021-12-03 07:12:10,518 - mmaction - INFO - Epoch [28][60/1345] lr: 1.000e-02, eta: 1 day, 23:31:26, time: 0.955, data_time: 0.001, memory: 8232, loss_aux: 1.4658, top1_acc: 0.4555, top5_acc: 0.7195, loss_cls: 2.2661, loss: 3.7319, grad_norm: 7.2956 2021-12-03 07:12:29,620 - mmaction - INFO - Epoch [28][80/1345] lr: 1.000e-02, eta: 1 day, 23:30:59, time: 0.955, data_time: 0.001, memory: 8232, loss_aux: 1.4314, top1_acc: 0.4656, top5_acc: 0.7516, loss_cls: 2.1988, loss: 3.6301, grad_norm: 7.1018 2021-12-03 07:12:48,754 - mmaction - INFO - Epoch [28][100/1345] lr: 1.000e-02, eta: 1 day, 23:30:31, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 1.4364, top1_acc: 0.4555, top5_acc: 0.7141, loss_cls: 2.2395, loss: 3.6760, grad_norm: 7.1568 2021-12-03 07:13:07,876 - mmaction - INFO - Epoch [28][120/1345] lr: 1.000e-02, eta: 1 day, 23:30:03, time: 0.956, data_time: 0.001, memory: 8232, loss_aux: 1.3863, top1_acc: 0.4664, top5_acc: 0.7531, loss_cls: 2.1135, loss: 3.4998, grad_norm: 7.0885 2021-12-03 07:13:27,029 - mmaction - INFO - Epoch [28][140/1345] lr: 1.000e-02, eta: 1 day, 23:29:35, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.4390, top1_acc: 0.4359, top5_acc: 0.7203, loss_cls: 2.2638, loss: 3.7028, grad_norm: 7.3925 2021-12-03 07:13:46,233 - mmaction - INFO - Epoch [28][160/1345] lr: 1.000e-02, eta: 1 day, 23:29:08, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4080, top1_acc: 0.4695, top5_acc: 0.7359, loss_cls: 2.1971, loss: 3.6051, grad_norm: 7.2143 2021-12-03 07:14:05,414 - mmaction - INFO - Epoch [28][180/1345] lr: 1.000e-02, eta: 1 day, 23:28:40, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4441, top1_acc: 0.4484, top5_acc: 0.7180, loss_cls: 2.2796, loss: 3.7237, grad_norm: 7.4423 2021-12-03 07:14:24,613 - mmaction - INFO - Epoch [28][200/1345] lr: 1.000e-02, eta: 1 day, 23:28:13, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4380, top1_acc: 0.4672, top5_acc: 0.7297, loss_cls: 2.2072, loss: 3.6451, grad_norm: 7.1503 2021-12-03 07:14:43,822 - mmaction - INFO - Epoch [28][220/1345] lr: 1.000e-02, eta: 1 day, 23:27:46, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4854, top1_acc: 0.4516, top5_acc: 0.7148, loss_cls: 2.3251, loss: 3.8105, grad_norm: 7.1597 2021-12-03 07:15:02,998 - mmaction - INFO - Epoch [28][240/1345] lr: 1.000e-02, eta: 1 day, 23:27:18, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4088, top1_acc: 0.4570, top5_acc: 0.7320, loss_cls: 2.2306, loss: 3.6393, grad_norm: 7.1656 2021-12-03 07:15:22,186 - mmaction - INFO - Epoch [28][260/1345] lr: 1.000e-02, eta: 1 day, 23:26:51, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4685, top1_acc: 0.4508, top5_acc: 0.7055, loss_cls: 2.3163, loss: 3.7848, grad_norm: 7.4972 2021-12-03 07:15:41,385 - mmaction - INFO - Epoch [28][280/1345] lr: 1.000e-02, eta: 1 day, 23:26:23, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4766, top1_acc: 0.4445, top5_acc: 0.7102, loss_cls: 2.3314, loss: 3.8080, grad_norm: 7.4041 2021-12-03 07:16:00,580 - mmaction - INFO - Epoch [28][300/1345] lr: 1.000e-02, eta: 1 day, 23:25:56, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4427, top1_acc: 0.4688, top5_acc: 0.7133, loss_cls: 2.2471, loss: 3.6898, grad_norm: 7.2653 2021-12-03 07:16:19,810 - mmaction - INFO - Epoch [28][320/1345] lr: 1.000e-02, eta: 1 day, 23:25:29, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4533, top1_acc: 0.4484, top5_acc: 0.7180, loss_cls: 2.2895, loss: 3.7428, grad_norm: 7.2873 2021-12-03 07:16:39,017 - mmaction - INFO - Epoch [28][340/1345] lr: 1.000e-02, eta: 1 day, 23:25:01, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4519, top1_acc: 0.4539, top5_acc: 0.7227, loss_cls: 2.2788, loss: 3.7307, grad_norm: 7.1813 2021-12-03 07:16:58,283 - mmaction - INFO - Epoch [28][360/1345] lr: 1.000e-02, eta: 1 day, 23:24:34, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.4933, top1_acc: 0.4500, top5_acc: 0.7055, loss_cls: 2.3173, loss: 3.8105, grad_norm: 7.3975 2021-12-03 07:17:17,526 - mmaction - INFO - Epoch [28][380/1345] lr: 1.000e-02, eta: 1 day, 23:24:07, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4387, top1_acc: 0.4445, top5_acc: 0.7063, loss_cls: 2.3111, loss: 3.7497, grad_norm: 7.3522 2021-12-03 07:17:36,726 - mmaction - INFO - Epoch [28][400/1345] lr: 1.000e-02, eta: 1 day, 23:23:40, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4671, top1_acc: 0.4391, top5_acc: 0.7141, loss_cls: 2.3225, loss: 3.7896, grad_norm: 7.3202 2021-12-03 07:17:55,959 - mmaction - INFO - Epoch [28][420/1345] lr: 1.000e-02, eta: 1 day, 23:23:13, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4854, top1_acc: 0.4336, top5_acc: 0.6961, loss_cls: 2.3710, loss: 3.8564, grad_norm: 7.2092 2021-12-03 07:18:15,190 - mmaction - INFO - Epoch [28][440/1345] lr: 1.000e-02, eta: 1 day, 23:22:46, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4393, top1_acc: 0.4391, top5_acc: 0.7125, loss_cls: 2.2871, loss: 3.7264, grad_norm: 7.1297 2021-12-03 07:18:34,454 - mmaction - INFO - Epoch [28][460/1345] lr: 1.000e-02, eta: 1 day, 23:22:19, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.5042, top1_acc: 0.4242, top5_acc: 0.6930, loss_cls: 2.4016, loss: 3.9058, grad_norm: 7.2904 2021-12-03 07:18:53,733 - mmaction - INFO - Epoch [28][480/1345] lr: 1.000e-02, eta: 1 day, 23:21:52, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 1.4821, top1_acc: 0.4445, top5_acc: 0.7102, loss_cls: 2.3870, loss: 3.8691, grad_norm: 7.4955 2021-12-03 07:19:12,980 - mmaction - INFO - Epoch [28][500/1345] lr: 1.000e-02, eta: 1 day, 23:21:25, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4744, top1_acc: 0.4453, top5_acc: 0.7070, loss_cls: 2.3392, loss: 3.8136, grad_norm: 7.3894 2021-12-03 07:19:32,221 - mmaction - INFO - Epoch [28][520/1345] lr: 1.000e-02, eta: 1 day, 23:20:57, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4850, top1_acc: 0.4273, top5_acc: 0.7047, loss_cls: 2.3228, loss: 3.8078, grad_norm: 7.3274 2021-12-03 07:19:51,491 - mmaction - INFO - Epoch [28][540/1345] lr: 1.000e-02, eta: 1 day, 23:20:31, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.4722, top1_acc: 0.4391, top5_acc: 0.7117, loss_cls: 2.3390, loss: 3.8111, grad_norm: 7.1987 2021-12-03 07:20:10,750 - mmaction - INFO - Epoch [28][560/1345] lr: 1.000e-02, eta: 1 day, 23:20:04, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.4665, top1_acc: 0.4461, top5_acc: 0.7086, loss_cls: 2.3232, loss: 3.7897, grad_norm: 7.1797 2021-12-03 07:20:30,003 - mmaction - INFO - Epoch [28][580/1345] lr: 1.000e-02, eta: 1 day, 23:19:37, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.5007, top1_acc: 0.4266, top5_acc: 0.7039, loss_cls: 2.3422, loss: 3.8429, grad_norm: 7.2037 2021-12-03 07:20:49,250 - mmaction - INFO - Epoch [28][600/1345] lr: 1.000e-02, eta: 1 day, 23:19:10, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4305, top1_acc: 0.4531, top5_acc: 0.7219, loss_cls: 2.2505, loss: 3.6811, grad_norm: 7.2332 2021-12-03 07:21:08,503 - mmaction - INFO - Epoch [28][620/1345] lr: 1.000e-02, eta: 1 day, 23:18:43, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.4894, top1_acc: 0.4375, top5_acc: 0.7023, loss_cls: 2.3315, loss: 3.8209, grad_norm: 7.4126 2021-12-03 07:21:27,750 - mmaction - INFO - Epoch [28][640/1345] lr: 1.000e-02, eta: 1 day, 23:18:16, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4931, top1_acc: 0.4359, top5_acc: 0.7008, loss_cls: 2.3582, loss: 3.8513, grad_norm: 7.2439 2021-12-03 07:21:47,020 - mmaction - INFO - Epoch [28][660/1345] lr: 1.000e-02, eta: 1 day, 23:17:49, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.4030, top1_acc: 0.4648, top5_acc: 0.7266, loss_cls: 2.2355, loss: 3.6385, grad_norm: 7.0476 2021-12-03 07:22:06,279 - mmaction - INFO - Epoch [28][680/1345] lr: 1.000e-02, eta: 1 day, 23:17:22, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.4439, top1_acc: 0.4633, top5_acc: 0.7133, loss_cls: 2.2543, loss: 3.6982, grad_norm: 7.2348 2021-12-03 07:22:25,497 - mmaction - INFO - Epoch [28][700/1345] lr: 1.000e-02, eta: 1 day, 23:16:55, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4556, top1_acc: 0.4547, top5_acc: 0.7344, loss_cls: 2.2642, loss: 3.7198, grad_norm: 7.2598 2021-12-03 07:22:44,719 - mmaction - INFO - Epoch [28][720/1345] lr: 1.000e-02, eta: 1 day, 23:16:27, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4751, top1_acc: 0.4258, top5_acc: 0.7055, loss_cls: 2.3156, loss: 3.7907, grad_norm: 7.3491 2021-12-03 07:23:03,970 - mmaction - INFO - Epoch [28][740/1345] lr: 1.000e-02, eta: 1 day, 23:16:01, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.4729, top1_acc: 0.4297, top5_acc: 0.7078, loss_cls: 2.3630, loss: 3.8360, grad_norm: 7.2328 2021-12-03 07:23:23,185 - mmaction - INFO - Epoch [28][760/1345] lr: 1.000e-02, eta: 1 day, 23:15:33, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4495, top1_acc: 0.4578, top5_acc: 0.6969, loss_cls: 2.3017, loss: 3.7512, grad_norm: 7.3163 2021-12-03 07:23:42,423 - mmaction - INFO - Epoch [28][780/1345] lr: 1.000e-02, eta: 1 day, 23:15:06, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4660, top1_acc: 0.4359, top5_acc: 0.7133, loss_cls: 2.2893, loss: 3.7552, grad_norm: 7.3628 2021-12-03 07:24:01,624 - mmaction - INFO - Epoch [28][800/1345] lr: 1.000e-02, eta: 1 day, 23:14:39, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4814, top1_acc: 0.4305, top5_acc: 0.6977, loss_cls: 2.3803, loss: 3.8617, grad_norm: 7.4319 2021-12-03 07:24:20,831 - mmaction - INFO - Epoch [28][820/1345] lr: 1.000e-02, eta: 1 day, 23:14:12, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4465, top1_acc: 0.4484, top5_acc: 0.7320, loss_cls: 2.2671, loss: 3.7136, grad_norm: 7.1368 2021-12-03 07:24:40,047 - mmaction - INFO - Epoch [28][840/1345] lr: 1.000e-02, eta: 1 day, 23:13:45, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4301, top1_acc: 0.4648, top5_acc: 0.7125, loss_cls: 2.2478, loss: 3.6779, grad_norm: 7.1504 2021-12-03 07:24:59,258 - mmaction - INFO - Epoch [28][860/1345] lr: 1.000e-02, eta: 1 day, 23:13:18, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4428, top1_acc: 0.4375, top5_acc: 0.7086, loss_cls: 2.3146, loss: 3.7574, grad_norm: 7.2413 2021-12-03 07:25:18,460 - mmaction - INFO - Epoch [28][880/1345] lr: 1.000e-02, eta: 1 day, 23:12:51, time: 0.960, data_time: 0.000, memory: 8232, loss_aux: 1.4653, top1_acc: 0.4617, top5_acc: 0.7039, loss_cls: 2.3251, loss: 3.7904, grad_norm: 7.2087 2021-12-03 07:25:37,672 - mmaction - INFO - Epoch [28][900/1345] lr: 1.000e-02, eta: 1 day, 23:12:24, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4764, top1_acc: 0.4461, top5_acc: 0.6961, loss_cls: 2.3786, loss: 3.8550, grad_norm: 7.3557 2021-12-03 07:25:56,870 - mmaction - INFO - Epoch [28][920/1345] lr: 1.000e-02, eta: 1 day, 23:11:57, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4684, top1_acc: 0.4422, top5_acc: 0.7109, loss_cls: 2.3318, loss: 3.8002, grad_norm: 7.1419 2021-12-03 07:26:16,100 - mmaction - INFO - Epoch [28][940/1345] lr: 1.000e-02, eta: 1 day, 23:11:30, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4892, top1_acc: 0.4148, top5_acc: 0.6969, loss_cls: 2.3832, loss: 3.8724, grad_norm: 7.4524 2021-12-03 07:26:35,299 - mmaction - INFO - Epoch [28][960/1345] lr: 1.000e-02, eta: 1 day, 23:11:03, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4091, top1_acc: 0.4781, top5_acc: 0.7305, loss_cls: 2.2145, loss: 3.6236, grad_norm: 7.1422 2021-12-03 07:26:54,519 - mmaction - INFO - Epoch [28][980/1345] lr: 1.000e-02, eta: 1 day, 23:10:36, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4553, top1_acc: 0.4672, top5_acc: 0.7031, loss_cls: 2.3067, loss: 3.7620, grad_norm: 6.9506 2021-12-03 07:27:13,762 - mmaction - INFO - Epoch [28][1000/1345] lr: 1.000e-02, eta: 1 day, 23:10:09, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4826, top1_acc: 0.4414, top5_acc: 0.7180, loss_cls: 2.3203, loss: 3.8029, grad_norm: 7.2131 2021-12-03 07:27:32,973 - mmaction - INFO - Epoch [28][1020/1345] lr: 1.000e-02, eta: 1 day, 23:09:42, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4820, top1_acc: 0.4133, top5_acc: 0.7094, loss_cls: 2.3746, loss: 3.8566, grad_norm: 7.3733 2021-12-03 07:27:52,177 - mmaction - INFO - Epoch [28][1040/1345] lr: 1.000e-02, eta: 1 day, 23:09:15, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4996, top1_acc: 0.4430, top5_acc: 0.6930, loss_cls: 2.3665, loss: 3.8661, grad_norm: 7.3704 2021-12-03 07:28:11,395 - mmaction - INFO - Epoch [28][1060/1345] lr: 1.000e-02, eta: 1 day, 23:08:48, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4847, top1_acc: 0.4195, top5_acc: 0.7070, loss_cls: 2.3673, loss: 3.8520, grad_norm: 7.4353 2021-12-03 07:28:30,600 - mmaction - INFO - Epoch [28][1080/1345] lr: 1.000e-02, eta: 1 day, 23:08:21, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4267, top1_acc: 0.4461, top5_acc: 0.7312, loss_cls: 2.2909, loss: 3.7176, grad_norm: 7.3563 2021-12-03 07:28:49,803 - mmaction - INFO - Epoch [28][1100/1345] lr: 1.000e-02, eta: 1 day, 23:07:54, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4673, top1_acc: 0.4352, top5_acc: 0.6953, loss_cls: 2.3801, loss: 3.8474, grad_norm: 7.4496 2021-12-03 07:29:09,025 - mmaction - INFO - Epoch [28][1120/1345] lr: 1.000e-02, eta: 1 day, 23:07:27, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4550, top1_acc: 0.4250, top5_acc: 0.7094, loss_cls: 2.3276, loss: 3.7826, grad_norm: 7.1061 2021-12-03 07:29:28,205 - mmaction - INFO - Epoch [28][1140/1345] lr: 1.000e-02, eta: 1 day, 23:07:00, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4611, top1_acc: 0.4313, top5_acc: 0.7211, loss_cls: 2.2995, loss: 3.7606, grad_norm: 7.2141 2021-12-03 07:29:47,429 - mmaction - INFO - Epoch [28][1160/1345] lr: 1.000e-02, eta: 1 day, 23:06:33, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4388, top1_acc: 0.4562, top5_acc: 0.7148, loss_cls: 2.2767, loss: 3.7154, grad_norm: 7.3813 2021-12-03 07:30:06,657 - mmaction - INFO - Epoch [28][1180/1345] lr: 1.000e-02, eta: 1 day, 23:06:06, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4679, top1_acc: 0.4336, top5_acc: 0.7070, loss_cls: 2.3281, loss: 3.7959, grad_norm: 7.2935 2021-12-03 07:30:25,856 - mmaction - INFO - Epoch [28][1200/1345] lr: 1.000e-02, eta: 1 day, 23:05:39, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4628, top1_acc: 0.4188, top5_acc: 0.7070, loss_cls: 2.3483, loss: 3.8111, grad_norm: 7.3969 2021-12-03 07:30:45,093 - mmaction - INFO - Epoch [28][1220/1345] lr: 1.000e-02, eta: 1 day, 23:05:12, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4470, top1_acc: 0.4266, top5_acc: 0.7156, loss_cls: 2.3349, loss: 3.7819, grad_norm: 7.1635 2021-12-03 07:31:04,320 - mmaction - INFO - Epoch [28][1240/1345] lr: 1.000e-02, eta: 1 day, 23:04:45, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4871, top1_acc: 0.4195, top5_acc: 0.6859, loss_cls: 2.4107, loss: 3.8978, grad_norm: 7.1941 2021-12-03 07:31:23,550 - mmaction - INFO - Epoch [28][1260/1345] lr: 1.000e-02, eta: 1 day, 23:04:19, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4676, top1_acc: 0.4531, top5_acc: 0.7125, loss_cls: 2.2518, loss: 3.7194, grad_norm: 7.3173 2021-12-03 07:31:42,800 - mmaction - INFO - Epoch [28][1280/1345] lr: 1.000e-02, eta: 1 day, 23:03:52, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.4416, top1_acc: 0.4336, top5_acc: 0.7242, loss_cls: 2.2755, loss: 3.7171, grad_norm: 7.2083 2021-12-03 07:32:02,038 - mmaction - INFO - Epoch [28][1300/1345] lr: 1.000e-02, eta: 1 day, 23:03:25, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4601, top1_acc: 0.4273, top5_acc: 0.7008, loss_cls: 2.3339, loss: 3.7939, grad_norm: 7.3451 2021-12-03 07:32:21,277 - mmaction - INFO - Epoch [28][1320/1345] lr: 1.000e-02, eta: 1 day, 23:02:58, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4535, top1_acc: 0.4523, top5_acc: 0.7117, loss_cls: 2.2867, loss: 3.7403, grad_norm: 7.2664 2021-12-03 07:32:40,518 - mmaction - INFO - Epoch [28][1340/1345] lr: 1.000e-02, eta: 1 day, 23:02:32, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3966, top1_acc: 0.4758, top5_acc: 0.7266, loss_cls: 2.1793, loss: 3.5759, grad_norm: 7.0493 2021-12-03 07:32:46,273 - mmaction - INFO - Saving checkpoint at 28 epochs 2021-12-03 07:34:50,048 - mmaction - INFO - Epoch [29][20/1345] lr: 1.000e-02, eta: 1 day, 23:08:57, time: 6.015, data_time: 5.044, memory: 8232, loss_aux: 1.4173, top1_acc: 0.4742, top5_acc: 0.7336, loss_cls: 2.2273, loss: 3.6446, grad_norm: 7.0532 2021-12-03 07:35:09,196 - mmaction - INFO - Epoch [29][40/1345] lr: 1.000e-02, eta: 1 day, 23:08:30, time: 0.958, data_time: 0.003, memory: 8232, loss_aux: 1.4406, top1_acc: 0.4539, top5_acc: 0.7297, loss_cls: 2.2381, loss: 3.6787, grad_norm: 7.3162 2021-12-03 07:35:28,365 - mmaction - INFO - Epoch [29][60/1345] lr: 1.000e-02, eta: 1 day, 23:08:03, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.4357, top1_acc: 0.4437, top5_acc: 0.7320, loss_cls: 2.2456, loss: 3.6813, grad_norm: 7.2769 2021-12-03 07:35:47,548 - mmaction - INFO - Epoch [29][80/1345] lr: 1.000e-02, eta: 1 day, 23:07:35, time: 0.959, data_time: 0.002, memory: 8232, loss_aux: 1.4289, top1_acc: 0.4539, top5_acc: 0.7172, loss_cls: 2.2334, loss: 3.6623, grad_norm: 7.1884 2021-12-03 07:36:06,724 - mmaction - INFO - Epoch [29][100/1345] lr: 1.000e-02, eta: 1 day, 23:07:08, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4330, top1_acc: 0.4703, top5_acc: 0.7305, loss_cls: 2.2302, loss: 3.6631, grad_norm: 7.2426 2021-12-03 07:36:25,880 - mmaction - INFO - Epoch [29][120/1345] lr: 1.000e-02, eta: 1 day, 23:06:41, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.4130, top1_acc: 0.4617, top5_acc: 0.7406, loss_cls: 2.2151, loss: 3.6281, grad_norm: 7.1609 2021-12-03 07:36:45,073 - mmaction - INFO - Epoch [29][140/1345] lr: 1.000e-02, eta: 1 day, 23:06:14, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4601, top1_acc: 0.4648, top5_acc: 0.7164, loss_cls: 2.2945, loss: 3.7546, grad_norm: 7.1958 2021-12-03 07:37:04,278 - mmaction - INFO - Epoch [29][160/1345] lr: 1.000e-02, eta: 1 day, 23:05:46, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4315, top1_acc: 0.4719, top5_acc: 0.7273, loss_cls: 2.2247, loss: 3.6562, grad_norm: 7.2785 2021-12-03 07:37:23,501 - mmaction - INFO - Epoch [29][180/1345] lr: 1.000e-02, eta: 1 day, 23:05:19, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4417, top1_acc: 0.4711, top5_acc: 0.7352, loss_cls: 2.2308, loss: 3.6726, grad_norm: 7.3760 2021-12-03 07:37:42,698 - mmaction - INFO - Epoch [29][200/1345] lr: 1.000e-02, eta: 1 day, 23:04:52, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4641, top1_acc: 0.4336, top5_acc: 0.6969, loss_cls: 2.3294, loss: 3.7935, grad_norm: 7.3084 2021-12-03 07:38:01,943 - mmaction - INFO - Epoch [29][220/1345] lr: 1.000e-02, eta: 1 day, 23:04:25, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4869, top1_acc: 0.4227, top5_acc: 0.6859, loss_cls: 2.4038, loss: 3.8908, grad_norm: 7.3856 2021-12-03 07:38:21,164 - mmaction - INFO - Epoch [29][240/1345] lr: 1.000e-02, eta: 1 day, 23:03:58, time: 0.961, data_time: 0.000, memory: 8232, loss_aux: 1.5091, top1_acc: 0.4180, top5_acc: 0.7023, loss_cls: 2.4205, loss: 3.9296, grad_norm: 7.5563 2021-12-03 07:38:40,378 - mmaction - INFO - Epoch [29][260/1345] lr: 1.000e-02, eta: 1 day, 23:03:31, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4447, top1_acc: 0.4539, top5_acc: 0.7289, loss_cls: 2.2561, loss: 3.7007, grad_norm: 7.1329 2021-12-03 07:38:59,613 - mmaction - INFO - Epoch [29][280/1345] lr: 1.000e-02, eta: 1 day, 23:03:04, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4915, top1_acc: 0.4398, top5_acc: 0.6984, loss_cls: 2.3639, loss: 3.8555, grad_norm: 7.2157 2021-12-03 07:39:18,799 - mmaction - INFO - Epoch [29][300/1345] lr: 1.000e-02, eta: 1 day, 23:02:37, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4297, top1_acc: 0.4484, top5_acc: 0.7227, loss_cls: 2.2421, loss: 3.6718, grad_norm: 7.2541 2021-12-03 07:39:38,008 - mmaction - INFO - Epoch [29][320/1345] lr: 1.000e-02, eta: 1 day, 23:02:10, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4607, top1_acc: 0.4633, top5_acc: 0.7047, loss_cls: 2.2817, loss: 3.7424, grad_norm: 7.2772 2021-12-03 07:39:57,195 - mmaction - INFO - Epoch [29][340/1345] lr: 1.000e-02, eta: 1 day, 23:01:43, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4480, top1_acc: 0.4531, top5_acc: 0.7102, loss_cls: 2.2588, loss: 3.7068, grad_norm: 7.2316 2021-12-03 07:40:16,387 - mmaction - INFO - Epoch [29][360/1345] lr: 1.000e-02, eta: 1 day, 23:01:16, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4719, top1_acc: 0.4469, top5_acc: 0.7188, loss_cls: 2.3153, loss: 3.7873, grad_norm: 7.5677 2021-12-03 07:40:35,573 - mmaction - INFO - Epoch [29][380/1345] lr: 1.000e-02, eta: 1 day, 23:00:49, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4387, top1_acc: 0.4547, top5_acc: 0.7203, loss_cls: 2.2176, loss: 3.6563, grad_norm: 7.3029 2021-12-03 07:40:54,797 - mmaction - INFO - Epoch [29][400/1345] lr: 1.000e-02, eta: 1 day, 23:00:22, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4726, top1_acc: 0.4469, top5_acc: 0.7148, loss_cls: 2.3114, loss: 3.7840, grad_norm: 7.3609 2021-12-03 07:41:13,996 - mmaction - INFO - Epoch [29][420/1345] lr: 1.000e-02, eta: 1 day, 22:59:55, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4292, top1_acc: 0.4547, top5_acc: 0.7297, loss_cls: 2.2309, loss: 3.6601, grad_norm: 7.2710 2021-12-03 07:41:33,224 - mmaction - INFO - Epoch [29][440/1345] lr: 1.000e-02, eta: 1 day, 22:59:28, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4110, top1_acc: 0.4711, top5_acc: 0.7359, loss_cls: 2.1713, loss: 3.5823, grad_norm: 7.3160 2021-12-03 07:41:52,453 - mmaction - INFO - Epoch [29][460/1345] lr: 1.000e-02, eta: 1 day, 22:59:01, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4520, top1_acc: 0.4492, top5_acc: 0.7289, loss_cls: 2.2782, loss: 3.7302, grad_norm: 7.3174 2021-12-03 07:42:11,658 - mmaction - INFO - Epoch [29][480/1345] lr: 1.000e-02, eta: 1 day, 22:58:34, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4431, top1_acc: 0.4477, top5_acc: 0.7141, loss_cls: 2.2805, loss: 3.7236, grad_norm: 7.3128 2021-12-03 07:42:30,886 - mmaction - INFO - Epoch [29][500/1345] lr: 1.000e-02, eta: 1 day, 22:58:07, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4808, top1_acc: 0.4297, top5_acc: 0.7023, loss_cls: 2.3606, loss: 3.8414, grad_norm: 7.3124 2021-12-03 07:42:50,081 - mmaction - INFO - Epoch [29][520/1345] lr: 1.000e-02, eta: 1 day, 22:57:40, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4333, top1_acc: 0.4586, top5_acc: 0.7094, loss_cls: 2.2478, loss: 3.6811, grad_norm: 7.0789 2021-12-03 07:43:09,299 - mmaction - INFO - Epoch [29][540/1345] lr: 1.000e-02, eta: 1 day, 22:57:14, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4585, top1_acc: 0.4289, top5_acc: 0.6945, loss_cls: 2.3720, loss: 3.8305, grad_norm: 7.3629 2021-12-03 07:43:28,496 - mmaction - INFO - Epoch [29][560/1345] lr: 1.000e-02, eta: 1 day, 22:56:47, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4854, top1_acc: 0.4461, top5_acc: 0.6992, loss_cls: 2.3565, loss: 3.8419, grad_norm: 7.2324 2021-12-03 07:43:47,699 - mmaction - INFO - Epoch [29][580/1345] lr: 1.000e-02, eta: 1 day, 22:56:20, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4993, top1_acc: 0.4313, top5_acc: 0.7016, loss_cls: 2.3633, loss: 3.8626, grad_norm: 7.4203 2021-12-03 07:44:06,918 - mmaction - INFO - Epoch [29][600/1345] lr: 1.000e-02, eta: 1 day, 22:55:53, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4770, top1_acc: 0.4484, top5_acc: 0.6898, loss_cls: 2.3879, loss: 3.8649, grad_norm: 7.1400 2021-12-03 07:44:26,149 - mmaction - INFO - Epoch [29][620/1345] lr: 1.000e-02, eta: 1 day, 22:55:26, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4162, top1_acc: 0.4570, top5_acc: 0.7406, loss_cls: 2.2028, loss: 3.6190, grad_norm: 7.2017 2021-12-03 07:44:45,382 - mmaction - INFO - Epoch [29][640/1345] lr: 1.000e-02, eta: 1 day, 22:54:59, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4326, top1_acc: 0.4547, top5_acc: 0.7320, loss_cls: 2.2845, loss: 3.7170, grad_norm: 7.1766 2021-12-03 07:45:04,610 - mmaction - INFO - Epoch [29][660/1345] lr: 1.000e-02, eta: 1 day, 22:54:32, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4844, top1_acc: 0.4375, top5_acc: 0.7172, loss_cls: 2.3449, loss: 3.8293, grad_norm: 7.3113 2021-12-03 07:45:23,839 - mmaction - INFO - Epoch [29][680/1345] lr: 1.000e-02, eta: 1 day, 22:54:06, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4675, top1_acc: 0.4266, top5_acc: 0.7023, loss_cls: 2.3596, loss: 3.8272, grad_norm: 7.4507 2021-12-03 07:45:43,080 - mmaction - INFO - Epoch [29][700/1345] lr: 1.000e-02, eta: 1 day, 22:53:39, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4645, top1_acc: 0.4383, top5_acc: 0.7195, loss_cls: 2.3130, loss: 3.7775, grad_norm: 7.4690 2021-12-03 07:46:02,319 - mmaction - INFO - Epoch [29][720/1345] lr: 1.000e-02, eta: 1 day, 22:53:12, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4544, top1_acc: 0.4453, top5_acc: 0.7117, loss_cls: 2.2824, loss: 3.7368, grad_norm: 7.4313 2021-12-03 07:46:21,530 - mmaction - INFO - Epoch [29][740/1345] lr: 1.000e-02, eta: 1 day, 22:52:45, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4815, top1_acc: 0.4352, top5_acc: 0.7125, loss_cls: 2.3191, loss: 3.8006, grad_norm: 7.2843 2021-12-03 07:46:40,767 - mmaction - INFO - Epoch [29][760/1345] lr: 1.000e-02, eta: 1 day, 22:52:19, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4277, top1_acc: 0.4328, top5_acc: 0.7133, loss_cls: 2.3195, loss: 3.7473, grad_norm: 7.3190 2021-12-03 07:47:00,038 - mmaction - INFO - Epoch [29][780/1345] lr: 1.000e-02, eta: 1 day, 22:51:52, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 1.4643, top1_acc: 0.4266, top5_acc: 0.7039, loss_cls: 2.3064, loss: 3.7707, grad_norm: 7.3076 2021-12-03 07:47:19,299 - mmaction - INFO - Epoch [29][800/1345] lr: 1.000e-02, eta: 1 day, 22:51:25, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.4506, top1_acc: 0.4328, top5_acc: 0.7078, loss_cls: 2.2927, loss: 3.7433, grad_norm: 7.1944 2021-12-03 07:47:38,550 - mmaction - INFO - Epoch [29][820/1345] lr: 1.000e-02, eta: 1 day, 22:50:59, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.4469, top1_acc: 0.4445, top5_acc: 0.7273, loss_cls: 2.2765, loss: 3.7234, grad_norm: 7.4124 2021-12-03 07:47:57,815 - mmaction - INFO - Epoch [29][840/1345] lr: 1.000e-02, eta: 1 day, 22:50:32, time: 0.963, data_time: 0.000, memory: 8232, loss_aux: 1.4401, top1_acc: 0.4453, top5_acc: 0.7289, loss_cls: 2.2870, loss: 3.7270, grad_norm: 7.3196 2021-12-03 07:48:17,074 - mmaction - INFO - Epoch [29][860/1345] lr: 1.000e-02, eta: 1 day, 22:50:06, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.4579, top1_acc: 0.4516, top5_acc: 0.7086, loss_cls: 2.2987, loss: 3.7566, grad_norm: 7.3577 2021-12-03 07:48:36,345 - mmaction - INFO - Epoch [29][880/1345] lr: 1.000e-02, eta: 1 day, 22:49:39, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 1.4281, top1_acc: 0.4461, top5_acc: 0.7172, loss_cls: 2.2852, loss: 3.7133, grad_norm: 7.3772 2021-12-03 07:48:55,581 - mmaction - INFO - Epoch [29][900/1345] lr: 1.000e-02, eta: 1 day, 22:49:12, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4630, top1_acc: 0.4359, top5_acc: 0.7109, loss_cls: 2.3458, loss: 3.8088, grad_norm: 7.3540 2021-12-03 07:49:14,827 - mmaction - INFO - Epoch [29][920/1345] lr: 1.000e-02, eta: 1 day, 22:48:46, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4492, top1_acc: 0.4539, top5_acc: 0.7180, loss_cls: 2.2988, loss: 3.7480, grad_norm: 7.1694 2021-12-03 07:49:34,068 - mmaction - INFO - Epoch [29][940/1345] lr: 1.000e-02, eta: 1 day, 22:48:19, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4619, top1_acc: 0.4234, top5_acc: 0.7117, loss_cls: 2.3113, loss: 3.7732, grad_norm: 7.4797 2021-12-03 07:49:53,328 - mmaction - INFO - Epoch [29][960/1345] lr: 1.000e-02, eta: 1 day, 22:47:53, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.4630, top1_acc: 0.4500, top5_acc: 0.7180, loss_cls: 2.2972, loss: 3.7603, grad_norm: 7.4536 2021-12-03 07:50:12,563 - mmaction - INFO - Epoch [29][980/1345] lr: 1.000e-02, eta: 1 day, 22:47:26, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4594, top1_acc: 0.4328, top5_acc: 0.7125, loss_cls: 2.3069, loss: 3.7663, grad_norm: 7.3293 2021-12-03 07:50:31,791 - mmaction - INFO - Epoch [29][1000/1345] lr: 1.000e-02, eta: 1 day, 22:46:59, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4589, top1_acc: 0.4492, top5_acc: 0.7250, loss_cls: 2.3074, loss: 3.7664, grad_norm: 7.3066 2021-12-03 07:50:51,060 - mmaction - INFO - Epoch [29][1020/1345] lr: 1.000e-02, eta: 1 day, 22:46:33, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.4080, top1_acc: 0.4617, top5_acc: 0.7398, loss_cls: 2.1655, loss: 3.5735, grad_norm: 7.2188 2021-12-03 07:51:10,318 - mmaction - INFO - Epoch [29][1040/1345] lr: 1.000e-02, eta: 1 day, 22:46:06, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.4530, top1_acc: 0.4539, top5_acc: 0.7148, loss_cls: 2.2874, loss: 3.7404, grad_norm: 7.1705 2021-12-03 07:51:29,551 - mmaction - INFO - Epoch [29][1060/1345] lr: 1.000e-02, eta: 1 day, 22:45:40, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4198, top1_acc: 0.4539, top5_acc: 0.7250, loss_cls: 2.2608, loss: 3.6806, grad_norm: 7.1978 2021-12-03 07:51:48,819 - mmaction - INFO - Epoch [29][1080/1345] lr: 1.000e-02, eta: 1 day, 22:45:13, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.5031, top1_acc: 0.4250, top5_acc: 0.6977, loss_cls: 2.3805, loss: 3.8837, grad_norm: 7.3726 2021-12-03 07:52:08,087 - mmaction - INFO - Epoch [29][1100/1345] lr: 1.000e-02, eta: 1 day, 22:44:47, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.4660, top1_acc: 0.4492, top5_acc: 0.7148, loss_cls: 2.2963, loss: 3.7623, grad_norm: 7.2308 2021-12-03 07:52:27,333 - mmaction - INFO - Epoch [29][1120/1345] lr: 1.000e-02, eta: 1 day, 22:44:20, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4292, top1_acc: 0.4508, top5_acc: 0.7180, loss_cls: 2.2371, loss: 3.6663, grad_norm: 7.2009 2021-12-03 07:52:46,610 - mmaction - INFO - Epoch [29][1140/1345] lr: 1.000e-02, eta: 1 day, 22:43:54, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 1.4714, top1_acc: 0.4492, top5_acc: 0.7273, loss_cls: 2.2977, loss: 3.7691, grad_norm: 7.1568 2021-12-03 07:53:05,888 - mmaction - INFO - Epoch [29][1160/1345] lr: 1.000e-02, eta: 1 day, 22:43:27, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 1.4442, top1_acc: 0.4352, top5_acc: 0.7273, loss_cls: 2.2902, loss: 3.7345, grad_norm: 7.3425 2021-12-03 07:53:25,148 - mmaction - INFO - Epoch [29][1180/1345] lr: 1.000e-02, eta: 1 day, 22:43:01, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.4379, top1_acc: 0.4453, top5_acc: 0.7086, loss_cls: 2.2859, loss: 3.7239, grad_norm: 7.1315 2021-12-03 07:53:44,399 - mmaction - INFO - Epoch [29][1200/1345] lr: 1.000e-02, eta: 1 day, 22:42:34, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4646, top1_acc: 0.4195, top5_acc: 0.7070, loss_cls: 2.3711, loss: 3.8357, grad_norm: 7.3813 2021-12-03 07:54:03,647 - mmaction - INFO - Epoch [29][1220/1345] lr: 1.000e-02, eta: 1 day, 22:42:08, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4143, top1_acc: 0.4500, top5_acc: 0.7242, loss_cls: 2.2460, loss: 3.6603, grad_norm: 7.2454 2021-12-03 07:54:22,868 - mmaction - INFO - Epoch [29][1240/1345] lr: 1.000e-02, eta: 1 day, 22:41:41, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4324, top1_acc: 0.4555, top5_acc: 0.7109, loss_cls: 2.3145, loss: 3.7468, grad_norm: 7.2347 2021-12-03 07:54:42,097 - mmaction - INFO - Epoch [29][1260/1345] lr: 1.000e-02, eta: 1 day, 22:41:15, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4638, top1_acc: 0.4445, top5_acc: 0.7172, loss_cls: 2.2956, loss: 3.7594, grad_norm: 7.3005 2021-12-03 07:55:01,347 - mmaction - INFO - Epoch [29][1280/1345] lr: 1.000e-02, eta: 1 day, 22:40:48, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.4349, top1_acc: 0.4523, top5_acc: 0.7258, loss_cls: 2.2512, loss: 3.6861, grad_norm: 7.3258 2021-12-03 07:55:20,551 - mmaction - INFO - Epoch [29][1300/1345] lr: 1.000e-02, eta: 1 day, 22:40:21, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4754, top1_acc: 0.4352, top5_acc: 0.7031, loss_cls: 2.3346, loss: 3.8100, grad_norm: 7.2781 2021-12-03 07:55:39,767 - mmaction - INFO - Epoch [29][1320/1345] lr: 1.000e-02, eta: 1 day, 22:39:55, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4883, top1_acc: 0.4250, top5_acc: 0.6977, loss_cls: 2.3759, loss: 3.8641, grad_norm: 7.4650 2021-12-03 07:55:58,955 - mmaction - INFO - Epoch [29][1340/1345] lr: 1.000e-02, eta: 1 day, 22:39:28, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4615, top1_acc: 0.4273, top5_acc: 0.6945, loss_cls: 2.3707, loss: 3.8322, grad_norm: 7.3926 2021-12-03 07:56:04,514 - mmaction - INFO - Saving checkpoint at 29 epochs 2021-12-03 07:58:10,976 - mmaction - INFO - Epoch [30][20/1345] lr: 1.000e-02, eta: 1 day, 22:45:49, time: 6.171, data_time: 5.199, memory: 8232, loss_aux: 1.4575, top1_acc: 0.4578, top5_acc: 0.7250, loss_cls: 2.2469, loss: 3.7044, grad_norm: 7.0229 2021-12-03 07:58:30,074 - mmaction - INFO - Epoch [30][40/1345] lr: 1.000e-02, eta: 1 day, 22:45:22, time: 0.955, data_time: 0.003, memory: 8232, loss_aux: 1.4272, top1_acc: 0.4773, top5_acc: 0.7312, loss_cls: 2.2092, loss: 3.6364, grad_norm: 7.1754 2021-12-03 07:58:49,180 - mmaction - INFO - Epoch [30][60/1345] lr: 1.000e-02, eta: 1 day, 22:44:55, time: 0.955, data_time: 0.001, memory: 8232, loss_aux: 1.4125, top1_acc: 0.4695, top5_acc: 0.7312, loss_cls: 2.2035, loss: 3.6159, grad_norm: 7.1730 2021-12-03 07:59:08,289 - mmaction - INFO - Epoch [30][80/1345] lr: 1.000e-02, eta: 1 day, 22:44:28, time: 0.955, data_time: 0.002, memory: 8232, loss_aux: 1.4459, top1_acc: 0.4734, top5_acc: 0.7242, loss_cls: 2.2330, loss: 3.6788, grad_norm: 7.4527 2021-12-03 07:59:27,417 - mmaction - INFO - Epoch [30][100/1345] lr: 1.000e-02, eta: 1 day, 22:44:00, time: 0.956, data_time: 0.001, memory: 8232, loss_aux: 1.4228, top1_acc: 0.4734, top5_acc: 0.7328, loss_cls: 2.1945, loss: 3.6174, grad_norm: 6.8937 2021-12-03 07:59:46,569 - mmaction - INFO - Epoch [30][120/1345] lr: 1.000e-02, eta: 1 day, 22:43:33, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.4479, top1_acc: 0.4508, top5_acc: 0.7227, loss_cls: 2.2695, loss: 3.7174, grad_norm: 7.3021 2021-12-03 08:00:05,749 - mmaction - INFO - Epoch [30][140/1345] lr: 1.000e-02, eta: 1 day, 22:43:06, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4593, top1_acc: 0.4547, top5_acc: 0.7234, loss_cls: 2.2718, loss: 3.7311, grad_norm: 7.2533 2021-12-03 08:00:24,934 - mmaction - INFO - Epoch [30][160/1345] lr: 1.000e-02, eta: 1 day, 22:42:39, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4560, top1_acc: 0.4516, top5_acc: 0.7211, loss_cls: 2.3008, loss: 3.7567, grad_norm: 7.1818 2021-12-03 08:00:44,106 - mmaction - INFO - Epoch [30][180/1345] lr: 1.000e-02, eta: 1 day, 22:42:12, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.4023, top1_acc: 0.4766, top5_acc: 0.7406, loss_cls: 2.1569, loss: 3.5592, grad_norm: 7.0706 2021-12-03 08:01:03,286 - mmaction - INFO - Epoch [30][200/1345] lr: 1.000e-02, eta: 1 day, 22:41:45, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4628, top1_acc: 0.4414, top5_acc: 0.7117, loss_cls: 2.2836, loss: 3.7464, grad_norm: 7.1883 2021-12-03 08:01:22,485 - mmaction - INFO - Epoch [30][220/1345] lr: 1.000e-02, eta: 1 day, 22:41:19, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4475, top1_acc: 0.4477, top5_acc: 0.7320, loss_cls: 2.2587, loss: 3.7063, grad_norm: 7.2473 2021-12-03 08:01:41,659 - mmaction - INFO - Epoch [30][240/1345] lr: 1.000e-02, eta: 1 day, 22:40:52, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4436, top1_acc: 0.4500, top5_acc: 0.7172, loss_cls: 2.2673, loss: 3.7108, grad_norm: 7.4814 2021-12-03 08:02:00,856 - mmaction - INFO - Epoch [30][260/1345] lr: 1.000e-02, eta: 1 day, 22:40:25, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4580, top1_acc: 0.4641, top5_acc: 0.6984, loss_cls: 2.2950, loss: 3.7530, grad_norm: 7.3198 2021-12-03 08:02:20,013 - mmaction - INFO - Epoch [30][280/1345] lr: 1.000e-02, eta: 1 day, 22:39:58, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.4599, top1_acc: 0.4562, top5_acc: 0.7133, loss_cls: 2.2912, loss: 3.7511, grad_norm: 7.3587 2021-12-03 08:02:39,202 - mmaction - INFO - Epoch [30][300/1345] lr: 1.000e-02, eta: 1 day, 22:39:31, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4453, top1_acc: 0.4406, top5_acc: 0.7211, loss_cls: 2.2697, loss: 3.7150, grad_norm: 7.5135 2021-12-03 08:02:58,379 - mmaction - INFO - Epoch [30][320/1345] lr: 1.000e-02, eta: 1 day, 22:39:04, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4905, top1_acc: 0.4242, top5_acc: 0.7180, loss_cls: 2.3414, loss: 3.8319, grad_norm: 7.5776 2021-12-03 08:03:17,557 - mmaction - INFO - Epoch [30][340/1345] lr: 1.000e-02, eta: 1 day, 22:38:37, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4319, top1_acc: 0.4617, top5_acc: 0.7320, loss_cls: 2.2393, loss: 3.6712, grad_norm: 7.3187 2021-12-03 08:03:36,723 - mmaction - INFO - Epoch [30][360/1345] lr: 1.000e-02, eta: 1 day, 22:38:10, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.3986, top1_acc: 0.4578, top5_acc: 0.7227, loss_cls: 2.2587, loss: 3.6573, grad_norm: 7.4300 2021-12-03 08:03:55,907 - mmaction - INFO - Epoch [30][380/1345] lr: 1.000e-02, eta: 1 day, 22:37:44, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4431, top1_acc: 0.4562, top5_acc: 0.7305, loss_cls: 2.2257, loss: 3.6689, grad_norm: 7.3399 2021-12-03 08:04:15,068 - mmaction - INFO - Epoch [30][400/1345] lr: 1.000e-02, eta: 1 day, 22:37:17, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.4668, top1_acc: 0.4484, top5_acc: 0.7133, loss_cls: 2.3133, loss: 3.7800, grad_norm: 7.5027 2021-12-03 08:04:34,273 - mmaction - INFO - Epoch [30][420/1345] lr: 1.000e-02, eta: 1 day, 22:36:50, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4737, top1_acc: 0.4188, top5_acc: 0.6945, loss_cls: 2.3974, loss: 3.8710, grad_norm: 7.3811 2021-12-03 08:04:53,455 - mmaction - INFO - Epoch [30][440/1345] lr: 1.000e-02, eta: 1 day, 22:36:23, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.5117, top1_acc: 0.4281, top5_acc: 0.6961, loss_cls: 2.3845, loss: 3.8962, grad_norm: 7.5449 2021-12-03 08:05:12,674 - mmaction - INFO - Epoch [30][460/1345] lr: 1.000e-02, eta: 1 day, 22:35:56, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4428, top1_acc: 0.4398, top5_acc: 0.7164, loss_cls: 2.2868, loss: 3.7296, grad_norm: 7.3744 2021-12-03 08:05:31,883 - mmaction - INFO - Epoch [30][480/1345] lr: 1.000e-02, eta: 1 day, 22:35:30, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4464, top1_acc: 0.4383, top5_acc: 0.7102, loss_cls: 2.3057, loss: 3.7521, grad_norm: 7.2626 2021-12-03 08:05:51,101 - mmaction - INFO - Epoch [30][500/1345] lr: 1.000e-02, eta: 1 day, 22:35:03, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.5013, top1_acc: 0.4273, top5_acc: 0.6922, loss_cls: 2.4031, loss: 3.9044, grad_norm: 7.3614 2021-12-03 08:06:10,295 - mmaction - INFO - Epoch [30][520/1345] lr: 1.000e-02, eta: 1 day, 22:34:36, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4640, top1_acc: 0.4414, top5_acc: 0.7000, loss_cls: 2.3587, loss: 3.8227, grad_norm: 7.2902 2021-12-03 08:06:29,517 - mmaction - INFO - Epoch [30][540/1345] lr: 1.000e-02, eta: 1 day, 22:34:10, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4260, top1_acc: 0.4484, top5_acc: 0.7328, loss_cls: 2.2382, loss: 3.6643, grad_norm: 7.2355 2021-12-03 08:06:48,756 - mmaction - INFO - Epoch [30][560/1345] lr: 1.000e-02, eta: 1 day, 22:33:43, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4498, top1_acc: 0.4172, top5_acc: 0.7078, loss_cls: 2.3217, loss: 3.7715, grad_norm: 7.5037 2021-12-03 08:07:08,024 - mmaction - INFO - Epoch [30][580/1345] lr: 1.000e-02, eta: 1 day, 22:33:17, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.4242, top1_acc: 0.4586, top5_acc: 0.7141, loss_cls: 2.2592, loss: 3.6834, grad_norm: 7.1100 2021-12-03 08:07:27,282 - mmaction - INFO - Epoch [30][600/1345] lr: 1.000e-02, eta: 1 day, 22:32:50, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 1.4115, top1_acc: 0.4625, top5_acc: 0.7328, loss_cls: 2.2046, loss: 3.6160, grad_norm: 7.1962 2021-12-03 08:07:46,534 - mmaction - INFO - Epoch [30][620/1345] lr: 1.000e-02, eta: 1 day, 22:32:24, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.4277, top1_acc: 0.4578, top5_acc: 0.7242, loss_cls: 2.2456, loss: 3.6733, grad_norm: 7.3633 2021-12-03 08:08:05,770 - mmaction - INFO - Epoch [30][640/1345] lr: 1.000e-02, eta: 1 day, 22:31:57, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4568, top1_acc: 0.4414, top5_acc: 0.7078, loss_cls: 2.3293, loss: 3.7861, grad_norm: 7.4182 2021-12-03 08:08:24,988 - mmaction - INFO - Epoch [30][660/1345] lr: 1.000e-02, eta: 1 day, 22:31:31, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4631, top1_acc: 0.4609, top5_acc: 0.7297, loss_cls: 2.2477, loss: 3.7108, grad_norm: 7.3758 2021-12-03 08:08:44,258 - mmaction - INFO - Epoch [30][680/1345] lr: 1.000e-02, eta: 1 day, 22:31:04, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.4224, top1_acc: 0.4586, top5_acc: 0.7477, loss_cls: 2.1967, loss: 3.6191, grad_norm: 7.3014 2021-12-03 08:09:03,505 - mmaction - INFO - Epoch [30][700/1345] lr: 1.000e-02, eta: 1 day, 22:30:38, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4507, top1_acc: 0.4422, top5_acc: 0.7258, loss_cls: 2.2648, loss: 3.7155, grad_norm: 7.4303 2021-12-03 08:09:22,732 - mmaction - INFO - Epoch [30][720/1345] lr: 1.000e-02, eta: 1 day, 22:30:11, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4946, top1_acc: 0.4406, top5_acc: 0.6961, loss_cls: 2.3655, loss: 3.8602, grad_norm: 7.3791 2021-12-03 08:09:41,995 - mmaction - INFO - Epoch [30][740/1345] lr: 1.000e-02, eta: 1 day, 22:29:45, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.4188, top1_acc: 0.4547, top5_acc: 0.7359, loss_cls: 2.1987, loss: 3.6175, grad_norm: 7.2916 2021-12-03 08:10:01,222 - mmaction - INFO - Epoch [30][760/1345] lr: 1.000e-02, eta: 1 day, 22:29:18, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4311, top1_acc: 0.4367, top5_acc: 0.7188, loss_cls: 2.3004, loss: 3.7315, grad_norm: 7.3899 2021-12-03 08:10:20,472 - mmaction - INFO - Epoch [30][780/1345] lr: 1.000e-02, eta: 1 day, 22:28:52, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4365, top1_acc: 0.4539, top5_acc: 0.7281, loss_cls: 2.2257, loss: 3.6622, grad_norm: 7.1763 2021-12-03 08:10:39,736 - mmaction - INFO - Epoch [30][800/1345] lr: 1.000e-02, eta: 1 day, 22:28:26, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.4568, top1_acc: 0.4406, top5_acc: 0.7125, loss_cls: 2.3160, loss: 3.7729, grad_norm: 7.3404 2021-12-03 08:10:58,999 - mmaction - INFO - Epoch [30][820/1345] lr: 1.000e-02, eta: 1 day, 22:27:59, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.4595, top1_acc: 0.4344, top5_acc: 0.7125, loss_cls: 2.3014, loss: 3.7609, grad_norm: 7.4750 2021-12-03 08:11:18,252 - mmaction - INFO - Epoch [30][840/1345] lr: 1.000e-02, eta: 1 day, 22:27:33, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.4089, top1_acc: 0.4594, top5_acc: 0.7242, loss_cls: 2.2462, loss: 3.6551, grad_norm: 7.2230 2021-12-03 08:11:37,534 - mmaction - INFO - Epoch [30][860/1345] lr: 1.000e-02, eta: 1 day, 22:27:07, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 1.4689, top1_acc: 0.4453, top5_acc: 0.6930, loss_cls: 2.3646, loss: 3.8335, grad_norm: 7.4891 2021-12-03 08:11:56,811 - mmaction - INFO - Epoch [30][880/1345] lr: 1.000e-02, eta: 1 day, 22:26:40, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 1.4105, top1_acc: 0.4562, top5_acc: 0.7125, loss_cls: 2.2442, loss: 3.6546, grad_norm: 7.1241 2021-12-03 08:12:16,072 - mmaction - INFO - Epoch [30][900/1345] lr: 1.000e-02, eta: 1 day, 22:26:14, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.4630, top1_acc: 0.4359, top5_acc: 0.7086, loss_cls: 2.3558, loss: 3.8188, grad_norm: 7.4920 2021-12-03 08:12:35,342 - mmaction - INFO - Epoch [30][920/1345] lr: 1.000e-02, eta: 1 day, 22:25:48, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.4295, top1_acc: 0.4539, top5_acc: 0.7172, loss_cls: 2.2340, loss: 3.6635, grad_norm: 7.3131 2021-12-03 08:12:54,641 - mmaction - INFO - Epoch [30][940/1345] lr: 1.000e-02, eta: 1 day, 22:25:22, time: 0.965, data_time: 0.001, memory: 8232, loss_aux: 1.4641, top1_acc: 0.4445, top5_acc: 0.7133, loss_cls: 2.2740, loss: 3.7381, grad_norm: 7.2952 2021-12-03 08:13:13,905 - mmaction - INFO - Epoch [30][960/1345] lr: 1.000e-02, eta: 1 day, 22:24:55, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.4779, top1_acc: 0.4523, top5_acc: 0.7023, loss_cls: 2.3299, loss: 3.8078, grad_norm: 7.1962 2021-12-03 08:13:33,158 - mmaction - INFO - Epoch [30][980/1345] lr: 1.000e-02, eta: 1 day, 22:24:29, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.4755, top1_acc: 0.4258, top5_acc: 0.7086, loss_cls: 2.3481, loss: 3.8236, grad_norm: 7.3263 2021-12-03 08:13:52,453 - mmaction - INFO - Epoch [30][1000/1345] lr: 1.000e-02, eta: 1 day, 22:24:03, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 1.4379, top1_acc: 0.4422, top5_acc: 0.7273, loss_cls: 2.2677, loss: 3.7055, grad_norm: 7.3772 2021-12-03 08:14:11,716 - mmaction - INFO - Epoch [30][1020/1345] lr: 1.000e-02, eta: 1 day, 22:23:37, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.4202, top1_acc: 0.4570, top5_acc: 0.7258, loss_cls: 2.2297, loss: 3.6499, grad_norm: 7.2219 2021-12-03 08:14:30,949 - mmaction - INFO - Epoch [30][1040/1345] lr: 1.000e-02, eta: 1 day, 22:23:10, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4582, top1_acc: 0.4430, top5_acc: 0.7250, loss_cls: 2.2937, loss: 3.7519, grad_norm: 7.2521 2021-12-03 08:14:50,219 - mmaction - INFO - Epoch [30][1060/1345] lr: 1.000e-02, eta: 1 day, 22:22:44, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 1.4550, top1_acc: 0.4492, top5_acc: 0.7328, loss_cls: 2.2476, loss: 3.7026, grad_norm: 7.3537 2021-12-03 08:15:09,477 - mmaction - INFO - Epoch [30][1080/1345] lr: 1.000e-02, eta: 1 day, 22:22:18, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.4983, top1_acc: 0.4391, top5_acc: 0.6961, loss_cls: 2.3940, loss: 3.8922, grad_norm: 7.5640 2021-12-03 08:15:28,742 - mmaction - INFO - Epoch [30][1100/1345] lr: 1.000e-02, eta: 1 day, 22:21:51, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.4482, top1_acc: 0.4492, top5_acc: 0.7336, loss_cls: 2.2491, loss: 3.6973, grad_norm: 7.3055 2021-12-03 08:15:48,029 - mmaction - INFO - Epoch [30][1120/1345] lr: 1.000e-02, eta: 1 day, 22:21:25, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 1.4248, top1_acc: 0.4539, top5_acc: 0.7305, loss_cls: 2.2070, loss: 3.6318, grad_norm: 7.1813 2021-12-03 08:16:07,267 - mmaction - INFO - Epoch [30][1140/1345] lr: 1.000e-02, eta: 1 day, 22:20:59, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4528, top1_acc: 0.4328, top5_acc: 0.7281, loss_cls: 2.2798, loss: 3.7326, grad_norm: 7.5264 2021-12-03 08:16:26,505 - mmaction - INFO - Epoch [30][1160/1345] lr: 1.000e-02, eta: 1 day, 22:20:33, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4242, top1_acc: 0.4508, top5_acc: 0.7289, loss_cls: 2.2371, loss: 3.6612, grad_norm: 7.3379 2021-12-03 08:16:45,707 - mmaction - INFO - Epoch [30][1180/1345] lr: 1.000e-02, eta: 1 day, 22:20:06, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4321, top1_acc: 0.4617, top5_acc: 0.7109, loss_cls: 2.2926, loss: 3.7246, grad_norm: 7.3339 2021-12-03 08:17:04,940 - mmaction - INFO - Epoch [30][1200/1345] lr: 1.000e-02, eta: 1 day, 22:19:40, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4562, top1_acc: 0.4656, top5_acc: 0.7242, loss_cls: 2.2552, loss: 3.7113, grad_norm: 7.4616 2021-12-03 08:17:24,151 - mmaction - INFO - Epoch [30][1220/1345] lr: 1.000e-02, eta: 1 day, 22:19:13, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4471, top1_acc: 0.4344, top5_acc: 0.7180, loss_cls: 2.3093, loss: 3.7564, grad_norm: 7.4693 2021-12-03 08:17:43,361 - mmaction - INFO - Epoch [30][1240/1345] lr: 1.000e-02, eta: 1 day, 22:18:47, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4659, top1_acc: 0.4437, top5_acc: 0.7148, loss_cls: 2.3051, loss: 3.7710, grad_norm: 7.3727 2021-12-03 08:18:02,616 - mmaction - INFO - Epoch [30][1260/1345] lr: 1.000e-02, eta: 1 day, 22:18:21, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.4189, top1_acc: 0.4719, top5_acc: 0.7461, loss_cls: 2.1799, loss: 3.5987, grad_norm: 7.1520 2021-12-03 08:18:21,849 - mmaction - INFO - Epoch [30][1280/1345] lr: 1.000e-02, eta: 1 day, 22:17:54, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4445, top1_acc: 0.4359, top5_acc: 0.6984, loss_cls: 2.3172, loss: 3.7617, grad_norm: 7.2458 2021-12-03 08:18:41,054 - mmaction - INFO - Epoch [30][1300/1345] lr: 1.000e-02, eta: 1 day, 22:17:28, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4133, top1_acc: 0.4531, top5_acc: 0.7344, loss_cls: 2.2570, loss: 3.6702, grad_norm: 7.0682 2021-12-03 08:19:00,237 - mmaction - INFO - Epoch [30][1320/1345] lr: 1.000e-02, eta: 1 day, 22:17:01, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4304, top1_acc: 0.4625, top5_acc: 0.7312, loss_cls: 2.2669, loss: 3.6973, grad_norm: 7.3093 2021-12-03 08:19:19,479 - mmaction - INFO - Epoch [30][1340/1345] lr: 1.000e-02, eta: 1 day, 22:16:35, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4168, top1_acc: 0.4547, top5_acc: 0.7312, loss_cls: 2.2406, loss: 3.6574, grad_norm: 7.4037 2021-12-03 08:19:25,245 - mmaction - INFO - Saving checkpoint at 30 epochs 2021-12-03 08:21:28,168 - mmaction - INFO - Epoch [31][20/1345] lr: 1.000e-02, eta: 1 day, 22:22:15, time: 5.867, data_time: 4.919, memory: 8232, loss_aux: 1.4795, top1_acc: 0.4375, top5_acc: 0.7063, loss_cls: 2.3243, loss: 3.8037, grad_norm: 7.3058 2021-12-03 08:21:47,212 - mmaction - INFO - Epoch [31][40/1345] lr: 1.000e-02, eta: 1 day, 22:21:48, time: 0.952, data_time: 0.003, memory: 8232, loss_aux: 1.4460, top1_acc: 0.4359, top5_acc: 0.7172, loss_cls: 2.2743, loss: 3.7203, grad_norm: 7.2361 2021-12-03 08:22:06,344 - mmaction - INFO - Epoch [31][60/1345] lr: 1.000e-02, eta: 1 day, 22:21:21, time: 0.957, data_time: 0.002, memory: 8232, loss_aux: 1.4290, top1_acc: 0.4453, top5_acc: 0.7172, loss_cls: 2.2080, loss: 3.6370, grad_norm: 7.1674 2021-12-03 08:22:25,438 - mmaction - INFO - Epoch [31][80/1345] lr: 1.000e-02, eta: 1 day, 22:20:54, time: 0.955, data_time: 0.001, memory: 8232, loss_aux: 1.4428, top1_acc: 0.4578, top5_acc: 0.7328, loss_cls: 2.2527, loss: 3.6954, grad_norm: 7.5033 2021-12-03 08:22:44,556 - mmaction - INFO - Epoch [31][100/1345] lr: 1.000e-02, eta: 1 day, 22:20:27, time: 0.956, data_time: 0.001, memory: 8232, loss_aux: 1.4352, top1_acc: 0.4609, top5_acc: 0.7227, loss_cls: 2.2339, loss: 3.6691, grad_norm: 7.2990 2021-12-03 08:23:03,691 - mmaction - INFO - Epoch [31][120/1345] lr: 1.000e-02, eta: 1 day, 22:20:00, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 1.4517, top1_acc: 0.4680, top5_acc: 0.7133, loss_cls: 2.2696, loss: 3.7213, grad_norm: 7.4149 2021-12-03 08:23:22,850 - mmaction - INFO - Epoch [31][140/1345] lr: 1.000e-02, eta: 1 day, 22:19:34, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.4556, top1_acc: 0.4516, top5_acc: 0.7203, loss_cls: 2.2587, loss: 3.7143, grad_norm: 7.2581 2021-12-03 08:23:42,026 - mmaction - INFO - Epoch [31][160/1345] lr: 1.000e-02, eta: 1 day, 22:19:07, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4568, top1_acc: 0.4484, top5_acc: 0.7109, loss_cls: 2.2928, loss: 3.7495, grad_norm: 7.2451 2021-12-03 08:24:01,217 - mmaction - INFO - Epoch [31][180/1345] lr: 1.000e-02, eta: 1 day, 22:18:40, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4272, top1_acc: 0.4633, top5_acc: 0.7242, loss_cls: 2.1802, loss: 3.6075, grad_norm: 7.2765 2021-12-03 08:24:20,409 - mmaction - INFO - Epoch [31][200/1345] lr: 1.000e-02, eta: 1 day, 22:18:14, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4442, top1_acc: 0.4453, top5_acc: 0.7336, loss_cls: 2.2552, loss: 3.6994, grad_norm: 7.1550 2021-12-03 08:24:39,581 - mmaction - INFO - Epoch [31][220/1345] lr: 1.000e-02, eta: 1 day, 22:17:47, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.4331, top1_acc: 0.4500, top5_acc: 0.7109, loss_cls: 2.2540, loss: 3.6871, grad_norm: 7.2919 2021-12-03 08:24:58,745 - mmaction - INFO - Epoch [31][240/1345] lr: 1.000e-02, eta: 1 day, 22:17:20, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.4037, top1_acc: 0.4672, top5_acc: 0.7125, loss_cls: 2.2171, loss: 3.6208, grad_norm: 7.1824 2021-12-03 08:25:17,939 - mmaction - INFO - Epoch [31][260/1345] lr: 1.000e-02, eta: 1 day, 22:16:54, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4396, top1_acc: 0.4586, top5_acc: 0.7242, loss_cls: 2.2029, loss: 3.6425, grad_norm: 7.3968 2021-12-03 08:25:37,117 - mmaction - INFO - Epoch [31][280/1345] lr: 1.000e-02, eta: 1 day, 22:16:27, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4145, top1_acc: 0.4672, top5_acc: 0.7203, loss_cls: 2.1927, loss: 3.6072, grad_norm: 7.3640 2021-12-03 08:25:56,331 - mmaction - INFO - Epoch [31][300/1345] lr: 1.000e-02, eta: 1 day, 22:16:01, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4899, top1_acc: 0.4156, top5_acc: 0.6984, loss_cls: 2.3915, loss: 3.8814, grad_norm: 7.5661 2021-12-03 08:26:15,528 - mmaction - INFO - Epoch [31][320/1345] lr: 1.000e-02, eta: 1 day, 22:15:34, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4668, top1_acc: 0.4477, top5_acc: 0.7047, loss_cls: 2.2953, loss: 3.7620, grad_norm: 7.2628 2021-12-03 08:26:34,758 - mmaction - INFO - Epoch [31][340/1345] lr: 1.000e-02, eta: 1 day, 22:15:08, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3967, top1_acc: 0.4648, top5_acc: 0.7344, loss_cls: 2.2154, loss: 3.6121, grad_norm: 7.2964 2021-12-03 08:26:53,975 - mmaction - INFO - Epoch [31][360/1345] lr: 1.000e-02, eta: 1 day, 22:14:41, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4006, top1_acc: 0.4758, top5_acc: 0.7328, loss_cls: 2.1765, loss: 3.5771, grad_norm: 7.2177 2021-12-03 08:27:13,204 - mmaction - INFO - Epoch [31][380/1345] lr: 1.000e-02, eta: 1 day, 22:14:15, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4381, top1_acc: 0.4516, top5_acc: 0.7234, loss_cls: 2.2474, loss: 3.6854, grad_norm: 7.2999 2021-12-03 08:27:32,463 - mmaction - INFO - Epoch [31][400/1345] lr: 1.000e-02, eta: 1 day, 22:13:48, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.4533, top1_acc: 0.4500, top5_acc: 0.7148, loss_cls: 2.2974, loss: 3.7507, grad_norm: 7.5398 2021-12-03 08:27:51,661 - mmaction - INFO - Epoch [31][420/1345] lr: 1.000e-02, eta: 1 day, 22:13:22, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4517, top1_acc: 0.4492, top5_acc: 0.7234, loss_cls: 2.2747, loss: 3.7265, grad_norm: 7.2219 2021-12-03 08:28:10,892 - mmaction - INFO - Epoch [31][440/1345] lr: 1.000e-02, eta: 1 day, 22:12:56, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4519, top1_acc: 0.4508, top5_acc: 0.7250, loss_cls: 2.2841, loss: 3.7359, grad_norm: 7.2589 2021-12-03 08:28:30,110 - mmaction - INFO - Epoch [31][460/1345] lr: 1.000e-02, eta: 1 day, 22:12:29, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4187, top1_acc: 0.4742, top5_acc: 0.7375, loss_cls: 2.1908, loss: 3.6095, grad_norm: 7.5015 2021-12-03 08:28:49,328 - mmaction - INFO - Epoch [31][480/1345] lr: 1.000e-02, eta: 1 day, 22:12:03, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4356, top1_acc: 0.4625, top5_acc: 0.7227, loss_cls: 2.2538, loss: 3.6894, grad_norm: 7.4234 2021-12-03 08:29:08,539 - mmaction - INFO - Epoch [31][500/1345] lr: 1.000e-02, eta: 1 day, 22:11:36, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4294, top1_acc: 0.4500, top5_acc: 0.7266, loss_cls: 2.2432, loss: 3.6726, grad_norm: 7.3860 2021-12-03 08:29:27,741 - mmaction - INFO - Epoch [31][520/1345] lr: 1.000e-02, eta: 1 day, 22:11:10, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4783, top1_acc: 0.4477, top5_acc: 0.7148, loss_cls: 2.3152, loss: 3.7935, grad_norm: 7.4014 2021-12-03 08:29:46,964 - mmaction - INFO - Epoch [31][540/1345] lr: 1.000e-02, eta: 1 day, 22:10:44, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4472, top1_acc: 0.4539, top5_acc: 0.7156, loss_cls: 2.2701, loss: 3.7173, grad_norm: 7.2588 2021-12-03 08:30:06,184 - mmaction - INFO - Epoch [31][560/1345] lr: 1.000e-02, eta: 1 day, 22:10:17, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4140, top1_acc: 0.4656, top5_acc: 0.7305, loss_cls: 2.1956, loss: 3.6096, grad_norm: 7.3746 2021-12-03 08:30:25,383 - mmaction - INFO - Epoch [31][580/1345] lr: 1.000e-02, eta: 1 day, 22:09:51, time: 0.960, data_time: 0.000, memory: 8232, loss_aux: 1.4366, top1_acc: 0.4641, top5_acc: 0.7188, loss_cls: 2.2834, loss: 3.7199, grad_norm: 7.3865 2021-12-03 08:30:44,616 - mmaction - INFO - Epoch [31][600/1345] lr: 1.000e-02, eta: 1 day, 22:09:24, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4305, top1_acc: 0.4555, top5_acc: 0.7211, loss_cls: 2.2693, loss: 3.6998, grad_norm: 7.2764 2021-12-03 08:31:03,821 - mmaction - INFO - Epoch [31][620/1345] lr: 1.000e-02, eta: 1 day, 22:08:58, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4666, top1_acc: 0.4172, top5_acc: 0.7063, loss_cls: 2.3389, loss: 3.8055, grad_norm: 7.5378 2021-12-03 08:31:23,030 - mmaction - INFO - Epoch [31][640/1345] lr: 1.000e-02, eta: 1 day, 22:08:32, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4547, top1_acc: 0.4461, top5_acc: 0.7273, loss_cls: 2.3086, loss: 3.7633, grad_norm: 7.4974 2021-12-03 08:31:42,230 - mmaction - INFO - Epoch [31][660/1345] lr: 1.000e-02, eta: 1 day, 22:08:05, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4183, top1_acc: 0.4711, top5_acc: 0.7211, loss_cls: 2.2383, loss: 3.6566, grad_norm: 7.1675 2021-12-03 08:32:01,427 - mmaction - INFO - Epoch [31][680/1345] lr: 1.000e-02, eta: 1 day, 22:07:39, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4449, top1_acc: 0.4492, top5_acc: 0.7203, loss_cls: 2.2614, loss: 3.7063, grad_norm: 7.2787 2021-12-03 08:32:20,652 - mmaction - INFO - Epoch [31][700/1345] lr: 1.000e-02, eta: 1 day, 22:07:13, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4205, top1_acc: 0.4539, top5_acc: 0.7211, loss_cls: 2.2708, loss: 3.6912, grad_norm: 7.2804 2021-12-03 08:32:39,879 - mmaction - INFO - Epoch [31][720/1345] lr: 1.000e-02, eta: 1 day, 22:06:46, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4500, top1_acc: 0.4422, top5_acc: 0.7125, loss_cls: 2.3129, loss: 3.7629, grad_norm: 7.1519 2021-12-03 08:32:59,071 - mmaction - INFO - Epoch [31][740/1345] lr: 1.000e-02, eta: 1 day, 22:06:20, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4255, top1_acc: 0.4477, top5_acc: 0.7180, loss_cls: 2.2794, loss: 3.7049, grad_norm: 7.4414 2021-12-03 08:33:18,275 - mmaction - INFO - Epoch [31][760/1345] lr: 1.000e-02, eta: 1 day, 22:05:53, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4365, top1_acc: 0.4469, top5_acc: 0.7086, loss_cls: 2.2679, loss: 3.7044, grad_norm: 7.3322 2021-12-03 08:33:37,493 - mmaction - INFO - Epoch [31][780/1345] lr: 1.000e-02, eta: 1 day, 22:05:27, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4398, top1_acc: 0.4805, top5_acc: 0.7188, loss_cls: 2.2296, loss: 3.6694, grad_norm: 7.2043 2021-12-03 08:33:56,686 - mmaction - INFO - Epoch [31][800/1345] lr: 1.000e-02, eta: 1 day, 22:05:01, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4447, top1_acc: 0.4391, top5_acc: 0.7102, loss_cls: 2.2907, loss: 3.7353, grad_norm: 7.3052 2021-12-03 08:34:15,881 - mmaction - INFO - Epoch [31][820/1345] lr: 1.000e-02, eta: 1 day, 22:04:34, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4356, top1_acc: 0.4695, top5_acc: 0.7258, loss_cls: 2.2282, loss: 3.6638, grad_norm: 7.2885 2021-12-03 08:34:35,073 - mmaction - INFO - Epoch [31][840/1345] lr: 1.000e-02, eta: 1 day, 22:04:08, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4137, top1_acc: 0.4648, top5_acc: 0.7430, loss_cls: 2.2145, loss: 3.6282, grad_norm: 7.2481 2021-12-03 08:34:54,278 - mmaction - INFO - Epoch [31][860/1345] lr: 1.000e-02, eta: 1 day, 22:03:42, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4533, top1_acc: 0.4313, top5_acc: 0.7180, loss_cls: 2.3137, loss: 3.7670, grad_norm: 7.5246 2021-12-03 08:35:13,492 - mmaction - INFO - Epoch [31][880/1345] lr: 1.000e-02, eta: 1 day, 22:03:15, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4256, top1_acc: 0.4648, top5_acc: 0.7266, loss_cls: 2.2176, loss: 3.6432, grad_norm: 7.4552 2021-12-03 08:35:32,682 - mmaction - INFO - Epoch [31][900/1345] lr: 1.000e-02, eta: 1 day, 22:02:49, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4390, top1_acc: 0.4477, top5_acc: 0.7188, loss_cls: 2.2755, loss: 3.7145, grad_norm: 7.4324 2021-12-03 08:35:51,890 - mmaction - INFO - Epoch [31][920/1345] lr: 1.000e-02, eta: 1 day, 22:02:23, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4495, top1_acc: 0.4398, top5_acc: 0.7109, loss_cls: 2.3134, loss: 3.7629, grad_norm: 7.3109 2021-12-03 08:36:11,107 - mmaction - INFO - Epoch [31][940/1345] lr: 1.000e-02, eta: 1 day, 22:01:57, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4112, top1_acc: 0.4602, top5_acc: 0.7289, loss_cls: 2.2161, loss: 3.6274, grad_norm: 7.2908 2021-12-03 08:36:30,315 - mmaction - INFO - Epoch [31][960/1345] lr: 1.000e-02, eta: 1 day, 22:01:30, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4480, top1_acc: 0.4281, top5_acc: 0.7164, loss_cls: 2.3154, loss: 3.7634, grad_norm: 7.4103 2021-12-03 08:36:49,522 - mmaction - INFO - Epoch [31][980/1345] lr: 1.000e-02, eta: 1 day, 22:01:04, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4267, top1_acc: 0.4797, top5_acc: 0.7398, loss_cls: 2.1822, loss: 3.6090, grad_norm: 7.2009 2021-12-03 08:37:08,714 - mmaction - INFO - Epoch [31][1000/1345] lr: 1.000e-02, eta: 1 day, 22:00:38, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4071, top1_acc: 0.4625, top5_acc: 0.7328, loss_cls: 2.2182, loss: 3.6253, grad_norm: 7.1831 2021-12-03 08:37:27,949 - mmaction - INFO - Epoch [31][1020/1345] lr: 1.000e-02, eta: 1 day, 22:00:11, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4796, top1_acc: 0.4336, top5_acc: 0.6977, loss_cls: 2.3565, loss: 3.8361, grad_norm: 7.4151 2021-12-03 08:37:47,139 - mmaction - INFO - Epoch [31][1040/1345] lr: 1.000e-02, eta: 1 day, 21:59:45, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3759, top1_acc: 0.4680, top5_acc: 0.7367, loss_cls: 2.1712, loss: 3.5472, grad_norm: 7.2609 2021-12-03 08:38:06,340 - mmaction - INFO - Epoch [31][1060/1345] lr: 1.000e-02, eta: 1 day, 21:59:19, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4640, top1_acc: 0.4188, top5_acc: 0.6953, loss_cls: 2.3438, loss: 3.8078, grad_norm: 7.4143 2021-12-03 08:38:25,515 - mmaction - INFO - Epoch [31][1080/1345] lr: 1.000e-02, eta: 1 day, 21:58:53, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4123, top1_acc: 0.4555, top5_acc: 0.7305, loss_cls: 2.2154, loss: 3.6277, grad_norm: 7.3160 2021-12-03 08:38:44,713 - mmaction - INFO - Epoch [31][1100/1345] lr: 1.000e-02, eta: 1 day, 21:58:26, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4535, top1_acc: 0.4398, top5_acc: 0.7172, loss_cls: 2.3035, loss: 3.7570, grad_norm: 7.3470 2021-12-03 08:39:03,914 - mmaction - INFO - Epoch [31][1120/1345] lr: 1.000e-02, eta: 1 day, 21:58:00, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4531, top1_acc: 0.4555, top5_acc: 0.7133, loss_cls: 2.3146, loss: 3.7677, grad_norm: 7.2664 2021-12-03 08:39:23,089 - mmaction - INFO - Epoch [31][1140/1345] lr: 1.000e-02, eta: 1 day, 21:57:34, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4639, top1_acc: 0.4539, top5_acc: 0.7188, loss_cls: 2.2819, loss: 3.7458, grad_norm: 7.2045 2021-12-03 08:39:42,307 - mmaction - INFO - Epoch [31][1160/1345] lr: 1.000e-02, eta: 1 day, 21:57:08, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4020, top1_acc: 0.4570, top5_acc: 0.7242, loss_cls: 2.2462, loss: 3.6483, grad_norm: 7.1497 2021-12-03 08:40:01,511 - mmaction - INFO - Epoch [31][1180/1345] lr: 1.000e-02, eta: 1 day, 21:56:41, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4504, top1_acc: 0.4500, top5_acc: 0.7148, loss_cls: 2.2959, loss: 3.7463, grad_norm: 7.3017 2021-12-03 08:40:20,746 - mmaction - INFO - Epoch [31][1200/1345] lr: 1.000e-02, eta: 1 day, 21:56:15, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4651, top1_acc: 0.4359, top5_acc: 0.7156, loss_cls: 2.3311, loss: 3.7962, grad_norm: 7.4447 2021-12-03 08:40:39,965 - mmaction - INFO - Epoch [31][1220/1345] lr: 1.000e-02, eta: 1 day, 21:55:49, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4394, top1_acc: 0.4430, top5_acc: 0.7078, loss_cls: 2.3133, loss: 3.7527, grad_norm: 7.2692 2021-12-03 08:40:59,177 - mmaction - INFO - Epoch [31][1240/1345] lr: 1.000e-02, eta: 1 day, 21:55:23, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4232, top1_acc: 0.4633, top5_acc: 0.7266, loss_cls: 2.2373, loss: 3.6604, grad_norm: 7.2789 2021-12-03 08:41:18,362 - mmaction - INFO - Epoch [31][1260/1345] lr: 1.000e-02, eta: 1 day, 21:54:57, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4216, top1_acc: 0.4531, top5_acc: 0.7258, loss_cls: 2.2911, loss: 3.7127, grad_norm: 7.4616 2021-12-03 08:41:37,565 - mmaction - INFO - Epoch [31][1280/1345] lr: 1.000e-02, eta: 1 day, 21:54:30, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4248, top1_acc: 0.4625, top5_acc: 0.7234, loss_cls: 2.2340, loss: 3.6588, grad_norm: 7.2095 2021-12-03 08:41:56,754 - mmaction - INFO - Epoch [31][1300/1345] lr: 1.000e-02, eta: 1 day, 21:54:04, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3953, top1_acc: 0.4703, top5_acc: 0.7336, loss_cls: 2.1996, loss: 3.5949, grad_norm: 7.3138 2021-12-03 08:42:15,971 - mmaction - INFO - Epoch [31][1320/1345] lr: 1.000e-02, eta: 1 day, 21:53:38, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4458, top1_acc: 0.4508, top5_acc: 0.7344, loss_cls: 2.2611, loss: 3.7069, grad_norm: 7.2460 2021-12-03 08:42:35,174 - mmaction - INFO - Epoch [31][1340/1345] lr: 1.000e-02, eta: 1 day, 21:53:12, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4349, top1_acc: 0.4500, top5_acc: 0.7258, loss_cls: 2.2831, loss: 3.7180, grad_norm: 7.5075 2021-12-03 08:42:40,654 - mmaction - INFO - Saving checkpoint at 31 epochs 2021-12-03 08:44:43,433 - mmaction - INFO - Epoch [32][20/1345] lr: 1.000e-02, eta: 1 day, 21:58:35, time: 5.835, data_time: 4.887, memory: 8232, loss_aux: 1.4515, top1_acc: 0.4492, top5_acc: 0.7219, loss_cls: 2.2457, loss: 3.6972, grad_norm: 7.2979 2021-12-03 08:45:02,500 - mmaction - INFO - Epoch [32][40/1345] lr: 1.000e-02, eta: 1 day, 21:58:08, time: 0.953, data_time: 0.004, memory: 8232, loss_aux: 1.3851, top1_acc: 0.4813, top5_acc: 0.7562, loss_cls: 2.1441, loss: 3.5292, grad_norm: 7.2696 2021-12-03 08:45:21,594 - mmaction - INFO - Epoch [32][60/1345] lr: 1.000e-02, eta: 1 day, 21:57:41, time: 0.955, data_time: 0.003, memory: 8232, loss_aux: 1.4170, top1_acc: 0.4570, top5_acc: 0.7195, loss_cls: 2.2066, loss: 3.6236, grad_norm: 7.3832 2021-12-03 08:45:40,689 - mmaction - INFO - Epoch [32][80/1345] lr: 1.000e-02, eta: 1 day, 21:57:14, time: 0.955, data_time: 0.001, memory: 8232, loss_aux: 1.4321, top1_acc: 0.4766, top5_acc: 0.7258, loss_cls: 2.2185, loss: 3.6506, grad_norm: 7.5040 2021-12-03 08:45:59,799 - mmaction - INFO - Epoch [32][100/1345] lr: 1.000e-02, eta: 1 day, 21:56:48, time: 0.955, data_time: 0.001, memory: 8232, loss_aux: 1.4163, top1_acc: 0.4672, top5_acc: 0.7234, loss_cls: 2.2002, loss: 3.6166, grad_norm: 7.2061 2021-12-03 08:46:18,952 - mmaction - INFO - Epoch [32][120/1345] lr: 1.000e-02, eta: 1 day, 21:56:21, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.4414, top1_acc: 0.4641, top5_acc: 0.7188, loss_cls: 2.2580, loss: 3.6993, grad_norm: 7.3108 2021-12-03 08:46:38,117 - mmaction - INFO - Epoch [32][140/1345] lr: 1.000e-02, eta: 1 day, 21:55:55, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.4345, top1_acc: 0.4703, top5_acc: 0.7203, loss_cls: 2.2375, loss: 3.6721, grad_norm: 7.1889 2021-12-03 08:46:57,288 - mmaction - INFO - Epoch [32][160/1345] lr: 1.000e-02, eta: 1 day, 21:55:28, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4086, top1_acc: 0.4672, top5_acc: 0.7531, loss_cls: 2.1715, loss: 3.5801, grad_norm: 7.2656 2021-12-03 08:47:16,474 - mmaction - INFO - Epoch [32][180/1345] lr: 1.000e-02, eta: 1 day, 21:55:02, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4208, top1_acc: 0.4516, top5_acc: 0.7227, loss_cls: 2.2019, loss: 3.6227, grad_norm: 7.4155 2021-12-03 08:47:35,679 - mmaction - INFO - Epoch [32][200/1345] lr: 1.000e-02, eta: 1 day, 21:54:36, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4373, top1_acc: 0.4570, top5_acc: 0.7328, loss_cls: 2.2283, loss: 3.6655, grad_norm: 7.3742 2021-12-03 08:47:54,844 - mmaction - INFO - Epoch [32][220/1345] lr: 1.000e-02, eta: 1 day, 21:54:09, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.4116, top1_acc: 0.4672, top5_acc: 0.7383, loss_cls: 2.1828, loss: 3.5944, grad_norm: 7.2655 2021-12-03 08:48:14,032 - mmaction - INFO - Epoch [32][240/1345] lr: 1.000e-02, eta: 1 day, 21:53:43, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4366, top1_acc: 0.4422, top5_acc: 0.7227, loss_cls: 2.3001, loss: 3.7366, grad_norm: 7.4340 2021-12-03 08:48:33,255 - mmaction - INFO - Epoch [32][260/1345] lr: 1.000e-02, eta: 1 day, 21:53:17, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4522, top1_acc: 0.4539, top5_acc: 0.7109, loss_cls: 2.2655, loss: 3.7176, grad_norm: 7.3303 2021-12-03 08:48:52,437 - mmaction - INFO - Epoch [32][280/1345] lr: 1.000e-02, eta: 1 day, 21:52:50, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4086, top1_acc: 0.4758, top5_acc: 0.7383, loss_cls: 2.1608, loss: 3.5694, grad_norm: 7.1413 2021-12-03 08:49:11,642 - mmaction - INFO - Epoch [32][300/1345] lr: 1.000e-02, eta: 1 day, 21:52:24, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4271, top1_acc: 0.4727, top5_acc: 0.7359, loss_cls: 2.1884, loss: 3.6155, grad_norm: 7.4494 2021-12-03 08:49:30,865 - mmaction - INFO - Epoch [32][320/1345] lr: 1.000e-02, eta: 1 day, 21:51:58, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4407, top1_acc: 0.4594, top5_acc: 0.7102, loss_cls: 2.2850, loss: 3.7257, grad_norm: 7.3420 2021-12-03 08:49:50,055 - mmaction - INFO - Epoch [32][340/1345] lr: 1.000e-02, eta: 1 day, 21:51:31, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4187, top1_acc: 0.4766, top5_acc: 0.7273, loss_cls: 2.1827, loss: 3.6015, grad_norm: 7.2291 2021-12-03 08:50:09,257 - mmaction - INFO - Epoch [32][360/1345] lr: 1.000e-02, eta: 1 day, 21:51:05, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4450, top1_acc: 0.4437, top5_acc: 0.7297, loss_cls: 2.2816, loss: 3.7266, grad_norm: 7.4594 2021-12-03 08:50:28,466 - mmaction - INFO - Epoch [32][380/1345] lr: 1.000e-02, eta: 1 day, 21:50:39, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4061, top1_acc: 0.4773, top5_acc: 0.7289, loss_cls: 2.2009, loss: 3.6070, grad_norm: 7.5634 2021-12-03 08:50:47,692 - mmaction - INFO - Epoch [32][400/1345] lr: 1.000e-02, eta: 1 day, 21:50:13, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4304, top1_acc: 0.4570, top5_acc: 0.7422, loss_cls: 2.2392, loss: 3.6696, grad_norm: 7.6707 2021-12-03 08:51:06,939 - mmaction - INFO - Epoch [32][420/1345] lr: 1.000e-02, eta: 1 day, 21:49:47, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4309, top1_acc: 0.4711, top5_acc: 0.7383, loss_cls: 2.1982, loss: 3.6291, grad_norm: 7.3757 2021-12-03 08:51:26,153 - mmaction - INFO - Epoch [32][440/1345] lr: 1.000e-02, eta: 1 day, 21:49:20, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4118, top1_acc: 0.4727, top5_acc: 0.7430, loss_cls: 2.2147, loss: 3.6265, grad_norm: 7.4973 2021-12-03 08:51:45,357 - mmaction - INFO - Epoch [32][460/1345] lr: 1.000e-02, eta: 1 day, 21:48:54, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4381, top1_acc: 0.4367, top5_acc: 0.7383, loss_cls: 2.2506, loss: 3.6888, grad_norm: 7.7159 2021-12-03 08:52:04,582 - mmaction - INFO - Epoch [32][480/1345] lr: 1.000e-02, eta: 1 day, 21:48:28, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4366, top1_acc: 0.4430, top5_acc: 0.7109, loss_cls: 2.2688, loss: 3.7054, grad_norm: 7.2883 2021-12-03 08:52:23,788 - mmaction - INFO - Epoch [32][500/1345] lr: 1.000e-02, eta: 1 day, 21:48:02, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4372, top1_acc: 0.4508, top5_acc: 0.7336, loss_cls: 2.2656, loss: 3.7028, grad_norm: 7.3095 2021-12-03 08:52:43,026 - mmaction - INFO - Epoch [32][520/1345] lr: 1.000e-02, eta: 1 day, 21:47:36, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4744, top1_acc: 0.4570, top5_acc: 0.7180, loss_cls: 2.2866, loss: 3.7610, grad_norm: 7.4543 2021-12-03 08:53:02,245 - mmaction - INFO - Epoch [32][540/1345] lr: 1.000e-02, eta: 1 day, 21:47:10, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4230, top1_acc: 0.4688, top5_acc: 0.7305, loss_cls: 2.2276, loss: 3.6506, grad_norm: 7.3349 2021-12-03 08:53:21,432 - mmaction - INFO - Epoch [32][560/1345] lr: 1.000e-02, eta: 1 day, 21:46:43, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4358, top1_acc: 0.4414, top5_acc: 0.7109, loss_cls: 2.3080, loss: 3.7438, grad_norm: 7.4892 2021-12-03 08:53:40,662 - mmaction - INFO - Epoch [32][580/1345] lr: 1.000e-02, eta: 1 day, 21:46:17, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4246, top1_acc: 0.4453, top5_acc: 0.7305, loss_cls: 2.2211, loss: 3.6458, grad_norm: 7.3194 2021-12-03 08:53:59,884 - mmaction - INFO - Epoch [32][600/1345] lr: 1.000e-02, eta: 1 day, 21:45:51, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4379, top1_acc: 0.4578, top5_acc: 0.7242, loss_cls: 2.2507, loss: 3.6885, grad_norm: 7.3554 2021-12-03 08:54:19,107 - mmaction - INFO - Epoch [32][620/1345] lr: 1.000e-02, eta: 1 day, 21:45:25, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3867, top1_acc: 0.4914, top5_acc: 0.7297, loss_cls: 2.1712, loss: 3.5580, grad_norm: 7.1964 2021-12-03 08:54:38,302 - mmaction - INFO - Epoch [32][640/1345] lr: 1.000e-02, eta: 1 day, 21:44:59, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4306, top1_acc: 0.4523, top5_acc: 0.7188, loss_cls: 2.2590, loss: 3.6896, grad_norm: 7.4376 2021-12-03 08:54:57,514 - mmaction - INFO - Epoch [32][660/1345] lr: 1.000e-02, eta: 1 day, 21:44:33, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4350, top1_acc: 0.4586, top5_acc: 0.7039, loss_cls: 2.2515, loss: 3.6866, grad_norm: 7.4456 2021-12-03 08:55:16,726 - mmaction - INFO - Epoch [32][680/1345] lr: 1.000e-02, eta: 1 day, 21:44:07, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4307, top1_acc: 0.4594, top5_acc: 0.7375, loss_cls: 2.2225, loss: 3.6532, grad_norm: 7.4365 2021-12-03 08:55:35,937 - mmaction - INFO - Epoch [32][700/1345] lr: 1.000e-02, eta: 1 day, 21:43:41, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4438, top1_acc: 0.4492, top5_acc: 0.7281, loss_cls: 2.2460, loss: 3.6898, grad_norm: 7.4240 2021-12-03 08:55:55,148 - mmaction - INFO - Epoch [32][720/1345] lr: 1.000e-02, eta: 1 day, 21:43:15, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4672, top1_acc: 0.4352, top5_acc: 0.7148, loss_cls: 2.3308, loss: 3.7981, grad_norm: 7.3447 2021-12-03 08:56:14,357 - mmaction - INFO - Epoch [32][740/1345] lr: 1.000e-02, eta: 1 day, 21:42:48, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4362, top1_acc: 0.4594, top5_acc: 0.7320, loss_cls: 2.2394, loss: 3.6757, grad_norm: 7.3521 2021-12-03 08:56:33,512 - mmaction - INFO - Epoch [32][760/1345] lr: 1.000e-02, eta: 1 day, 21:42:22, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.4217, top1_acc: 0.4609, top5_acc: 0.7336, loss_cls: 2.2163, loss: 3.6380, grad_norm: 7.3451 2021-12-03 08:56:52,743 - mmaction - INFO - Epoch [32][780/1345] lr: 1.000e-02, eta: 1 day, 21:41:56, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4141, top1_acc: 0.4602, top5_acc: 0.7352, loss_cls: 2.2074, loss: 3.6214, grad_norm: 7.4512 2021-12-03 08:57:11,942 - mmaction - INFO - Epoch [32][800/1345] lr: 1.000e-02, eta: 1 day, 21:41:30, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4434, top1_acc: 0.4539, top5_acc: 0.7266, loss_cls: 2.2252, loss: 3.6686, grad_norm: 7.5619 2021-12-03 08:57:31,138 - mmaction - INFO - Epoch [32][820/1345] lr: 1.000e-02, eta: 1 day, 21:41:04, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4313, top1_acc: 0.4359, top5_acc: 0.7203, loss_cls: 2.3192, loss: 3.7505, grad_norm: 7.3547 2021-12-03 08:57:50,352 - mmaction - INFO - Epoch [32][840/1345] lr: 1.000e-02, eta: 1 day, 21:40:38, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4319, top1_acc: 0.4477, top5_acc: 0.7461, loss_cls: 2.2223, loss: 3.6542, grad_norm: 7.6689 2021-12-03 08:58:09,566 - mmaction - INFO - Epoch [32][860/1345] lr: 1.000e-02, eta: 1 day, 21:40:12, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4530, top1_acc: 0.4461, top5_acc: 0.7172, loss_cls: 2.3021, loss: 3.7550, grad_norm: 7.3390 2021-12-03 08:58:28,771 - mmaction - INFO - Epoch [32][880/1345] lr: 1.000e-02, eta: 1 day, 21:39:46, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4212, top1_acc: 0.4742, top5_acc: 0.7453, loss_cls: 2.1572, loss: 3.5784, grad_norm: 7.3992 2021-12-03 08:58:47,987 - mmaction - INFO - Epoch [32][900/1345] lr: 1.000e-02, eta: 1 day, 21:39:20, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4298, top1_acc: 0.4547, top5_acc: 0.7234, loss_cls: 2.2629, loss: 3.6927, grad_norm: 7.3776 2021-12-03 08:59:07,185 - mmaction - INFO - Epoch [32][920/1345] lr: 1.000e-02, eta: 1 day, 21:38:54, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4151, top1_acc: 0.4602, top5_acc: 0.7266, loss_cls: 2.2426, loss: 3.6577, grad_norm: 7.3156 2021-12-03 08:59:26,392 - mmaction - INFO - Epoch [32][940/1345] lr: 1.000e-02, eta: 1 day, 21:38:27, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4832, top1_acc: 0.4547, top5_acc: 0.7031, loss_cls: 2.3534, loss: 3.8366, grad_norm: 7.6247 2021-12-03 08:59:45,574 - mmaction - INFO - Epoch [32][960/1345] lr: 1.000e-02, eta: 1 day, 21:38:01, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4262, top1_acc: 0.4516, top5_acc: 0.7250, loss_cls: 2.2432, loss: 3.6694, grad_norm: 7.6294 2021-12-03 09:00:04,775 - mmaction - INFO - Epoch [32][980/1345] lr: 1.000e-02, eta: 1 day, 21:37:35, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4326, top1_acc: 0.4727, top5_acc: 0.7258, loss_cls: 2.2428, loss: 3.6754, grad_norm: 7.4166 2021-12-03 09:00:24,004 - mmaction - INFO - Epoch [32][1000/1345] lr: 1.000e-02, eta: 1 day, 21:37:09, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4159, top1_acc: 0.4734, top5_acc: 0.7320, loss_cls: 2.2312, loss: 3.6471, grad_norm: 7.3936 2021-12-03 09:00:43,211 - mmaction - INFO - Epoch [32][1020/1345] lr: 1.000e-02, eta: 1 day, 21:36:43, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4652, top1_acc: 0.4367, top5_acc: 0.6992, loss_cls: 2.3250, loss: 3.7902, grad_norm: 7.4997 2021-12-03 09:01:02,432 - mmaction - INFO - Epoch [32][1040/1345] lr: 1.000e-02, eta: 1 day, 21:36:17, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4381, top1_acc: 0.4539, top5_acc: 0.7156, loss_cls: 2.2884, loss: 3.7265, grad_norm: 7.2757 2021-12-03 09:01:21,660 - mmaction - INFO - Epoch [32][1060/1345] lr: 1.000e-02, eta: 1 day, 21:35:51, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4594, top1_acc: 0.4547, top5_acc: 0.7109, loss_cls: 2.2836, loss: 3.7431, grad_norm: 7.5193 2021-12-03 09:01:40,885 - mmaction - INFO - Epoch [32][1080/1345] lr: 1.000e-02, eta: 1 day, 21:35:25, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4406, top1_acc: 0.4398, top5_acc: 0.7180, loss_cls: 2.2801, loss: 3.7207, grad_norm: 7.4316 2021-12-03 09:02:00,095 - mmaction - INFO - Epoch [32][1100/1345] lr: 1.000e-02, eta: 1 day, 21:34:59, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4478, top1_acc: 0.4437, top5_acc: 0.7211, loss_cls: 2.2911, loss: 3.7389, grad_norm: 7.3092 2021-12-03 09:02:19,279 - mmaction - INFO - Epoch [32][1120/1345] lr: 1.000e-02, eta: 1 day, 21:34:33, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4763, top1_acc: 0.4453, top5_acc: 0.7016, loss_cls: 2.3415, loss: 3.8178, grad_norm: 7.4865 2021-12-03 09:02:38,498 - mmaction - INFO - Epoch [32][1140/1345] lr: 1.000e-02, eta: 1 day, 21:34:07, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4784, top1_acc: 0.4297, top5_acc: 0.6930, loss_cls: 2.3930, loss: 3.8715, grad_norm: 7.3908 2021-12-03 09:02:57,737 - mmaction - INFO - Epoch [32][1160/1345] lr: 1.000e-02, eta: 1 day, 21:33:42, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4413, top1_acc: 0.4453, top5_acc: 0.7219, loss_cls: 2.3114, loss: 3.7527, grad_norm: 7.4331 2021-12-03 09:03:16,942 - mmaction - INFO - Epoch [32][1180/1345] lr: 1.000e-02, eta: 1 day, 21:33:16, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4554, top1_acc: 0.4437, top5_acc: 0.7102, loss_cls: 2.3237, loss: 3.7791, grad_norm: 7.3428 2021-12-03 09:03:36,151 - mmaction - INFO - Epoch [32][1200/1345] lr: 1.000e-02, eta: 1 day, 21:32:50, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4424, top1_acc: 0.4313, top5_acc: 0.7148, loss_cls: 2.3069, loss: 3.7493, grad_norm: 7.5099 2021-12-03 09:03:55,356 - mmaction - INFO - Epoch [32][1220/1345] lr: 1.000e-02, eta: 1 day, 21:32:24, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4596, top1_acc: 0.4453, top5_acc: 0.7188, loss_cls: 2.2786, loss: 3.7382, grad_norm: 7.2451 2021-12-03 09:04:14,549 - mmaction - INFO - Epoch [32][1240/1345] lr: 1.000e-02, eta: 1 day, 21:31:58, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3825, top1_acc: 0.4930, top5_acc: 0.7273, loss_cls: 2.1320, loss: 3.5145, grad_norm: 6.9576 2021-12-03 09:04:33,738 - mmaction - INFO - Epoch [32][1260/1345] lr: 1.000e-02, eta: 1 day, 21:31:32, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4168, top1_acc: 0.4578, top5_acc: 0.7328, loss_cls: 2.1811, loss: 3.5979, grad_norm: 7.2987 2021-12-03 09:04:52,969 - mmaction - INFO - Epoch [32][1280/1345] lr: 1.000e-02, eta: 1 day, 21:31:06, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4606, top1_acc: 0.4250, top5_acc: 0.7086, loss_cls: 2.3175, loss: 3.7782, grad_norm: 7.4915 2021-12-03 09:05:12,156 - mmaction - INFO - Epoch [32][1300/1345] lr: 1.000e-02, eta: 1 day, 21:30:40, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4114, top1_acc: 0.4688, top5_acc: 0.7352, loss_cls: 2.2419, loss: 3.6533, grad_norm: 7.3352 2021-12-03 09:05:31,376 - mmaction - INFO - Epoch [32][1320/1345] lr: 1.000e-02, eta: 1 day, 21:30:14, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4761, top1_acc: 0.4234, top5_acc: 0.6992, loss_cls: 2.3579, loss: 3.8340, grad_norm: 7.6443 2021-12-03 09:05:50,585 - mmaction - INFO - Epoch [32][1340/1345] lr: 1.000e-02, eta: 1 day, 21:29:48, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3854, top1_acc: 0.4594, top5_acc: 0.7383, loss_cls: 2.1736, loss: 3.5591, grad_norm: 7.2389 2021-12-03 09:05:56,081 - mmaction - INFO - Saving checkpoint at 32 epochs 2021-12-03 09:07:58,498 - mmaction - INFO - Epoch [33][20/1345] lr: 1.000e-02, eta: 1 day, 21:34:57, time: 5.834, data_time: 4.885, memory: 8232, loss_aux: 1.3893, top1_acc: 0.4836, top5_acc: 0.7438, loss_cls: 2.1101, loss: 3.4994, grad_norm: 6.9844 2021-12-03 09:08:17,620 - mmaction - INFO - Epoch [33][40/1345] lr: 1.000e-02, eta: 1 day, 21:34:31, time: 0.956, data_time: 0.003, memory: 8232, loss_aux: 1.3994, top1_acc: 0.4680, top5_acc: 0.7281, loss_cls: 2.1899, loss: 3.5893, grad_norm: 7.2568 2021-12-03 09:08:36,719 - mmaction - INFO - Epoch [33][60/1345] lr: 1.000e-02, eta: 1 day, 21:34:04, time: 0.955, data_time: 0.001, memory: 8232, loss_aux: 1.4488, top1_acc: 0.4562, top5_acc: 0.7273, loss_cls: 2.2732, loss: 3.7219, grad_norm: 7.4434 2021-12-03 09:08:55,855 - mmaction - INFO - Epoch [33][80/1345] lr: 1.000e-02, eta: 1 day, 21:33:38, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 1.4068, top1_acc: 0.4758, top5_acc: 0.7391, loss_cls: 2.1625, loss: 3.5692, grad_norm: 7.3545 2021-12-03 09:09:15,020 - mmaction - INFO - Epoch [33][100/1345] lr: 1.000e-02, eta: 1 day, 21:33:12, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.4207, top1_acc: 0.4672, top5_acc: 0.7336, loss_cls: 2.2001, loss: 3.6207, grad_norm: 7.2643 2021-12-03 09:09:34,184 - mmaction - INFO - Epoch [33][120/1345] lr: 1.000e-02, eta: 1 day, 21:32:45, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.4055, top1_acc: 0.4898, top5_acc: 0.7266, loss_cls: 2.1663, loss: 3.5718, grad_norm: 7.0926 2021-12-03 09:09:53,323 - mmaction - INFO - Epoch [33][140/1345] lr: 1.000e-02, eta: 1 day, 21:32:19, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 1.4070, top1_acc: 0.4797, top5_acc: 0.7414, loss_cls: 2.1811, loss: 3.5881, grad_norm: 7.3044 2021-12-03 09:10:12,474 - mmaction - INFO - Epoch [33][160/1345] lr: 1.000e-02, eta: 1 day, 21:31:53, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 1.4318, top1_acc: 0.4602, top5_acc: 0.7234, loss_cls: 2.2516, loss: 3.6834, grad_norm: 7.4233 2021-12-03 09:10:31,621 - mmaction - INFO - Epoch [33][180/1345] lr: 1.000e-02, eta: 1 day, 21:31:26, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.4334, top1_acc: 0.4648, top5_acc: 0.7281, loss_cls: 2.2482, loss: 3.6817, grad_norm: 7.3562 2021-12-03 09:10:50,822 - mmaction - INFO - Epoch [33][200/1345] lr: 1.000e-02, eta: 1 day, 21:31:00, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4067, top1_acc: 0.4664, top5_acc: 0.7328, loss_cls: 2.2028, loss: 3.6095, grad_norm: 7.3796 2021-12-03 09:11:10,004 - mmaction - INFO - Epoch [33][220/1345] lr: 1.000e-02, eta: 1 day, 21:30:34, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3955, top1_acc: 0.4836, top5_acc: 0.7281, loss_cls: 2.1865, loss: 3.5819, grad_norm: 7.1881 2021-12-03 09:11:29,177 - mmaction - INFO - Epoch [33][240/1345] lr: 1.000e-02, eta: 1 day, 21:30:08, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3677, top1_acc: 0.4742, top5_acc: 0.7484, loss_cls: 2.1299, loss: 3.4975, grad_norm: 7.1933 2021-12-03 09:11:48,350 - mmaction - INFO - Epoch [33][260/1345] lr: 1.000e-02, eta: 1 day, 21:29:42, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4382, top1_acc: 0.4578, top5_acc: 0.7211, loss_cls: 2.2405, loss: 3.6787, grad_norm: 7.5122 2021-12-03 09:12:07,525 - mmaction - INFO - Epoch [33][280/1345] lr: 1.000e-02, eta: 1 day, 21:29:16, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4225, top1_acc: 0.4578, top5_acc: 0.7164, loss_cls: 2.2714, loss: 3.6938, grad_norm: 7.4880 2021-12-03 09:12:26,688 - mmaction - INFO - Epoch [33][300/1345] lr: 1.000e-02, eta: 1 day, 21:28:49, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.4408, top1_acc: 0.4445, top5_acc: 0.7242, loss_cls: 2.2803, loss: 3.7211, grad_norm: 7.5764 2021-12-03 09:12:45,882 - mmaction - INFO - Epoch [33][320/1345] lr: 1.000e-02, eta: 1 day, 21:28:23, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4545, top1_acc: 0.4453, top5_acc: 0.7195, loss_cls: 2.2773, loss: 3.7318, grad_norm: 7.3814 2021-12-03 09:13:05,071 - mmaction - INFO - Epoch [33][340/1345] lr: 1.000e-02, eta: 1 day, 21:27:57, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4393, top1_acc: 0.4570, top5_acc: 0.7148, loss_cls: 2.2734, loss: 3.7128, grad_norm: 7.3566 2021-12-03 09:13:24,284 - mmaction - INFO - Epoch [33][360/1345] lr: 1.000e-02, eta: 1 day, 21:27:31, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4073, top1_acc: 0.4648, top5_acc: 0.7281, loss_cls: 2.1982, loss: 3.6055, grad_norm: 7.4277 2021-12-03 09:13:43,488 - mmaction - INFO - Epoch [33][380/1345] lr: 1.000e-02, eta: 1 day, 21:27:05, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4554, top1_acc: 0.4375, top5_acc: 0.7117, loss_cls: 2.3161, loss: 3.7714, grad_norm: 7.4411 2021-12-03 09:14:02,672 - mmaction - INFO - Epoch [33][400/1345] lr: 1.000e-02, eta: 1 day, 21:26:39, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4626, top1_acc: 0.4398, top5_acc: 0.7086, loss_cls: 2.3227, loss: 3.7853, grad_norm: 7.3555 2021-12-03 09:14:21,865 - mmaction - INFO - Epoch [33][420/1345] lr: 1.000e-02, eta: 1 day, 21:26:13, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4414, top1_acc: 0.4570, top5_acc: 0.7359, loss_cls: 2.2583, loss: 3.6997, grad_norm: 7.1921 2021-12-03 09:14:41,028 - mmaction - INFO - Epoch [33][440/1345] lr: 1.000e-02, eta: 1 day, 21:25:47, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.4145, top1_acc: 0.4555, top5_acc: 0.7352, loss_cls: 2.2256, loss: 3.6401, grad_norm: 7.2861 2021-12-03 09:15:00,204 - mmaction - INFO - Epoch [33][460/1345] lr: 1.000e-02, eta: 1 day, 21:25:21, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4361, top1_acc: 0.4672, top5_acc: 0.7227, loss_cls: 2.2959, loss: 3.7320, grad_norm: 7.3358 2021-12-03 09:15:19,401 - mmaction - INFO - Epoch [33][480/1345] lr: 1.000e-02, eta: 1 day, 21:24:55, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4407, top1_acc: 0.4688, top5_acc: 0.7109, loss_cls: 2.2577, loss: 3.6984, grad_norm: 7.3866 2021-12-03 09:15:38,593 - mmaction - INFO - Epoch [33][500/1345] lr: 1.000e-02, eta: 1 day, 21:24:29, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4285, top1_acc: 0.4562, top5_acc: 0.7367, loss_cls: 2.2339, loss: 3.6624, grad_norm: 7.3469 2021-12-03 09:15:57,811 - mmaction - INFO - Epoch [33][520/1345] lr: 1.000e-02, eta: 1 day, 21:24:03, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4252, top1_acc: 0.4547, top5_acc: 0.7336, loss_cls: 2.2085, loss: 3.6338, grad_norm: 7.3000 2021-12-03 09:16:16,988 - mmaction - INFO - Epoch [33][540/1345] lr: 1.000e-02, eta: 1 day, 21:23:37, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4455, top1_acc: 0.4281, top5_acc: 0.7172, loss_cls: 2.2848, loss: 3.7304, grad_norm: 7.5605 2021-12-03 09:16:36,197 - mmaction - INFO - Epoch [33][560/1345] lr: 1.000e-02, eta: 1 day, 21:23:11, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4165, top1_acc: 0.4531, top5_acc: 0.7148, loss_cls: 2.2738, loss: 3.6904, grad_norm: 7.4669 2021-12-03 09:16:55,373 - mmaction - INFO - Epoch [33][580/1345] lr: 1.000e-02, eta: 1 day, 21:22:45, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4091, top1_acc: 0.4617, top5_acc: 0.7367, loss_cls: 2.2415, loss: 3.6506, grad_norm: 7.3885 2021-12-03 09:17:14,567 - mmaction - INFO - Epoch [33][600/1345] lr: 1.000e-02, eta: 1 day, 21:22:19, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4389, top1_acc: 0.4453, top5_acc: 0.7273, loss_cls: 2.2803, loss: 3.7192, grad_norm: 7.4357 2021-12-03 09:17:33,750 - mmaction - INFO - Epoch [33][620/1345] lr: 1.000e-02, eta: 1 day, 21:21:53, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4414, top1_acc: 0.4500, top5_acc: 0.7070, loss_cls: 2.2773, loss: 3.7187, grad_norm: 7.3409 2021-12-03 09:17:52,915 - mmaction - INFO - Epoch [33][640/1345] lr: 1.000e-02, eta: 1 day, 21:21:27, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.4624, top1_acc: 0.4414, top5_acc: 0.7094, loss_cls: 2.3238, loss: 3.7862, grad_norm: 7.4735 2021-12-03 09:18:12,084 - mmaction - INFO - Epoch [33][660/1345] lr: 1.000e-02, eta: 1 day, 21:21:01, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.4419, top1_acc: 0.4695, top5_acc: 0.7203, loss_cls: 2.2338, loss: 3.6756, grad_norm: 7.4175 2021-12-03 09:18:31,271 - mmaction - INFO - Epoch [33][680/1345] lr: 1.000e-02, eta: 1 day, 21:20:35, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4041, top1_acc: 0.4820, top5_acc: 0.7383, loss_cls: 2.1663, loss: 3.5705, grad_norm: 7.4147 2021-12-03 09:18:50,460 - mmaction - INFO - Epoch [33][700/1345] lr: 1.000e-02, eta: 1 day, 21:20:09, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4816, top1_acc: 0.4391, top5_acc: 0.6875, loss_cls: 2.3797, loss: 3.8613, grad_norm: 7.6236 2021-12-03 09:19:09,643 - mmaction - INFO - Epoch [33][720/1345] lr: 1.000e-02, eta: 1 day, 21:19:43, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4276, top1_acc: 0.4617, top5_acc: 0.7328, loss_cls: 2.2129, loss: 3.6404, grad_norm: 7.4262 2021-12-03 09:19:28,806 - mmaction - INFO - Epoch [33][740/1345] lr: 1.000e-02, eta: 1 day, 21:19:17, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.4459, top1_acc: 0.4508, top5_acc: 0.7148, loss_cls: 2.2930, loss: 3.7389, grad_norm: 7.5427 2021-12-03 09:19:47,986 - mmaction - INFO - Epoch [33][760/1345] lr: 1.000e-02, eta: 1 day, 21:18:51, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4696, top1_acc: 0.4344, top5_acc: 0.7008, loss_cls: 2.3346, loss: 3.8043, grad_norm: 7.4524 2021-12-03 09:20:07,186 - mmaction - INFO - Epoch [33][780/1345] lr: 1.000e-02, eta: 1 day, 21:18:25, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4369, top1_acc: 0.4398, top5_acc: 0.7328, loss_cls: 2.2545, loss: 3.6914, grad_norm: 7.6123 2021-12-03 09:20:26,382 - mmaction - INFO - Epoch [33][800/1345] lr: 1.000e-02, eta: 1 day, 21:17:59, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4224, top1_acc: 0.4734, top5_acc: 0.7211, loss_cls: 2.1919, loss: 3.6142, grad_norm: 7.3549 2021-12-03 09:20:45,604 - mmaction - INFO - Epoch [33][820/1345] lr: 1.000e-02, eta: 1 day, 21:17:33, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4332, top1_acc: 0.4602, top5_acc: 0.7258, loss_cls: 2.2694, loss: 3.7026, grad_norm: 7.4814 2021-12-03 09:21:04,819 - mmaction - INFO - Epoch [33][840/1345] lr: 1.000e-02, eta: 1 day, 21:17:07, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4183, top1_acc: 0.4383, top5_acc: 0.7367, loss_cls: 2.2241, loss: 3.6423, grad_norm: 7.4140 2021-12-03 09:21:24,030 - mmaction - INFO - Epoch [33][860/1345] lr: 1.000e-02, eta: 1 day, 21:16:42, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3790, top1_acc: 0.4883, top5_acc: 0.7477, loss_cls: 2.1265, loss: 3.5055, grad_norm: 7.3387 2021-12-03 09:21:43,238 - mmaction - INFO - Epoch [33][880/1345] lr: 1.000e-02, eta: 1 day, 21:16:16, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4282, top1_acc: 0.4453, top5_acc: 0.7227, loss_cls: 2.2608, loss: 3.6890, grad_norm: 7.4244 2021-12-03 09:22:02,471 - mmaction - INFO - Epoch [33][900/1345] lr: 1.000e-02, eta: 1 day, 21:15:50, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4177, top1_acc: 0.4437, top5_acc: 0.7195, loss_cls: 2.2794, loss: 3.6971, grad_norm: 7.4073 2021-12-03 09:22:21,692 - mmaction - INFO - Epoch [33][920/1345] lr: 1.000e-02, eta: 1 day, 21:15:24, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4237, top1_acc: 0.4523, top5_acc: 0.7164, loss_cls: 2.2527, loss: 3.6764, grad_norm: 7.1991 2021-12-03 09:22:40,901 - mmaction - INFO - Epoch [33][940/1345] lr: 1.000e-02, eta: 1 day, 21:14:58, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4305, top1_acc: 0.4578, top5_acc: 0.7289, loss_cls: 2.2514, loss: 3.6819, grad_norm: 7.4582 2021-12-03 09:23:00,116 - mmaction - INFO - Epoch [33][960/1345] lr: 1.000e-02, eta: 1 day, 21:14:33, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4269, top1_acc: 0.4562, top5_acc: 0.7266, loss_cls: 2.2169, loss: 3.6438, grad_norm: 7.3289 2021-12-03 09:23:19,287 - mmaction - INFO - Epoch [33][980/1345] lr: 1.000e-02, eta: 1 day, 21:14:07, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4362, top1_acc: 0.4523, top5_acc: 0.7227, loss_cls: 2.2705, loss: 3.7067, grad_norm: 7.5058 2021-12-03 09:23:38,508 - mmaction - INFO - Epoch [33][1000/1345] lr: 1.000e-02, eta: 1 day, 21:13:41, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4240, top1_acc: 0.4508, top5_acc: 0.7164, loss_cls: 2.2858, loss: 3.7098, grad_norm: 7.4184 2021-12-03 09:23:57,705 - mmaction - INFO - Epoch [33][1020/1345] lr: 1.000e-02, eta: 1 day, 21:13:15, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4404, top1_acc: 0.4547, top5_acc: 0.7289, loss_cls: 2.2793, loss: 3.7198, grad_norm: 7.5419 2021-12-03 09:24:16,907 - mmaction - INFO - Epoch [33][1040/1345] lr: 1.000e-02, eta: 1 day, 21:12:49, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4238, top1_acc: 0.4594, top5_acc: 0.7211, loss_cls: 2.2664, loss: 3.6902, grad_norm: 7.4574 2021-12-03 09:24:36,091 - mmaction - INFO - Epoch [33][1060/1345] lr: 1.000e-02, eta: 1 day, 21:12:23, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4126, top1_acc: 0.4656, top5_acc: 0.7180, loss_cls: 2.2609, loss: 3.6735, grad_norm: 7.3945 2021-12-03 09:24:55,307 - mmaction - INFO - Epoch [33][1080/1345] lr: 1.000e-02, eta: 1 day, 21:11:58, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4101, top1_acc: 0.4555, top5_acc: 0.7297, loss_cls: 2.2302, loss: 3.6403, grad_norm: 7.3972 2021-12-03 09:25:14,524 - mmaction - INFO - Epoch [33][1100/1345] lr: 1.000e-02, eta: 1 day, 21:11:32, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4524, top1_acc: 0.4344, top5_acc: 0.7008, loss_cls: 2.3084, loss: 3.7607, grad_norm: 7.5177 2021-12-03 09:25:33,732 - mmaction - INFO - Epoch [33][1120/1345] lr: 1.000e-02, eta: 1 day, 21:11:06, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4881, top1_acc: 0.4195, top5_acc: 0.7016, loss_cls: 2.3991, loss: 3.8871, grad_norm: 7.5804 2021-12-03 09:25:52,925 - mmaction - INFO - Epoch [33][1140/1345] lr: 1.000e-02, eta: 1 day, 21:10:40, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4253, top1_acc: 0.4617, top5_acc: 0.7273, loss_cls: 2.2117, loss: 3.6370, grad_norm: 7.3783 2021-12-03 09:26:12,116 - mmaction - INFO - Epoch [33][1160/1345] lr: 1.000e-02, eta: 1 day, 21:10:14, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4724, top1_acc: 0.4352, top5_acc: 0.7125, loss_cls: 2.3266, loss: 3.7990, grad_norm: 7.5252 2021-12-03 09:26:31,332 - mmaction - INFO - Epoch [33][1180/1345] lr: 1.000e-02, eta: 1 day, 21:09:49, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4519, top1_acc: 0.4453, top5_acc: 0.6945, loss_cls: 2.3292, loss: 3.7811, grad_norm: 7.2967 2021-12-03 09:26:50,553 - mmaction - INFO - Epoch [33][1200/1345] lr: 1.000e-02, eta: 1 day, 21:09:23, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4438, top1_acc: 0.4508, top5_acc: 0.7227, loss_cls: 2.2968, loss: 3.7407, grad_norm: 7.4855 2021-12-03 09:27:09,765 - mmaction - INFO - Epoch [33][1220/1345] lr: 1.000e-02, eta: 1 day, 21:08:57, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4410, top1_acc: 0.4383, top5_acc: 0.7305, loss_cls: 2.2589, loss: 3.6999, grad_norm: 7.3926 2021-12-03 09:27:28,965 - mmaction - INFO - Epoch [33][1240/1345] lr: 1.000e-02, eta: 1 day, 21:08:31, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4266, top1_acc: 0.4602, top5_acc: 0.7305, loss_cls: 2.2559, loss: 3.6825, grad_norm: 7.3893 2021-12-03 09:27:48,155 - mmaction - INFO - Epoch [33][1260/1345] lr: 1.000e-02, eta: 1 day, 21:08:06, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.5114, top1_acc: 0.4227, top5_acc: 0.6937, loss_cls: 2.3868, loss: 3.8982, grad_norm: 7.5096 2021-12-03 09:28:07,351 - mmaction - INFO - Epoch [33][1280/1345] lr: 1.000e-02, eta: 1 day, 21:07:40, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4324, top1_acc: 0.4477, top5_acc: 0.7281, loss_cls: 2.2962, loss: 3.7286, grad_norm: 7.6387 2021-12-03 09:28:26,603 - mmaction - INFO - Epoch [33][1300/1345] lr: 1.000e-02, eta: 1 day, 21:07:14, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.4095, top1_acc: 0.4469, top5_acc: 0.7320, loss_cls: 2.2551, loss: 3.6646, grad_norm: 7.4128 2021-12-03 09:28:45,850 - mmaction - INFO - Epoch [33][1320/1345] lr: 1.000e-02, eta: 1 day, 21:06:49, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4381, top1_acc: 0.4336, top5_acc: 0.7156, loss_cls: 2.3320, loss: 3.7701, grad_norm: 7.6058 2021-12-03 09:29:05,067 - mmaction - INFO - Epoch [33][1340/1345] lr: 1.000e-02, eta: 1 day, 21:06:23, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4315, top1_acc: 0.4445, top5_acc: 0.7016, loss_cls: 2.2761, loss: 3.7076, grad_norm: 7.2988 2021-12-03 09:29:10,729 - mmaction - INFO - Saving checkpoint at 33 epochs 2021-12-03 09:31:12,483 - mmaction - INFO - Epoch [34][20/1345] lr: 1.000e-02, eta: 1 day, 21:11:17, time: 5.798, data_time: 4.848, memory: 8232, loss_aux: 1.4092, top1_acc: 0.4617, top5_acc: 0.7328, loss_cls: 2.1652, loss: 3.5744, grad_norm: 7.1597 2021-12-03 09:31:31,561 - mmaction - INFO - Epoch [34][40/1345] lr: 1.000e-02, eta: 1 day, 21:10:50, time: 0.954, data_time: 0.003, memory: 8232, loss_aux: 1.4343, top1_acc: 0.4602, top5_acc: 0.7141, loss_cls: 2.2925, loss: 3.7268, grad_norm: 7.3409 2021-12-03 09:31:50,649 - mmaction - INFO - Epoch [34][60/1345] lr: 1.000e-02, eta: 1 day, 21:10:24, time: 0.954, data_time: 0.001, memory: 8232, loss_aux: 1.4229, top1_acc: 0.4602, top5_acc: 0.7273, loss_cls: 2.2315, loss: 3.6545, grad_norm: 7.2261 2021-12-03 09:32:09,767 - mmaction - INFO - Epoch [34][80/1345] lr: 1.000e-02, eta: 1 day, 21:09:58, time: 0.956, data_time: 0.002, memory: 8232, loss_aux: 1.4239, top1_acc: 0.4570, top5_acc: 0.7320, loss_cls: 2.1983, loss: 3.6222, grad_norm: 7.2828 2021-12-03 09:32:28,904 - mmaction - INFO - Epoch [34][100/1345] lr: 1.000e-02, eta: 1 day, 21:09:32, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 1.4047, top1_acc: 0.4602, top5_acc: 0.7352, loss_cls: 2.1769, loss: 3.5817, grad_norm: 7.3149 2021-12-03 09:32:48,088 - mmaction - INFO - Epoch [34][120/1345] lr: 1.000e-02, eta: 1 day, 21:09:06, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4215, top1_acc: 0.4797, top5_acc: 0.7219, loss_cls: 2.2521, loss: 3.6736, grad_norm: 7.4764 2021-12-03 09:33:07,246 - mmaction - INFO - Epoch [34][140/1345] lr: 1.000e-02, eta: 1 day, 21:08:40, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.4093, top1_acc: 0.4633, top5_acc: 0.7328, loss_cls: 2.1918, loss: 3.6011, grad_norm: 7.4091 2021-12-03 09:33:26,402 - mmaction - INFO - Epoch [34][160/1345] lr: 1.000e-02, eta: 1 day, 21:08:14, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.3881, top1_acc: 0.4805, top5_acc: 0.7430, loss_cls: 2.1220, loss: 3.5101, grad_norm: 7.0603 2021-12-03 09:33:45,577 - mmaction - INFO - Epoch [34][180/1345] lr: 1.000e-02, eta: 1 day, 21:07:48, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4233, top1_acc: 0.4672, top5_acc: 0.7219, loss_cls: 2.2100, loss: 3.6333, grad_norm: 7.2957 2021-12-03 09:34:04,721 - mmaction - INFO - Epoch [34][200/1345] lr: 1.000e-02, eta: 1 day, 21:07:22, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 1.4230, top1_acc: 0.4727, top5_acc: 0.7367, loss_cls: 2.1908, loss: 3.6138, grad_norm: 7.4560 2021-12-03 09:34:23,878 - mmaction - INFO - Epoch [34][220/1345] lr: 1.000e-02, eta: 1 day, 21:06:56, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.4072, top1_acc: 0.4789, top5_acc: 0.7414, loss_cls: 2.1857, loss: 3.5929, grad_norm: 7.3972 2021-12-03 09:34:43,053 - mmaction - INFO - Epoch [34][240/1345] lr: 1.000e-02, eta: 1 day, 21:06:30, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4638, top1_acc: 0.4398, top5_acc: 0.7102, loss_cls: 2.3078, loss: 3.7716, grad_norm: 7.4970 2021-12-03 09:35:02,217 - mmaction - INFO - Epoch [34][260/1345] lr: 1.000e-02, eta: 1 day, 21:06:04, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.3954, top1_acc: 0.4547, top5_acc: 0.7328, loss_cls: 2.2193, loss: 3.6147, grad_norm: 7.4116 2021-12-03 09:35:21,393 - mmaction - INFO - Epoch [34][280/1345] lr: 1.000e-02, eta: 1 day, 21:05:38, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4082, top1_acc: 0.4688, top5_acc: 0.7219, loss_cls: 2.2392, loss: 3.6475, grad_norm: 7.3586 2021-12-03 09:35:40,584 - mmaction - INFO - Epoch [34][300/1345] lr: 1.000e-02, eta: 1 day, 21:05:12, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4196, top1_acc: 0.4570, top5_acc: 0.7336, loss_cls: 2.2093, loss: 3.6289, grad_norm: 7.1301 2021-12-03 09:35:59,747 - mmaction - INFO - Epoch [34][320/1345] lr: 1.000e-02, eta: 1 day, 21:04:46, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.4094, top1_acc: 0.4625, top5_acc: 0.7297, loss_cls: 2.2083, loss: 3.6177, grad_norm: 7.2380 2021-12-03 09:36:18,951 - mmaction - INFO - Epoch [34][340/1345] lr: 1.000e-02, eta: 1 day, 21:04:20, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4116, top1_acc: 0.4742, top5_acc: 0.7289, loss_cls: 2.1866, loss: 3.5982, grad_norm: 7.3939 2021-12-03 09:36:38,131 - mmaction - INFO - Epoch [34][360/1345] lr: 1.000e-02, eta: 1 day, 21:03:54, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4500, top1_acc: 0.4531, top5_acc: 0.7117, loss_cls: 2.3042, loss: 3.7542, grad_norm: 7.6598 2021-12-03 09:36:57,360 - mmaction - INFO - Epoch [34][380/1345] lr: 1.000e-02, eta: 1 day, 21:03:29, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4206, top1_acc: 0.4547, top5_acc: 0.7242, loss_cls: 2.2270, loss: 3.6475, grad_norm: 7.6114 2021-12-03 09:37:16,576 - mmaction - INFO - Epoch [34][400/1345] lr: 1.000e-02, eta: 1 day, 21:03:03, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3866, top1_acc: 0.4859, top5_acc: 0.7562, loss_cls: 2.1294, loss: 3.5160, grad_norm: 7.3313 2021-12-03 09:37:35,781 - mmaction - INFO - Epoch [34][420/1345] lr: 1.000e-02, eta: 1 day, 21:02:37, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4423, top1_acc: 0.4328, top5_acc: 0.7141, loss_cls: 2.3139, loss: 3.7562, grad_norm: 7.5875 2021-12-03 09:37:54,968 - mmaction - INFO - Epoch [34][440/1345] lr: 1.000e-02, eta: 1 day, 21:02:11, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4092, top1_acc: 0.4641, top5_acc: 0.7242, loss_cls: 2.2173, loss: 3.6265, grad_norm: 7.5103 2021-12-03 09:38:14,145 - mmaction - INFO - Epoch [34][460/1345] lr: 1.000e-02, eta: 1 day, 21:01:46, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4304, top1_acc: 0.4547, top5_acc: 0.7227, loss_cls: 2.2574, loss: 3.6878, grad_norm: 7.3929 2021-12-03 09:38:33,296 - mmaction - INFO - Epoch [34][480/1345] lr: 1.000e-02, eta: 1 day, 21:01:20, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.4401, top1_acc: 0.4367, top5_acc: 0.7180, loss_cls: 2.3085, loss: 3.7486, grad_norm: 7.4555 2021-12-03 09:38:52,501 - mmaction - INFO - Epoch [34][500/1345] lr: 1.000e-02, eta: 1 day, 21:00:54, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3670, top1_acc: 0.4625, top5_acc: 0.7477, loss_cls: 2.1649, loss: 3.5319, grad_norm: 7.3547 2021-12-03 09:39:11,666 - mmaction - INFO - Epoch [34][520/1345] lr: 1.000e-02, eta: 1 day, 21:00:28, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.4412, top1_acc: 0.4578, top5_acc: 0.6977, loss_cls: 2.2855, loss: 3.7268, grad_norm: 7.3701 2021-12-03 09:39:30,882 - mmaction - INFO - Epoch [34][540/1345] lr: 1.000e-02, eta: 1 day, 21:00:02, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4234, top1_acc: 0.4727, top5_acc: 0.7180, loss_cls: 2.2410, loss: 3.6644, grad_norm: 7.4354 2021-12-03 09:39:50,075 - mmaction - INFO - Epoch [34][560/1345] lr: 1.000e-02, eta: 1 day, 20:59:36, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4526, top1_acc: 0.4430, top5_acc: 0.7172, loss_cls: 2.2982, loss: 3.7507, grad_norm: 7.4109 2021-12-03 09:40:09,263 - mmaction - INFO - Epoch [34][580/1345] lr: 1.000e-02, eta: 1 day, 20:59:11, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4266, top1_acc: 0.4484, top5_acc: 0.7148, loss_cls: 2.2688, loss: 3.6954, grad_norm: 7.2621 2021-12-03 09:40:28,452 - mmaction - INFO - Epoch [34][600/1345] lr: 1.000e-02, eta: 1 day, 20:58:45, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4586, top1_acc: 0.4414, top5_acc: 0.7125, loss_cls: 2.2779, loss: 3.7365, grad_norm: 7.3740 2021-12-03 09:40:47,623 - mmaction - INFO - Epoch [34][620/1345] lr: 1.000e-02, eta: 1 day, 20:58:19, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4054, top1_acc: 0.4773, top5_acc: 0.7336, loss_cls: 2.1607, loss: 3.5661, grad_norm: 7.3402 2021-12-03 09:41:06,831 - mmaction - INFO - Epoch [34][640/1345] lr: 1.000e-02, eta: 1 day, 20:57:53, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4099, top1_acc: 0.4758, top5_acc: 0.7352, loss_cls: 2.1796, loss: 3.5896, grad_norm: 7.3030 2021-12-03 09:41:26,016 - mmaction - INFO - Epoch [34][660/1345] lr: 1.000e-02, eta: 1 day, 20:57:28, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4366, top1_acc: 0.4453, top5_acc: 0.7094, loss_cls: 2.2770, loss: 3.7136, grad_norm: 7.6301 2021-12-03 09:41:45,205 - mmaction - INFO - Epoch [34][680/1345] lr: 1.000e-02, eta: 1 day, 20:57:02, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4065, top1_acc: 0.4805, top5_acc: 0.7234, loss_cls: 2.2079, loss: 3.6144, grad_norm: 7.3820 2021-12-03 09:42:04,379 - mmaction - INFO - Epoch [34][700/1345] lr: 1.000e-02, eta: 1 day, 20:56:36, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4575, top1_acc: 0.4297, top5_acc: 0.7070, loss_cls: 2.3361, loss: 3.7936, grad_norm: 7.6813 2021-12-03 09:42:23,547 - mmaction - INFO - Epoch [34][720/1345] lr: 1.000e-02, eta: 1 day, 20:56:10, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.4455, top1_acc: 0.4555, top5_acc: 0.7070, loss_cls: 2.3118, loss: 3.7573, grad_norm: 7.5722 2021-12-03 09:42:42,729 - mmaction - INFO - Epoch [34][740/1345] lr: 1.000e-02, eta: 1 day, 20:55:44, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4234, top1_acc: 0.4453, top5_acc: 0.7258, loss_cls: 2.2675, loss: 3.6909, grad_norm: 7.4699 2021-12-03 09:43:01,896 - mmaction - INFO - Epoch [34][760/1345] lr: 1.000e-02, eta: 1 day, 20:55:19, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.4156, top1_acc: 0.4688, top5_acc: 0.7383, loss_cls: 2.2180, loss: 3.6335, grad_norm: 7.4179 2021-12-03 09:43:21,095 - mmaction - INFO - Epoch [34][780/1345] lr: 1.000e-02, eta: 1 day, 20:54:53, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4032, top1_acc: 0.4680, top5_acc: 0.7320, loss_cls: 2.2055, loss: 3.6087, grad_norm: 7.4054 2021-12-03 09:43:40,266 - mmaction - INFO - Epoch [34][800/1345] lr: 1.000e-02, eta: 1 day, 20:54:27, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3971, top1_acc: 0.4656, top5_acc: 0.7336, loss_cls: 2.2264, loss: 3.6235, grad_norm: 7.4971 2021-12-03 09:43:59,466 - mmaction - INFO - Epoch [34][820/1345] lr: 1.000e-02, eta: 1 day, 20:54:01, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4223, top1_acc: 0.4680, top5_acc: 0.7406, loss_cls: 2.1928, loss: 3.6151, grad_norm: 7.5265 2021-12-03 09:44:18,657 - mmaction - INFO - Epoch [34][840/1345] lr: 1.000e-02, eta: 1 day, 20:53:36, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4214, top1_acc: 0.4633, top5_acc: 0.7172, loss_cls: 2.2327, loss: 3.6541, grad_norm: 7.7206 2021-12-03 09:44:37,848 - mmaction - INFO - Epoch [34][860/1345] lr: 1.000e-02, eta: 1 day, 20:53:10, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3973, top1_acc: 0.4531, top5_acc: 0.7383, loss_cls: 2.1985, loss: 3.5958, grad_norm: 7.2855 2021-12-03 09:44:57,014 - mmaction - INFO - Epoch [34][880/1345] lr: 1.000e-02, eta: 1 day, 20:52:44, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.4196, top1_acc: 0.4500, top5_acc: 0.7211, loss_cls: 2.2406, loss: 3.6602, grad_norm: 7.3028 2021-12-03 09:45:16,182 - mmaction - INFO - Epoch [34][900/1345] lr: 1.000e-02, eta: 1 day, 20:52:18, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.4511, top1_acc: 0.4516, top5_acc: 0.7164, loss_cls: 2.2767, loss: 3.7278, grad_norm: 7.5242 2021-12-03 09:45:35,372 - mmaction - INFO - Epoch [34][920/1345] lr: 1.000e-02, eta: 1 day, 20:51:53, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4293, top1_acc: 0.4453, top5_acc: 0.7211, loss_cls: 2.2591, loss: 3.6884, grad_norm: 7.4467 2021-12-03 09:45:54,538 - mmaction - INFO - Epoch [34][940/1345] lr: 1.000e-02, eta: 1 day, 20:51:27, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.4051, top1_acc: 0.4602, top5_acc: 0.7266, loss_cls: 2.2271, loss: 3.6322, grad_norm: 7.3577 2021-12-03 09:46:13,742 - mmaction - INFO - Epoch [34][960/1345] lr: 1.000e-02, eta: 1 day, 20:51:01, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4194, top1_acc: 0.4516, top5_acc: 0.7195, loss_cls: 2.2794, loss: 3.6989, grad_norm: 7.5801 2021-12-03 09:46:32,938 - mmaction - INFO - Epoch [34][980/1345] lr: 1.000e-02, eta: 1 day, 20:50:36, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4763, top1_acc: 0.4273, top5_acc: 0.7094, loss_cls: 2.3765, loss: 3.8528, grad_norm: 7.4897 2021-12-03 09:46:52,111 - mmaction - INFO - Epoch [34][1000/1345] lr: 1.000e-02, eta: 1 day, 20:50:10, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4215, top1_acc: 0.4484, top5_acc: 0.7094, loss_cls: 2.2850, loss: 3.7065, grad_norm: 7.2115 2021-12-03 09:47:11,307 - mmaction - INFO - Epoch [34][1020/1345] lr: 1.000e-02, eta: 1 day, 20:49:44, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4350, top1_acc: 0.4500, top5_acc: 0.7297, loss_cls: 2.2591, loss: 3.6941, grad_norm: 7.4973 2021-12-03 09:47:30,490 - mmaction - INFO - Epoch [34][1040/1345] lr: 1.000e-02, eta: 1 day, 20:49:19, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4282, top1_acc: 0.4594, top5_acc: 0.7227, loss_cls: 2.2297, loss: 3.6579, grad_norm: 7.2938 2021-12-03 09:47:49,675 - mmaction - INFO - Epoch [34][1060/1345] lr: 1.000e-02, eta: 1 day, 20:48:53, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4223, top1_acc: 0.4680, top5_acc: 0.7305, loss_cls: 2.1886, loss: 3.6109, grad_norm: 7.2942 2021-12-03 09:48:08,873 - mmaction - INFO - Epoch [34][1080/1345] lr: 1.000e-02, eta: 1 day, 20:48:27, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3991, top1_acc: 0.4781, top5_acc: 0.7328, loss_cls: 2.1805, loss: 3.5796, grad_norm: 7.3167 2021-12-03 09:48:28,061 - mmaction - INFO - Epoch [34][1100/1345] lr: 1.000e-02, eta: 1 day, 20:48:02, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4014, top1_acc: 0.4414, top5_acc: 0.7352, loss_cls: 2.2442, loss: 3.6456, grad_norm: 7.5742 2021-12-03 09:48:47,240 - mmaction - INFO - Epoch [34][1120/1345] lr: 1.000e-02, eta: 1 day, 20:47:36, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4128, top1_acc: 0.4336, top5_acc: 0.7211, loss_cls: 2.2794, loss: 3.6922, grad_norm: 7.4093 2021-12-03 09:49:06,428 - mmaction - INFO - Epoch [34][1140/1345] lr: 1.000e-02, eta: 1 day, 20:47:11, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4250, top1_acc: 0.4398, top5_acc: 0.7125, loss_cls: 2.3078, loss: 3.7327, grad_norm: 7.4371 2021-12-03 09:49:25,634 - mmaction - INFO - Epoch [34][1160/1345] lr: 1.000e-02, eta: 1 day, 20:46:45, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4272, top1_acc: 0.4734, top5_acc: 0.7109, loss_cls: 2.2578, loss: 3.6849, grad_norm: 7.5334 2021-12-03 09:49:44,824 - mmaction - INFO - Epoch [34][1180/1345] lr: 1.000e-02, eta: 1 day, 20:46:19, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4612, top1_acc: 0.4523, top5_acc: 0.7078, loss_cls: 2.3017, loss: 3.7629, grad_norm: 7.4071 2021-12-03 09:50:03,963 - mmaction - INFO - Epoch [34][1200/1345] lr: 1.000e-02, eta: 1 day, 20:45:54, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 1.3824, top1_acc: 0.4781, top5_acc: 0.7375, loss_cls: 2.1809, loss: 3.5633, grad_norm: 7.2365 2021-12-03 09:50:23,153 - mmaction - INFO - Epoch [34][1220/1345] lr: 1.000e-02, eta: 1 day, 20:45:28, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4337, top1_acc: 0.4570, top5_acc: 0.7078, loss_cls: 2.3121, loss: 3.7458, grad_norm: 7.1757 2021-12-03 09:50:42,356 - mmaction - INFO - Epoch [34][1240/1345] lr: 1.000e-02, eta: 1 day, 20:45:02, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3855, top1_acc: 0.4789, top5_acc: 0.7336, loss_cls: 2.1834, loss: 3.5689, grad_norm: 7.3404 2021-12-03 09:51:01,571 - mmaction - INFO - Epoch [34][1260/1345] lr: 1.000e-02, eta: 1 day, 20:44:37, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4466, top1_acc: 0.4734, top5_acc: 0.7281, loss_cls: 2.2388, loss: 3.6855, grad_norm: 7.6286 2021-12-03 09:51:20,769 - mmaction - INFO - Epoch [34][1280/1345] lr: 1.000e-02, eta: 1 day, 20:44:11, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4125, top1_acc: 0.4742, top5_acc: 0.7336, loss_cls: 2.1675, loss: 3.5800, grad_norm: 7.0955 2021-12-03 09:51:39,944 - mmaction - INFO - Epoch [34][1300/1345] lr: 1.000e-02, eta: 1 day, 20:43:46, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4669, top1_acc: 0.4430, top5_acc: 0.7094, loss_cls: 2.3478, loss: 3.8146, grad_norm: 7.5004 2021-12-03 09:51:59,118 - mmaction - INFO - Epoch [34][1320/1345] lr: 1.000e-02, eta: 1 day, 20:43:20, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4120, top1_acc: 0.4422, top5_acc: 0.7133, loss_cls: 2.2712, loss: 3.6832, grad_norm: 7.5765 2021-12-03 09:52:18,354 - mmaction - INFO - Epoch [34][1340/1345] lr: 1.000e-02, eta: 1 day, 20:42:55, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4177, top1_acc: 0.4375, top5_acc: 0.7195, loss_cls: 2.2565, loss: 3.6742, grad_norm: 7.2596 2021-12-03 09:52:23,820 - mmaction - INFO - Saving checkpoint at 34 epochs 2021-12-03 09:54:28,274 - mmaction - INFO - Epoch [35][20/1345] lr: 1.000e-02, eta: 1 day, 20:47:38, time: 5.823, data_time: 4.876, memory: 8232, loss_aux: 1.3781, top1_acc: 0.4797, top5_acc: 0.7516, loss_cls: 2.1162, loss: 3.4943, grad_norm: 7.2270 2021-12-03 09:54:47,401 - mmaction - INFO - Epoch [35][40/1345] lr: 1.000e-02, eta: 1 day, 20:47:12, time: 0.956, data_time: 0.004, memory: 8232, loss_aux: 1.4235, top1_acc: 0.4742, top5_acc: 0.7141, loss_cls: 2.2182, loss: 3.6416, grad_norm: 7.3840 2021-12-03 09:55:06,509 - mmaction - INFO - Epoch [35][60/1345] lr: 1.000e-02, eta: 1 day, 20:46:46, time: 0.955, data_time: 0.001, memory: 8232, loss_aux: 1.3971, top1_acc: 0.4719, top5_acc: 0.7414, loss_cls: 2.1955, loss: 3.5926, grad_norm: 7.4683 2021-12-03 09:55:25,651 - mmaction - INFO - Epoch [35][80/1345] lr: 1.000e-02, eta: 1 day, 20:46:20, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 1.3930, top1_acc: 0.4750, top5_acc: 0.7383, loss_cls: 2.1809, loss: 3.5739, grad_norm: 7.4780 2021-12-03 09:55:44,813 - mmaction - INFO - Epoch [35][100/1345] lr: 1.000e-02, eta: 1 day, 20:45:54, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.3966, top1_acc: 0.4758, top5_acc: 0.7266, loss_cls: 2.1794, loss: 3.5760, grad_norm: 7.3292 2021-12-03 09:56:04,012 - mmaction - INFO - Epoch [35][120/1345] lr: 1.000e-02, eta: 1 day, 20:45:29, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4192, top1_acc: 0.4523, top5_acc: 0.7227, loss_cls: 2.2528, loss: 3.6720, grad_norm: 7.4551 2021-12-03 09:56:23,189 - mmaction - INFO - Epoch [35][140/1345] lr: 1.000e-02, eta: 1 day, 20:45:03, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4384, top1_acc: 0.4523, top5_acc: 0.7359, loss_cls: 2.2144, loss: 3.6528, grad_norm: 7.2933 2021-12-03 09:56:42,387 - mmaction - INFO - Epoch [35][160/1345] lr: 1.000e-02, eta: 1 day, 20:44:37, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4406, top1_acc: 0.4648, top5_acc: 0.7336, loss_cls: 2.2206, loss: 3.6612, grad_norm: 7.4304 2021-12-03 09:57:01,596 - mmaction - INFO - Epoch [35][180/1345] lr: 1.000e-02, eta: 1 day, 20:44:12, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3927, top1_acc: 0.4953, top5_acc: 0.7344, loss_cls: 2.1302, loss: 3.5229, grad_norm: 7.1553 2021-12-03 09:57:20,871 - mmaction - INFO - Epoch [35][200/1345] lr: 1.000e-02, eta: 1 day, 20:43:46, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.4308, top1_acc: 0.4469, top5_acc: 0.7258, loss_cls: 2.2885, loss: 3.7193, grad_norm: 7.4879 2021-12-03 09:57:40,079 - mmaction - INFO - Epoch [35][220/1345] lr: 1.000e-02, eta: 1 day, 20:43:21, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4197, top1_acc: 0.4656, top5_acc: 0.7297, loss_cls: 2.2035, loss: 3.6232, grad_norm: 7.1753 2021-12-03 09:57:59,297 - mmaction - INFO - Epoch [35][240/1345] lr: 1.000e-02, eta: 1 day, 20:42:55, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4207, top1_acc: 0.4648, top5_acc: 0.7328, loss_cls: 2.2089, loss: 3.6296, grad_norm: 7.4022 2021-12-03 09:58:18,521 - mmaction - INFO - Epoch [35][260/1345] lr: 1.000e-02, eta: 1 day, 20:42:30, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4245, top1_acc: 0.4703, top5_acc: 0.7344, loss_cls: 2.2192, loss: 3.6438, grad_norm: 7.4575 2021-12-03 09:58:37,761 - mmaction - INFO - Epoch [35][280/1345] lr: 1.000e-02, eta: 1 day, 20:42:04, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3878, top1_acc: 0.4688, top5_acc: 0.7336, loss_cls: 2.1762, loss: 3.5639, grad_norm: 7.2999 2021-12-03 09:58:56,995 - mmaction - INFO - Epoch [35][300/1345] lr: 1.000e-02, eta: 1 day, 20:41:39, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4136, top1_acc: 0.4766, top5_acc: 0.7430, loss_cls: 2.1979, loss: 3.6115, grad_norm: 7.3158 2021-12-03 09:59:16,215 - mmaction - INFO - Epoch [35][320/1345] lr: 1.000e-02, eta: 1 day, 20:41:13, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4443, top1_acc: 0.4352, top5_acc: 0.7195, loss_cls: 2.2692, loss: 3.7134, grad_norm: 7.5063 2021-12-03 09:59:35,449 - mmaction - INFO - Epoch [35][340/1345] lr: 1.000e-02, eta: 1 day, 20:40:48, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4488, top1_acc: 0.4727, top5_acc: 0.7289, loss_cls: 2.2409, loss: 3.6897, grad_norm: 7.3598 2021-12-03 09:59:54,688 - mmaction - INFO - Epoch [35][360/1345] lr: 1.000e-02, eta: 1 day, 20:40:22, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4616, top1_acc: 0.4422, top5_acc: 0.7039, loss_cls: 2.3201, loss: 3.7817, grad_norm: 7.5374 2021-12-03 10:00:13,951 - mmaction - INFO - Epoch [35][380/1345] lr: 1.000e-02, eta: 1 day, 20:39:57, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3969, top1_acc: 0.4789, top5_acc: 0.7469, loss_cls: 2.1237, loss: 3.5206, grad_norm: 7.1931 2021-12-03 10:00:33,200 - mmaction - INFO - Epoch [35][400/1345] lr: 1.000e-02, eta: 1 day, 20:39:31, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4303, top1_acc: 0.4695, top5_acc: 0.7383, loss_cls: 2.2363, loss: 3.6666, grad_norm: 7.4955 2021-12-03 10:00:52,425 - mmaction - INFO - Epoch [35][420/1345] lr: 1.000e-02, eta: 1 day, 20:39:06, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3876, top1_acc: 0.4742, top5_acc: 0.7312, loss_cls: 2.2005, loss: 3.5881, grad_norm: 7.4239 2021-12-03 10:01:11,658 - mmaction - INFO - Epoch [35][440/1345] lr: 1.000e-02, eta: 1 day, 20:38:40, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4322, top1_acc: 0.4617, top5_acc: 0.7242, loss_cls: 2.2507, loss: 3.6829, grad_norm: 7.6246 2021-12-03 10:01:30,902 - mmaction - INFO - Epoch [35][460/1345] lr: 1.000e-02, eta: 1 day, 20:38:15, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4096, top1_acc: 0.4719, top5_acc: 0.7469, loss_cls: 2.2129, loss: 3.6225, grad_norm: 7.4026 2021-12-03 10:01:50,124 - mmaction - INFO - Epoch [35][480/1345] lr: 1.000e-02, eta: 1 day, 20:37:49, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3928, top1_acc: 0.4578, top5_acc: 0.7391, loss_cls: 2.1766, loss: 3.5694, grad_norm: 7.3096 2021-12-03 10:02:09,326 - mmaction - INFO - Epoch [35][500/1345] lr: 1.000e-02, eta: 1 day, 20:37:24, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3899, top1_acc: 0.4750, top5_acc: 0.7352, loss_cls: 2.1901, loss: 3.5799, grad_norm: 7.3651 2021-12-03 10:02:28,558 - mmaction - INFO - Epoch [35][520/1345] lr: 1.000e-02, eta: 1 day, 20:36:58, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3922, top1_acc: 0.4648, top5_acc: 0.7445, loss_cls: 2.1664, loss: 3.5586, grad_norm: 7.5823 2021-12-03 10:02:47,788 - mmaction - INFO - Epoch [35][540/1345] lr: 1.000e-02, eta: 1 day, 20:36:33, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4375, top1_acc: 0.4469, top5_acc: 0.7219, loss_cls: 2.2889, loss: 3.7264, grad_norm: 7.5435 2021-12-03 10:03:07,036 - mmaction - INFO - Epoch [35][560/1345] lr: 1.000e-02, eta: 1 day, 20:36:07, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4425, top1_acc: 0.4609, top5_acc: 0.7008, loss_cls: 2.2831, loss: 3.7256, grad_norm: 7.3444 2021-12-03 10:03:26,268 - mmaction - INFO - Epoch [35][580/1345] lr: 1.000e-02, eta: 1 day, 20:35:42, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3782, top1_acc: 0.4680, top5_acc: 0.7484, loss_cls: 2.1728, loss: 3.5510, grad_norm: 7.4315 2021-12-03 10:03:45,532 - mmaction - INFO - Epoch [35][600/1345] lr: 1.000e-02, eta: 1 day, 20:35:17, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.4112, top1_acc: 0.4586, top5_acc: 0.7250, loss_cls: 2.2021, loss: 3.6133, grad_norm: 7.3714 2021-12-03 10:04:04,814 - mmaction - INFO - Epoch [35][620/1345] lr: 1.000e-02, eta: 1 day, 20:34:51, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 1.4358, top1_acc: 0.4641, top5_acc: 0.7234, loss_cls: 2.2291, loss: 3.6649, grad_norm: 7.3912 2021-12-03 10:04:24,059 - mmaction - INFO - Epoch [35][640/1345] lr: 1.000e-02, eta: 1 day, 20:34:26, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4512, top1_acc: 0.4602, top5_acc: 0.7102, loss_cls: 2.2829, loss: 3.7341, grad_norm: 7.5880 2021-12-03 10:04:43,282 - mmaction - INFO - Epoch [35][660/1345] lr: 1.000e-02, eta: 1 day, 20:34:01, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3886, top1_acc: 0.4797, top5_acc: 0.7430, loss_cls: 2.1608, loss: 3.5494, grad_norm: 7.3749 2021-12-03 10:05:02,568 - mmaction - INFO - Epoch [35][680/1345] lr: 1.000e-02, eta: 1 day, 20:33:35, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 1.4135, top1_acc: 0.4766, top5_acc: 0.7281, loss_cls: 2.1912, loss: 3.6047, grad_norm: 7.3761 2021-12-03 10:05:21,813 - mmaction - INFO - Epoch [35][700/1345] lr: 1.000e-02, eta: 1 day, 20:33:10, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4440, top1_acc: 0.4375, top5_acc: 0.7125, loss_cls: 2.3352, loss: 3.7792, grad_norm: 7.5045 2021-12-03 10:05:41,071 - mmaction - INFO - Epoch [35][720/1345] lr: 1.000e-02, eta: 1 day, 20:32:45, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.4478, top1_acc: 0.4586, top5_acc: 0.7180, loss_cls: 2.2862, loss: 3.7339, grad_norm: 7.5927 2021-12-03 10:06:00,295 - mmaction - INFO - Epoch [35][740/1345] lr: 1.000e-02, eta: 1 day, 20:32:19, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4480, top1_acc: 0.4617, top5_acc: 0.7203, loss_cls: 2.2684, loss: 3.7164, grad_norm: 7.5950 2021-12-03 10:06:19,575 - mmaction - INFO - Epoch [35][760/1345] lr: 1.000e-02, eta: 1 day, 20:31:54, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 1.4323, top1_acc: 0.4453, top5_acc: 0.7211, loss_cls: 2.2787, loss: 3.7109, grad_norm: 7.4757 2021-12-03 10:06:38,819 - mmaction - INFO - Epoch [35][780/1345] lr: 1.000e-02, eta: 1 day, 20:31:29, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4833, top1_acc: 0.4555, top5_acc: 0.6984, loss_cls: 2.3637, loss: 3.8470, grad_norm: 7.4213 2021-12-03 10:06:58,052 - mmaction - INFO - Epoch [35][800/1345] lr: 1.000e-02, eta: 1 day, 20:31:03, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4574, top1_acc: 0.4375, top5_acc: 0.7039, loss_cls: 2.3416, loss: 3.7990, grad_norm: 7.6260 2021-12-03 10:07:17,296 - mmaction - INFO - Epoch [35][820/1345] lr: 1.000e-02, eta: 1 day, 20:30:38, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4157, top1_acc: 0.4609, top5_acc: 0.7109, loss_cls: 2.2541, loss: 3.6698, grad_norm: 7.3691 2021-12-03 10:07:36,515 - mmaction - INFO - Epoch [35][840/1345] lr: 1.000e-02, eta: 1 day, 20:30:13, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4292, top1_acc: 0.4562, top5_acc: 0.7203, loss_cls: 2.2736, loss: 3.7027, grad_norm: 7.2855 2021-12-03 10:07:55,737 - mmaction - INFO - Epoch [35][860/1345] lr: 1.000e-02, eta: 1 day, 20:29:47, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4079, top1_acc: 0.4672, top5_acc: 0.7367, loss_cls: 2.2120, loss: 3.6199, grad_norm: 7.4059 2021-12-03 10:08:14,954 - mmaction - INFO - Epoch [35][880/1345] lr: 1.000e-02, eta: 1 day, 20:29:22, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4680, top1_acc: 0.4437, top5_acc: 0.7094, loss_cls: 2.3119, loss: 3.7799, grad_norm: 7.6330 2021-12-03 10:08:34,161 - mmaction - INFO - Epoch [35][900/1345] lr: 1.000e-02, eta: 1 day, 20:28:56, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4077, top1_acc: 0.4648, top5_acc: 0.7344, loss_cls: 2.2239, loss: 3.6316, grad_norm: 7.4708 2021-12-03 10:08:53,396 - mmaction - INFO - Epoch [35][920/1345] lr: 1.000e-02, eta: 1 day, 20:28:31, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3933, top1_acc: 0.4672, top5_acc: 0.7422, loss_cls: 2.2002, loss: 3.5936, grad_norm: 7.4167 2021-12-03 10:09:12,617 - mmaction - INFO - Epoch [35][940/1345] lr: 1.000e-02, eta: 1 day, 20:28:06, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4245, top1_acc: 0.4602, top5_acc: 0.7234, loss_cls: 2.2108, loss: 3.6353, grad_norm: 7.3796 2021-12-03 10:09:31,861 - mmaction - INFO - Epoch [35][960/1345] lr: 1.000e-02, eta: 1 day, 20:27:40, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4398, top1_acc: 0.4430, top5_acc: 0.7203, loss_cls: 2.2716, loss: 3.7114, grad_norm: 7.5565 2021-12-03 10:09:51,074 - mmaction - INFO - Epoch [35][980/1345] lr: 1.000e-02, eta: 1 day, 20:27:15, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4087, top1_acc: 0.4820, top5_acc: 0.7203, loss_cls: 2.2300, loss: 3.6387, grad_norm: 7.3357 2021-12-03 10:10:10,284 - mmaction - INFO - Epoch [35][1000/1345] lr: 1.000e-02, eta: 1 day, 20:26:49, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4415, top1_acc: 0.4617, top5_acc: 0.7461, loss_cls: 2.2292, loss: 3.6707, grad_norm: 7.7902 2021-12-03 10:10:29,482 - mmaction - INFO - Epoch [35][1020/1345] lr: 1.000e-02, eta: 1 day, 20:26:24, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4327, top1_acc: 0.4547, top5_acc: 0.7219, loss_cls: 2.2250, loss: 3.6578, grad_norm: 7.7271 2021-12-03 10:10:48,706 - mmaction - INFO - Epoch [35][1040/1345] lr: 1.000e-02, eta: 1 day, 20:25:59, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4721, top1_acc: 0.4328, top5_acc: 0.7180, loss_cls: 2.3237, loss: 3.7958, grad_norm: 7.7247 2021-12-03 10:11:07,962 - mmaction - INFO - Epoch [35][1060/1345] lr: 1.000e-02, eta: 1 day, 20:25:33, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.4390, top1_acc: 0.4578, top5_acc: 0.7188, loss_cls: 2.2744, loss: 3.7134, grad_norm: 7.6126 2021-12-03 10:11:27,163 - mmaction - INFO - Epoch [35][1080/1345] lr: 1.000e-02, eta: 1 day, 20:25:08, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4401, top1_acc: 0.4570, top5_acc: 0.7148, loss_cls: 2.2856, loss: 3.7257, grad_norm: 7.5303 2021-12-03 10:11:46,422 - mmaction - INFO - Epoch [35][1100/1345] lr: 1.000e-02, eta: 1 day, 20:24:43, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.4629, top1_acc: 0.4547, top5_acc: 0.7086, loss_cls: 2.2936, loss: 3.7566, grad_norm: 7.4846 2021-12-03 10:12:05,672 - mmaction - INFO - Epoch [35][1120/1345] lr: 1.000e-02, eta: 1 day, 20:24:18, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.4362, top1_acc: 0.4516, top5_acc: 0.7289, loss_cls: 2.2897, loss: 3.7260, grad_norm: 7.4746 2021-12-03 10:12:24,900 - mmaction - INFO - Epoch [35][1140/1345] lr: 1.000e-02, eta: 1 day, 20:23:52, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4336, top1_acc: 0.4273, top5_acc: 0.7164, loss_cls: 2.3247, loss: 3.7583, grad_norm: 7.7159 2021-12-03 10:12:44,116 - mmaction - INFO - Epoch [35][1160/1345] lr: 1.000e-02, eta: 1 day, 20:23:27, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4178, top1_acc: 0.4469, top5_acc: 0.7180, loss_cls: 2.2345, loss: 3.6523, grad_norm: 7.5444 2021-12-03 10:13:03,325 - mmaction - INFO - Epoch [35][1180/1345] lr: 1.000e-02, eta: 1 day, 20:23:02, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4015, top1_acc: 0.4555, top5_acc: 0.7281, loss_cls: 2.2033, loss: 3.6048, grad_norm: 7.4109 2021-12-03 10:13:22,573 - mmaction - INFO - Epoch [35][1200/1345] lr: 1.000e-02, eta: 1 day, 20:22:36, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3753, top1_acc: 0.4672, top5_acc: 0.7398, loss_cls: 2.1762, loss: 3.5515, grad_norm: 7.3072 2021-12-03 10:13:41,781 - mmaction - INFO - Epoch [35][1220/1345] lr: 1.000e-02, eta: 1 day, 20:22:11, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4253, top1_acc: 0.4664, top5_acc: 0.7148, loss_cls: 2.2564, loss: 3.6818, grad_norm: 7.6311 2021-12-03 10:14:01,014 - mmaction - INFO - Epoch [35][1240/1345] lr: 1.000e-02, eta: 1 day, 20:21:46, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4144, top1_acc: 0.4516, top5_acc: 0.7117, loss_cls: 2.2617, loss: 3.6762, grad_norm: 7.5483 2021-12-03 10:14:20,226 - mmaction - INFO - Epoch [35][1260/1345] lr: 1.000e-02, eta: 1 day, 20:21:20, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4576, top1_acc: 0.4539, top5_acc: 0.7242, loss_cls: 2.2502, loss: 3.7078, grad_norm: 7.3287 2021-12-03 10:14:39,462 - mmaction - INFO - Epoch [35][1280/1345] lr: 1.000e-02, eta: 1 day, 20:20:55, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4085, top1_acc: 0.4664, top5_acc: 0.7406, loss_cls: 2.1810, loss: 3.5895, grad_norm: 7.4830 2021-12-03 10:14:58,672 - mmaction - INFO - Epoch [35][1300/1345] lr: 1.000e-02, eta: 1 day, 20:20:30, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4373, top1_acc: 0.4586, top5_acc: 0.7227, loss_cls: 2.2648, loss: 3.7021, grad_norm: 7.6221 2021-12-03 10:15:17,951 - mmaction - INFO - Epoch [35][1320/1345] lr: 1.000e-02, eta: 1 day, 20:20:05, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 1.4560, top1_acc: 0.4383, top5_acc: 0.6977, loss_cls: 2.3128, loss: 3.7688, grad_norm: 7.4773 2021-12-03 10:15:37,191 - mmaction - INFO - Epoch [35][1340/1345] lr: 1.000e-02, eta: 1 day, 20:19:39, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4022, top1_acc: 0.4656, top5_acc: 0.7320, loss_cls: 2.2138, loss: 3.6160, grad_norm: 7.2353 2021-12-03 10:15:43,862 - mmaction - INFO - Saving checkpoint at 35 epochs 2021-12-03 10:17:56,069 - mmaction - INFO - Epoch [36][20/1345] lr: 1.000e-02, eta: 1 day, 20:24:53, time: 6.449, data_time: 5.485, memory: 8232, loss_aux: 1.3974, top1_acc: 0.4727, top5_acc: 0.7391, loss_cls: 2.1742, loss: 3.5715, grad_norm: 7.5105 2021-12-03 10:18:15,178 - mmaction - INFO - Epoch [36][40/1345] lr: 1.000e-02, eta: 1 day, 20:24:27, time: 0.956, data_time: 0.003, memory: 8232, loss_aux: 1.4145, top1_acc: 0.4727, top5_acc: 0.7297, loss_cls: 2.2118, loss: 3.6263, grad_norm: 7.4935 2021-12-03 10:18:34,332 - mmaction - INFO - Epoch [36][60/1345] lr: 1.000e-02, eta: 1 day, 20:24:01, time: 0.958, data_time: 0.002, memory: 8232, loss_aux: 1.3743, top1_acc: 0.4602, top5_acc: 0.7508, loss_cls: 2.1668, loss: 3.5410, grad_norm: 7.4525 2021-12-03 10:18:53,463 - mmaction - INFO - Epoch [36][80/1345] lr: 1.000e-02, eta: 1 day, 20:23:35, time: 0.956, data_time: 0.001, memory: 8232, loss_aux: 1.3816, top1_acc: 0.4695, top5_acc: 0.7438, loss_cls: 2.1480, loss: 3.5296, grad_norm: 7.4782 2021-12-03 10:19:12,665 - mmaction - INFO - Epoch [36][100/1345] lr: 1.000e-02, eta: 1 day, 20:23:10, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4138, top1_acc: 0.4891, top5_acc: 0.7461, loss_cls: 2.1731, loss: 3.5869, grad_norm: 7.4854 2021-12-03 10:19:31,839 - mmaction - INFO - Epoch [36][120/1345] lr: 1.000e-02, eta: 1 day, 20:22:44, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4150, top1_acc: 0.4594, top5_acc: 0.7203, loss_cls: 2.2406, loss: 3.6556, grad_norm: 7.5424 2021-12-03 10:19:51,038 - mmaction - INFO - Epoch [36][140/1345] lr: 1.000e-02, eta: 1 day, 20:22:19, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4250, top1_acc: 0.4664, top5_acc: 0.7367, loss_cls: 2.1900, loss: 3.6151, grad_norm: 7.6016 2021-12-03 10:20:10,198 - mmaction - INFO - Epoch [36][160/1345] lr: 1.000e-02, eta: 1 day, 20:21:53, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.4290, top1_acc: 0.4500, top5_acc: 0.7281, loss_cls: 2.2203, loss: 3.6493, grad_norm: 7.6469 2021-12-03 10:20:29,378 - mmaction - INFO - Epoch [36][180/1345] lr: 1.000e-02, eta: 1 day, 20:21:28, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3956, top1_acc: 0.4836, top5_acc: 0.7250, loss_cls: 2.1945, loss: 3.5901, grad_norm: 7.4541 2021-12-03 10:20:48,555 - mmaction - INFO - Epoch [36][200/1345] lr: 1.000e-02, eta: 1 day, 20:21:02, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4192, top1_acc: 0.4625, top5_acc: 0.7211, loss_cls: 2.2547, loss: 3.6739, grad_norm: 7.5223 2021-12-03 10:21:07,747 - mmaction - INFO - Epoch [36][220/1345] lr: 1.000e-02, eta: 1 day, 20:20:36, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4003, top1_acc: 0.4773, top5_acc: 0.7289, loss_cls: 2.1886, loss: 3.5889, grad_norm: 7.3120 2021-12-03 10:21:26,919 - mmaction - INFO - Epoch [36][240/1345] lr: 1.000e-02, eta: 1 day, 20:20:11, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4459, top1_acc: 0.4602, top5_acc: 0.7180, loss_cls: 2.2494, loss: 3.6953, grad_norm: 7.4701 2021-12-03 10:21:46,105 - mmaction - INFO - Epoch [36][260/1345] lr: 1.000e-02, eta: 1 day, 20:19:45, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4104, top1_acc: 0.4680, top5_acc: 0.7352, loss_cls: 2.2201, loss: 3.6305, grad_norm: 7.6060 2021-12-03 10:22:05,296 - mmaction - INFO - Epoch [36][280/1345] lr: 1.000e-02, eta: 1 day, 20:19:20, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4627, top1_acc: 0.4508, top5_acc: 0.7078, loss_cls: 2.2848, loss: 3.7475, grad_norm: 7.5948 2021-12-03 10:22:24,482 - mmaction - INFO - Epoch [36][300/1345] lr: 1.000e-02, eta: 1 day, 20:18:54, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4251, top1_acc: 0.4352, top5_acc: 0.7312, loss_cls: 2.2019, loss: 3.6270, grad_norm: 7.4090 2021-12-03 10:22:43,665 - mmaction - INFO - Epoch [36][320/1345] lr: 1.000e-02, eta: 1 day, 20:18:29, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4075, top1_acc: 0.4578, top5_acc: 0.7227, loss_cls: 2.2147, loss: 3.6222, grad_norm: 7.6104 2021-12-03 10:23:02,855 - mmaction - INFO - Epoch [36][340/1345] lr: 1.000e-02, eta: 1 day, 20:18:03, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4504, top1_acc: 0.4508, top5_acc: 0.6977, loss_cls: 2.3577, loss: 3.8081, grad_norm: 7.5095 2021-12-03 10:23:22,048 - mmaction - INFO - Epoch [36][360/1345] lr: 1.000e-02, eta: 1 day, 20:17:38, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4666, top1_acc: 0.4539, top5_acc: 0.7180, loss_cls: 2.3226, loss: 3.7892, grad_norm: 7.6100 2021-12-03 10:23:41,236 - mmaction - INFO - Epoch [36][380/1345] lr: 1.000e-02, eta: 1 day, 20:17:13, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3913, top1_acc: 0.4750, top5_acc: 0.7359, loss_cls: 2.1829, loss: 3.5742, grad_norm: 7.1102 2021-12-03 10:24:00,429 - mmaction - INFO - Epoch [36][400/1345] lr: 1.000e-02, eta: 1 day, 20:16:47, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4180, top1_acc: 0.4578, top5_acc: 0.7422, loss_cls: 2.2067, loss: 3.6247, grad_norm: 7.5480 2021-12-03 10:24:19,618 - mmaction - INFO - Epoch [36][420/1345] lr: 1.000e-02, eta: 1 day, 20:16:22, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3778, top1_acc: 0.4602, top5_acc: 0.7398, loss_cls: 2.1679, loss: 3.5457, grad_norm: 7.4701 2021-12-03 10:24:38,816 - mmaction - INFO - Epoch [36][440/1345] lr: 1.000e-02, eta: 1 day, 20:15:56, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4303, top1_acc: 0.4750, top5_acc: 0.7211, loss_cls: 2.2268, loss: 3.6571, grad_norm: 7.7287 2021-12-03 10:24:58,014 - mmaction - INFO - Epoch [36][460/1345] lr: 1.000e-02, eta: 1 day, 20:15:31, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3789, top1_acc: 0.4773, top5_acc: 0.7438, loss_cls: 2.1547, loss: 3.5336, grad_norm: 7.5293 2021-12-03 10:25:17,198 - mmaction - INFO - Epoch [36][480/1345] lr: 1.000e-02, eta: 1 day, 20:15:05, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4440, top1_acc: 0.4664, top5_acc: 0.7328, loss_cls: 2.2050, loss: 3.6491, grad_norm: 7.4483 2021-12-03 10:25:36,401 - mmaction - INFO - Epoch [36][500/1345] lr: 1.000e-02, eta: 1 day, 20:14:40, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4090, top1_acc: 0.4484, top5_acc: 0.7336, loss_cls: 2.2203, loss: 3.6293, grad_norm: 7.4350 2021-12-03 10:25:55,603 - mmaction - INFO - Epoch [36][520/1345] lr: 1.000e-02, eta: 1 day, 20:14:15, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4170, top1_acc: 0.4469, top5_acc: 0.7258, loss_cls: 2.2059, loss: 3.6229, grad_norm: 7.5361 2021-12-03 10:26:14,792 - mmaction - INFO - Epoch [36][540/1345] lr: 1.000e-02, eta: 1 day, 20:13:49, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4462, top1_acc: 0.4336, top5_acc: 0.7203, loss_cls: 2.2814, loss: 3.7276, grad_norm: 7.4582 2021-12-03 10:26:33,996 - mmaction - INFO - Epoch [36][560/1345] lr: 1.000e-02, eta: 1 day, 20:13:24, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4744, top1_acc: 0.4656, top5_acc: 0.7172, loss_cls: 2.3093, loss: 3.7836, grad_norm: 7.6368 2021-12-03 10:26:53,197 - mmaction - INFO - Epoch [36][580/1345] lr: 1.000e-02, eta: 1 day, 20:12:58, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4176, top1_acc: 0.4703, top5_acc: 0.7188, loss_cls: 2.2337, loss: 3.6512, grad_norm: 7.5844 2021-12-03 10:27:12,373 - mmaction - INFO - Epoch [36][600/1345] lr: 1.000e-02, eta: 1 day, 20:12:33, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4116, top1_acc: 0.4539, top5_acc: 0.7352, loss_cls: 2.2368, loss: 3.6484, grad_norm: 7.4360 2021-12-03 10:27:31,582 - mmaction - INFO - Epoch [36][620/1345] lr: 1.000e-02, eta: 1 day, 20:12:08, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4325, top1_acc: 0.4445, top5_acc: 0.7305, loss_cls: 2.2222, loss: 3.6546, grad_norm: 7.5000 2021-12-03 10:27:50,765 - mmaction - INFO - Epoch [36][640/1345] lr: 1.000e-02, eta: 1 day, 20:11:42, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4524, top1_acc: 0.4383, top5_acc: 0.7203, loss_cls: 2.2968, loss: 3.7492, grad_norm: 7.5694 2021-12-03 10:28:09,951 - mmaction - INFO - Epoch [36][660/1345] lr: 1.000e-02, eta: 1 day, 20:11:17, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4473, top1_acc: 0.4625, top5_acc: 0.7250, loss_cls: 2.2661, loss: 3.7134, grad_norm: 7.4174 2021-12-03 10:28:29,142 - mmaction - INFO - Epoch [36][680/1345] lr: 1.000e-02, eta: 1 day, 20:10:51, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3672, top1_acc: 0.4867, top5_acc: 0.7469, loss_cls: 2.1117, loss: 3.4789, grad_norm: 7.1036 2021-12-03 10:28:48,344 - mmaction - INFO - Epoch [36][700/1345] lr: 1.000e-02, eta: 1 day, 20:10:26, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4017, top1_acc: 0.4633, top5_acc: 0.7258, loss_cls: 2.2243, loss: 3.6260, grad_norm: 7.3838 2021-12-03 10:29:07,551 - mmaction - INFO - Epoch [36][720/1345] lr: 1.000e-02, eta: 1 day, 20:10:01, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3849, top1_acc: 0.4555, top5_acc: 0.7305, loss_cls: 2.2357, loss: 3.6206, grad_norm: 7.7204 2021-12-03 10:29:26,742 - mmaction - INFO - Epoch [36][740/1345] lr: 1.000e-02, eta: 1 day, 20:09:35, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4309, top1_acc: 0.4461, top5_acc: 0.7188, loss_cls: 2.2714, loss: 3.7022, grad_norm: 7.5928 2021-12-03 10:29:45,934 - mmaction - INFO - Epoch [36][760/1345] lr: 1.000e-02, eta: 1 day, 20:09:10, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3994, top1_acc: 0.4719, top5_acc: 0.7297, loss_cls: 2.2320, loss: 3.6314, grad_norm: 7.5232 2021-12-03 10:30:05,141 - mmaction - INFO - Epoch [36][780/1345] lr: 1.000e-02, eta: 1 day, 20:08:45, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4663, top1_acc: 0.4391, top5_acc: 0.7094, loss_cls: 2.3203, loss: 3.7866, grad_norm: 7.6110 2021-12-03 10:30:24,334 - mmaction - INFO - Epoch [36][800/1345] lr: 1.000e-02, eta: 1 day, 20:08:19, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4420, top1_acc: 0.4477, top5_acc: 0.7172, loss_cls: 2.3294, loss: 3.7715, grad_norm: 7.6347 2021-12-03 10:30:43,572 - mmaction - INFO - Epoch [36][820/1345] lr: 1.000e-02, eta: 1 day, 20:07:54, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3907, top1_acc: 0.4883, top5_acc: 0.7508, loss_cls: 2.1322, loss: 3.5229, grad_norm: 7.5590 2021-12-03 10:31:02,774 - mmaction - INFO - Epoch [36][840/1345] lr: 1.000e-02, eta: 1 day, 20:07:29, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4502, top1_acc: 0.4437, top5_acc: 0.7172, loss_cls: 2.2977, loss: 3.7480, grad_norm: 7.6109 2021-12-03 10:31:21,982 - mmaction - INFO - Epoch [36][860/1345] lr: 1.000e-02, eta: 1 day, 20:07:03, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4261, top1_acc: 0.4508, top5_acc: 0.7312, loss_cls: 2.2458, loss: 3.6720, grad_norm: 7.6335 2021-12-03 10:31:41,209 - mmaction - INFO - Epoch [36][880/1345] lr: 1.000e-02, eta: 1 day, 20:06:38, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4275, top1_acc: 0.4727, top5_acc: 0.7203, loss_cls: 2.2253, loss: 3.6528, grad_norm: 7.4685 2021-12-03 10:32:00,418 - mmaction - INFO - Epoch [36][900/1345] lr: 1.000e-02, eta: 1 day, 20:06:13, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4600, top1_acc: 0.4430, top5_acc: 0.7102, loss_cls: 2.2824, loss: 3.7424, grad_norm: 7.5801 2021-12-03 10:32:19,620 - mmaction - INFO - Epoch [36][920/1345] lr: 1.000e-02, eta: 1 day, 20:05:48, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3852, top1_acc: 0.4492, top5_acc: 0.7328, loss_cls: 2.2070, loss: 3.5922, grad_norm: 7.4128 2021-12-03 10:32:38,827 - mmaction - INFO - Epoch [36][940/1345] lr: 1.000e-02, eta: 1 day, 20:05:22, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4517, top1_acc: 0.4492, top5_acc: 0.7078, loss_cls: 2.2705, loss: 3.7222, grad_norm: 7.6089 2021-12-03 10:32:58,016 - mmaction - INFO - Epoch [36][960/1345] lr: 1.000e-02, eta: 1 day, 20:04:57, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3836, top1_acc: 0.4688, top5_acc: 0.7352, loss_cls: 2.1689, loss: 3.5525, grad_norm: 7.4369 2021-12-03 10:33:17,219 - mmaction - INFO - Epoch [36][980/1345] lr: 1.000e-02, eta: 1 day, 20:04:32, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4316, top1_acc: 0.4352, top5_acc: 0.7102, loss_cls: 2.3208, loss: 3.7523, grad_norm: 7.4747 2021-12-03 10:33:36,408 - mmaction - INFO - Epoch [36][1000/1345] lr: 1.000e-02, eta: 1 day, 20:04:06, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4003, top1_acc: 0.4805, top5_acc: 0.7266, loss_cls: 2.1969, loss: 3.5972, grad_norm: 7.4203 2021-12-03 10:33:55,619 - mmaction - INFO - Epoch [36][1020/1345] lr: 1.000e-02, eta: 1 day, 20:03:41, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4042, top1_acc: 0.4828, top5_acc: 0.7320, loss_cls: 2.1804, loss: 3.5846, grad_norm: 7.3691 2021-12-03 10:34:14,814 - mmaction - INFO - Epoch [36][1040/1345] lr: 1.000e-02, eta: 1 day, 20:03:16, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3862, top1_acc: 0.4734, top5_acc: 0.7352, loss_cls: 2.1625, loss: 3.5488, grad_norm: 7.5423 2021-12-03 10:34:34,008 - mmaction - INFO - Epoch [36][1060/1345] lr: 1.000e-02, eta: 1 day, 20:02:51, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3900, top1_acc: 0.4664, top5_acc: 0.7523, loss_cls: 2.1807, loss: 3.5706, grad_norm: 7.5222 2021-12-03 10:34:53,215 - mmaction - INFO - Epoch [36][1080/1345] lr: 1.000e-02, eta: 1 day, 20:02:25, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4320, top1_acc: 0.4625, top5_acc: 0.7328, loss_cls: 2.2285, loss: 3.6605, grad_norm: 7.5479 2021-12-03 10:35:12,407 - mmaction - INFO - Epoch [36][1100/1345] lr: 1.000e-02, eta: 1 day, 20:02:00, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3997, top1_acc: 0.4586, top5_acc: 0.7211, loss_cls: 2.2039, loss: 3.6036, grad_norm: 7.5988 2021-12-03 10:35:31,597 - mmaction - INFO - Epoch [36][1120/1345] lr: 1.000e-02, eta: 1 day, 20:01:35, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4470, top1_acc: 0.4625, top5_acc: 0.7148, loss_cls: 2.2857, loss: 3.7327, grad_norm: 7.6838 2021-12-03 10:35:50,803 - mmaction - INFO - Epoch [36][1140/1345] lr: 1.000e-02, eta: 1 day, 20:01:10, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4136, top1_acc: 0.4625, top5_acc: 0.7188, loss_cls: 2.2241, loss: 3.6377, grad_norm: 7.5111 2021-12-03 10:36:10,006 - mmaction - INFO - Epoch [36][1160/1345] lr: 1.000e-02, eta: 1 day, 20:00:44, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4298, top1_acc: 0.4492, top5_acc: 0.7328, loss_cls: 2.2549, loss: 3.6848, grad_norm: 7.4726 2021-12-03 10:36:29,177 - mmaction - INFO - Epoch [36][1180/1345] lr: 1.000e-02, eta: 1 day, 20:00:19, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3935, top1_acc: 0.4734, top5_acc: 0.7375, loss_cls: 2.1859, loss: 3.5794, grad_norm: 7.4693 2021-12-03 10:36:48,376 - mmaction - INFO - Epoch [36][1200/1345] lr: 1.000e-02, eta: 1 day, 19:59:54, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4698, top1_acc: 0.4234, top5_acc: 0.7125, loss_cls: 2.3380, loss: 3.8078, grad_norm: 7.7214 2021-12-03 10:37:07,556 - mmaction - INFO - Epoch [36][1220/1345] lr: 1.000e-02, eta: 1 day, 19:59:29, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4006, top1_acc: 0.4656, top5_acc: 0.7312, loss_cls: 2.1834, loss: 3.5840, grad_norm: 7.5717 2021-12-03 10:37:26,734 - mmaction - INFO - Epoch [36][1240/1345] lr: 1.000e-02, eta: 1 day, 19:59:03, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4180, top1_acc: 0.4523, top5_acc: 0.7367, loss_cls: 2.2396, loss: 3.6576, grad_norm: 7.5649 2021-12-03 10:37:45,955 - mmaction - INFO - Epoch [36][1260/1345] lr: 1.000e-02, eta: 1 day, 19:58:38, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3863, top1_acc: 0.4664, top5_acc: 0.7398, loss_cls: 2.2008, loss: 3.5871, grad_norm: 7.7073 2021-12-03 10:38:05,180 - mmaction - INFO - Epoch [36][1280/1345] lr: 1.000e-02, eta: 1 day, 19:58:13, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4140, top1_acc: 0.4539, top5_acc: 0.7336, loss_cls: 2.2451, loss: 3.6591, grad_norm: 7.4497 2021-12-03 10:38:24,394 - mmaction - INFO - Epoch [36][1300/1345] lr: 1.000e-02, eta: 1 day, 19:57:48, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4215, top1_acc: 0.4477, top5_acc: 0.7180, loss_cls: 2.2463, loss: 3.6678, grad_norm: 7.3802 2021-12-03 10:38:43,578 - mmaction - INFO - Epoch [36][1320/1345] lr: 1.000e-02, eta: 1 day, 19:57:23, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4096, top1_acc: 0.4453, top5_acc: 0.7289, loss_cls: 2.2517, loss: 3.6613, grad_norm: 7.6225 2021-12-03 10:39:02,820 - mmaction - INFO - Epoch [36][1340/1345] lr: 1.000e-02, eta: 1 day, 19:56:58, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4710, top1_acc: 0.4437, top5_acc: 0.7102, loss_cls: 2.3072, loss: 3.7782, grad_norm: 7.5236 2021-12-03 10:39:08,396 - mmaction - INFO - Saving checkpoint at 36 epochs 2021-12-03 10:41:14,998 - mmaction - INFO - Epoch [37][20/1345] lr: 1.000e-02, eta: 1 day, 20:01:44, time: 6.217, data_time: 5.263, memory: 8232, loss_aux: 1.4053, top1_acc: 0.4828, top5_acc: 0.7305, loss_cls: 2.2062, loss: 3.6115, grad_norm: 7.3110 2021-12-03 10:41:34,089 - mmaction - INFO - Epoch [37][40/1345] lr: 1.000e-02, eta: 1 day, 20:01:18, time: 0.954, data_time: 0.003, memory: 8232, loss_aux: 1.3873, top1_acc: 0.4703, top5_acc: 0.7391, loss_cls: 2.1647, loss: 3.5520, grad_norm: 7.4663 2021-12-03 10:41:53,173 - mmaction - INFO - Epoch [37][60/1345] lr: 1.000e-02, eta: 1 day, 20:00:52, time: 0.954, data_time: 0.002, memory: 8232, loss_aux: 1.4199, top1_acc: 0.4516, top5_acc: 0.7203, loss_cls: 2.2505, loss: 3.6704, grad_norm: 7.4530 2021-12-03 10:42:12,329 - mmaction - INFO - Epoch [37][80/1345] lr: 1.000e-02, eta: 1 day, 20:00:27, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.3857, top1_acc: 0.4766, top5_acc: 0.7391, loss_cls: 2.1508, loss: 3.5365, grad_norm: 7.6140 2021-12-03 10:42:31,481 - mmaction - INFO - Epoch [37][100/1345] lr: 1.000e-02, eta: 1 day, 20:00:01, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.4060, top1_acc: 0.4656, top5_acc: 0.7266, loss_cls: 2.1818, loss: 3.5879, grad_norm: 7.6321 2021-12-03 10:42:50,656 - mmaction - INFO - Epoch [37][120/1345] lr: 1.000e-02, eta: 1 day, 19:59:36, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4127, top1_acc: 0.4797, top5_acc: 0.7367, loss_cls: 2.1724, loss: 3.5852, grad_norm: 7.7021 2021-12-03 10:43:09,895 - mmaction - INFO - Epoch [37][140/1345] lr: 1.000e-02, eta: 1 day, 19:59:11, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4180, top1_acc: 0.4547, top5_acc: 0.7188, loss_cls: 2.2662, loss: 3.6842, grad_norm: 7.4895 2021-12-03 10:43:29,080 - mmaction - INFO - Epoch [37][160/1345] lr: 1.000e-02, eta: 1 day, 19:58:45, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4230, top1_acc: 0.4555, top5_acc: 0.7258, loss_cls: 2.2255, loss: 3.6485, grad_norm: 7.4388 2021-12-03 10:43:48,291 - mmaction - INFO - Epoch [37][180/1345] lr: 1.000e-02, eta: 1 day, 19:58:20, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4203, top1_acc: 0.4609, top5_acc: 0.7172, loss_cls: 2.2282, loss: 3.6485, grad_norm: 7.5955 2021-12-03 10:44:07,500 - mmaction - INFO - Epoch [37][200/1345] lr: 1.000e-02, eta: 1 day, 19:57:55, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4225, top1_acc: 0.4414, top5_acc: 0.7172, loss_cls: 2.2604, loss: 3.6828, grad_norm: 7.5531 2021-12-03 10:44:26,728 - mmaction - INFO - Epoch [37][220/1345] lr: 1.000e-02, eta: 1 day, 19:57:30, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4056, top1_acc: 0.4609, top5_acc: 0.7102, loss_cls: 2.2068, loss: 3.6124, grad_norm: 7.4667 2021-12-03 10:44:45,958 - mmaction - INFO - Epoch [37][240/1345] lr: 1.000e-02, eta: 1 day, 19:57:04, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4309, top1_acc: 0.4719, top5_acc: 0.7219, loss_cls: 2.2380, loss: 3.6689, grad_norm: 7.4648 2021-12-03 10:45:05,217 - mmaction - INFO - Epoch [37][260/1345] lr: 1.000e-02, eta: 1 day, 19:56:39, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3885, top1_acc: 0.4680, top5_acc: 0.7320, loss_cls: 2.1783, loss: 3.5668, grad_norm: 7.5744 2021-12-03 10:45:24,455 - mmaction - INFO - Epoch [37][280/1345] lr: 1.000e-02, eta: 1 day, 19:56:14, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4462, top1_acc: 0.4562, top5_acc: 0.7109, loss_cls: 2.2895, loss: 3.7357, grad_norm: 7.5261 2021-12-03 10:45:43,681 - mmaction - INFO - Epoch [37][300/1345] lr: 1.000e-02, eta: 1 day, 19:55:49, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3912, top1_acc: 0.5000, top5_acc: 0.7398, loss_cls: 2.1392, loss: 3.5304, grad_norm: 7.4236 2021-12-03 10:46:02,886 - mmaction - INFO - Epoch [37][320/1345] lr: 1.000e-02, eta: 1 day, 19:55:24, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4010, top1_acc: 0.4789, top5_acc: 0.7484, loss_cls: 2.1354, loss: 3.5364, grad_norm: 7.3563 2021-12-03 10:46:22,082 - mmaction - INFO - Epoch [37][340/1345] lr: 1.000e-02, eta: 1 day, 19:54:58, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4253, top1_acc: 0.4648, top5_acc: 0.7234, loss_cls: 2.2183, loss: 3.6435, grad_norm: 7.7215 2021-12-03 10:46:41,267 - mmaction - INFO - Epoch [37][360/1345] lr: 1.000e-02, eta: 1 day, 19:54:33, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4035, top1_acc: 0.4703, top5_acc: 0.7320, loss_cls: 2.2058, loss: 3.6093, grad_norm: 7.4290 2021-12-03 10:47:00,458 - mmaction - INFO - Epoch [37][380/1345] lr: 1.000e-02, eta: 1 day, 19:54:08, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3860, top1_acc: 0.4734, top5_acc: 0.7336, loss_cls: 2.1542, loss: 3.5403, grad_norm: 7.3174 2021-12-03 10:47:19,713 - mmaction - INFO - Epoch [37][400/1345] lr: 1.000e-02, eta: 1 day, 19:53:43, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.4252, top1_acc: 0.4586, top5_acc: 0.7359, loss_cls: 2.2091, loss: 3.6343, grad_norm: 7.7543 2021-12-03 10:47:38,937 - mmaction - INFO - Epoch [37][420/1345] lr: 1.000e-02, eta: 1 day, 19:53:17, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4047, top1_acc: 0.4500, top5_acc: 0.7141, loss_cls: 2.2791, loss: 3.6838, grad_norm: 7.6574 2021-12-03 10:47:58,170 - mmaction - INFO - Epoch [37][440/1345] lr: 1.000e-02, eta: 1 day, 19:52:52, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4232, top1_acc: 0.4531, top5_acc: 0.7406, loss_cls: 2.1766, loss: 3.5998, grad_norm: 7.7029 2021-12-03 10:48:17,415 - mmaction - INFO - Epoch [37][460/1345] lr: 1.000e-02, eta: 1 day, 19:52:27, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4489, top1_acc: 0.4570, top5_acc: 0.7273, loss_cls: 2.2269, loss: 3.6758, grad_norm: 7.5280 2021-12-03 10:48:36,615 - mmaction - INFO - Epoch [37][480/1345] lr: 1.000e-02, eta: 1 day, 19:52:02, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4763, top1_acc: 0.4500, top5_acc: 0.7078, loss_cls: 2.3160, loss: 3.7923, grad_norm: 7.6275 2021-12-03 10:48:55,802 - mmaction - INFO - Epoch [37][500/1345] lr: 1.000e-02, eta: 1 day, 19:51:37, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4001, top1_acc: 0.4641, top5_acc: 0.7242, loss_cls: 2.2221, loss: 3.6222, grad_norm: 7.5487 2021-12-03 10:49:15,031 - mmaction - INFO - Epoch [37][520/1345] lr: 1.000e-02, eta: 1 day, 19:51:11, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4390, top1_acc: 0.4484, top5_acc: 0.7070, loss_cls: 2.3211, loss: 3.7601, grad_norm: 7.6437 2021-12-03 10:49:34,235 - mmaction - INFO - Epoch [37][540/1345] lr: 1.000e-02, eta: 1 day, 19:50:46, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4499, top1_acc: 0.4547, top5_acc: 0.7156, loss_cls: 2.2348, loss: 3.6847, grad_norm: 7.4419 2021-12-03 10:49:53,436 - mmaction - INFO - Epoch [37][560/1345] lr: 1.000e-02, eta: 1 day, 19:50:21, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4452, top1_acc: 0.4461, top5_acc: 0.7273, loss_cls: 2.2753, loss: 3.7204, grad_norm: 7.6949 2021-12-03 10:50:12,633 - mmaction - INFO - Epoch [37][580/1345] lr: 1.000e-02, eta: 1 day, 19:49:56, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3988, top1_acc: 0.4773, top5_acc: 0.7234, loss_cls: 2.1815, loss: 3.5803, grad_norm: 7.3077 2021-12-03 10:50:31,876 - mmaction - INFO - Epoch [37][600/1345] lr: 1.000e-02, eta: 1 day, 19:49:31, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4018, top1_acc: 0.4641, top5_acc: 0.7328, loss_cls: 2.1813, loss: 3.5831, grad_norm: 7.6313 2021-12-03 10:50:51,104 - mmaction - INFO - Epoch [37][620/1345] lr: 1.000e-02, eta: 1 day, 19:49:06, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4270, top1_acc: 0.4586, top5_acc: 0.7242, loss_cls: 2.2312, loss: 3.6582, grad_norm: 7.6698 2021-12-03 10:51:10,328 - mmaction - INFO - Epoch [37][640/1345] lr: 1.000e-02, eta: 1 day, 19:48:40, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3909, top1_acc: 0.4531, top5_acc: 0.7328, loss_cls: 2.1969, loss: 3.5879, grad_norm: 7.5662 2021-12-03 10:51:29,563 - mmaction - INFO - Epoch [37][660/1345] lr: 1.000e-02, eta: 1 day, 19:48:15, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4010, top1_acc: 0.4625, top5_acc: 0.7258, loss_cls: 2.1919, loss: 3.5929, grad_norm: 7.3823 2021-12-03 10:51:48,788 - mmaction - INFO - Epoch [37][680/1345] lr: 1.000e-02, eta: 1 day, 19:47:50, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3657, top1_acc: 0.4773, top5_acc: 0.7516, loss_cls: 2.1258, loss: 3.4915, grad_norm: 7.3306 2021-12-03 10:52:08,038 - mmaction - INFO - Epoch [37][700/1345] lr: 1.000e-02, eta: 1 day, 19:47:25, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3889, top1_acc: 0.4797, top5_acc: 0.7492, loss_cls: 2.1424, loss: 3.5312, grad_norm: 7.2315 2021-12-03 10:52:27,247 - mmaction - INFO - Epoch [37][720/1345] lr: 1.000e-02, eta: 1 day, 19:47:00, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4588, top1_acc: 0.4281, top5_acc: 0.7094, loss_cls: 2.3427, loss: 3.8015, grad_norm: 7.6622 2021-12-03 10:52:46,472 - mmaction - INFO - Epoch [37][740/1345] lr: 1.000e-02, eta: 1 day, 19:46:35, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4344, top1_acc: 0.4555, top5_acc: 0.7281, loss_cls: 2.2743, loss: 3.7087, grad_norm: 7.4544 2021-12-03 10:53:05,697 - mmaction - INFO - Epoch [37][760/1345] lr: 1.000e-02, eta: 1 day, 19:46:10, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3961, top1_acc: 0.4477, top5_acc: 0.7242, loss_cls: 2.2269, loss: 3.6231, grad_norm: 7.3185 2021-12-03 10:53:24,910 - mmaction - INFO - Epoch [37][780/1345] lr: 1.000e-02, eta: 1 day, 19:45:45, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4432, top1_acc: 0.4508, top5_acc: 0.7109, loss_cls: 2.2965, loss: 3.7398, grad_norm: 7.7867 2021-12-03 10:53:44,114 - mmaction - INFO - Epoch [37][800/1345] lr: 1.000e-02, eta: 1 day, 19:45:20, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4003, top1_acc: 0.4594, top5_acc: 0.7344, loss_cls: 2.2080, loss: 3.6083, grad_norm: 7.5110 2021-12-03 10:54:03,355 - mmaction - INFO - Epoch [37][820/1345] lr: 1.000e-02, eta: 1 day, 19:44:55, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4279, top1_acc: 0.4625, top5_acc: 0.7016, loss_cls: 2.2891, loss: 3.7169, grad_norm: 7.5861 2021-12-03 10:54:22,585 - mmaction - INFO - Epoch [37][840/1345] lr: 1.000e-02, eta: 1 day, 19:44:30, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4044, top1_acc: 0.4672, top5_acc: 0.7477, loss_cls: 2.1702, loss: 3.5746, grad_norm: 7.4836 2021-12-03 10:54:41,819 - mmaction - INFO - Epoch [37][860/1345] lr: 1.000e-02, eta: 1 day, 19:44:04, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3953, top1_acc: 0.4688, top5_acc: 0.7281, loss_cls: 2.1976, loss: 3.5929, grad_norm: 7.4650 2021-12-03 10:55:01,048 - mmaction - INFO - Epoch [37][880/1345] lr: 1.000e-02, eta: 1 day, 19:43:39, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3990, top1_acc: 0.4820, top5_acc: 0.7336, loss_cls: 2.1637, loss: 3.5627, grad_norm: 7.4529 2021-12-03 10:55:20,272 - mmaction - INFO - Epoch [37][900/1345] lr: 1.000e-02, eta: 1 day, 19:43:14, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4040, top1_acc: 0.4641, top5_acc: 0.7289, loss_cls: 2.1816, loss: 3.5856, grad_norm: 7.5896 2021-12-03 10:55:39,498 - mmaction - INFO - Epoch [37][920/1345] lr: 1.000e-02, eta: 1 day, 19:42:49, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4279, top1_acc: 0.4617, top5_acc: 0.7172, loss_cls: 2.2834, loss: 3.7113, grad_norm: 7.8682 2021-12-03 10:55:58,736 - mmaction - INFO - Epoch [37][940/1345] lr: 1.000e-02, eta: 1 day, 19:42:24, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4011, top1_acc: 0.4578, top5_acc: 0.7398, loss_cls: 2.1693, loss: 3.5705, grad_norm: 7.5205 2021-12-03 10:56:17,988 - mmaction - INFO - Epoch [37][960/1345] lr: 1.000e-02, eta: 1 day, 19:41:59, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3940, top1_acc: 0.4578, top5_acc: 0.7484, loss_cls: 2.1691, loss: 3.5631, grad_norm: 7.5530 2021-12-03 10:56:37,197 - mmaction - INFO - Epoch [37][980/1345] lr: 1.000e-02, eta: 1 day, 19:41:34, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3690, top1_acc: 0.4867, top5_acc: 0.7500, loss_cls: 2.1276, loss: 3.4966, grad_norm: 7.5014 2021-12-03 10:56:56,428 - mmaction - INFO - Epoch [37][1000/1345] lr: 1.000e-02, eta: 1 day, 19:41:09, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3944, top1_acc: 0.4883, top5_acc: 0.7250, loss_cls: 2.1818, loss: 3.5762, grad_norm: 7.4623 2021-12-03 10:57:15,665 - mmaction - INFO - Epoch [37][1020/1345] lr: 1.000e-02, eta: 1 day, 19:40:44, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3904, top1_acc: 0.4688, top5_acc: 0.7133, loss_cls: 2.1972, loss: 3.5875, grad_norm: 7.4505 2021-12-03 10:57:34,884 - mmaction - INFO - Epoch [37][1040/1345] lr: 1.000e-02, eta: 1 day, 19:40:19, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4212, top1_acc: 0.4555, top5_acc: 0.7234, loss_cls: 2.2366, loss: 3.6577, grad_norm: 7.5842 2021-12-03 10:57:54,105 - mmaction - INFO - Epoch [37][1060/1345] lr: 1.000e-02, eta: 1 day, 19:39:54, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4076, top1_acc: 0.4766, top5_acc: 0.7375, loss_cls: 2.1501, loss: 3.5577, grad_norm: 7.5158 2021-12-03 10:58:13,342 - mmaction - INFO - Epoch [37][1080/1345] lr: 1.000e-02, eta: 1 day, 19:39:29, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4423, top1_acc: 0.4359, top5_acc: 0.7172, loss_cls: 2.3097, loss: 3.7520, grad_norm: 7.5077 2021-12-03 10:58:32,566 - mmaction - INFO - Epoch [37][1100/1345] lr: 1.000e-02, eta: 1 day, 19:39:04, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4212, top1_acc: 0.4508, top5_acc: 0.7258, loss_cls: 2.2449, loss: 3.6661, grad_norm: 7.4869 2021-12-03 10:58:51,771 - mmaction - INFO - Epoch [37][1120/1345] lr: 1.000e-02, eta: 1 day, 19:38:39, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4515, top1_acc: 0.4391, top5_acc: 0.7219, loss_cls: 2.2936, loss: 3.7451, grad_norm: 7.5181 2021-12-03 10:59:10,993 - mmaction - INFO - Epoch [37][1140/1345] lr: 1.000e-02, eta: 1 day, 19:38:14, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3920, top1_acc: 0.4508, top5_acc: 0.7305, loss_cls: 2.2329, loss: 3.6249, grad_norm: 7.4861 2021-12-03 10:59:30,228 - mmaction - INFO - Epoch [37][1160/1345] lr: 1.000e-02, eta: 1 day, 19:37:49, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4536, top1_acc: 0.4336, top5_acc: 0.7000, loss_cls: 2.3591, loss: 3.8128, grad_norm: 7.8022 2021-12-03 10:59:49,436 - mmaction - INFO - Epoch [37][1180/1345] lr: 1.000e-02, eta: 1 day, 19:37:24, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4360, top1_acc: 0.4414, top5_acc: 0.7234, loss_cls: 2.2724, loss: 3.7084, grad_norm: 7.5016 2021-12-03 11:00:08,650 - mmaction - INFO - Epoch [37][1200/1345] lr: 1.000e-02, eta: 1 day, 19:36:59, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4104, top1_acc: 0.4414, top5_acc: 0.7180, loss_cls: 2.2605, loss: 3.6709, grad_norm: 7.4225 2021-12-03 11:00:27,879 - mmaction - INFO - Epoch [37][1220/1345] lr: 1.000e-02, eta: 1 day, 19:36:34, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4217, top1_acc: 0.4641, top5_acc: 0.7203, loss_cls: 2.2172, loss: 3.6388, grad_norm: 7.3349 2021-12-03 11:00:47,123 - mmaction - INFO - Epoch [37][1240/1345] lr: 1.000e-02, eta: 1 day, 19:36:09, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4293, top1_acc: 0.4570, top5_acc: 0.7242, loss_cls: 2.2551, loss: 3.6844, grad_norm: 7.2966 2021-12-03 11:01:06,333 - mmaction - INFO - Epoch [37][1260/1345] lr: 1.000e-02, eta: 1 day, 19:35:44, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3953, top1_acc: 0.4797, top5_acc: 0.7289, loss_cls: 2.1967, loss: 3.5921, grad_norm: 7.3028 2021-12-03 11:01:25,568 - mmaction - INFO - Epoch [37][1280/1345] lr: 1.000e-02, eta: 1 day, 19:35:19, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4245, top1_acc: 0.4539, top5_acc: 0.7195, loss_cls: 2.2702, loss: 3.6947, grad_norm: 7.5961 2021-12-03 11:01:44,772 - mmaction - INFO - Epoch [37][1300/1345] lr: 1.000e-02, eta: 1 day, 19:34:54, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4284, top1_acc: 0.4602, top5_acc: 0.7281, loss_cls: 2.2336, loss: 3.6620, grad_norm: 7.6504 2021-12-03 11:02:04,017 - mmaction - INFO - Epoch [37][1320/1345] lr: 1.000e-02, eta: 1 day, 19:34:29, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4385, top1_acc: 0.4461, top5_acc: 0.7148, loss_cls: 2.2764, loss: 3.7149, grad_norm: 7.7095 2021-12-03 11:02:23,263 - mmaction - INFO - Epoch [37][1340/1345] lr: 1.000e-02, eta: 1 day, 19:34:04, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4182, top1_acc: 0.4609, top5_acc: 0.7172, loss_cls: 2.2244, loss: 3.6426, grad_norm: 7.3478 2021-12-03 11:02:28,880 - mmaction - INFO - Saving checkpoint at 37 epochs 2021-12-03 11:04:34,316 - mmaction - INFO - Epoch [38][20/1345] lr: 1.000e-02, eta: 1 day, 19:38:32, time: 6.105, data_time: 5.130, memory: 8232, loss_aux: 1.3897, top1_acc: 0.4641, top5_acc: 0.7406, loss_cls: 2.1336, loss: 3.5233, grad_norm: 7.3428 2021-12-03 11:04:53,431 - mmaction - INFO - Epoch [38][40/1345] lr: 1.000e-02, eta: 1 day, 19:38:07, time: 0.956, data_time: 0.003, memory: 8232, loss_aux: 1.4253, top1_acc: 0.4578, top5_acc: 0.7289, loss_cls: 2.2076, loss: 3.6329, grad_norm: 7.3982 2021-12-03 11:05:12,565 - mmaction - INFO - Epoch [38][60/1345] lr: 1.000e-02, eta: 1 day, 19:37:42, time: 0.957, data_time: 0.002, memory: 8232, loss_aux: 1.3731, top1_acc: 0.4781, top5_acc: 0.7523, loss_cls: 2.0969, loss: 3.4700, grad_norm: 7.4957 2021-12-03 11:05:31,691 - mmaction - INFO - Epoch [38][80/1345] lr: 1.000e-02, eta: 1 day, 19:37:16, time: 0.956, data_time: 0.001, memory: 8232, loss_aux: 1.3653, top1_acc: 0.4680, top5_acc: 0.7359, loss_cls: 2.1348, loss: 3.5001, grad_norm: 7.6020 2021-12-03 11:05:50,836 - mmaction - INFO - Epoch [38][100/1345] lr: 1.000e-02, eta: 1 day, 19:36:51, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 1.3764, top1_acc: 0.4867, top5_acc: 0.7547, loss_cls: 2.0929, loss: 3.4693, grad_norm: 7.4618 2021-12-03 11:06:09,992 - mmaction - INFO - Epoch [38][120/1345] lr: 1.000e-02, eta: 1 day, 19:36:26, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.3904, top1_acc: 0.4758, top5_acc: 0.7242, loss_cls: 2.1823, loss: 3.5727, grad_norm: 7.5434 2021-12-03 11:06:29,168 - mmaction - INFO - Epoch [38][140/1345] lr: 1.000e-02, eta: 1 day, 19:36:00, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4021, top1_acc: 0.4734, top5_acc: 0.7266, loss_cls: 2.1971, loss: 3.5992, grad_norm: 7.3665 2021-12-03 11:06:48,390 - mmaction - INFO - Epoch [38][160/1345] lr: 1.000e-02, eta: 1 day, 19:35:35, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4308, top1_acc: 0.4766, top5_acc: 0.7016, loss_cls: 2.2468, loss: 3.6776, grad_norm: 7.5142 2021-12-03 11:07:07,565 - mmaction - INFO - Epoch [38][180/1345] lr: 1.000e-02, eta: 1 day, 19:35:10, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4094, top1_acc: 0.4406, top5_acc: 0.7289, loss_cls: 2.2434, loss: 3.6528, grad_norm: 7.7832 2021-12-03 11:07:26,779 - mmaction - INFO - Epoch [38][200/1345] lr: 1.000e-02, eta: 1 day, 19:34:45, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4191, top1_acc: 0.4648, top5_acc: 0.7219, loss_cls: 2.2538, loss: 3.6729, grad_norm: 7.7066 2021-12-03 11:07:45,982 - mmaction - INFO - Epoch [38][220/1345] lr: 1.000e-02, eta: 1 day, 19:34:20, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4125, top1_acc: 0.4508, top5_acc: 0.7328, loss_cls: 2.2156, loss: 3.6281, grad_norm: 7.6251 2021-12-03 11:08:05,188 - mmaction - INFO - Epoch [38][240/1345] lr: 1.000e-02, eta: 1 day, 19:33:55, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4088, top1_acc: 0.4641, top5_acc: 0.7219, loss_cls: 2.2315, loss: 3.6403, grad_norm: 7.4671 2021-12-03 11:08:24,439 - mmaction - INFO - Epoch [38][260/1345] lr: 1.000e-02, eta: 1 day, 19:33:30, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3979, top1_acc: 0.4781, top5_acc: 0.7414, loss_cls: 2.1771, loss: 3.5751, grad_norm: 7.3921 2021-12-03 11:08:43,654 - mmaction - INFO - Epoch [38][280/1345] lr: 1.000e-02, eta: 1 day, 19:33:05, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3950, top1_acc: 0.5008, top5_acc: 0.7344, loss_cls: 2.1434, loss: 3.5384, grad_norm: 7.4544 2021-12-03 11:09:02,867 - mmaction - INFO - Epoch [38][300/1345] lr: 1.000e-02, eta: 1 day, 19:32:40, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4213, top1_acc: 0.4602, top5_acc: 0.7359, loss_cls: 2.1611, loss: 3.5824, grad_norm: 7.5111 2021-12-03 11:09:22,106 - mmaction - INFO - Epoch [38][320/1345] lr: 1.000e-02, eta: 1 day, 19:32:15, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4464, top1_acc: 0.4570, top5_acc: 0.7383, loss_cls: 2.2395, loss: 3.6859, grad_norm: 7.6525 2021-12-03 11:09:41,319 - mmaction - INFO - Epoch [38][340/1345] lr: 1.000e-02, eta: 1 day, 19:31:49, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4201, top1_acc: 0.4641, top5_acc: 0.7297, loss_cls: 2.2134, loss: 3.6335, grad_norm: 7.6053 2021-12-03 11:10:00,533 - mmaction - INFO - Epoch [38][360/1345] lr: 1.000e-02, eta: 1 day, 19:31:24, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4024, top1_acc: 0.4633, top5_acc: 0.7484, loss_cls: 2.1568, loss: 3.5592, grad_norm: 7.5699 2021-12-03 11:10:19,769 - mmaction - INFO - Epoch [38][380/1345] lr: 1.000e-02, eta: 1 day, 19:30:59, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4059, top1_acc: 0.4500, top5_acc: 0.7281, loss_cls: 2.2291, loss: 3.6350, grad_norm: 7.6127 2021-12-03 11:10:38,994 - mmaction - INFO - Epoch [38][400/1345] lr: 1.000e-02, eta: 1 day, 19:30:34, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3967, top1_acc: 0.4586, top5_acc: 0.7297, loss_cls: 2.2203, loss: 3.6170, grad_norm: 7.4911 2021-12-03 11:10:58,215 - mmaction - INFO - Epoch [38][420/1345] lr: 1.000e-02, eta: 1 day, 19:30:09, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4080, top1_acc: 0.4648, top5_acc: 0.7219, loss_cls: 2.2033, loss: 3.6113, grad_norm: 7.5466 2021-12-03 11:11:17,432 - mmaction - INFO - Epoch [38][440/1345] lr: 1.000e-02, eta: 1 day, 19:29:44, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4351, top1_acc: 0.4477, top5_acc: 0.7359, loss_cls: 2.2339, loss: 3.6690, grad_norm: 7.6910 2021-12-03 11:11:36,666 - mmaction - INFO - Epoch [38][460/1345] lr: 1.000e-02, eta: 1 day, 19:29:19, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3896, top1_acc: 0.4898, top5_acc: 0.7438, loss_cls: 2.0920, loss: 3.4816, grad_norm: 7.4290 2021-12-03 11:11:55,872 - mmaction - INFO - Epoch [38][480/1345] lr: 1.000e-02, eta: 1 day, 19:28:54, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3777, top1_acc: 0.4688, top5_acc: 0.7539, loss_cls: 2.1599, loss: 3.5376, grad_norm: 7.5258 2021-12-03 11:12:15,067 - mmaction - INFO - Epoch [38][500/1345] lr: 1.000e-02, eta: 1 day, 19:28:29, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4204, top1_acc: 0.4586, top5_acc: 0.7266, loss_cls: 2.2755, loss: 3.6959, grad_norm: 7.4873 2021-12-03 11:12:34,313 - mmaction - INFO - Epoch [38][520/1345] lr: 1.000e-02, eta: 1 day, 19:28:04, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3895, top1_acc: 0.4789, top5_acc: 0.7492, loss_cls: 2.1281, loss: 3.5176, grad_norm: 7.4278 2021-12-03 11:12:53,506 - mmaction - INFO - Epoch [38][540/1345] lr: 1.000e-02, eta: 1 day, 19:27:39, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4422, top1_acc: 0.4664, top5_acc: 0.7195, loss_cls: 2.2569, loss: 3.6991, grad_norm: 7.6929 2021-12-03 11:13:12,731 - mmaction - INFO - Epoch [38][560/1345] lr: 1.000e-02, eta: 1 day, 19:27:14, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4479, top1_acc: 0.4555, top5_acc: 0.7211, loss_cls: 2.3078, loss: 3.7557, grad_norm: 7.8256 2021-12-03 11:13:31,965 - mmaction - INFO - Epoch [38][580/1345] lr: 1.000e-02, eta: 1 day, 19:26:49, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4077, top1_acc: 0.4758, top5_acc: 0.7500, loss_cls: 2.1780, loss: 3.5857, grad_norm: 7.5696 2021-12-03 11:13:51,166 - mmaction - INFO - Epoch [38][600/1345] lr: 1.000e-02, eta: 1 day, 19:26:24, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4311, top1_acc: 0.4539, top5_acc: 0.7219, loss_cls: 2.2770, loss: 3.7082, grad_norm: 7.5793 2021-12-03 11:14:10,399 - mmaction - INFO - Epoch [38][620/1345] lr: 1.000e-02, eta: 1 day, 19:25:59, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4318, top1_acc: 0.4492, top5_acc: 0.7258, loss_cls: 2.2714, loss: 3.7032, grad_norm: 7.6875 2021-12-03 11:14:29,635 - mmaction - INFO - Epoch [38][640/1345] lr: 1.000e-02, eta: 1 day, 19:25:34, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4437, top1_acc: 0.4375, top5_acc: 0.7141, loss_cls: 2.3329, loss: 3.7766, grad_norm: 7.7211 2021-12-03 11:14:48,877 - mmaction - INFO - Epoch [38][660/1345] lr: 1.000e-02, eta: 1 day, 19:25:09, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4013, top1_acc: 0.4703, top5_acc: 0.7359, loss_cls: 2.1875, loss: 3.5888, grad_norm: 7.5602 2021-12-03 11:15:08,104 - mmaction - INFO - Epoch [38][680/1345] lr: 1.000e-02, eta: 1 day, 19:24:44, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4519, top1_acc: 0.4266, top5_acc: 0.7289, loss_cls: 2.3193, loss: 3.7711, grad_norm: 7.7829 2021-12-03 11:15:27,321 - mmaction - INFO - Epoch [38][700/1345] lr: 1.000e-02, eta: 1 day, 19:24:19, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4046, top1_acc: 0.4641, top5_acc: 0.7359, loss_cls: 2.1907, loss: 3.5953, grad_norm: 7.6682 2021-12-03 11:15:46,553 - mmaction - INFO - Epoch [38][720/1345] lr: 1.000e-02, eta: 1 day, 19:23:54, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4351, top1_acc: 0.4375, top5_acc: 0.7297, loss_cls: 2.2573, loss: 3.6924, grad_norm: 7.7421 2021-12-03 11:16:05,798 - mmaction - INFO - Epoch [38][740/1345] lr: 1.000e-02, eta: 1 day, 19:23:30, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.5027, top1_acc: 0.4164, top5_acc: 0.6961, loss_cls: 2.4229, loss: 3.9256, grad_norm: 7.7843 2021-12-03 11:16:25,020 - mmaction - INFO - Epoch [38][760/1345] lr: 1.000e-02, eta: 1 day, 19:23:05, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4589, top1_acc: 0.4406, top5_acc: 0.7055, loss_cls: 2.3308, loss: 3.7897, grad_norm: 7.5413 2021-12-03 11:16:44,224 - mmaction - INFO - Epoch [38][780/1345] lr: 1.000e-02, eta: 1 day, 19:22:40, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3754, top1_acc: 0.4703, top5_acc: 0.7398, loss_cls: 2.1823, loss: 3.5577, grad_norm: 7.6099 2021-12-03 11:17:03,437 - mmaction - INFO - Epoch [38][800/1345] lr: 1.000e-02, eta: 1 day, 19:22:15, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3932, top1_acc: 0.4727, top5_acc: 0.7422, loss_cls: 2.1946, loss: 3.5878, grad_norm: 7.4136 2021-12-03 11:17:22,662 - mmaction - INFO - Epoch [38][820/1345] lr: 1.000e-02, eta: 1 day, 19:21:50, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4300, top1_acc: 0.4680, top5_acc: 0.7344, loss_cls: 2.2249, loss: 3.6549, grad_norm: 7.5956 2021-12-03 11:17:41,882 - mmaction - INFO - Epoch [38][840/1345] lr: 1.000e-02, eta: 1 day, 19:21:25, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4237, top1_acc: 0.4445, top5_acc: 0.7305, loss_cls: 2.2376, loss: 3.6612, grad_norm: 7.7483 2021-12-03 11:18:01,099 - mmaction - INFO - Epoch [38][860/1345] lr: 1.000e-02, eta: 1 day, 19:21:00, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4543, top1_acc: 0.4555, top5_acc: 0.7227, loss_cls: 2.2871, loss: 3.7414, grad_norm: 7.5000 2021-12-03 11:18:20,305 - mmaction - INFO - Epoch [38][880/1345] lr: 1.000e-02, eta: 1 day, 19:20:35, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4328, top1_acc: 0.4641, top5_acc: 0.7250, loss_cls: 2.2246, loss: 3.6574, grad_norm: 7.4492 2021-12-03 11:18:39,529 - mmaction - INFO - Epoch [38][900/1345] lr: 1.000e-02, eta: 1 day, 19:20:10, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4208, top1_acc: 0.4703, top5_acc: 0.7273, loss_cls: 2.2342, loss: 3.6550, grad_norm: 7.4890 2021-12-03 11:18:58,760 - mmaction - INFO - Epoch [38][920/1345] lr: 1.000e-02, eta: 1 day, 19:19:45, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4152, top1_acc: 0.4594, top5_acc: 0.7258, loss_cls: 2.2278, loss: 3.6429, grad_norm: 7.6317 2021-12-03 11:19:17,959 - mmaction - INFO - Epoch [38][940/1345] lr: 1.000e-02, eta: 1 day, 19:19:20, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4163, top1_acc: 0.4641, top5_acc: 0.7117, loss_cls: 2.2458, loss: 3.6621, grad_norm: 7.6444 2021-12-03 11:19:37,207 - mmaction - INFO - Epoch [38][960/1345] lr: 1.000e-02, eta: 1 day, 19:18:55, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4287, top1_acc: 0.4586, top5_acc: 0.7344, loss_cls: 2.2601, loss: 3.6888, grad_norm: 7.7307 2021-12-03 11:19:56,436 - mmaction - INFO - Epoch [38][980/1345] lr: 1.000e-02, eta: 1 day, 19:18:30, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3991, top1_acc: 0.4570, top5_acc: 0.7320, loss_cls: 2.2216, loss: 3.6207, grad_norm: 7.3922 2021-12-03 11:20:15,626 - mmaction - INFO - Epoch [38][1000/1345] lr: 1.000e-02, eta: 1 day, 19:18:05, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4276, top1_acc: 0.4680, top5_acc: 0.7250, loss_cls: 2.2118, loss: 3.6394, grad_norm: 7.3513 2021-12-03 11:20:34,831 - mmaction - INFO - Epoch [38][1020/1345] lr: 1.000e-02, eta: 1 day, 19:17:40, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4216, top1_acc: 0.4641, top5_acc: 0.7078, loss_cls: 2.2983, loss: 3.7199, grad_norm: 7.4262 2021-12-03 11:20:54,061 - mmaction - INFO - Epoch [38][1040/1345] lr: 1.000e-02, eta: 1 day, 19:17:16, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3629, top1_acc: 0.4875, top5_acc: 0.7445, loss_cls: 2.1102, loss: 3.4731, grad_norm: 7.3811 2021-12-03 11:21:13,282 - mmaction - INFO - Epoch [38][1060/1345] lr: 1.000e-02, eta: 1 day, 19:16:51, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3828, top1_acc: 0.4875, top5_acc: 0.7312, loss_cls: 2.1532, loss: 3.5359, grad_norm: 7.5531 2021-12-03 11:21:32,510 - mmaction - INFO - Epoch [38][1080/1345] lr: 1.000e-02, eta: 1 day, 19:16:26, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3658, top1_acc: 0.4844, top5_acc: 0.7445, loss_cls: 2.1345, loss: 3.5003, grad_norm: 7.3912 2021-12-03 11:21:51,712 - mmaction - INFO - Epoch [38][1100/1345] lr: 1.000e-02, eta: 1 day, 19:16:01, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3974, top1_acc: 0.4945, top5_acc: 0.7469, loss_cls: 2.0932, loss: 3.4906, grad_norm: 7.3983 2021-12-03 11:22:10,898 - mmaction - INFO - Epoch [38][1120/1345] lr: 1.000e-02, eta: 1 day, 19:15:36, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3923, top1_acc: 0.4680, top5_acc: 0.7453, loss_cls: 2.1466, loss: 3.5389, grad_norm: 7.6754 2021-12-03 11:22:30,133 - mmaction - INFO - Epoch [38][1140/1345] lr: 1.000e-02, eta: 1 day, 19:15:11, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4390, top1_acc: 0.4594, top5_acc: 0.7031, loss_cls: 2.2867, loss: 3.7257, grad_norm: 7.7391 2021-12-03 11:22:49,338 - mmaction - INFO - Epoch [38][1160/1345] lr: 1.000e-02, eta: 1 day, 19:14:46, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4056, top1_acc: 0.4781, top5_acc: 0.7469, loss_cls: 2.1670, loss: 3.5726, grad_norm: 7.5483 2021-12-03 11:23:08,544 - mmaction - INFO - Epoch [38][1180/1345] lr: 1.000e-02, eta: 1 day, 19:14:21, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4259, top1_acc: 0.4625, top5_acc: 0.7086, loss_cls: 2.2803, loss: 3.7062, grad_norm: 7.7669 2021-12-03 11:23:27,745 - mmaction - INFO - Epoch [38][1200/1345] lr: 1.000e-02, eta: 1 day, 19:13:56, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4389, top1_acc: 0.4516, top5_acc: 0.7250, loss_cls: 2.2923, loss: 3.7312, grad_norm: 7.8840 2021-12-03 11:23:46,988 - mmaction - INFO - Epoch [38][1220/1345] lr: 1.000e-02, eta: 1 day, 19:13:32, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4024, top1_acc: 0.4531, top5_acc: 0.7320, loss_cls: 2.2503, loss: 3.6527, grad_norm: 7.5872 2021-12-03 11:24:06,175 - mmaction - INFO - Epoch [38][1240/1345] lr: 1.000e-02, eta: 1 day, 19:13:07, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4308, top1_acc: 0.4445, top5_acc: 0.7133, loss_cls: 2.3179, loss: 3.7487, grad_norm: 7.5700 2021-12-03 11:24:25,358 - mmaction - INFO - Epoch [38][1260/1345] lr: 1.000e-02, eta: 1 day, 19:12:42, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4053, top1_acc: 0.4586, top5_acc: 0.7211, loss_cls: 2.2447, loss: 3.6500, grad_norm: 7.3311 2021-12-03 11:24:44,570 - mmaction - INFO - Epoch [38][1280/1345] lr: 1.000e-02, eta: 1 day, 19:12:17, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4232, top1_acc: 0.4367, top5_acc: 0.7133, loss_cls: 2.2654, loss: 3.6886, grad_norm: 7.5559 2021-12-03 11:25:03,761 - mmaction - INFO - Epoch [38][1300/1345] lr: 1.000e-02, eta: 1 day, 19:11:52, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4370, top1_acc: 0.4344, top5_acc: 0.7164, loss_cls: 2.3389, loss: 3.7759, grad_norm: 7.6185 2021-12-03 11:25:22,992 - mmaction - INFO - Epoch [38][1320/1345] lr: 1.000e-02, eta: 1 day, 19:11:27, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3799, top1_acc: 0.4797, top5_acc: 0.7516, loss_cls: 2.1312, loss: 3.5111, grad_norm: 7.3691 2021-12-03 11:25:42,254 - mmaction - INFO - Epoch [38][1340/1345] lr: 1.000e-02, eta: 1 day, 19:11:02, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.4188, top1_acc: 0.4672, top5_acc: 0.7219, loss_cls: 2.2260, loss: 3.6448, grad_norm: 7.5035 2021-12-03 11:25:47,939 - mmaction - INFO - Saving checkpoint at 38 epochs 2021-12-03 11:27:53,874 - mmaction - INFO - Epoch [39][20/1345] lr: 1.000e-02, eta: 1 day, 19:15:24, time: 6.161, data_time: 5.188, memory: 8232, loss_aux: 1.4265, top1_acc: 0.4703, top5_acc: 0.7383, loss_cls: 2.1911, loss: 3.6176, grad_norm: 7.4810 2021-12-03 11:28:12,980 - mmaction - INFO - Epoch [39][40/1345] lr: 1.000e-02, eta: 1 day, 19:14:58, time: 0.955, data_time: 0.003, memory: 8232, loss_aux: 1.3533, top1_acc: 0.4844, top5_acc: 0.7508, loss_cls: 2.1323, loss: 3.4856, grad_norm: 7.1712 2021-12-03 11:28:32,085 - mmaction - INFO - Epoch [39][60/1345] lr: 1.000e-02, eta: 1 day, 19:14:33, time: 0.955, data_time: 0.001, memory: 8232, loss_aux: 1.3888, top1_acc: 0.4719, top5_acc: 0.7367, loss_cls: 2.1513, loss: 3.5401, grad_norm: 7.4084 2021-12-03 11:28:51,253 - mmaction - INFO - Epoch [39][80/1345] lr: 1.000e-02, eta: 1 day, 19:14:08, time: 0.958, data_time: 0.002, memory: 8232, loss_aux: 1.3690, top1_acc: 0.4813, top5_acc: 0.7406, loss_cls: 2.1126, loss: 3.4817, grad_norm: 7.4486 2021-12-03 11:29:10,422 - mmaction - INFO - Epoch [39][100/1345] lr: 1.000e-02, eta: 1 day, 19:13:43, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.3842, top1_acc: 0.4836, top5_acc: 0.7375, loss_cls: 2.1504, loss: 3.5347, grad_norm: 7.3570 2021-12-03 11:29:29,579 - mmaction - INFO - Epoch [39][120/1345] lr: 1.000e-02, eta: 1 day, 19:13:18, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.4233, top1_acc: 0.4539, top5_acc: 0.7227, loss_cls: 2.2284, loss: 3.6517, grad_norm: 7.6212 2021-12-03 11:29:48,738 - mmaction - INFO - Epoch [39][140/1345] lr: 1.000e-02, eta: 1 day, 19:12:52, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.3519, top1_acc: 0.4781, top5_acc: 0.7367, loss_cls: 2.1447, loss: 3.4966, grad_norm: 7.5077 2021-12-03 11:30:07,922 - mmaction - INFO - Epoch [39][160/1345] lr: 1.000e-02, eta: 1 day, 19:12:27, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3614, top1_acc: 0.4727, top5_acc: 0.7555, loss_cls: 2.1081, loss: 3.4695, grad_norm: 7.2717 2021-12-03 11:30:27,077 - mmaction - INFO - Epoch [39][180/1345] lr: 1.000e-02, eta: 1 day, 19:12:02, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.3793, top1_acc: 0.4789, top5_acc: 0.7406, loss_cls: 2.1458, loss: 3.5250, grad_norm: 7.4606 2021-12-03 11:30:46,248 - mmaction - INFO - Epoch [39][200/1345] lr: 1.000e-02, eta: 1 day, 19:11:37, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4108, top1_acc: 0.4727, top5_acc: 0.7336, loss_cls: 2.2020, loss: 3.6128, grad_norm: 7.4229 2021-12-03 11:31:05,444 - mmaction - INFO - Epoch [39][220/1345] lr: 1.000e-02, eta: 1 day, 19:11:12, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3964, top1_acc: 0.4758, top5_acc: 0.7391, loss_cls: 2.1695, loss: 3.5660, grad_norm: 7.6023 2021-12-03 11:31:24,673 - mmaction - INFO - Epoch [39][240/1345] lr: 1.000e-02, eta: 1 day, 19:10:47, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4086, top1_acc: 0.4969, top5_acc: 0.7406, loss_cls: 2.1571, loss: 3.5657, grad_norm: 7.5533 2021-12-03 11:31:43,905 - mmaction - INFO - Epoch [39][260/1345] lr: 1.000e-02, eta: 1 day, 19:10:22, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4404, top1_acc: 0.4578, top5_acc: 0.7258, loss_cls: 2.2398, loss: 3.6802, grad_norm: 7.6973 2021-12-03 11:32:03,133 - mmaction - INFO - Epoch [39][280/1345] lr: 1.000e-02, eta: 1 day, 19:09:58, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4108, top1_acc: 0.4656, top5_acc: 0.7359, loss_cls: 2.1919, loss: 3.6027, grad_norm: 7.6845 2021-12-03 11:32:22,375 - mmaction - INFO - Epoch [39][300/1345] lr: 1.000e-02, eta: 1 day, 19:09:33, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4214, top1_acc: 0.4719, top5_acc: 0.7289, loss_cls: 2.1798, loss: 3.6013, grad_norm: 7.3707 2021-12-03 11:32:41,614 - mmaction - INFO - Epoch [39][320/1345] lr: 1.000e-02, eta: 1 day, 19:09:08, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3747, top1_acc: 0.4836, top5_acc: 0.7445, loss_cls: 2.1291, loss: 3.5037, grad_norm: 7.3402 2021-12-03 11:33:00,858 - mmaction - INFO - Epoch [39][340/1345] lr: 1.000e-02, eta: 1 day, 19:08:43, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3683, top1_acc: 0.4813, top5_acc: 0.7391, loss_cls: 2.1271, loss: 3.4954, grad_norm: 7.3940 2021-12-03 11:33:20,081 - mmaction - INFO - Epoch [39][360/1345] lr: 1.000e-02, eta: 1 day, 19:08:18, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4114, top1_acc: 0.4688, top5_acc: 0.7289, loss_cls: 2.2181, loss: 3.6295, grad_norm: 7.8133 2021-12-03 11:33:39,302 - mmaction - INFO - Epoch [39][380/1345] lr: 1.000e-02, eta: 1 day, 19:07:53, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3990, top1_acc: 0.4672, top5_acc: 0.7320, loss_cls: 2.1882, loss: 3.5873, grad_norm: 7.3643 2021-12-03 11:33:58,524 - mmaction - INFO - Epoch [39][400/1345] lr: 1.000e-02, eta: 1 day, 19:07:28, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4314, top1_acc: 0.4539, top5_acc: 0.7258, loss_cls: 2.2575, loss: 3.6888, grad_norm: 7.5058 2021-12-03 11:34:17,746 - mmaction - INFO - Epoch [39][420/1345] lr: 1.000e-02, eta: 1 day, 19:07:03, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4304, top1_acc: 0.4539, top5_acc: 0.7070, loss_cls: 2.3201, loss: 3.7504, grad_norm: 7.6691 2021-12-03 11:34:36,982 - mmaction - INFO - Epoch [39][440/1345] lr: 1.000e-02, eta: 1 day, 19:06:39, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3784, top1_acc: 0.4703, top5_acc: 0.7430, loss_cls: 2.1850, loss: 3.5634, grad_norm: 7.5632 2021-12-03 11:34:56,179 - mmaction - INFO - Epoch [39][460/1345] lr: 1.000e-02, eta: 1 day, 19:06:14, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4210, top1_acc: 0.4656, top5_acc: 0.7375, loss_cls: 2.2057, loss: 3.6267, grad_norm: 7.6207 2021-12-03 11:35:15,419 - mmaction - INFO - Epoch [39][480/1345] lr: 1.000e-02, eta: 1 day, 19:05:49, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3932, top1_acc: 0.4828, top5_acc: 0.7500, loss_cls: 2.1495, loss: 3.5426, grad_norm: 7.2701 2021-12-03 11:35:34,634 - mmaction - INFO - Epoch [39][500/1345] lr: 1.000e-02, eta: 1 day, 19:05:24, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3748, top1_acc: 0.4648, top5_acc: 0.7461, loss_cls: 2.1428, loss: 3.5176, grad_norm: 7.6488 2021-12-03 11:35:53,879 - mmaction - INFO - Epoch [39][520/1345] lr: 1.000e-02, eta: 1 day, 19:04:59, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4122, top1_acc: 0.4766, top5_acc: 0.7195, loss_cls: 2.2136, loss: 3.6258, grad_norm: 7.6626 2021-12-03 11:36:13,114 - mmaction - INFO - Epoch [39][540/1345] lr: 1.000e-02, eta: 1 day, 19:04:34, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4245, top1_acc: 0.4367, top5_acc: 0.7234, loss_cls: 2.2776, loss: 3.7021, grad_norm: 7.6917 2021-12-03 11:36:32,340 - mmaction - INFO - Epoch [39][560/1345] lr: 1.000e-02, eta: 1 day, 19:04:10, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4461, top1_acc: 0.4602, top5_acc: 0.7234, loss_cls: 2.2548, loss: 3.7009, grad_norm: 7.6336 2021-12-03 11:36:51,560 - mmaction - INFO - Epoch [39][580/1345] lr: 1.000e-02, eta: 1 day, 19:03:45, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3936, top1_acc: 0.4641, top5_acc: 0.7312, loss_cls: 2.1976, loss: 3.5912, grad_norm: 7.6035 2021-12-03 11:37:10,809 - mmaction - INFO - Epoch [39][600/1345] lr: 1.000e-02, eta: 1 day, 19:03:20, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4370, top1_acc: 0.4477, top5_acc: 0.7164, loss_cls: 2.3140, loss: 3.7510, grad_norm: 7.6590 2021-12-03 11:37:30,042 - mmaction - INFO - Epoch [39][620/1345] lr: 1.000e-02, eta: 1 day, 19:02:55, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4274, top1_acc: 0.4359, top5_acc: 0.7250, loss_cls: 2.2806, loss: 3.7080, grad_norm: 7.8733 2021-12-03 11:37:49,265 - mmaction - INFO - Epoch [39][640/1345] lr: 1.000e-02, eta: 1 day, 19:02:30, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4056, top1_acc: 0.4570, top5_acc: 0.7336, loss_cls: 2.2035, loss: 3.6090, grad_norm: 7.4541 2021-12-03 11:38:08,487 - mmaction - INFO - Epoch [39][660/1345] lr: 1.000e-02, eta: 1 day, 19:02:06, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4044, top1_acc: 0.4688, top5_acc: 0.7250, loss_cls: 2.1910, loss: 3.5954, grad_norm: 7.3200 2021-12-03 11:38:27,723 - mmaction - INFO - Epoch [39][680/1345] lr: 1.000e-02, eta: 1 day, 19:01:41, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3922, top1_acc: 0.4703, top5_acc: 0.7312, loss_cls: 2.2044, loss: 3.5966, grad_norm: 7.7077 2021-12-03 11:38:46,957 - mmaction - INFO - Epoch [39][700/1345] lr: 1.000e-02, eta: 1 day, 19:01:16, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4594, top1_acc: 0.4242, top5_acc: 0.7070, loss_cls: 2.3684, loss: 3.8278, grad_norm: 7.9120 2021-12-03 11:39:06,185 - mmaction - INFO - Epoch [39][720/1345] lr: 1.000e-02, eta: 1 day, 19:00:51, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4378, top1_acc: 0.4758, top5_acc: 0.7328, loss_cls: 2.2271, loss: 3.6649, grad_norm: 7.4608 2021-12-03 11:39:25,400 - mmaction - INFO - Epoch [39][740/1345] lr: 1.000e-02, eta: 1 day, 19:00:26, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4051, top1_acc: 0.4758, top5_acc: 0.7336, loss_cls: 2.1805, loss: 3.5857, grad_norm: 7.3157 2021-12-03 11:39:44,635 - mmaction - INFO - Epoch [39][760/1345] lr: 1.000e-02, eta: 1 day, 19:00:02, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3747, top1_acc: 0.4570, top5_acc: 0.7516, loss_cls: 2.1644, loss: 3.5391, grad_norm: 7.3949 2021-12-03 11:40:03,861 - mmaction - INFO - Epoch [39][780/1345] lr: 1.000e-02, eta: 1 day, 18:59:37, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4123, top1_acc: 0.4617, top5_acc: 0.7141, loss_cls: 2.2458, loss: 3.6581, grad_norm: 7.4210 2021-12-03 11:40:23,098 - mmaction - INFO - Epoch [39][800/1345] lr: 1.000e-02, eta: 1 day, 18:59:12, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3344, top1_acc: 0.4891, top5_acc: 0.7570, loss_cls: 2.0669, loss: 3.4013, grad_norm: 7.2218 2021-12-03 11:40:42,331 - mmaction - INFO - Epoch [39][820/1345] lr: 1.000e-02, eta: 1 day, 18:58:47, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3394, top1_acc: 0.4773, top5_acc: 0.7617, loss_cls: 2.1071, loss: 3.4465, grad_norm: 7.3085 2021-12-03 11:41:01,560 - mmaction - INFO - Epoch [39][840/1345] lr: 1.000e-02, eta: 1 day, 18:58:22, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4199, top1_acc: 0.4672, top5_acc: 0.7250, loss_cls: 2.2113, loss: 3.6313, grad_norm: 7.4448 2021-12-03 11:41:20,776 - mmaction - INFO - Epoch [39][860/1345] lr: 1.000e-02, eta: 1 day, 18:57:58, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4148, top1_acc: 0.4594, top5_acc: 0.7305, loss_cls: 2.2198, loss: 3.6346, grad_norm: 7.7654 2021-12-03 11:41:40,016 - mmaction - INFO - Epoch [39][880/1345] lr: 1.000e-02, eta: 1 day, 18:57:33, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4362, top1_acc: 0.4547, top5_acc: 0.7289, loss_cls: 2.2603, loss: 3.6964, grad_norm: 7.5740 2021-12-03 11:41:59,274 - mmaction - INFO - Epoch [39][900/1345] lr: 1.000e-02, eta: 1 day, 18:57:08, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.4549, top1_acc: 0.4578, top5_acc: 0.7234, loss_cls: 2.2809, loss: 3.7359, grad_norm: 7.5976 2021-12-03 11:42:18,490 - mmaction - INFO - Epoch [39][920/1345] lr: 1.000e-02, eta: 1 day, 18:56:43, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4294, top1_acc: 0.4594, top5_acc: 0.7297, loss_cls: 2.2483, loss: 3.6776, grad_norm: 7.5448 2021-12-03 11:42:37,716 - mmaction - INFO - Epoch [39][940/1345] lr: 1.000e-02, eta: 1 day, 18:56:19, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3892, top1_acc: 0.4680, top5_acc: 0.7375, loss_cls: 2.1552, loss: 3.5445, grad_norm: 7.4912 2021-12-03 11:42:56,954 - mmaction - INFO - Epoch [39][960/1345] lr: 1.000e-02, eta: 1 day, 18:55:54, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4119, top1_acc: 0.4625, top5_acc: 0.7172, loss_cls: 2.2662, loss: 3.6781, grad_norm: 7.7920 2021-12-03 11:43:16,156 - mmaction - INFO - Epoch [39][980/1345] lr: 1.000e-02, eta: 1 day, 18:55:29, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4258, top1_acc: 0.4656, top5_acc: 0.7312, loss_cls: 2.2214, loss: 3.6472, grad_norm: 7.5004 2021-12-03 11:43:35,381 - mmaction - INFO - Epoch [39][1000/1345] lr: 1.000e-02, eta: 1 day, 18:55:04, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4168, top1_acc: 0.4461, top5_acc: 0.7117, loss_cls: 2.2897, loss: 3.7066, grad_norm: 7.5592 2021-12-03 11:43:54,596 - mmaction - INFO - Epoch [39][1020/1345] lr: 1.000e-02, eta: 1 day, 18:54:40, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4070, top1_acc: 0.4664, top5_acc: 0.7320, loss_cls: 2.2353, loss: 3.6423, grad_norm: 7.3860 2021-12-03 11:44:13,839 - mmaction - INFO - Epoch [39][1040/1345] lr: 1.000e-02, eta: 1 day, 18:54:15, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3567, top1_acc: 0.5031, top5_acc: 0.7492, loss_cls: 2.0864, loss: 3.4432, grad_norm: 7.2830 2021-12-03 11:44:33,053 - mmaction - INFO - Epoch [39][1060/1345] lr: 1.000e-02, eta: 1 day, 18:53:50, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3896, top1_acc: 0.4664, top5_acc: 0.7320, loss_cls: 2.1805, loss: 3.5701, grad_norm: 7.5315 2021-12-03 11:44:52,271 - mmaction - INFO - Epoch [39][1080/1345] lr: 1.000e-02, eta: 1 day, 18:53:25, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4145, top1_acc: 0.4781, top5_acc: 0.7219, loss_cls: 2.2295, loss: 3.6441, grad_norm: 7.5722 2021-12-03 11:45:11,483 - mmaction - INFO - Epoch [39][1100/1345] lr: 1.000e-02, eta: 1 day, 18:53:01, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4266, top1_acc: 0.4453, top5_acc: 0.7312, loss_cls: 2.2319, loss: 3.6585, grad_norm: 7.5402 2021-12-03 11:45:30,737 - mmaction - INFO - Epoch [39][1120/1345] lr: 1.000e-02, eta: 1 day, 18:52:36, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3800, top1_acc: 0.4813, top5_acc: 0.7500, loss_cls: 2.1593, loss: 3.5393, grad_norm: 7.4545 2021-12-03 11:45:49,941 - mmaction - INFO - Epoch [39][1140/1345] lr: 1.000e-02, eta: 1 day, 18:52:11, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4250, top1_acc: 0.4586, top5_acc: 0.7195, loss_cls: 2.2401, loss: 3.6650, grad_norm: 7.3357 2021-12-03 11:46:09,169 - mmaction - INFO - Epoch [39][1160/1345] lr: 1.000e-02, eta: 1 day, 18:51:47, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3944, top1_acc: 0.4672, top5_acc: 0.7461, loss_cls: 2.1954, loss: 3.5898, grad_norm: 7.4013 2021-12-03 11:46:28,393 - mmaction - INFO - Epoch [39][1180/1345] lr: 1.000e-02, eta: 1 day, 18:51:22, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3800, top1_acc: 0.4656, top5_acc: 0.7344, loss_cls: 2.1757, loss: 3.5557, grad_norm: 7.5039 2021-12-03 11:46:47,621 - mmaction - INFO - Epoch [39][1200/1345] lr: 1.000e-02, eta: 1 day, 18:50:57, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4019, top1_acc: 0.4641, top5_acc: 0.7242, loss_cls: 2.2295, loss: 3.6314, grad_norm: 7.5561 2021-12-03 11:47:06,851 - mmaction - INFO - Epoch [39][1220/1345] lr: 1.000e-02, eta: 1 day, 18:50:33, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4018, top1_acc: 0.4672, top5_acc: 0.7188, loss_cls: 2.2187, loss: 3.6205, grad_norm: 7.5920 2021-12-03 11:47:26,067 - mmaction - INFO - Epoch [39][1240/1345] lr: 1.000e-02, eta: 1 day, 18:50:08, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3764, top1_acc: 0.4766, top5_acc: 0.7633, loss_cls: 2.1076, loss: 3.4840, grad_norm: 7.4579 2021-12-03 11:47:45,269 - mmaction - INFO - Epoch [39][1260/1345] lr: 1.000e-02, eta: 1 day, 18:49:43, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3640, top1_acc: 0.4875, top5_acc: 0.7453, loss_cls: 2.1161, loss: 3.4801, grad_norm: 7.5633 2021-12-03 11:48:04,508 - mmaction - INFO - Epoch [39][1280/1345] lr: 1.000e-02, eta: 1 day, 18:49:18, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4461, top1_acc: 0.4617, top5_acc: 0.7234, loss_cls: 2.2895, loss: 3.7356, grad_norm: 7.8152 2021-12-03 11:48:23,740 - mmaction - INFO - Epoch [39][1300/1345] lr: 1.000e-02, eta: 1 day, 18:48:54, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4035, top1_acc: 0.4531, top5_acc: 0.7227, loss_cls: 2.2689, loss: 3.6724, grad_norm: 7.5331 2021-12-03 11:48:42,944 - mmaction - INFO - Epoch [39][1320/1345] lr: 1.000e-02, eta: 1 day, 18:48:29, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3601, top1_acc: 0.4672, top5_acc: 0.7484, loss_cls: 2.1442, loss: 3.5043, grad_norm: 7.5439 2021-12-03 11:49:02,199 - mmaction - INFO - Epoch [39][1340/1345] lr: 1.000e-02, eta: 1 day, 18:48:04, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3887, top1_acc: 0.4742, top5_acc: 0.7383, loss_cls: 2.2146, loss: 3.6033, grad_norm: 7.4111 2021-12-03 11:49:07,818 - mmaction - INFO - Saving checkpoint at 39 epochs 2021-12-03 11:51:13,593 - mmaction - INFO - Epoch [40][20/1345] lr: 1.000e-02, eta: 1 day, 18:52:14, time: 6.125, data_time: 5.159, memory: 8232, loss_aux: 1.4124, top1_acc: 0.4477, top5_acc: 0.7258, loss_cls: 2.2193, loss: 3.6318, grad_norm: 7.5375 2021-12-03 11:51:32,674 - mmaction - INFO - Epoch [40][40/1345] lr: 1.000e-02, eta: 1 day, 18:51:49, time: 0.954, data_time: 0.003, memory: 8232, loss_aux: 1.3675, top1_acc: 0.4938, top5_acc: 0.7352, loss_cls: 2.1262, loss: 3.4938, grad_norm: 7.2634 2021-12-03 11:51:51,815 - mmaction - INFO - Epoch [40][60/1345] lr: 1.000e-02, eta: 1 day, 18:51:23, time: 0.957, data_time: 0.002, memory: 8232, loss_aux: 1.3600, top1_acc: 0.5109, top5_acc: 0.7680, loss_cls: 2.0262, loss: 3.3861, grad_norm: 7.4654 2021-12-03 11:52:10,951 - mmaction - INFO - Epoch [40][80/1345] lr: 1.000e-02, eta: 1 day, 18:50:58, time: 0.957, data_time: 0.002, memory: 8232, loss_aux: 1.3984, top1_acc: 0.4766, top5_acc: 0.7367, loss_cls: 2.1775, loss: 3.5759, grad_norm: 7.5323 2021-12-03 11:52:30,097 - mmaction - INFO - Epoch [40][100/1345] lr: 1.000e-02, eta: 1 day, 18:50:33, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 1.3945, top1_acc: 0.4766, top5_acc: 0.7453, loss_cls: 2.1272, loss: 3.5216, grad_norm: 7.3881 2021-12-03 11:52:49,285 - mmaction - INFO - Epoch [40][120/1345] lr: 1.000e-02, eta: 1 day, 18:50:08, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3512, top1_acc: 0.5008, top5_acc: 0.7508, loss_cls: 2.0934, loss: 3.4447, grad_norm: 7.2741 2021-12-03 11:53:08,480 - mmaction - INFO - Epoch [40][140/1345] lr: 1.000e-02, eta: 1 day, 18:49:44, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3556, top1_acc: 0.4680, top5_acc: 0.7391, loss_cls: 2.1301, loss: 3.4857, grad_norm: 7.5126 2021-12-03 11:53:27,686 - mmaction - INFO - Epoch [40][160/1345] lr: 1.000e-02, eta: 1 day, 18:49:19, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3824, top1_acc: 0.4852, top5_acc: 0.7625, loss_cls: 2.1276, loss: 3.5100, grad_norm: 7.6360 2021-12-03 11:53:46,882 - mmaction - INFO - Epoch [40][180/1345] lr: 1.000e-02, eta: 1 day, 18:48:54, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4438, top1_acc: 0.4734, top5_acc: 0.7086, loss_cls: 2.2392, loss: 3.6831, grad_norm: 7.5013 2021-12-03 11:54:06,067 - mmaction - INFO - Epoch [40][200/1345] lr: 1.000e-02, eta: 1 day, 18:48:29, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4407, top1_acc: 0.4305, top5_acc: 0.7391, loss_cls: 2.2634, loss: 3.7041, grad_norm: 7.6615 2021-12-03 11:54:25,270 - mmaction - INFO - Epoch [40][220/1345] lr: 1.000e-02, eta: 1 day, 18:48:04, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3897, top1_acc: 0.4773, top5_acc: 0.7445, loss_cls: 2.1612, loss: 3.5509, grad_norm: 7.5863 2021-12-03 11:54:44,474 - mmaction - INFO - Epoch [40][240/1345] lr: 1.000e-02, eta: 1 day, 18:47:39, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4164, top1_acc: 0.4727, top5_acc: 0.7250, loss_cls: 2.1878, loss: 3.6042, grad_norm: 7.6378 2021-12-03 11:55:03,686 - mmaction - INFO - Epoch [40][260/1345] lr: 1.000e-02, eta: 1 day, 18:47:15, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3797, top1_acc: 0.4719, top5_acc: 0.7539, loss_cls: 2.1319, loss: 3.5116, grad_norm: 7.5632 2021-12-03 11:55:22,892 - mmaction - INFO - Epoch [40][280/1345] lr: 1.000e-02, eta: 1 day, 18:46:50, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3938, top1_acc: 0.4656, top5_acc: 0.7367, loss_cls: 2.2024, loss: 3.5961, grad_norm: 7.7213 2021-12-03 11:55:42,096 - mmaction - INFO - Epoch [40][300/1345] lr: 1.000e-02, eta: 1 day, 18:46:25, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4142, top1_acc: 0.4633, top5_acc: 0.7312, loss_cls: 2.1662, loss: 3.5804, grad_norm: 7.6398 2021-12-03 11:56:01,344 - mmaction - INFO - Epoch [40][320/1345] lr: 1.000e-02, eta: 1 day, 18:46:00, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3922, top1_acc: 0.4719, top5_acc: 0.7328, loss_cls: 2.2211, loss: 3.6134, grad_norm: 7.6276 2021-12-03 11:56:20,575 - mmaction - INFO - Epoch [40][340/1345] lr: 1.000e-02, eta: 1 day, 18:45:36, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3893, top1_acc: 0.4617, top5_acc: 0.7219, loss_cls: 2.1933, loss: 3.5826, grad_norm: 7.6406 2021-12-03 11:56:39,800 - mmaction - INFO - Epoch [40][360/1345] lr: 1.000e-02, eta: 1 day, 18:45:11, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4195, top1_acc: 0.4492, top5_acc: 0.7258, loss_cls: 2.2850, loss: 3.7045, grad_norm: 7.7596 2021-12-03 11:56:59,022 - mmaction - INFO - Epoch [40][380/1345] lr: 1.000e-02, eta: 1 day, 18:44:46, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4723, top1_acc: 0.4367, top5_acc: 0.7102, loss_cls: 2.3128, loss: 3.7852, grad_norm: 7.9173 2021-12-03 11:57:18,207 - mmaction - INFO - Epoch [40][400/1345] lr: 1.000e-02, eta: 1 day, 18:44:21, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3747, top1_acc: 0.4813, top5_acc: 0.7383, loss_cls: 2.1562, loss: 3.5309, grad_norm: 7.6624 2021-12-03 11:57:37,415 - mmaction - INFO - Epoch [40][420/1345] lr: 1.000e-02, eta: 1 day, 18:43:56, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4688, top1_acc: 0.4453, top5_acc: 0.7102, loss_cls: 2.3375, loss: 3.8063, grad_norm: 7.6503 2021-12-03 11:57:56,635 - mmaction - INFO - Epoch [40][440/1345] lr: 1.000e-02, eta: 1 day, 18:43:32, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3862, top1_acc: 0.4664, top5_acc: 0.7406, loss_cls: 2.1780, loss: 3.5642, grad_norm: 7.5693 2021-12-03 11:58:15,869 - mmaction - INFO - Epoch [40][460/1345] lr: 1.000e-02, eta: 1 day, 18:43:07, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3795, top1_acc: 0.4820, top5_acc: 0.7531, loss_cls: 2.1494, loss: 3.5289, grad_norm: 7.5793 2021-12-03 11:58:35,066 - mmaction - INFO - Epoch [40][480/1345] lr: 1.000e-02, eta: 1 day, 18:42:42, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4100, top1_acc: 0.4508, top5_acc: 0.7164, loss_cls: 2.2695, loss: 3.6795, grad_norm: 7.5847 2021-12-03 11:58:54,254 - mmaction - INFO - Epoch [40][500/1345] lr: 1.000e-02, eta: 1 day, 18:42:17, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4262, top1_acc: 0.4578, top5_acc: 0.7297, loss_cls: 2.2279, loss: 3.6541, grad_norm: 7.6868 2021-12-03 11:59:13,451 - mmaction - INFO - Epoch [40][520/1345] lr: 1.000e-02, eta: 1 day, 18:41:53, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3875, top1_acc: 0.4734, top5_acc: 0.7344, loss_cls: 2.1455, loss: 3.5331, grad_norm: 7.6439 2021-12-03 11:59:32,663 - mmaction - INFO - Epoch [40][540/1345] lr: 1.000e-02, eta: 1 day, 18:41:28, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4173, top1_acc: 0.4867, top5_acc: 0.7352, loss_cls: 2.2035, loss: 3.6208, grad_norm: 7.5895 2021-12-03 11:59:51,890 - mmaction - INFO - Epoch [40][560/1345] lr: 1.000e-02, eta: 1 day, 18:41:03, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3963, top1_acc: 0.4625, top5_acc: 0.7406, loss_cls: 2.1732, loss: 3.5695, grad_norm: 7.6227 2021-12-03 12:00:11,153 - mmaction - INFO - Epoch [40][580/1345] lr: 1.000e-02, eta: 1 day, 18:40:39, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3675, top1_acc: 0.5016, top5_acc: 0.7656, loss_cls: 2.0658, loss: 3.4332, grad_norm: 7.4377 2021-12-03 12:00:30,375 - mmaction - INFO - Epoch [40][600/1345] lr: 1.000e-02, eta: 1 day, 18:40:14, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3810, top1_acc: 0.4719, top5_acc: 0.7492, loss_cls: 2.1509, loss: 3.5319, grad_norm: 7.5476 2021-12-03 12:00:49,629 - mmaction - INFO - Epoch [40][620/1345] lr: 1.000e-02, eta: 1 day, 18:39:49, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3620, top1_acc: 0.4719, top5_acc: 0.7539, loss_cls: 2.1541, loss: 3.5161, grad_norm: 7.6950 2021-12-03 12:01:08,868 - mmaction - INFO - Epoch [40][640/1345] lr: 1.000e-02, eta: 1 day, 18:39:25, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3522, top1_acc: 0.4836, top5_acc: 0.7391, loss_cls: 2.1305, loss: 3.4827, grad_norm: 7.5930 2021-12-03 12:01:28,080 - mmaction - INFO - Epoch [40][660/1345] lr: 1.000e-02, eta: 1 day, 18:39:00, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3856, top1_acc: 0.4750, top5_acc: 0.7430, loss_cls: 2.1478, loss: 3.5334, grad_norm: 7.5444 2021-12-03 12:01:47,284 - mmaction - INFO - Epoch [40][680/1345] lr: 1.000e-02, eta: 1 day, 18:38:35, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3894, top1_acc: 0.4883, top5_acc: 0.7273, loss_cls: 2.1706, loss: 3.5600, grad_norm: 7.6231 2021-12-03 12:02:06,526 - mmaction - INFO - Epoch [40][700/1345] lr: 1.000e-02, eta: 1 day, 18:38:11, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3585, top1_acc: 0.4828, top5_acc: 0.7508, loss_cls: 2.1159, loss: 3.4744, grad_norm: 7.4986 2021-12-03 12:02:25,810 - mmaction - INFO - Epoch [40][720/1345] lr: 1.000e-02, eta: 1 day, 18:37:46, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 1.3731, top1_acc: 0.4836, top5_acc: 0.7383, loss_cls: 2.1439, loss: 3.5170, grad_norm: 7.6126 2021-12-03 12:02:45,070 - mmaction - INFO - Epoch [40][740/1345] lr: 1.000e-02, eta: 1 day, 18:37:22, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3391, top1_acc: 0.4898, top5_acc: 0.7430, loss_cls: 2.0855, loss: 3.4246, grad_norm: 7.4794 2021-12-03 12:03:04,318 - mmaction - INFO - Epoch [40][760/1345] lr: 1.000e-02, eta: 1 day, 18:36:57, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4147, top1_acc: 0.4734, top5_acc: 0.7234, loss_cls: 2.2274, loss: 3.6421, grad_norm: 7.7977 2021-12-03 12:03:23,536 - mmaction - INFO - Epoch [40][780/1345] lr: 1.000e-02, eta: 1 day, 18:36:32, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3900, top1_acc: 0.4828, top5_acc: 0.7367, loss_cls: 2.1600, loss: 3.5499, grad_norm: 7.6715 2021-12-03 12:03:42,793 - mmaction - INFO - Epoch [40][800/1345] lr: 1.000e-02, eta: 1 day, 18:36:08, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.4172, top1_acc: 0.4609, top5_acc: 0.7297, loss_cls: 2.2040, loss: 3.6212, grad_norm: 7.6510 2021-12-03 12:04:02,026 - mmaction - INFO - Epoch [40][820/1345] lr: 1.000e-02, eta: 1 day, 18:35:43, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4164, top1_acc: 0.4680, top5_acc: 0.7133, loss_cls: 2.1935, loss: 3.6098, grad_norm: 7.4882 2021-12-03 12:04:21,287 - mmaction - INFO - Epoch [40][840/1345] lr: 1.000e-02, eta: 1 day, 18:35:19, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3739, top1_acc: 0.4789, top5_acc: 0.7438, loss_cls: 2.1424, loss: 3.5163, grad_norm: 7.5018 2021-12-03 12:04:40,520 - mmaction - INFO - Epoch [40][860/1345] lr: 1.000e-02, eta: 1 day, 18:34:54, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3790, top1_acc: 0.4734, top5_acc: 0.7422, loss_cls: 2.1724, loss: 3.5514, grad_norm: 7.6015 2021-12-03 12:04:59,752 - mmaction - INFO - Epoch [40][880/1345] lr: 1.000e-02, eta: 1 day, 18:34:29, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4104, top1_acc: 0.4648, top5_acc: 0.7273, loss_cls: 2.2024, loss: 3.6128, grad_norm: 7.4153 2021-12-03 12:05:19,006 - mmaction - INFO - Epoch [40][900/1345] lr: 1.000e-02, eta: 1 day, 18:34:05, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.4129, top1_acc: 0.4633, top5_acc: 0.7227, loss_cls: 2.2049, loss: 3.6179, grad_norm: 7.4984 2021-12-03 12:05:38,222 - mmaction - INFO - Epoch [40][920/1345] lr: 1.000e-02, eta: 1 day, 18:33:40, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3761, top1_acc: 0.4813, top5_acc: 0.7609, loss_cls: 2.1197, loss: 3.4958, grad_norm: 7.6796 2021-12-03 12:05:57,450 - mmaction - INFO - Epoch [40][940/1345] lr: 1.000e-02, eta: 1 day, 18:33:15, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4177, top1_acc: 0.4570, top5_acc: 0.7234, loss_cls: 2.2349, loss: 3.6525, grad_norm: 7.7610 2021-12-03 12:06:16,686 - mmaction - INFO - Epoch [40][960/1345] lr: 1.000e-02, eta: 1 day, 18:32:51, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4424, top1_acc: 0.4516, top5_acc: 0.7211, loss_cls: 2.2857, loss: 3.7281, grad_norm: 7.7254 2021-12-03 12:06:35,943 - mmaction - INFO - Epoch [40][980/1345] lr: 1.000e-02, eta: 1 day, 18:32:26, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3545, top1_acc: 0.4813, top5_acc: 0.7391, loss_cls: 2.1483, loss: 3.5028, grad_norm: 7.5103 2021-12-03 12:06:55,173 - mmaction - INFO - Epoch [40][1000/1345] lr: 1.000e-02, eta: 1 day, 18:32:02, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3660, top1_acc: 0.4844, top5_acc: 0.7359, loss_cls: 2.1477, loss: 3.5138, grad_norm: 7.4890 2021-12-03 12:07:14,398 - mmaction - INFO - Epoch [40][1020/1345] lr: 1.000e-02, eta: 1 day, 18:31:37, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4225, top1_acc: 0.4703, top5_acc: 0.7180, loss_cls: 2.2312, loss: 3.6538, grad_norm: 7.5486 2021-12-03 12:07:33,611 - mmaction - INFO - Epoch [40][1040/1345] lr: 1.000e-02, eta: 1 day, 18:31:13, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4228, top1_acc: 0.4469, top5_acc: 0.7188, loss_cls: 2.2900, loss: 3.7128, grad_norm: 7.6924 2021-12-03 12:07:52,843 - mmaction - INFO - Epoch [40][1060/1345] lr: 1.000e-02, eta: 1 day, 18:30:48, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4511, top1_acc: 0.4547, top5_acc: 0.7039, loss_cls: 2.2650, loss: 3.7161, grad_norm: 7.6839 2021-12-03 12:08:12,078 - mmaction - INFO - Epoch [40][1080/1345] lr: 1.000e-02, eta: 1 day, 18:30:23, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3660, top1_acc: 0.4836, top5_acc: 0.7586, loss_cls: 2.1282, loss: 3.4942, grad_norm: 7.6243 2021-12-03 12:08:31,321 - mmaction - INFO - Epoch [40][1100/1345] lr: 1.000e-02, eta: 1 day, 18:29:59, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4134, top1_acc: 0.4336, top5_acc: 0.7063, loss_cls: 2.2742, loss: 3.6876, grad_norm: 7.5990 2021-12-03 12:08:50,531 - mmaction - INFO - Epoch [40][1120/1345] lr: 1.000e-02, eta: 1 day, 18:29:34, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3999, top1_acc: 0.4672, top5_acc: 0.7164, loss_cls: 2.2249, loss: 3.6248, grad_norm: 7.4290 2021-12-03 12:09:09,741 - mmaction - INFO - Epoch [40][1140/1345] lr: 1.000e-02, eta: 1 day, 18:29:10, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4110, top1_acc: 0.4539, top5_acc: 0.7320, loss_cls: 2.2257, loss: 3.6366, grad_norm: 7.5757 2021-12-03 12:09:28,972 - mmaction - INFO - Epoch [40][1160/1345] lr: 1.000e-02, eta: 1 day, 18:28:45, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4221, top1_acc: 0.4531, top5_acc: 0.7156, loss_cls: 2.2753, loss: 3.6974, grad_norm: 7.7938 2021-12-03 12:09:48,206 - mmaction - INFO - Epoch [40][1180/1345] lr: 1.000e-02, eta: 1 day, 18:28:20, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4079, top1_acc: 0.4469, top5_acc: 0.7258, loss_cls: 2.2345, loss: 3.6424, grad_norm: 7.4498 2021-12-03 12:10:07,446 - mmaction - INFO - Epoch [40][1200/1345] lr: 1.000e-02, eta: 1 day, 18:27:56, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4075, top1_acc: 0.4711, top5_acc: 0.7320, loss_cls: 2.2097, loss: 3.6172, grad_norm: 7.5464 2021-12-03 12:10:26,654 - mmaction - INFO - Epoch [40][1220/1345] lr: 1.000e-02, eta: 1 day, 18:27:31, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4132, top1_acc: 0.4625, top5_acc: 0.7258, loss_cls: 2.2145, loss: 3.6277, grad_norm: 7.6089 2021-12-03 12:10:45,880 - mmaction - INFO - Epoch [40][1240/1345] lr: 1.000e-02, eta: 1 day, 18:27:07, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4465, top1_acc: 0.4391, top5_acc: 0.7188, loss_cls: 2.3122, loss: 3.7587, grad_norm: 7.6561 2021-12-03 12:11:05,128 - mmaction - INFO - Epoch [40][1260/1345] lr: 1.000e-02, eta: 1 day, 18:26:42, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4090, top1_acc: 0.4422, top5_acc: 0.7133, loss_cls: 2.2988, loss: 3.7077, grad_norm: 7.5398 2021-12-03 12:11:24,339 - mmaction - INFO - Epoch [40][1280/1345] lr: 1.000e-02, eta: 1 day, 18:26:18, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3697, top1_acc: 0.4719, top5_acc: 0.7484, loss_cls: 2.1424, loss: 3.5120, grad_norm: 7.2991 2021-12-03 12:11:43,572 - mmaction - INFO - Epoch [40][1300/1345] lr: 1.000e-02, eta: 1 day, 18:25:53, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4151, top1_acc: 0.4664, top5_acc: 0.7305, loss_cls: 2.2170, loss: 3.6322, grad_norm: 7.3894 2021-12-03 12:12:02,819 - mmaction - INFO - Epoch [40][1320/1345] lr: 1.000e-02, eta: 1 day, 18:25:29, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3786, top1_acc: 0.4742, top5_acc: 0.7469, loss_cls: 2.1249, loss: 3.5036, grad_norm: 7.5061 2021-12-03 12:12:22,070 - mmaction - INFO - Epoch [40][1340/1345] lr: 1.000e-02, eta: 1 day, 18:25:04, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.4414, top1_acc: 0.4437, top5_acc: 0.7234, loss_cls: 2.2799, loss: 3.7213, grad_norm: 7.6108 2021-12-03 12:12:27,779 - mmaction - INFO - Saving checkpoint at 40 epochs 2021-12-03 12:14:32,817 - mmaction - INFO - Epoch [41][20/1345] lr: 1.000e-02, eta: 1 day, 18:29:02, time: 6.083, data_time: 5.111, memory: 8232, loss_aux: 1.3938, top1_acc: 0.4781, top5_acc: 0.7398, loss_cls: 2.1363, loss: 3.5301, grad_norm: 7.6278 2021-12-03 12:14:51,908 - mmaction - INFO - Epoch [41][40/1345] lr: 1.000e-02, eta: 1 day, 18:28:37, time: 0.954, data_time: 0.003, memory: 8232, loss_aux: 1.3742, top1_acc: 0.4656, top5_acc: 0.7453, loss_cls: 2.1694, loss: 3.5436, grad_norm: 7.6390 2021-12-03 12:15:11,029 - mmaction - INFO - Epoch [41][60/1345] lr: 1.000e-02, eta: 1 day, 18:28:12, time: 0.956, data_time: 0.002, memory: 8232, loss_aux: 1.3519, top1_acc: 0.4852, top5_acc: 0.7391, loss_cls: 2.1098, loss: 3.4616, grad_norm: 7.3521 2021-12-03 12:15:30,192 - mmaction - INFO - Epoch [41][80/1345] lr: 1.000e-02, eta: 1 day, 18:27:47, time: 0.958, data_time: 0.002, memory: 8232, loss_aux: 1.3540, top1_acc: 0.4867, top5_acc: 0.7516, loss_cls: 2.1141, loss: 3.4681, grad_norm: 7.5385 2021-12-03 12:15:49,347 - mmaction - INFO - Epoch [41][100/1345] lr: 1.000e-02, eta: 1 day, 18:27:22, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.3682, top1_acc: 0.4969, top5_acc: 0.7508, loss_cls: 2.0871, loss: 3.4553, grad_norm: 7.4342 2021-12-03 12:16:08,526 - mmaction - INFO - Epoch [41][120/1345] lr: 1.000e-02, eta: 1 day, 18:26:57, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3898, top1_acc: 0.4695, top5_acc: 0.7250, loss_cls: 2.1825, loss: 3.5724, grad_norm: 7.5429 2021-12-03 12:16:27,711 - mmaction - INFO - Epoch [41][140/1345] lr: 1.000e-02, eta: 1 day, 18:26:33, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3693, top1_acc: 0.4758, top5_acc: 0.7438, loss_cls: 2.1508, loss: 3.5201, grad_norm: 7.4853 2021-12-03 12:16:46,873 - mmaction - INFO - Epoch [41][160/1345] lr: 1.000e-02, eta: 1 day, 18:26:08, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.4087, top1_acc: 0.4625, top5_acc: 0.7281, loss_cls: 2.2098, loss: 3.6185, grad_norm: 7.6795 2021-12-03 12:17:06,044 - mmaction - INFO - Epoch [41][180/1345] lr: 1.000e-02, eta: 1 day, 18:25:43, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3769, top1_acc: 0.4938, top5_acc: 0.7539, loss_cls: 2.1199, loss: 3.4968, grad_norm: 7.4073 2021-12-03 12:17:25,230 - mmaction - INFO - Epoch [41][200/1345] lr: 1.000e-02, eta: 1 day, 18:25:18, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4139, top1_acc: 0.4648, top5_acc: 0.7242, loss_cls: 2.2198, loss: 3.6337, grad_norm: 7.5084 2021-12-03 12:17:44,449 - mmaction - INFO - Epoch [41][220/1345] lr: 1.000e-02, eta: 1 day, 18:24:54, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3687, top1_acc: 0.4742, top5_acc: 0.7641, loss_cls: 2.0737, loss: 3.4424, grad_norm: 7.4559 2021-12-03 12:18:03,656 - mmaction - INFO - Epoch [41][240/1345] lr: 1.000e-02, eta: 1 day, 18:24:29, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4145, top1_acc: 0.4789, top5_acc: 0.7266, loss_cls: 2.1792, loss: 3.5937, grad_norm: 7.5581 2021-12-03 12:18:22,846 - mmaction - INFO - Epoch [41][260/1345] lr: 1.000e-02, eta: 1 day, 18:24:04, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3693, top1_acc: 0.4914, top5_acc: 0.7398, loss_cls: 2.1231, loss: 3.4924, grad_norm: 7.5007 2021-12-03 12:18:42,078 - mmaction - INFO - Epoch [41][280/1345] lr: 1.000e-02, eta: 1 day, 18:23:40, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4605, top1_acc: 0.4602, top5_acc: 0.7031, loss_cls: 2.3143, loss: 3.7748, grad_norm: 7.6542 2021-12-03 12:19:01,295 - mmaction - INFO - Epoch [41][300/1345] lr: 1.000e-02, eta: 1 day, 18:23:15, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4296, top1_acc: 0.4852, top5_acc: 0.7281, loss_cls: 2.2062, loss: 3.6358, grad_norm: 7.6242 2021-12-03 12:19:20,521 - mmaction - INFO - Epoch [41][320/1345] lr: 1.000e-02, eta: 1 day, 18:22:50, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3937, top1_acc: 0.4625, top5_acc: 0.7289, loss_cls: 2.1909, loss: 3.5846, grad_norm: 7.4790 2021-12-03 12:19:39,727 - mmaction - INFO - Epoch [41][340/1345] lr: 1.000e-02, eta: 1 day, 18:22:26, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3959, top1_acc: 0.4883, top5_acc: 0.7500, loss_cls: 2.1399, loss: 3.5358, grad_norm: 7.3976 2021-12-03 12:19:58,938 - mmaction - INFO - Epoch [41][360/1345] lr: 1.000e-02, eta: 1 day, 18:22:01, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4071, top1_acc: 0.4773, top5_acc: 0.7234, loss_cls: 2.1876, loss: 3.5947, grad_norm: 7.4608 2021-12-03 12:20:18,173 - mmaction - INFO - Epoch [41][380/1345] lr: 1.000e-02, eta: 1 day, 18:21:37, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3964, top1_acc: 0.4656, top5_acc: 0.7406, loss_cls: 2.1471, loss: 3.5435, grad_norm: 7.4697 2021-12-03 12:20:37,391 - mmaction - INFO - Epoch [41][400/1345] lr: 1.000e-02, eta: 1 day, 18:21:12, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3789, top1_acc: 0.4750, top5_acc: 0.7422, loss_cls: 2.1314, loss: 3.5102, grad_norm: 7.3463 2021-12-03 12:20:56,578 - mmaction - INFO - Epoch [41][420/1345] lr: 1.000e-02, eta: 1 day, 18:20:47, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3595, top1_acc: 0.4898, top5_acc: 0.7383, loss_cls: 2.0857, loss: 3.4452, grad_norm: 7.3681 2021-12-03 12:21:15,796 - mmaction - INFO - Epoch [41][440/1345] lr: 1.000e-02, eta: 1 day, 18:20:23, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3587, top1_acc: 0.4945, top5_acc: 0.7367, loss_cls: 2.1342, loss: 3.4929, grad_norm: 7.4457 2021-12-03 12:21:35,020 - mmaction - INFO - Epoch [41][460/1345] lr: 1.000e-02, eta: 1 day, 18:19:58, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3623, top1_acc: 0.4727, top5_acc: 0.7438, loss_cls: 2.1589, loss: 3.5212, grad_norm: 7.7055 2021-12-03 12:21:54,250 - mmaction - INFO - Epoch [41][480/1345] lr: 1.000e-02, eta: 1 day, 18:19:33, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3697, top1_acc: 0.4719, top5_acc: 0.7555, loss_cls: 2.1136, loss: 3.4833, grad_norm: 7.4938 2021-12-03 12:22:13,475 - mmaction - INFO - Epoch [41][500/1345] lr: 1.000e-02, eta: 1 day, 18:19:09, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3811, top1_acc: 0.4758, top5_acc: 0.7461, loss_cls: 2.1254, loss: 3.5066, grad_norm: 7.7689 2021-12-03 12:22:32,693 - mmaction - INFO - Epoch [41][520/1345] lr: 1.000e-02, eta: 1 day, 18:18:44, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3689, top1_acc: 0.4789, top5_acc: 0.7453, loss_cls: 2.1345, loss: 3.5034, grad_norm: 7.6475 2021-12-03 12:22:51,908 - mmaction - INFO - Epoch [41][540/1345] lr: 1.000e-02, eta: 1 day, 18:18:20, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3696, top1_acc: 0.4703, top5_acc: 0.7547, loss_cls: 2.1009, loss: 3.4705, grad_norm: 7.6519 2021-12-03 12:23:11,119 - mmaction - INFO - Epoch [41][560/1345] lr: 1.000e-02, eta: 1 day, 18:17:55, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4337, top1_acc: 0.4461, top5_acc: 0.7133, loss_cls: 2.2907, loss: 3.7244, grad_norm: 7.8246 2021-12-03 12:23:30,364 - mmaction - INFO - Epoch [41][580/1345] lr: 1.000e-02, eta: 1 day, 18:17:31, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4109, top1_acc: 0.4648, top5_acc: 0.7328, loss_cls: 2.2199, loss: 3.6308, grad_norm: 7.7162 2021-12-03 12:23:49,583 - mmaction - INFO - Epoch [41][600/1345] lr: 1.000e-02, eta: 1 day, 18:17:06, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3887, top1_acc: 0.4711, top5_acc: 0.7359, loss_cls: 2.1455, loss: 3.5342, grad_norm: 7.5753 2021-12-03 12:24:08,808 - mmaction - INFO - Epoch [41][620/1345] lr: 1.000e-02, eta: 1 day, 18:16:42, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3827, top1_acc: 0.4805, top5_acc: 0.7242, loss_cls: 2.1630, loss: 3.5457, grad_norm: 7.5317 2021-12-03 12:24:28,028 - mmaction - INFO - Epoch [41][640/1345] lr: 1.000e-02, eta: 1 day, 18:16:17, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4163, top1_acc: 0.4797, top5_acc: 0.7359, loss_cls: 2.2223, loss: 3.6386, grad_norm: 7.7858 2021-12-03 12:24:47,248 - mmaction - INFO - Epoch [41][660/1345] lr: 1.000e-02, eta: 1 day, 18:15:52, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3526, top1_acc: 0.4945, top5_acc: 0.7484, loss_cls: 2.1463, loss: 3.4989, grad_norm: 7.4370 2021-12-03 12:25:06,468 - mmaction - INFO - Epoch [41][680/1345] lr: 1.000e-02, eta: 1 day, 18:15:28, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3971, top1_acc: 0.4789, top5_acc: 0.7281, loss_cls: 2.1579, loss: 3.5550, grad_norm: 7.5571 2021-12-03 12:25:25,694 - mmaction - INFO - Epoch [41][700/1345] lr: 1.000e-02, eta: 1 day, 18:15:03, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4280, top1_acc: 0.4617, top5_acc: 0.7094, loss_cls: 2.2780, loss: 3.7060, grad_norm: 7.6396 2021-12-03 12:25:44,918 - mmaction - INFO - Epoch [41][720/1345] lr: 1.000e-02, eta: 1 day, 18:14:39, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3784, top1_acc: 0.4516, top5_acc: 0.7438, loss_cls: 2.1778, loss: 3.5562, grad_norm: 7.5067 2021-12-03 12:26:04,115 - mmaction - INFO - Epoch [41][740/1345] lr: 1.000e-02, eta: 1 day, 18:14:14, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4043, top1_acc: 0.4414, top5_acc: 0.7242, loss_cls: 2.2446, loss: 3.6489, grad_norm: 7.8033 2021-12-03 12:26:23,310 - mmaction - INFO - Epoch [41][760/1345] lr: 1.000e-02, eta: 1 day, 18:13:50, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3656, top1_acc: 0.4820, top5_acc: 0.7562, loss_cls: 2.1030, loss: 3.4686, grad_norm: 7.6063 2021-12-03 12:26:42,526 - mmaction - INFO - Epoch [41][780/1345] lr: 1.000e-02, eta: 1 day, 18:13:25, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3823, top1_acc: 0.4773, top5_acc: 0.7234, loss_cls: 2.1682, loss: 3.5506, grad_norm: 7.5138 2021-12-03 12:27:01,777 - mmaction - INFO - Epoch [41][800/1345] lr: 1.000e-02, eta: 1 day, 18:13:01, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3716, top1_acc: 0.4789, top5_acc: 0.7523, loss_cls: 2.1412, loss: 3.5128, grad_norm: 7.5955 2021-12-03 12:27:20,964 - mmaction - INFO - Epoch [41][820/1345] lr: 1.000e-02, eta: 1 day, 18:12:36, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4317, top1_acc: 0.4852, top5_acc: 0.7336, loss_cls: 2.1883, loss: 3.6199, grad_norm: 7.7896 2021-12-03 12:27:40,203 - mmaction - INFO - Epoch [41][840/1345] lr: 1.000e-02, eta: 1 day, 18:12:11, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4410, top1_acc: 0.4625, top5_acc: 0.7242, loss_cls: 2.2556, loss: 3.6966, grad_norm: 7.5724 2021-12-03 12:27:59,405 - mmaction - INFO - Epoch [41][860/1345] lr: 1.000e-02, eta: 1 day, 18:11:47, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4344, top1_acc: 0.4617, top5_acc: 0.7250, loss_cls: 2.1925, loss: 3.6269, grad_norm: 7.5727 2021-12-03 12:28:18,638 - mmaction - INFO - Epoch [41][880/1345] lr: 1.000e-02, eta: 1 day, 18:11:22, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4044, top1_acc: 0.4750, top5_acc: 0.7430, loss_cls: 2.2086, loss: 3.6130, grad_norm: 7.7672 2021-12-03 12:28:37,859 - mmaction - INFO - Epoch [41][900/1345] lr: 1.000e-02, eta: 1 day, 18:10:58, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4297, top1_acc: 0.4523, top5_acc: 0.7344, loss_cls: 2.2141, loss: 3.6438, grad_norm: 7.7366 2021-12-03 12:28:57,082 - mmaction - INFO - Epoch [41][920/1345] lr: 1.000e-02, eta: 1 day, 18:10:33, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4194, top1_acc: 0.4734, top5_acc: 0.7086, loss_cls: 2.2512, loss: 3.6706, grad_norm: 7.6311 2021-12-03 12:29:16,286 - mmaction - INFO - Epoch [41][940/1345] lr: 1.000e-02, eta: 1 day, 18:10:09, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4024, top1_acc: 0.4766, top5_acc: 0.7227, loss_cls: 2.2193, loss: 3.6217, grad_norm: 7.6676 2021-12-03 12:29:35,522 - mmaction - INFO - Epoch [41][960/1345] lr: 1.000e-02, eta: 1 day, 18:09:44, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3781, top1_acc: 0.4695, top5_acc: 0.7359, loss_cls: 2.1495, loss: 3.5276, grad_norm: 7.5032 2021-12-03 12:29:54,716 - mmaction - INFO - Epoch [41][980/1345] lr: 1.000e-02, eta: 1 day, 18:09:20, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3682, top1_acc: 0.4625, top5_acc: 0.7305, loss_cls: 2.1755, loss: 3.5437, grad_norm: 7.5893 2021-12-03 12:30:13,952 - mmaction - INFO - Epoch [41][1000/1345] lr: 1.000e-02, eta: 1 day, 18:08:55, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4193, top1_acc: 0.4570, top5_acc: 0.7320, loss_cls: 2.2368, loss: 3.6561, grad_norm: 7.7171 2021-12-03 12:30:33,183 - mmaction - INFO - Epoch [41][1020/1345] lr: 1.000e-02, eta: 1 day, 18:08:31, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3930, top1_acc: 0.4594, top5_acc: 0.7227, loss_cls: 2.1903, loss: 3.5833, grad_norm: 7.4689 2021-12-03 12:30:52,386 - mmaction - INFO - Epoch [41][1040/1345] lr: 1.000e-02, eta: 1 day, 18:08:06, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3618, top1_acc: 0.4547, top5_acc: 0.7445, loss_cls: 2.1760, loss: 3.5379, grad_norm: 7.7738 2021-12-03 12:31:11,584 - mmaction - INFO - Epoch [41][1060/1345] lr: 1.000e-02, eta: 1 day, 18:07:42, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4198, top1_acc: 0.4578, top5_acc: 0.7180, loss_cls: 2.2516, loss: 3.6714, grad_norm: 7.6339 2021-12-03 12:31:30,793 - mmaction - INFO - Epoch [41][1080/1345] lr: 1.000e-02, eta: 1 day, 18:07:17, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3939, top1_acc: 0.4805, top5_acc: 0.7273, loss_cls: 2.2147, loss: 3.6086, grad_norm: 7.7535 2021-12-03 12:31:50,048 - mmaction - INFO - Epoch [41][1100/1345] lr: 1.000e-02, eta: 1 day, 18:06:53, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3897, top1_acc: 0.4844, top5_acc: 0.7336, loss_cls: 2.1774, loss: 3.5671, grad_norm: 7.4247 2021-12-03 12:32:09,231 - mmaction - INFO - Epoch [41][1120/1345] lr: 1.000e-02, eta: 1 day, 18:06:28, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3786, top1_acc: 0.4766, top5_acc: 0.7438, loss_cls: 2.1542, loss: 3.5327, grad_norm: 7.6529 2021-12-03 12:32:28,421 - mmaction - INFO - Epoch [41][1140/1345] lr: 1.000e-02, eta: 1 day, 18:06:04, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3535, top1_acc: 0.4742, top5_acc: 0.7508, loss_cls: 2.1463, loss: 3.4998, grad_norm: 7.5055 2021-12-03 12:32:47,636 - mmaction - INFO - Epoch [41][1160/1345] lr: 1.000e-02, eta: 1 day, 18:05:39, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4045, top1_acc: 0.4680, top5_acc: 0.7266, loss_cls: 2.2153, loss: 3.6198, grad_norm: 7.5799 2021-12-03 12:33:06,832 - mmaction - INFO - Epoch [41][1180/1345] lr: 1.000e-02, eta: 1 day, 18:05:15, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3599, top1_acc: 0.4867, top5_acc: 0.7547, loss_cls: 2.0924, loss: 3.4523, grad_norm: 7.3265 2021-12-03 12:33:26,010 - mmaction - INFO - Epoch [41][1200/1345] lr: 1.000e-02, eta: 1 day, 18:04:50, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4059, top1_acc: 0.4570, top5_acc: 0.7250, loss_cls: 2.2467, loss: 3.6527, grad_norm: 7.6423 2021-12-03 12:33:45,229 - mmaction - INFO - Epoch [41][1220/1345] lr: 1.000e-02, eta: 1 day, 18:04:26, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4353, top1_acc: 0.4555, top5_acc: 0.7234, loss_cls: 2.2722, loss: 3.7075, grad_norm: 7.7603 2021-12-03 12:34:04,455 - mmaction - INFO - Epoch [41][1240/1345] lr: 1.000e-02, eta: 1 day, 18:04:01, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4131, top1_acc: 0.4445, top5_acc: 0.7305, loss_cls: 2.2119, loss: 3.6251, grad_norm: 7.6411 2021-12-03 12:34:23,650 - mmaction - INFO - Epoch [41][1260/1345] lr: 1.000e-02, eta: 1 day, 18:03:37, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4036, top1_acc: 0.4602, top5_acc: 0.7188, loss_cls: 2.2304, loss: 3.6340, grad_norm: 7.7492 2021-12-03 12:34:42,857 - mmaction - INFO - Epoch [41][1280/1345] lr: 1.000e-02, eta: 1 day, 18:03:12, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4068, top1_acc: 0.4695, top5_acc: 0.7180, loss_cls: 2.1759, loss: 3.5827, grad_norm: 7.4745 2021-12-03 12:35:02,063 - mmaction - INFO - Epoch [41][1300/1345] lr: 1.000e-02, eta: 1 day, 18:02:48, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4117, top1_acc: 0.4492, top5_acc: 0.7273, loss_cls: 2.2242, loss: 3.6359, grad_norm: 7.4319 2021-12-03 12:35:21,270 - mmaction - INFO - Epoch [41][1320/1345] lr: 1.000e-02, eta: 1 day, 18:02:24, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4287, top1_acc: 0.4617, top5_acc: 0.7047, loss_cls: 2.2640, loss: 3.6927, grad_norm: 7.6681 2021-12-03 12:35:40,500 - mmaction - INFO - Epoch [41][1340/1345] lr: 1.000e-02, eta: 1 day, 18:01:59, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3862, top1_acc: 0.4672, top5_acc: 0.7430, loss_cls: 2.1585, loss: 3.5448, grad_norm: 7.6353 2021-12-03 12:35:46,175 - mmaction - INFO - Saving checkpoint at 41 epochs 2021-12-03 12:37:51,902 - mmaction - INFO - Epoch [42][20/1345] lr: 1.000e-02, eta: 1 day, 18:05:51, time: 6.140, data_time: 5.179, memory: 8232, loss_aux: 1.3936, top1_acc: 0.4609, top5_acc: 0.7375, loss_cls: 2.1927, loss: 3.5863, grad_norm: 7.4887 2021-12-03 12:38:11,031 - mmaction - INFO - Epoch [42][40/1345] lr: 1.000e-02, eta: 1 day, 18:05:26, time: 0.957, data_time: 0.003, memory: 8232, loss_aux: 1.3878, top1_acc: 0.4938, top5_acc: 0.7391, loss_cls: 2.1623, loss: 3.5501, grad_norm: 7.3579 2021-12-03 12:38:30,176 - mmaction - INFO - Epoch [42][60/1345] lr: 1.000e-02, eta: 1 day, 18:05:02, time: 0.957, data_time: 0.002, memory: 8232, loss_aux: 1.3592, top1_acc: 0.5008, top5_acc: 0.7555, loss_cls: 2.1182, loss: 3.4774, grad_norm: 7.6172 2021-12-03 12:38:49,314 - mmaction - INFO - Epoch [42][80/1345] lr: 1.000e-02, eta: 1 day, 18:04:37, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 1.4036, top1_acc: 0.4727, top5_acc: 0.7273, loss_cls: 2.1664, loss: 3.5700, grad_norm: 7.6989 2021-12-03 12:39:08,465 - mmaction - INFO - Epoch [42][100/1345] lr: 1.000e-02, eta: 1 day, 18:04:12, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 1.4122, top1_acc: 0.4898, top5_acc: 0.7438, loss_cls: 2.1456, loss: 3.5578, grad_norm: 7.5108 2021-12-03 12:39:27,663 - mmaction - INFO - Epoch [42][120/1345] lr: 1.000e-02, eta: 1 day, 18:03:47, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3674, top1_acc: 0.4875, top5_acc: 0.7555, loss_cls: 2.0908, loss: 3.4582, grad_norm: 7.4225 2021-12-03 12:39:46,840 - mmaction - INFO - Epoch [42][140/1345] lr: 1.000e-02, eta: 1 day, 18:03:23, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3932, top1_acc: 0.4758, top5_acc: 0.7305, loss_cls: 2.1922, loss: 3.5854, grad_norm: 7.6510 2021-12-03 12:40:06,029 - mmaction - INFO - Epoch [42][160/1345] lr: 1.000e-02, eta: 1 day, 18:02:58, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3805, top1_acc: 0.4953, top5_acc: 0.7375, loss_cls: 2.1393, loss: 3.5198, grad_norm: 7.4385 2021-12-03 12:40:25,220 - mmaction - INFO - Epoch [42][180/1345] lr: 1.000e-02, eta: 1 day, 18:02:34, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3730, top1_acc: 0.4672, top5_acc: 0.7430, loss_cls: 2.1426, loss: 3.5156, grad_norm: 7.4580 2021-12-03 12:40:44,443 - mmaction - INFO - Epoch [42][200/1345] lr: 1.000e-02, eta: 1 day, 18:02:09, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4163, top1_acc: 0.4625, top5_acc: 0.7375, loss_cls: 2.2007, loss: 3.6169, grad_norm: 7.6232 2021-12-03 12:41:03,657 - mmaction - INFO - Epoch [42][220/1345] lr: 1.000e-02, eta: 1 day, 18:01:45, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3805, top1_acc: 0.4789, top5_acc: 0.7422, loss_cls: 2.1647, loss: 3.5452, grad_norm: 7.5459 2021-12-03 12:41:22,885 - mmaction - INFO - Epoch [42][240/1345] lr: 1.000e-02, eta: 1 day, 18:01:20, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4027, top1_acc: 0.4594, top5_acc: 0.7430, loss_cls: 2.1576, loss: 3.5603, grad_norm: 7.5168 2021-12-03 12:41:42,117 - mmaction - INFO - Epoch [42][260/1345] lr: 1.000e-02, eta: 1 day, 18:00:56, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3857, top1_acc: 0.4664, top5_acc: 0.7445, loss_cls: 2.1806, loss: 3.5663, grad_norm: 7.6688 2021-12-03 12:42:01,377 - mmaction - INFO - Epoch [42][280/1345] lr: 1.000e-02, eta: 1 day, 18:00:31, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.4154, top1_acc: 0.4688, top5_acc: 0.7375, loss_cls: 2.1720, loss: 3.5875, grad_norm: 7.6148 2021-12-03 12:42:20,616 - mmaction - INFO - Epoch [42][300/1345] lr: 1.000e-02, eta: 1 day, 18:00:07, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4014, top1_acc: 0.4664, top5_acc: 0.7273, loss_cls: 2.2326, loss: 3.6340, grad_norm: 7.6510 2021-12-03 12:42:39,874 - mmaction - INFO - Epoch [42][320/1345] lr: 1.000e-02, eta: 1 day, 17:59:42, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.4343, top1_acc: 0.4797, top5_acc: 0.7266, loss_cls: 2.2100, loss: 3.6443, grad_norm: 7.7051 2021-12-03 12:42:59,143 - mmaction - INFO - Epoch [42][340/1345] lr: 1.000e-02, eta: 1 day, 17:59:18, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3398, top1_acc: 0.5047, top5_acc: 0.7516, loss_cls: 2.0725, loss: 3.4123, grad_norm: 7.4242 2021-12-03 12:43:18,422 - mmaction - INFO - Epoch [42][360/1345] lr: 1.000e-02, eta: 1 day, 17:58:54, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 1.3614, top1_acc: 0.4813, top5_acc: 0.7477, loss_cls: 2.1361, loss: 3.4975, grad_norm: 7.6131 2021-12-03 12:43:37,664 - mmaction - INFO - Epoch [42][380/1345] lr: 1.000e-02, eta: 1 day, 17:58:29, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3525, top1_acc: 0.4859, top5_acc: 0.7445, loss_cls: 2.1363, loss: 3.4889, grad_norm: 7.5249 2021-12-03 12:43:56,915 - mmaction - INFO - Epoch [42][400/1345] lr: 1.000e-02, eta: 1 day, 17:58:05, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3717, top1_acc: 0.4805, top5_acc: 0.7469, loss_cls: 2.1625, loss: 3.5342, grad_norm: 7.6923 2021-12-03 12:44:16,183 - mmaction - INFO - Epoch [42][420/1345] lr: 1.000e-02, eta: 1 day, 17:57:40, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.4042, top1_acc: 0.4922, top5_acc: 0.7336, loss_cls: 2.1532, loss: 3.5574, grad_norm: 7.4812 2021-12-03 12:44:35,433 - mmaction - INFO - Epoch [42][440/1345] lr: 1.000e-02, eta: 1 day, 17:57:16, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3901, top1_acc: 0.4680, top5_acc: 0.7430, loss_cls: 2.1472, loss: 3.5374, grad_norm: 7.5188 2021-12-03 12:44:54,710 - mmaction - INFO - Epoch [42][460/1345] lr: 1.000e-02, eta: 1 day, 17:56:52, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 1.3978, top1_acc: 0.4781, top5_acc: 0.7391, loss_cls: 2.1616, loss: 3.5594, grad_norm: 7.6722 2021-12-03 12:45:13,967 - mmaction - INFO - Epoch [42][480/1345] lr: 1.000e-02, eta: 1 day, 17:56:27, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.4408, top1_acc: 0.4648, top5_acc: 0.7164, loss_cls: 2.2540, loss: 3.6948, grad_norm: 7.7220 2021-12-03 12:45:33,235 - mmaction - INFO - Epoch [42][500/1345] lr: 1.000e-02, eta: 1 day, 17:56:03, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.4053, top1_acc: 0.4617, top5_acc: 0.7227, loss_cls: 2.2231, loss: 3.6284, grad_norm: 7.5817 2021-12-03 12:45:52,501 - mmaction - INFO - Epoch [42][520/1345] lr: 1.000e-02, eta: 1 day, 17:55:39, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3782, top1_acc: 0.4742, top5_acc: 0.7539, loss_cls: 2.1182, loss: 3.4964, grad_norm: 7.6057 2021-12-03 12:46:11,753 - mmaction - INFO - Epoch [42][540/1345] lr: 1.000e-02, eta: 1 day, 17:55:14, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3908, top1_acc: 0.4734, top5_acc: 0.7523, loss_cls: 2.1259, loss: 3.5167, grad_norm: 7.5083 2021-12-03 12:46:31,013 - mmaction - INFO - Epoch [42][560/1345] lr: 1.000e-02, eta: 1 day, 17:54:50, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3890, top1_acc: 0.4711, top5_acc: 0.7328, loss_cls: 2.1700, loss: 3.5590, grad_norm: 7.6247 2021-12-03 12:46:50,292 - mmaction - INFO - Epoch [42][580/1345] lr: 1.000e-02, eta: 1 day, 17:54:26, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 1.3799, top1_acc: 0.4617, top5_acc: 0.7430, loss_cls: 2.1700, loss: 3.5499, grad_norm: 7.7973 2021-12-03 12:47:09,528 - mmaction - INFO - Epoch [42][600/1345] lr: 1.000e-02, eta: 1 day, 17:54:01, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3745, top1_acc: 0.4703, top5_acc: 0.7352, loss_cls: 2.1699, loss: 3.5443, grad_norm: 7.5976 2021-12-03 12:47:28,793 - mmaction - INFO - Epoch [42][620/1345] lr: 1.000e-02, eta: 1 day, 17:53:37, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3809, top1_acc: 0.4672, top5_acc: 0.7375, loss_cls: 2.1874, loss: 3.5683, grad_norm: 7.5730 2021-12-03 12:47:48,071 - mmaction - INFO - Epoch [42][640/1345] lr: 1.000e-02, eta: 1 day, 17:53:13, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 1.3974, top1_acc: 0.4773, top5_acc: 0.7414, loss_cls: 2.1417, loss: 3.5391, grad_norm: 7.6632 2021-12-03 12:48:07,329 - mmaction - INFO - Epoch [42][660/1345] lr: 1.000e-02, eta: 1 day, 17:52:48, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3596, top1_acc: 0.4852, top5_acc: 0.7516, loss_cls: 2.1224, loss: 3.4819, grad_norm: 7.5719 2021-12-03 12:48:26,575 - mmaction - INFO - Epoch [42][680/1345] lr: 1.000e-02, eta: 1 day, 17:52:24, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3875, top1_acc: 0.4672, top5_acc: 0.7289, loss_cls: 2.1827, loss: 3.5701, grad_norm: 7.4828 2021-12-03 12:48:45,840 - mmaction - INFO - Epoch [42][700/1345] lr: 1.000e-02, eta: 1 day, 17:52:00, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3985, top1_acc: 0.4672, top5_acc: 0.7359, loss_cls: 2.1939, loss: 3.5924, grad_norm: 7.8361 2021-12-03 12:49:05,076 - mmaction - INFO - Epoch [42][720/1345] lr: 1.000e-02, eta: 1 day, 17:51:35, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3813, top1_acc: 0.4633, top5_acc: 0.7383, loss_cls: 2.1806, loss: 3.5619, grad_norm: 7.6272 2021-12-03 12:49:24,323 - mmaction - INFO - Epoch [42][740/1345] lr: 1.000e-02, eta: 1 day, 17:51:11, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3746, top1_acc: 0.4664, top5_acc: 0.7352, loss_cls: 2.1954, loss: 3.5701, grad_norm: 7.5217 2021-12-03 12:49:43,580 - mmaction - INFO - Epoch [42][760/1345] lr: 1.000e-02, eta: 1 day, 17:50:47, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3833, top1_acc: 0.4984, top5_acc: 0.7484, loss_cls: 2.1253, loss: 3.5085, grad_norm: 7.1971 2021-12-03 12:50:02,834 - mmaction - INFO - Epoch [42][780/1345] lr: 1.000e-02, eta: 1 day, 17:50:22, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.4067, top1_acc: 0.4719, top5_acc: 0.7367, loss_cls: 2.2181, loss: 3.6247, grad_norm: 7.5791 2021-12-03 12:50:22,046 - mmaction - INFO - Epoch [42][800/1345] lr: 1.000e-02, eta: 1 day, 17:49:58, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4068, top1_acc: 0.4742, top5_acc: 0.7328, loss_cls: 2.2239, loss: 3.6307, grad_norm: 7.7399 2021-12-03 12:50:41,272 - mmaction - INFO - Epoch [42][820/1345] lr: 1.000e-02, eta: 1 day, 17:49:34, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3811, top1_acc: 0.4562, top5_acc: 0.7352, loss_cls: 2.2117, loss: 3.5928, grad_norm: 7.7121 2021-12-03 12:51:00,526 - mmaction - INFO - Epoch [42][840/1345] lr: 1.000e-02, eta: 1 day, 17:49:09, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3449, top1_acc: 0.4766, top5_acc: 0.7586, loss_cls: 2.1307, loss: 3.4756, grad_norm: 7.6001 2021-12-03 12:51:19,787 - mmaction - INFO - Epoch [42][860/1345] lr: 1.000e-02, eta: 1 day, 17:48:45, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.4484, top1_acc: 0.4672, top5_acc: 0.7195, loss_cls: 2.2267, loss: 3.6751, grad_norm: 7.6132 2021-12-03 12:51:39,019 - mmaction - INFO - Epoch [42][880/1345] lr: 1.000e-02, eta: 1 day, 17:48:21, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4033, top1_acc: 0.4664, top5_acc: 0.7281, loss_cls: 2.1986, loss: 3.6019, grad_norm: 7.8123 2021-12-03 12:51:58,219 - mmaction - INFO - Epoch [42][900/1345] lr: 1.000e-02, eta: 1 day, 17:47:56, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3972, top1_acc: 0.4859, top5_acc: 0.7531, loss_cls: 2.1194, loss: 3.5166, grad_norm: 7.7719 2021-12-03 12:52:17,418 - mmaction - INFO - Epoch [42][920/1345] lr: 1.000e-02, eta: 1 day, 17:47:32, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4253, top1_acc: 0.4594, top5_acc: 0.7258, loss_cls: 2.2669, loss: 3.6921, grad_norm: 7.7277 2021-12-03 12:52:36,648 - mmaction - INFO - Epoch [42][940/1345] lr: 1.000e-02, eta: 1 day, 17:47:07, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3794, top1_acc: 0.4922, top5_acc: 0.7328, loss_cls: 2.1272, loss: 3.5067, grad_norm: 7.3768 2021-12-03 12:52:55,828 - mmaction - INFO - Epoch [42][960/1345] lr: 1.000e-02, eta: 1 day, 17:46:43, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4151, top1_acc: 0.4383, top5_acc: 0.7141, loss_cls: 2.2744, loss: 3.6895, grad_norm: 7.8337 2021-12-03 12:53:15,050 - mmaction - INFO - Epoch [42][980/1345] lr: 1.000e-02, eta: 1 day, 17:46:19, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4266, top1_acc: 0.4484, top5_acc: 0.7211, loss_cls: 2.2682, loss: 3.6949, grad_norm: 7.8704 2021-12-03 12:53:34,263 - mmaction - INFO - Epoch [42][1000/1345] lr: 1.000e-02, eta: 1 day, 17:45:54, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4432, top1_acc: 0.4523, top5_acc: 0.7109, loss_cls: 2.3085, loss: 3.7517, grad_norm: 7.8074 2021-12-03 12:53:53,486 - mmaction - INFO - Epoch [42][1020/1345] lr: 1.000e-02, eta: 1 day, 17:45:30, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3657, top1_acc: 0.4711, top5_acc: 0.7500, loss_cls: 2.1242, loss: 3.4899, grad_norm: 7.5865 2021-12-03 12:54:12,696 - mmaction - INFO - Epoch [42][1040/1345] lr: 1.000e-02, eta: 1 day, 17:45:05, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3718, top1_acc: 0.4836, top5_acc: 0.7492, loss_cls: 2.1007, loss: 3.4725, grad_norm: 7.4722 2021-12-03 12:54:31,890 - mmaction - INFO - Epoch [42][1060/1345] lr: 1.000e-02, eta: 1 day, 17:44:41, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4134, top1_acc: 0.4773, top5_acc: 0.7234, loss_cls: 2.2216, loss: 3.6350, grad_norm: 7.7870 2021-12-03 12:54:51,118 - mmaction - INFO - Epoch [42][1080/1345] lr: 1.000e-02, eta: 1 day, 17:44:17, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4165, top1_acc: 0.4594, top5_acc: 0.7141, loss_cls: 2.3050, loss: 3.7214, grad_norm: 7.7749 2021-12-03 12:55:10,321 - mmaction - INFO - Epoch [42][1100/1345] lr: 1.000e-02, eta: 1 day, 17:43:52, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3881, top1_acc: 0.4859, top5_acc: 0.7336, loss_cls: 2.1484, loss: 3.5364, grad_norm: 7.5009 2021-12-03 12:55:29,533 - mmaction - INFO - Epoch [42][1120/1345] lr: 1.000e-02, eta: 1 day, 17:43:28, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4169, top1_acc: 0.4523, top5_acc: 0.7094, loss_cls: 2.2696, loss: 3.6866, grad_norm: 7.6186 2021-12-03 12:55:48,728 - mmaction - INFO - Epoch [42][1140/1345] lr: 1.000e-02, eta: 1 day, 17:43:03, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3895, top1_acc: 0.4656, top5_acc: 0.7258, loss_cls: 2.1960, loss: 3.5855, grad_norm: 7.4795 2021-12-03 12:56:07,934 - mmaction - INFO - Epoch [42][1160/1345] lr: 1.000e-02, eta: 1 day, 17:42:39, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3823, top1_acc: 0.4750, top5_acc: 0.7414, loss_cls: 2.1304, loss: 3.5127, grad_norm: 7.5793 2021-12-03 12:56:27,139 - mmaction - INFO - Epoch [42][1180/1345] lr: 1.000e-02, eta: 1 day, 17:42:15, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4029, top1_acc: 0.4531, top5_acc: 0.7203, loss_cls: 2.2520, loss: 3.6549, grad_norm: 7.5792 2021-12-03 12:56:46,338 - mmaction - INFO - Epoch [42][1200/1345] lr: 1.000e-02, eta: 1 day, 17:41:50, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4047, top1_acc: 0.4789, top5_acc: 0.7430, loss_cls: 2.1683, loss: 3.5730, grad_norm: 7.6578 2021-12-03 12:57:05,539 - mmaction - INFO - Epoch [42][1220/1345] lr: 1.000e-02, eta: 1 day, 17:41:26, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3660, top1_acc: 0.4867, top5_acc: 0.7555, loss_cls: 2.1041, loss: 3.4701, grad_norm: 7.3807 2021-12-03 12:57:24,748 - mmaction - INFO - Epoch [42][1240/1345] lr: 1.000e-02, eta: 1 day, 17:41:02, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3920, top1_acc: 0.4773, top5_acc: 0.7422, loss_cls: 2.1337, loss: 3.5257, grad_norm: 7.6806 2021-12-03 12:57:43,933 - mmaction - INFO - Epoch [42][1260/1345] lr: 1.000e-02, eta: 1 day, 17:40:37, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4002, top1_acc: 0.4484, top5_acc: 0.7078, loss_cls: 2.2622, loss: 3.6624, grad_norm: 7.6580 2021-12-03 12:58:03,161 - mmaction - INFO - Epoch [42][1280/1345] lr: 1.000e-02, eta: 1 day, 17:40:13, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3753, top1_acc: 0.4594, top5_acc: 0.7305, loss_cls: 2.1617, loss: 3.5371, grad_norm: 7.4404 2021-12-03 12:58:22,366 - mmaction - INFO - Epoch [42][1300/1345] lr: 1.000e-02, eta: 1 day, 17:39:49, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4384, top1_acc: 0.4703, top5_acc: 0.7242, loss_cls: 2.2531, loss: 3.6915, grad_norm: 7.7222 2021-12-03 12:58:41,563 - mmaction - INFO - Epoch [42][1320/1345] lr: 1.000e-02, eta: 1 day, 17:39:24, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4047, top1_acc: 0.4727, top5_acc: 0.7242, loss_cls: 2.1802, loss: 3.5848, grad_norm: 7.3859 2021-12-03 12:59:00,805 - mmaction - INFO - Epoch [42][1340/1345] lr: 1.000e-02, eta: 1 day, 17:39:00, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3563, top1_acc: 0.4938, top5_acc: 0.7445, loss_cls: 2.1051, loss: 3.4615, grad_norm: 7.6160 2021-12-03 12:59:06,246 - mmaction - INFO - Saving checkpoint at 42 epochs 2021-12-03 13:01:12,323 - mmaction - INFO - Epoch [43][20/1345] lr: 1.000e-02, eta: 1 day, 17:42:44, time: 6.151, data_time: 5.191, memory: 8232, loss_aux: 1.4060, top1_acc: 0.4719, top5_acc: 0.7328, loss_cls: 2.1824, loss: 3.5884, grad_norm: 7.4108 2021-12-03 13:01:31,403 - mmaction - INFO - Epoch [43][40/1345] lr: 1.000e-02, eta: 1 day, 17:42:19, time: 0.954, data_time: 0.003, memory: 8232, loss_aux: 1.3917, top1_acc: 0.4688, top5_acc: 0.7414, loss_cls: 2.1509, loss: 3.5426, grad_norm: 7.4495 2021-12-03 13:01:50,534 - mmaction - INFO - Epoch [43][60/1345] lr: 1.000e-02, eta: 1 day, 17:41:54, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 1.4068, top1_acc: 0.4664, top5_acc: 0.7133, loss_cls: 2.2066, loss: 3.6134, grad_norm: 7.5535 2021-12-03 13:02:09,682 - mmaction - INFO - Epoch [43][80/1345] lr: 1.000e-02, eta: 1 day, 17:41:30, time: 0.957, data_time: 0.002, memory: 8232, loss_aux: 1.4084, top1_acc: 0.4773, top5_acc: 0.7375, loss_cls: 2.2060, loss: 3.6144, grad_norm: 7.5757 2021-12-03 13:02:28,835 - mmaction - INFO - Epoch [43][100/1345] lr: 1.000e-02, eta: 1 day, 17:41:05, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.3871, top1_acc: 0.4930, top5_acc: 0.7500, loss_cls: 2.1270, loss: 3.5141, grad_norm: 7.5649 2021-12-03 13:02:47,981 - mmaction - INFO - Epoch [43][120/1345] lr: 1.000e-02, eta: 1 day, 17:40:41, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 1.3367, top1_acc: 0.4914, top5_acc: 0.7688, loss_cls: 2.0780, loss: 3.4148, grad_norm: 7.5110 2021-12-03 13:03:07,156 - mmaction - INFO - Epoch [43][140/1345] lr: 1.000e-02, eta: 1 day, 17:40:16, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3825, top1_acc: 0.4664, top5_acc: 0.7336, loss_cls: 2.2093, loss: 3.5918, grad_norm: 7.4131 2021-12-03 13:03:26,360 - mmaction - INFO - Epoch [43][160/1345] lr: 1.000e-02, eta: 1 day, 17:39:52, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3401, top1_acc: 0.5109, top5_acc: 0.7656, loss_cls: 2.0504, loss: 3.3905, grad_norm: 7.4110 2021-12-03 13:03:45,559 - mmaction - INFO - Epoch [43][180/1345] lr: 1.000e-02, eta: 1 day, 17:39:27, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3813, top1_acc: 0.4813, top5_acc: 0.7500, loss_cls: 2.1244, loss: 3.5057, grad_norm: 7.8018 2021-12-03 13:04:04,789 - mmaction - INFO - Epoch [43][200/1345] lr: 1.000e-02, eta: 1 day, 17:39:03, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3741, top1_acc: 0.4703, top5_acc: 0.7445, loss_cls: 2.1763, loss: 3.5504, grad_norm: 7.5955 2021-12-03 13:04:23,999 - mmaction - INFO - Epoch [43][220/1345] lr: 1.000e-02, eta: 1 day, 17:38:39, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4294, top1_acc: 0.4523, top5_acc: 0.7172, loss_cls: 2.2813, loss: 3.7107, grad_norm: 7.9008 2021-12-03 13:04:43,225 - mmaction - INFO - Epoch [43][240/1345] lr: 1.000e-02, eta: 1 day, 17:38:14, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4190, top1_acc: 0.4531, top5_acc: 0.7398, loss_cls: 2.2453, loss: 3.6643, grad_norm: 7.7056 2021-12-03 13:05:02,464 - mmaction - INFO - Epoch [43][260/1345] lr: 1.000e-02, eta: 1 day, 17:37:50, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3792, top1_acc: 0.4820, top5_acc: 0.7383, loss_cls: 2.1209, loss: 3.5001, grad_norm: 7.6226 2021-12-03 13:05:21,662 - mmaction - INFO - Epoch [43][280/1345] lr: 1.000e-02, eta: 1 day, 17:37:25, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3387, top1_acc: 0.4969, top5_acc: 0.7531, loss_cls: 2.0545, loss: 3.3932, grad_norm: 7.4315 2021-12-03 13:05:40,865 - mmaction - INFO - Epoch [43][300/1345] lr: 1.000e-02, eta: 1 day, 17:37:01, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3914, top1_acc: 0.4711, top5_acc: 0.7445, loss_cls: 2.1638, loss: 3.5551, grad_norm: 7.6377 2021-12-03 13:06:00,090 - mmaction - INFO - Epoch [43][320/1345] lr: 1.000e-02, eta: 1 day, 17:36:37, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4158, top1_acc: 0.4781, top5_acc: 0.7273, loss_cls: 2.2313, loss: 3.6470, grad_norm: 7.8382 2021-12-03 13:06:19,325 - mmaction - INFO - Epoch [43][340/1345] lr: 1.000e-02, eta: 1 day, 17:36:12, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4317, top1_acc: 0.4594, top5_acc: 0.7320, loss_cls: 2.2331, loss: 3.6647, grad_norm: 7.7104 2021-12-03 13:06:38,558 - mmaction - INFO - Epoch [43][360/1345] lr: 1.000e-02, eta: 1 day, 17:35:48, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3571, top1_acc: 0.4945, top5_acc: 0.7453, loss_cls: 2.1269, loss: 3.4840, grad_norm: 7.5343 2021-12-03 13:06:57,771 - mmaction - INFO - Epoch [43][380/1345] lr: 1.000e-02, eta: 1 day, 17:35:24, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3610, top1_acc: 0.4875, top5_acc: 0.7414, loss_cls: 2.0957, loss: 3.4568, grad_norm: 7.5235 2021-12-03 13:07:16,977 - mmaction - INFO - Epoch [43][400/1345] lr: 1.000e-02, eta: 1 day, 17:34:59, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3676, top1_acc: 0.4953, top5_acc: 0.7508, loss_cls: 2.0888, loss: 3.4564, grad_norm: 7.2738 2021-12-03 13:07:36,208 - mmaction - INFO - Epoch [43][420/1345] lr: 1.000e-02, eta: 1 day, 17:34:35, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3820, top1_acc: 0.4945, top5_acc: 0.7430, loss_cls: 2.1137, loss: 3.4957, grad_norm: 7.6940 2021-12-03 13:07:55,425 - mmaction - INFO - Epoch [43][440/1345] lr: 1.000e-02, eta: 1 day, 17:34:10, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3990, top1_acc: 0.4727, top5_acc: 0.7320, loss_cls: 2.1894, loss: 3.5884, grad_norm: 7.6826 2021-12-03 13:08:14,651 - mmaction - INFO - Epoch [43][460/1345] lr: 1.000e-02, eta: 1 day, 17:33:46, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4192, top1_acc: 0.4562, top5_acc: 0.7242, loss_cls: 2.2486, loss: 3.6678, grad_norm: 7.7228 2021-12-03 13:08:33,838 - mmaction - INFO - Epoch [43][480/1345] lr: 1.000e-02, eta: 1 day, 17:33:22, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3725, top1_acc: 0.4969, top5_acc: 0.7602, loss_cls: 2.1574, loss: 3.5299, grad_norm: 7.8343 2021-12-03 13:08:53,034 - mmaction - INFO - Epoch [43][500/1345] lr: 1.000e-02, eta: 1 day, 17:32:57, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3729, top1_acc: 0.4773, top5_acc: 0.7406, loss_cls: 2.1283, loss: 3.5012, grad_norm: 7.8431 2021-12-03 13:09:12,265 - mmaction - INFO - Epoch [43][520/1345] lr: 1.000e-02, eta: 1 day, 17:32:33, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4057, top1_acc: 0.4773, top5_acc: 0.7438, loss_cls: 2.1890, loss: 3.5947, grad_norm: 7.8234 2021-12-03 13:09:31,495 - mmaction - INFO - Epoch [43][540/1345] lr: 1.000e-02, eta: 1 day, 17:32:09, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3888, top1_acc: 0.4648, top5_acc: 0.7414, loss_cls: 2.1555, loss: 3.5443, grad_norm: 7.6141 2021-12-03 13:09:50,749 - mmaction - INFO - Epoch [43][560/1345] lr: 1.000e-02, eta: 1 day, 17:31:44, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3457, top1_acc: 0.4836, top5_acc: 0.7453, loss_cls: 2.1140, loss: 3.4597, grad_norm: 7.5527 2021-12-03 13:10:09,968 - mmaction - INFO - Epoch [43][580/1345] lr: 1.000e-02, eta: 1 day, 17:31:20, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3987, top1_acc: 0.4703, top5_acc: 0.7219, loss_cls: 2.2097, loss: 3.6084, grad_norm: 7.7389 2021-12-03 13:10:29,215 - mmaction - INFO - Epoch [43][600/1345] lr: 1.000e-02, eta: 1 day, 17:30:56, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3910, top1_acc: 0.4750, top5_acc: 0.7422, loss_cls: 2.1793, loss: 3.5703, grad_norm: 7.7536 2021-12-03 13:10:48,433 - mmaction - INFO - Epoch [43][620/1345] lr: 1.000e-02, eta: 1 day, 17:30:32, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4342, top1_acc: 0.4453, top5_acc: 0.7063, loss_cls: 2.3148, loss: 3.7490, grad_norm: 7.8783 2021-12-03 13:11:07,657 - mmaction - INFO - Epoch [43][640/1345] lr: 1.000e-02, eta: 1 day, 17:30:07, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4224, top1_acc: 0.4492, top5_acc: 0.7281, loss_cls: 2.2376, loss: 3.6599, grad_norm: 7.6708 2021-12-03 13:11:26,875 - mmaction - INFO - Epoch [43][660/1345] lr: 1.000e-02, eta: 1 day, 17:29:43, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3677, top1_acc: 0.4852, top5_acc: 0.7484, loss_cls: 2.1309, loss: 3.4985, grad_norm: 7.4532 2021-12-03 13:11:46,119 - mmaction - INFO - Epoch [43][680/1345] lr: 1.000e-02, eta: 1 day, 17:29:19, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3625, top1_acc: 0.4820, top5_acc: 0.7375, loss_cls: 2.1439, loss: 3.5064, grad_norm: 7.7301 2021-12-03 13:12:05,383 - mmaction - INFO - Epoch [43][700/1345] lr: 1.000e-02, eta: 1 day, 17:28:54, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3947, top1_acc: 0.4758, top5_acc: 0.7445, loss_cls: 2.1560, loss: 3.5507, grad_norm: 7.6397 2021-12-03 13:12:24,598 - mmaction - INFO - Epoch [43][720/1345] lr: 1.000e-02, eta: 1 day, 17:28:30, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4075, top1_acc: 0.4500, top5_acc: 0.7305, loss_cls: 2.2240, loss: 3.6315, grad_norm: 7.7297 2021-12-03 13:12:43,823 - mmaction - INFO - Epoch [43][740/1345] lr: 1.000e-02, eta: 1 day, 17:28:06, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4111, top1_acc: 0.4539, top5_acc: 0.7070, loss_cls: 2.2487, loss: 3.6598, grad_norm: 7.7535 2021-12-03 13:13:03,045 - mmaction - INFO - Epoch [43][760/1345] lr: 1.000e-02, eta: 1 day, 17:27:42, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3374, top1_acc: 0.4883, top5_acc: 0.7445, loss_cls: 2.0847, loss: 3.4220, grad_norm: 7.3387 2021-12-03 13:13:22,243 - mmaction - INFO - Epoch [43][780/1345] lr: 1.000e-02, eta: 1 day, 17:27:17, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3677, top1_acc: 0.4844, top5_acc: 0.7547, loss_cls: 2.0986, loss: 3.4663, grad_norm: 7.4094 2021-12-03 13:13:41,445 - mmaction - INFO - Epoch [43][800/1345] lr: 1.000e-02, eta: 1 day, 17:26:53, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4182, top1_acc: 0.4484, top5_acc: 0.7305, loss_cls: 2.2513, loss: 3.6695, grad_norm: 7.6595 2021-12-03 13:14:00,644 - mmaction - INFO - Epoch [43][820/1345] lr: 1.000e-02, eta: 1 day, 17:26:29, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3741, top1_acc: 0.4711, top5_acc: 0.7422, loss_cls: 2.1683, loss: 3.5424, grad_norm: 7.5930 2021-12-03 13:14:19,832 - mmaction - INFO - Epoch [43][840/1345] lr: 1.000e-02, eta: 1 day, 17:26:04, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4206, top1_acc: 0.4672, top5_acc: 0.7164, loss_cls: 2.2471, loss: 3.6677, grad_norm: 7.6647 2021-12-03 13:14:38,991 - mmaction - INFO - Epoch [43][860/1345] lr: 1.000e-02, eta: 1 day, 17:25:40, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.3827, top1_acc: 0.4844, top5_acc: 0.7352, loss_cls: 2.2188, loss: 3.6015, grad_norm: 7.5257 2021-12-03 13:14:58,160 - mmaction - INFO - Epoch [43][880/1345] lr: 1.000e-02, eta: 1 day, 17:25:15, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.3903, top1_acc: 0.4625, top5_acc: 0.7289, loss_cls: 2.1830, loss: 3.5733, grad_norm: 7.6370 2021-12-03 13:15:17,360 - mmaction - INFO - Epoch [43][900/1345] lr: 1.000e-02, eta: 1 day, 17:24:51, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4074, top1_acc: 0.4523, top5_acc: 0.7273, loss_cls: 2.2179, loss: 3.6253, grad_norm: 7.7311 2021-12-03 13:15:36,563 - mmaction - INFO - Epoch [43][920/1345] lr: 1.000e-02, eta: 1 day, 17:24:27, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3815, top1_acc: 0.4703, top5_acc: 0.7289, loss_cls: 2.1730, loss: 3.5545, grad_norm: 7.6134 2021-12-03 13:15:55,752 - mmaction - INFO - Epoch [43][940/1345] lr: 1.000e-02, eta: 1 day, 17:24:02, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4057, top1_acc: 0.4719, top5_acc: 0.7438, loss_cls: 2.1860, loss: 3.5917, grad_norm: 7.7595 2021-12-03 13:16:14,946 - mmaction - INFO - Epoch [43][960/1345] lr: 1.000e-02, eta: 1 day, 17:23:38, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3983, top1_acc: 0.4594, top5_acc: 0.7117, loss_cls: 2.2386, loss: 3.6369, grad_norm: 7.7126 2021-12-03 13:16:34,129 - mmaction - INFO - Epoch [43][980/1345] lr: 1.000e-02, eta: 1 day, 17:23:14, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3645, top1_acc: 0.4719, top5_acc: 0.7289, loss_cls: 2.1681, loss: 3.5326, grad_norm: 7.5579 2021-12-03 13:16:53,296 - mmaction - INFO - Epoch [43][1000/1345] lr: 1.000e-02, eta: 1 day, 17:22:49, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.4043, top1_acc: 0.4703, top5_acc: 0.7508, loss_cls: 2.1806, loss: 3.5849, grad_norm: 7.6681 2021-12-03 13:17:12,490 - mmaction - INFO - Epoch [43][1020/1345] lr: 1.000e-02, eta: 1 day, 17:22:25, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3850, top1_acc: 0.4773, top5_acc: 0.7461, loss_cls: 2.1645, loss: 3.5495, grad_norm: 7.4919 2021-12-03 13:17:31,697 - mmaction - INFO - Epoch [43][1040/1345] lr: 1.000e-02, eta: 1 day, 17:22:01, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4119, top1_acc: 0.4625, top5_acc: 0.7195, loss_cls: 2.2387, loss: 3.6506, grad_norm: 7.6577 2021-12-03 13:17:50,908 - mmaction - INFO - Epoch [43][1060/1345] lr: 1.000e-02, eta: 1 day, 17:21:37, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3884, top1_acc: 0.4562, top5_acc: 0.7430, loss_cls: 2.1908, loss: 3.5791, grad_norm: 7.6399 2021-12-03 13:18:10,129 - mmaction - INFO - Epoch [43][1080/1345] lr: 1.000e-02, eta: 1 day, 17:21:12, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3627, top1_acc: 0.4828, top5_acc: 0.7578, loss_cls: 2.1219, loss: 3.4846, grad_norm: 7.6365 2021-12-03 13:18:29,334 - mmaction - INFO - Epoch [43][1100/1345] lr: 1.000e-02, eta: 1 day, 17:20:48, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3703, top1_acc: 0.4711, top5_acc: 0.7430, loss_cls: 2.1384, loss: 3.5087, grad_norm: 7.5174 2021-12-03 13:18:48,529 - mmaction - INFO - Epoch [43][1120/1345] lr: 1.000e-02, eta: 1 day, 17:20:24, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4147, top1_acc: 0.4422, top5_acc: 0.7289, loss_cls: 2.2485, loss: 3.6631, grad_norm: 7.7201 2021-12-03 13:19:07,760 - mmaction - INFO - Epoch [43][1140/1345] lr: 1.000e-02, eta: 1 day, 17:20:00, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3998, top1_acc: 0.4719, top5_acc: 0.7359, loss_cls: 2.1416, loss: 3.5414, grad_norm: 7.6226 2021-12-03 13:19:26,953 - mmaction - INFO - Epoch [43][1160/1345] lr: 1.000e-02, eta: 1 day, 17:19:35, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3785, top1_acc: 0.4898, top5_acc: 0.7562, loss_cls: 2.0865, loss: 3.4650, grad_norm: 7.4536 2021-12-03 13:19:46,143 - mmaction - INFO - Epoch [43][1180/1345] lr: 1.000e-02, eta: 1 day, 17:19:11, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4141, top1_acc: 0.4695, top5_acc: 0.7289, loss_cls: 2.2462, loss: 3.6603, grad_norm: 7.5025 2021-12-03 13:20:05,335 - mmaction - INFO - Epoch [43][1200/1345] lr: 1.000e-02, eta: 1 day, 17:18:47, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4013, top1_acc: 0.4398, top5_acc: 0.7273, loss_cls: 2.2435, loss: 3.6448, grad_norm: 7.6419 2021-12-03 13:20:24,517 - mmaction - INFO - Epoch [43][1220/1345] lr: 1.000e-02, eta: 1 day, 17:18:22, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3711, top1_acc: 0.4773, top5_acc: 0.7484, loss_cls: 2.1718, loss: 3.5429, grad_norm: 7.3955 2021-12-03 13:20:43,717 - mmaction - INFO - Epoch [43][1240/1345] lr: 1.000e-02, eta: 1 day, 17:17:58, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3950, top1_acc: 0.4891, top5_acc: 0.7320, loss_cls: 2.1637, loss: 3.5587, grad_norm: 7.5133 2021-12-03 13:21:02,910 - mmaction - INFO - Epoch [43][1260/1345] lr: 1.000e-02, eta: 1 day, 17:17:34, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3698, top1_acc: 0.4742, top5_acc: 0.7391, loss_cls: 2.1663, loss: 3.5361, grad_norm: 7.4783 2021-12-03 13:21:22,127 - mmaction - INFO - Epoch [43][1280/1345] lr: 1.000e-02, eta: 1 day, 17:17:10, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4044, top1_acc: 0.4703, top5_acc: 0.7367, loss_cls: 2.1967, loss: 3.6011, grad_norm: 7.7646 2021-12-03 13:21:41,313 - mmaction - INFO - Epoch [43][1300/1345] lr: 1.000e-02, eta: 1 day, 17:16:45, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4226, top1_acc: 0.4633, top5_acc: 0.7406, loss_cls: 2.2062, loss: 3.6288, grad_norm: 7.6620 2021-12-03 13:22:00,509 - mmaction - INFO - Epoch [43][1320/1345] lr: 1.000e-02, eta: 1 day, 17:16:21, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3764, top1_acc: 0.4734, top5_acc: 0.7477, loss_cls: 2.1518, loss: 3.5282, grad_norm: 7.4609 2021-12-03 13:22:19,706 - mmaction - INFO - Epoch [43][1340/1345] lr: 1.000e-02, eta: 1 day, 17:15:57, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3632, top1_acc: 0.4789, top5_acc: 0.7367, loss_cls: 2.1389, loss: 3.5021, grad_norm: 7.5935 2021-12-03 13:22:25,320 - mmaction - INFO - Saving checkpoint at 43 epochs 2021-12-03 13:24:32,792 - mmaction - INFO - Epoch [44][20/1345] lr: 1.000e-02, eta: 1 day, 17:19:36, time: 6.212, data_time: 5.245, memory: 8232, loss_aux: 1.4188, top1_acc: 0.4633, top5_acc: 0.7234, loss_cls: 2.2296, loss: 3.6484, grad_norm: 7.6925 2021-12-03 13:24:51,919 - mmaction - INFO - Epoch [44][40/1345] lr: 1.000e-02, eta: 1 day, 17:19:11, time: 0.956, data_time: 0.003, memory: 8232, loss_aux: 1.3808, top1_acc: 0.4805, top5_acc: 0.7422, loss_cls: 2.1524, loss: 3.5332, grad_norm: 7.4982 2021-12-03 13:25:11,069 - mmaction - INFO - Epoch [44][60/1345] lr: 1.000e-02, eta: 1 day, 17:18:47, time: 0.958, data_time: 0.002, memory: 8232, loss_aux: 1.3822, top1_acc: 0.4734, top5_acc: 0.7484, loss_cls: 2.1137, loss: 3.4959, grad_norm: 7.3437 2021-12-03 13:25:30,214 - mmaction - INFO - Epoch [44][80/1345] lr: 1.000e-02, eta: 1 day, 17:18:22, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 1.3540, top1_acc: 0.4898, top5_acc: 0.7453, loss_cls: 2.0955, loss: 3.4494, grad_norm: 7.4103 2021-12-03 13:25:49,372 - mmaction - INFO - Epoch [44][100/1345] lr: 1.000e-02, eta: 1 day, 17:17:58, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.3504, top1_acc: 0.4984, top5_acc: 0.7539, loss_cls: 2.0750, loss: 3.4254, grad_norm: 7.3928 2021-12-03 13:26:08,521 - mmaction - INFO - Epoch [44][120/1345] lr: 1.000e-02, eta: 1 day, 17:17:33, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.4032, top1_acc: 0.4695, top5_acc: 0.7406, loss_cls: 2.1644, loss: 3.5676, grad_norm: 7.5894 2021-12-03 13:26:27,672 - mmaction - INFO - Epoch [44][140/1345] lr: 1.000e-02, eta: 1 day, 17:17:09, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.3274, top1_acc: 0.4984, top5_acc: 0.7383, loss_cls: 2.0651, loss: 3.3924, grad_norm: 7.4069 2021-12-03 13:26:46,857 - mmaction - INFO - Epoch [44][160/1345] lr: 1.000e-02, eta: 1 day, 17:16:45, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3878, top1_acc: 0.4742, top5_acc: 0.7391, loss_cls: 2.1694, loss: 3.5572, grad_norm: 7.4509 2021-12-03 13:27:06,028 - mmaction - INFO - Epoch [44][180/1345] lr: 1.000e-02, eta: 1 day, 17:16:20, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4099, top1_acc: 0.4852, top5_acc: 0.7234, loss_cls: 2.2229, loss: 3.6327, grad_norm: 7.7088 2021-12-03 13:27:25,195 - mmaction - INFO - Epoch [44][200/1345] lr: 1.000e-02, eta: 1 day, 17:15:56, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.3515, top1_acc: 0.4867, top5_acc: 0.7562, loss_cls: 2.1063, loss: 3.4578, grad_norm: 7.7397 2021-12-03 13:27:44,365 - mmaction - INFO - Epoch [44][220/1345] lr: 1.000e-02, eta: 1 day, 17:15:31, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3698, top1_acc: 0.4789, top5_acc: 0.7398, loss_cls: 2.1251, loss: 3.4949, grad_norm: 7.4984 2021-12-03 13:28:03,519 - mmaction - INFO - Epoch [44][240/1345] lr: 1.000e-02, eta: 1 day, 17:15:07, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.4060, top1_acc: 0.4727, top5_acc: 0.7367, loss_cls: 2.1799, loss: 3.5859, grad_norm: 7.5888 2021-12-03 13:28:22,732 - mmaction - INFO - Epoch [44][260/1345] lr: 1.000e-02, eta: 1 day, 17:14:43, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3569, top1_acc: 0.4852, top5_acc: 0.7438, loss_cls: 2.0825, loss: 3.4394, grad_norm: 7.5182 2021-12-03 13:28:41,915 - mmaction - INFO - Epoch [44][280/1345] lr: 1.000e-02, eta: 1 day, 17:14:18, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3773, top1_acc: 0.4711, top5_acc: 0.7398, loss_cls: 2.1734, loss: 3.5507, grad_norm: 7.8149 2021-12-03 13:29:01,098 - mmaction - INFO - Epoch [44][300/1345] lr: 1.000e-02, eta: 1 day, 17:13:54, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3759, top1_acc: 0.4852, top5_acc: 0.7297, loss_cls: 2.1277, loss: 3.5035, grad_norm: 7.4257 2021-12-03 13:29:20,289 - mmaction - INFO - Epoch [44][320/1345] lr: 1.000e-02, eta: 1 day, 17:13:30, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3534, top1_acc: 0.5016, top5_acc: 0.7484, loss_cls: 2.0817, loss: 3.4351, grad_norm: 7.6925 2021-12-03 13:29:39,485 - mmaction - INFO - Epoch [44][340/1345] lr: 1.000e-02, eta: 1 day, 17:13:05, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3720, top1_acc: 0.4734, top5_acc: 0.7570, loss_cls: 2.0865, loss: 3.4585, grad_norm: 7.4680 2021-12-03 13:29:58,695 - mmaction - INFO - Epoch [44][360/1345] lr: 1.000e-02, eta: 1 day, 17:12:41, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4043, top1_acc: 0.4594, top5_acc: 0.7367, loss_cls: 2.2101, loss: 3.6144, grad_norm: 7.6818 2021-12-03 13:30:17,868 - mmaction - INFO - Epoch [44][380/1345] lr: 1.000e-02, eta: 1 day, 17:12:17, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3914, top1_acc: 0.4617, top5_acc: 0.7406, loss_cls: 2.2065, loss: 3.5979, grad_norm: 7.8131 2021-12-03 13:30:37,068 - mmaction - INFO - Epoch [44][400/1345] lr: 1.000e-02, eta: 1 day, 17:11:52, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3878, top1_acc: 0.4711, top5_acc: 0.7352, loss_cls: 2.1858, loss: 3.5736, grad_norm: 7.9520 2021-12-03 13:30:56,260 - mmaction - INFO - Epoch [44][420/1345] lr: 1.000e-02, eta: 1 day, 17:11:28, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3744, top1_acc: 0.4773, top5_acc: 0.7383, loss_cls: 2.1586, loss: 3.5330, grad_norm: 7.3766 2021-12-03 13:31:15,458 - mmaction - INFO - Epoch [44][440/1345] lr: 1.000e-02, eta: 1 day, 17:11:04, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4146, top1_acc: 0.4758, top5_acc: 0.7297, loss_cls: 2.1599, loss: 3.5745, grad_norm: 7.8151 2021-12-03 13:31:34,661 - mmaction - INFO - Epoch [44][460/1345] lr: 1.000e-02, eta: 1 day, 17:10:40, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3322, top1_acc: 0.4789, top5_acc: 0.7531, loss_cls: 2.1212, loss: 3.4535, grad_norm: 7.3076 2021-12-03 13:31:53,874 - mmaction - INFO - Epoch [44][480/1345] lr: 1.000e-02, eta: 1 day, 17:10:15, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4205, top1_acc: 0.4469, top5_acc: 0.7211, loss_cls: 2.2284, loss: 3.6489, grad_norm: 7.8316 2021-12-03 13:32:13,062 - mmaction - INFO - Epoch [44][500/1345] lr: 1.000e-02, eta: 1 day, 17:09:51, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4178, top1_acc: 0.4641, top5_acc: 0.7211, loss_cls: 2.2306, loss: 3.6484, grad_norm: 7.8394 2021-12-03 13:32:32,289 - mmaction - INFO - Epoch [44][520/1345] lr: 1.000e-02, eta: 1 day, 17:09:27, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3784, top1_acc: 0.4617, top5_acc: 0.7414, loss_cls: 2.2107, loss: 3.5891, grad_norm: 7.7199 2021-12-03 13:32:51,472 - mmaction - INFO - Epoch [44][540/1345] lr: 1.000e-02, eta: 1 day, 17:09:03, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3547, top1_acc: 0.4922, top5_acc: 0.7445, loss_cls: 2.1229, loss: 3.4776, grad_norm: 7.3818 2021-12-03 13:33:10,640 - mmaction - INFO - Epoch [44][560/1345] lr: 1.000e-02, eta: 1 day, 17:08:38, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.3876, top1_acc: 0.4773, top5_acc: 0.7461, loss_cls: 2.1417, loss: 3.5293, grad_norm: 7.6029 2021-12-03 13:33:29,830 - mmaction - INFO - Epoch [44][580/1345] lr: 1.000e-02, eta: 1 day, 17:08:14, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3545, top1_acc: 0.4867, top5_acc: 0.7531, loss_cls: 2.1037, loss: 3.4582, grad_norm: 7.4148 2021-12-03 13:33:49,014 - mmaction - INFO - Epoch [44][600/1345] lr: 1.000e-02, eta: 1 day, 17:07:50, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3163, top1_acc: 0.5008, top5_acc: 0.7539, loss_cls: 2.0262, loss: 3.3425, grad_norm: 7.3778 2021-12-03 13:34:08,211 - mmaction - INFO - Epoch [44][620/1345] lr: 1.000e-02, eta: 1 day, 17:07:25, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3862, top1_acc: 0.4648, top5_acc: 0.7477, loss_cls: 2.1358, loss: 3.5220, grad_norm: 7.8280 2021-12-03 13:34:27,412 - mmaction - INFO - Epoch [44][640/1345] lr: 1.000e-02, eta: 1 day, 17:07:01, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4485, top1_acc: 0.4445, top5_acc: 0.7234, loss_cls: 2.2929, loss: 3.7413, grad_norm: 8.0419 2021-12-03 13:34:46,605 - mmaction - INFO - Epoch [44][660/1345] lr: 1.000e-02, eta: 1 day, 17:06:37, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3941, top1_acc: 0.4844, top5_acc: 0.7414, loss_cls: 2.1891, loss: 3.5832, grad_norm: 7.6725 2021-12-03 13:35:05,806 - mmaction - INFO - Epoch [44][680/1345] lr: 1.000e-02, eta: 1 day, 17:06:13, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4213, top1_acc: 0.4664, top5_acc: 0.7391, loss_cls: 2.2337, loss: 3.6550, grad_norm: 7.7092 2021-12-03 13:35:24,996 - mmaction - INFO - Epoch [44][700/1345] lr: 1.000e-02, eta: 1 day, 17:05:48, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3911, top1_acc: 0.4898, top5_acc: 0.7430, loss_cls: 2.1471, loss: 3.5382, grad_norm: 7.5893 2021-12-03 13:35:44,207 - mmaction - INFO - Epoch [44][720/1345] lr: 1.000e-02, eta: 1 day, 17:05:24, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4141, top1_acc: 0.4555, top5_acc: 0.7219, loss_cls: 2.2261, loss: 3.6402, grad_norm: 7.7515 2021-12-03 13:36:03,375 - mmaction - INFO - Epoch [44][740/1345] lr: 1.000e-02, eta: 1 day, 17:05:00, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.4172, top1_acc: 0.4742, top5_acc: 0.7242, loss_cls: 2.2150, loss: 3.6323, grad_norm: 7.6887 2021-12-03 13:36:22,554 - mmaction - INFO - Epoch [44][760/1345] lr: 1.000e-02, eta: 1 day, 17:04:36, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4095, top1_acc: 0.4797, top5_acc: 0.7414, loss_cls: 2.1839, loss: 3.5934, grad_norm: 7.8414 2021-12-03 13:36:41,747 - mmaction - INFO - Epoch [44][780/1345] lr: 1.000e-02, eta: 1 day, 17:04:11, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3840, top1_acc: 0.4641, top5_acc: 0.7438, loss_cls: 2.1812, loss: 3.5652, grad_norm: 7.5968 2021-12-03 13:37:00,921 - mmaction - INFO - Epoch [44][800/1345] lr: 1.000e-02, eta: 1 day, 17:03:47, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3768, top1_acc: 0.4703, top5_acc: 0.7391, loss_cls: 2.1919, loss: 3.5687, grad_norm: 7.6728 2021-12-03 13:37:20,084 - mmaction - INFO - Epoch [44][820/1345] lr: 1.000e-02, eta: 1 day, 17:03:23, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.3961, top1_acc: 0.4680, top5_acc: 0.7305, loss_cls: 2.1975, loss: 3.5936, grad_norm: 7.5915 2021-12-03 13:37:39,257 - mmaction - INFO - Epoch [44][840/1345] lr: 1.000e-02, eta: 1 day, 17:02:58, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3951, top1_acc: 0.4719, top5_acc: 0.7516, loss_cls: 2.1365, loss: 3.5316, grad_norm: 7.4813 2021-12-03 13:37:58,449 - mmaction - INFO - Epoch [44][860/1345] lr: 1.000e-02, eta: 1 day, 17:02:34, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4013, top1_acc: 0.4594, top5_acc: 0.7383, loss_cls: 2.2175, loss: 3.6188, grad_norm: 7.7512 2021-12-03 13:38:17,661 - mmaction - INFO - Epoch [44][880/1345] lr: 1.000e-02, eta: 1 day, 17:02:10, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4004, top1_acc: 0.4922, top5_acc: 0.7406, loss_cls: 2.1593, loss: 3.5597, grad_norm: 7.8048 2021-12-03 13:38:36,901 - mmaction - INFO - Epoch [44][900/1345] lr: 1.000e-02, eta: 1 day, 17:01:46, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3950, top1_acc: 0.4859, top5_acc: 0.7484, loss_cls: 2.0984, loss: 3.4935, grad_norm: 7.7152 2021-12-03 13:38:56,113 - mmaction - INFO - Epoch [44][920/1345] lr: 1.000e-02, eta: 1 day, 17:01:22, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3734, top1_acc: 0.4727, top5_acc: 0.7359, loss_cls: 2.1488, loss: 3.5222, grad_norm: 7.7337 2021-12-03 13:39:15,318 - mmaction - INFO - Epoch [44][940/1345] lr: 1.000e-02, eta: 1 day, 17:00:58, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4278, top1_acc: 0.4398, top5_acc: 0.7094, loss_cls: 2.3113, loss: 3.7390, grad_norm: 7.8823 2021-12-03 13:39:34,514 - mmaction - INFO - Epoch [44][960/1345] lr: 1.000e-02, eta: 1 day, 17:00:33, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3596, top1_acc: 0.4883, top5_acc: 0.7375, loss_cls: 2.1171, loss: 3.4767, grad_norm: 7.5958 2021-12-03 13:39:53,733 - mmaction - INFO - Epoch [44][980/1345] lr: 1.000e-02, eta: 1 day, 17:00:09, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3708, top1_acc: 0.4828, top5_acc: 0.7523, loss_cls: 2.1351, loss: 3.5059, grad_norm: 7.6409 2021-12-03 13:40:12,922 - mmaction - INFO - Epoch [44][1000/1345] lr: 1.000e-02, eta: 1 day, 16:59:45, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3781, top1_acc: 0.4805, top5_acc: 0.7375, loss_cls: 2.1746, loss: 3.5527, grad_norm: 7.3959 2021-12-03 13:40:32,098 - mmaction - INFO - Epoch [44][1020/1345] lr: 1.000e-02, eta: 1 day, 16:59:21, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4200, top1_acc: 0.4578, top5_acc: 0.7344, loss_cls: 2.2425, loss: 3.6625, grad_norm: 7.8421 2021-12-03 13:40:51,298 - mmaction - INFO - Epoch [44][1040/1345] lr: 1.000e-02, eta: 1 day, 16:58:57, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3791, top1_acc: 0.4898, top5_acc: 0.7367, loss_cls: 2.1438, loss: 3.5229, grad_norm: 7.5816 2021-12-03 13:41:10,519 - mmaction - INFO - Epoch [44][1060/1345] lr: 1.000e-02, eta: 1 day, 16:58:32, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3904, top1_acc: 0.4555, top5_acc: 0.7305, loss_cls: 2.1950, loss: 3.5854, grad_norm: 7.6433 2021-12-03 13:41:29,707 - mmaction - INFO - Epoch [44][1080/1345] lr: 1.000e-02, eta: 1 day, 16:58:08, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3819, top1_acc: 0.4766, top5_acc: 0.7242, loss_cls: 2.1947, loss: 3.5766, grad_norm: 7.7196 2021-12-03 13:41:48,911 - mmaction - INFO - Epoch [44][1100/1345] lr: 1.000e-02, eta: 1 day, 16:57:44, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4127, top1_acc: 0.4555, top5_acc: 0.7391, loss_cls: 2.2006, loss: 3.6134, grad_norm: 7.7202 2021-12-03 13:42:08,093 - mmaction - INFO - Epoch [44][1120/1345] lr: 1.000e-02, eta: 1 day, 16:57:20, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4011, top1_acc: 0.4992, top5_acc: 0.7461, loss_cls: 2.1047, loss: 3.5058, grad_norm: 7.4989 2021-12-03 13:42:27,266 - mmaction - INFO - Epoch [44][1140/1345] lr: 1.000e-02, eta: 1 day, 16:56:56, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3795, top1_acc: 0.4867, top5_acc: 0.7383, loss_cls: 2.1676, loss: 3.5471, grad_norm: 7.4527 2021-12-03 13:42:46,466 - mmaction - INFO - Epoch [44][1160/1345] lr: 1.000e-02, eta: 1 day, 16:56:31, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3808, top1_acc: 0.4656, top5_acc: 0.7375, loss_cls: 2.1776, loss: 3.5585, grad_norm: 7.6337 2021-12-03 13:43:05,684 - mmaction - INFO - Epoch [44][1180/1345] lr: 1.000e-02, eta: 1 day, 16:56:07, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3559, top1_acc: 0.4789, top5_acc: 0.7414, loss_cls: 2.1227, loss: 3.4785, grad_norm: 7.5663 2021-12-03 13:43:24,876 - mmaction - INFO - Epoch [44][1200/1345] lr: 1.000e-02, eta: 1 day, 16:55:43, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4075, top1_acc: 0.4852, top5_acc: 0.7477, loss_cls: 2.1616, loss: 3.5691, grad_norm: 7.7728 2021-12-03 13:43:44,059 - mmaction - INFO - Epoch [44][1220/1345] lr: 1.000e-02, eta: 1 day, 16:55:19, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4129, top1_acc: 0.4578, top5_acc: 0.7195, loss_cls: 2.2201, loss: 3.6330, grad_norm: 7.8842 2021-12-03 13:44:03,240 - mmaction - INFO - Epoch [44][1240/1345] lr: 1.000e-02, eta: 1 day, 16:54:55, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3999, top1_acc: 0.4648, top5_acc: 0.7352, loss_cls: 2.2043, loss: 3.6042, grad_norm: 7.5498 2021-12-03 13:44:22,437 - mmaction - INFO - Epoch [44][1260/1345] lr: 1.000e-02, eta: 1 day, 16:54:31, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3884, top1_acc: 0.4766, top5_acc: 0.7430, loss_cls: 2.1549, loss: 3.5433, grad_norm: 7.6845 2021-12-03 13:44:41,651 - mmaction - INFO - Epoch [44][1280/1345] lr: 1.000e-02, eta: 1 day, 16:54:07, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3960, top1_acc: 0.4672, top5_acc: 0.7242, loss_cls: 2.2078, loss: 3.6038, grad_norm: 7.6841 2021-12-03 13:45:00,874 - mmaction - INFO - Epoch [44][1300/1345] lr: 1.000e-02, eta: 1 day, 16:53:42, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3838, top1_acc: 0.4852, top5_acc: 0.7227, loss_cls: 2.1788, loss: 3.5626, grad_norm: 7.5592 2021-12-03 13:45:20,043 - mmaction - INFO - Epoch [44][1320/1345] lr: 1.000e-02, eta: 1 day, 16:53:18, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.3969, top1_acc: 0.4773, top5_acc: 0.7391, loss_cls: 2.1896, loss: 3.5865, grad_norm: 7.5763 2021-12-03 13:45:39,258 - mmaction - INFO - Epoch [44][1340/1345] lr: 1.000e-02, eta: 1 day, 16:52:54, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4267, top1_acc: 0.4656, top5_acc: 0.7367, loss_cls: 2.2349, loss: 3.6616, grad_norm: 7.6127 2021-12-03 13:45:44,799 - mmaction - INFO - Saving checkpoint at 44 epochs 2021-12-03 13:47:49,968 - mmaction - INFO - Epoch [45][20/1345] lr: 1.000e-02, eta: 1 day, 16:56:20, time: 6.097, data_time: 5.141, memory: 8232, loss_aux: 1.4005, top1_acc: 0.4906, top5_acc: 0.7430, loss_cls: 2.1014, loss: 3.5019, grad_norm: 7.4077 2021-12-03 13:48:09,060 - mmaction - INFO - Epoch [45][40/1345] lr: 1.000e-02, eta: 1 day, 16:55:55, time: 0.955, data_time: 0.003, memory: 8232, loss_aux: 1.3322, top1_acc: 0.5047, top5_acc: 0.7492, loss_cls: 2.0832, loss: 3.4154, grad_norm: 7.6192 2021-12-03 13:48:28,170 - mmaction - INFO - Epoch [45][60/1345] lr: 1.000e-02, eta: 1 day, 16:55:31, time: 0.956, data_time: 0.001, memory: 8232, loss_aux: 1.3097, top1_acc: 0.4938, top5_acc: 0.7562, loss_cls: 2.0497, loss: 3.3594, grad_norm: 7.5260 2021-12-03 13:48:47,321 - mmaction - INFO - Epoch [45][80/1345] lr: 1.000e-02, eta: 1 day, 16:55:07, time: 0.958, data_time: 0.002, memory: 8232, loss_aux: 1.3255, top1_acc: 0.4977, top5_acc: 0.7562, loss_cls: 2.0618, loss: 3.3873, grad_norm: 7.5017 2021-12-03 13:49:06,461 - mmaction - INFO - Epoch [45][100/1345] lr: 1.000e-02, eta: 1 day, 16:54:42, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 1.3710, top1_acc: 0.4734, top5_acc: 0.7398, loss_cls: 2.1094, loss: 3.4804, grad_norm: 7.4976 2021-12-03 13:49:25,612 - mmaction - INFO - Epoch [45][120/1345] lr: 1.000e-02, eta: 1 day, 16:54:18, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.3771, top1_acc: 0.4828, top5_acc: 0.7391, loss_cls: 2.1603, loss: 3.5374, grad_norm: 7.7109 2021-12-03 13:49:44,784 - mmaction - INFO - Epoch [45][140/1345] lr: 1.000e-02, eta: 1 day, 16:53:54, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3880, top1_acc: 0.4844, top5_acc: 0.7539, loss_cls: 2.1024, loss: 3.4903, grad_norm: 7.5359 2021-12-03 13:50:03,957 - mmaction - INFO - Epoch [45][160/1345] lr: 1.000e-02, eta: 1 day, 16:53:29, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3796, top1_acc: 0.4820, top5_acc: 0.7492, loss_cls: 2.1264, loss: 3.5059, grad_norm: 7.7655 2021-12-03 13:50:23,129 - mmaction - INFO - Epoch [45][180/1345] lr: 1.000e-02, eta: 1 day, 16:53:05, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4265, top1_acc: 0.4648, top5_acc: 0.7344, loss_cls: 2.1949, loss: 3.6214, grad_norm: 7.8054 2021-12-03 13:50:42,317 - mmaction - INFO - Epoch [45][200/1345] lr: 1.000e-02, eta: 1 day, 16:52:41, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3769, top1_acc: 0.4789, top5_acc: 0.7375, loss_cls: 2.1398, loss: 3.5167, grad_norm: 7.7303 2021-12-03 13:51:01,495 - mmaction - INFO - Epoch [45][220/1345] lr: 1.000e-02, eta: 1 day, 16:52:17, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3706, top1_acc: 0.5008, top5_acc: 0.7453, loss_cls: 2.1216, loss: 3.4921, grad_norm: 7.5789 2021-12-03 13:51:20,694 - mmaction - INFO - Epoch [45][240/1345] lr: 1.000e-02, eta: 1 day, 16:51:52, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3872, top1_acc: 0.4539, top5_acc: 0.7414, loss_cls: 2.1990, loss: 3.5863, grad_norm: 7.9721 2021-12-03 13:51:39,841 - mmaction - INFO - Epoch [45][260/1345] lr: 1.000e-02, eta: 1 day, 16:51:28, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 1.3273, top1_acc: 0.5148, top5_acc: 0.7688, loss_cls: 1.9976, loss: 3.3249, grad_norm: 7.4108 2021-12-03 13:51:59,025 - mmaction - INFO - Epoch [45][280/1345] lr: 1.000e-02, eta: 1 day, 16:51:04, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4401, top1_acc: 0.4633, top5_acc: 0.7258, loss_cls: 2.1999, loss: 3.6400, grad_norm: 7.6714 2021-12-03 13:52:18,225 - mmaction - INFO - Epoch [45][300/1345] lr: 1.000e-02, eta: 1 day, 16:50:40, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4216, top1_acc: 0.4977, top5_acc: 0.7328, loss_cls: 2.1712, loss: 3.5928, grad_norm: 7.7897 2021-12-03 13:52:37,431 - mmaction - INFO - Epoch [45][320/1345] lr: 1.000e-02, eta: 1 day, 16:50:15, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4177, top1_acc: 0.4922, top5_acc: 0.7422, loss_cls: 2.1477, loss: 3.5654, grad_norm: 7.6115 2021-12-03 13:52:56,630 - mmaction - INFO - Epoch [45][340/1345] lr: 1.000e-02, eta: 1 day, 16:49:51, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3812, top1_acc: 0.4719, top5_acc: 0.7445, loss_cls: 2.1430, loss: 3.5242, grad_norm: 7.4914 2021-12-03 13:53:15,843 - mmaction - INFO - Epoch [45][360/1345] lr: 1.000e-02, eta: 1 day, 16:49:27, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3598, top1_acc: 0.4992, top5_acc: 0.7539, loss_cls: 2.0785, loss: 3.4383, grad_norm: 7.4455 2021-12-03 13:53:35,020 - mmaction - INFO - Epoch [45][380/1345] lr: 1.000e-02, eta: 1 day, 16:49:03, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3532, top1_acc: 0.4859, top5_acc: 0.7578, loss_cls: 2.0997, loss: 3.4529, grad_norm: 7.5624 2021-12-03 13:53:54,213 - mmaction - INFO - Epoch [45][400/1345] lr: 1.000e-02, eta: 1 day, 16:48:39, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3499, top1_acc: 0.4930, top5_acc: 0.7625, loss_cls: 2.0913, loss: 3.4412, grad_norm: 7.5960 2021-12-03 13:54:13,411 - mmaction - INFO - Epoch [45][420/1345] lr: 1.000e-02, eta: 1 day, 16:48:14, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4163, top1_acc: 0.4648, top5_acc: 0.7219, loss_cls: 2.2414, loss: 3.6577, grad_norm: 7.9341 2021-12-03 13:54:32,598 - mmaction - INFO - Epoch [45][440/1345] lr: 1.000e-02, eta: 1 day, 16:47:50, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3426, top1_acc: 0.5000, top5_acc: 0.7453, loss_cls: 2.0632, loss: 3.4058, grad_norm: 7.4737 2021-12-03 13:54:51,769 - mmaction - INFO - Epoch [45][460/1345] lr: 1.000e-02, eta: 1 day, 16:47:26, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3303, top1_acc: 0.4914, top5_acc: 0.7430, loss_cls: 2.1064, loss: 3.4367, grad_norm: 7.6117 2021-12-03 13:55:10,976 - mmaction - INFO - Epoch [45][480/1345] lr: 1.000e-02, eta: 1 day, 16:47:02, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4030, top1_acc: 0.4617, top5_acc: 0.7320, loss_cls: 2.2243, loss: 3.6273, grad_norm: 7.7687 2021-12-03 13:55:30,171 - mmaction - INFO - Epoch [45][500/1345] lr: 1.000e-02, eta: 1 day, 16:46:38, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4227, top1_acc: 0.4703, top5_acc: 0.7258, loss_cls: 2.2394, loss: 3.6621, grad_norm: 7.7359 2021-12-03 13:55:49,366 - mmaction - INFO - Epoch [45][520/1345] lr: 1.000e-02, eta: 1 day, 16:46:14, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3738, top1_acc: 0.4617, top5_acc: 0.7461, loss_cls: 2.1844, loss: 3.5582, grad_norm: 7.7234 2021-12-03 13:56:08,551 - mmaction - INFO - Epoch [45][540/1345] lr: 1.000e-02, eta: 1 day, 16:45:49, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3321, top1_acc: 0.4992, top5_acc: 0.7594, loss_cls: 2.0592, loss: 3.3913, grad_norm: 7.5639 2021-12-03 13:56:27,764 - mmaction - INFO - Epoch [45][560/1345] lr: 1.000e-02, eta: 1 day, 16:45:25, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3986, top1_acc: 0.4562, top5_acc: 0.7375, loss_cls: 2.2020, loss: 3.6006, grad_norm: 7.6718 2021-12-03 13:56:46,956 - mmaction - INFO - Epoch [45][580/1345] lr: 1.000e-02, eta: 1 day, 16:45:01, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3998, top1_acc: 0.4828, top5_acc: 0.7328, loss_cls: 2.1342, loss: 3.5340, grad_norm: 7.5570 2021-12-03 13:57:06,194 - mmaction - INFO - Epoch [45][600/1345] lr: 1.000e-02, eta: 1 day, 16:44:37, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3727, top1_acc: 0.4820, top5_acc: 0.7297, loss_cls: 2.1531, loss: 3.5258, grad_norm: 7.3949 2021-12-03 13:57:25,380 - mmaction - INFO - Epoch [45][620/1345] lr: 1.000e-02, eta: 1 day, 16:44:13, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3909, top1_acc: 0.4930, top5_acc: 0.7398, loss_cls: 2.1810, loss: 3.5719, grad_norm: 7.6545 2021-12-03 13:57:44,558 - mmaction - INFO - Epoch [45][640/1345] lr: 1.000e-02, eta: 1 day, 16:43:49, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3588, top1_acc: 0.4969, top5_acc: 0.7492, loss_cls: 2.1006, loss: 3.4594, grad_norm: 7.6024 2021-12-03 13:58:03,741 - mmaction - INFO - Epoch [45][660/1345] lr: 1.000e-02, eta: 1 day, 16:43:25, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3971, top1_acc: 0.4641, top5_acc: 0.7125, loss_cls: 2.2138, loss: 3.6109, grad_norm: 7.7153 2021-12-03 13:58:22,928 - mmaction - INFO - Epoch [45][680/1345] lr: 1.000e-02, eta: 1 day, 16:43:00, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4016, top1_acc: 0.4906, top5_acc: 0.7258, loss_cls: 2.2104, loss: 3.6120, grad_norm: 7.5529 2021-12-03 13:58:42,123 - mmaction - INFO - Epoch [45][700/1345] lr: 1.000e-02, eta: 1 day, 16:42:36, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4146, top1_acc: 0.4703, top5_acc: 0.7406, loss_cls: 2.1833, loss: 3.5979, grad_norm: 7.7888 2021-12-03 13:59:01,333 - mmaction - INFO - Epoch [45][720/1345] lr: 1.000e-02, eta: 1 day, 16:42:12, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4173, top1_acc: 0.4656, top5_acc: 0.7258, loss_cls: 2.2172, loss: 3.6345, grad_norm: 7.8652 2021-12-03 13:59:20,514 - mmaction - INFO - Epoch [45][740/1345] lr: 1.000e-02, eta: 1 day, 16:41:48, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4089, top1_acc: 0.4789, top5_acc: 0.7289, loss_cls: 2.1881, loss: 3.5970, grad_norm: 7.7068 2021-12-03 13:59:39,731 - mmaction - INFO - Epoch [45][760/1345] lr: 1.000e-02, eta: 1 day, 16:41:24, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4420, top1_acc: 0.4437, top5_acc: 0.7156, loss_cls: 2.3249, loss: 3.7669, grad_norm: 7.9610 2021-12-03 13:59:58,925 - mmaction - INFO - Epoch [45][780/1345] lr: 1.000e-02, eta: 1 day, 16:41:00, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3708, top1_acc: 0.4625, top5_acc: 0.7398, loss_cls: 2.1685, loss: 3.5393, grad_norm: 7.4915 2021-12-03 14:00:18,117 - mmaction - INFO - Epoch [45][800/1345] lr: 1.000e-02, eta: 1 day, 16:40:36, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3842, top1_acc: 0.4805, top5_acc: 0.7289, loss_cls: 2.1748, loss: 3.5590, grad_norm: 7.6298 2021-12-03 14:00:37,310 - mmaction - INFO - Epoch [45][820/1345] lr: 1.000e-02, eta: 1 day, 16:40:12, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4045, top1_acc: 0.4766, top5_acc: 0.7422, loss_cls: 2.1698, loss: 3.5743, grad_norm: 7.7047 2021-12-03 14:00:56,515 - mmaction - INFO - Epoch [45][840/1345] lr: 1.000e-02, eta: 1 day, 16:39:47, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4042, top1_acc: 0.4594, top5_acc: 0.7234, loss_cls: 2.2034, loss: 3.6076, grad_norm: 7.5749 2021-12-03 14:01:15,683 - mmaction - INFO - Epoch [45][860/1345] lr: 1.000e-02, eta: 1 day, 16:39:23, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.3618, top1_acc: 0.4867, top5_acc: 0.7672, loss_cls: 2.0723, loss: 3.4340, grad_norm: 7.6545 2021-12-03 14:01:34,903 - mmaction - INFO - Epoch [45][880/1345] lr: 1.000e-02, eta: 1 day, 16:38:59, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3199, top1_acc: 0.4969, top5_acc: 0.7555, loss_cls: 2.0255, loss: 3.3454, grad_norm: 7.4472 2021-12-03 14:01:54,097 - mmaction - INFO - Epoch [45][900/1345] lr: 1.000e-02, eta: 1 day, 16:38:35, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4349, top1_acc: 0.4602, top5_acc: 0.7227, loss_cls: 2.2461, loss: 3.6811, grad_norm: 7.9809 2021-12-03 14:02:13,268 - mmaction - INFO - Epoch [45][920/1345] lr: 1.000e-02, eta: 1 day, 16:38:11, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3915, top1_acc: 0.4727, top5_acc: 0.7430, loss_cls: 2.1899, loss: 3.5814, grad_norm: 7.6100 2021-12-03 14:02:32,455 - mmaction - INFO - Epoch [45][940/1345] lr: 1.000e-02, eta: 1 day, 16:37:47, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3761, top1_acc: 0.4820, top5_acc: 0.7438, loss_cls: 2.1583, loss: 3.5343, grad_norm: 7.6413 2021-12-03 14:02:51,640 - mmaction - INFO - Epoch [45][960/1345] lr: 1.000e-02, eta: 1 day, 16:37:23, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3919, top1_acc: 0.4719, top5_acc: 0.7305, loss_cls: 2.2001, loss: 3.5919, grad_norm: 7.7531 2021-12-03 14:03:10,828 - mmaction - INFO - Epoch [45][980/1345] lr: 1.000e-02, eta: 1 day, 16:36:59, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3854, top1_acc: 0.4664, top5_acc: 0.7422, loss_cls: 2.1428, loss: 3.5281, grad_norm: 7.7175 2021-12-03 14:03:30,016 - mmaction - INFO - Epoch [45][1000/1345] lr: 1.000e-02, eta: 1 day, 16:36:35, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3801, top1_acc: 0.4641, top5_acc: 0.7414, loss_cls: 2.1823, loss: 3.5624, grad_norm: 7.8959 2021-12-03 14:03:49,222 - mmaction - INFO - Epoch [45][1020/1345] lr: 1.000e-02, eta: 1 day, 16:36:10, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4112, top1_acc: 0.4656, top5_acc: 0.7258, loss_cls: 2.2498, loss: 3.6610, grad_norm: 7.7148 2021-12-03 14:04:08,431 - mmaction - INFO - Epoch [45][1040/1345] lr: 1.000e-02, eta: 1 day, 16:35:46, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4503, top1_acc: 0.4352, top5_acc: 0.6984, loss_cls: 2.3339, loss: 3.7841, grad_norm: 7.8077 2021-12-03 14:04:27,626 - mmaction - INFO - Epoch [45][1060/1345] lr: 1.000e-02, eta: 1 day, 16:35:22, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4211, top1_acc: 0.4578, top5_acc: 0.7320, loss_cls: 2.2233, loss: 3.6444, grad_norm: 7.9292 2021-12-03 14:04:46,797 - mmaction - INFO - Epoch [45][1080/1345] lr: 1.000e-02, eta: 1 day, 16:34:58, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3864, top1_acc: 0.4703, top5_acc: 0.7422, loss_cls: 2.1737, loss: 3.5601, grad_norm: 7.5489 2021-12-03 14:05:05,953 - mmaction - INFO - Epoch [45][1100/1345] lr: 1.000e-02, eta: 1 day, 16:34:34, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.3753, top1_acc: 0.4719, top5_acc: 0.7430, loss_cls: 2.1627, loss: 3.5380, grad_norm: 7.6441 2021-12-03 14:05:25,123 - mmaction - INFO - Epoch [45][1120/1345] lr: 1.000e-02, eta: 1 day, 16:34:10, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.3603, top1_acc: 0.4883, top5_acc: 0.7602, loss_cls: 2.1161, loss: 3.4764, grad_norm: 7.6235 2021-12-03 14:05:44,316 - mmaction - INFO - Epoch [45][1140/1345] lr: 1.000e-02, eta: 1 day, 16:33:46, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3849, top1_acc: 0.4602, top5_acc: 0.7297, loss_cls: 2.2113, loss: 3.5963, grad_norm: 7.6878 2021-12-03 14:06:03,522 - mmaction - INFO - Epoch [45][1160/1345] lr: 1.000e-02, eta: 1 day, 16:33:22, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4076, top1_acc: 0.4617, top5_acc: 0.7375, loss_cls: 2.1982, loss: 3.6058, grad_norm: 7.5331 2021-12-03 14:06:22,698 - mmaction - INFO - Epoch [45][1180/1345] lr: 1.000e-02, eta: 1 day, 16:32:58, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4143, top1_acc: 0.4656, top5_acc: 0.7195, loss_cls: 2.2104, loss: 3.6247, grad_norm: 7.6473 2021-12-03 14:06:41,893 - mmaction - INFO - Epoch [45][1200/1345] lr: 1.000e-02, eta: 1 day, 16:32:34, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3956, top1_acc: 0.4789, top5_acc: 0.7453, loss_cls: 2.1819, loss: 3.5776, grad_norm: 7.6667 2021-12-03 14:07:01,055 - mmaction - INFO - Epoch [45][1220/1345] lr: 1.000e-02, eta: 1 day, 16:32:10, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.3905, top1_acc: 0.4656, top5_acc: 0.7195, loss_cls: 2.2429, loss: 3.6334, grad_norm: 7.6126 2021-12-03 14:07:20,224 - mmaction - INFO - Epoch [45][1240/1345] lr: 1.000e-02, eta: 1 day, 16:31:45, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.3539, top1_acc: 0.4828, top5_acc: 0.7422, loss_cls: 2.1043, loss: 3.4582, grad_norm: 7.4739 2021-12-03 14:07:39,409 - mmaction - INFO - Epoch [45][1260/1345] lr: 1.000e-02, eta: 1 day, 16:31:21, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3532, top1_acc: 0.4914, top5_acc: 0.7445, loss_cls: 2.1441, loss: 3.4973, grad_norm: 7.6530 2021-12-03 14:07:58,578 - mmaction - INFO - Epoch [45][1280/1345] lr: 1.000e-02, eta: 1 day, 16:30:57, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.3976, top1_acc: 0.4656, top5_acc: 0.7406, loss_cls: 2.1694, loss: 3.5670, grad_norm: 7.6648 2021-12-03 14:08:17,755 - mmaction - INFO - Epoch [45][1300/1345] lr: 1.000e-02, eta: 1 day, 16:30:33, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3548, top1_acc: 0.4773, top5_acc: 0.7453, loss_cls: 2.1435, loss: 3.4983, grad_norm: 7.4685 2021-12-03 14:08:36,937 - mmaction - INFO - Epoch [45][1320/1345] lr: 1.000e-02, eta: 1 day, 16:30:09, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3858, top1_acc: 0.4805, top5_acc: 0.7336, loss_cls: 2.1654, loss: 3.5512, grad_norm: 7.4955 2021-12-03 14:08:56,144 - mmaction - INFO - Epoch [45][1340/1345] lr: 1.000e-02, eta: 1 day, 16:29:45, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3793, top1_acc: 0.4789, top5_acc: 0.7352, loss_cls: 2.2151, loss: 3.5944, grad_norm: 7.6716 2021-12-03 14:09:01,778 - mmaction - INFO - Saving checkpoint at 45 epochs 2021-12-03 14:11:06,362 - mmaction - INFO - Epoch [46][20/1345] lr: 1.000e-02, eta: 1 day, 16:33:02, time: 6.069, data_time: 5.093, memory: 8232, loss_aux: 1.3825, top1_acc: 0.4664, top5_acc: 0.7414, loss_cls: 2.1787, loss: 3.5612, grad_norm: 7.6896 2021-12-03 14:11:25,438 - mmaction - INFO - Epoch [46][40/1345] lr: 1.000e-02, eta: 1 day, 16:32:38, time: 0.954, data_time: 0.003, memory: 8232, loss_aux: 1.3443, top1_acc: 0.4813, top5_acc: 0.7352, loss_cls: 2.1487, loss: 3.4930, grad_norm: 7.4519 2021-12-03 14:11:44,552 - mmaction - INFO - Epoch [46][60/1345] lr: 1.000e-02, eta: 1 day, 16:32:13, time: 0.956, data_time: 0.002, memory: 8232, loss_aux: 1.3463, top1_acc: 0.4961, top5_acc: 0.7453, loss_cls: 2.0613, loss: 3.4077, grad_norm: 7.3200 2021-12-03 14:12:03,717 - mmaction - INFO - Epoch [46][80/1345] lr: 1.000e-02, eta: 1 day, 16:31:49, time: 0.958, data_time: 0.002, memory: 8232, loss_aux: 1.3926, top1_acc: 0.4805, top5_acc: 0.7398, loss_cls: 2.1475, loss: 3.5401, grad_norm: 7.3111 2021-12-03 14:12:22,859 - mmaction - INFO - Epoch [46][100/1345] lr: 1.000e-02, eta: 1 day, 16:31:25, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 1.3550, top1_acc: 0.4891, top5_acc: 0.7445, loss_cls: 2.1195, loss: 3.4745, grad_norm: 7.3013 2021-12-03 14:12:42,001 - mmaction - INFO - Epoch [46][120/1345] lr: 1.000e-02, eta: 1 day, 16:31:01, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 1.3840, top1_acc: 0.4680, top5_acc: 0.7500, loss_cls: 2.1270, loss: 3.5110, grad_norm: 7.7851 2021-12-03 14:13:01,147 - mmaction - INFO - Epoch [46][140/1345] lr: 1.000e-02, eta: 1 day, 16:30:37, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 1.3560, top1_acc: 0.4836, top5_acc: 0.7453, loss_cls: 2.1052, loss: 3.4612, grad_norm: 7.5126 2021-12-03 14:13:20,304 - mmaction - INFO - Epoch [46][160/1345] lr: 1.000e-02, eta: 1 day, 16:30:12, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.3503, top1_acc: 0.4828, top5_acc: 0.7602, loss_cls: 2.0615, loss: 3.4117, grad_norm: 7.4587 2021-12-03 14:13:39,492 - mmaction - INFO - Epoch [46][180/1345] lr: 1.000e-02, eta: 1 day, 16:29:48, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3671, top1_acc: 0.4984, top5_acc: 0.7508, loss_cls: 2.0757, loss: 3.4428, grad_norm: 7.6242 2021-12-03 14:13:58,700 - mmaction - INFO - Epoch [46][200/1345] lr: 1.000e-02, eta: 1 day, 16:29:24, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3781, top1_acc: 0.4727, top5_acc: 0.7273, loss_cls: 2.1819, loss: 3.5600, grad_norm: 7.7394 2021-12-03 14:14:17,917 - mmaction - INFO - Epoch [46][220/1345] lr: 1.000e-02, eta: 1 day, 16:29:00, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3602, top1_acc: 0.4758, top5_acc: 0.7477, loss_cls: 2.1377, loss: 3.4979, grad_norm: 7.7119 2021-12-03 14:14:37,101 - mmaction - INFO - Epoch [46][240/1345] lr: 1.000e-02, eta: 1 day, 16:28:36, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3604, top1_acc: 0.4867, top5_acc: 0.7523, loss_cls: 2.1096, loss: 3.4700, grad_norm: 7.6567 2021-12-03 14:14:56,312 - mmaction - INFO - Epoch [46][260/1345] lr: 1.000e-02, eta: 1 day, 16:28:12, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3609, top1_acc: 0.4703, top5_acc: 0.7461, loss_cls: 2.1486, loss: 3.5095, grad_norm: 7.5457 2021-12-03 14:15:15,521 - mmaction - INFO - Epoch [46][280/1345] lr: 1.000e-02, eta: 1 day, 16:27:48, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3709, top1_acc: 0.4906, top5_acc: 0.7547, loss_cls: 2.0873, loss: 3.4583, grad_norm: 7.4596 2021-12-03 14:15:34,766 - mmaction - INFO - Epoch [46][300/1345] lr: 1.000e-02, eta: 1 day, 16:27:24, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3741, top1_acc: 0.4609, top5_acc: 0.7461, loss_cls: 2.1425, loss: 3.5166, grad_norm: 7.5401 2021-12-03 14:15:53,985 - mmaction - INFO - Epoch [46][320/1345] lr: 1.000e-02, eta: 1 day, 16:27:00, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4057, top1_acc: 0.4758, top5_acc: 0.7344, loss_cls: 2.1714, loss: 3.5771, grad_norm: 7.8116 2021-12-03 14:16:13,185 - mmaction - INFO - Epoch [46][340/1345] lr: 1.000e-02, eta: 1 day, 16:26:36, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3867, top1_acc: 0.4945, top5_acc: 0.7531, loss_cls: 2.1298, loss: 3.5165, grad_norm: 7.6465 2021-12-03 14:16:32,377 - mmaction - INFO - Epoch [46][360/1345] lr: 1.000e-02, eta: 1 day, 16:26:12, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3397, top1_acc: 0.4891, top5_acc: 0.7492, loss_cls: 2.0895, loss: 3.4292, grad_norm: 7.7160 2021-12-03 14:16:51,580 - mmaction - INFO - Epoch [46][380/1345] lr: 1.000e-02, eta: 1 day, 16:25:48, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3424, top1_acc: 0.5164, top5_acc: 0.7688, loss_cls: 1.9858, loss: 3.3282, grad_norm: 7.4575 2021-12-03 14:17:10,781 - mmaction - INFO - Epoch [46][400/1345] lr: 1.000e-02, eta: 1 day, 16:25:24, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3522, top1_acc: 0.4852, top5_acc: 0.7508, loss_cls: 2.1061, loss: 3.4583, grad_norm: 7.5721 2021-12-03 14:17:29,995 - mmaction - INFO - Epoch [46][420/1345] lr: 1.000e-02, eta: 1 day, 16:25:00, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3400, top1_acc: 0.4766, top5_acc: 0.7453, loss_cls: 2.1185, loss: 3.4585, grad_norm: 7.7916 2021-12-03 14:17:49,212 - mmaction - INFO - Epoch [46][440/1345] lr: 1.000e-02, eta: 1 day, 16:24:36, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3535, top1_acc: 0.4664, top5_acc: 0.7516, loss_cls: 2.1281, loss: 3.4816, grad_norm: 7.6754 2021-12-03 14:18:08,386 - mmaction - INFO - Epoch [46][460/1345] lr: 1.000e-02, eta: 1 day, 16:24:11, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3853, top1_acc: 0.5117, top5_acc: 0.7469, loss_cls: 2.1031, loss: 3.4884, grad_norm: 7.5194 2021-12-03 14:18:27,618 - mmaction - INFO - Epoch [46][480/1345] lr: 1.000e-02, eta: 1 day, 16:23:48, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3818, top1_acc: 0.4883, top5_acc: 0.7422, loss_cls: 2.1040, loss: 3.4858, grad_norm: 7.6587 2021-12-03 14:18:46,799 - mmaction - INFO - Epoch [46][500/1345] lr: 1.000e-02, eta: 1 day, 16:23:23, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3958, top1_acc: 0.4703, top5_acc: 0.7258, loss_cls: 2.1867, loss: 3.5825, grad_norm: 7.8132 2021-12-03 14:19:06,003 - mmaction - INFO - Epoch [46][520/1345] lr: 1.000e-02, eta: 1 day, 16:22:59, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3781, top1_acc: 0.4641, top5_acc: 0.7406, loss_cls: 2.1719, loss: 3.5500, grad_norm: 7.6690 2021-12-03 14:19:25,190 - mmaction - INFO - Epoch [46][540/1345] lr: 1.000e-02, eta: 1 day, 16:22:35, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3362, top1_acc: 0.5031, top5_acc: 0.7539, loss_cls: 2.0952, loss: 3.4314, grad_norm: 7.3087 2021-12-03 14:19:44,379 - mmaction - INFO - Epoch [46][560/1345] lr: 1.000e-02, eta: 1 day, 16:22:11, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3660, top1_acc: 0.4906, top5_acc: 0.7609, loss_cls: 2.0863, loss: 3.4523, grad_norm: 7.7039 2021-12-03 14:20:03,623 - mmaction - INFO - Epoch [46][580/1345] lr: 1.000e-02, eta: 1 day, 16:21:47, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3162, top1_acc: 0.4906, top5_acc: 0.7516, loss_cls: 2.0560, loss: 3.3722, grad_norm: 7.4895 2021-12-03 14:20:22,799 - mmaction - INFO - Epoch [46][600/1345] lr: 1.000e-02, eta: 1 day, 16:21:23, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3994, top1_acc: 0.4594, top5_acc: 0.7273, loss_cls: 2.2404, loss: 3.6398, grad_norm: 7.8609 2021-12-03 14:20:42,000 - mmaction - INFO - Epoch [46][620/1345] lr: 1.000e-02, eta: 1 day, 16:20:59, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3909, top1_acc: 0.4867, top5_acc: 0.7453, loss_cls: 2.1248, loss: 3.5157, grad_norm: 7.6630 2021-12-03 14:21:01,185 - mmaction - INFO - Epoch [46][640/1345] lr: 1.000e-02, eta: 1 day, 16:20:35, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3486, top1_acc: 0.4719, top5_acc: 0.7531, loss_cls: 2.1145, loss: 3.4631, grad_norm: 7.7797 2021-12-03 14:21:20,365 - mmaction - INFO - Epoch [46][660/1345] lr: 1.000e-02, eta: 1 day, 16:20:11, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3454, top1_acc: 0.4836, top5_acc: 0.7508, loss_cls: 2.0892, loss: 3.4346, grad_norm: 7.5752 2021-12-03 14:21:39,555 - mmaction - INFO - Epoch [46][680/1345] lr: 1.000e-02, eta: 1 day, 16:19:47, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3455, top1_acc: 0.5141, top5_acc: 0.7570, loss_cls: 2.0685, loss: 3.4139, grad_norm: 7.4559 2021-12-03 14:21:58,757 - mmaction - INFO - Epoch [46][700/1345] lr: 1.000e-02, eta: 1 day, 16:19:23, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3872, top1_acc: 0.4813, top5_acc: 0.7266, loss_cls: 2.1659, loss: 3.5531, grad_norm: 7.6375 2021-12-03 14:22:17,958 - mmaction - INFO - Epoch [46][720/1345] lr: 1.000e-02, eta: 1 day, 16:18:59, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3797, top1_acc: 0.4742, top5_acc: 0.7531, loss_cls: 2.1489, loss: 3.5286, grad_norm: 7.5452 2021-12-03 14:22:37,136 - mmaction - INFO - Epoch [46][740/1345] lr: 1.000e-02, eta: 1 day, 16:18:35, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4135, top1_acc: 0.4609, top5_acc: 0.7195, loss_cls: 2.2732, loss: 3.6867, grad_norm: 7.9397 2021-12-03 14:22:56,324 - mmaction - INFO - Epoch [46][760/1345] lr: 1.000e-02, eta: 1 day, 16:18:11, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3944, top1_acc: 0.4898, top5_acc: 0.7320, loss_cls: 2.1712, loss: 3.5656, grad_norm: 7.5744 2021-12-03 14:23:15,515 - mmaction - INFO - Epoch [46][780/1345] lr: 1.000e-02, eta: 1 day, 16:17:47, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3838, top1_acc: 0.4695, top5_acc: 0.7328, loss_cls: 2.1573, loss: 3.5411, grad_norm: 7.7116 2021-12-03 14:23:34,708 - mmaction - INFO - Epoch [46][800/1345] lr: 1.000e-02, eta: 1 day, 16:17:23, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3806, top1_acc: 0.4742, top5_acc: 0.7539, loss_cls: 2.1287, loss: 3.5092, grad_norm: 7.6731 2021-12-03 14:23:53,909 - mmaction - INFO - Epoch [46][820/1345] lr: 1.000e-02, eta: 1 day, 16:16:59, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3958, top1_acc: 0.4836, top5_acc: 0.7391, loss_cls: 2.1413, loss: 3.5371, grad_norm: 7.4952 2021-12-03 14:24:13,101 - mmaction - INFO - Epoch [46][840/1345] lr: 1.000e-02, eta: 1 day, 16:16:35, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3716, top1_acc: 0.4828, top5_acc: 0.7469, loss_cls: 2.0904, loss: 3.4620, grad_norm: 7.5913 2021-12-03 14:24:32,309 - mmaction - INFO - Epoch [46][860/1345] lr: 1.000e-02, eta: 1 day, 16:16:11, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3631, top1_acc: 0.4813, top5_acc: 0.7609, loss_cls: 2.0831, loss: 3.4462, grad_norm: 7.7911 2021-12-03 14:24:51,497 - mmaction - INFO - Epoch [46][880/1345] lr: 1.000e-02, eta: 1 day, 16:15:47, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3864, top1_acc: 0.4805, top5_acc: 0.7297, loss_cls: 2.1677, loss: 3.5541, grad_norm: 7.5829 2021-12-03 14:25:10,724 - mmaction - INFO - Epoch [46][900/1345] lr: 1.000e-02, eta: 1 day, 16:15:23, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3821, top1_acc: 0.4781, top5_acc: 0.7461, loss_cls: 2.1459, loss: 3.5280, grad_norm: 7.5619 2021-12-03 14:25:29,943 - mmaction - INFO - Epoch [46][920/1345] lr: 1.000e-02, eta: 1 day, 16:14:59, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3523, top1_acc: 0.4820, top5_acc: 0.7445, loss_cls: 2.1204, loss: 3.4726, grad_norm: 7.6753 2021-12-03 14:25:49,205 - mmaction - INFO - Epoch [46][940/1345] lr: 1.000e-02, eta: 1 day, 16:14:35, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.4177, top1_acc: 0.4703, top5_acc: 0.7359, loss_cls: 2.2019, loss: 3.6196, grad_norm: 7.7625 2021-12-03 14:26:08,419 - mmaction - INFO - Epoch [46][960/1345] lr: 1.000e-02, eta: 1 day, 16:14:11, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3579, top1_acc: 0.4883, top5_acc: 0.7367, loss_cls: 2.1573, loss: 3.5152, grad_norm: 7.6963 2021-12-03 14:26:27,646 - mmaction - INFO - Epoch [46][980/1345] lr: 1.000e-02, eta: 1 day, 16:13:47, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3941, top1_acc: 0.4758, top5_acc: 0.7273, loss_cls: 2.1689, loss: 3.5630, grad_norm: 7.7669 2021-12-03 14:26:46,862 - mmaction - INFO - Epoch [46][1000/1345] lr: 1.000e-02, eta: 1 day, 16:13:23, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3904, top1_acc: 0.4758, top5_acc: 0.7266, loss_cls: 2.2029, loss: 3.5932, grad_norm: 7.7717 2021-12-03 14:27:06,090 - mmaction - INFO - Epoch [46][1020/1345] lr: 1.000e-02, eta: 1 day, 16:13:00, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3753, top1_acc: 0.4945, top5_acc: 0.7453, loss_cls: 2.1515, loss: 3.5269, grad_norm: 7.7970 2021-12-03 14:27:25,327 - mmaction - INFO - Epoch [46][1040/1345] lr: 1.000e-02, eta: 1 day, 16:12:36, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3877, top1_acc: 0.4469, top5_acc: 0.7375, loss_cls: 2.2182, loss: 3.6058, grad_norm: 7.7744 2021-12-03 14:27:44,547 - mmaction - INFO - Epoch [46][1060/1345] lr: 1.000e-02, eta: 1 day, 16:12:12, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4357, top1_acc: 0.4508, top5_acc: 0.7164, loss_cls: 2.2676, loss: 3.7033, grad_norm: 7.8107 2021-12-03 14:28:03,801 - mmaction - INFO - Epoch [46][1080/1345] lr: 1.000e-02, eta: 1 day, 16:11:48, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.4022, top1_acc: 0.4672, top5_acc: 0.7391, loss_cls: 2.2056, loss: 3.6078, grad_norm: 7.7446 2021-12-03 14:28:23,069 - mmaction - INFO - Epoch [46][1100/1345] lr: 1.000e-02, eta: 1 day, 16:11:24, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3565, top1_acc: 0.5008, top5_acc: 0.7445, loss_cls: 2.1344, loss: 3.4910, grad_norm: 7.4618 2021-12-03 14:28:42,269 - mmaction - INFO - Epoch [46][1120/1345] lr: 1.000e-02, eta: 1 day, 16:11:00, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3931, top1_acc: 0.4648, top5_acc: 0.7273, loss_cls: 2.1786, loss: 3.5717, grad_norm: 7.8834 2021-12-03 14:29:01,478 - mmaction - INFO - Epoch [46][1140/1345] lr: 1.000e-02, eta: 1 day, 16:10:36, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3874, top1_acc: 0.4633, top5_acc: 0.7516, loss_cls: 2.1550, loss: 3.5423, grad_norm: 7.5740 2021-12-03 14:29:20,699 - mmaction - INFO - Epoch [46][1160/1345] lr: 1.000e-02, eta: 1 day, 16:10:12, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4199, top1_acc: 0.4477, top5_acc: 0.7211, loss_cls: 2.2703, loss: 3.6902, grad_norm: 7.8494 2021-12-03 14:29:39,924 - mmaction - INFO - Epoch [46][1180/1345] lr: 1.000e-02, eta: 1 day, 16:09:48, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3923, top1_acc: 0.4688, top5_acc: 0.7359, loss_cls: 2.2185, loss: 3.6108, grad_norm: 7.6114 2021-12-03 14:29:59,154 - mmaction - INFO - Epoch [46][1200/1345] lr: 1.000e-02, eta: 1 day, 16:09:25, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3454, top1_acc: 0.5086, top5_acc: 0.7633, loss_cls: 2.0782, loss: 3.4236, grad_norm: 7.5505 2021-12-03 14:30:18,375 - mmaction - INFO - Epoch [46][1220/1345] lr: 1.000e-02, eta: 1 day, 16:09:01, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3789, top1_acc: 0.4852, top5_acc: 0.7328, loss_cls: 2.1734, loss: 3.5524, grad_norm: 7.4673 2021-12-03 14:30:37,554 - mmaction - INFO - Epoch [46][1240/1345] lr: 1.000e-02, eta: 1 day, 16:08:37, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3862, top1_acc: 0.4750, top5_acc: 0.7398, loss_cls: 2.1262, loss: 3.5124, grad_norm: 7.7205 2021-12-03 14:30:56,741 - mmaction - INFO - Epoch [46][1260/1345] lr: 1.000e-02, eta: 1 day, 16:08:13, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3706, top1_acc: 0.4750, top5_acc: 0.7297, loss_cls: 2.1727, loss: 3.5433, grad_norm: 7.6972 2021-12-03 14:31:15,930 - mmaction - INFO - Epoch [46][1280/1345] lr: 1.000e-02, eta: 1 day, 16:07:49, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3742, top1_acc: 0.4781, top5_acc: 0.7391, loss_cls: 2.1444, loss: 3.5186, grad_norm: 7.7299 2021-12-03 14:31:35,115 - mmaction - INFO - Epoch [46][1300/1345] lr: 1.000e-02, eta: 1 day, 16:07:25, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3987, top1_acc: 0.4555, top5_acc: 0.7211, loss_cls: 2.2451, loss: 3.6437, grad_norm: 7.6569 2021-12-03 14:31:54,313 - mmaction - INFO - Epoch [46][1320/1345] lr: 1.000e-02, eta: 1 day, 16:07:01, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3878, top1_acc: 0.4672, top5_acc: 0.7352, loss_cls: 2.1987, loss: 3.5865, grad_norm: 7.7164 2021-12-03 14:32:13,514 - mmaction - INFO - Epoch [46][1340/1345] lr: 1.000e-02, eta: 1 day, 16:06:37, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3563, top1_acc: 0.5000, top5_acc: 0.7430, loss_cls: 2.1291, loss: 3.4854, grad_norm: 7.5951 2021-12-03 14:32:19,007 - mmaction - INFO - Saving checkpoint at 46 epochs 2021-12-03 14:34:25,593 - mmaction - INFO - Epoch [47][20/1345] lr: 1.000e-02, eta: 1 day, 16:09:53, time: 6.192, data_time: 5.238, memory: 8232, loss_aux: 1.3593, top1_acc: 0.4867, top5_acc: 0.7453, loss_cls: 2.0715, loss: 3.4308, grad_norm: 7.5297 2021-12-03 14:34:44,716 - mmaction - INFO - Epoch [47][40/1345] lr: 1.000e-02, eta: 1 day, 16:09:29, time: 0.956, data_time: 0.003, memory: 8232, loss_aux: 1.3633, top1_acc: 0.4711, top5_acc: 0.7414, loss_cls: 2.1385, loss: 3.5018, grad_norm: 7.7192 2021-12-03 14:35:03,807 - mmaction - INFO - Epoch [47][60/1345] lr: 1.000e-02, eta: 1 day, 16:09:04, time: 0.954, data_time: 0.002, memory: 8232, loss_aux: 1.3566, top1_acc: 0.4969, top5_acc: 0.7500, loss_cls: 2.0798, loss: 3.4364, grad_norm: 7.5966 2021-12-03 14:35:22,976 - mmaction - INFO - Epoch [47][80/1345] lr: 1.000e-02, eta: 1 day, 16:08:40, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3658, top1_acc: 0.4938, top5_acc: 0.7500, loss_cls: 2.1128, loss: 3.4787, grad_norm: 7.6189 2021-12-03 14:35:42,133 - mmaction - INFO - Epoch [47][100/1345] lr: 1.000e-02, eta: 1 day, 16:08:16, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.4053, top1_acc: 0.4664, top5_acc: 0.7344, loss_cls: 2.1731, loss: 3.5785, grad_norm: 7.6596 2021-12-03 14:36:01,330 - mmaction - INFO - Epoch [47][120/1345] lr: 1.000e-02, eta: 1 day, 16:07:52, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.2791, top1_acc: 0.5297, top5_acc: 0.7836, loss_cls: 1.9301, loss: 3.2091, grad_norm: 7.3032 2021-12-03 14:36:20,506 - mmaction - INFO - Epoch [47][140/1345] lr: 1.000e-02, eta: 1 day, 16:07:28, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3593, top1_acc: 0.4828, top5_acc: 0.7430, loss_cls: 2.1265, loss: 3.4858, grad_norm: 7.4573 2021-12-03 14:36:39,701 - mmaction - INFO - Epoch [47][160/1345] lr: 1.000e-02, eta: 1 day, 16:07:04, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3649, top1_acc: 0.4844, top5_acc: 0.7688, loss_cls: 2.0954, loss: 3.4603, grad_norm: 7.5475 2021-12-03 14:36:58,865 - mmaction - INFO - Epoch [47][180/1345] lr: 1.000e-02, eta: 1 day, 16:06:40, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.3697, top1_acc: 0.4922, top5_acc: 0.7461, loss_cls: 2.0585, loss: 3.4282, grad_norm: 7.5454 2021-12-03 14:37:18,083 - mmaction - INFO - Epoch [47][200/1345] lr: 1.000e-02, eta: 1 day, 16:06:16, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4288, top1_acc: 0.4547, top5_acc: 0.7305, loss_cls: 2.1756, loss: 3.6043, grad_norm: 7.8601 2021-12-03 14:37:37,273 - mmaction - INFO - Epoch [47][220/1345] lr: 1.000e-02, eta: 1 day, 16:05:52, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4062, top1_acc: 0.4867, top5_acc: 0.7250, loss_cls: 2.1708, loss: 3.5770, grad_norm: 7.6338 2021-12-03 14:37:56,500 - mmaction - INFO - Epoch [47][240/1345] lr: 1.000e-02, eta: 1 day, 16:05:28, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3732, top1_acc: 0.4648, top5_acc: 0.7453, loss_cls: 2.1438, loss: 3.5170, grad_norm: 7.8141 2021-12-03 14:38:15,709 - mmaction - INFO - Epoch [47][260/1345] lr: 1.000e-02, eta: 1 day, 16:05:04, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3737, top1_acc: 0.4852, top5_acc: 0.7492, loss_cls: 2.1252, loss: 3.4989, grad_norm: 7.7056 2021-12-03 14:38:34,923 - mmaction - INFO - Epoch [47][280/1345] lr: 1.000e-02, eta: 1 day, 16:04:40, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3583, top1_acc: 0.5023, top5_acc: 0.7453, loss_cls: 2.1216, loss: 3.4799, grad_norm: 7.7422 2021-12-03 14:38:54,139 - mmaction - INFO - Epoch [47][300/1345] lr: 1.000e-02, eta: 1 day, 16:04:16, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3690, top1_acc: 0.4734, top5_acc: 0.7453, loss_cls: 2.1415, loss: 3.5105, grad_norm: 7.6090 2021-12-03 14:39:13,345 - mmaction - INFO - Epoch [47][320/1345] lr: 1.000e-02, eta: 1 day, 16:03:52, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3796, top1_acc: 0.4828, top5_acc: 0.7414, loss_cls: 2.1197, loss: 3.4993, grad_norm: 7.7580 2021-12-03 14:39:32,560 - mmaction - INFO - Epoch [47][340/1345] lr: 1.000e-02, eta: 1 day, 16:03:28, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3656, top1_acc: 0.4867, top5_acc: 0.7594, loss_cls: 2.0772, loss: 3.4428, grad_norm: 7.5561 2021-12-03 14:39:51,772 - mmaction - INFO - Epoch [47][360/1345] lr: 1.000e-02, eta: 1 day, 16:03:05, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3838, top1_acc: 0.4672, top5_acc: 0.7422, loss_cls: 2.1742, loss: 3.5581, grad_norm: 7.6104 2021-12-03 14:40:10,979 - mmaction - INFO - Epoch [47][380/1345] lr: 1.000e-02, eta: 1 day, 16:02:41, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3814, top1_acc: 0.4797, top5_acc: 0.7547, loss_cls: 2.1002, loss: 3.4815, grad_norm: 7.7272 2021-12-03 14:40:30,206 - mmaction - INFO - Epoch [47][400/1345] lr: 1.000e-02, eta: 1 day, 16:02:17, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3859, top1_acc: 0.4602, top5_acc: 0.7141, loss_cls: 2.2419, loss: 3.6277, grad_norm: 7.6858 2021-12-03 14:40:49,419 - mmaction - INFO - Epoch [47][420/1345] lr: 1.000e-02, eta: 1 day, 16:01:53, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3551, top1_acc: 0.4844, top5_acc: 0.7461, loss_cls: 2.1224, loss: 3.4775, grad_norm: 7.6252 2021-12-03 14:41:08,652 - mmaction - INFO - Epoch [47][440/1345] lr: 1.000e-02, eta: 1 day, 16:01:29, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4099, top1_acc: 0.4664, top5_acc: 0.7344, loss_cls: 2.2079, loss: 3.6178, grad_norm: 7.8651 2021-12-03 14:41:27,846 - mmaction - INFO - Epoch [47][460/1345] lr: 1.000e-02, eta: 1 day, 16:01:05, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3849, top1_acc: 0.5062, top5_acc: 0.7344, loss_cls: 2.1437, loss: 3.5286, grad_norm: 7.4539 2021-12-03 14:41:47,061 - mmaction - INFO - Epoch [47][480/1345] lr: 1.000e-02, eta: 1 day, 16:00:41, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3901, top1_acc: 0.4617, top5_acc: 0.7445, loss_cls: 2.1697, loss: 3.5597, grad_norm: 7.6628 2021-12-03 14:42:06,317 - mmaction - INFO - Epoch [47][500/1345] lr: 1.000e-02, eta: 1 day, 16:00:17, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.4209, top1_acc: 0.4734, top5_acc: 0.7422, loss_cls: 2.2177, loss: 3.6386, grad_norm: 7.8000 2021-12-03 14:42:25,569 - mmaction - INFO - Epoch [47][520/1345] lr: 1.000e-02, eta: 1 day, 15:59:53, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3902, top1_acc: 0.4797, top5_acc: 0.7359, loss_cls: 2.1917, loss: 3.5819, grad_norm: 7.7261 2021-12-03 14:42:44,857 - mmaction - INFO - Epoch [47][540/1345] lr: 1.000e-02, eta: 1 day, 15:59:30, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 1.3711, top1_acc: 0.4859, top5_acc: 0.7484, loss_cls: 2.0966, loss: 3.4678, grad_norm: 7.5554 2021-12-03 14:43:04,086 - mmaction - INFO - Epoch [47][560/1345] lr: 1.000e-02, eta: 1 day, 15:59:06, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3575, top1_acc: 0.4961, top5_acc: 0.7398, loss_cls: 2.1337, loss: 3.4912, grad_norm: 7.5874 2021-12-03 14:43:23,317 - mmaction - INFO - Epoch [47][580/1345] lr: 1.000e-02, eta: 1 day, 15:58:42, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3709, top1_acc: 0.4719, top5_acc: 0.7266, loss_cls: 2.1715, loss: 3.5424, grad_norm: 7.8109 2021-12-03 14:43:42,554 - mmaction - INFO - Epoch [47][600/1345] lr: 1.000e-02, eta: 1 day, 15:58:18, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4013, top1_acc: 0.4562, top5_acc: 0.7352, loss_cls: 2.2100, loss: 3.6112, grad_norm: 7.4492 2021-12-03 14:44:01,785 - mmaction - INFO - Epoch [47][620/1345] lr: 1.000e-02, eta: 1 day, 15:57:54, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3742, top1_acc: 0.4625, top5_acc: 0.7320, loss_cls: 2.1755, loss: 3.5497, grad_norm: 7.5822 2021-12-03 14:44:21,008 - mmaction - INFO - Epoch [47][640/1345] lr: 1.000e-02, eta: 1 day, 15:57:30, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3736, top1_acc: 0.4844, top5_acc: 0.7477, loss_cls: 2.1271, loss: 3.5007, grad_norm: 7.5758 2021-12-03 14:44:40,213 - mmaction - INFO - Epoch [47][660/1345] lr: 1.000e-02, eta: 1 day, 15:57:06, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3801, top1_acc: 0.4617, top5_acc: 0.7375, loss_cls: 2.1904, loss: 3.5705, grad_norm: 7.5881 2021-12-03 14:44:59,420 - mmaction - INFO - Epoch [47][680/1345] lr: 1.000e-02, eta: 1 day, 15:56:43, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3923, top1_acc: 0.4727, top5_acc: 0.7297, loss_cls: 2.1596, loss: 3.5519, grad_norm: 7.6230 2021-12-03 14:45:18,622 - mmaction - INFO - Epoch [47][700/1345] lr: 1.000e-02, eta: 1 day, 15:56:19, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3732, top1_acc: 0.4867, top5_acc: 0.7500, loss_cls: 2.1224, loss: 3.4956, grad_norm: 7.8022 2021-12-03 14:45:37,813 - mmaction - INFO - Epoch [47][720/1345] lr: 1.000e-02, eta: 1 day, 15:55:55, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4337, top1_acc: 0.4359, top5_acc: 0.7227, loss_cls: 2.2885, loss: 3.7222, grad_norm: 7.6951 2021-12-03 14:45:57,021 - mmaction - INFO - Epoch [47][740/1345] lr: 1.000e-02, eta: 1 day, 15:55:31, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3769, top1_acc: 0.4727, top5_acc: 0.7273, loss_cls: 2.1775, loss: 3.5544, grad_norm: 7.5417 2021-12-03 14:46:16,238 - mmaction - INFO - Epoch [47][760/1345] lr: 1.000e-02, eta: 1 day, 15:55:07, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3640, top1_acc: 0.4844, top5_acc: 0.7484, loss_cls: 2.1116, loss: 3.4756, grad_norm: 7.4361 2021-12-03 14:46:35,436 - mmaction - INFO - Epoch [47][780/1345] lr: 1.000e-02, eta: 1 day, 15:54:43, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3595, top1_acc: 0.4914, top5_acc: 0.7453, loss_cls: 2.0992, loss: 3.4587, grad_norm: 7.3407 2021-12-03 14:46:54,643 - mmaction - INFO - Epoch [47][800/1345] lr: 1.000e-02, eta: 1 day, 15:54:19, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4007, top1_acc: 0.4758, top5_acc: 0.7320, loss_cls: 2.2113, loss: 3.6120, grad_norm: 7.7509 2021-12-03 14:47:13,844 - mmaction - INFO - Epoch [47][820/1345] lr: 1.000e-02, eta: 1 day, 15:53:55, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3521, top1_acc: 0.4773, top5_acc: 0.7516, loss_cls: 2.1313, loss: 3.4834, grad_norm: 7.6620 2021-12-03 14:47:33,014 - mmaction - INFO - Epoch [47][840/1345] lr: 1.000e-02, eta: 1 day, 15:53:31, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3958, top1_acc: 0.4711, top5_acc: 0.7336, loss_cls: 2.2085, loss: 3.6043, grad_norm: 7.7272 2021-12-03 14:47:52,204 - mmaction - INFO - Epoch [47][860/1345] lr: 1.000e-02, eta: 1 day, 15:53:07, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3737, top1_acc: 0.5000, top5_acc: 0.7445, loss_cls: 2.1186, loss: 3.4923, grad_norm: 7.4826 2021-12-03 14:48:11,390 - mmaction - INFO - Epoch [47][880/1345] lr: 1.000e-02, eta: 1 day, 15:52:43, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3877, top1_acc: 0.4672, top5_acc: 0.7406, loss_cls: 2.1599, loss: 3.5476, grad_norm: 7.7887 2021-12-03 14:48:30,605 - mmaction - INFO - Epoch [47][900/1345] lr: 1.000e-02, eta: 1 day, 15:52:20, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4254, top1_acc: 0.4578, top5_acc: 0.7297, loss_cls: 2.2150, loss: 3.6404, grad_norm: 7.7008 2021-12-03 14:48:49,804 - mmaction - INFO - Epoch [47][920/1345] lr: 1.000e-02, eta: 1 day, 15:51:56, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3948, top1_acc: 0.4844, top5_acc: 0.7289, loss_cls: 2.2065, loss: 3.6012, grad_norm: 7.5737 2021-12-03 14:49:09,006 - mmaction - INFO - Epoch [47][940/1345] lr: 1.000e-02, eta: 1 day, 15:51:32, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4224, top1_acc: 0.4586, top5_acc: 0.7289, loss_cls: 2.2325, loss: 3.6550, grad_norm: 7.7775 2021-12-03 14:49:28,189 - mmaction - INFO - Epoch [47][960/1345] lr: 1.000e-02, eta: 1 day, 15:51:08, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3881, top1_acc: 0.4844, top5_acc: 0.7398, loss_cls: 2.1532, loss: 3.5413, grad_norm: 7.6852 2021-12-03 14:49:47,393 - mmaction - INFO - Epoch [47][980/1345] lr: 1.000e-02, eta: 1 day, 15:50:44, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3691, top1_acc: 0.5008, top5_acc: 0.7336, loss_cls: 2.1168, loss: 3.4858, grad_norm: 7.3957 2021-12-03 14:50:06,609 - mmaction - INFO - Epoch [47][1000/1345] lr: 1.000e-02, eta: 1 day, 15:50:20, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3908, top1_acc: 0.4914, top5_acc: 0.7547, loss_cls: 2.1354, loss: 3.5262, grad_norm: 7.8790 2021-12-03 14:50:25,805 - mmaction - INFO - Epoch [47][1020/1345] lr: 1.000e-02, eta: 1 day, 15:49:56, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3812, top1_acc: 0.4781, top5_acc: 0.7508, loss_cls: 2.1149, loss: 3.4961, grad_norm: 7.6605 2021-12-03 14:50:44,982 - mmaction - INFO - Epoch [47][1040/1345] lr: 1.000e-02, eta: 1 day, 15:49:32, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3779, top1_acc: 0.4844, top5_acc: 0.7531, loss_cls: 2.1318, loss: 3.5097, grad_norm: 7.8051 2021-12-03 14:51:04,176 - mmaction - INFO - Epoch [47][1060/1345] lr: 1.000e-02, eta: 1 day, 15:49:09, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3869, top1_acc: 0.4789, top5_acc: 0.7305, loss_cls: 2.1758, loss: 3.5627, grad_norm: 7.8032 2021-12-03 14:51:23,386 - mmaction - INFO - Epoch [47][1080/1345] lr: 1.000e-02, eta: 1 day, 15:48:45, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3864, top1_acc: 0.4766, top5_acc: 0.7258, loss_cls: 2.1796, loss: 3.5660, grad_norm: 7.5393 2021-12-03 14:51:42,611 - mmaction - INFO - Epoch [47][1100/1345] lr: 1.000e-02, eta: 1 day, 15:48:21, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3723, top1_acc: 0.4797, top5_acc: 0.7438, loss_cls: 2.1459, loss: 3.5182, grad_norm: 7.8948 2021-12-03 14:52:01,814 - mmaction - INFO - Epoch [47][1120/1345] lr: 1.000e-02, eta: 1 day, 15:47:57, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3957, top1_acc: 0.4758, top5_acc: 0.7328, loss_cls: 2.1984, loss: 3.5941, grad_norm: 7.7674 2021-12-03 14:52:21,003 - mmaction - INFO - Epoch [47][1140/1345] lr: 1.000e-02, eta: 1 day, 15:47:33, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3561, top1_acc: 0.4781, top5_acc: 0.7453, loss_cls: 2.0896, loss: 3.4457, grad_norm: 7.6918 2021-12-03 14:52:40,223 - mmaction - INFO - Epoch [47][1160/1345] lr: 1.000e-02, eta: 1 day, 15:47:09, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3818, top1_acc: 0.4742, top5_acc: 0.7172, loss_cls: 2.1697, loss: 3.5515, grad_norm: 7.7160 2021-12-03 14:52:59,437 - mmaction - INFO - Epoch [47][1180/1345] lr: 1.000e-02, eta: 1 day, 15:46:46, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3827, top1_acc: 0.4711, top5_acc: 0.7328, loss_cls: 2.1914, loss: 3.5741, grad_norm: 7.5526 2021-12-03 14:53:18,649 - mmaction - INFO - Epoch [47][1200/1345] lr: 1.000e-02, eta: 1 day, 15:46:22, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3589, top1_acc: 0.4734, top5_acc: 0.7508, loss_cls: 2.1534, loss: 3.5123, grad_norm: 7.7115 2021-12-03 14:53:37,852 - mmaction - INFO - Epoch [47][1220/1345] lr: 1.000e-02, eta: 1 day, 15:45:58, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3663, top1_acc: 0.4797, top5_acc: 0.7438, loss_cls: 2.1165, loss: 3.4827, grad_norm: 7.6484 2021-12-03 14:53:57,064 - mmaction - INFO - Epoch [47][1240/1345] lr: 1.000e-02, eta: 1 day, 15:45:34, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3667, top1_acc: 0.4836, top5_acc: 0.7430, loss_cls: 2.1536, loss: 3.5203, grad_norm: 7.5089 2021-12-03 14:54:16,304 - mmaction - INFO - Epoch [47][1260/1345] lr: 1.000e-02, eta: 1 day, 15:45:10, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3691, top1_acc: 0.4703, top5_acc: 0.7547, loss_cls: 2.1327, loss: 3.5017, grad_norm: 7.5599 2021-12-03 14:54:35,499 - mmaction - INFO - Epoch [47][1280/1345] lr: 1.000e-02, eta: 1 day, 15:44:47, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3691, top1_acc: 0.4906, top5_acc: 0.7430, loss_cls: 2.1255, loss: 3.4946, grad_norm: 7.5307 2021-12-03 14:54:54,705 - mmaction - INFO - Epoch [47][1300/1345] lr: 1.000e-02, eta: 1 day, 15:44:23, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3189, top1_acc: 0.5008, top5_acc: 0.7398, loss_cls: 2.1120, loss: 3.4309, grad_norm: 7.4978 2021-12-03 14:55:13,903 - mmaction - INFO - Epoch [47][1320/1345] lr: 1.000e-02, eta: 1 day, 15:43:59, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4004, top1_acc: 0.4570, top5_acc: 0.7375, loss_cls: 2.2263, loss: 3.6267, grad_norm: 7.9557 2021-12-03 14:55:33,151 - mmaction - INFO - Epoch [47][1340/1345] lr: 1.000e-02, eta: 1 day, 15:43:35, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3296, top1_acc: 0.4875, top5_acc: 0.7578, loss_cls: 2.0743, loss: 3.4039, grad_norm: 7.5212 2021-12-03 14:55:38,718 - mmaction - INFO - Saving checkpoint at 47 epochs 2021-12-03 14:57:44,233 - mmaction - INFO - Epoch [48][20/1345] lr: 1.000e-02, eta: 1 day, 15:46:40, time: 6.104, data_time: 5.127, memory: 8232, loss_aux: 1.3585, top1_acc: 0.4984, top5_acc: 0.7562, loss_cls: 2.0954, loss: 3.4539, grad_norm: 7.5172 2021-12-03 14:58:03,347 - mmaction - INFO - Epoch [48][40/1345] lr: 1.000e-02, eta: 1 day, 15:46:16, time: 0.956, data_time: 0.003, memory: 8232, loss_aux: 1.3357, top1_acc: 0.4891, top5_acc: 0.7617, loss_cls: 2.0476, loss: 3.3833, grad_norm: 7.5155 2021-12-03 14:58:22,467 - mmaction - INFO - Epoch [48][60/1345] lr: 1.000e-02, eta: 1 day, 15:45:52, time: 0.956, data_time: 0.001, memory: 8232, loss_aux: 1.3578, top1_acc: 0.5047, top5_acc: 0.7500, loss_cls: 2.0665, loss: 3.4243, grad_norm: 7.3043 2021-12-03 14:58:41,616 - mmaction - INFO - Epoch [48][80/1345] lr: 1.000e-02, eta: 1 day, 15:45:28, time: 0.957, data_time: 0.002, memory: 8232, loss_aux: 1.3162, top1_acc: 0.5172, top5_acc: 0.7586, loss_cls: 1.9844, loss: 3.3007, grad_norm: 7.2218 2021-12-03 14:59:00,744 - mmaction - INFO - Epoch [48][100/1345] lr: 1.000e-02, eta: 1 day, 15:45:04, time: 0.956, data_time: 0.001, memory: 8232, loss_aux: 1.3783, top1_acc: 0.4898, top5_acc: 0.7484, loss_cls: 2.1130, loss: 3.4913, grad_norm: 7.8705 2021-12-03 14:59:19,906 - mmaction - INFO - Epoch [48][120/1345] lr: 1.000e-02, eta: 1 day, 15:44:40, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.3322, top1_acc: 0.4938, top5_acc: 0.7508, loss_cls: 2.0514, loss: 3.3836, grad_norm: 7.6062 2021-12-03 14:59:39,054 - mmaction - INFO - Epoch [48][140/1345] lr: 1.000e-02, eta: 1 day, 15:44:16, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 1.3898, top1_acc: 0.4750, top5_acc: 0.7234, loss_cls: 2.1394, loss: 3.5292, grad_norm: 7.8467 2021-12-03 14:59:58,247 - mmaction - INFO - Epoch [48][160/1345] lr: 1.000e-02, eta: 1 day, 15:43:52, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3830, top1_acc: 0.4844, top5_acc: 0.7281, loss_cls: 2.1612, loss: 3.5441, grad_norm: 7.6946 2021-12-03 15:00:17,395 - mmaction - INFO - Epoch [48][180/1345] lr: 1.000e-02, eta: 1 day, 15:43:28, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 1.3947, top1_acc: 0.4586, top5_acc: 0.7375, loss_cls: 2.2030, loss: 3.5977, grad_norm: 7.8294 2021-12-03 15:00:36,567 - mmaction - INFO - Epoch [48][200/1345] lr: 1.000e-02, eta: 1 day, 15:43:04, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3802, top1_acc: 0.4664, top5_acc: 0.7531, loss_cls: 2.1716, loss: 3.5518, grad_norm: 7.8329 2021-12-03 15:00:55,767 - mmaction - INFO - Epoch [48][220/1345] lr: 1.000e-02, eta: 1 day, 15:42:40, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3799, top1_acc: 0.4734, top5_acc: 0.7398, loss_cls: 2.1631, loss: 3.5430, grad_norm: 7.8147 2021-12-03 15:01:14,931 - mmaction - INFO - Epoch [48][240/1345] lr: 1.000e-02, eta: 1 day, 15:42:16, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.3656, top1_acc: 0.4844, top5_acc: 0.7492, loss_cls: 2.0918, loss: 3.4574, grad_norm: 7.5224 2021-12-03 15:01:34,124 - mmaction - INFO - Epoch [48][260/1345] lr: 1.000e-02, eta: 1 day, 15:41:53, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3681, top1_acc: 0.4750, top5_acc: 0.7555, loss_cls: 2.1309, loss: 3.4990, grad_norm: 7.6018 2021-12-03 15:01:53,289 - mmaction - INFO - Epoch [48][280/1345] lr: 1.000e-02, eta: 1 day, 15:41:29, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.3962, top1_acc: 0.4758, top5_acc: 0.7312, loss_cls: 2.1916, loss: 3.5878, grad_norm: 7.7660 2021-12-03 15:02:12,475 - mmaction - INFO - Epoch [48][300/1345] lr: 1.000e-02, eta: 1 day, 15:41:05, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3787, top1_acc: 0.4813, top5_acc: 0.7492, loss_cls: 2.1337, loss: 3.5124, grad_norm: 7.6026 2021-12-03 15:02:31,654 - mmaction - INFO - Epoch [48][320/1345] lr: 1.000e-02, eta: 1 day, 15:40:41, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3623, top1_acc: 0.4953, top5_acc: 0.7453, loss_cls: 2.0938, loss: 3.4561, grad_norm: 7.5553 2021-12-03 15:02:50,832 - mmaction - INFO - Epoch [48][340/1345] lr: 1.000e-02, eta: 1 day, 15:40:17, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3809, top1_acc: 0.4664, top5_acc: 0.7414, loss_cls: 2.1222, loss: 3.5031, grad_norm: 7.6465 2021-12-03 15:03:10,013 - mmaction - INFO - Epoch [48][360/1345] lr: 1.000e-02, eta: 1 day, 15:39:53, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3902, top1_acc: 0.4797, top5_acc: 0.7266, loss_cls: 2.1691, loss: 3.5593, grad_norm: 7.6169 2021-12-03 15:03:29,206 - mmaction - INFO - Epoch [48][380/1345] lr: 1.000e-02, eta: 1 day, 15:39:29, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3350, top1_acc: 0.5023, top5_acc: 0.7430, loss_cls: 2.0656, loss: 3.4006, grad_norm: 7.5773 2021-12-03 15:03:48,400 - mmaction - INFO - Epoch [48][400/1345] lr: 1.000e-02, eta: 1 day, 15:39:05, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3804, top1_acc: 0.4820, top5_acc: 0.7406, loss_cls: 2.1350, loss: 3.5153, grad_norm: 7.5993 2021-12-03 15:04:07,605 - mmaction - INFO - Epoch [48][420/1345] lr: 1.000e-02, eta: 1 day, 15:38:41, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3486, top1_acc: 0.4844, top5_acc: 0.7438, loss_cls: 2.1244, loss: 3.4730, grad_norm: 7.6320 2021-12-03 15:04:26,814 - mmaction - INFO - Epoch [48][440/1345] lr: 1.000e-02, eta: 1 day, 15:38:18, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4239, top1_acc: 0.4688, top5_acc: 0.7266, loss_cls: 2.1952, loss: 3.6191, grad_norm: 7.9036 2021-12-03 15:04:46,038 - mmaction - INFO - Epoch [48][460/1345] lr: 1.000e-02, eta: 1 day, 15:37:54, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3928, top1_acc: 0.4633, top5_acc: 0.7336, loss_cls: 2.1756, loss: 3.5684, grad_norm: 7.6114 2021-12-03 15:05:05,224 - mmaction - INFO - Epoch [48][480/1345] lr: 1.000e-02, eta: 1 day, 15:37:30, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3332, top1_acc: 0.4969, top5_acc: 0.7633, loss_cls: 1.9983, loss: 3.3315, grad_norm: 7.6351 2021-12-03 15:05:24,429 - mmaction - INFO - Epoch [48][500/1345] lr: 1.000e-02, eta: 1 day, 15:37:06, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3805, top1_acc: 0.4859, top5_acc: 0.7531, loss_cls: 2.1055, loss: 3.4860, grad_norm: 7.7166 2021-12-03 15:05:43,645 - mmaction - INFO - Epoch [48][520/1345] lr: 1.000e-02, eta: 1 day, 15:36:42, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3181, top1_acc: 0.5086, top5_acc: 0.7609, loss_cls: 1.9991, loss: 3.3172, grad_norm: 7.4358 2021-12-03 15:06:02,896 - mmaction - INFO - Epoch [48][540/1345] lr: 1.000e-02, eta: 1 day, 15:36:18, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4207, top1_acc: 0.4742, top5_acc: 0.7391, loss_cls: 2.1829, loss: 3.6035, grad_norm: 7.9051 2021-12-03 15:06:22,122 - mmaction - INFO - Epoch [48][560/1345] lr: 1.000e-02, eta: 1 day, 15:35:55, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3559, top1_acc: 0.4844, top5_acc: 0.7445, loss_cls: 2.1142, loss: 3.4701, grad_norm: 7.6645 2021-12-03 15:06:41,344 - mmaction - INFO - Epoch [48][580/1345] lr: 1.000e-02, eta: 1 day, 15:35:31, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3966, top1_acc: 0.4688, top5_acc: 0.7391, loss_cls: 2.1603, loss: 3.5568, grad_norm: 7.8374 2021-12-03 15:07:00,554 - mmaction - INFO - Epoch [48][600/1345] lr: 1.000e-02, eta: 1 day, 15:35:07, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3330, top1_acc: 0.5219, top5_acc: 0.7852, loss_cls: 1.9919, loss: 3.3249, grad_norm: 7.8806 2021-12-03 15:07:19,771 - mmaction - INFO - Epoch [48][620/1345] lr: 1.000e-02, eta: 1 day, 15:34:43, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3503, top1_acc: 0.5102, top5_acc: 0.7508, loss_cls: 2.0624, loss: 3.4127, grad_norm: 7.6175 2021-12-03 15:07:38,995 - mmaction - INFO - Epoch [48][640/1345] lr: 1.000e-02, eta: 1 day, 15:34:20, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3154, top1_acc: 0.4836, top5_acc: 0.7766, loss_cls: 2.0163, loss: 3.3316, grad_norm: 7.6605 2021-12-03 15:07:58,236 - mmaction - INFO - Epoch [48][660/1345] lr: 1.000e-02, eta: 1 day, 15:33:56, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3986, top1_acc: 0.4906, top5_acc: 0.7461, loss_cls: 2.1469, loss: 3.5455, grad_norm: 7.7930 2021-12-03 15:08:17,453 - mmaction - INFO - Epoch [48][680/1345] lr: 1.000e-02, eta: 1 day, 15:33:32, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3485, top1_acc: 0.4742, top5_acc: 0.7555, loss_cls: 2.1065, loss: 3.4550, grad_norm: 7.6278 2021-12-03 15:08:36,724 - mmaction - INFO - Epoch [48][700/1345] lr: 1.000e-02, eta: 1 day, 15:33:08, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 1.4062, top1_acc: 0.4703, top5_acc: 0.7359, loss_cls: 2.1856, loss: 3.5919, grad_norm: 7.7919 2021-12-03 15:08:55,949 - mmaction - INFO - Epoch [48][720/1345] lr: 1.000e-02, eta: 1 day, 15:32:45, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4026, top1_acc: 0.4602, top5_acc: 0.7297, loss_cls: 2.2208, loss: 3.6234, grad_norm: 7.6062 2021-12-03 15:09:15,204 - mmaction - INFO - Epoch [48][740/1345] lr: 1.000e-02, eta: 1 day, 15:32:21, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3803, top1_acc: 0.4766, top5_acc: 0.7438, loss_cls: 2.1566, loss: 3.5369, grad_norm: 7.5954 2021-12-03 15:09:34,471 - mmaction - INFO - Epoch [48][760/1345] lr: 1.000e-02, eta: 1 day, 15:31:57, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.4528, top1_acc: 0.4633, top5_acc: 0.7188, loss_cls: 2.2712, loss: 3.7240, grad_norm: 7.9466 2021-12-03 15:09:53,728 - mmaction - INFO - Epoch [48][780/1345] lr: 1.000e-02, eta: 1 day, 15:31:34, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.4002, top1_acc: 0.4648, top5_acc: 0.7258, loss_cls: 2.2421, loss: 3.6423, grad_norm: 7.7334 2021-12-03 15:10:13,011 - mmaction - INFO - Epoch [48][800/1345] lr: 1.000e-02, eta: 1 day, 15:31:10, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 1.3789, top1_acc: 0.4914, top5_acc: 0.7453, loss_cls: 2.1350, loss: 3.5140, grad_norm: 7.5526 2021-12-03 15:10:32,274 - mmaction - INFO - Epoch [48][820/1345] lr: 1.000e-02, eta: 1 day, 15:30:46, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3725, top1_acc: 0.4703, top5_acc: 0.7453, loss_cls: 2.1239, loss: 3.4964, grad_norm: 7.6005 2021-12-03 15:10:51,516 - mmaction - INFO - Epoch [48][840/1345] lr: 1.000e-02, eta: 1 day, 15:30:23, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3865, top1_acc: 0.4813, top5_acc: 0.7359, loss_cls: 2.1637, loss: 3.5502, grad_norm: 7.9220 2021-12-03 15:11:10,790 - mmaction - INFO - Epoch [48][860/1345] lr: 1.000e-02, eta: 1 day, 15:29:59, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 1.4056, top1_acc: 0.4805, top5_acc: 0.7422, loss_cls: 2.1612, loss: 3.5668, grad_norm: 7.7250 2021-12-03 15:11:30,024 - mmaction - INFO - Epoch [48][880/1345] lr: 1.000e-02, eta: 1 day, 15:29:35, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3771, top1_acc: 0.4789, top5_acc: 0.7391, loss_cls: 2.1280, loss: 3.5051, grad_norm: 7.6530 2021-12-03 15:11:49,264 - mmaction - INFO - Epoch [48][900/1345] lr: 1.000e-02, eta: 1 day, 15:29:12, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3874, top1_acc: 0.4695, top5_acc: 0.7547, loss_cls: 2.1110, loss: 3.4984, grad_norm: 7.7734 2021-12-03 15:12:08,511 - mmaction - INFO - Epoch [48][920/1345] lr: 1.000e-02, eta: 1 day, 15:28:48, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3870, top1_acc: 0.4711, top5_acc: 0.7344, loss_cls: 2.1708, loss: 3.5578, grad_norm: 7.8484 2021-12-03 15:12:27,738 - mmaction - INFO - Epoch [48][940/1345] lr: 1.000e-02, eta: 1 day, 15:28:24, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3821, top1_acc: 0.4867, top5_acc: 0.7367, loss_cls: 2.1516, loss: 3.5337, grad_norm: 7.7549 2021-12-03 15:12:47,008 - mmaction - INFO - Epoch [48][960/1345] lr: 1.000e-02, eta: 1 day, 15:28:01, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3906, top1_acc: 0.4648, top5_acc: 0.7367, loss_cls: 2.1834, loss: 3.5740, grad_norm: 7.7318 2021-12-03 15:13:06,270 - mmaction - INFO - Epoch [48][980/1345] lr: 1.000e-02, eta: 1 day, 15:27:37, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3824, top1_acc: 0.4773, top5_acc: 0.7453, loss_cls: 2.1409, loss: 3.5233, grad_norm: 7.8289 2021-12-03 15:13:25,544 - mmaction - INFO - Epoch [48][1000/1345] lr: 1.000e-02, eta: 1 day, 15:27:13, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 1.3719, top1_acc: 0.4891, top5_acc: 0.7461, loss_cls: 2.1560, loss: 3.5279, grad_norm: 7.6085 2021-12-03 15:13:44,805 - mmaction - INFO - Epoch [48][1020/1345] lr: 1.000e-02, eta: 1 day, 15:26:50, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3357, top1_acc: 0.4984, top5_acc: 0.7445, loss_cls: 2.0644, loss: 3.4001, grad_norm: 7.4866 2021-12-03 15:14:04,039 - mmaction - INFO - Epoch [48][1040/1345] lr: 1.000e-02, eta: 1 day, 15:26:26, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4032, top1_acc: 0.4625, top5_acc: 0.7211, loss_cls: 2.2134, loss: 3.6166, grad_norm: 7.5543 2021-12-03 15:14:23,287 - mmaction - INFO - Epoch [48][1060/1345] lr: 1.000e-02, eta: 1 day, 15:26:02, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3479, top1_acc: 0.4859, top5_acc: 0.7523, loss_cls: 2.0975, loss: 3.4454, grad_norm: 7.5521 2021-12-03 15:14:42,518 - mmaction - INFO - Epoch [48][1080/1345] lr: 1.000e-02, eta: 1 day, 15:25:39, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3350, top1_acc: 0.4805, top5_acc: 0.7570, loss_cls: 2.0898, loss: 3.4248, grad_norm: 7.6443 2021-12-03 15:15:01,764 - mmaction - INFO - Epoch [48][1100/1345] lr: 1.000e-02, eta: 1 day, 15:25:15, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4018, top1_acc: 0.4758, top5_acc: 0.7484, loss_cls: 2.1768, loss: 3.5786, grad_norm: 7.6469 2021-12-03 15:15:20,997 - mmaction - INFO - Epoch [48][1120/1345] lr: 1.000e-02, eta: 1 day, 15:24:51, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3258, top1_acc: 0.4906, top5_acc: 0.7492, loss_cls: 2.1119, loss: 3.4377, grad_norm: 7.4970 2021-12-03 15:15:40,223 - mmaction - INFO - Epoch [48][1140/1345] lr: 1.000e-02, eta: 1 day, 15:24:28, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3257, top1_acc: 0.4820, top5_acc: 0.7680, loss_cls: 2.0676, loss: 3.3933, grad_norm: 7.5996 2021-12-03 15:15:59,482 - mmaction - INFO - Epoch [48][1160/1345] lr: 1.000e-02, eta: 1 day, 15:24:04, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3702, top1_acc: 0.4734, top5_acc: 0.7492, loss_cls: 2.1411, loss: 3.5113, grad_norm: 7.4690 2021-12-03 15:16:18,738 - mmaction - INFO - Epoch [48][1180/1345] lr: 1.000e-02, eta: 1 day, 15:23:40, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3752, top1_acc: 0.4742, top5_acc: 0.7453, loss_cls: 2.1768, loss: 3.5520, grad_norm: 7.8403 2021-12-03 15:16:37,982 - mmaction - INFO - Epoch [48][1200/1345] lr: 1.000e-02, eta: 1 day, 15:23:17, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3644, top1_acc: 0.4828, top5_acc: 0.7453, loss_cls: 2.1143, loss: 3.4787, grad_norm: 7.3232 2021-12-03 15:16:57,225 - mmaction - INFO - Epoch [48][1220/1345] lr: 1.000e-02, eta: 1 day, 15:22:53, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3717, top1_acc: 0.5070, top5_acc: 0.7531, loss_cls: 2.1036, loss: 3.4753, grad_norm: 7.6515 2021-12-03 15:17:16,467 - mmaction - INFO - Epoch [48][1240/1345] lr: 1.000e-02, eta: 1 day, 15:22:29, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3320, top1_acc: 0.5031, top5_acc: 0.7469, loss_cls: 2.0500, loss: 3.3820, grad_norm: 7.4552 2021-12-03 15:17:35,713 - mmaction - INFO - Epoch [48][1260/1345] lr: 1.000e-02, eta: 1 day, 15:22:06, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3728, top1_acc: 0.4609, top5_acc: 0.7500, loss_cls: 2.1303, loss: 3.5032, grad_norm: 7.6463 2021-12-03 15:17:54,974 - mmaction - INFO - Epoch [48][1280/1345] lr: 1.000e-02, eta: 1 day, 15:21:42, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3227, top1_acc: 0.5070, top5_acc: 0.7625, loss_cls: 2.0532, loss: 3.3758, grad_norm: 7.5963 2021-12-03 15:18:14,216 - mmaction - INFO - Epoch [48][1300/1345] lr: 1.000e-02, eta: 1 day, 15:21:19, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3975, top1_acc: 0.4617, top5_acc: 0.7492, loss_cls: 2.1615, loss: 3.5590, grad_norm: 7.7978 2021-12-03 15:18:33,450 - mmaction - INFO - Epoch [48][1320/1345] lr: 1.000e-02, eta: 1 day, 15:20:55, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4142, top1_acc: 0.4570, top5_acc: 0.7242, loss_cls: 2.2457, loss: 3.6599, grad_norm: 7.6943 2021-12-03 15:18:52,696 - mmaction - INFO - Epoch [48][1340/1345] lr: 1.000e-02, eta: 1 day, 15:20:31, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4228, top1_acc: 0.4469, top5_acc: 0.7297, loss_cls: 2.2523, loss: 3.6751, grad_norm: 7.7637 2021-12-03 15:18:58,321 - mmaction - INFO - Saving checkpoint at 48 epochs 2021-12-03 15:21:04,653 - mmaction - INFO - Epoch [49][20/1345] lr: 1.000e-02, eta: 1 day, 15:23:31, time: 6.136, data_time: 5.167, memory: 8232, loss_aux: 1.3380, top1_acc: 0.4930, top5_acc: 0.7617, loss_cls: 2.0831, loss: 3.4211, grad_norm: 7.5268 2021-12-03 15:21:23,778 - mmaction - INFO - Epoch [49][40/1345] lr: 1.000e-02, eta: 1 day, 15:23:07, time: 0.956, data_time: 0.003, memory: 8232, loss_aux: 1.3468, top1_acc: 0.5031, top5_acc: 0.7766, loss_cls: 2.0087, loss: 3.3555, grad_norm: 7.7407 2021-12-03 15:21:42,892 - mmaction - INFO - Epoch [49][60/1345] lr: 1.000e-02, eta: 1 day, 15:22:43, time: 0.956, data_time: 0.002, memory: 8232, loss_aux: 1.3767, top1_acc: 0.4867, top5_acc: 0.7383, loss_cls: 2.1390, loss: 3.5156, grad_norm: 7.5927 2021-12-03 15:22:02,081 - mmaction - INFO - Epoch [49][80/1345] lr: 1.000e-02, eta: 1 day, 15:22:19, time: 0.959, data_time: 0.002, memory: 8232, loss_aux: 1.3566, top1_acc: 0.5008, top5_acc: 0.7492, loss_cls: 2.0633, loss: 3.4199, grad_norm: 7.6029 2021-12-03 15:22:21,242 - mmaction - INFO - Epoch [49][100/1345] lr: 1.000e-02, eta: 1 day, 15:21:56, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.3494, top1_acc: 0.5031, top5_acc: 0.7562, loss_cls: 2.0725, loss: 3.4219, grad_norm: 7.4464 2021-12-03 15:22:40,463 - mmaction - INFO - Epoch [49][120/1345] lr: 1.000e-02, eta: 1 day, 15:21:32, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3650, top1_acc: 0.4891, top5_acc: 0.7383, loss_cls: 2.0980, loss: 3.4630, grad_norm: 7.7115 2021-12-03 15:22:59,645 - mmaction - INFO - Epoch [49][140/1345] lr: 1.000e-02, eta: 1 day, 15:21:08, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3859, top1_acc: 0.4867, top5_acc: 0.7133, loss_cls: 2.1547, loss: 3.5406, grad_norm: 7.6581 2021-12-03 15:23:18,829 - mmaction - INFO - Epoch [49][160/1345] lr: 1.000e-02, eta: 1 day, 15:20:44, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3510, top1_acc: 0.4992, top5_acc: 0.7750, loss_cls: 2.0703, loss: 3.4214, grad_norm: 7.4410 2021-12-03 15:23:38,037 - mmaction - INFO - Epoch [49][180/1345] lr: 1.000e-02, eta: 1 day, 15:20:20, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3198, top1_acc: 0.5125, top5_acc: 0.7664, loss_cls: 1.9941, loss: 3.3139, grad_norm: 7.2979 2021-12-03 15:23:57,243 - mmaction - INFO - Epoch [49][200/1345] lr: 1.000e-02, eta: 1 day, 15:19:57, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3541, top1_acc: 0.5000, top5_acc: 0.7562, loss_cls: 2.0655, loss: 3.4196, grad_norm: 7.5434 2021-12-03 15:24:16,470 - mmaction - INFO - Epoch [49][220/1345] lr: 1.000e-02, eta: 1 day, 15:19:33, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3477, top1_acc: 0.5000, top5_acc: 0.7578, loss_cls: 2.0724, loss: 3.4201, grad_norm: 7.6464 2021-12-03 15:24:35,669 - mmaction - INFO - Epoch [49][240/1345] lr: 1.000e-02, eta: 1 day, 15:19:09, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3665, top1_acc: 0.4891, top5_acc: 0.7234, loss_cls: 2.1137, loss: 3.4802, grad_norm: 7.7278 2021-12-03 15:24:54,874 - mmaction - INFO - Epoch [49][260/1345] lr: 1.000e-02, eta: 1 day, 15:18:45, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3281, top1_acc: 0.4977, top5_acc: 0.7555, loss_cls: 2.0509, loss: 3.3790, grad_norm: 7.5998 2021-12-03 15:25:14,100 - mmaction - INFO - Epoch [49][280/1345] lr: 1.000e-02, eta: 1 day, 15:18:22, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3580, top1_acc: 0.4938, top5_acc: 0.7570, loss_cls: 2.0547, loss: 3.4128, grad_norm: 7.9086 2021-12-03 15:25:33,302 - mmaction - INFO - Epoch [49][300/1345] lr: 1.000e-02, eta: 1 day, 15:17:58, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3704, top1_acc: 0.4641, top5_acc: 0.7438, loss_cls: 2.1374, loss: 3.5078, grad_norm: 7.7940 2021-12-03 15:25:52,540 - mmaction - INFO - Epoch [49][320/1345] lr: 1.000e-02, eta: 1 day, 15:17:34, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3334, top1_acc: 0.4969, top5_acc: 0.7516, loss_cls: 2.0431, loss: 3.3764, grad_norm: 7.7058 2021-12-03 15:26:11,753 - mmaction - INFO - Epoch [49][340/1345] lr: 1.000e-02, eta: 1 day, 15:17:10, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3680, top1_acc: 0.4828, top5_acc: 0.7492, loss_cls: 2.0812, loss: 3.4493, grad_norm: 7.5570 2021-12-03 15:26:30,967 - mmaction - INFO - Epoch [49][360/1345] lr: 1.000e-02, eta: 1 day, 15:16:47, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3766, top1_acc: 0.4602, top5_acc: 0.7570, loss_cls: 2.1635, loss: 3.5401, grad_norm: 7.9507 2021-12-03 15:26:50,193 - mmaction - INFO - Epoch [49][380/1345] lr: 1.000e-02, eta: 1 day, 15:16:23, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4140, top1_acc: 0.4766, top5_acc: 0.7500, loss_cls: 2.1575, loss: 3.5714, grad_norm: 7.9927 2021-12-03 15:27:09,392 - mmaction - INFO - Epoch [49][400/1345] lr: 1.000e-02, eta: 1 day, 15:15:59, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3780, top1_acc: 0.4672, top5_acc: 0.7367, loss_cls: 2.1745, loss: 3.5525, grad_norm: 7.8397 2021-12-03 15:27:28,614 - mmaction - INFO - Epoch [49][420/1345] lr: 1.000e-02, eta: 1 day, 15:15:35, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4114, top1_acc: 0.4617, top5_acc: 0.7203, loss_cls: 2.2494, loss: 3.6608, grad_norm: 7.9192 2021-12-03 15:27:47,841 - mmaction - INFO - Epoch [49][440/1345] lr: 1.000e-02, eta: 1 day, 15:15:12, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3913, top1_acc: 0.4742, top5_acc: 0.7367, loss_cls: 2.1474, loss: 3.5387, grad_norm: 7.6289 2021-12-03 15:28:07,058 - mmaction - INFO - Epoch [49][460/1345] lr: 1.000e-02, eta: 1 day, 15:14:48, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3570, top1_acc: 0.5016, top5_acc: 0.7562, loss_cls: 2.0579, loss: 3.4149, grad_norm: 7.6189 2021-12-03 15:28:26,259 - mmaction - INFO - Epoch [49][480/1345] lr: 1.000e-02, eta: 1 day, 15:14:24, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3762, top1_acc: 0.4688, top5_acc: 0.7383, loss_cls: 2.1586, loss: 3.5348, grad_norm: 7.7529 2021-12-03 15:28:45,477 - mmaction - INFO - Epoch [49][500/1345] lr: 1.000e-02, eta: 1 day, 15:14:01, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3765, top1_acc: 0.4867, top5_acc: 0.7430, loss_cls: 2.1182, loss: 3.4947, grad_norm: 7.5386 2021-12-03 15:29:04,716 - mmaction - INFO - Epoch [49][520/1345] lr: 1.000e-02, eta: 1 day, 15:13:37, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3543, top1_acc: 0.4813, top5_acc: 0.7508, loss_cls: 2.1117, loss: 3.4660, grad_norm: 7.6949 2021-12-03 15:29:23,932 - mmaction - INFO - Epoch [49][540/1345] lr: 1.000e-02, eta: 1 day, 15:13:13, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3852, top1_acc: 0.4914, top5_acc: 0.7461, loss_cls: 2.1452, loss: 3.5303, grad_norm: 7.5999 2021-12-03 15:29:43,163 - mmaction - INFO - Epoch [49][560/1345] lr: 1.000e-02, eta: 1 day, 15:12:50, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3770, top1_acc: 0.4875, top5_acc: 0.7453, loss_cls: 2.1493, loss: 3.5263, grad_norm: 7.8524 2021-12-03 15:30:02,389 - mmaction - INFO - Epoch [49][580/1345] lr: 1.000e-02, eta: 1 day, 15:12:26, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4214, top1_acc: 0.4586, top5_acc: 0.7281, loss_cls: 2.2570, loss: 3.6784, grad_norm: 7.9524 2021-12-03 15:30:21,610 - mmaction - INFO - Epoch [49][600/1345] lr: 1.000e-02, eta: 1 day, 15:12:02, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3483, top1_acc: 0.4984, top5_acc: 0.7688, loss_cls: 2.0814, loss: 3.4298, grad_norm: 7.5651 2021-12-03 15:30:40,820 - mmaction - INFO - Epoch [49][620/1345] lr: 1.000e-02, eta: 1 day, 15:11:38, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3853, top1_acc: 0.4680, top5_acc: 0.7344, loss_cls: 2.1939, loss: 3.5792, grad_norm: 7.7282 2021-12-03 15:31:00,073 - mmaction - INFO - Epoch [49][640/1345] lr: 1.000e-02, eta: 1 day, 15:11:15, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3877, top1_acc: 0.4797, top5_acc: 0.7438, loss_cls: 2.1428, loss: 3.5305, grad_norm: 7.8092 2021-12-03 15:31:19,288 - mmaction - INFO - Epoch [49][660/1345] lr: 1.000e-02, eta: 1 day, 15:10:51, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3421, top1_acc: 0.4922, top5_acc: 0.7430, loss_cls: 2.0726, loss: 3.4147, grad_norm: 7.6201 2021-12-03 15:31:38,518 - mmaction - INFO - Epoch [49][680/1345] lr: 1.000e-02, eta: 1 day, 15:10:28, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3779, top1_acc: 0.4586, top5_acc: 0.7266, loss_cls: 2.1682, loss: 3.5461, grad_norm: 7.7871 2021-12-03 15:31:57,764 - mmaction - INFO - Epoch [49][700/1345] lr: 1.000e-02, eta: 1 day, 15:10:04, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3343, top1_acc: 0.5047, top5_acc: 0.7648, loss_cls: 2.0475, loss: 3.3818, grad_norm: 7.7007 2021-12-03 15:32:16,991 - mmaction - INFO - Epoch [49][720/1345] lr: 1.000e-02, eta: 1 day, 15:09:40, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3783, top1_acc: 0.4820, top5_acc: 0.7461, loss_cls: 2.1049, loss: 3.4832, grad_norm: 7.7306 2021-12-03 15:32:36,242 - mmaction - INFO - Epoch [49][740/1345] lr: 1.000e-02, eta: 1 day, 15:09:17, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3766, top1_acc: 0.4742, top5_acc: 0.7383, loss_cls: 2.1625, loss: 3.5391, grad_norm: 7.7259 2021-12-03 15:32:55,493 - mmaction - INFO - Epoch [49][760/1345] lr: 1.000e-02, eta: 1 day, 15:08:53, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3933, top1_acc: 0.4664, top5_acc: 0.7289, loss_cls: 2.2207, loss: 3.6140, grad_norm: 7.9559 2021-12-03 15:33:14,760 - mmaction - INFO - Epoch [49][780/1345] lr: 1.000e-02, eta: 1 day, 15:08:29, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.4328, top1_acc: 0.4547, top5_acc: 0.7297, loss_cls: 2.2423, loss: 3.6751, grad_norm: 7.7568 2021-12-03 15:33:33,999 - mmaction - INFO - Epoch [49][800/1345] lr: 1.000e-02, eta: 1 day, 15:08:06, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3475, top1_acc: 0.5031, top5_acc: 0.7492, loss_cls: 2.0931, loss: 3.4406, grad_norm: 7.6456 2021-12-03 15:33:53,238 - mmaction - INFO - Epoch [49][820/1345] lr: 1.000e-02, eta: 1 day, 15:07:42, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3866, top1_acc: 0.4953, top5_acc: 0.7398, loss_cls: 2.1396, loss: 3.5261, grad_norm: 7.7081 2021-12-03 15:34:12,475 - mmaction - INFO - Epoch [49][840/1345] lr: 1.000e-02, eta: 1 day, 15:07:19, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3734, top1_acc: 0.5000, top5_acc: 0.7352, loss_cls: 2.1414, loss: 3.5148, grad_norm: 7.6386 2021-12-03 15:34:31,720 - mmaction - INFO - Epoch [49][860/1345] lr: 1.000e-02, eta: 1 day, 15:06:55, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3931, top1_acc: 0.4773, top5_acc: 0.7375, loss_cls: 2.1739, loss: 3.5670, grad_norm: 7.7006 2021-12-03 15:34:50,970 - mmaction - INFO - Epoch [49][880/1345] lr: 1.000e-02, eta: 1 day, 15:06:31, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3341, top1_acc: 0.5070, top5_acc: 0.7602, loss_cls: 2.0497, loss: 3.3839, grad_norm: 7.6322 2021-12-03 15:35:10,212 - mmaction - INFO - Epoch [49][900/1345] lr: 1.000e-02, eta: 1 day, 15:06:08, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3755, top1_acc: 0.4828, top5_acc: 0.7602, loss_cls: 2.1087, loss: 3.4843, grad_norm: 7.6965 2021-12-03 15:35:29,450 - mmaction - INFO - Epoch [49][920/1345] lr: 1.000e-02, eta: 1 day, 15:05:44, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3507, top1_acc: 0.4625, top5_acc: 0.7469, loss_cls: 2.1294, loss: 3.4801, grad_norm: 7.6231 2021-12-03 15:35:48,729 - mmaction - INFO - Epoch [49][940/1345] lr: 1.000e-02, eta: 1 day, 15:05:21, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 1.3140, top1_acc: 0.5016, top5_acc: 0.7758, loss_cls: 2.0258, loss: 3.3398, grad_norm: 7.6280 2021-12-03 15:36:08,001 - mmaction - INFO - Epoch [49][960/1345] lr: 1.000e-02, eta: 1 day, 15:04:57, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.4346, top1_acc: 0.4664, top5_acc: 0.7312, loss_cls: 2.2333, loss: 3.6679, grad_norm: 7.7699 2021-12-03 15:36:27,264 - mmaction - INFO - Epoch [49][980/1345] lr: 1.000e-02, eta: 1 day, 15:04:34, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3577, top1_acc: 0.4781, top5_acc: 0.7445, loss_cls: 2.1502, loss: 3.5079, grad_norm: 7.8612 2021-12-03 15:36:46,538 - mmaction - INFO - Epoch [49][1000/1345] lr: 1.000e-02, eta: 1 day, 15:04:10, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 1.3292, top1_acc: 0.4945, top5_acc: 0.7594, loss_cls: 2.0547, loss: 3.3839, grad_norm: 7.4163 2021-12-03 15:37:05,756 - mmaction - INFO - Epoch [49][1020/1345] lr: 1.000e-02, eta: 1 day, 15:03:46, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3534, top1_acc: 0.4813, top5_acc: 0.7461, loss_cls: 2.1325, loss: 3.4859, grad_norm: 7.6501 2021-12-03 15:37:25,028 - mmaction - INFO - Epoch [49][1040/1345] lr: 1.000e-02, eta: 1 day, 15:03:23, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 1.3715, top1_acc: 0.4867, top5_acc: 0.7531, loss_cls: 2.0700, loss: 3.4414, grad_norm: 7.7346 2021-12-03 15:37:44,260 - mmaction - INFO - Epoch [49][1060/1345] lr: 1.000e-02, eta: 1 day, 15:02:59, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3468, top1_acc: 0.4758, top5_acc: 0.7391, loss_cls: 2.1327, loss: 3.4795, grad_norm: 7.7426 2021-12-03 15:38:03,544 - mmaction - INFO - Epoch [49][1080/1345] lr: 1.000e-02, eta: 1 day, 15:02:36, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 1.3647, top1_acc: 0.4781, top5_acc: 0.7375, loss_cls: 2.1564, loss: 3.5211, grad_norm: 7.6402 2021-12-03 15:38:22,807 - mmaction - INFO - Epoch [49][1100/1345] lr: 1.000e-02, eta: 1 day, 15:02:12, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3579, top1_acc: 0.4750, top5_acc: 0.7445, loss_cls: 2.1195, loss: 3.4774, grad_norm: 7.8051 2021-12-03 15:38:42,043 - mmaction - INFO - Epoch [49][1120/1345] lr: 1.000e-02, eta: 1 day, 15:01:49, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3584, top1_acc: 0.4867, top5_acc: 0.7438, loss_cls: 2.1254, loss: 3.4838, grad_norm: 7.7762 2021-12-03 15:39:01,282 - mmaction - INFO - Epoch [49][1140/1345] lr: 1.000e-02, eta: 1 day, 15:01:25, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3780, top1_acc: 0.4766, top5_acc: 0.7227, loss_cls: 2.2220, loss: 3.5999, grad_norm: 7.7217 2021-12-03 15:39:20,490 - mmaction - INFO - Epoch [49][1160/1345] lr: 1.000e-02, eta: 1 day, 15:01:01, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3656, top1_acc: 0.4781, top5_acc: 0.7328, loss_cls: 2.1219, loss: 3.4874, grad_norm: 7.6143 2021-12-03 15:39:39,732 - mmaction - INFO - Epoch [49][1180/1345] lr: 1.000e-02, eta: 1 day, 15:00:38, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3734, top1_acc: 0.4742, top5_acc: 0.7273, loss_cls: 2.1948, loss: 3.5682, grad_norm: 7.6768 2021-12-03 15:39:58,993 - mmaction - INFO - Epoch [49][1200/1345] lr: 1.000e-02, eta: 1 day, 15:00:14, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3722, top1_acc: 0.4758, top5_acc: 0.7422, loss_cls: 2.1624, loss: 3.5345, grad_norm: 7.5462 2021-12-03 15:40:18,241 - mmaction - INFO - Epoch [49][1220/1345] lr: 1.000e-02, eta: 1 day, 14:59:51, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3776, top1_acc: 0.4828, top5_acc: 0.7516, loss_cls: 2.1526, loss: 3.5302, grad_norm: 7.6456 2021-12-03 15:40:37,481 - mmaction - INFO - Epoch [49][1240/1345] lr: 1.000e-02, eta: 1 day, 14:59:27, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3434, top1_acc: 0.4906, top5_acc: 0.7539, loss_cls: 2.0434, loss: 3.3868, grad_norm: 7.5273 2021-12-03 15:40:56,701 - mmaction - INFO - Epoch [49][1260/1345] lr: 1.000e-02, eta: 1 day, 14:59:04, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3555, top1_acc: 0.4852, top5_acc: 0.7391, loss_cls: 2.1238, loss: 3.4793, grad_norm: 7.5785 2021-12-03 15:41:15,931 - mmaction - INFO - Epoch [49][1280/1345] lr: 1.000e-02, eta: 1 day, 14:58:40, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3535, top1_acc: 0.4789, top5_acc: 0.7477, loss_cls: 2.1302, loss: 3.4837, grad_norm: 7.6176 2021-12-03 15:41:35,157 - mmaction - INFO - Epoch [49][1300/1345] lr: 1.000e-02, eta: 1 day, 14:58:16, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3543, top1_acc: 0.4758, top5_acc: 0.7391, loss_cls: 2.1223, loss: 3.4766, grad_norm: 7.7235 2021-12-03 15:41:54,419 - mmaction - INFO - Epoch [49][1320/1345] lr: 1.000e-02, eta: 1 day, 14:57:53, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3868, top1_acc: 0.4789, top5_acc: 0.7367, loss_cls: 2.1720, loss: 3.5587, grad_norm: 7.5328 2021-12-03 15:42:13,669 - mmaction - INFO - Epoch [49][1340/1345] lr: 1.000e-02, eta: 1 day, 14:57:29, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3438, top1_acc: 0.4906, top5_acc: 0.7484, loss_cls: 2.1210, loss: 3.4648, grad_norm: 7.8250 2021-12-03 15:42:19,226 - mmaction - INFO - Saving checkpoint at 49 epochs 2021-12-03 15:44:24,891 - mmaction - INFO - Epoch [50][20/1345] lr: 1.000e-02, eta: 1 day, 15:00:24, time: 6.143, data_time: 5.176, memory: 8232, loss_aux: 1.3642, top1_acc: 0.5023, top5_acc: 0.7406, loss_cls: 2.0904, loss: 3.4546, grad_norm: 7.6979 2021-12-03 15:44:44,007 - mmaction - INFO - Epoch [50][40/1345] lr: 1.000e-02, eta: 1 day, 15:00:00, time: 0.956, data_time: 0.003, memory: 8232, loss_aux: 1.3871, top1_acc: 0.4750, top5_acc: 0.7398, loss_cls: 2.1677, loss: 3.5548, grad_norm: 7.7558 2021-12-03 15:45:03,174 - mmaction - INFO - Epoch [50][60/1345] lr: 1.000e-02, eta: 1 day, 14:59:36, time: 0.958, data_time: 0.002, memory: 8232, loss_aux: 1.3522, top1_acc: 0.4781, top5_acc: 0.7422, loss_cls: 2.1149, loss: 3.4671, grad_norm: 7.7564 2021-12-03 15:45:22,380 - mmaction - INFO - Epoch [50][80/1345] lr: 1.000e-02, eta: 1 day, 14:59:12, time: 0.961, data_time: 0.002, memory: 8232, loss_aux: 1.3517, top1_acc: 0.5008, top5_acc: 0.7602, loss_cls: 2.0710, loss: 3.4227, grad_norm: 7.6524 2021-12-03 15:45:41,570 - mmaction - INFO - Epoch [50][100/1345] lr: 1.000e-02, eta: 1 day, 14:58:48, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4001, top1_acc: 0.4539, top5_acc: 0.7352, loss_cls: 2.1833, loss: 3.5834, grad_norm: 7.9707 2021-12-03 15:46:00,747 - mmaction - INFO - Epoch [50][120/1345] lr: 1.000e-02, eta: 1 day, 14:58:25, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3422, top1_acc: 0.4867, top5_acc: 0.7531, loss_cls: 2.0544, loss: 3.3966, grad_norm: 7.5154 2021-12-03 15:46:19,953 - mmaction - INFO - Epoch [50][140/1345] lr: 1.000e-02, eta: 1 day, 14:58:01, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3692, top1_acc: 0.5008, top5_acc: 0.7445, loss_cls: 2.1070, loss: 3.4762, grad_norm: 7.6092 2021-12-03 15:46:39,180 - mmaction - INFO - Epoch [50][160/1345] lr: 1.000e-02, eta: 1 day, 14:57:37, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3883, top1_acc: 0.4680, top5_acc: 0.7531, loss_cls: 2.1408, loss: 3.5292, grad_norm: 7.9879 2021-12-03 15:46:58,395 - mmaction - INFO - Epoch [50][180/1345] lr: 1.000e-02, eta: 1 day, 14:57:14, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3990, top1_acc: 0.4781, top5_acc: 0.7305, loss_cls: 2.1720, loss: 3.5710, grad_norm: 7.9187 2021-12-03 15:47:17,604 - mmaction - INFO - Epoch [50][200/1345] lr: 1.000e-02, eta: 1 day, 14:56:50, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3589, top1_acc: 0.4773, top5_acc: 0.7555, loss_cls: 2.1168, loss: 3.4757, grad_norm: 8.0057 2021-12-03 15:47:36,830 - mmaction - INFO - Epoch [50][220/1345] lr: 1.000e-02, eta: 1 day, 14:56:26, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3925, top1_acc: 0.4789, top5_acc: 0.7375, loss_cls: 2.1816, loss: 3.5741, grad_norm: 7.8384 2021-12-03 15:47:56,060 - mmaction - INFO - Epoch [50][240/1345] lr: 1.000e-02, eta: 1 day, 14:56:03, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3580, top1_acc: 0.4867, top5_acc: 0.7508, loss_cls: 2.1276, loss: 3.4856, grad_norm: 7.5704 2021-12-03 15:48:15,273 - mmaction - INFO - Epoch [50][260/1345] lr: 1.000e-02, eta: 1 day, 14:55:39, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3440, top1_acc: 0.4773, top5_acc: 0.7570, loss_cls: 2.0968, loss: 3.4408, grad_norm: 7.5584 2021-12-03 15:48:34,501 - mmaction - INFO - Epoch [50][280/1345] lr: 1.000e-02, eta: 1 day, 14:55:15, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3799, top1_acc: 0.4836, top5_acc: 0.7320, loss_cls: 2.1229, loss: 3.5028, grad_norm: 7.6512 2021-12-03 15:48:53,700 - mmaction - INFO - Epoch [50][300/1345] lr: 1.000e-02, eta: 1 day, 14:54:52, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3888, top1_acc: 0.4867, top5_acc: 0.7430, loss_cls: 2.1230, loss: 3.5118, grad_norm: 7.6594 2021-12-03 15:49:12,934 - mmaction - INFO - Epoch [50][320/1345] lr: 1.000e-02, eta: 1 day, 14:54:28, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3018, top1_acc: 0.4922, top5_acc: 0.7586, loss_cls: 2.0477, loss: 3.3494, grad_norm: 7.4307 2021-12-03 15:49:32,187 - mmaction - INFO - Epoch [50][340/1345] lr: 1.000e-02, eta: 1 day, 14:54:05, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3568, top1_acc: 0.4672, top5_acc: 0.7477, loss_cls: 2.1428, loss: 3.4996, grad_norm: 7.5375 2021-12-03 15:49:51,424 - mmaction - INFO - Epoch [50][360/1345] lr: 1.000e-02, eta: 1 day, 14:53:41, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3308, top1_acc: 0.4852, top5_acc: 0.7523, loss_cls: 2.1143, loss: 3.4451, grad_norm: 7.7414 2021-12-03 15:50:10,679 - mmaction - INFO - Epoch [50][380/1345] lr: 1.000e-02, eta: 1 day, 14:53:17, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3757, top1_acc: 0.4586, top5_acc: 0.7445, loss_cls: 2.1594, loss: 3.5351, grad_norm: 7.8139 2021-12-03 15:50:29,949 - mmaction - INFO - Epoch [50][400/1345] lr: 1.000e-02, eta: 1 day, 14:52:54, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3963, top1_acc: 0.4547, top5_acc: 0.7328, loss_cls: 2.2277, loss: 3.6240, grad_norm: 7.7403 2021-12-03 15:50:49,220 - mmaction - INFO - Epoch [50][420/1345] lr: 1.000e-02, eta: 1 day, 14:52:30, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 1.3672, top1_acc: 0.4836, top5_acc: 0.7430, loss_cls: 2.1285, loss: 3.4957, grad_norm: 7.4801 2021-12-03 15:51:08,466 - mmaction - INFO - Epoch [50][440/1345] lr: 1.000e-02, eta: 1 day, 14:52:07, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3324, top1_acc: 0.5086, top5_acc: 0.7555, loss_cls: 2.0660, loss: 3.3984, grad_norm: 7.5620 2021-12-03 15:51:27,724 - mmaction - INFO - Epoch [50][460/1345] lr: 1.000e-02, eta: 1 day, 14:51:43, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3634, top1_acc: 0.4734, top5_acc: 0.7586, loss_cls: 2.0840, loss: 3.4474, grad_norm: 7.6410 2021-12-03 15:51:46,958 - mmaction - INFO - Epoch [50][480/1345] lr: 1.000e-02, eta: 1 day, 14:51:20, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3505, top1_acc: 0.4922, top5_acc: 0.7438, loss_cls: 2.0666, loss: 3.4172, grad_norm: 7.5079 2021-12-03 15:52:06,216 - mmaction - INFO - Epoch [50][500/1345] lr: 1.000e-02, eta: 1 day, 14:50:56, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3776, top1_acc: 0.4805, top5_acc: 0.7461, loss_cls: 2.1507, loss: 3.5283, grad_norm: 7.8919 2021-12-03 15:52:25,459 - mmaction - INFO - Epoch [50][520/1345] lr: 1.000e-02, eta: 1 day, 14:50:33, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3766, top1_acc: 0.4781, top5_acc: 0.7602, loss_cls: 2.0949, loss: 3.4715, grad_norm: 7.7551 2021-12-03 15:52:44,712 - mmaction - INFO - Epoch [50][540/1345] lr: 1.000e-02, eta: 1 day, 14:50:09, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3776, top1_acc: 0.4695, top5_acc: 0.7578, loss_cls: 2.1205, loss: 3.4981, grad_norm: 7.7184 2021-12-03 15:53:03,973 - mmaction - INFO - Epoch [50][560/1345] lr: 1.000e-02, eta: 1 day, 14:49:45, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.4186, top1_acc: 0.4813, top5_acc: 0.7102, loss_cls: 2.2428, loss: 3.6615, grad_norm: 7.8761 2021-12-03 15:53:23,204 - mmaction - INFO - Epoch [50][580/1345] lr: 1.000e-02, eta: 1 day, 14:49:22, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4041, top1_acc: 0.4891, top5_acc: 0.7289, loss_cls: 2.2234, loss: 3.6275, grad_norm: 7.7171 2021-12-03 15:53:42,432 - mmaction - INFO - Epoch [50][600/1345] lr: 1.000e-02, eta: 1 day, 14:48:58, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3517, top1_acc: 0.4984, top5_acc: 0.7516, loss_cls: 2.0573, loss: 3.4090, grad_norm: 7.6290 2021-12-03 15:54:01,700 - mmaction - INFO - Epoch [50][620/1345] lr: 1.000e-02, eta: 1 day, 14:48:35, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3942, top1_acc: 0.4727, top5_acc: 0.7320, loss_cls: 2.1853, loss: 3.5795, grad_norm: 7.8141 2021-12-03 15:54:20,944 - mmaction - INFO - Epoch [50][640/1345] lr: 1.000e-02, eta: 1 day, 14:48:11, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3979, top1_acc: 0.4664, top5_acc: 0.7398, loss_cls: 2.1677, loss: 3.5656, grad_norm: 7.5633 2021-12-03 15:54:40,180 - mmaction - INFO - Epoch [50][660/1345] lr: 1.000e-02, eta: 1 day, 14:47:48, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4008, top1_acc: 0.4852, top5_acc: 0.7406, loss_cls: 2.1747, loss: 3.5756, grad_norm: 7.7361 2021-12-03 15:54:59,417 - mmaction - INFO - Epoch [50][680/1345] lr: 1.000e-02, eta: 1 day, 14:47:24, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3699, top1_acc: 0.4750, top5_acc: 0.7406, loss_cls: 2.1458, loss: 3.5157, grad_norm: 7.6630 2021-12-03 15:55:18,636 - mmaction - INFO - Epoch [50][700/1345] lr: 1.000e-02, eta: 1 day, 14:47:01, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3990, top1_acc: 0.4750, top5_acc: 0.7383, loss_cls: 2.1788, loss: 3.5779, grad_norm: 7.7574 2021-12-03 15:55:37,842 - mmaction - INFO - Epoch [50][720/1345] lr: 1.000e-02, eta: 1 day, 14:46:37, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4040, top1_acc: 0.4781, top5_acc: 0.7461, loss_cls: 2.1559, loss: 3.5599, grad_norm: 7.8682 2021-12-03 15:55:57,100 - mmaction - INFO - Epoch [50][740/1345] lr: 1.000e-02, eta: 1 day, 14:46:13, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.4082, top1_acc: 0.4555, top5_acc: 0.7305, loss_cls: 2.2152, loss: 3.6234, grad_norm: 7.8857 2021-12-03 15:56:16,321 - mmaction - INFO - Epoch [50][760/1345] lr: 1.000e-02, eta: 1 day, 14:45:50, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3642, top1_acc: 0.4711, top5_acc: 0.7523, loss_cls: 2.1506, loss: 3.5148, grad_norm: 7.9272 2021-12-03 15:56:35,548 - mmaction - INFO - Epoch [50][780/1345] lr: 1.000e-02, eta: 1 day, 14:45:26, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3928, top1_acc: 0.4867, top5_acc: 0.7250, loss_cls: 2.1613, loss: 3.5541, grad_norm: 7.8226 2021-12-03 15:56:54,769 - mmaction - INFO - Epoch [50][800/1345] lr: 1.000e-02, eta: 1 day, 14:45:03, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3661, top1_acc: 0.5016, top5_acc: 0.7375, loss_cls: 2.0823, loss: 3.4484, grad_norm: 7.6158 2021-12-03 15:57:13,984 - mmaction - INFO - Epoch [50][820/1345] lr: 1.000e-02, eta: 1 day, 14:44:39, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3868, top1_acc: 0.4758, top5_acc: 0.7438, loss_cls: 2.1696, loss: 3.5564, grad_norm: 7.6781 2021-12-03 15:57:33,186 - mmaction - INFO - Epoch [50][840/1345] lr: 1.000e-02, eta: 1 day, 14:44:15, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3642, top1_acc: 0.4758, top5_acc: 0.7484, loss_cls: 2.0972, loss: 3.4614, grad_norm: 7.6605 2021-12-03 15:57:52,417 - mmaction - INFO - Epoch [50][860/1345] lr: 1.000e-02, eta: 1 day, 14:43:52, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3511, top1_acc: 0.4859, top5_acc: 0.7508, loss_cls: 2.1481, loss: 3.4991, grad_norm: 7.6344 2021-12-03 15:58:11,643 - mmaction - INFO - Epoch [50][880/1345] lr: 1.000e-02, eta: 1 day, 14:43:28, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3418, top1_acc: 0.5039, top5_acc: 0.7461, loss_cls: 2.0762, loss: 3.4181, grad_norm: 7.7019 2021-12-03 15:58:30,868 - mmaction - INFO - Epoch [50][900/1345] lr: 1.000e-02, eta: 1 day, 14:43:05, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3565, top1_acc: 0.4953, top5_acc: 0.7484, loss_cls: 2.0908, loss: 3.4473, grad_norm: 7.5004 2021-12-03 15:58:50,101 - mmaction - INFO - Epoch [50][920/1345] lr: 1.000e-02, eta: 1 day, 14:42:41, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3475, top1_acc: 0.4953, top5_acc: 0.7602, loss_cls: 2.0383, loss: 3.3858, grad_norm: 7.4851 2021-12-03 15:59:09,350 - mmaction - INFO - Epoch [50][940/1345] lr: 1.000e-02, eta: 1 day, 14:42:18, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3649, top1_acc: 0.4805, top5_acc: 0.7445, loss_cls: 2.1033, loss: 3.4682, grad_norm: 7.6183 2021-12-03 15:59:28,623 - mmaction - INFO - Epoch [50][960/1345] lr: 1.000e-02, eta: 1 day, 14:41:54, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 1.3678, top1_acc: 0.4836, top5_acc: 0.7547, loss_cls: 2.0983, loss: 3.4660, grad_norm: 7.7778 2021-12-03 15:59:47,841 - mmaction - INFO - Epoch [50][980/1345] lr: 1.000e-02, eta: 1 day, 14:41:31, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3750, top1_acc: 0.4773, top5_acc: 0.7453, loss_cls: 2.1170, loss: 3.4920, grad_norm: 7.7122 2021-12-03 16:00:07,068 - mmaction - INFO - Epoch [50][1000/1345] lr: 1.000e-02, eta: 1 day, 14:41:07, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3386, top1_acc: 0.4750, top5_acc: 0.7508, loss_cls: 2.0937, loss: 3.4323, grad_norm: 7.7838 2021-12-03 16:00:26,270 - mmaction - INFO - Epoch [50][1020/1345] lr: 1.000e-02, eta: 1 day, 14:40:44, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3445, top1_acc: 0.5047, top5_acc: 0.7531, loss_cls: 2.0470, loss: 3.3915, grad_norm: 7.8266 2021-12-03 16:00:45,491 - mmaction - INFO - Epoch [50][1040/1345] lr: 1.000e-02, eta: 1 day, 14:40:20, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3463, top1_acc: 0.4766, top5_acc: 0.7469, loss_cls: 2.1299, loss: 3.4761, grad_norm: 7.8646 2021-12-03 16:01:04,739 - mmaction - INFO - Epoch [50][1060/1345] lr: 1.000e-02, eta: 1 day, 14:39:57, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3785, top1_acc: 0.4781, top5_acc: 0.7438, loss_cls: 2.1441, loss: 3.5226, grad_norm: 7.6063 2021-12-03 16:01:23,956 - mmaction - INFO - Epoch [50][1080/1345] lr: 1.000e-02, eta: 1 day, 14:39:33, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3746, top1_acc: 0.4820, top5_acc: 0.7359, loss_cls: 2.1616, loss: 3.5362, grad_norm: 7.6763 2021-12-03 16:01:43,199 - mmaction - INFO - Epoch [50][1100/1345] lr: 1.000e-02, eta: 1 day, 14:39:10, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3458, top1_acc: 0.4977, top5_acc: 0.7500, loss_cls: 2.0568, loss: 3.4026, grad_norm: 7.6878 2021-12-03 16:02:02,448 - mmaction - INFO - Epoch [50][1120/1345] lr: 1.000e-02, eta: 1 day, 14:38:46, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3372, top1_acc: 0.4797, top5_acc: 0.7695, loss_cls: 2.1020, loss: 3.4392, grad_norm: 7.7745 2021-12-03 16:02:21,682 - mmaction - INFO - Epoch [50][1140/1345] lr: 1.000e-02, eta: 1 day, 14:38:23, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3574, top1_acc: 0.4758, top5_acc: 0.7547, loss_cls: 2.1312, loss: 3.4886, grad_norm: 7.5974 2021-12-03 16:02:40,931 - mmaction - INFO - Epoch [50][1160/1345] lr: 1.000e-02, eta: 1 day, 14:37:59, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3758, top1_acc: 0.5008, top5_acc: 0.7438, loss_cls: 2.1324, loss: 3.5082, grad_norm: 7.6381 2021-12-03 16:03:00,161 - mmaction - INFO - Epoch [50][1180/1345] lr: 1.000e-02, eta: 1 day, 14:37:36, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3369, top1_acc: 0.4875, top5_acc: 0.7648, loss_cls: 2.0629, loss: 3.3998, grad_norm: 7.7150 2021-12-03 16:03:19,370 - mmaction - INFO - Epoch [50][1200/1345] lr: 1.000e-02, eta: 1 day, 14:37:12, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3821, top1_acc: 0.4867, top5_acc: 0.7422, loss_cls: 2.1400, loss: 3.5221, grad_norm: 7.6169 2021-12-03 16:03:38,616 - mmaction - INFO - Epoch [50][1220/1345] lr: 1.000e-02, eta: 1 day, 14:36:49, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3567, top1_acc: 0.4922, top5_acc: 0.7586, loss_cls: 2.1025, loss: 3.4592, grad_norm: 7.6474 2021-12-03 16:03:57,838 - mmaction - INFO - Epoch [50][1240/1345] lr: 1.000e-02, eta: 1 day, 14:36:25, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3734, top1_acc: 0.4820, top5_acc: 0.7344, loss_cls: 2.1659, loss: 3.5393, grad_norm: 7.7434 2021-12-03 16:04:17,071 - mmaction - INFO - Epoch [50][1260/1345] lr: 1.000e-02, eta: 1 day, 14:36:02, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3798, top1_acc: 0.4789, top5_acc: 0.7281, loss_cls: 2.1530, loss: 3.5328, grad_norm: 7.6576 2021-12-03 16:04:36,323 - mmaction - INFO - Epoch [50][1280/1345] lr: 1.000e-02, eta: 1 day, 14:35:38, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3732, top1_acc: 0.4719, top5_acc: 0.7289, loss_cls: 2.1618, loss: 3.5350, grad_norm: 7.6486 2021-12-03 16:04:55,554 - mmaction - INFO - Epoch [50][1300/1345] lr: 1.000e-02, eta: 1 day, 14:35:15, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3390, top1_acc: 0.5039, top5_acc: 0.7609, loss_cls: 2.0892, loss: 3.4282, grad_norm: 7.6156 2021-12-03 16:05:14,784 - mmaction - INFO - Epoch [50][1320/1345] lr: 1.000e-02, eta: 1 day, 14:34:51, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3844, top1_acc: 0.4867, top5_acc: 0.7492, loss_cls: 2.1312, loss: 3.5156, grad_norm: 7.6500 2021-12-03 16:05:34,024 - mmaction - INFO - Epoch [50][1340/1345] lr: 1.000e-02, eta: 1 day, 14:34:28, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3687, top1_acc: 0.4906, top5_acc: 0.7414, loss_cls: 2.1323, loss: 3.5010, grad_norm: 7.6250 2021-12-03 16:05:39,641 - mmaction - INFO - Saving checkpoint at 50 epochs 2021-12-03 16:07:46,898 - mmaction - INFO - Epoch [51][20/1345] lr: 1.000e-02, eta: 1 day, 14:37:22, time: 6.297, data_time: 5.345, memory: 8232, loss_aux: 1.3647, top1_acc: 0.4891, top5_acc: 0.7617, loss_cls: 2.0862, loss: 3.4509, grad_norm: 7.6719 2021-12-03 16:08:06,013 - mmaction - INFO - Epoch [51][40/1345] lr: 1.000e-02, eta: 1 day, 14:36:58, time: 0.956, data_time: 0.003, memory: 8232, loss_aux: 1.3562, top1_acc: 0.4813, top5_acc: 0.7570, loss_cls: 2.0700, loss: 3.4262, grad_norm: 7.4911 2021-12-03 16:08:25,169 - mmaction - INFO - Epoch [51][60/1345] lr: 1.000e-02, eta: 1 day, 14:36:35, time: 0.958, data_time: 0.002, memory: 8232, loss_aux: 1.3695, top1_acc: 0.4891, top5_acc: 0.7320, loss_cls: 2.1274, loss: 3.4969, grad_norm: 7.9545 2021-12-03 16:08:44,348 - mmaction - INFO - Epoch [51][80/1345] lr: 1.000e-02, eta: 1 day, 14:36:11, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3276, top1_acc: 0.4984, top5_acc: 0.7539, loss_cls: 2.0627, loss: 3.3903, grad_norm: 7.6188 2021-12-03 16:09:03,549 - mmaction - INFO - Epoch [51][100/1345] lr: 1.000e-02, eta: 1 day, 14:35:47, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.2839, top1_acc: 0.5156, top5_acc: 0.7766, loss_cls: 1.9500, loss: 3.2339, grad_norm: 7.5935 2021-12-03 16:09:22,755 - mmaction - INFO - Epoch [51][120/1345] lr: 1.000e-02, eta: 1 day, 14:35:24, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3303, top1_acc: 0.5117, top5_acc: 0.7617, loss_cls: 2.0365, loss: 3.3668, grad_norm: 7.6086 2021-12-03 16:09:41,937 - mmaction - INFO - Epoch [51][140/1345] lr: 1.000e-02, eta: 1 day, 14:35:00, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3656, top1_acc: 0.4969, top5_acc: 0.7516, loss_cls: 2.0789, loss: 3.4445, grad_norm: 7.6836 2021-12-03 16:10:01,175 - mmaction - INFO - Epoch [51][160/1345] lr: 1.000e-02, eta: 1 day, 14:34:36, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3008, top1_acc: 0.5094, top5_acc: 0.7812, loss_cls: 1.9675, loss: 3.2683, grad_norm: 7.5591 2021-12-03 16:10:20,411 - mmaction - INFO - Epoch [51][180/1345] lr: 1.000e-02, eta: 1 day, 14:34:13, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3658, top1_acc: 0.4836, top5_acc: 0.7453, loss_cls: 2.1194, loss: 3.4852, grad_norm: 7.7092 2021-12-03 16:10:39,645 - mmaction - INFO - Epoch [51][200/1345] lr: 1.000e-02, eta: 1 day, 14:33:49, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3017, top1_acc: 0.5141, top5_acc: 0.7688, loss_cls: 1.9995, loss: 3.3011, grad_norm: 7.4691 2021-12-03 16:10:58,850 - mmaction - INFO - Epoch [51][220/1345] lr: 1.000e-02, eta: 1 day, 14:33:26, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3437, top1_acc: 0.5031, top5_acc: 0.7508, loss_cls: 2.0571, loss: 3.4008, grad_norm: 7.6298 2021-12-03 16:11:18,045 - mmaction - INFO - Epoch [51][240/1345] lr: 1.000e-02, eta: 1 day, 14:33:02, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4103, top1_acc: 0.4719, top5_acc: 0.7336, loss_cls: 2.1912, loss: 3.6015, grad_norm: 7.6892 2021-12-03 16:11:37,270 - mmaction - INFO - Epoch [51][260/1345] lr: 1.000e-02, eta: 1 day, 14:32:39, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3313, top1_acc: 0.4961, top5_acc: 0.7562, loss_cls: 2.0416, loss: 3.3729, grad_norm: 7.6703 2021-12-03 16:11:56,537 - mmaction - INFO - Epoch [51][280/1345] lr: 1.000e-02, eta: 1 day, 14:32:15, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3446, top1_acc: 0.5102, top5_acc: 0.7484, loss_cls: 2.0514, loss: 3.3959, grad_norm: 7.5314 2021-12-03 16:12:15,772 - mmaction - INFO - Epoch [51][300/1345] lr: 1.000e-02, eta: 1 day, 14:31:52, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3360, top1_acc: 0.4961, top5_acc: 0.7562, loss_cls: 2.0732, loss: 3.4092, grad_norm: 7.8581 2021-12-03 16:12:35,071 - mmaction - INFO - Epoch [51][320/1345] lr: 1.000e-02, eta: 1 day, 14:31:28, time: 0.965, data_time: 0.001, memory: 8232, loss_aux: 1.3558, top1_acc: 0.4930, top5_acc: 0.7359, loss_cls: 2.1425, loss: 3.4984, grad_norm: 7.7654 2021-12-03 16:12:54,336 - mmaction - INFO - Epoch [51][340/1345] lr: 1.000e-02, eta: 1 day, 14:31:05, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.4014, top1_acc: 0.4898, top5_acc: 0.7406, loss_cls: 2.1606, loss: 3.5620, grad_norm: 7.8700 2021-12-03 16:13:13,620 - mmaction - INFO - Epoch [51][360/1345] lr: 1.000e-02, eta: 1 day, 14:30:41, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 1.3818, top1_acc: 0.4875, top5_acc: 0.7461, loss_cls: 2.1092, loss: 3.4910, grad_norm: 7.6436 2021-12-03 16:13:32,897 - mmaction - INFO - Epoch [51][380/1345] lr: 1.000e-02, eta: 1 day, 14:30:18, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 1.3476, top1_acc: 0.4961, top5_acc: 0.7398, loss_cls: 2.0860, loss: 3.4336, grad_norm: 7.6180 2021-12-03 16:13:52,188 - mmaction - INFO - Epoch [51][400/1345] lr: 1.000e-02, eta: 1 day, 14:29:54, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 1.3475, top1_acc: 0.5023, top5_acc: 0.7664, loss_cls: 2.0028, loss: 3.3503, grad_norm: 7.7216 2021-12-03 16:14:11,438 - mmaction - INFO - Epoch [51][420/1345] lr: 1.000e-02, eta: 1 day, 14:29:31, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3675, top1_acc: 0.5094, top5_acc: 0.7648, loss_cls: 2.0575, loss: 3.4251, grad_norm: 7.6253 2021-12-03 16:14:30,744 - mmaction - INFO - Epoch [51][440/1345] lr: 1.000e-02, eta: 1 day, 14:29:08, time: 0.965, data_time: 0.001, memory: 8232, loss_aux: 1.3629, top1_acc: 0.4938, top5_acc: 0.7578, loss_cls: 2.0580, loss: 3.4208, grad_norm: 7.8300 2021-12-03 16:14:50,044 - mmaction - INFO - Epoch [51][460/1345] lr: 1.000e-02, eta: 1 day, 14:28:44, time: 0.965, data_time: 0.001, memory: 8232, loss_aux: 1.3673, top1_acc: 0.5062, top5_acc: 0.7438, loss_cls: 2.0987, loss: 3.4660, grad_norm: 7.6941 2021-12-03 16:15:09,352 - mmaction - INFO - Epoch [51][480/1345] lr: 1.000e-02, eta: 1 day, 14:28:21, time: 0.965, data_time: 0.001, memory: 8232, loss_aux: 1.3747, top1_acc: 0.4797, top5_acc: 0.7320, loss_cls: 2.1722, loss: 3.5469, grad_norm: 7.8596 2021-12-03 16:15:28,630 - mmaction - INFO - Epoch [51][500/1345] lr: 1.000e-02, eta: 1 day, 14:27:57, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 1.3559, top1_acc: 0.4969, top5_acc: 0.7570, loss_cls: 2.0759, loss: 3.4318, grad_norm: 7.6977 2021-12-03 16:15:47,918 - mmaction - INFO - Epoch [51][520/1345] lr: 1.000e-02, eta: 1 day, 14:27:34, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 1.3554, top1_acc: 0.4914, top5_acc: 0.7594, loss_cls: 2.1092, loss: 3.4646, grad_norm: 7.7079 2021-12-03 16:16:07,206 - mmaction - INFO - Epoch [51][540/1345] lr: 1.000e-02, eta: 1 day, 14:27:11, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 1.3049, top1_acc: 0.5016, top5_acc: 0.7672, loss_cls: 2.0178, loss: 3.3226, grad_norm: 7.5682 2021-12-03 16:16:26,492 - mmaction - INFO - Epoch [51][560/1345] lr: 1.000e-02, eta: 1 day, 14:26:47, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 1.3593, top1_acc: 0.4859, top5_acc: 0.7469, loss_cls: 2.0966, loss: 3.4559, grad_norm: 7.6685 2021-12-03 16:16:45,787 - mmaction - INFO - Epoch [51][580/1345] lr: 1.000e-02, eta: 1 day, 14:26:24, time: 0.965, data_time: 0.001, memory: 8232, loss_aux: 1.3813, top1_acc: 0.4750, top5_acc: 0.7391, loss_cls: 2.1622, loss: 3.5435, grad_norm: 7.7267 2021-12-03 16:17:05,037 - mmaction - INFO - Epoch [51][600/1345] lr: 1.000e-02, eta: 1 day, 14:26:00, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3749, top1_acc: 0.4836, top5_acc: 0.7469, loss_cls: 2.1251, loss: 3.5000, grad_norm: 7.8088 2021-12-03 16:17:24,319 - mmaction - INFO - Epoch [51][620/1345] lr: 1.000e-02, eta: 1 day, 14:25:37, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 1.3810, top1_acc: 0.4719, top5_acc: 0.7250, loss_cls: 2.1869, loss: 3.5679, grad_norm: 7.8702 2021-12-03 16:17:43,607 - mmaction - INFO - Epoch [51][640/1345] lr: 1.000e-02, eta: 1 day, 14:25:14, time: 0.965, data_time: 0.001, memory: 8232, loss_aux: 1.3834, top1_acc: 0.4570, top5_acc: 0.7312, loss_cls: 2.1709, loss: 3.5543, grad_norm: 7.5227 2021-12-03 16:18:02,896 - mmaction - INFO - Epoch [51][660/1345] lr: 1.000e-02, eta: 1 day, 14:24:50, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 1.3418, top1_acc: 0.4859, top5_acc: 0.7516, loss_cls: 2.1119, loss: 3.4537, grad_norm: 7.6654 2021-12-03 16:18:22,162 - mmaction - INFO - Epoch [51][680/1345] lr: 1.000e-02, eta: 1 day, 14:24:27, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3764, top1_acc: 0.4758, top5_acc: 0.7320, loss_cls: 2.1727, loss: 3.5491, grad_norm: 7.8480 2021-12-03 16:18:41,421 - mmaction - INFO - Epoch [51][700/1345] lr: 1.000e-02, eta: 1 day, 14:24:03, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3604, top1_acc: 0.4906, top5_acc: 0.7492, loss_cls: 2.1111, loss: 3.4715, grad_norm: 7.7133 2021-12-03 16:19:00,692 - mmaction - INFO - Epoch [51][720/1345] lr: 1.000e-02, eta: 1 day, 14:23:40, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 1.4336, top1_acc: 0.4594, top5_acc: 0.7117, loss_cls: 2.2711, loss: 3.7047, grad_norm: 7.9235 2021-12-03 16:19:19,960 - mmaction - INFO - Epoch [51][740/1345] lr: 1.000e-02, eta: 1 day, 14:23:17, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3482, top1_acc: 0.4852, top5_acc: 0.7500, loss_cls: 2.1081, loss: 3.4563, grad_norm: 7.4951 2021-12-03 16:19:39,223 - mmaction - INFO - Epoch [51][760/1345] lr: 1.000e-02, eta: 1 day, 14:22:53, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3702, top1_acc: 0.4938, top5_acc: 0.7539, loss_cls: 2.1702, loss: 3.5404, grad_norm: 7.8660 2021-12-03 16:19:58,509 - mmaction - INFO - Epoch [51][780/1345] lr: 1.000e-02, eta: 1 day, 14:22:30, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 1.3844, top1_acc: 0.4727, top5_acc: 0.7258, loss_cls: 2.2129, loss: 3.5973, grad_norm: 7.8943 2021-12-03 16:20:17,796 - mmaction - INFO - Epoch [51][800/1345] lr: 1.000e-02, eta: 1 day, 14:22:06, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 1.3878, top1_acc: 0.4766, top5_acc: 0.7430, loss_cls: 2.1602, loss: 3.5480, grad_norm: 7.8892 2021-12-03 16:20:37,043 - mmaction - INFO - Epoch [51][820/1345] lr: 1.000e-02, eta: 1 day, 14:21:43, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3809, top1_acc: 0.4711, top5_acc: 0.7430, loss_cls: 2.1689, loss: 3.5498, grad_norm: 7.8772 2021-12-03 16:20:56,311 - mmaction - INFO - Epoch [51][840/1345] lr: 1.000e-02, eta: 1 day, 14:21:20, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3740, top1_acc: 0.4750, top5_acc: 0.7406, loss_cls: 2.1546, loss: 3.5286, grad_norm: 7.8729 2021-12-03 16:21:15,558 - mmaction - INFO - Epoch [51][860/1345] lr: 1.000e-02, eta: 1 day, 14:20:56, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3994, top1_acc: 0.4422, top5_acc: 0.7203, loss_cls: 2.2170, loss: 3.6165, grad_norm: 8.0076 2021-12-03 16:21:34,809 - mmaction - INFO - Epoch [51][880/1345] lr: 1.000e-02, eta: 1 day, 14:20:33, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3728, top1_acc: 0.4531, top5_acc: 0.7352, loss_cls: 2.1805, loss: 3.5533, grad_norm: 7.6826 2021-12-03 16:21:54,022 - mmaction - INFO - Epoch [51][900/1345] lr: 1.000e-02, eta: 1 day, 14:20:09, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3748, top1_acc: 0.4656, top5_acc: 0.7430, loss_cls: 2.1507, loss: 3.5255, grad_norm: 7.8353 2021-12-03 16:22:13,271 - mmaction - INFO - Epoch [51][920/1345] lr: 1.000e-02, eta: 1 day, 14:19:46, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3626, top1_acc: 0.4828, top5_acc: 0.7484, loss_cls: 2.1164, loss: 3.4790, grad_norm: 7.5879 2021-12-03 16:22:32,504 - mmaction - INFO - Epoch [51][940/1345] lr: 1.000e-02, eta: 1 day, 14:19:22, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3706, top1_acc: 0.4906, top5_acc: 0.7477, loss_cls: 2.1008, loss: 3.4714, grad_norm: 7.6445 2021-12-03 16:22:51,756 - mmaction - INFO - Epoch [51][960/1345] lr: 1.000e-02, eta: 1 day, 14:18:59, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3467, top1_acc: 0.4695, top5_acc: 0.7344, loss_cls: 2.1668, loss: 3.5135, grad_norm: 7.7327 2021-12-03 16:23:10,982 - mmaction - INFO - Epoch [51][980/1345] lr: 1.000e-02, eta: 1 day, 14:18:35, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3209, top1_acc: 0.4875, top5_acc: 0.7781, loss_cls: 2.0548, loss: 3.3757, grad_norm: 7.8133 2021-12-03 16:23:30,248 - mmaction - INFO - Epoch [51][1000/1345] lr: 1.000e-02, eta: 1 day, 14:18:12, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.4155, top1_acc: 0.4742, top5_acc: 0.7391, loss_cls: 2.1832, loss: 3.5987, grad_norm: 7.8488 2021-12-03 16:23:49,454 - mmaction - INFO - Epoch [51][1020/1345] lr: 1.000e-02, eta: 1 day, 14:17:49, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3869, top1_acc: 0.4828, top5_acc: 0.7375, loss_cls: 2.1407, loss: 3.5276, grad_norm: 7.8887 2021-12-03 16:24:08,691 - mmaction - INFO - Epoch [51][1040/1345] lr: 1.000e-02, eta: 1 day, 14:17:25, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3977, top1_acc: 0.4742, top5_acc: 0.7438, loss_cls: 2.1921, loss: 3.5898, grad_norm: 7.7104 2021-12-03 16:24:27,897 - mmaction - INFO - Epoch [51][1060/1345] lr: 1.000e-02, eta: 1 day, 14:17:02, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3474, top1_acc: 0.4898, top5_acc: 0.7500, loss_cls: 2.0884, loss: 3.4358, grad_norm: 7.7045 2021-12-03 16:24:47,122 - mmaction - INFO - Epoch [51][1080/1345] lr: 1.000e-02, eta: 1 day, 14:16:38, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3558, top1_acc: 0.5008, top5_acc: 0.7461, loss_cls: 2.1162, loss: 3.4720, grad_norm: 7.6608 2021-12-03 16:25:06,363 - mmaction - INFO - Epoch [51][1100/1345] lr: 1.000e-02, eta: 1 day, 14:16:15, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3656, top1_acc: 0.4805, top5_acc: 0.7391, loss_cls: 2.1363, loss: 3.5019, grad_norm: 7.7540 2021-12-03 16:25:25,621 - mmaction - INFO - Epoch [51][1120/1345] lr: 1.000e-02, eta: 1 day, 14:15:51, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3566, top1_acc: 0.4875, top5_acc: 0.7609, loss_cls: 2.0836, loss: 3.4403, grad_norm: 7.8268 2021-12-03 16:25:44,893 - mmaction - INFO - Epoch [51][1140/1345] lr: 1.000e-02, eta: 1 day, 14:15:28, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 1.3963, top1_acc: 0.4719, top5_acc: 0.7398, loss_cls: 2.1645, loss: 3.5607, grad_norm: 7.6481 2021-12-03 16:26:04,129 - mmaction - INFO - Epoch [51][1160/1345] lr: 1.000e-02, eta: 1 day, 14:15:05, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3669, top1_acc: 0.4969, top5_acc: 0.7516, loss_cls: 2.0971, loss: 3.4639, grad_norm: 7.5755 2021-12-03 16:26:23,344 - mmaction - INFO - Epoch [51][1180/1345] lr: 1.000e-02, eta: 1 day, 14:14:41, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3733, top1_acc: 0.4961, top5_acc: 0.7648, loss_cls: 2.0696, loss: 3.4430, grad_norm: 7.6893 2021-12-03 16:26:42,583 - mmaction - INFO - Epoch [51][1200/1345] lr: 1.000e-02, eta: 1 day, 14:14:18, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3614, top1_acc: 0.4852, top5_acc: 0.7539, loss_cls: 2.1025, loss: 3.4639, grad_norm: 7.6249 2021-12-03 16:27:01,859 - mmaction - INFO - Epoch [51][1220/1345] lr: 1.000e-02, eta: 1 day, 14:13:54, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 1.3966, top1_acc: 0.4906, top5_acc: 0.7344, loss_cls: 2.1455, loss: 3.5422, grad_norm: 7.4013 2021-12-03 16:27:21,099 - mmaction - INFO - Epoch [51][1240/1345] lr: 1.000e-02, eta: 1 day, 14:13:31, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3856, top1_acc: 0.4781, top5_acc: 0.7234, loss_cls: 2.1852, loss: 3.5708, grad_norm: 7.6929 2021-12-03 16:27:40,321 - mmaction - INFO - Epoch [51][1260/1345] lr: 1.000e-02, eta: 1 day, 14:13:08, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3753, top1_acc: 0.4703, top5_acc: 0.7523, loss_cls: 2.1211, loss: 3.4964, grad_norm: 7.5401 2021-12-03 16:27:59,571 - mmaction - INFO - Epoch [51][1280/1345] lr: 1.000e-02, eta: 1 day, 14:12:44, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3729, top1_acc: 0.4672, top5_acc: 0.7430, loss_cls: 2.1504, loss: 3.5233, grad_norm: 7.6309 2021-12-03 16:28:18,822 - mmaction - INFO - Epoch [51][1300/1345] lr: 1.000e-02, eta: 1 day, 14:12:21, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.4144, top1_acc: 0.4469, top5_acc: 0.7141, loss_cls: 2.3015, loss: 3.7158, grad_norm: 8.0509 2021-12-03 16:28:38,092 - mmaction - INFO - Epoch [51][1320/1345] lr: 1.000e-02, eta: 1 day, 14:11:57, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 1.4237, top1_acc: 0.4617, top5_acc: 0.7156, loss_cls: 2.2542, loss: 3.6778, grad_norm: 7.7859 2021-12-03 16:28:57,384 - mmaction - INFO - Epoch [51][1340/1345] lr: 1.000e-02, eta: 1 day, 14:11:34, time: 0.965, data_time: 0.001, memory: 8232, loss_aux: 1.3574, top1_acc: 0.5055, top5_acc: 0.7516, loss_cls: 2.0742, loss: 3.4316, grad_norm: 7.5524 2021-12-03 16:29:03,104 - mmaction - INFO - Saving checkpoint at 51 epochs 2021-12-03 16:31:11,710 - mmaction - INFO - Epoch [52][20/1345] lr: 1.000e-02, eta: 1 day, 14:14:22, time: 6.273, data_time: 5.313, memory: 8232, loss_aux: 1.3452, top1_acc: 0.5070, top5_acc: 0.7547, loss_cls: 2.0392, loss: 3.3844, grad_norm: 7.4058 2021-12-03 16:31:30,827 - mmaction - INFO - Epoch [52][40/1345] lr: 1.000e-02, eta: 1 day, 14:13:58, time: 0.956, data_time: 0.003, memory: 8232, loss_aux: 1.3568, top1_acc: 0.4961, top5_acc: 0.7523, loss_cls: 2.0817, loss: 3.4385, grad_norm: 7.5406 2021-12-03 16:31:49,933 - mmaction - INFO - Epoch [52][60/1345] lr: 1.000e-02, eta: 1 day, 14:13:34, time: 0.955, data_time: 0.001, memory: 8232, loss_aux: 1.3139, top1_acc: 0.5211, top5_acc: 0.7789, loss_cls: 1.9501, loss: 3.2639, grad_norm: 7.6751 2021-12-03 16:32:09,100 - mmaction - INFO - Epoch [52][80/1345] lr: 1.000e-02, eta: 1 day, 14:13:11, time: 0.958, data_time: 0.002, memory: 8232, loss_aux: 1.3569, top1_acc: 0.4906, top5_acc: 0.7680, loss_cls: 2.0330, loss: 3.3900, grad_norm: 7.7615 2021-12-03 16:32:28,281 - mmaction - INFO - Epoch [52][100/1345] lr: 1.000e-02, eta: 1 day, 14:12:47, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3822, top1_acc: 0.4898, top5_acc: 0.7367, loss_cls: 2.1049, loss: 3.4871, grad_norm: 7.5734 2021-12-03 16:32:47,453 - mmaction - INFO - Epoch [52][120/1345] lr: 1.000e-02, eta: 1 day, 14:12:23, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3671, top1_acc: 0.4898, top5_acc: 0.7648, loss_cls: 2.0925, loss: 3.4596, grad_norm: 7.6099 2021-12-03 16:33:06,644 - mmaction - INFO - Epoch [52][140/1345] lr: 1.000e-02, eta: 1 day, 14:12:00, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3109, top1_acc: 0.4984, top5_acc: 0.7789, loss_cls: 1.9964, loss: 3.3073, grad_norm: 7.5178 2021-12-03 16:33:25,815 - mmaction - INFO - Epoch [52][160/1345] lr: 1.000e-02, eta: 1 day, 14:11:36, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.3461, top1_acc: 0.5023, top5_acc: 0.7586, loss_cls: 2.0720, loss: 3.4181, grad_norm: 7.8219 2021-12-03 16:33:45,020 - mmaction - INFO - Epoch [52][180/1345] lr: 1.000e-02, eta: 1 day, 14:11:13, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3354, top1_acc: 0.5172, top5_acc: 0.7609, loss_cls: 2.0353, loss: 3.3707, grad_norm: 7.6770 2021-12-03 16:34:04,234 - mmaction - INFO - Epoch [52][200/1345] lr: 1.000e-02, eta: 1 day, 14:10:49, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3457, top1_acc: 0.4977, top5_acc: 0.7539, loss_cls: 2.0610, loss: 3.4067, grad_norm: 7.6024 2021-12-03 16:34:23,484 - mmaction - INFO - Epoch [52][220/1345] lr: 1.000e-02, eta: 1 day, 14:10:26, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3588, top1_acc: 0.4680, top5_acc: 0.7531, loss_cls: 2.1327, loss: 3.4914, grad_norm: 7.9376 2021-12-03 16:34:42,681 - mmaction - INFO - Epoch [52][240/1345] lr: 1.000e-02, eta: 1 day, 14:10:02, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3466, top1_acc: 0.5023, top5_acc: 0.7828, loss_cls: 2.0208, loss: 3.3674, grad_norm: 7.8280 2021-12-03 16:35:01,885 - mmaction - INFO - Epoch [52][260/1345] lr: 1.000e-02, eta: 1 day, 14:09:39, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3454, top1_acc: 0.5023, top5_acc: 0.7547, loss_cls: 2.0689, loss: 3.4143, grad_norm: 7.7202 2021-12-03 16:35:21,130 - mmaction - INFO - Epoch [52][280/1345] lr: 1.000e-02, eta: 1 day, 14:09:15, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3739, top1_acc: 0.4875, top5_acc: 0.7445, loss_cls: 2.1066, loss: 3.4805, grad_norm: 7.8578 2021-12-03 16:35:40,346 - mmaction - INFO - Epoch [52][300/1345] lr: 1.000e-02, eta: 1 day, 14:08:52, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3712, top1_acc: 0.4914, top5_acc: 0.7430, loss_cls: 2.1411, loss: 3.5123, grad_norm: 8.0125 2021-12-03 16:35:59,595 - mmaction - INFO - Epoch [52][320/1345] lr: 1.000e-02, eta: 1 day, 14:08:28, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3642, top1_acc: 0.4852, top5_acc: 0.7383, loss_cls: 2.0991, loss: 3.4633, grad_norm: 7.6773 2021-12-03 16:36:18,811 - mmaction - INFO - Epoch [52][340/1345] lr: 1.000e-02, eta: 1 day, 14:08:05, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3594, top1_acc: 0.4820, top5_acc: 0.7273, loss_cls: 2.1393, loss: 3.4987, grad_norm: 7.6263 2021-12-03 16:36:38,031 - mmaction - INFO - Epoch [52][360/1345] lr: 1.000e-02, eta: 1 day, 14:07:42, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3974, top1_acc: 0.4758, top5_acc: 0.7508, loss_cls: 2.1497, loss: 3.5471, grad_norm: 7.8931 2021-12-03 16:36:57,274 - mmaction - INFO - Epoch [52][380/1345] lr: 1.000e-02, eta: 1 day, 14:07:18, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3533, top1_acc: 0.4922, top5_acc: 0.7570, loss_cls: 2.0698, loss: 3.4231, grad_norm: 7.7381 2021-12-03 16:37:16,498 - mmaction - INFO - Epoch [52][400/1345] lr: 1.000e-02, eta: 1 day, 14:06:55, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3453, top1_acc: 0.4773, top5_acc: 0.7570, loss_cls: 2.1105, loss: 3.4557, grad_norm: 7.6508 2021-12-03 16:37:35,752 - mmaction - INFO - Epoch [52][420/1345] lr: 1.000e-02, eta: 1 day, 14:06:31, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3578, top1_acc: 0.4750, top5_acc: 0.7500, loss_cls: 2.1291, loss: 3.4869, grad_norm: 7.9419 2021-12-03 16:37:54,984 - mmaction - INFO - Epoch [52][440/1345] lr: 1.000e-02, eta: 1 day, 14:06:08, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4175, top1_acc: 0.4719, top5_acc: 0.7297, loss_cls: 2.2117, loss: 3.6292, grad_norm: 7.7576 2021-12-03 16:38:14,201 - mmaction - INFO - Epoch [52][460/1345] lr: 1.000e-02, eta: 1 day, 14:05:44, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3727, top1_acc: 0.4891, top5_acc: 0.7656, loss_cls: 2.0838, loss: 3.4564, grad_norm: 7.7279 2021-12-03 16:38:33,442 - mmaction - INFO - Epoch [52][480/1345] lr: 1.000e-02, eta: 1 day, 14:05:21, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3562, top1_acc: 0.4992, top5_acc: 0.7586, loss_cls: 2.0751, loss: 3.4313, grad_norm: 7.7669 2021-12-03 16:38:52,667 - mmaction - INFO - Epoch [52][500/1345] lr: 1.000e-02, eta: 1 day, 14:04:57, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4109, top1_acc: 0.4719, top5_acc: 0.7383, loss_cls: 2.1523, loss: 3.5632, grad_norm: 7.8550 2021-12-03 16:39:11,889 - mmaction - INFO - Epoch [52][520/1345] lr: 1.000e-02, eta: 1 day, 14:04:34, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3306, top1_acc: 0.4820, top5_acc: 0.7539, loss_cls: 2.0862, loss: 3.4168, grad_norm: 7.7474 2021-12-03 16:39:31,145 - mmaction - INFO - Epoch [52][540/1345] lr: 1.000e-02, eta: 1 day, 14:04:11, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3762, top1_acc: 0.4914, top5_acc: 0.7562, loss_cls: 2.1240, loss: 3.5002, grad_norm: 8.0016 2021-12-03 16:39:50,392 - mmaction - INFO - Epoch [52][560/1345] lr: 1.000e-02, eta: 1 day, 14:03:47, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3861, top1_acc: 0.4758, top5_acc: 0.7375, loss_cls: 2.1865, loss: 3.5726, grad_norm: 7.7615 2021-12-03 16:40:09,632 - mmaction - INFO - Epoch [52][580/1345] lr: 1.000e-02, eta: 1 day, 14:03:24, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3490, top1_acc: 0.4953, top5_acc: 0.7430, loss_cls: 2.1337, loss: 3.4827, grad_norm: 7.6624 2021-12-03 16:40:28,870 - mmaction - INFO - Epoch [52][600/1345] lr: 1.000e-02, eta: 1 day, 14:03:00, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3552, top1_acc: 0.4820, top5_acc: 0.7484, loss_cls: 2.1298, loss: 3.4850, grad_norm: 7.6368 2021-12-03 16:40:48,099 - mmaction - INFO - Epoch [52][620/1345] lr: 1.000e-02, eta: 1 day, 14:02:37, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3710, top1_acc: 0.4906, top5_acc: 0.7445, loss_cls: 2.1110, loss: 3.4820, grad_norm: 7.6582 2021-12-03 16:41:07,305 - mmaction - INFO - Epoch [52][640/1345] lr: 1.000e-02, eta: 1 day, 14:02:14, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3859, top1_acc: 0.4961, top5_acc: 0.7336, loss_cls: 2.1315, loss: 3.5174, grad_norm: 7.6476 2021-12-03 16:41:26,529 - mmaction - INFO - Epoch [52][660/1345] lr: 1.000e-02, eta: 1 day, 14:01:50, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3845, top1_acc: 0.4773, top5_acc: 0.7422, loss_cls: 2.1502, loss: 3.5348, grad_norm: 7.8563 2021-12-03 16:41:45,728 - mmaction - INFO - Epoch [52][680/1345] lr: 1.000e-02, eta: 1 day, 14:01:27, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3810, top1_acc: 0.4609, top5_acc: 0.7367, loss_cls: 2.1507, loss: 3.5317, grad_norm: 7.8012 2021-12-03 16:42:04,973 - mmaction - INFO - Epoch [52][700/1345] lr: 1.000e-02, eta: 1 day, 14:01:03, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3826, top1_acc: 0.4859, top5_acc: 0.7539, loss_cls: 2.1505, loss: 3.5332, grad_norm: 7.7153 2021-12-03 16:42:24,211 - mmaction - INFO - Epoch [52][720/1345] lr: 1.000e-02, eta: 1 day, 14:00:40, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3356, top1_acc: 0.5172, top5_acc: 0.7758, loss_cls: 2.0327, loss: 3.3683, grad_norm: 7.5039 2021-12-03 16:42:43,435 - mmaction - INFO - Epoch [52][740/1345] lr: 1.000e-02, eta: 1 day, 14:00:16, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3763, top1_acc: 0.4766, top5_acc: 0.7383, loss_cls: 2.1662, loss: 3.5425, grad_norm: 7.7491 2021-12-03 16:43:02,690 - mmaction - INFO - Epoch [52][760/1345] lr: 1.000e-02, eta: 1 day, 13:59:53, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3252, top1_acc: 0.5008, top5_acc: 0.7578, loss_cls: 2.0344, loss: 3.3596, grad_norm: 7.5022 2021-12-03 16:43:21,981 - mmaction - INFO - Epoch [52][780/1345] lr: 1.000e-02, eta: 1 day, 13:59:30, time: 0.965, data_time: 0.001, memory: 8232, loss_aux: 1.3098, top1_acc: 0.5039, top5_acc: 0.7523, loss_cls: 2.0187, loss: 3.3284, grad_norm: 7.5372 2021-12-03 16:43:41,250 - mmaction - INFO - Epoch [52][800/1345] lr: 1.000e-02, eta: 1 day, 13:59:06, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3477, top1_acc: 0.4969, top5_acc: 0.7586, loss_cls: 2.0774, loss: 3.4251, grad_norm: 7.7234 2021-12-03 16:44:00,468 - mmaction - INFO - Epoch [52][820/1345] lr: 1.000e-02, eta: 1 day, 13:58:43, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3727, top1_acc: 0.5008, top5_acc: 0.7562, loss_cls: 2.0957, loss: 3.4684, grad_norm: 7.6701 2021-12-03 16:44:19,701 - mmaction - INFO - Epoch [52][840/1345] lr: 1.000e-02, eta: 1 day, 13:58:20, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3742, top1_acc: 0.4734, top5_acc: 0.7398, loss_cls: 2.1744, loss: 3.5486, grad_norm: 7.7757 2021-12-03 16:44:38,934 - mmaction - INFO - Epoch [52][860/1345] lr: 1.000e-02, eta: 1 day, 13:57:56, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3717, top1_acc: 0.4773, top5_acc: 0.7383, loss_cls: 2.1521, loss: 3.5238, grad_norm: 7.8251 2021-12-03 16:44:58,161 - mmaction - INFO - Epoch [52][880/1345] lr: 1.000e-02, eta: 1 day, 13:57:33, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3646, top1_acc: 0.4766, top5_acc: 0.7586, loss_cls: 2.1062, loss: 3.4708, grad_norm: 7.8229 2021-12-03 16:45:17,394 - mmaction - INFO - Epoch [52][900/1345] lr: 1.000e-02, eta: 1 day, 13:57:09, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4129, top1_acc: 0.4633, top5_acc: 0.7344, loss_cls: 2.2276, loss: 3.6406, grad_norm: 7.9189 2021-12-03 16:45:36,593 - mmaction - INFO - Epoch [52][920/1345] lr: 1.000e-02, eta: 1 day, 13:56:46, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3458, top1_acc: 0.4953, top5_acc: 0.7344, loss_cls: 2.1073, loss: 3.4531, grad_norm: 7.5091 2021-12-03 16:45:55,862 - mmaction - INFO - Epoch [52][940/1345] lr: 1.000e-02, eta: 1 day, 13:56:23, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3365, top1_acc: 0.5008, top5_acc: 0.7680, loss_cls: 2.0137, loss: 3.3502, grad_norm: 7.7525 2021-12-03 16:46:15,098 - mmaction - INFO - Epoch [52][960/1345] lr: 1.000e-02, eta: 1 day, 13:55:59, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3819, top1_acc: 0.4719, top5_acc: 0.7297, loss_cls: 2.1797, loss: 3.5616, grad_norm: 7.8846 2021-12-03 16:46:34,346 - mmaction - INFO - Epoch [52][980/1345] lr: 1.000e-02, eta: 1 day, 13:55:36, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3646, top1_acc: 0.4695, top5_acc: 0.7461, loss_cls: 2.1429, loss: 3.5075, grad_norm: 7.6360 2021-12-03 16:46:53,552 - mmaction - INFO - Epoch [52][1000/1345] lr: 1.000e-02, eta: 1 day, 13:55:13, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4018, top1_acc: 0.4742, top5_acc: 0.7359, loss_cls: 2.1810, loss: 3.5828, grad_norm: 7.8886 2021-12-03 16:47:12,797 - mmaction - INFO - Epoch [52][1020/1345] lr: 1.000e-02, eta: 1 day, 13:54:49, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3853, top1_acc: 0.4766, top5_acc: 0.7336, loss_cls: 2.1699, loss: 3.5552, grad_norm: 7.6806 2021-12-03 16:47:32,041 - mmaction - INFO - Epoch [52][1040/1345] lr: 1.000e-02, eta: 1 day, 13:54:26, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3710, top1_acc: 0.4844, top5_acc: 0.7266, loss_cls: 2.1575, loss: 3.5286, grad_norm: 7.6608 2021-12-03 16:47:51,298 - mmaction - INFO - Epoch [52][1060/1345] lr: 1.000e-02, eta: 1 day, 13:54:03, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3725, top1_acc: 0.4938, top5_acc: 0.7555, loss_cls: 2.1376, loss: 3.5101, grad_norm: 7.8818 2021-12-03 16:48:10,530 - mmaction - INFO - Epoch [52][1080/1345] lr: 1.000e-02, eta: 1 day, 13:53:39, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3644, top1_acc: 0.4898, top5_acc: 0.7555, loss_cls: 2.0727, loss: 3.4370, grad_norm: 7.6609 2021-12-03 16:48:29,757 - mmaction - INFO - Epoch [52][1100/1345] lr: 1.000e-02, eta: 1 day, 13:53:16, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3949, top1_acc: 0.4914, top5_acc: 0.7469, loss_cls: 2.1175, loss: 3.5124, grad_norm: 7.6773 2021-12-03 16:48:49,001 - mmaction - INFO - Epoch [52][1120/1345] lr: 1.000e-02, eta: 1 day, 13:52:53, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3304, top1_acc: 0.4969, top5_acc: 0.7641, loss_cls: 2.0435, loss: 3.3739, grad_norm: 7.7835 2021-12-03 16:49:08,224 - mmaction - INFO - Epoch [52][1140/1345] lr: 1.000e-02, eta: 1 day, 13:52:29, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3630, top1_acc: 0.4758, top5_acc: 0.7281, loss_cls: 2.1612, loss: 3.5241, grad_norm: 7.7304 2021-12-03 16:49:27,432 - mmaction - INFO - Epoch [52][1160/1345] lr: 1.000e-02, eta: 1 day, 13:52:06, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3408, top1_acc: 0.4797, top5_acc: 0.7602, loss_cls: 2.0893, loss: 3.4301, grad_norm: 7.6271 2021-12-03 16:49:46,652 - mmaction - INFO - Epoch [52][1180/1345] lr: 1.000e-02, eta: 1 day, 13:51:42, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3693, top1_acc: 0.4750, top5_acc: 0.7438, loss_cls: 2.1592, loss: 3.5285, grad_norm: 7.7346 2021-12-03 16:50:05,914 - mmaction - INFO - Epoch [52][1200/1345] lr: 1.000e-02, eta: 1 day, 13:51:19, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3680, top1_acc: 0.4867, top5_acc: 0.7484, loss_cls: 2.1231, loss: 3.4911, grad_norm: 7.7510 2021-12-03 16:50:25,182 - mmaction - INFO - Epoch [52][1220/1345] lr: 1.000e-02, eta: 1 day, 13:50:56, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.4045, top1_acc: 0.4508, top5_acc: 0.7148, loss_cls: 2.2427, loss: 3.6471, grad_norm: 7.8689 2021-12-03 16:50:44,421 - mmaction - INFO - Epoch [52][1240/1345] lr: 1.000e-02, eta: 1 day, 13:50:32, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3782, top1_acc: 0.4805, top5_acc: 0.7336, loss_cls: 2.1557, loss: 3.5339, grad_norm: 7.6522 2021-12-03 16:51:03,662 - mmaction - INFO - Epoch [52][1260/1345] lr: 1.000e-02, eta: 1 day, 13:50:09, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3392, top1_acc: 0.4945, top5_acc: 0.7438, loss_cls: 2.0958, loss: 3.4351, grad_norm: 7.8309 2021-12-03 16:51:22,890 - mmaction - INFO - Epoch [52][1280/1345] lr: 1.000e-02, eta: 1 day, 13:49:46, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4091, top1_acc: 0.4508, top5_acc: 0.7258, loss_cls: 2.2460, loss: 3.6551, grad_norm: 7.9722 2021-12-03 16:51:42,111 - mmaction - INFO - Epoch [52][1300/1345] lr: 1.000e-02, eta: 1 day, 13:49:22, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3723, top1_acc: 0.4969, top5_acc: 0.7477, loss_cls: 2.0705, loss: 3.4428, grad_norm: 7.6750 2021-12-03 16:52:01,315 - mmaction - INFO - Epoch [52][1320/1345] lr: 1.000e-02, eta: 1 day, 13:48:59, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3443, top1_acc: 0.4883, top5_acc: 0.7422, loss_cls: 2.1363, loss: 3.4806, grad_norm: 7.6928 2021-12-03 16:52:20,561 - mmaction - INFO - Epoch [52][1340/1345] lr: 1.000e-02, eta: 1 day, 13:48:36, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3365, top1_acc: 0.4813, top5_acc: 0.7539, loss_cls: 2.0804, loss: 3.4168, grad_norm: 7.6667 2021-12-03 16:52:26,128 - mmaction - INFO - Saving checkpoint at 52 epochs 2021-12-03 16:54:32,686 - mmaction - INFO - Epoch [53][20/1345] lr: 1.000e-02, eta: 1 day, 13:51:15, time: 6.195, data_time: 5.214, memory: 8232, loss_aux: 1.3685, top1_acc: 0.4688, top5_acc: 0.7539, loss_cls: 2.1148, loss: 3.4834, grad_norm: 7.7418 2021-12-03 16:54:51,820 - mmaction - INFO - Epoch [53][40/1345] lr: 1.000e-02, eta: 1 day, 13:50:51, time: 0.957, data_time: 0.003, memory: 8232, loss_aux: 1.3122, top1_acc: 0.4984, top5_acc: 0.7734, loss_cls: 2.0144, loss: 3.3266, grad_norm: 7.6946 2021-12-03 16:55:11,004 - mmaction - INFO - Epoch [53][60/1345] lr: 1.000e-02, eta: 1 day, 13:50:28, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3150, top1_acc: 0.5117, top5_acc: 0.7602, loss_cls: 2.0369, loss: 3.3518, grad_norm: 7.6489 2021-12-03 16:55:30,189 - mmaction - INFO - Epoch [53][80/1345] lr: 1.000e-02, eta: 1 day, 13:50:04, time: 0.959, data_time: 0.002, memory: 8232, loss_aux: 1.3725, top1_acc: 0.5047, top5_acc: 0.7445, loss_cls: 2.1049, loss: 3.4774, grad_norm: 7.8123 2021-12-03 16:55:49,385 - mmaction - INFO - Epoch [53][100/1345] lr: 1.000e-02, eta: 1 day, 13:49:41, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3929, top1_acc: 0.4867, top5_acc: 0.7438, loss_cls: 2.1364, loss: 3.5293, grad_norm: 7.7570 2021-12-03 16:56:08,581 - mmaction - INFO - Epoch [53][120/1345] lr: 1.000e-02, eta: 1 day, 13:49:17, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3778, top1_acc: 0.4734, top5_acc: 0.7414, loss_cls: 2.1360, loss: 3.5138, grad_norm: 7.8389 2021-12-03 16:56:27,862 - mmaction - INFO - Epoch [53][140/1345] lr: 1.000e-02, eta: 1 day, 13:48:54, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 1.3847, top1_acc: 0.4984, top5_acc: 0.7461, loss_cls: 2.1298, loss: 3.5146, grad_norm: 7.7275 2021-12-03 16:56:47,090 - mmaction - INFO - Epoch [53][160/1345] lr: 1.000e-02, eta: 1 day, 13:48:31, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3332, top1_acc: 0.4977, top5_acc: 0.7562, loss_cls: 2.0773, loss: 3.4105, grad_norm: 7.7425 2021-12-03 16:57:06,324 - mmaction - INFO - Epoch [53][180/1345] lr: 1.000e-02, eta: 1 day, 13:48:07, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3422, top1_acc: 0.4813, top5_acc: 0.7531, loss_cls: 2.1015, loss: 3.4437, grad_norm: 7.6777 2021-12-03 16:57:25,568 - mmaction - INFO - Epoch [53][200/1345] lr: 1.000e-02, eta: 1 day, 13:47:44, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3767, top1_acc: 0.4883, top5_acc: 0.7289, loss_cls: 2.1516, loss: 3.5283, grad_norm: 7.8438 2021-12-03 16:57:44,830 - mmaction - INFO - Epoch [53][220/1345] lr: 1.000e-02, eta: 1 day, 13:47:20, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3611, top1_acc: 0.4820, top5_acc: 0.7438, loss_cls: 2.0999, loss: 3.4610, grad_norm: 7.6762 2021-12-03 16:58:04,081 - mmaction - INFO - Epoch [53][240/1345] lr: 1.000e-02, eta: 1 day, 13:46:57, time: 0.962, data_time: 0.000, memory: 8232, loss_aux: 1.3074, top1_acc: 0.4945, top5_acc: 0.7695, loss_cls: 1.9953, loss: 3.3027, grad_norm: 7.5549 2021-12-03 16:58:23,314 - mmaction - INFO - Epoch [53][260/1345] lr: 1.000e-02, eta: 1 day, 13:46:34, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3496, top1_acc: 0.5172, top5_acc: 0.7453, loss_cls: 2.0552, loss: 3.4049, grad_norm: 7.6266 2021-12-03 16:58:42,567 - mmaction - INFO - Epoch [53][280/1345] lr: 1.000e-02, eta: 1 day, 13:46:10, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3618, top1_acc: 0.5156, top5_acc: 0.7500, loss_cls: 2.0527, loss: 3.4146, grad_norm: 7.6045 2021-12-03 16:59:01,789 - mmaction - INFO - Epoch [53][300/1345] lr: 1.000e-02, eta: 1 day, 13:45:47, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3540, top1_acc: 0.4930, top5_acc: 0.7469, loss_cls: 2.0934, loss: 3.4474, grad_norm: 7.5467 2021-12-03 16:59:21,031 - mmaction - INFO - Epoch [53][320/1345] lr: 1.000e-02, eta: 1 day, 13:45:24, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3374, top1_acc: 0.5055, top5_acc: 0.7602, loss_cls: 2.0556, loss: 3.3930, grad_norm: 7.4958 2021-12-03 16:59:40,301 - mmaction - INFO - Epoch [53][340/1345] lr: 1.000e-02, eta: 1 day, 13:45:00, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 1.3442, top1_acc: 0.4906, top5_acc: 0.7484, loss_cls: 2.0580, loss: 3.4022, grad_norm: 7.6888 2021-12-03 16:59:59,562 - mmaction - INFO - Epoch [53][360/1345] lr: 1.000e-02, eta: 1 day, 13:44:37, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3532, top1_acc: 0.4930, top5_acc: 0.7570, loss_cls: 2.0717, loss: 3.4249, grad_norm: 7.5575 2021-12-03 17:00:18,803 - mmaction - INFO - Epoch [53][380/1345] lr: 1.000e-02, eta: 1 day, 13:44:14, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3765, top1_acc: 0.5000, top5_acc: 0.7359, loss_cls: 2.1105, loss: 3.4870, grad_norm: 7.5432 2021-12-03 17:00:38,059 - mmaction - INFO - Epoch [53][400/1345] lr: 1.000e-02, eta: 1 day, 13:43:50, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.4015, top1_acc: 0.4719, top5_acc: 0.7430, loss_cls: 2.2028, loss: 3.6042, grad_norm: 7.8507 2021-12-03 17:00:57,324 - mmaction - INFO - Epoch [53][420/1345] lr: 1.000e-02, eta: 1 day, 13:43:27, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3788, top1_acc: 0.4891, top5_acc: 0.7562, loss_cls: 2.1307, loss: 3.5095, grad_norm: 7.7914 2021-12-03 17:01:16,569 - mmaction - INFO - Epoch [53][440/1345] lr: 1.000e-02, eta: 1 day, 13:43:04, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3199, top1_acc: 0.5016, top5_acc: 0.7570, loss_cls: 2.0360, loss: 3.3559, grad_norm: 7.5495 2021-12-03 17:01:35,845 - mmaction - INFO - Epoch [53][460/1345] lr: 1.000e-02, eta: 1 day, 13:42:40, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 1.3639, top1_acc: 0.4688, top5_acc: 0.7398, loss_cls: 2.1597, loss: 3.5236, grad_norm: 7.8257 2021-12-03 17:01:55,085 - mmaction - INFO - Epoch [53][480/1345] lr: 1.000e-02, eta: 1 day, 13:42:17, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3196, top1_acc: 0.5109, top5_acc: 0.7703, loss_cls: 2.0340, loss: 3.3536, grad_norm: 7.6447 2021-12-03 17:02:14,332 - mmaction - INFO - Epoch [53][500/1345] lr: 1.000e-02, eta: 1 day, 13:41:54, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3710, top1_acc: 0.4969, top5_acc: 0.7359, loss_cls: 2.1241, loss: 3.4952, grad_norm: 7.6664 2021-12-03 17:02:33,589 - mmaction - INFO - Epoch [53][520/1345] lr: 1.000e-02, eta: 1 day, 13:41:30, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3106, top1_acc: 0.4945, top5_acc: 0.7656, loss_cls: 2.0046, loss: 3.3151, grad_norm: 7.5991 2021-12-03 17:02:52,874 - mmaction - INFO - Epoch [53][540/1345] lr: 1.000e-02, eta: 1 day, 13:41:07, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 1.3769, top1_acc: 0.4750, top5_acc: 0.7328, loss_cls: 2.1778, loss: 3.5547, grad_norm: 7.6625 2021-12-03 17:03:12,105 - mmaction - INFO - Epoch [53][560/1345] lr: 1.000e-02, eta: 1 day, 13:40:44, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3431, top1_acc: 0.4828, top5_acc: 0.7578, loss_cls: 2.0847, loss: 3.4278, grad_norm: 7.7263 2021-12-03 17:03:31,326 - mmaction - INFO - Epoch [53][580/1345] lr: 1.000e-02, eta: 1 day, 13:40:20, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3201, top1_acc: 0.5000, top5_acc: 0.7570, loss_cls: 2.0175, loss: 3.3377, grad_norm: 7.5007 2021-12-03 17:03:50,548 - mmaction - INFO - Epoch [53][600/1345] lr: 1.000e-02, eta: 1 day, 13:39:57, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3681, top1_acc: 0.5000, top5_acc: 0.7539, loss_cls: 2.1184, loss: 3.4865, grad_norm: 7.9112 2021-12-03 17:04:09,796 - mmaction - INFO - Epoch [53][620/1345] lr: 1.000e-02, eta: 1 day, 13:39:34, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3454, top1_acc: 0.5047, top5_acc: 0.7656, loss_cls: 2.0803, loss: 3.4257, grad_norm: 7.7813 2021-12-03 17:04:29,052 - mmaction - INFO - Epoch [53][640/1345] lr: 1.000e-02, eta: 1 day, 13:39:10, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3263, top1_acc: 0.5000, top5_acc: 0.7477, loss_cls: 2.0651, loss: 3.3914, grad_norm: 7.6134 2021-12-03 17:04:48,280 - mmaction - INFO - Epoch [53][660/1345] lr: 1.000e-02, eta: 1 day, 13:38:47, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3679, top1_acc: 0.4922, top5_acc: 0.7508, loss_cls: 2.0892, loss: 3.4571, grad_norm: 7.5980 2021-12-03 17:05:07,508 - mmaction - INFO - Epoch [53][680/1345] lr: 1.000e-02, eta: 1 day, 13:38:24, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3745, top1_acc: 0.4695, top5_acc: 0.7484, loss_cls: 2.1495, loss: 3.5239, grad_norm: 7.7437 2021-12-03 17:05:26,752 - mmaction - INFO - Epoch [53][700/1345] lr: 1.000e-02, eta: 1 day, 13:38:01, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3674, top1_acc: 0.4906, top5_acc: 0.7562, loss_cls: 2.0913, loss: 3.4587, grad_norm: 7.6768 2021-12-03 17:05:45,971 - mmaction - INFO - Epoch [53][720/1345] lr: 1.000e-02, eta: 1 day, 13:37:37, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3554, top1_acc: 0.4867, top5_acc: 0.7453, loss_cls: 2.1061, loss: 3.4615, grad_norm: 7.8112 2021-12-03 17:06:05,225 - mmaction - INFO - Epoch [53][740/1345] lr: 1.000e-02, eta: 1 day, 13:37:14, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3618, top1_acc: 0.4820, top5_acc: 0.7461, loss_cls: 2.1567, loss: 3.5185, grad_norm: 7.7664 2021-12-03 17:06:24,448 - mmaction - INFO - Epoch [53][760/1345] lr: 1.000e-02, eta: 1 day, 13:36:51, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3417, top1_acc: 0.4953, top5_acc: 0.7438, loss_cls: 2.0861, loss: 3.4277, grad_norm: 7.7507 2021-12-03 17:06:43,667 - mmaction - INFO - Epoch [53][780/1345] lr: 1.000e-02, eta: 1 day, 13:36:27, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3526, top1_acc: 0.4914, top5_acc: 0.7438, loss_cls: 2.0982, loss: 3.4507, grad_norm: 7.7296 2021-12-03 17:07:02,905 - mmaction - INFO - Epoch [53][800/1345] lr: 1.000e-02, eta: 1 day, 13:36:04, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3675, top1_acc: 0.5023, top5_acc: 0.7602, loss_cls: 2.1033, loss: 3.4707, grad_norm: 7.6346 2021-12-03 17:07:22,174 - mmaction - INFO - Epoch [53][820/1345] lr: 1.000e-02, eta: 1 day, 13:35:41, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3783, top1_acc: 0.5047, top5_acc: 0.7469, loss_cls: 2.0840, loss: 3.4623, grad_norm: 7.6625 2021-12-03 17:07:41,403 - mmaction - INFO - Epoch [53][840/1345] lr: 1.000e-02, eta: 1 day, 13:35:17, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3756, top1_acc: 0.4867, top5_acc: 0.7375, loss_cls: 2.1310, loss: 3.5066, grad_norm: 7.8207 2021-12-03 17:08:00,660 - mmaction - INFO - Epoch [53][860/1345] lr: 1.000e-02, eta: 1 day, 13:34:54, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3520, top1_acc: 0.4984, top5_acc: 0.7492, loss_cls: 2.0393, loss: 3.3913, grad_norm: 7.6105 2021-12-03 17:08:19,927 - mmaction - INFO - Epoch [53][880/1345] lr: 1.000e-02, eta: 1 day, 13:34:31, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3544, top1_acc: 0.5023, top5_acc: 0.7453, loss_cls: 2.0551, loss: 3.4095, grad_norm: 7.6471 2021-12-03 17:08:39,150 - mmaction - INFO - Epoch [53][900/1345] lr: 1.000e-02, eta: 1 day, 13:34:07, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3330, top1_acc: 0.5023, top5_acc: 0.7484, loss_cls: 2.0657, loss: 3.3987, grad_norm: 7.6222 2021-12-03 17:08:58,422 - mmaction - INFO - Epoch [53][920/1345] lr: 1.000e-02, eta: 1 day, 13:33:44, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 1.3856, top1_acc: 0.4875, top5_acc: 0.7500, loss_cls: 2.1677, loss: 3.5533, grad_norm: 7.6597 2021-12-03 17:09:17,701 - mmaction - INFO - Epoch [53][940/1345] lr: 1.000e-02, eta: 1 day, 13:33:21, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 1.3812, top1_acc: 0.4891, top5_acc: 0.7281, loss_cls: 2.1666, loss: 3.5478, grad_norm: 7.7946 2021-12-03 17:09:36,951 - mmaction - INFO - Epoch [53][960/1345] lr: 1.000e-02, eta: 1 day, 13:32:58, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3727, top1_acc: 0.4734, top5_acc: 0.7430, loss_cls: 2.1595, loss: 3.5322, grad_norm: 7.8239 2021-12-03 17:09:56,200 - mmaction - INFO - Epoch [53][980/1345] lr: 1.000e-02, eta: 1 day, 13:32:34, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3271, top1_acc: 0.4961, top5_acc: 0.7477, loss_cls: 2.0850, loss: 3.4121, grad_norm: 7.6008 2021-12-03 17:10:15,462 - mmaction - INFO - Epoch [53][1000/1345] lr: 1.000e-02, eta: 1 day, 13:32:11, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3678, top1_acc: 0.4766, top5_acc: 0.7477, loss_cls: 2.1161, loss: 3.4840, grad_norm: 7.8146 2021-12-03 17:10:34,694 - mmaction - INFO - Epoch [53][1020/1345] lr: 1.000e-02, eta: 1 day, 13:31:48, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3401, top1_acc: 0.4961, top5_acc: 0.7422, loss_cls: 2.0987, loss: 3.4388, grad_norm: 7.8523 2021-12-03 17:10:53,952 - mmaction - INFO - Epoch [53][1040/1345] lr: 1.000e-02, eta: 1 day, 13:31:25, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3737, top1_acc: 0.4898, top5_acc: 0.7367, loss_cls: 2.1004, loss: 3.4741, grad_norm: 7.6018 2021-12-03 17:11:13,171 - mmaction - INFO - Epoch [53][1060/1345] lr: 1.000e-02, eta: 1 day, 13:31:01, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4214, top1_acc: 0.4555, top5_acc: 0.7234, loss_cls: 2.2432, loss: 3.6646, grad_norm: 8.0436 2021-12-03 17:11:32,453 - mmaction - INFO - Epoch [53][1080/1345] lr: 1.000e-02, eta: 1 day, 13:30:38, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 1.3779, top1_acc: 0.4711, top5_acc: 0.7406, loss_cls: 2.1356, loss: 3.5134, grad_norm: 7.6911 2021-12-03 17:11:51,702 - mmaction - INFO - Epoch [53][1100/1345] lr: 1.000e-02, eta: 1 day, 13:30:15, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3682, top1_acc: 0.4859, top5_acc: 0.7375, loss_cls: 2.1299, loss: 3.4981, grad_norm: 7.8671 2021-12-03 17:12:10,961 - mmaction - INFO - Epoch [53][1120/1345] lr: 1.000e-02, eta: 1 day, 13:29:52, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3555, top1_acc: 0.4820, top5_acc: 0.7344, loss_cls: 2.1522, loss: 3.5077, grad_norm: 7.8481 2021-12-03 17:12:30,172 - mmaction - INFO - Epoch [53][1140/1345] lr: 1.000e-02, eta: 1 day, 13:29:28, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3738, top1_acc: 0.4914, top5_acc: 0.7305, loss_cls: 2.1449, loss: 3.5188, grad_norm: 7.8404 2021-12-03 17:12:49,426 - mmaction - INFO - Epoch [53][1160/1345] lr: 1.000e-02, eta: 1 day, 13:29:05, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3192, top1_acc: 0.4867, top5_acc: 0.7555, loss_cls: 2.0393, loss: 3.3585, grad_norm: 7.4259 2021-12-03 17:13:08,655 - mmaction - INFO - Epoch [53][1180/1345] lr: 1.000e-02, eta: 1 day, 13:28:42, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3555, top1_acc: 0.5047, top5_acc: 0.7523, loss_cls: 2.0782, loss: 3.4337, grad_norm: 7.6827 2021-12-03 17:13:27,871 - mmaction - INFO - Epoch [53][1200/1345] lr: 1.000e-02, eta: 1 day, 13:28:19, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3383, top1_acc: 0.4891, top5_acc: 0.7531, loss_cls: 2.0862, loss: 3.4245, grad_norm: 7.4086 2021-12-03 17:13:47,065 - mmaction - INFO - Epoch [53][1220/1345] lr: 1.000e-02, eta: 1 day, 13:27:55, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3368, top1_acc: 0.4828, top5_acc: 0.7469, loss_cls: 2.1225, loss: 3.4592, grad_norm: 7.8128 2021-12-03 17:14:06,294 - mmaction - INFO - Epoch [53][1240/1345] lr: 1.000e-02, eta: 1 day, 13:27:32, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3649, top1_acc: 0.4828, top5_acc: 0.7438, loss_cls: 2.1398, loss: 3.5047, grad_norm: 7.8268 2021-12-03 17:14:25,532 - mmaction - INFO - Epoch [53][1260/1345] lr: 1.000e-02, eta: 1 day, 13:27:09, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3545, top1_acc: 0.4961, top5_acc: 0.7430, loss_cls: 2.0977, loss: 3.4522, grad_norm: 7.7904 2021-12-03 17:14:44,770 - mmaction - INFO - Epoch [53][1280/1345] lr: 1.000e-02, eta: 1 day, 13:26:45, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3476, top1_acc: 0.4820, top5_acc: 0.7516, loss_cls: 2.0641, loss: 3.4117, grad_norm: 7.5518 2021-12-03 17:15:03,987 - mmaction - INFO - Epoch [53][1300/1345] lr: 1.000e-02, eta: 1 day, 13:26:22, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3550, top1_acc: 0.4930, top5_acc: 0.7555, loss_cls: 2.1096, loss: 3.4646, grad_norm: 7.7314 2021-12-03 17:15:23,212 - mmaction - INFO - Epoch [53][1320/1345] lr: 1.000e-02, eta: 1 day, 13:25:59, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4189, top1_acc: 0.4484, top5_acc: 0.7281, loss_cls: 2.2658, loss: 3.6846, grad_norm: 8.0733 2021-12-03 17:15:42,481 - mmaction - INFO - Epoch [53][1340/1345] lr: 1.000e-02, eta: 1 day, 13:25:36, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3643, top1_acc: 0.4898, top5_acc: 0.7422, loss_cls: 2.1021, loss: 3.4664, grad_norm: 7.6473 2021-12-03 17:15:48,128 - mmaction - INFO - Saving checkpoint at 53 epochs 2021-12-03 17:17:55,411 - mmaction - INFO - Epoch [54][20/1345] lr: 1.000e-02, eta: 1 day, 13:28:10, time: 6.220, data_time: 5.268, memory: 8232, loss_aux: 1.4005, top1_acc: 0.4844, top5_acc: 0.7328, loss_cls: 2.1836, loss: 3.5840, grad_norm: 7.7198 2021-12-03 17:18:14,550 - mmaction - INFO - Epoch [54][40/1345] lr: 1.000e-02, eta: 1 day, 13:27:47, time: 0.957, data_time: 0.003, memory: 8232, loss_aux: 1.3588, top1_acc: 0.4898, top5_acc: 0.7555, loss_cls: 2.0460, loss: 3.4048, grad_norm: 7.6609 2021-12-03 17:18:33,687 - mmaction - INFO - Epoch [54][60/1345] lr: 1.000e-02, eta: 1 day, 13:27:23, time: 0.957, data_time: 0.002, memory: 8232, loss_aux: 1.3862, top1_acc: 0.4945, top5_acc: 0.7578, loss_cls: 2.1031, loss: 3.4893, grad_norm: 7.6921 2021-12-03 17:18:52,878 - mmaction - INFO - Epoch [54][80/1345] lr: 1.000e-02, eta: 1 day, 13:27:00, time: 0.959, data_time: 0.002, memory: 8232, loss_aux: 1.3397, top1_acc: 0.4953, top5_acc: 0.7625, loss_cls: 2.0319, loss: 3.3716, grad_norm: 7.3975 2021-12-03 17:19:12,057 - mmaction - INFO - Epoch [54][100/1345] lr: 1.000e-02, eta: 1 day, 13:26:36, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3243, top1_acc: 0.4898, top5_acc: 0.7578, loss_cls: 2.0004, loss: 3.3247, grad_norm: 7.7376 2021-12-03 17:19:31,237 - mmaction - INFO - Epoch [54][120/1345] lr: 1.000e-02, eta: 1 day, 13:26:13, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3481, top1_acc: 0.4813, top5_acc: 0.7445, loss_cls: 2.1069, loss: 3.4550, grad_norm: 7.9479 2021-12-03 17:19:50,424 - mmaction - INFO - Epoch [54][140/1345] lr: 1.000e-02, eta: 1 day, 13:25:50, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3497, top1_acc: 0.4875, top5_acc: 0.7422, loss_cls: 2.0828, loss: 3.4325, grad_norm: 7.7303 2021-12-03 17:20:09,655 - mmaction - INFO - Epoch [54][160/1345] lr: 1.000e-02, eta: 1 day, 13:25:26, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3616, top1_acc: 0.4867, top5_acc: 0.7406, loss_cls: 2.1159, loss: 3.4774, grad_norm: 7.7280 2021-12-03 17:20:28,881 - mmaction - INFO - Epoch [54][180/1345] lr: 1.000e-02, eta: 1 day, 13:25:03, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3299, top1_acc: 0.4875, top5_acc: 0.7633, loss_cls: 2.0388, loss: 3.3687, grad_norm: 7.5877 2021-12-03 17:20:48,096 - mmaction - INFO - Epoch [54][200/1345] lr: 1.000e-02, eta: 1 day, 13:24:40, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3629, top1_acc: 0.5008, top5_acc: 0.7586, loss_cls: 2.1182, loss: 3.4811, grad_norm: 7.7330 2021-12-03 17:21:07,353 - mmaction - INFO - Epoch [54][220/1345] lr: 1.000e-02, eta: 1 day, 13:24:16, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3737, top1_acc: 0.4773, top5_acc: 0.7430, loss_cls: 2.1611, loss: 3.5347, grad_norm: 7.9108 2021-12-03 17:21:26,597 - mmaction - INFO - Epoch [54][240/1345] lr: 1.000e-02, eta: 1 day, 13:23:53, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3739, top1_acc: 0.4859, top5_acc: 0.7469, loss_cls: 2.1035, loss: 3.4774, grad_norm: 7.8386 2021-12-03 17:21:45,817 - mmaction - INFO - Epoch [54][260/1345] lr: 1.000e-02, eta: 1 day, 13:23:30, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.2677, top1_acc: 0.5148, top5_acc: 0.7703, loss_cls: 1.9276, loss: 3.1953, grad_norm: 7.4621 2021-12-03 17:22:05,044 - mmaction - INFO - Epoch [54][280/1345] lr: 1.000e-02, eta: 1 day, 13:23:06, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3681, top1_acc: 0.4719, top5_acc: 0.7422, loss_cls: 2.1305, loss: 3.4987, grad_norm: 7.6563 2021-12-03 17:22:24,303 - mmaction - INFO - Epoch [54][300/1345] lr: 1.000e-02, eta: 1 day, 13:22:43, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3208, top1_acc: 0.4898, top5_acc: 0.7594, loss_cls: 2.0655, loss: 3.3863, grad_norm: 7.8183 2021-12-03 17:22:43,554 - mmaction - INFO - Epoch [54][320/1345] lr: 1.000e-02, eta: 1 day, 13:22:20, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.4042, top1_acc: 0.4680, top5_acc: 0.7445, loss_cls: 2.1587, loss: 3.5629, grad_norm: 7.9215 2021-12-03 17:23:02,805 - mmaction - INFO - Epoch [54][340/1345] lr: 1.000e-02, eta: 1 day, 13:21:57, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3701, top1_acc: 0.4977, top5_acc: 0.7578, loss_cls: 2.0782, loss: 3.4483, grad_norm: 7.9585 2021-12-03 17:23:22,040 - mmaction - INFO - Epoch [54][360/1345] lr: 1.000e-02, eta: 1 day, 13:21:33, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3594, top1_acc: 0.4852, top5_acc: 0.7781, loss_cls: 2.0558, loss: 3.4152, grad_norm: 7.7463 2021-12-03 17:23:41,300 - mmaction - INFO - Epoch [54][380/1345] lr: 1.000e-02, eta: 1 day, 13:21:10, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3408, top1_acc: 0.5047, top5_acc: 0.7586, loss_cls: 2.0534, loss: 3.3942, grad_norm: 7.7635 2021-12-03 17:24:00,534 - mmaction - INFO - Epoch [54][400/1345] lr: 1.000e-02, eta: 1 day, 13:20:47, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3335, top1_acc: 0.4984, top5_acc: 0.7453, loss_cls: 2.0811, loss: 3.4146, grad_norm: 7.8336 2021-12-03 17:24:19,785 - mmaction - INFO - Epoch [54][420/1345] lr: 1.000e-02, eta: 1 day, 13:20:24, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3691, top1_acc: 0.4922, top5_acc: 0.7383, loss_cls: 2.1268, loss: 3.4959, grad_norm: 7.6604 2021-12-03 17:24:39,041 - mmaction - INFO - Epoch [54][440/1345] lr: 1.000e-02, eta: 1 day, 13:20:00, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3390, top1_acc: 0.4992, top5_acc: 0.7492, loss_cls: 2.0238, loss: 3.3628, grad_norm: 7.6490 2021-12-03 17:24:58,302 - mmaction - INFO - Epoch [54][460/1345] lr: 1.000e-02, eta: 1 day, 13:19:37, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3528, top1_acc: 0.5016, top5_acc: 0.7555, loss_cls: 2.0460, loss: 3.3988, grad_norm: 7.5676 2021-12-03 17:25:17,569 - mmaction - INFO - Epoch [54][480/1345] lr: 1.000e-02, eta: 1 day, 13:19:14, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3226, top1_acc: 0.5000, top5_acc: 0.7695, loss_cls: 2.0510, loss: 3.3736, grad_norm: 7.7639 2021-12-03 17:25:36,838 - mmaction - INFO - Epoch [54][500/1345] lr: 1.000e-02, eta: 1 day, 13:18:51, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3208, top1_acc: 0.5062, top5_acc: 0.7633, loss_cls: 2.0467, loss: 3.3674, grad_norm: 7.7371 2021-12-03 17:25:56,112 - mmaction - INFO - Epoch [54][520/1345] lr: 1.000e-02, eta: 1 day, 13:18:27, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 1.3850, top1_acc: 0.4766, top5_acc: 0.7562, loss_cls: 2.1135, loss: 3.4985, grad_norm: 7.9157 2021-12-03 17:26:15,361 - mmaction - INFO - Epoch [54][540/1345] lr: 1.000e-02, eta: 1 day, 13:18:04, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3510, top1_acc: 0.5086, top5_acc: 0.7539, loss_cls: 2.0491, loss: 3.4001, grad_norm: 7.6018 2021-12-03 17:26:34,584 - mmaction - INFO - Epoch [54][560/1345] lr: 1.000e-02, eta: 1 day, 13:17:41, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3811, top1_acc: 0.4602, top5_acc: 0.7164, loss_cls: 2.2203, loss: 3.6014, grad_norm: 7.7849 2021-12-03 17:26:53,819 - mmaction - INFO - Epoch [54][580/1345] lr: 1.000e-02, eta: 1 day, 13:17:18, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3764, top1_acc: 0.4781, top5_acc: 0.7375, loss_cls: 2.1277, loss: 3.5041, grad_norm: 7.8599 2021-12-03 17:27:13,058 - mmaction - INFO - Epoch [54][600/1345] lr: 1.000e-02, eta: 1 day, 13:16:54, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3443, top1_acc: 0.4820, top5_acc: 0.7516, loss_cls: 2.0728, loss: 3.4171, grad_norm: 7.8494 2021-12-03 17:27:32,304 - mmaction - INFO - Epoch [54][620/1345] lr: 1.000e-02, eta: 1 day, 13:16:31, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3928, top1_acc: 0.4828, top5_acc: 0.7398, loss_cls: 2.1451, loss: 3.5380, grad_norm: 7.8322 2021-12-03 17:27:51,540 - mmaction - INFO - Epoch [54][640/1345] lr: 1.000e-02, eta: 1 day, 13:16:08, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3682, top1_acc: 0.4633, top5_acc: 0.7406, loss_cls: 2.1088, loss: 3.4770, grad_norm: 7.6551 2021-12-03 17:28:10,791 - mmaction - INFO - Epoch [54][660/1345] lr: 1.000e-02, eta: 1 day, 13:15:45, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3524, top1_acc: 0.4875, top5_acc: 0.7438, loss_cls: 2.0955, loss: 3.4479, grad_norm: 7.6577 2021-12-03 17:28:30,045 - mmaction - INFO - Epoch [54][680/1345] lr: 1.000e-02, eta: 1 day, 13:15:21, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3908, top1_acc: 0.4766, top5_acc: 0.7391, loss_cls: 2.1473, loss: 3.5381, grad_norm: 7.9376 2021-12-03 17:28:49,285 - mmaction - INFO - Epoch [54][700/1345] lr: 1.000e-02, eta: 1 day, 13:14:58, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3643, top1_acc: 0.4836, top5_acc: 0.7508, loss_cls: 2.0847, loss: 3.4490, grad_norm: 7.6418 2021-12-03 17:29:08,553 - mmaction - INFO - Epoch [54][720/1345] lr: 1.000e-02, eta: 1 day, 13:14:35, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3486, top1_acc: 0.4977, top5_acc: 0.7562, loss_cls: 2.0626, loss: 3.4112, grad_norm: 7.7057 2021-12-03 17:29:27,843 - mmaction - INFO - Epoch [54][740/1345] lr: 1.000e-02, eta: 1 day, 13:14:12, time: 0.965, data_time: 0.001, memory: 8232, loss_aux: 1.3496, top1_acc: 0.4914, top5_acc: 0.7562, loss_cls: 2.0881, loss: 3.4377, grad_norm: 7.6959 2021-12-03 17:29:47,068 - mmaction - INFO - Epoch [54][760/1345] lr: 1.000e-02, eta: 1 day, 13:13:49, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3636, top1_acc: 0.4906, top5_acc: 0.7398, loss_cls: 2.1027, loss: 3.4663, grad_norm: 7.8618 2021-12-03 17:30:06,312 - mmaction - INFO - Epoch [54][780/1345] lr: 1.000e-02, eta: 1 day, 13:13:25, time: 0.961, data_time: 0.000, memory: 8232, loss_aux: 1.3269, top1_acc: 0.5008, top5_acc: 0.7641, loss_cls: 2.0534, loss: 3.3803, grad_norm: 7.6414 2021-12-03 17:30:25,537 - mmaction - INFO - Epoch [54][800/1345] lr: 1.000e-02, eta: 1 day, 13:13:02, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3505, top1_acc: 0.4797, top5_acc: 0.7492, loss_cls: 2.1426, loss: 3.4931, grad_norm: 7.7269 2021-12-03 17:30:44,768 - mmaction - INFO - Epoch [54][820/1345] lr: 1.000e-02, eta: 1 day, 13:12:39, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3629, top1_acc: 0.4891, top5_acc: 0.7359, loss_cls: 2.1078, loss: 3.4707, grad_norm: 7.7073 2021-12-03 17:31:04,003 - mmaction - INFO - Epoch [54][840/1345] lr: 1.000e-02, eta: 1 day, 13:12:16, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3840, top1_acc: 0.4852, top5_acc: 0.7383, loss_cls: 2.1746, loss: 3.5586, grad_norm: 7.7828 2021-12-03 17:31:23,246 - mmaction - INFO - Epoch [54][860/1345] lr: 1.000e-02, eta: 1 day, 13:11:52, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3819, top1_acc: 0.4813, top5_acc: 0.7430, loss_cls: 2.1547, loss: 3.5366, grad_norm: 7.8890 2021-12-03 17:31:42,485 - mmaction - INFO - Epoch [54][880/1345] lr: 1.000e-02, eta: 1 day, 13:11:29, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3246, top1_acc: 0.4922, top5_acc: 0.7531, loss_cls: 2.0550, loss: 3.3796, grad_norm: 7.6535 2021-12-03 17:32:01,712 - mmaction - INFO - Epoch [54][900/1345] lr: 1.000e-02, eta: 1 day, 13:11:06, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3763, top1_acc: 0.4953, top5_acc: 0.7359, loss_cls: 2.1357, loss: 3.5120, grad_norm: 7.8206 2021-12-03 17:32:20,922 - mmaction - INFO - Epoch [54][920/1345] lr: 1.000e-02, eta: 1 day, 13:10:43, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3733, top1_acc: 0.4750, top5_acc: 0.7430, loss_cls: 2.1381, loss: 3.5114, grad_norm: 7.7729 2021-12-03 17:32:40,161 - mmaction - INFO - Epoch [54][940/1345] lr: 1.000e-02, eta: 1 day, 13:10:19, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3040, top1_acc: 0.4984, top5_acc: 0.7719, loss_cls: 2.0355, loss: 3.3395, grad_norm: 7.6343 2021-12-03 17:32:59,378 - mmaction - INFO - Epoch [54][960/1345] lr: 1.000e-02, eta: 1 day, 13:09:56, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3876, top1_acc: 0.4805, top5_acc: 0.7359, loss_cls: 2.1823, loss: 3.5699, grad_norm: 7.7738 2021-12-03 17:33:18,614 - mmaction - INFO - Epoch [54][980/1345] lr: 1.000e-02, eta: 1 day, 13:09:33, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4092, top1_acc: 0.4594, top5_acc: 0.7375, loss_cls: 2.2005, loss: 3.6097, grad_norm: 7.8256 2021-12-03 17:33:37,841 - mmaction - INFO - Epoch [54][1000/1345] lr: 1.000e-02, eta: 1 day, 13:09:10, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3433, top1_acc: 0.4992, top5_acc: 0.7562, loss_cls: 2.0484, loss: 3.3917, grad_norm: 7.7886 2021-12-03 17:33:57,086 - mmaction - INFO - Epoch [54][1020/1345] lr: 1.000e-02, eta: 1 day, 13:08:46, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3991, top1_acc: 0.4719, top5_acc: 0.7281, loss_cls: 2.2010, loss: 3.6001, grad_norm: 7.7458 2021-12-03 17:34:16,313 - mmaction - INFO - Epoch [54][1040/1345] lr: 1.000e-02, eta: 1 day, 13:08:23, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3071, top1_acc: 0.5062, top5_acc: 0.7703, loss_cls: 2.0114, loss: 3.3184, grad_norm: 7.6546 2021-12-03 17:34:35,538 - mmaction - INFO - Epoch [54][1060/1345] lr: 1.000e-02, eta: 1 day, 13:08:00, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3771, top1_acc: 0.4930, top5_acc: 0.7500, loss_cls: 2.0819, loss: 3.4590, grad_norm: 7.5904 2021-12-03 17:34:54,763 - mmaction - INFO - Epoch [54][1080/1345] lr: 1.000e-02, eta: 1 day, 13:07:37, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3778, top1_acc: 0.4961, top5_acc: 0.7375, loss_cls: 2.1463, loss: 3.5242, grad_norm: 7.6826 2021-12-03 17:35:13,982 - mmaction - INFO - Epoch [54][1100/1345] lr: 1.000e-02, eta: 1 day, 13:07:14, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3828, top1_acc: 0.4695, top5_acc: 0.7414, loss_cls: 2.1610, loss: 3.5438, grad_norm: 7.9313 2021-12-03 17:35:33,257 - mmaction - INFO - Epoch [54][1120/1345] lr: 1.000e-02, eta: 1 day, 13:06:50, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 1.3802, top1_acc: 0.4695, top5_acc: 0.7508, loss_cls: 2.1565, loss: 3.5367, grad_norm: 7.9723 2021-12-03 17:35:52,495 - mmaction - INFO - Epoch [54][1140/1345] lr: 1.000e-02, eta: 1 day, 13:06:27, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3375, top1_acc: 0.5109, top5_acc: 0.7641, loss_cls: 2.0652, loss: 3.4027, grad_norm: 7.8621 2021-12-03 17:36:11,737 - mmaction - INFO - Epoch [54][1160/1345] lr: 1.000e-02, eta: 1 day, 13:06:04, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3540, top1_acc: 0.4914, top5_acc: 0.7672, loss_cls: 2.0566, loss: 3.4106, grad_norm: 7.7358 2021-12-03 17:36:30,970 - mmaction - INFO - Epoch [54][1180/1345] lr: 1.000e-02, eta: 1 day, 13:05:41, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3519, top1_acc: 0.4836, top5_acc: 0.7508, loss_cls: 2.1242, loss: 3.4761, grad_norm: 7.8284 2021-12-03 17:36:50,190 - mmaction - INFO - Epoch [54][1200/1345] lr: 1.000e-02, eta: 1 day, 13:05:18, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3237, top1_acc: 0.5016, top5_acc: 0.7562, loss_cls: 2.0490, loss: 3.3727, grad_norm: 7.7428 2021-12-03 17:37:09,455 - mmaction - INFO - Epoch [54][1220/1345] lr: 1.000e-02, eta: 1 day, 13:04:54, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3850, top1_acc: 0.4586, top5_acc: 0.7219, loss_cls: 2.1654, loss: 3.5504, grad_norm: 7.7702 2021-12-03 17:37:28,668 - mmaction - INFO - Epoch [54][1240/1345] lr: 1.000e-02, eta: 1 day, 13:04:31, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3273, top1_acc: 0.4961, top5_acc: 0.7672, loss_cls: 2.0543, loss: 3.3815, grad_norm: 7.5686 2021-12-03 17:37:47,912 - mmaction - INFO - Epoch [54][1260/1345] lr: 1.000e-02, eta: 1 day, 13:04:08, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3640, top1_acc: 0.5070, top5_acc: 0.7445, loss_cls: 2.0891, loss: 3.4531, grad_norm: 7.8261 2021-12-03 17:38:07,147 - mmaction - INFO - Epoch [54][1280/1345] lr: 1.000e-02, eta: 1 day, 13:03:45, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3319, top1_acc: 0.5039, top5_acc: 0.7727, loss_cls: 2.0303, loss: 3.3622, grad_norm: 7.5754 2021-12-03 17:38:26,379 - mmaction - INFO - Epoch [54][1300/1345] lr: 1.000e-02, eta: 1 day, 13:03:22, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3482, top1_acc: 0.4844, top5_acc: 0.7469, loss_cls: 2.1054, loss: 3.4535, grad_norm: 7.7958 2021-12-03 17:38:45,613 - mmaction - INFO - Epoch [54][1320/1345] lr: 1.000e-02, eta: 1 day, 13:02:59, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3683, top1_acc: 0.4875, top5_acc: 0.7531, loss_cls: 2.1034, loss: 3.4717, grad_norm: 7.8415 2021-12-03 17:39:04,871 - mmaction - INFO - Epoch [54][1340/1345] lr: 1.000e-02, eta: 1 day, 13:02:35, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3544, top1_acc: 0.4914, top5_acc: 0.7531, loss_cls: 2.1101, loss: 3.4645, grad_norm: 8.1189 2021-12-03 17:39:10,528 - mmaction - INFO - Saving checkpoint at 54 epochs 2021-12-03 17:41:17,782 - mmaction - INFO - Epoch [55][20/1345] lr: 1.000e-02, eta: 1 day, 13:05:03, time: 6.179, data_time: 5.223, memory: 8232, loss_aux: 1.3642, top1_acc: 0.4945, top5_acc: 0.7719, loss_cls: 2.0569, loss: 3.4211, grad_norm: 7.8138 2021-12-03 17:41:36,975 - mmaction - INFO - Epoch [55][40/1345] lr: 1.000e-02, eta: 1 day, 13:04:40, time: 0.960, data_time: 0.003, memory: 8232, loss_aux: 1.3863, top1_acc: 0.4781, top5_acc: 0.7594, loss_cls: 2.1196, loss: 3.5059, grad_norm: 7.8016 2021-12-03 17:41:56,196 - mmaction - INFO - Epoch [55][60/1345] lr: 1.000e-02, eta: 1 day, 13:04:17, time: 0.961, data_time: 0.002, memory: 8232, loss_aux: 1.3564, top1_acc: 0.5109, top5_acc: 0.7570, loss_cls: 2.0125, loss: 3.3689, grad_norm: 7.5123 2021-12-03 17:42:15,431 - mmaction - INFO - Epoch [55][80/1345] lr: 1.000e-02, eta: 1 day, 13:03:53, time: 0.962, data_time: 0.002, memory: 8232, loss_aux: 1.3421, top1_acc: 0.5047, top5_acc: 0.7641, loss_cls: 1.9878, loss: 3.3299, grad_norm: 7.8517 2021-12-03 17:42:34,674 - mmaction - INFO - Epoch [55][100/1345] lr: 1.000e-02, eta: 1 day, 13:03:30, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3308, top1_acc: 0.4961, top5_acc: 0.7758, loss_cls: 2.0386, loss: 3.3694, grad_norm: 7.8463 2021-12-03 17:42:53,932 - mmaction - INFO - Epoch [55][120/1345] lr: 1.000e-02, eta: 1 day, 13:03:07, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3702, top1_acc: 0.4922, top5_acc: 0.7539, loss_cls: 2.1110, loss: 3.4812, grad_norm: 7.8811 2021-12-03 17:43:13,131 - mmaction - INFO - Epoch [55][140/1345] lr: 1.000e-02, eta: 1 day, 13:02:44, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3458, top1_acc: 0.4984, top5_acc: 0.7656, loss_cls: 2.0854, loss: 3.4312, grad_norm: 7.7998 2021-12-03 17:43:32,369 - mmaction - INFO - Epoch [55][160/1345] lr: 1.000e-02, eta: 1 day, 13:02:20, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3537, top1_acc: 0.4867, top5_acc: 0.7453, loss_cls: 2.1071, loss: 3.4609, grad_norm: 7.6501 2021-12-03 17:43:51,586 - mmaction - INFO - Epoch [55][180/1345] lr: 1.000e-02, eta: 1 day, 13:01:57, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3160, top1_acc: 0.5062, top5_acc: 0.7547, loss_cls: 1.9831, loss: 3.2991, grad_norm: 7.5289 2021-12-03 17:44:10,777 - mmaction - INFO - Epoch [55][200/1345] lr: 1.000e-02, eta: 1 day, 13:01:34, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.2839, top1_acc: 0.5219, top5_acc: 0.7852, loss_cls: 1.9362, loss: 3.2202, grad_norm: 7.5544 2021-12-03 17:44:29,989 - mmaction - INFO - Epoch [55][220/1345] lr: 1.000e-02, eta: 1 day, 13:01:11, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3715, top1_acc: 0.4773, top5_acc: 0.7531, loss_cls: 2.1263, loss: 3.4977, grad_norm: 7.8053 2021-12-03 17:44:49,225 - mmaction - INFO - Epoch [55][240/1345] lr: 1.000e-02, eta: 1 day, 13:00:47, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3519, top1_acc: 0.4891, top5_acc: 0.7422, loss_cls: 2.0738, loss: 3.4257, grad_norm: 7.8279 2021-12-03 17:45:08,418 - mmaction - INFO - Epoch [55][260/1345] lr: 1.000e-02, eta: 1 day, 13:00:24, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4064, top1_acc: 0.4820, top5_acc: 0.7320, loss_cls: 2.1749, loss: 3.5813, grad_norm: 7.9108 2021-12-03 17:45:27,652 - mmaction - INFO - Epoch [55][280/1345] lr: 1.000e-02, eta: 1 day, 13:00:01, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3748, top1_acc: 0.4742, top5_acc: 0.7398, loss_cls: 2.1360, loss: 3.5108, grad_norm: 7.9354 2021-12-03 17:45:46,845 - mmaction - INFO - Epoch [55][300/1345] lr: 1.000e-02, eta: 1 day, 12:59:38, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3561, top1_acc: 0.4781, top5_acc: 0.7523, loss_cls: 2.0974, loss: 3.4535, grad_norm: 7.8347 2021-12-03 17:46:06,065 - mmaction - INFO - Epoch [55][320/1345] lr: 1.000e-02, eta: 1 day, 12:59:14, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3483, top1_acc: 0.4805, top5_acc: 0.7641, loss_cls: 2.0496, loss: 3.3979, grad_norm: 7.7643 2021-12-03 17:46:25,298 - mmaction - INFO - Epoch [55][340/1345] lr: 1.000e-02, eta: 1 day, 12:58:51, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3598, top1_acc: 0.4914, top5_acc: 0.7555, loss_cls: 2.1060, loss: 3.4658, grad_norm: 7.7899 2021-12-03 17:46:44,536 - mmaction - INFO - Epoch [55][360/1345] lr: 1.000e-02, eta: 1 day, 12:58:28, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3363, top1_acc: 0.4984, top5_acc: 0.7586, loss_cls: 2.0577, loss: 3.3940, grad_norm: 7.5487 2021-12-03 17:47:03,770 - mmaction - INFO - Epoch [55][380/1345] lr: 1.000e-02, eta: 1 day, 12:58:05, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3772, top1_acc: 0.4734, top5_acc: 0.7398, loss_cls: 2.1402, loss: 3.5174, grad_norm: 7.7709 2021-12-03 17:47:23,041 - mmaction - INFO - Epoch [55][400/1345] lr: 1.000e-02, eta: 1 day, 12:57:41, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3637, top1_acc: 0.4953, top5_acc: 0.7383, loss_cls: 2.1090, loss: 3.4727, grad_norm: 7.5959 2021-12-03 17:47:42,259 - mmaction - INFO - Epoch [55][420/1345] lr: 1.000e-02, eta: 1 day, 12:57:18, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3877, top1_acc: 0.4688, top5_acc: 0.7547, loss_cls: 2.1362, loss: 3.5239, grad_norm: 7.8327 2021-12-03 17:48:01,516 - mmaction - INFO - Epoch [55][440/1345] lr: 1.000e-02, eta: 1 day, 12:56:55, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3885, top1_acc: 0.4914, top5_acc: 0.7398, loss_cls: 2.1380, loss: 3.5266, grad_norm: 7.8616 2021-12-03 17:48:20,737 - mmaction - INFO - Epoch [55][460/1345] lr: 1.000e-02, eta: 1 day, 12:56:32, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3069, top1_acc: 0.4922, top5_acc: 0.7625, loss_cls: 2.0362, loss: 3.3431, grad_norm: 7.6834 2021-12-03 17:48:40,000 - mmaction - INFO - Epoch [55][480/1345] lr: 1.000e-02, eta: 1 day, 12:56:09, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3297, top1_acc: 0.5234, top5_acc: 0.7758, loss_cls: 2.0002, loss: 3.3299, grad_norm: 7.4767 2021-12-03 17:48:59,246 - mmaction - INFO - Epoch [55][500/1345] lr: 1.000e-02, eta: 1 day, 12:55:45, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3347, top1_acc: 0.5016, top5_acc: 0.7531, loss_cls: 2.0415, loss: 3.3762, grad_norm: 7.6429 2021-12-03 17:49:18,488 - mmaction - INFO - Epoch [55][520/1345] lr: 1.000e-02, eta: 1 day, 12:55:22, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3679, top1_acc: 0.4836, top5_acc: 0.7438, loss_cls: 2.1187, loss: 3.4866, grad_norm: 7.8216 2021-12-03 17:49:37,743 - mmaction - INFO - Epoch [55][540/1345] lr: 1.000e-02, eta: 1 day, 12:54:59, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3504, top1_acc: 0.4859, top5_acc: 0.7477, loss_cls: 2.0956, loss: 3.4461, grad_norm: 7.7417 2021-12-03 17:49:57,008 - mmaction - INFO - Epoch [55][560/1345] lr: 1.000e-02, eta: 1 day, 12:54:36, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3717, top1_acc: 0.4750, top5_acc: 0.7508, loss_cls: 2.1627, loss: 3.5345, grad_norm: 7.8550 2021-12-03 17:50:16,256 - mmaction - INFO - Epoch [55][580/1345] lr: 1.000e-02, eta: 1 day, 12:54:13, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3544, top1_acc: 0.4977, top5_acc: 0.7500, loss_cls: 2.0954, loss: 3.4498, grad_norm: 7.7761 2021-12-03 17:50:35,510 - mmaction - INFO - Epoch [55][600/1345] lr: 1.000e-02, eta: 1 day, 12:53:50, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3456, top1_acc: 0.4852, top5_acc: 0.7562, loss_cls: 2.0910, loss: 3.4366, grad_norm: 7.8409 2021-12-03 17:50:54,721 - mmaction - INFO - Epoch [55][620/1345] lr: 1.000e-02, eta: 1 day, 12:53:26, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3344, top1_acc: 0.4906, top5_acc: 0.7352, loss_cls: 2.1065, loss: 3.4409, grad_norm: 7.8346 2021-12-03 17:51:13,958 - mmaction - INFO - Epoch [55][640/1345] lr: 1.000e-02, eta: 1 day, 12:53:03, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3898, top1_acc: 0.4813, top5_acc: 0.7359, loss_cls: 2.1492, loss: 3.5390, grad_norm: 7.7370 2021-12-03 17:51:33,202 - mmaction - INFO - Epoch [55][660/1345] lr: 1.000e-02, eta: 1 day, 12:52:40, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3440, top1_acc: 0.5047, top5_acc: 0.7484, loss_cls: 2.0718, loss: 3.4159, grad_norm: 7.6948 2021-12-03 17:51:52,431 - mmaction - INFO - Epoch [55][680/1345] lr: 1.000e-02, eta: 1 day, 12:52:17, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3401, top1_acc: 0.4961, top5_acc: 0.7414, loss_cls: 2.0952, loss: 3.4353, grad_norm: 7.6576 2021-12-03 17:52:11,675 - mmaction - INFO - Epoch [55][700/1345] lr: 1.000e-02, eta: 1 day, 12:51:54, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3469, top1_acc: 0.5016, top5_acc: 0.7461, loss_cls: 2.1000, loss: 3.4469, grad_norm: 7.6957 2021-12-03 17:52:30,927 - mmaction - INFO - Epoch [55][720/1345] lr: 1.000e-02, eta: 1 day, 12:51:31, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3407, top1_acc: 0.5211, top5_acc: 0.7594, loss_cls: 2.0378, loss: 3.3785, grad_norm: 7.6404 2021-12-03 17:52:50,156 - mmaction - INFO - Epoch [55][740/1345] lr: 1.000e-02, eta: 1 day, 12:51:07, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3185, top1_acc: 0.5102, top5_acc: 0.7719, loss_cls: 2.0096, loss: 3.3281, grad_norm: 7.6728 2021-12-03 17:53:09,415 - mmaction - INFO - Epoch [55][760/1345] lr: 1.000e-02, eta: 1 day, 12:50:44, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3230, top1_acc: 0.4859, top5_acc: 0.7633, loss_cls: 2.0385, loss: 3.3615, grad_norm: 7.7122 2021-12-03 17:53:28,696 - mmaction - INFO - Epoch [55][780/1345] lr: 1.000e-02, eta: 1 day, 12:50:21, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 1.3137, top1_acc: 0.5273, top5_acc: 0.7594, loss_cls: 1.9894, loss: 3.3031, grad_norm: 7.5039 2021-12-03 17:53:47,940 - mmaction - INFO - Epoch [55][800/1345] lr: 1.000e-02, eta: 1 day, 12:49:58, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3535, top1_acc: 0.4875, top5_acc: 0.7719, loss_cls: 2.0682, loss: 3.4217, grad_norm: 7.7223 2021-12-03 17:54:07,206 - mmaction - INFO - Epoch [55][820/1345] lr: 1.000e-02, eta: 1 day, 12:49:35, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3396, top1_acc: 0.4914, top5_acc: 0.7562, loss_cls: 2.0960, loss: 3.4356, grad_norm: 7.8425 2021-12-03 17:54:26,462 - mmaction - INFO - Epoch [55][840/1345] lr: 1.000e-02, eta: 1 day, 12:49:12, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3140, top1_acc: 0.4984, top5_acc: 0.7672, loss_cls: 2.0047, loss: 3.3187, grad_norm: 7.6017 2021-12-03 17:54:45,708 - mmaction - INFO - Epoch [55][860/1345] lr: 1.000e-02, eta: 1 day, 12:48:49, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3678, top1_acc: 0.4891, top5_acc: 0.7344, loss_cls: 2.1440, loss: 3.5118, grad_norm: 7.8621 2021-12-03 17:55:04,957 - mmaction - INFO - Epoch [55][880/1345] lr: 1.000e-02, eta: 1 day, 12:48:25, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3357, top1_acc: 0.4867, top5_acc: 0.7578, loss_cls: 2.0720, loss: 3.4077, grad_norm: 7.5967 2021-12-03 17:55:24,190 - mmaction - INFO - Epoch [55][900/1345] lr: 1.000e-02, eta: 1 day, 12:48:02, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3354, top1_acc: 0.5023, top5_acc: 0.7391, loss_cls: 2.0871, loss: 3.4225, grad_norm: 7.5765 2021-12-03 17:55:43,467 - mmaction - INFO - Epoch [55][920/1345] lr: 1.000e-02, eta: 1 day, 12:47:39, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 1.3592, top1_acc: 0.4813, top5_acc: 0.7484, loss_cls: 2.1042, loss: 3.4634, grad_norm: 7.8308 2021-12-03 17:56:02,758 - mmaction - INFO - Epoch [55][940/1345] lr: 1.000e-02, eta: 1 day, 12:47:16, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 1.3872, top1_acc: 0.4930, top5_acc: 0.7484, loss_cls: 2.1507, loss: 3.5379, grad_norm: 7.8085 2021-12-03 17:56:21,979 - mmaction - INFO - Epoch [55][960/1345] lr: 1.000e-02, eta: 1 day, 12:46:53, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3880, top1_acc: 0.4555, top5_acc: 0.7336, loss_cls: 2.1980, loss: 3.5861, grad_norm: 7.9953 2021-12-03 17:56:41,245 - mmaction - INFO - Epoch [55][980/1345] lr: 1.000e-02, eta: 1 day, 12:46:30, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3356, top1_acc: 0.5023, top5_acc: 0.7578, loss_cls: 2.0456, loss: 3.3812, grad_norm: 7.6559 2021-12-03 17:57:00,501 - mmaction - INFO - Epoch [55][1000/1345] lr: 1.000e-02, eta: 1 day, 12:46:07, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3276, top1_acc: 0.4859, top5_acc: 0.7602, loss_cls: 2.0468, loss: 3.3745, grad_norm: 7.6897 2021-12-03 17:57:19,738 - mmaction - INFO - Epoch [55][1020/1345] lr: 1.000e-02, eta: 1 day, 12:45:44, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3466, top1_acc: 0.4820, top5_acc: 0.7484, loss_cls: 2.0987, loss: 3.4454, grad_norm: 7.7955 2021-12-03 17:57:39,021 - mmaction - INFO - Epoch [55][1040/1345] lr: 1.000e-02, eta: 1 day, 12:45:21, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 1.3005, top1_acc: 0.5094, top5_acc: 0.7625, loss_cls: 2.0095, loss: 3.3100, grad_norm: 7.6806 2021-12-03 17:57:58,276 - mmaction - INFO - Epoch [55][1060/1345] lr: 1.000e-02, eta: 1 day, 12:44:57, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.4290, top1_acc: 0.4570, top5_acc: 0.7125, loss_cls: 2.3088, loss: 3.7377, grad_norm: 8.1059 2021-12-03 17:58:17,476 - mmaction - INFO - Epoch [55][1080/1345] lr: 1.000e-02, eta: 1 day, 12:44:34, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3738, top1_acc: 0.4680, top5_acc: 0.7344, loss_cls: 2.1972, loss: 3.5711, grad_norm: 8.0775 2021-12-03 17:58:36,709 - mmaction - INFO - Epoch [55][1100/1345] lr: 1.000e-02, eta: 1 day, 12:44:11, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3653, top1_acc: 0.4891, top5_acc: 0.7461, loss_cls: 2.1188, loss: 3.4842, grad_norm: 7.8839 2021-12-03 17:58:55,979 - mmaction - INFO - Epoch [55][1120/1345] lr: 1.000e-02, eta: 1 day, 12:43:48, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3666, top1_acc: 0.4820, top5_acc: 0.7461, loss_cls: 2.1334, loss: 3.5001, grad_norm: 7.7583 2021-12-03 17:59:15,213 - mmaction - INFO - Epoch [55][1140/1345] lr: 1.000e-02, eta: 1 day, 12:43:25, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3810, top1_acc: 0.4781, top5_acc: 0.7281, loss_cls: 2.2113, loss: 3.5923, grad_norm: 7.8798 2021-12-03 17:59:34,456 - mmaction - INFO - Epoch [55][1160/1345] lr: 1.000e-02, eta: 1 day, 12:43:02, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4114, top1_acc: 0.4719, top5_acc: 0.7461, loss_cls: 2.1679, loss: 3.5793, grad_norm: 7.8421 2021-12-03 17:59:53,680 - mmaction - INFO - Epoch [55][1180/1345] lr: 1.000e-02, eta: 1 day, 12:42:39, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3526, top1_acc: 0.4805, top5_acc: 0.7508, loss_cls: 2.1099, loss: 3.4625, grad_norm: 7.5701 2021-12-03 18:00:12,902 - mmaction - INFO - Epoch [55][1200/1345] lr: 1.000e-02, eta: 1 day, 12:42:15, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3488, top1_acc: 0.4852, top5_acc: 0.7523, loss_cls: 2.1098, loss: 3.4586, grad_norm: 7.7390 2021-12-03 18:00:32,122 - mmaction - INFO - Epoch [55][1220/1345] lr: 1.000e-02, eta: 1 day, 12:41:52, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3580, top1_acc: 0.4906, top5_acc: 0.7430, loss_cls: 2.1217, loss: 3.4797, grad_norm: 7.8701 2021-12-03 18:00:51,350 - mmaction - INFO - Epoch [55][1240/1345] lr: 1.000e-02, eta: 1 day, 12:41:29, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3161, top1_acc: 0.5047, top5_acc: 0.7555, loss_cls: 2.0570, loss: 3.3731, grad_norm: 7.6769 2021-12-03 18:01:10,585 - mmaction - INFO - Epoch [55][1260/1345] lr: 1.000e-02, eta: 1 day, 12:41:06, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3464, top1_acc: 0.4805, top5_acc: 0.7508, loss_cls: 2.1100, loss: 3.4564, grad_norm: 7.8460 2021-12-03 18:01:29,852 - mmaction - INFO - Epoch [55][1280/1345] lr: 1.000e-02, eta: 1 day, 12:40:43, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3120, top1_acc: 0.5086, top5_acc: 0.7781, loss_cls: 1.9922, loss: 3.3042, grad_norm: 7.6549 2021-12-03 18:01:49,081 - mmaction - INFO - Epoch [55][1300/1345] lr: 1.000e-02, eta: 1 day, 12:40:20, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3303, top1_acc: 0.4969, top5_acc: 0.7383, loss_cls: 2.0932, loss: 3.4235, grad_norm: 7.5984 2021-12-03 18:02:08,324 - mmaction - INFO - Epoch [55][1320/1345] lr: 1.000e-02, eta: 1 day, 12:39:57, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3825, top1_acc: 0.4750, top5_acc: 0.7633, loss_cls: 2.1448, loss: 3.5272, grad_norm: 8.0171 2021-12-03 18:02:27,548 - mmaction - INFO - Epoch [55][1340/1345] lr: 1.000e-02, eta: 1 day, 12:39:34, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3480, top1_acc: 0.4758, top5_acc: 0.7367, loss_cls: 2.1727, loss: 3.5207, grad_norm: 7.6371 2021-12-03 18:02:33,170 - mmaction - INFO - Saving checkpoint at 55 epochs 2021-12-03 18:04:37,580 - mmaction - INFO - Epoch [56][20/1345] lr: 1.000e-02, eta: 1 day, 12:41:52, time: 6.037, data_time: 5.081, memory: 8232, loss_aux: 1.3527, top1_acc: 0.4750, top5_acc: 0.7562, loss_cls: 2.0970, loss: 3.4497, grad_norm: 7.8440 2021-12-03 18:04:56,714 - mmaction - INFO - Epoch [56][40/1345] lr: 1.000e-02, eta: 1 day, 12:41:28, time: 0.957, data_time: 0.003, memory: 8232, loss_aux: 1.3393, top1_acc: 0.5078, top5_acc: 0.7445, loss_cls: 2.0762, loss: 3.4155, grad_norm: 7.4486 2021-12-03 18:05:15,828 - mmaction - INFO - Epoch [56][60/1345] lr: 1.000e-02, eta: 1 day, 12:41:05, time: 0.956, data_time: 0.002, memory: 8232, loss_aux: 1.3962, top1_acc: 0.4891, top5_acc: 0.7359, loss_cls: 2.1217, loss: 3.5179, grad_norm: 7.6820 2021-12-03 18:05:34,967 - mmaction - INFO - Epoch [56][80/1345] lr: 1.000e-02, eta: 1 day, 12:40:42, time: 0.957, data_time: 0.002, memory: 8232, loss_aux: 1.3377, top1_acc: 0.5133, top5_acc: 0.7805, loss_cls: 1.9986, loss: 3.3364, grad_norm: 7.6022 2021-12-03 18:05:54,134 - mmaction - INFO - Epoch [56][100/1345] lr: 1.000e-02, eta: 1 day, 12:40:18, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.3291, top1_acc: 0.5086, top5_acc: 0.7734, loss_cls: 2.0091, loss: 3.3382, grad_norm: 7.6433 2021-12-03 18:06:13,282 - mmaction - INFO - Epoch [56][120/1345] lr: 1.000e-02, eta: 1 day, 12:39:55, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 1.3449, top1_acc: 0.5086, top5_acc: 0.7562, loss_cls: 2.0415, loss: 3.3864, grad_norm: 7.7381 2021-12-03 18:06:32,451 - mmaction - INFO - Epoch [56][140/1345] lr: 1.000e-02, eta: 1 day, 12:39:32, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.3311, top1_acc: 0.4977, top5_acc: 0.7602, loss_cls: 2.0214, loss: 3.3525, grad_norm: 7.8120 2021-12-03 18:06:51,638 - mmaction - INFO - Epoch [56][160/1345] lr: 1.000e-02, eta: 1 day, 12:39:08, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3722, top1_acc: 0.5047, top5_acc: 0.7352, loss_cls: 2.0902, loss: 3.4624, grad_norm: 7.7661 2021-12-03 18:07:10,861 - mmaction - INFO - Epoch [56][180/1345] lr: 1.000e-02, eta: 1 day, 12:38:45, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3555, top1_acc: 0.4891, top5_acc: 0.7492, loss_cls: 2.1048, loss: 3.4603, grad_norm: 7.8052 2021-12-03 18:07:30,037 - mmaction - INFO - Epoch [56][200/1345] lr: 1.000e-02, eta: 1 day, 12:38:22, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3765, top1_acc: 0.4922, top5_acc: 0.7531, loss_cls: 2.0977, loss: 3.4742, grad_norm: 7.8185 2021-12-03 18:07:49,252 - mmaction - INFO - Epoch [56][220/1345] lr: 1.000e-02, eta: 1 day, 12:37:59, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3753, top1_acc: 0.4789, top5_acc: 0.7281, loss_cls: 2.1188, loss: 3.4941, grad_norm: 7.6737 2021-12-03 18:08:08,474 - mmaction - INFO - Epoch [56][240/1345] lr: 1.000e-02, eta: 1 day, 12:37:36, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3338, top1_acc: 0.5211, top5_acc: 0.7695, loss_cls: 1.9897, loss: 3.3235, grad_norm: 7.5612 2021-12-03 18:08:27,677 - mmaction - INFO - Epoch [56][260/1345] lr: 1.000e-02, eta: 1 day, 12:37:12, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3856, top1_acc: 0.5023, top5_acc: 0.7195, loss_cls: 2.1447, loss: 3.5303, grad_norm: 7.6226 2021-12-03 18:08:46,903 - mmaction - INFO - Epoch [56][280/1345] lr: 1.000e-02, eta: 1 day, 12:36:49, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3221, top1_acc: 0.4922, top5_acc: 0.7508, loss_cls: 2.0724, loss: 3.3945, grad_norm: 7.7168 2021-12-03 18:09:06,145 - mmaction - INFO - Epoch [56][300/1345] lr: 1.000e-02, eta: 1 day, 12:36:26, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3654, top1_acc: 0.4969, top5_acc: 0.7523, loss_cls: 2.0966, loss: 3.4620, grad_norm: 7.9189 2021-12-03 18:09:25,398 - mmaction - INFO - Epoch [56][320/1345] lr: 1.000e-02, eta: 1 day, 12:36:03, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3467, top1_acc: 0.5125, top5_acc: 0.7648, loss_cls: 2.0176, loss: 3.3643, grad_norm: 7.7598 2021-12-03 18:09:44,639 - mmaction - INFO - Epoch [56][340/1345] lr: 1.000e-02, eta: 1 day, 12:35:40, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3218, top1_acc: 0.5211, top5_acc: 0.7641, loss_cls: 1.9992, loss: 3.3210, grad_norm: 7.7612 2021-12-03 18:10:03,870 - mmaction - INFO - Epoch [56][360/1345] lr: 1.000e-02, eta: 1 day, 12:35:17, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3124, top1_acc: 0.5062, top5_acc: 0.7609, loss_cls: 2.0096, loss: 3.3220, grad_norm: 7.8203 2021-12-03 18:10:23,120 - mmaction - INFO - Epoch [56][380/1345] lr: 1.000e-02, eta: 1 day, 12:34:54, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3782, top1_acc: 0.4742, top5_acc: 0.7562, loss_cls: 2.1229, loss: 3.5011, grad_norm: 7.8848 2021-12-03 18:10:42,359 - mmaction - INFO - Epoch [56][400/1345] lr: 1.000e-02, eta: 1 day, 12:34:30, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3727, top1_acc: 0.4828, top5_acc: 0.7445, loss_cls: 2.1362, loss: 3.5089, grad_norm: 7.9818 2021-12-03 18:11:01,580 - mmaction - INFO - Epoch [56][420/1345] lr: 1.000e-02, eta: 1 day, 12:34:07, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3786, top1_acc: 0.4836, top5_acc: 0.7289, loss_cls: 2.2189, loss: 3.5975, grad_norm: 7.8679 2021-12-03 18:11:20,801 - mmaction - INFO - Epoch [56][440/1345] lr: 1.000e-02, eta: 1 day, 12:33:44, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.2917, top1_acc: 0.5172, top5_acc: 0.7695, loss_cls: 1.9955, loss: 3.2872, grad_norm: 7.7552 2021-12-03 18:11:40,044 - mmaction - INFO - Epoch [56][460/1345] lr: 1.000e-02, eta: 1 day, 12:33:21, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3364, top1_acc: 0.4828, top5_acc: 0.7625, loss_cls: 2.0422, loss: 3.3786, grad_norm: 7.7554 2021-12-03 18:11:59,289 - mmaction - INFO - Epoch [56][480/1345] lr: 1.000e-02, eta: 1 day, 12:32:58, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3790, top1_acc: 0.4609, top5_acc: 0.7477, loss_cls: 2.1713, loss: 3.5502, grad_norm: 8.0633 2021-12-03 18:12:18,512 - mmaction - INFO - Epoch [56][500/1345] lr: 1.000e-02, eta: 1 day, 12:32:35, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3261, top1_acc: 0.5055, top5_acc: 0.7711, loss_cls: 2.0277, loss: 3.3538, grad_norm: 7.6165 2021-12-03 18:12:37,765 - mmaction - INFO - Epoch [56][520/1345] lr: 1.000e-02, eta: 1 day, 12:32:12, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.4050, top1_acc: 0.4578, top5_acc: 0.7336, loss_cls: 2.1801, loss: 3.5851, grad_norm: 7.9899 2021-12-03 18:12:56,973 - mmaction - INFO - Epoch [56][540/1345] lr: 1.000e-02, eta: 1 day, 12:31:49, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3393, top1_acc: 0.4961, top5_acc: 0.7500, loss_cls: 2.0945, loss: 3.4337, grad_norm: 7.7387 2021-12-03 18:13:16,189 - mmaction - INFO - Epoch [56][560/1345] lr: 1.000e-02, eta: 1 day, 12:31:25, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3531, top1_acc: 0.5070, top5_acc: 0.7398, loss_cls: 2.0763, loss: 3.4294, grad_norm: 7.6681 2021-12-03 18:13:35,426 - mmaction - INFO - Epoch [56][580/1345] lr: 1.000e-02, eta: 1 day, 12:31:02, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3356, top1_acc: 0.5039, top5_acc: 0.7516, loss_cls: 2.0401, loss: 3.3758, grad_norm: 7.5917 2021-12-03 18:13:54,635 - mmaction - INFO - Epoch [56][600/1345] lr: 1.000e-02, eta: 1 day, 12:30:39, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3444, top1_acc: 0.5164, top5_acc: 0.7531, loss_cls: 2.0425, loss: 3.3868, grad_norm: 7.6352 2021-12-03 18:14:13,844 - mmaction - INFO - Epoch [56][620/1345] lr: 1.000e-02, eta: 1 day, 12:30:16, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3561, top1_acc: 0.4828, top5_acc: 0.7453, loss_cls: 2.1504, loss: 3.5065, grad_norm: 7.7478 2021-12-03 18:14:33,013 - mmaction - INFO - Epoch [56][640/1345] lr: 1.000e-02, eta: 1 day, 12:29:53, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3417, top1_acc: 0.4938, top5_acc: 0.7492, loss_cls: 2.0729, loss: 3.4146, grad_norm: 7.9423 2021-12-03 18:14:52,235 - mmaction - INFO - Epoch [56][660/1345] lr: 1.000e-02, eta: 1 day, 12:29:30, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3295, top1_acc: 0.4898, top5_acc: 0.7523, loss_cls: 2.1039, loss: 3.4334, grad_norm: 8.0250 2021-12-03 18:15:11,463 - mmaction - INFO - Epoch [56][680/1345] lr: 1.000e-02, eta: 1 day, 12:29:06, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3458, top1_acc: 0.4891, top5_acc: 0.7602, loss_cls: 2.0513, loss: 3.3971, grad_norm: 7.6193 2021-12-03 18:15:30,683 - mmaction - INFO - Epoch [56][700/1345] lr: 1.000e-02, eta: 1 day, 12:28:43, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3522, top1_acc: 0.4805, top5_acc: 0.7414, loss_cls: 2.1252, loss: 3.4773, grad_norm: 7.8278 2021-12-03 18:15:49,889 - mmaction - INFO - Epoch [56][720/1345] lr: 1.000e-02, eta: 1 day, 12:28:20, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3899, top1_acc: 0.4695, top5_acc: 0.7320, loss_cls: 2.1701, loss: 3.5600, grad_norm: 7.8428 2021-12-03 18:16:09,098 - mmaction - INFO - Epoch [56][740/1345] lr: 1.000e-02, eta: 1 day, 12:27:57, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3533, top1_acc: 0.4828, top5_acc: 0.7508, loss_cls: 2.0695, loss: 3.4228, grad_norm: 7.7304 2021-12-03 18:16:28,305 - mmaction - INFO - Epoch [56][760/1345] lr: 1.000e-02, eta: 1 day, 12:27:34, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3525, top1_acc: 0.4711, top5_acc: 0.7484, loss_cls: 2.1193, loss: 3.4718, grad_norm: 7.9620 2021-12-03 18:16:47,543 - mmaction - INFO - Epoch [56][780/1345] lr: 1.000e-02, eta: 1 day, 12:27:11, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3477, top1_acc: 0.4781, top5_acc: 0.7344, loss_cls: 2.1266, loss: 3.4743, grad_norm: 7.6607 2021-12-03 18:17:06,764 - mmaction - INFO - Epoch [56][800/1345] lr: 1.000e-02, eta: 1 day, 12:26:48, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3472, top1_acc: 0.4906, top5_acc: 0.7531, loss_cls: 2.0897, loss: 3.4369, grad_norm: 7.7879 2021-12-03 18:17:25,995 - mmaction - INFO - Epoch [56][820/1345] lr: 1.000e-02, eta: 1 day, 12:26:24, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3838, top1_acc: 0.4898, top5_acc: 0.7523, loss_cls: 2.1210, loss: 3.5048, grad_norm: 8.0412 2021-12-03 18:17:45,225 - mmaction - INFO - Epoch [56][840/1345] lr: 1.000e-02, eta: 1 day, 12:26:01, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4384, top1_acc: 0.4781, top5_acc: 0.7281, loss_cls: 2.1992, loss: 3.6376, grad_norm: 8.0144 2021-12-03 18:18:04,448 - mmaction - INFO - Epoch [56][860/1345] lr: 1.000e-02, eta: 1 day, 12:25:38, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3358, top1_acc: 0.4969, top5_acc: 0.7656, loss_cls: 2.0318, loss: 3.3676, grad_norm: 7.6511 2021-12-03 18:18:23,699 - mmaction - INFO - Epoch [56][880/1345] lr: 1.000e-02, eta: 1 day, 12:25:15, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3430, top1_acc: 0.4938, top5_acc: 0.7523, loss_cls: 2.0547, loss: 3.3977, grad_norm: 7.7452 2021-12-03 18:18:42,933 - mmaction - INFO - Epoch [56][900/1345] lr: 1.000e-02, eta: 1 day, 12:24:52, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3691, top1_acc: 0.4766, top5_acc: 0.7359, loss_cls: 2.1636, loss: 3.5327, grad_norm: 7.8518 2021-12-03 18:19:02,153 - mmaction - INFO - Epoch [56][920/1345] lr: 1.000e-02, eta: 1 day, 12:24:29, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3746, top1_acc: 0.4781, top5_acc: 0.7305, loss_cls: 2.1827, loss: 3.5574, grad_norm: 7.8889 2021-12-03 18:19:21,411 - mmaction - INFO - Epoch [56][940/1345] lr: 1.000e-02, eta: 1 day, 12:24:06, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3582, top1_acc: 0.4820, top5_acc: 0.7422, loss_cls: 2.1309, loss: 3.4891, grad_norm: 7.6303 2021-12-03 18:19:40,644 - mmaction - INFO - Epoch [56][960/1345] lr: 1.000e-02, eta: 1 day, 12:23:43, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3692, top1_acc: 0.4891, top5_acc: 0.7516, loss_cls: 2.0964, loss: 3.4656, grad_norm: 7.8560 2021-12-03 18:19:59,875 - mmaction - INFO - Epoch [56][980/1345] lr: 1.000e-02, eta: 1 day, 12:23:20, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3461, top1_acc: 0.4703, top5_acc: 0.7586, loss_cls: 2.0910, loss: 3.4372, grad_norm: 7.8527 2021-12-03 18:20:19,119 - mmaction - INFO - Epoch [56][1000/1345] lr: 1.000e-02, eta: 1 day, 12:22:57, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3202, top1_acc: 0.4992, top5_acc: 0.7570, loss_cls: 2.0507, loss: 3.3708, grad_norm: 7.7242 2021-12-03 18:20:38,313 - mmaction - INFO - Epoch [56][1020/1345] lr: 1.000e-02, eta: 1 day, 12:22:34, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3831, top1_acc: 0.4695, top5_acc: 0.7469, loss_cls: 2.1433, loss: 3.5264, grad_norm: 7.9573 2021-12-03 18:20:57,548 - mmaction - INFO - Epoch [56][1040/1345] lr: 1.000e-02, eta: 1 day, 12:22:11, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3383, top1_acc: 0.5156, top5_acc: 0.7562, loss_cls: 2.0557, loss: 3.3940, grad_norm: 7.6037 2021-12-03 18:21:16,748 - mmaction - INFO - Epoch [56][1060/1345] lr: 1.000e-02, eta: 1 day, 12:21:47, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3414, top1_acc: 0.4984, top5_acc: 0.7688, loss_cls: 2.0477, loss: 3.3891, grad_norm: 7.8475 2021-12-03 18:21:35,948 - mmaction - INFO - Epoch [56][1080/1345] lr: 1.000e-02, eta: 1 day, 12:21:24, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3578, top1_acc: 0.4688, top5_acc: 0.7328, loss_cls: 2.1550, loss: 3.5128, grad_norm: 8.0199 2021-12-03 18:21:55,163 - mmaction - INFO - Epoch [56][1100/1345] lr: 1.000e-02, eta: 1 day, 12:21:01, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3394, top1_acc: 0.4977, top5_acc: 0.7523, loss_cls: 2.0729, loss: 3.4123, grad_norm: 7.7797 2021-12-03 18:22:14,350 - mmaction - INFO - Epoch [56][1120/1345] lr: 1.000e-02, eta: 1 day, 12:20:38, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3060, top1_acc: 0.4852, top5_acc: 0.7602, loss_cls: 2.0625, loss: 3.3686, grad_norm: 7.5228 2021-12-03 18:22:33,582 - mmaction - INFO - Epoch [56][1140/1345] lr: 1.000e-02, eta: 1 day, 12:20:15, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3620, top1_acc: 0.4859, top5_acc: 0.7375, loss_cls: 2.1476, loss: 3.5097, grad_norm: 7.6938 2021-12-03 18:22:52,788 - mmaction - INFO - Epoch [56][1160/1345] lr: 1.000e-02, eta: 1 day, 12:19:52, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3982, top1_acc: 0.4828, top5_acc: 0.7320, loss_cls: 2.2133, loss: 3.6115, grad_norm: 7.7867 2021-12-03 18:23:11,998 - mmaction - INFO - Epoch [56][1180/1345] lr: 1.000e-02, eta: 1 day, 12:19:29, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3716, top1_acc: 0.4625, top5_acc: 0.7164, loss_cls: 2.2503, loss: 3.6219, grad_norm: 7.8380 2021-12-03 18:23:31,237 - mmaction - INFO - Epoch [56][1200/1345] lr: 1.000e-02, eta: 1 day, 12:19:06, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3499, top1_acc: 0.4844, top5_acc: 0.7477, loss_cls: 2.0938, loss: 3.4437, grad_norm: 7.7641 2021-12-03 18:23:50,480 - mmaction - INFO - Epoch [56][1220/1345] lr: 1.000e-02, eta: 1 day, 12:18:43, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3495, top1_acc: 0.4766, top5_acc: 0.7445, loss_cls: 2.1158, loss: 3.4653, grad_norm: 7.6741 2021-12-03 18:24:09,699 - mmaction - INFO - Epoch [56][1240/1345] lr: 1.000e-02, eta: 1 day, 12:18:20, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3613, top1_acc: 0.4852, top5_acc: 0.7367, loss_cls: 2.1271, loss: 3.4884, grad_norm: 7.5964 2021-12-03 18:24:28,927 - mmaction - INFO - Epoch [56][1260/1345] lr: 1.000e-02, eta: 1 day, 12:17:56, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3179, top1_acc: 0.4859, top5_acc: 0.7469, loss_cls: 2.0809, loss: 3.3989, grad_norm: 7.7313 2021-12-03 18:24:48,131 - mmaction - INFO - Epoch [56][1280/1345] lr: 1.000e-02, eta: 1 day, 12:17:33, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4038, top1_acc: 0.4727, top5_acc: 0.7242, loss_cls: 2.2077, loss: 3.6115, grad_norm: 7.6565 2021-12-03 18:25:07,331 - mmaction - INFO - Epoch [56][1300/1345] lr: 1.000e-02, eta: 1 day, 12:17:10, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3350, top1_acc: 0.4922, top5_acc: 0.7500, loss_cls: 2.0566, loss: 3.3916, grad_norm: 7.6860 2021-12-03 18:25:26,535 - mmaction - INFO - Epoch [56][1320/1345] lr: 1.000e-02, eta: 1 day, 12:16:47, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3264, top1_acc: 0.5125, top5_acc: 0.7594, loss_cls: 2.0629, loss: 3.3893, grad_norm: 7.5978 2021-12-03 18:25:45,776 - mmaction - INFO - Epoch [56][1340/1345] lr: 1.000e-02, eta: 1 day, 12:16:24, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3661, top1_acc: 0.4961, top5_acc: 0.7625, loss_cls: 2.0802, loss: 3.4463, grad_norm: 7.7572 2021-12-03 18:25:51,451 - mmaction - INFO - Saving checkpoint at 56 epochs 2021-12-03 18:27:59,580 - mmaction - INFO - Epoch [57][20/1345] lr: 1.000e-02, eta: 1 day, 12:18:45, time: 6.256, data_time: 5.297, memory: 8232, loss_aux: 1.3168, top1_acc: 0.5109, top5_acc: 0.7758, loss_cls: 2.0068, loss: 3.3235, grad_norm: 7.6808 2021-12-03 18:28:18,732 - mmaction - INFO - Epoch [57][40/1345] lr: 1.000e-02, eta: 1 day, 12:18:22, time: 0.957, data_time: 0.003, memory: 8232, loss_aux: 1.3339, top1_acc: 0.4953, top5_acc: 0.7539, loss_cls: 2.0267, loss: 3.3606, grad_norm: 7.6973 2021-12-03 18:28:37,919 - mmaction - INFO - Epoch [57][60/1345] lr: 1.000e-02, eta: 1 day, 12:17:58, time: 0.960, data_time: 0.003, memory: 8232, loss_aux: 1.3442, top1_acc: 0.5133, top5_acc: 0.7625, loss_cls: 2.0077, loss: 3.3519, grad_norm: 7.7622 2021-12-03 18:28:57,125 - mmaction - INFO - Epoch [57][80/1345] lr: 1.000e-02, eta: 1 day, 12:17:35, time: 0.960, data_time: 0.002, memory: 8232, loss_aux: 1.3532, top1_acc: 0.4984, top5_acc: 0.7633, loss_cls: 2.0532, loss: 3.4064, grad_norm: 7.7243 2021-12-03 18:29:16,289 - mmaction - INFO - Epoch [57][100/1345] lr: 1.000e-02, eta: 1 day, 12:17:12, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.3840, top1_acc: 0.4922, top5_acc: 0.7562, loss_cls: 2.0922, loss: 3.4762, grad_norm: 7.8312 2021-12-03 18:29:35,510 - mmaction - INFO - Epoch [57][120/1345] lr: 1.000e-02, eta: 1 day, 12:16:49, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3580, top1_acc: 0.4883, top5_acc: 0.7500, loss_cls: 2.0907, loss: 3.4487, grad_norm: 7.9043 2021-12-03 18:29:54,728 - mmaction - INFO - Epoch [57][140/1345] lr: 1.000e-02, eta: 1 day, 12:16:26, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3394, top1_acc: 0.5211, top5_acc: 0.7570, loss_cls: 2.0070, loss: 3.3464, grad_norm: 7.7139 2021-12-03 18:30:13,935 - mmaction - INFO - Epoch [57][160/1345] lr: 1.000e-02, eta: 1 day, 12:16:03, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3173, top1_acc: 0.4953, top5_acc: 0.7664, loss_cls: 2.0382, loss: 3.3555, grad_norm: 7.6126 2021-12-03 18:30:33,159 - mmaction - INFO - Epoch [57][180/1345] lr: 1.000e-02, eta: 1 day, 12:15:40, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.2971, top1_acc: 0.5133, top5_acc: 0.7758, loss_cls: 1.9750, loss: 3.2720, grad_norm: 7.5803 2021-12-03 18:30:52,403 - mmaction - INFO - Epoch [57][200/1345] lr: 1.000e-02, eta: 1 day, 12:15:17, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3033, top1_acc: 0.5102, top5_acc: 0.7664, loss_cls: 1.9889, loss: 3.2922, grad_norm: 7.6663 2021-12-03 18:31:11,642 - mmaction - INFO - Epoch [57][220/1345] lr: 1.000e-02, eta: 1 day, 12:14:53, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3144, top1_acc: 0.5109, top5_acc: 0.7664, loss_cls: 2.0093, loss: 3.3237, grad_norm: 7.8927 2021-12-03 18:31:30,857 - mmaction - INFO - Epoch [57][240/1345] lr: 1.000e-02, eta: 1 day, 12:14:30, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3280, top1_acc: 0.5000, top5_acc: 0.7695, loss_cls: 2.0172, loss: 3.3452, grad_norm: 7.4734 2021-12-03 18:31:50,097 - mmaction - INFO - Epoch [57][260/1345] lr: 1.000e-02, eta: 1 day, 12:14:07, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3413, top1_acc: 0.4945, top5_acc: 0.7641, loss_cls: 2.0264, loss: 3.3676, grad_norm: 7.6955 2021-12-03 18:32:09,342 - mmaction - INFO - Epoch [57][280/1345] lr: 1.000e-02, eta: 1 day, 12:13:44, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3637, top1_acc: 0.4906, top5_acc: 0.7602, loss_cls: 2.0744, loss: 3.4381, grad_norm: 7.7289 2021-12-03 18:32:28,572 - mmaction - INFO - Epoch [57][300/1345] lr: 1.000e-02, eta: 1 day, 12:13:21, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3319, top1_acc: 0.5055, top5_acc: 0.7531, loss_cls: 2.0395, loss: 3.3714, grad_norm: 7.7026 2021-12-03 18:32:47,777 - mmaction - INFO - Epoch [57][320/1345] lr: 1.000e-02, eta: 1 day, 12:12:58, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3114, top1_acc: 0.5023, top5_acc: 0.7602, loss_cls: 2.0300, loss: 3.3414, grad_norm: 7.8873 2021-12-03 18:33:06,993 - mmaction - INFO - Epoch [57][340/1345] lr: 1.000e-02, eta: 1 day, 12:12:35, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3519, top1_acc: 0.4836, top5_acc: 0.7609, loss_cls: 2.0450, loss: 3.3969, grad_norm: 7.6868 2021-12-03 18:33:26,218 - mmaction - INFO - Epoch [57][360/1345] lr: 1.000e-02, eta: 1 day, 12:12:12, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.2960, top1_acc: 0.5086, top5_acc: 0.7602, loss_cls: 2.0094, loss: 3.3054, grad_norm: 7.4948 2021-12-03 18:33:45,439 - mmaction - INFO - Epoch [57][380/1345] lr: 1.000e-02, eta: 1 day, 12:11:49, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3721, top1_acc: 0.4789, top5_acc: 0.7430, loss_cls: 2.1192, loss: 3.4914, grad_norm: 7.8410 2021-12-03 18:34:04,628 - mmaction - INFO - Epoch [57][400/1345] lr: 1.000e-02, eta: 1 day, 12:11:25, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3869, top1_acc: 0.4945, top5_acc: 0.7406, loss_cls: 2.1369, loss: 3.5238, grad_norm: 7.6699 2021-12-03 18:34:23,844 - mmaction - INFO - Epoch [57][420/1345] lr: 1.000e-02, eta: 1 day, 12:11:02, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3342, top1_acc: 0.4867, top5_acc: 0.7461, loss_cls: 2.0938, loss: 3.4280, grad_norm: 7.7419 2021-12-03 18:34:43,060 - mmaction - INFO - Epoch [57][440/1345] lr: 1.000e-02, eta: 1 day, 12:10:39, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3484, top1_acc: 0.4992, top5_acc: 0.7500, loss_cls: 2.0676, loss: 3.4160, grad_norm: 7.8040 2021-12-03 18:35:02,272 - mmaction - INFO - Epoch [57][460/1345] lr: 1.000e-02, eta: 1 day, 12:10:16, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3083, top1_acc: 0.5203, top5_acc: 0.7531, loss_cls: 2.0165, loss: 3.3248, grad_norm: 7.8293 2021-12-03 18:35:21,428 - mmaction - INFO - Epoch [57][480/1345] lr: 1.000e-02, eta: 1 day, 12:09:53, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.2928, top1_acc: 0.5273, top5_acc: 0.7836, loss_cls: 1.9153, loss: 3.2081, grad_norm: 7.8435 2021-12-03 18:35:40,634 - mmaction - INFO - Epoch [57][500/1345] lr: 1.000e-02, eta: 1 day, 12:09:30, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3146, top1_acc: 0.5195, top5_acc: 0.7625, loss_cls: 2.0001, loss: 3.3147, grad_norm: 7.6091 2021-12-03 18:35:59,838 - mmaction - INFO - Epoch [57][520/1345] lr: 1.000e-02, eta: 1 day, 12:09:07, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3332, top1_acc: 0.4977, top5_acc: 0.7430, loss_cls: 2.1215, loss: 3.4547, grad_norm: 8.0301 2021-12-03 18:36:19,065 - mmaction - INFO - Epoch [57][540/1345] lr: 1.000e-02, eta: 1 day, 12:08:44, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3859, top1_acc: 0.4828, top5_acc: 0.7328, loss_cls: 2.1566, loss: 3.5425, grad_norm: 7.8705 2021-12-03 18:36:38,306 - mmaction - INFO - Epoch [57][560/1345] lr: 1.000e-02, eta: 1 day, 12:08:21, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3848, top1_acc: 0.4820, top5_acc: 0.7453, loss_cls: 2.1043, loss: 3.4890, grad_norm: 7.8868 2021-12-03 18:36:57,528 - mmaction - INFO - Epoch [57][580/1345] lr: 1.000e-02, eta: 1 day, 12:07:58, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3491, top1_acc: 0.4961, top5_acc: 0.7422, loss_cls: 2.0980, loss: 3.4470, grad_norm: 7.7998 2021-12-03 18:37:16,745 - mmaction - INFO - Epoch [57][600/1345] lr: 1.000e-02, eta: 1 day, 12:07:34, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4065, top1_acc: 0.4711, top5_acc: 0.7312, loss_cls: 2.2184, loss: 3.6249, grad_norm: 7.9811 2021-12-03 18:37:35,927 - mmaction - INFO - Epoch [57][620/1345] lr: 1.000e-02, eta: 1 day, 12:07:11, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3752, top1_acc: 0.4836, top5_acc: 0.7375, loss_cls: 2.1409, loss: 3.5162, grad_norm: 7.7529 2021-12-03 18:37:55,140 - mmaction - INFO - Epoch [57][640/1345] lr: 1.000e-02, eta: 1 day, 12:06:48, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3974, top1_acc: 0.4727, top5_acc: 0.7359, loss_cls: 2.2037, loss: 3.6011, grad_norm: 7.9522 2021-12-03 18:38:14,362 - mmaction - INFO - Epoch [57][660/1345] lr: 1.000e-02, eta: 1 day, 12:06:25, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3436, top1_acc: 0.4891, top5_acc: 0.7586, loss_cls: 2.0839, loss: 3.4275, grad_norm: 7.6686 2021-12-03 18:38:33,588 - mmaction - INFO - Epoch [57][680/1345] lr: 1.000e-02, eta: 1 day, 12:06:02, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3073, top1_acc: 0.4922, top5_acc: 0.7680, loss_cls: 2.0461, loss: 3.3534, grad_norm: 7.7259 2021-12-03 18:38:52,783 - mmaction - INFO - Epoch [57][700/1345] lr: 1.000e-02, eta: 1 day, 12:05:39, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3756, top1_acc: 0.4766, top5_acc: 0.7328, loss_cls: 2.1663, loss: 3.5420, grad_norm: 7.9304 2021-12-03 18:39:11,986 - mmaction - INFO - Epoch [57][720/1345] lr: 1.000e-02, eta: 1 day, 12:05:16, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3376, top1_acc: 0.4977, top5_acc: 0.7656, loss_cls: 2.0560, loss: 3.3936, grad_norm: 7.8414 2021-12-03 18:39:31,182 - mmaction - INFO - Epoch [57][740/1345] lr: 1.000e-02, eta: 1 day, 12:04:53, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3303, top1_acc: 0.5156, top5_acc: 0.7641, loss_cls: 2.0249, loss: 3.3552, grad_norm: 7.6705 2021-12-03 18:39:50,385 - mmaction - INFO - Epoch [57][760/1345] lr: 1.000e-02, eta: 1 day, 12:04:30, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3993, top1_acc: 0.4641, top5_acc: 0.7320, loss_cls: 2.2097, loss: 3.6090, grad_norm: 7.8061 2021-12-03 18:40:09,613 - mmaction - INFO - Epoch [57][780/1345] lr: 1.000e-02, eta: 1 day, 12:04:07, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3429, top1_acc: 0.4977, top5_acc: 0.7664, loss_cls: 2.0517, loss: 3.3946, grad_norm: 7.6331 2021-12-03 18:40:28,827 - mmaction - INFO - Epoch [57][800/1345] lr: 1.000e-02, eta: 1 day, 12:03:44, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3800, top1_acc: 0.4688, top5_acc: 0.7391, loss_cls: 2.1652, loss: 3.5452, grad_norm: 7.6219 2021-12-03 18:40:48,044 - mmaction - INFO - Epoch [57][820/1345] lr: 1.000e-02, eta: 1 day, 12:03:21, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3725, top1_acc: 0.4695, top5_acc: 0.7320, loss_cls: 2.1655, loss: 3.5380, grad_norm: 8.1422 2021-12-03 18:41:07,297 - mmaction - INFO - Epoch [57][840/1345] lr: 1.000e-02, eta: 1 day, 12:02:58, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3298, top1_acc: 0.4906, top5_acc: 0.7727, loss_cls: 2.0518, loss: 3.3816, grad_norm: 7.6855 2021-12-03 18:41:26,480 - mmaction - INFO - Epoch [57][860/1345] lr: 1.000e-02, eta: 1 day, 12:02:34, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3592, top1_acc: 0.4688, top5_acc: 0.7211, loss_cls: 2.1273, loss: 3.4865, grad_norm: 7.8261 2021-12-03 18:41:45,678 - mmaction - INFO - Epoch [57][880/1345] lr: 1.000e-02, eta: 1 day, 12:02:11, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3756, top1_acc: 0.4813, top5_acc: 0.7406, loss_cls: 2.1170, loss: 3.4926, grad_norm: 7.6960 2021-12-03 18:42:04,849 - mmaction - INFO - Epoch [57][900/1345] lr: 1.000e-02, eta: 1 day, 12:01:48, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3862, top1_acc: 0.4867, top5_acc: 0.7398, loss_cls: 2.1727, loss: 3.5589, grad_norm: 7.7936 2021-12-03 18:42:24,039 - mmaction - INFO - Epoch [57][920/1345] lr: 1.000e-02, eta: 1 day, 12:01:25, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3612, top1_acc: 0.4734, top5_acc: 0.7500, loss_cls: 2.1073, loss: 3.4685, grad_norm: 7.7565 2021-12-03 18:42:43,233 - mmaction - INFO - Epoch [57][940/1345] lr: 1.000e-02, eta: 1 day, 12:01:02, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3176, top1_acc: 0.4984, top5_acc: 0.7633, loss_cls: 2.0361, loss: 3.3538, grad_norm: 7.6278 2021-12-03 18:43:02,468 - mmaction - INFO - Epoch [57][960/1345] lr: 1.000e-02, eta: 1 day, 12:00:39, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3043, top1_acc: 0.5008, top5_acc: 0.7688, loss_cls: 2.0230, loss: 3.3272, grad_norm: 7.5844 2021-12-03 18:43:21,668 - mmaction - INFO - Epoch [57][980/1345] lr: 1.000e-02, eta: 1 day, 12:00:16, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3596, top1_acc: 0.4891, top5_acc: 0.7461, loss_cls: 2.1096, loss: 3.4691, grad_norm: 7.6589 2021-12-03 18:43:40,903 - mmaction - INFO - Epoch [57][1000/1345] lr: 1.000e-02, eta: 1 day, 11:59:53, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3807, top1_acc: 0.4602, top5_acc: 0.7195, loss_cls: 2.1987, loss: 3.5794, grad_norm: 7.9120 2021-12-03 18:44:00,118 - mmaction - INFO - Epoch [57][1020/1345] lr: 1.000e-02, eta: 1 day, 11:59:30, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3887, top1_acc: 0.4781, top5_acc: 0.7289, loss_cls: 2.2011, loss: 3.5898, grad_norm: 7.7234 2021-12-03 18:44:19,342 - mmaction - INFO - Epoch [57][1040/1345] lr: 1.000e-02, eta: 1 day, 11:59:07, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3837, top1_acc: 0.4586, top5_acc: 0.7188, loss_cls: 2.2272, loss: 3.6108, grad_norm: 7.9736 2021-12-03 18:44:38,566 - mmaction - INFO - Epoch [57][1060/1345] lr: 1.000e-02, eta: 1 day, 11:58:44, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3400, top1_acc: 0.4883, top5_acc: 0.7398, loss_cls: 2.1420, loss: 3.4820, grad_norm: 7.7291 2021-12-03 18:44:57,768 - mmaction - INFO - Epoch [57][1080/1345] lr: 1.000e-02, eta: 1 day, 11:58:21, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3497, top1_acc: 0.4938, top5_acc: 0.7523, loss_cls: 2.0944, loss: 3.4441, grad_norm: 7.4899 2021-12-03 18:45:16,988 - mmaction - INFO - Epoch [57][1100/1345] lr: 1.000e-02, eta: 1 day, 11:57:58, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3442, top1_acc: 0.4914, top5_acc: 0.7672, loss_cls: 2.0645, loss: 3.4087, grad_norm: 7.6254 2021-12-03 18:45:36,208 - mmaction - INFO - Epoch [57][1120/1345] lr: 1.000e-02, eta: 1 day, 11:57:35, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3665, top1_acc: 0.4711, top5_acc: 0.7438, loss_cls: 2.1763, loss: 3.5427, grad_norm: 7.7642 2021-12-03 18:45:55,423 - mmaction - INFO - Epoch [57][1140/1345] lr: 1.000e-02, eta: 1 day, 11:57:12, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3123, top1_acc: 0.4961, top5_acc: 0.7609, loss_cls: 2.0718, loss: 3.3841, grad_norm: 7.6490 2021-12-03 18:46:14,649 - mmaction - INFO - Epoch [57][1160/1345] lr: 1.000e-02, eta: 1 day, 11:56:49, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3552, top1_acc: 0.4711, top5_acc: 0.7438, loss_cls: 2.1290, loss: 3.4842, grad_norm: 7.5374 2021-12-03 18:46:33,840 - mmaction - INFO - Epoch [57][1180/1345] lr: 1.000e-02, eta: 1 day, 11:56:26, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3459, top1_acc: 0.4914, top5_acc: 0.7492, loss_cls: 2.1235, loss: 3.4694, grad_norm: 7.7871 2021-12-03 18:46:53,025 - mmaction - INFO - Epoch [57][1200/1345] lr: 1.000e-02, eta: 1 day, 11:56:03, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3548, top1_acc: 0.5008, top5_acc: 0.7539, loss_cls: 2.0626, loss: 3.4174, grad_norm: 7.4557 2021-12-03 18:47:12,229 - mmaction - INFO - Epoch [57][1220/1345] lr: 1.000e-02, eta: 1 day, 11:55:39, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3157, top1_acc: 0.5008, top5_acc: 0.7539, loss_cls: 2.0442, loss: 3.3599, grad_norm: 7.5955 2021-12-03 18:47:31,461 - mmaction - INFO - Epoch [57][1240/1345] lr: 1.000e-02, eta: 1 day, 11:55:16, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3487, top1_acc: 0.5117, top5_acc: 0.7570, loss_cls: 2.0640, loss: 3.4127, grad_norm: 7.8876 2021-12-03 18:47:50,674 - mmaction - INFO - Epoch [57][1260/1345] lr: 1.000e-02, eta: 1 day, 11:54:53, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3479, top1_acc: 0.5062, top5_acc: 0.7633, loss_cls: 2.0710, loss: 3.4189, grad_norm: 7.8061 2021-12-03 18:48:09,902 - mmaction - INFO - Epoch [57][1280/1345] lr: 1.000e-02, eta: 1 day, 11:54:30, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3257, top1_acc: 0.4984, top5_acc: 0.7602, loss_cls: 2.0471, loss: 3.3728, grad_norm: 7.6792 2021-12-03 18:48:29,117 - mmaction - INFO - Epoch [57][1300/1345] lr: 1.000e-02, eta: 1 day, 11:54:07, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4021, top1_acc: 0.4758, top5_acc: 0.7305, loss_cls: 2.1924, loss: 3.5945, grad_norm: 7.9810 2021-12-03 18:48:48,351 - mmaction - INFO - Epoch [57][1320/1345] lr: 1.000e-02, eta: 1 day, 11:53:44, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3819, top1_acc: 0.4711, top5_acc: 0.7336, loss_cls: 2.1444, loss: 3.5263, grad_norm: 7.7193 2021-12-03 18:49:07,570 - mmaction - INFO - Epoch [57][1340/1345] lr: 1.000e-02, eta: 1 day, 11:53:21, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3544, top1_acc: 0.4969, top5_acc: 0.7453, loss_cls: 2.1297, loss: 3.4842, grad_norm: 7.8083 2021-12-03 18:49:13,291 - mmaction - INFO - Saving checkpoint at 57 epochs 2021-12-03 18:51:21,120 - mmaction - INFO - Epoch [58][20/1345] lr: 1.000e-02, eta: 1 day, 11:55:39, time: 6.308, data_time: 5.356, memory: 8232, loss_aux: 1.3314, top1_acc: 0.5062, top5_acc: 0.7648, loss_cls: 2.0068, loss: 3.3381, grad_norm: 7.6425 2021-12-03 18:51:40,245 - mmaction - INFO - Epoch [58][40/1345] lr: 1.000e-02, eta: 1 day, 11:55:16, time: 0.956, data_time: 0.003, memory: 8232, loss_aux: 1.3267, top1_acc: 0.5117, top5_acc: 0.7703, loss_cls: 2.0192, loss: 3.3459, grad_norm: 7.5198 2021-12-03 18:51:59,396 - mmaction - INFO - Epoch [58][60/1345] lr: 1.000e-02, eta: 1 day, 11:54:53, time: 0.958, data_time: 0.002, memory: 8232, loss_aux: 1.3464, top1_acc: 0.4828, top5_acc: 0.7555, loss_cls: 2.0328, loss: 3.3792, grad_norm: 7.6427 2021-12-03 18:52:18,566 - mmaction - INFO - Epoch [58][80/1345] lr: 1.000e-02, eta: 1 day, 11:54:30, time: 0.959, data_time: 0.002, memory: 8232, loss_aux: 1.3146, top1_acc: 0.5078, top5_acc: 0.7750, loss_cls: 1.9790, loss: 3.2937, grad_norm: 7.8851 2021-12-03 18:52:37,718 - mmaction - INFO - Epoch [58][100/1345] lr: 1.000e-02, eta: 1 day, 11:54:07, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 1.3098, top1_acc: 0.4969, top5_acc: 0.7602, loss_cls: 2.0360, loss: 3.3457, grad_norm: 7.9427 2021-12-03 18:52:56,888 - mmaction - INFO - Epoch [58][120/1345] lr: 1.000e-02, eta: 1 day, 11:53:43, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3491, top1_acc: 0.4922, top5_acc: 0.7547, loss_cls: 2.0898, loss: 3.4389, grad_norm: 7.9451 2021-12-03 18:53:16,069 - mmaction - INFO - Epoch [58][140/1345] lr: 1.000e-02, eta: 1 day, 11:53:20, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3544, top1_acc: 0.4836, top5_acc: 0.7633, loss_cls: 2.0968, loss: 3.4512, grad_norm: 7.9006 2021-12-03 18:53:35,283 - mmaction - INFO - Epoch [58][160/1345] lr: 1.000e-02, eta: 1 day, 11:52:57, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3399, top1_acc: 0.5078, top5_acc: 0.7570, loss_cls: 2.0298, loss: 3.3697, grad_norm: 7.6709 2021-12-03 18:53:54,460 - mmaction - INFO - Epoch [58][180/1345] lr: 1.000e-02, eta: 1 day, 11:52:34, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3544, top1_acc: 0.4938, top5_acc: 0.7656, loss_cls: 2.0662, loss: 3.4206, grad_norm: 7.9411 2021-12-03 18:54:13,688 - mmaction - INFO - Epoch [58][200/1345] lr: 1.000e-02, eta: 1 day, 11:52:11, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3508, top1_acc: 0.4898, top5_acc: 0.7477, loss_cls: 2.0902, loss: 3.4410, grad_norm: 7.7948 2021-12-03 18:54:32,880 - mmaction - INFO - Epoch [58][220/1345] lr: 1.000e-02, eta: 1 day, 11:51:48, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3767, top1_acc: 0.4883, top5_acc: 0.7383, loss_cls: 2.1495, loss: 3.5262, grad_norm: 7.8148 2021-12-03 18:54:52,078 - mmaction - INFO - Epoch [58][240/1345] lr: 1.000e-02, eta: 1 day, 11:51:25, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3021, top1_acc: 0.5180, top5_acc: 0.7695, loss_cls: 1.9930, loss: 3.2951, grad_norm: 7.6675 2021-12-03 18:55:11,262 - mmaction - INFO - Epoch [58][260/1345] lr: 1.000e-02, eta: 1 day, 11:51:02, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3316, top1_acc: 0.4844, top5_acc: 0.7594, loss_cls: 2.0498, loss: 3.3814, grad_norm: 7.7541 2021-12-03 18:55:30,457 - mmaction - INFO - Epoch [58][280/1345] lr: 1.000e-02, eta: 1 day, 11:50:39, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3850, top1_acc: 0.4797, top5_acc: 0.7391, loss_cls: 2.1334, loss: 3.5184, grad_norm: 8.0250 2021-12-03 18:55:49,628 - mmaction - INFO - Epoch [58][300/1345] lr: 1.000e-02, eta: 1 day, 11:50:16, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3140, top1_acc: 0.5055, top5_acc: 0.7594, loss_cls: 1.9977, loss: 3.3117, grad_norm: 7.7007 2021-12-03 18:56:08,833 - mmaction - INFO - Epoch [58][320/1345] lr: 1.000e-02, eta: 1 day, 11:49:52, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3690, top1_acc: 0.4695, top5_acc: 0.7438, loss_cls: 2.1838, loss: 3.5528, grad_norm: 7.9835 2021-12-03 18:56:28,029 - mmaction - INFO - Epoch [58][340/1345] lr: 1.000e-02, eta: 1 day, 11:49:29, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3617, top1_acc: 0.4750, top5_acc: 0.7414, loss_cls: 2.1341, loss: 3.4957, grad_norm: 7.7279 2021-12-03 18:56:47,225 - mmaction - INFO - Epoch [58][360/1345] lr: 1.000e-02, eta: 1 day, 11:49:06, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3651, top1_acc: 0.5172, top5_acc: 0.7508, loss_cls: 2.0226, loss: 3.3877, grad_norm: 7.4654 2021-12-03 18:57:06,419 - mmaction - INFO - Epoch [58][380/1345] lr: 1.000e-02, eta: 1 day, 11:48:43, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3715, top1_acc: 0.4852, top5_acc: 0.7422, loss_cls: 2.1082, loss: 3.4797, grad_norm: 7.8845 2021-12-03 18:57:25,599 - mmaction - INFO - Epoch [58][400/1345] lr: 1.000e-02, eta: 1 day, 11:48:20, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3388, top1_acc: 0.4914, top5_acc: 0.7609, loss_cls: 2.0642, loss: 3.4030, grad_norm: 7.8234 2021-12-03 18:57:44,794 - mmaction - INFO - Epoch [58][420/1345] lr: 1.000e-02, eta: 1 day, 11:47:57, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3741, top1_acc: 0.4820, top5_acc: 0.7508, loss_cls: 2.1395, loss: 3.5137, grad_norm: 7.8192 2021-12-03 18:58:03,985 - mmaction - INFO - Epoch [58][440/1345] lr: 1.000e-02, eta: 1 day, 11:47:34, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3311, top1_acc: 0.4984, top5_acc: 0.7617, loss_cls: 2.0398, loss: 3.3708, grad_norm: 7.5772 2021-12-03 18:58:23,174 - mmaction - INFO - Epoch [58][460/1345] lr: 1.000e-02, eta: 1 day, 11:47:11, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3435, top1_acc: 0.4930, top5_acc: 0.7453, loss_cls: 2.0794, loss: 3.4229, grad_norm: 7.8256 2021-12-03 18:58:42,383 - mmaction - INFO - Epoch [58][480/1345] lr: 1.000e-02, eta: 1 day, 11:46:48, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3551, top1_acc: 0.4828, top5_acc: 0.7531, loss_cls: 2.0682, loss: 3.4233, grad_norm: 7.9165 2021-12-03 18:59:01,612 - mmaction - INFO - Epoch [58][500/1345] lr: 1.000e-02, eta: 1 day, 11:46:25, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3763, top1_acc: 0.4789, top5_acc: 0.7586, loss_cls: 2.1100, loss: 3.4863, grad_norm: 8.0205 2021-12-03 18:59:20,800 - mmaction - INFO - Epoch [58][520/1345] lr: 1.000e-02, eta: 1 day, 11:46:02, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3691, top1_acc: 0.4891, top5_acc: 0.7547, loss_cls: 2.0886, loss: 3.4576, grad_norm: 7.7616 2021-12-03 18:59:40,021 - mmaction - INFO - Epoch [58][540/1345] lr: 1.000e-02, eta: 1 day, 11:45:39, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3273, top1_acc: 0.5008, top5_acc: 0.7641, loss_cls: 2.0417, loss: 3.3690, grad_norm: 7.9289 2021-12-03 18:59:59,201 - mmaction - INFO - Epoch [58][560/1345] lr: 1.000e-02, eta: 1 day, 11:45:16, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3620, top1_acc: 0.4703, top5_acc: 0.7359, loss_cls: 2.1688, loss: 3.5308, grad_norm: 7.9138 2021-12-03 19:00:18,418 - mmaction - INFO - Epoch [58][580/1345] lr: 1.000e-02, eta: 1 day, 11:44:53, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3572, top1_acc: 0.4898, top5_acc: 0.7508, loss_cls: 2.1023, loss: 3.4595, grad_norm: 7.8448 2021-12-03 19:00:37,631 - mmaction - INFO - Epoch [58][600/1345] lr: 1.000e-02, eta: 1 day, 11:44:30, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3329, top1_acc: 0.4820, top5_acc: 0.7516, loss_cls: 2.1150, loss: 3.4479, grad_norm: 7.7938 2021-12-03 19:00:56,839 - mmaction - INFO - Epoch [58][620/1345] lr: 1.000e-02, eta: 1 day, 11:44:07, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3557, top1_acc: 0.4891, top5_acc: 0.7516, loss_cls: 2.0902, loss: 3.4459, grad_norm: 7.7639 2021-12-03 19:01:16,047 - mmaction - INFO - Epoch [58][640/1345] lr: 1.000e-02, eta: 1 day, 11:43:44, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3627, top1_acc: 0.5023, top5_acc: 0.7484, loss_cls: 2.0947, loss: 3.4574, grad_norm: 7.7346 2021-12-03 19:01:35,243 - mmaction - INFO - Epoch [58][660/1345] lr: 1.000e-02, eta: 1 day, 11:43:21, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3435, top1_acc: 0.4914, top5_acc: 0.7648, loss_cls: 2.0655, loss: 3.4090, grad_norm: 7.8232 2021-12-03 19:01:54,425 - mmaction - INFO - Epoch [58][680/1345] lr: 1.000e-02, eta: 1 day, 11:42:57, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3570, top1_acc: 0.4789, top5_acc: 0.7367, loss_cls: 2.1621, loss: 3.5192, grad_norm: 7.9238 2021-12-03 19:02:13,641 - mmaction - INFO - Epoch [58][700/1345] lr: 1.000e-02, eta: 1 day, 11:42:34, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3473, top1_acc: 0.4875, top5_acc: 0.7531, loss_cls: 2.0853, loss: 3.4325, grad_norm: 7.6870 2021-12-03 19:02:32,864 - mmaction - INFO - Epoch [58][720/1345] lr: 1.000e-02, eta: 1 day, 11:42:11, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3526, top1_acc: 0.4789, top5_acc: 0.7555, loss_cls: 2.1153, loss: 3.4679, grad_norm: 7.7796 2021-12-03 19:02:52,069 - mmaction - INFO - Epoch [58][740/1345] lr: 1.000e-02, eta: 1 day, 11:41:48, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3728, top1_acc: 0.4852, top5_acc: 0.7500, loss_cls: 2.1255, loss: 3.4983, grad_norm: 7.7408 2021-12-03 19:03:11,283 - mmaction - INFO - Epoch [58][760/1345] lr: 1.000e-02, eta: 1 day, 11:41:25, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3835, top1_acc: 0.4758, top5_acc: 0.7359, loss_cls: 2.1735, loss: 3.5569, grad_norm: 7.8006 2021-12-03 19:03:30,490 - mmaction - INFO - Epoch [58][780/1345] lr: 1.000e-02, eta: 1 day, 11:41:02, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3337, top1_acc: 0.4977, top5_acc: 0.7555, loss_cls: 2.0731, loss: 3.4068, grad_norm: 7.5852 2021-12-03 19:03:49,703 - mmaction - INFO - Epoch [58][800/1345] lr: 1.000e-02, eta: 1 day, 11:40:39, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3096, top1_acc: 0.4992, top5_acc: 0.7594, loss_cls: 2.0543, loss: 3.3639, grad_norm: 7.3790 2021-12-03 19:04:08,944 - mmaction - INFO - Epoch [58][820/1345] lr: 1.000e-02, eta: 1 day, 11:40:16, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3322, top1_acc: 0.5086, top5_acc: 0.7484, loss_cls: 2.0692, loss: 3.4013, grad_norm: 7.5766 2021-12-03 19:04:28,161 - mmaction - INFO - Epoch [58][840/1345] lr: 1.000e-02, eta: 1 day, 11:39:53, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3533, top1_acc: 0.4875, top5_acc: 0.7250, loss_cls: 2.1218, loss: 3.4751, grad_norm: 7.9105 2021-12-03 19:04:47,379 - mmaction - INFO - Epoch [58][860/1345] lr: 1.000e-02, eta: 1 day, 11:39:30, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3733, top1_acc: 0.4719, top5_acc: 0.7469, loss_cls: 2.1361, loss: 3.5094, grad_norm: 7.8370 2021-12-03 19:05:06,602 - mmaction - INFO - Epoch [58][880/1345] lr: 1.000e-02, eta: 1 day, 11:39:08, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3460, top1_acc: 0.4992, top5_acc: 0.7562, loss_cls: 2.0496, loss: 3.3957, grad_norm: 7.7772 2021-12-03 19:05:25,811 - mmaction - INFO - Epoch [58][900/1345] lr: 1.000e-02, eta: 1 day, 11:38:45, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3514, top1_acc: 0.4797, top5_acc: 0.7445, loss_cls: 2.0965, loss: 3.4478, grad_norm: 7.6862 2021-12-03 19:05:45,027 - mmaction - INFO - Epoch [58][920/1345] lr: 1.000e-02, eta: 1 day, 11:38:22, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3657, top1_acc: 0.4891, top5_acc: 0.7438, loss_cls: 2.0991, loss: 3.4648, grad_norm: 7.6336 2021-12-03 19:06:04,258 - mmaction - INFO - Epoch [58][940/1345] lr: 1.000e-02, eta: 1 day, 11:37:59, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3641, top1_acc: 0.5031, top5_acc: 0.7508, loss_cls: 2.0685, loss: 3.4325, grad_norm: 7.7938 2021-12-03 19:06:23,437 - mmaction - INFO - Epoch [58][960/1345] lr: 1.000e-02, eta: 1 day, 11:37:36, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3451, top1_acc: 0.4844, top5_acc: 0.7547, loss_cls: 2.1054, loss: 3.4505, grad_norm: 7.9009 2021-12-03 19:06:42,658 - mmaction - INFO - Epoch [58][980/1345] lr: 1.000e-02, eta: 1 day, 11:37:13, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3530, top1_acc: 0.4797, top5_acc: 0.7453, loss_cls: 2.1415, loss: 3.4944, grad_norm: 7.6835 2021-12-03 19:07:01,890 - mmaction - INFO - Epoch [58][1000/1345] lr: 1.000e-02, eta: 1 day, 11:36:50, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3392, top1_acc: 0.4867, top5_acc: 0.7516, loss_cls: 2.0698, loss: 3.4090, grad_norm: 7.6715 2021-12-03 19:07:21,127 - mmaction - INFO - Epoch [58][1020/1345] lr: 1.000e-02, eta: 1 day, 11:36:27, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3668, top1_acc: 0.4945, top5_acc: 0.7500, loss_cls: 2.1166, loss: 3.4834, grad_norm: 7.5348 2021-12-03 19:07:40,344 - mmaction - INFO - Epoch [58][1040/1345] lr: 1.000e-02, eta: 1 day, 11:36:04, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3145, top1_acc: 0.5016, top5_acc: 0.7453, loss_cls: 2.0762, loss: 3.3907, grad_norm: 7.5625 2021-12-03 19:07:59,540 - mmaction - INFO - Epoch [58][1060/1345] lr: 1.000e-02, eta: 1 day, 11:35:41, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3089, top1_acc: 0.5023, top5_acc: 0.7656, loss_cls: 2.0649, loss: 3.3739, grad_norm: 7.5911 2021-12-03 19:08:18,744 - mmaction - INFO - Epoch [58][1080/1345] lr: 1.000e-02, eta: 1 day, 11:35:18, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3199, top1_acc: 0.5164, top5_acc: 0.7703, loss_cls: 2.0037, loss: 3.3236, grad_norm: 7.6449 2021-12-03 19:08:37,971 - mmaction - INFO - Epoch [58][1100/1345] lr: 1.000e-02, eta: 1 day, 11:34:55, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3364, top1_acc: 0.5031, top5_acc: 0.7500, loss_cls: 2.0459, loss: 3.3823, grad_norm: 7.4801 2021-12-03 19:08:57,183 - mmaction - INFO - Epoch [58][1120/1345] lr: 1.000e-02, eta: 1 day, 11:34:32, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3612, top1_acc: 0.4938, top5_acc: 0.7453, loss_cls: 2.1409, loss: 3.5020, grad_norm: 7.9952 2021-12-03 19:09:16,400 - mmaction - INFO - Epoch [58][1140/1345] lr: 1.000e-02, eta: 1 day, 11:34:09, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3645, top1_acc: 0.4922, top5_acc: 0.7492, loss_cls: 2.1387, loss: 3.5032, grad_norm: 7.9726 2021-12-03 19:09:35,584 - mmaction - INFO - Epoch [58][1160/1345] lr: 1.000e-02, eta: 1 day, 11:33:46, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3624, top1_acc: 0.4992, top5_acc: 0.7422, loss_cls: 2.0903, loss: 3.4527, grad_norm: 7.7706 2021-12-03 19:09:54,824 - mmaction - INFO - Epoch [58][1180/1345] lr: 1.000e-02, eta: 1 day, 11:33:23, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3293, top1_acc: 0.5141, top5_acc: 0.7555, loss_cls: 2.0513, loss: 3.3806, grad_norm: 7.5933 2021-12-03 19:10:14,019 - mmaction - INFO - Epoch [58][1200/1345] lr: 1.000e-02, eta: 1 day, 11:33:00, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3323, top1_acc: 0.5070, top5_acc: 0.7469, loss_cls: 2.0584, loss: 3.3907, grad_norm: 7.7384 2021-12-03 19:10:33,234 - mmaction - INFO - Epoch [58][1220/1345] lr: 1.000e-02, eta: 1 day, 11:32:37, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3399, top1_acc: 0.5172, top5_acc: 0.7758, loss_cls: 1.9824, loss: 3.3224, grad_norm: 7.8225 2021-12-03 19:10:52,444 - mmaction - INFO - Epoch [58][1240/1345] lr: 1.000e-02, eta: 1 day, 11:32:14, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4220, top1_acc: 0.4664, top5_acc: 0.7063, loss_cls: 2.2551, loss: 3.6771, grad_norm: 8.0178 2021-12-03 19:11:11,633 - mmaction - INFO - Epoch [58][1260/1345] lr: 1.000e-02, eta: 1 day, 11:31:51, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3747, top1_acc: 0.4703, top5_acc: 0.7477, loss_cls: 2.1406, loss: 3.5154, grad_norm: 7.7478 2021-12-03 19:11:30,862 - mmaction - INFO - Epoch [58][1280/1345] lr: 1.000e-02, eta: 1 day, 11:31:28, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3366, top1_acc: 0.5031, top5_acc: 0.7547, loss_cls: 2.0694, loss: 3.4061, grad_norm: 7.7481 2021-12-03 19:11:50,098 - mmaction - INFO - Epoch [58][1300/1345] lr: 1.000e-02, eta: 1 day, 11:31:05, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.4109, top1_acc: 0.4672, top5_acc: 0.7320, loss_cls: 2.2143, loss: 3.6252, grad_norm: 7.8468 2021-12-03 19:12:09,295 - mmaction - INFO - Epoch [58][1320/1345] lr: 1.000e-02, eta: 1 day, 11:30:42, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3464, top1_acc: 0.4891, top5_acc: 0.7508, loss_cls: 2.1102, loss: 3.4566, grad_norm: 7.7949 2021-12-03 19:12:28,524 - mmaction - INFO - Epoch [58][1340/1345] lr: 1.000e-02, eta: 1 day, 11:30:19, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3220, top1_acc: 0.4992, top5_acc: 0.7633, loss_cls: 2.0546, loss: 3.3765, grad_norm: 7.8598 2021-12-03 19:12:34,110 - mmaction - INFO - Saving checkpoint at 58 epochs 2021-12-03 19:14:38,805 - mmaction - INFO - Epoch [59][20/1345] lr: 1.000e-02, eta: 1 day, 11:32:18, time: 5.846, data_time: 4.896, memory: 8232, loss_aux: 1.3515, top1_acc: 0.4945, top5_acc: 0.7375, loss_cls: 2.0921, loss: 3.4437, grad_norm: 7.7591 2021-12-03 19:14:57,918 - mmaction - INFO - Epoch [59][40/1345] lr: 1.000e-02, eta: 1 day, 11:31:55, time: 0.956, data_time: 0.004, memory: 8232, loss_aux: 1.3039, top1_acc: 0.5273, top5_acc: 0.7648, loss_cls: 1.9696, loss: 3.2735, grad_norm: 7.4926 2021-12-03 19:15:17,018 - mmaction - INFO - Epoch [59][60/1345] lr: 1.000e-02, eta: 1 day, 11:31:31, time: 0.955, data_time: 0.002, memory: 8232, loss_aux: 1.3735, top1_acc: 0.4836, top5_acc: 0.7477, loss_cls: 2.1204, loss: 3.4939, grad_norm: 7.8006 2021-12-03 19:15:36,157 - mmaction - INFO - Epoch [59][80/1345] lr: 1.000e-02, eta: 1 day, 11:31:08, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 1.3166, top1_acc: 0.5203, top5_acc: 0.7672, loss_cls: 1.9764, loss: 3.2930, grad_norm: 7.5746 2021-12-03 19:15:55,290 - mmaction - INFO - Epoch [59][100/1345] lr: 1.000e-02, eta: 1 day, 11:30:45, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 1.3362, top1_acc: 0.5141, top5_acc: 0.7531, loss_cls: 1.9860, loss: 3.3222, grad_norm: 7.5616 2021-12-03 19:16:14,451 - mmaction - INFO - Epoch [59][120/1345] lr: 1.000e-02, eta: 1 day, 11:30:22, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.3611, top1_acc: 0.4828, top5_acc: 0.7539, loss_cls: 2.0958, loss: 3.4569, grad_norm: 7.7984 2021-12-03 19:16:33,643 - mmaction - INFO - Epoch [59][140/1345] lr: 1.000e-02, eta: 1 day, 11:29:59, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3366, top1_acc: 0.5000, top5_acc: 0.7648, loss_cls: 2.0479, loss: 3.3844, grad_norm: 7.8762 2021-12-03 19:16:52,825 - mmaction - INFO - Epoch [59][160/1345] lr: 1.000e-02, eta: 1 day, 11:29:36, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3474, top1_acc: 0.4930, top5_acc: 0.7391, loss_cls: 2.0946, loss: 3.4420, grad_norm: 7.6042 2021-12-03 19:17:12,010 - mmaction - INFO - Epoch [59][180/1345] lr: 1.000e-02, eta: 1 day, 11:29:13, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3215, top1_acc: 0.5109, top5_acc: 0.7617, loss_cls: 2.0238, loss: 3.3453, grad_norm: 7.7750 2021-12-03 19:17:31,186 - mmaction - INFO - Epoch [59][200/1345] lr: 1.000e-02, eta: 1 day, 11:28:50, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.2825, top1_acc: 0.5320, top5_acc: 0.7812, loss_cls: 1.9004, loss: 3.1829, grad_norm: 7.6233 2021-12-03 19:17:50,355 - mmaction - INFO - Epoch [59][220/1345] lr: 1.000e-02, eta: 1 day, 11:28:27, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.3135, top1_acc: 0.5312, top5_acc: 0.7641, loss_cls: 1.9467, loss: 3.2603, grad_norm: 7.6040 2021-12-03 19:18:09,590 - mmaction - INFO - Epoch [59][240/1345] lr: 1.000e-02, eta: 1 day, 11:28:04, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3625, top1_acc: 0.5094, top5_acc: 0.7547, loss_cls: 2.0578, loss: 3.4202, grad_norm: 7.8726 2021-12-03 19:18:28,794 - mmaction - INFO - Epoch [59][260/1345] lr: 1.000e-02, eta: 1 day, 11:27:41, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3356, top1_acc: 0.4914, top5_acc: 0.7516, loss_cls: 2.0992, loss: 3.4348, grad_norm: 7.8322 2021-12-03 19:18:48,022 - mmaction - INFO - Epoch [59][280/1345] lr: 1.000e-02, eta: 1 day, 11:27:18, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3638, top1_acc: 0.4695, top5_acc: 0.7492, loss_cls: 2.1000, loss: 3.4638, grad_norm: 7.8115 2021-12-03 19:19:07,249 - mmaction - INFO - Epoch [59][300/1345] lr: 1.000e-02, eta: 1 day, 11:26:55, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3288, top1_acc: 0.4961, top5_acc: 0.7586, loss_cls: 2.0306, loss: 3.3594, grad_norm: 7.6254 2021-12-03 19:19:26,459 - mmaction - INFO - Epoch [59][320/1345] lr: 1.000e-02, eta: 1 day, 11:26:32, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.2891, top1_acc: 0.5242, top5_acc: 0.7789, loss_cls: 1.9206, loss: 3.2098, grad_norm: 7.5686 2021-12-03 19:19:45,677 - mmaction - INFO - Epoch [59][340/1345] lr: 1.000e-02, eta: 1 day, 11:26:09, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3671, top1_acc: 0.4773, top5_acc: 0.7438, loss_cls: 2.1169, loss: 3.4840, grad_norm: 7.9884 2021-12-03 19:20:04,903 - mmaction - INFO - Epoch [59][360/1345] lr: 1.000e-02, eta: 1 day, 11:25:46, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3606, top1_acc: 0.4922, top5_acc: 0.7477, loss_cls: 2.1076, loss: 3.4682, grad_norm: 7.9451 2021-12-03 19:20:24,131 - mmaction - INFO - Epoch [59][380/1345] lr: 1.000e-02, eta: 1 day, 11:25:23, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3829, top1_acc: 0.4867, top5_acc: 0.7344, loss_cls: 2.1591, loss: 3.5420, grad_norm: 8.0417 2021-12-03 19:20:43,366 - mmaction - INFO - Epoch [59][400/1345] lr: 1.000e-02, eta: 1 day, 11:25:00, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3266, top1_acc: 0.5133, top5_acc: 0.7734, loss_cls: 2.0047, loss: 3.3312, grad_norm: 7.7201 2021-12-03 19:21:02,566 - mmaction - INFO - Epoch [59][420/1345] lr: 1.000e-02, eta: 1 day, 11:24:37, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3192, top1_acc: 0.5148, top5_acc: 0.7539, loss_cls: 2.0436, loss: 3.3629, grad_norm: 7.6795 2021-12-03 19:21:21,805 - mmaction - INFO - Epoch [59][440/1345] lr: 1.000e-02, eta: 1 day, 11:24:14, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3411, top1_acc: 0.4961, top5_acc: 0.7523, loss_cls: 2.0427, loss: 3.3838, grad_norm: 7.9434 2021-12-03 19:21:40,996 - mmaction - INFO - Epoch [59][460/1345] lr: 1.000e-02, eta: 1 day, 11:23:51, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3550, top1_acc: 0.4781, top5_acc: 0.7312, loss_cls: 2.1977, loss: 3.5526, grad_norm: 8.1928 2021-12-03 19:22:00,215 - mmaction - INFO - Epoch [59][480/1345] lr: 1.000e-02, eta: 1 day, 11:23:28, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3369, top1_acc: 0.4711, top5_acc: 0.7453, loss_cls: 2.1232, loss: 3.4601, grad_norm: 7.8324 2021-12-03 19:22:19,408 - mmaction - INFO - Epoch [59][500/1345] lr: 1.000e-02, eta: 1 day, 11:23:05, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.2669, top1_acc: 0.5141, top5_acc: 0.7781, loss_cls: 1.9502, loss: 3.2171, grad_norm: 7.5340 2021-12-03 19:22:38,585 - mmaction - INFO - Epoch [59][520/1345] lr: 1.000e-02, eta: 1 day, 11:22:42, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3099, top1_acc: 0.5008, top5_acc: 0.7727, loss_cls: 2.0130, loss: 3.3228, grad_norm: 7.8085 2021-12-03 19:22:57,761 - mmaction - INFO - Epoch [59][540/1345] lr: 1.000e-02, eta: 1 day, 11:22:19, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.4082, top1_acc: 0.4852, top5_acc: 0.7289, loss_cls: 2.1730, loss: 3.5811, grad_norm: 7.9163 2021-12-03 19:23:16,968 - mmaction - INFO - Epoch [59][560/1345] lr: 1.000e-02, eta: 1 day, 11:21:56, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3484, top1_acc: 0.5039, top5_acc: 0.7594, loss_cls: 2.0676, loss: 3.4160, grad_norm: 7.7532 2021-12-03 19:23:36,193 - mmaction - INFO - Epoch [59][580/1345] lr: 1.000e-02, eta: 1 day, 11:21:33, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3327, top1_acc: 0.5109, top5_acc: 0.7789, loss_cls: 1.9996, loss: 3.3323, grad_norm: 7.6962 2021-12-03 19:23:55,393 - mmaction - INFO - Epoch [59][600/1345] lr: 1.000e-02, eta: 1 day, 11:21:10, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3541, top1_acc: 0.4867, top5_acc: 0.7688, loss_cls: 2.0291, loss: 3.3832, grad_norm: 7.9254 2021-12-03 19:24:14,600 - mmaction - INFO - Epoch [59][620/1345] lr: 1.000e-02, eta: 1 day, 11:20:47, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3545, top1_acc: 0.4789, top5_acc: 0.7461, loss_cls: 2.1496, loss: 3.5041, grad_norm: 7.9705 2021-12-03 19:24:33,792 - mmaction - INFO - Epoch [59][640/1345] lr: 1.000e-02, eta: 1 day, 11:20:24, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3098, top1_acc: 0.5219, top5_acc: 0.7727, loss_cls: 2.0061, loss: 3.3159, grad_norm: 7.6415 2021-12-03 19:24:53,020 - mmaction - INFO - Epoch [59][660/1345] lr: 1.000e-02, eta: 1 day, 11:20:01, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3674, top1_acc: 0.4984, top5_acc: 0.7500, loss_cls: 2.1313, loss: 3.4987, grad_norm: 7.9561 2021-12-03 19:25:12,228 - mmaction - INFO - Epoch [59][680/1345] lr: 1.000e-02, eta: 1 day, 11:19:38, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3511, top1_acc: 0.4617, top5_acc: 0.7477, loss_cls: 2.1285, loss: 3.4796, grad_norm: 7.9318 2021-12-03 19:25:31,424 - mmaction - INFO - Epoch [59][700/1345] lr: 1.000e-02, eta: 1 day, 11:19:16, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3363, top1_acc: 0.4992, top5_acc: 0.7539, loss_cls: 2.0693, loss: 3.4056, grad_norm: 7.7176 2021-12-03 19:25:50,635 - mmaction - INFO - Epoch [59][720/1345] lr: 1.000e-02, eta: 1 day, 11:18:53, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3609, top1_acc: 0.4773, top5_acc: 0.7406, loss_cls: 2.1506, loss: 3.5116, grad_norm: 7.7515 2021-12-03 19:26:09,884 - mmaction - INFO - Epoch [59][740/1345] lr: 1.000e-02, eta: 1 day, 11:18:30, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3653, top1_acc: 0.4828, top5_acc: 0.7492, loss_cls: 2.1092, loss: 3.4745, grad_norm: 7.9601 2021-12-03 19:26:29,126 - mmaction - INFO - Epoch [59][760/1345] lr: 1.000e-02, eta: 1 day, 11:18:07, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3550, top1_acc: 0.4789, top5_acc: 0.7555, loss_cls: 2.1151, loss: 3.4701, grad_norm: 7.7089 2021-12-03 19:26:48,373 - mmaction - INFO - Epoch [59][780/1345] lr: 1.000e-02, eta: 1 day, 11:17:44, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3153, top1_acc: 0.4953, top5_acc: 0.7578, loss_cls: 2.0399, loss: 3.3553, grad_norm: 7.6710 2021-12-03 19:27:07,596 - mmaction - INFO - Epoch [59][800/1345] lr: 1.000e-02, eta: 1 day, 11:17:21, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3503, top1_acc: 0.4727, top5_acc: 0.7422, loss_cls: 2.1370, loss: 3.4873, grad_norm: 7.9210 2021-12-03 19:27:26,838 - mmaction - INFO - Epoch [59][820/1345] lr: 1.000e-02, eta: 1 day, 11:16:58, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3515, top1_acc: 0.4883, top5_acc: 0.7461, loss_cls: 2.0907, loss: 3.4423, grad_norm: 7.7715 2021-12-03 19:27:46,081 - mmaction - INFO - Epoch [59][840/1345] lr: 1.000e-02, eta: 1 day, 11:16:35, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3732, top1_acc: 0.4805, top5_acc: 0.7617, loss_cls: 2.1003, loss: 3.4735, grad_norm: 7.8501 2021-12-03 19:28:05,295 - mmaction - INFO - Epoch [59][860/1345] lr: 1.000e-02, eta: 1 day, 11:16:12, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3241, top1_acc: 0.4805, top5_acc: 0.7602, loss_cls: 2.0844, loss: 3.4085, grad_norm: 7.8036 2021-12-03 19:28:24,509 - mmaction - INFO - Epoch [59][880/1345] lr: 1.000e-02, eta: 1 day, 11:15:49, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3518, top1_acc: 0.4938, top5_acc: 0.7484, loss_cls: 2.1008, loss: 3.4525, grad_norm: 7.7027 2021-12-03 19:28:43,731 - mmaction - INFO - Epoch [59][900/1345] lr: 1.000e-02, eta: 1 day, 11:15:26, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3428, top1_acc: 0.4969, top5_acc: 0.7406, loss_cls: 2.0946, loss: 3.4374, grad_norm: 7.5996 2021-12-03 19:29:02,989 - mmaction - INFO - Epoch [59][920/1345] lr: 1.000e-02, eta: 1 day, 11:15:04, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3721, top1_acc: 0.4883, top5_acc: 0.7531, loss_cls: 2.1101, loss: 3.4823, grad_norm: 7.5070 2021-12-03 19:29:22,206 - mmaction - INFO - Epoch [59][940/1345] lr: 1.000e-02, eta: 1 day, 11:14:41, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3193, top1_acc: 0.4859, top5_acc: 0.7492, loss_cls: 2.0349, loss: 3.3542, grad_norm: 7.4452 2021-12-03 19:29:41,432 - mmaction - INFO - Epoch [59][960/1345] lr: 1.000e-02, eta: 1 day, 11:14:18, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3525, top1_acc: 0.4727, top5_acc: 0.7500, loss_cls: 2.1199, loss: 3.4725, grad_norm: 7.7867 2021-12-03 19:30:00,658 - mmaction - INFO - Epoch [59][980/1345] lr: 1.000e-02, eta: 1 day, 11:13:55, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3476, top1_acc: 0.4789, top5_acc: 0.7328, loss_cls: 2.1598, loss: 3.5074, grad_norm: 7.9242 2021-12-03 19:30:19,864 - mmaction - INFO - Epoch [59][1000/1345] lr: 1.000e-02, eta: 1 day, 11:13:32, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3836, top1_acc: 0.4648, top5_acc: 0.7312, loss_cls: 2.1807, loss: 3.5642, grad_norm: 7.9129 2021-12-03 19:30:39,084 - mmaction - INFO - Epoch [59][1020/1345] lr: 1.000e-02, eta: 1 day, 11:13:09, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3548, top1_acc: 0.4734, top5_acc: 0.7344, loss_cls: 2.1739, loss: 3.5287, grad_norm: 7.6855 2021-12-03 19:30:58,313 - mmaction - INFO - Epoch [59][1040/1345] lr: 1.000e-02, eta: 1 day, 11:12:46, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3674, top1_acc: 0.4898, top5_acc: 0.7508, loss_cls: 2.1170, loss: 3.4843, grad_norm: 7.5981 2021-12-03 19:31:17,579 - mmaction - INFO - Epoch [59][1060/1345] lr: 1.000e-02, eta: 1 day, 11:12:23, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3453, top1_acc: 0.4977, top5_acc: 0.7633, loss_cls: 2.0549, loss: 3.4002, grad_norm: 7.8720 2021-12-03 19:31:36,801 - mmaction - INFO - Epoch [59][1080/1345] lr: 1.000e-02, eta: 1 day, 11:12:00, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3571, top1_acc: 0.4781, top5_acc: 0.7562, loss_cls: 2.1010, loss: 3.4581, grad_norm: 7.9264 2021-12-03 19:31:56,032 - mmaction - INFO - Epoch [59][1100/1345] lr: 1.000e-02, eta: 1 day, 11:11:38, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3368, top1_acc: 0.5016, top5_acc: 0.7617, loss_cls: 2.0716, loss: 3.4085, grad_norm: 7.8566 2021-12-03 19:32:15,267 - mmaction - INFO - Epoch [59][1120/1345] lr: 1.000e-02, eta: 1 day, 11:11:15, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3571, top1_acc: 0.4961, top5_acc: 0.7359, loss_cls: 2.1153, loss: 3.4724, grad_norm: 7.6590 2021-12-03 19:32:34,528 - mmaction - INFO - Epoch [59][1140/1345] lr: 1.000e-02, eta: 1 day, 11:10:52, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3317, top1_acc: 0.5188, top5_acc: 0.7672, loss_cls: 1.9982, loss: 3.3299, grad_norm: 7.6992 2021-12-03 19:32:53,726 - mmaction - INFO - Epoch [59][1160/1345] lr: 1.000e-02, eta: 1 day, 11:10:29, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3724, top1_acc: 0.4688, top5_acc: 0.7430, loss_cls: 2.1402, loss: 3.5127, grad_norm: 7.9058 2021-12-03 19:33:12,917 - mmaction - INFO - Epoch [59][1180/1345] lr: 1.000e-02, eta: 1 day, 11:10:06, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3531, top1_acc: 0.4898, top5_acc: 0.7500, loss_cls: 2.0963, loss: 3.4494, grad_norm: 7.6603 2021-12-03 19:33:32,166 - mmaction - INFO - Epoch [59][1200/1345] lr: 1.000e-02, eta: 1 day, 11:09:43, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3870, top1_acc: 0.4906, top5_acc: 0.7633, loss_cls: 2.0970, loss: 3.4840, grad_norm: 7.8019 2021-12-03 19:33:51,407 - mmaction - INFO - Epoch [59][1220/1345] lr: 1.000e-02, eta: 1 day, 11:09:20, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3305, top1_acc: 0.4852, top5_acc: 0.7555, loss_cls: 2.0441, loss: 3.3746, grad_norm: 7.6998 2021-12-03 19:34:10,640 - mmaction - INFO - Epoch [59][1240/1345] lr: 1.000e-02, eta: 1 day, 11:08:57, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3767, top1_acc: 0.4938, top5_acc: 0.7359, loss_cls: 2.1424, loss: 3.5191, grad_norm: 7.9822 2021-12-03 19:34:29,875 - mmaction - INFO - Epoch [59][1260/1345] lr: 1.000e-02, eta: 1 day, 11:08:35, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3542, top1_acc: 0.4813, top5_acc: 0.7508, loss_cls: 2.1214, loss: 3.4756, grad_norm: 7.9113 2021-12-03 19:34:49,097 - mmaction - INFO - Epoch [59][1280/1345] lr: 1.000e-02, eta: 1 day, 11:08:12, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3427, top1_acc: 0.5008, top5_acc: 0.7719, loss_cls: 2.0383, loss: 3.3809, grad_norm: 7.8877 2021-12-03 19:35:08,326 - mmaction - INFO - Epoch [59][1300/1345] lr: 1.000e-02, eta: 1 day, 11:07:49, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3511, top1_acc: 0.4930, top5_acc: 0.7555, loss_cls: 2.0685, loss: 3.4197, grad_norm: 7.8155 2021-12-03 19:35:27,539 - mmaction - INFO - Epoch [59][1320/1345] lr: 1.000e-02, eta: 1 day, 11:07:26, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3528, top1_acc: 0.4820, top5_acc: 0.7414, loss_cls: 2.1065, loss: 3.4594, grad_norm: 7.8292 2021-12-03 19:35:46,794 - mmaction - INFO - Epoch [59][1340/1345] lr: 1.000e-02, eta: 1 day, 11:07:03, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3158, top1_acc: 0.5062, top5_acc: 0.7477, loss_cls: 2.0603, loss: 3.3761, grad_norm: 7.6930 2021-12-03 19:35:52,427 - mmaction - INFO - Saving checkpoint at 59 epochs 2021-12-03 19:38:02,169 - mmaction - INFO - Epoch [60][20/1345] lr: 1.000e-02, eta: 1 day, 11:09:13, time: 6.343, data_time: 5.368, memory: 8232, loss_aux: 1.3416, top1_acc: 0.4992, top5_acc: 0.7547, loss_cls: 2.1011, loss: 3.4427, grad_norm: 7.7758 2021-12-03 19:38:21,268 - mmaction - INFO - Epoch [60][40/1345] lr: 1.000e-02, eta: 1 day, 11:08:50, time: 0.955, data_time: 0.003, memory: 8232, loss_aux: 1.3882, top1_acc: 0.4852, top5_acc: 0.7438, loss_cls: 2.1382, loss: 3.5264, grad_norm: 7.7926 2021-12-03 19:38:40,426 - mmaction - INFO - Epoch [60][60/1345] lr: 1.000e-02, eta: 1 day, 11:08:27, time: 0.958, data_time: 0.003, memory: 8232, loss_aux: 1.3156, top1_acc: 0.5039, top5_acc: 0.7594, loss_cls: 2.0113, loss: 3.3269, grad_norm: 7.7126 2021-12-03 19:38:59,588 - mmaction - INFO - Epoch [60][80/1345] lr: 1.000e-02, eta: 1 day, 11:08:04, time: 0.958, data_time: 0.002, memory: 8232, loss_aux: 1.3455, top1_acc: 0.5039, top5_acc: 0.7445, loss_cls: 2.0464, loss: 3.3920, grad_norm: 7.8234 2021-12-03 19:39:18,757 - mmaction - INFO - Epoch [60][100/1345] lr: 1.000e-02, eta: 1 day, 11:07:41, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.3215, top1_acc: 0.4844, top5_acc: 0.7703, loss_cls: 2.0413, loss: 3.3628, grad_norm: 7.9255 2021-12-03 19:39:37,929 - mmaction - INFO - Epoch [60][120/1345] lr: 1.000e-02, eta: 1 day, 11:07:18, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3418, top1_acc: 0.5016, top5_acc: 0.7578, loss_cls: 2.0752, loss: 3.4170, grad_norm: 7.9050 2021-12-03 19:39:57,100 - mmaction - INFO - Epoch [60][140/1345] lr: 1.000e-02, eta: 1 day, 11:06:55, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3227, top1_acc: 0.5008, top5_acc: 0.7578, loss_cls: 2.0155, loss: 3.3382, grad_norm: 7.5197 2021-12-03 19:40:16,272 - mmaction - INFO - Epoch [60][160/1345] lr: 1.000e-02, eta: 1 day, 11:06:32, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3400, top1_acc: 0.5039, top5_acc: 0.7523, loss_cls: 2.0571, loss: 3.3971, grad_norm: 7.7637 2021-12-03 19:40:35,460 - mmaction - INFO - Epoch [60][180/1345] lr: 1.000e-02, eta: 1 day, 11:06:09, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3730, top1_acc: 0.5031, top5_acc: 0.7508, loss_cls: 2.1055, loss: 3.4786, grad_norm: 7.8597 2021-12-03 19:40:54,647 - mmaction - INFO - Epoch [60][200/1345] lr: 1.000e-02, eta: 1 day, 11:05:46, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3687, top1_acc: 0.4977, top5_acc: 0.7383, loss_cls: 2.1124, loss: 3.4810, grad_norm: 7.8653 2021-12-03 19:41:13,848 - mmaction - INFO - Epoch [60][220/1345] lr: 1.000e-02, eta: 1 day, 11:05:23, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3501, top1_acc: 0.4805, top5_acc: 0.7477, loss_cls: 2.0996, loss: 3.4497, grad_norm: 8.0742 2021-12-03 19:41:33,029 - mmaction - INFO - Epoch [60][240/1345] lr: 1.000e-02, eta: 1 day, 11:05:00, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3141, top1_acc: 0.5000, top5_acc: 0.7797, loss_cls: 1.9739, loss: 3.2880, grad_norm: 7.7181 2021-12-03 19:41:52,251 - mmaction - INFO - Epoch [60][260/1345] lr: 1.000e-02, eta: 1 day, 11:04:37, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3479, top1_acc: 0.4969, top5_acc: 0.7453, loss_cls: 2.0917, loss: 3.4396, grad_norm: 7.9370 2021-12-03 19:42:11,441 - mmaction - INFO - Epoch [60][280/1345] lr: 1.000e-02, eta: 1 day, 11:04:14, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3470, top1_acc: 0.4938, top5_acc: 0.7602, loss_cls: 2.0673, loss: 3.4143, grad_norm: 7.9959 2021-12-03 19:42:30,657 - mmaction - INFO - Epoch [60][300/1345] lr: 1.000e-02, eta: 1 day, 11:03:51, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.2958, top1_acc: 0.5133, top5_acc: 0.7641, loss_cls: 2.0075, loss: 3.3033, grad_norm: 7.7344 2021-12-03 19:42:49,837 - mmaction - INFO - Epoch [60][320/1345] lr: 1.000e-02, eta: 1 day, 11:03:28, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3521, top1_acc: 0.5000, top5_acc: 0.7523, loss_cls: 2.0885, loss: 3.4406, grad_norm: 7.7627 2021-12-03 19:43:09,057 - mmaction - INFO - Epoch [60][340/1345] lr: 1.000e-02, eta: 1 day, 11:03:05, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3313, top1_acc: 0.5000, top5_acc: 0.7555, loss_cls: 2.0355, loss: 3.3668, grad_norm: 7.8898 2021-12-03 19:43:28,259 - mmaction - INFO - Epoch [60][360/1345] lr: 1.000e-02, eta: 1 day, 11:02:42, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3394, top1_acc: 0.5055, top5_acc: 0.7578, loss_cls: 2.0441, loss: 3.3835, grad_norm: 7.7662 2021-12-03 19:43:47,465 - mmaction - INFO - Epoch [60][380/1345] lr: 1.000e-02, eta: 1 day, 11:02:19, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3390, top1_acc: 0.4961, top5_acc: 0.7398, loss_cls: 2.1027, loss: 3.4417, grad_norm: 7.8416 2021-12-03 19:44:06,658 - mmaction - INFO - Epoch [60][400/1345] lr: 1.000e-02, eta: 1 day, 11:01:56, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3350, top1_acc: 0.5016, top5_acc: 0.7750, loss_cls: 2.0308, loss: 3.3658, grad_norm: 7.8225 2021-12-03 19:44:25,845 - mmaction - INFO - Epoch [60][420/1345] lr: 1.000e-02, eta: 1 day, 11:01:34, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3476, top1_acc: 0.4938, top5_acc: 0.7586, loss_cls: 2.0729, loss: 3.4204, grad_norm: 8.0003 2021-12-03 19:44:45,035 - mmaction - INFO - Epoch [60][440/1345] lr: 1.000e-02, eta: 1 day, 11:01:11, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3381, top1_acc: 0.5086, top5_acc: 0.7492, loss_cls: 2.0699, loss: 3.4080, grad_norm: 7.9328 2021-12-03 19:45:04,228 - mmaction - INFO - Epoch [60][460/1345] lr: 1.000e-02, eta: 1 day, 11:00:48, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3174, top1_acc: 0.4844, top5_acc: 0.7492, loss_cls: 2.0811, loss: 3.3985, grad_norm: 7.7728 2021-12-03 19:45:23,427 - mmaction - INFO - Epoch [60][480/1345] lr: 1.000e-02, eta: 1 day, 11:00:25, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3338, top1_acc: 0.5023, top5_acc: 0.7414, loss_cls: 2.0811, loss: 3.4149, grad_norm: 7.5771 2021-12-03 19:45:42,634 - mmaction - INFO - Epoch [60][500/1345] lr: 1.000e-02, eta: 1 day, 11:00:02, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3307, top1_acc: 0.5172, top5_acc: 0.7531, loss_cls: 2.0236, loss: 3.3543, grad_norm: 7.7145 2021-12-03 19:46:01,815 - mmaction - INFO - Epoch [60][520/1345] lr: 1.000e-02, eta: 1 day, 10:59:39, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3598, top1_acc: 0.4938, top5_acc: 0.7383, loss_cls: 2.1049, loss: 3.4647, grad_norm: 7.8117 2021-12-03 19:46:21,011 - mmaction - INFO - Epoch [60][540/1345] lr: 1.000e-02, eta: 1 day, 10:59:16, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3115, top1_acc: 0.5031, top5_acc: 0.7539, loss_cls: 2.0106, loss: 3.3221, grad_norm: 7.7087 2021-12-03 19:46:40,214 - mmaction - INFO - Epoch [60][560/1345] lr: 1.000e-02, eta: 1 day, 10:58:53, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3318, top1_acc: 0.4992, top5_acc: 0.7617, loss_cls: 2.0500, loss: 3.3818, grad_norm: 7.7501 2021-12-03 19:46:59,439 - mmaction - INFO - Epoch [60][580/1345] lr: 1.000e-02, eta: 1 day, 10:58:30, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3404, top1_acc: 0.4977, top5_acc: 0.7617, loss_cls: 2.0430, loss: 3.3834, grad_norm: 7.9715 2021-12-03 19:47:18,658 - mmaction - INFO - Epoch [60][600/1345] lr: 1.000e-02, eta: 1 day, 10:58:07, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3365, top1_acc: 0.4922, top5_acc: 0.7719, loss_cls: 2.0446, loss: 3.3811, grad_norm: 7.8828 2021-12-03 19:47:37,896 - mmaction - INFO - Epoch [60][620/1345] lr: 1.000e-02, eta: 1 day, 10:57:44, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3184, top1_acc: 0.4914, top5_acc: 0.7492, loss_cls: 2.0554, loss: 3.3738, grad_norm: 7.9802 2021-12-03 19:47:57,100 - mmaction - INFO - Epoch [60][640/1345] lr: 1.000e-02, eta: 1 day, 10:57:21, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3249, top1_acc: 0.4961, top5_acc: 0.7516, loss_cls: 2.0834, loss: 3.4083, grad_norm: 7.7590 2021-12-03 19:48:16,314 - mmaction - INFO - Epoch [60][660/1345] lr: 1.000e-02, eta: 1 day, 10:56:59, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3344, top1_acc: 0.4891, top5_acc: 0.7531, loss_cls: 2.0713, loss: 3.4057, grad_norm: 7.9062 2021-12-03 19:48:35,541 - mmaction - INFO - Epoch [60][680/1345] lr: 1.000e-02, eta: 1 day, 10:56:36, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3776, top1_acc: 0.4984, top5_acc: 0.7469, loss_cls: 2.1302, loss: 3.5077, grad_norm: 7.6978 2021-12-03 19:48:54,743 - mmaction - INFO - Epoch [60][700/1345] lr: 1.000e-02, eta: 1 day, 10:56:13, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3364, top1_acc: 0.5008, top5_acc: 0.7594, loss_cls: 2.0731, loss: 3.4095, grad_norm: 7.7311 2021-12-03 19:49:13,962 - mmaction - INFO - Epoch [60][720/1345] lr: 1.000e-02, eta: 1 day, 10:55:50, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3552, top1_acc: 0.4641, top5_acc: 0.7367, loss_cls: 2.1697, loss: 3.5249, grad_norm: 7.7201 2021-12-03 19:49:33,178 - mmaction - INFO - Epoch [60][740/1345] lr: 1.000e-02, eta: 1 day, 10:55:27, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.2984, top1_acc: 0.5227, top5_acc: 0.7773, loss_cls: 1.9785, loss: 3.2769, grad_norm: 7.4903 2021-12-03 19:49:52,386 - mmaction - INFO - Epoch [60][760/1345] lr: 1.000e-02, eta: 1 day, 10:55:04, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3349, top1_acc: 0.5062, top5_acc: 0.7492, loss_cls: 2.0566, loss: 3.3915, grad_norm: 7.7157 2021-12-03 19:50:11,593 - mmaction - INFO - Epoch [60][780/1345] lr: 1.000e-02, eta: 1 day, 10:54:41, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3578, top1_acc: 0.4875, top5_acc: 0.7586, loss_cls: 2.0949, loss: 3.4527, grad_norm: 7.9321 2021-12-03 19:50:30,765 - mmaction - INFO - Epoch [60][800/1345] lr: 1.000e-02, eta: 1 day, 10:54:18, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3566, top1_acc: 0.4953, top5_acc: 0.7539, loss_cls: 2.0832, loss: 3.4398, grad_norm: 7.7328 2021-12-03 19:50:49,982 - mmaction - INFO - Epoch [60][820/1345] lr: 1.000e-02, eta: 1 day, 10:53:55, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3180, top1_acc: 0.5234, top5_acc: 0.7750, loss_cls: 1.9908, loss: 3.3089, grad_norm: 7.4587 2021-12-03 19:51:09,195 - mmaction - INFO - Epoch [60][840/1345] lr: 1.000e-02, eta: 1 day, 10:53:33, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3323, top1_acc: 0.4938, top5_acc: 0.7672, loss_cls: 2.0562, loss: 3.3885, grad_norm: 7.7854 2021-12-03 19:51:28,419 - mmaction - INFO - Epoch [60][860/1345] lr: 1.000e-02, eta: 1 day, 10:53:10, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3550, top1_acc: 0.4773, top5_acc: 0.7492, loss_cls: 2.1059, loss: 3.4609, grad_norm: 7.9053 2021-12-03 19:51:47,627 - mmaction - INFO - Epoch [60][880/1345] lr: 1.000e-02, eta: 1 day, 10:52:47, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3323, top1_acc: 0.4859, top5_acc: 0.7617, loss_cls: 2.0615, loss: 3.3937, grad_norm: 7.8282 2021-12-03 19:52:06,833 - mmaction - INFO - Epoch [60][900/1345] lr: 1.000e-02, eta: 1 day, 10:52:24, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3388, top1_acc: 0.5023, top5_acc: 0.7492, loss_cls: 2.0856, loss: 3.4244, grad_norm: 8.0159 2021-12-03 19:52:26,072 - mmaction - INFO - Epoch [60][920/1345] lr: 1.000e-02, eta: 1 day, 10:52:01, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3556, top1_acc: 0.4867, top5_acc: 0.7539, loss_cls: 2.0752, loss: 3.4308, grad_norm: 7.7607 2021-12-03 19:52:45,272 - mmaction - INFO - Epoch [60][940/1345] lr: 1.000e-02, eta: 1 day, 10:51:38, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3855, top1_acc: 0.4719, top5_acc: 0.7414, loss_cls: 2.1449, loss: 3.5304, grad_norm: 8.1134 2021-12-03 19:53:04,480 - mmaction - INFO - Epoch [60][960/1345] lr: 1.000e-02, eta: 1 day, 10:51:15, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3596, top1_acc: 0.4906, top5_acc: 0.7461, loss_cls: 2.1140, loss: 3.4736, grad_norm: 7.8067 2021-12-03 19:53:23,680 - mmaction - INFO - Epoch [60][980/1345] lr: 1.000e-02, eta: 1 day, 10:50:53, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3353, top1_acc: 0.4703, top5_acc: 0.7445, loss_cls: 2.1287, loss: 3.4640, grad_norm: 7.8957 2021-12-03 19:53:42,901 - mmaction - INFO - Epoch [60][1000/1345] lr: 1.000e-02, eta: 1 day, 10:50:30, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3536, top1_acc: 0.4914, top5_acc: 0.7547, loss_cls: 2.0818, loss: 3.4353, grad_norm: 7.8407 2021-12-03 19:54:02,125 - mmaction - INFO - Epoch [60][1020/1345] lr: 1.000e-02, eta: 1 day, 10:50:07, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3744, top1_acc: 0.4703, top5_acc: 0.7430, loss_cls: 2.1716, loss: 3.5460, grad_norm: 7.7009 2021-12-03 19:54:21,337 - mmaction - INFO - Epoch [60][1040/1345] lr: 1.000e-02, eta: 1 day, 10:49:44, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3394, top1_acc: 0.4914, top5_acc: 0.7562, loss_cls: 2.1001, loss: 3.4395, grad_norm: 7.8381 2021-12-03 19:54:40,558 - mmaction - INFO - Epoch [60][1060/1345] lr: 1.000e-02, eta: 1 day, 10:49:21, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3109, top1_acc: 0.5039, top5_acc: 0.7914, loss_cls: 2.0133, loss: 3.3242, grad_norm: 7.5531 2021-12-03 19:54:59,788 - mmaction - INFO - Epoch [60][1080/1345] lr: 1.000e-02, eta: 1 day, 10:48:58, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3448, top1_acc: 0.4906, top5_acc: 0.7492, loss_cls: 2.1112, loss: 3.4560, grad_norm: 7.9045 2021-12-03 19:55:19,005 - mmaction - INFO - Epoch [60][1100/1345] lr: 1.000e-02, eta: 1 day, 10:48:35, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3149, top1_acc: 0.5016, top5_acc: 0.7625, loss_cls: 2.0428, loss: 3.3577, grad_norm: 7.7828 2021-12-03 19:55:38,210 - mmaction - INFO - Epoch [60][1120/1345] lr: 1.000e-02, eta: 1 day, 10:48:13, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3682, top1_acc: 0.4727, top5_acc: 0.7312, loss_cls: 2.1375, loss: 3.5056, grad_norm: 7.7406 2021-12-03 19:55:57,404 - mmaction - INFO - Epoch [60][1140/1345] lr: 1.000e-02, eta: 1 day, 10:47:50, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3220, top1_acc: 0.5102, top5_acc: 0.7586, loss_cls: 2.0413, loss: 3.3632, grad_norm: 7.6522 2021-12-03 19:56:16,603 - mmaction - INFO - Epoch [60][1160/1345] lr: 1.000e-02, eta: 1 day, 10:47:27, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3529, top1_acc: 0.5188, top5_acc: 0.7531, loss_cls: 2.0670, loss: 3.4199, grad_norm: 7.8073 2021-12-03 19:56:35,795 - mmaction - INFO - Epoch [60][1180/1345] lr: 1.000e-02, eta: 1 day, 10:47:04, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3554, top1_acc: 0.5047, top5_acc: 0.7562, loss_cls: 2.0706, loss: 3.4260, grad_norm: 7.9327 2021-12-03 19:56:55,004 - mmaction - INFO - Epoch [60][1200/1345] lr: 1.000e-02, eta: 1 day, 10:46:41, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3306, top1_acc: 0.4859, top5_acc: 0.7477, loss_cls: 2.0797, loss: 3.4103, grad_norm: 7.8108 2021-12-03 19:57:14,190 - mmaction - INFO - Epoch [60][1220/1345] lr: 1.000e-02, eta: 1 day, 10:46:18, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3499, top1_acc: 0.4930, top5_acc: 0.7297, loss_cls: 2.0886, loss: 3.4385, grad_norm: 7.7291 2021-12-03 19:57:33,374 - mmaction - INFO - Epoch [60][1240/1345] lr: 1.000e-02, eta: 1 day, 10:45:55, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3556, top1_acc: 0.4875, top5_acc: 0.7430, loss_cls: 2.1408, loss: 3.4964, grad_norm: 7.8569 2021-12-03 19:57:52,556 - mmaction - INFO - Epoch [60][1260/1345] lr: 1.000e-02, eta: 1 day, 10:45:33, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3697, top1_acc: 0.4883, top5_acc: 0.7508, loss_cls: 2.0684, loss: 3.4381, grad_norm: 7.9247 2021-12-03 19:58:11,760 - mmaction - INFO - Epoch [60][1280/1345] lr: 1.000e-02, eta: 1 day, 10:45:10, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3324, top1_acc: 0.4984, top5_acc: 0.7555, loss_cls: 2.0640, loss: 3.3964, grad_norm: 7.8806 2021-12-03 19:58:30,974 - mmaction - INFO - Epoch [60][1300/1345] lr: 1.000e-02, eta: 1 day, 10:44:47, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3115, top1_acc: 0.4898, top5_acc: 0.7586, loss_cls: 2.0631, loss: 3.3746, grad_norm: 7.7518 2021-12-03 19:58:50,175 - mmaction - INFO - Epoch [60][1320/1345] lr: 1.000e-02, eta: 1 day, 10:44:24, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3376, top1_acc: 0.5031, top5_acc: 0.7594, loss_cls: 2.0726, loss: 3.4103, grad_norm: 7.9207 2021-12-03 19:59:09,395 - mmaction - INFO - Epoch [60][1340/1345] lr: 1.000e-02, eta: 1 day, 10:44:01, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3315, top1_acc: 0.5039, top5_acc: 0.7414, loss_cls: 2.0805, loss: 3.4120, grad_norm: 7.5204 2021-12-03 19:59:14,937 - mmaction - INFO - Saving checkpoint at 60 epochs 2021-12-03 20:01:20,827 - mmaction - INFO - Epoch [61][20/1345] lr: 1.000e-02, eta: 1 day, 10:46:01, time: 6.149, data_time: 5.188, memory: 8232, loss_aux: 1.3119, top1_acc: 0.5047, top5_acc: 0.7812, loss_cls: 2.0032, loss: 3.3151, grad_norm: 7.7517 2021-12-03 20:01:39,923 - mmaction - INFO - Epoch [61][40/1345] lr: 1.000e-02, eta: 1 day, 10:45:38, time: 0.955, data_time: 0.004, memory: 8232, loss_aux: 1.3518, top1_acc: 0.5117, top5_acc: 0.7664, loss_cls: 2.0221, loss: 3.3739, grad_norm: 7.7107 2021-12-03 20:01:59,010 - mmaction - INFO - Epoch [61][60/1345] lr: 1.000e-02, eta: 1 day, 10:45:15, time: 0.954, data_time: 0.002, memory: 8232, loss_aux: 1.3403, top1_acc: 0.5039, top5_acc: 0.7555, loss_cls: 2.0727, loss: 3.4130, grad_norm: 7.8241 2021-12-03 20:02:18,170 - mmaction - INFO - Epoch [61][80/1345] lr: 1.000e-02, eta: 1 day, 10:44:52, time: 0.958, data_time: 0.002, memory: 8232, loss_aux: 1.2968, top1_acc: 0.5227, top5_acc: 0.7656, loss_cls: 1.9669, loss: 3.2637, grad_norm: 7.7662 2021-12-03 20:02:37,298 - mmaction - INFO - Epoch [61][100/1345] lr: 1.000e-02, eta: 1 day, 10:44:29, time: 0.956, data_time: 0.001, memory: 8232, loss_aux: 1.3550, top1_acc: 0.5023, top5_acc: 0.7445, loss_cls: 2.0967, loss: 3.4518, grad_norm: 7.8626 2021-12-03 20:02:56,445 - mmaction - INFO - Epoch [61][120/1345] lr: 1.000e-02, eta: 1 day, 10:44:06, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 1.3685, top1_acc: 0.4977, top5_acc: 0.7406, loss_cls: 2.0967, loss: 3.4652, grad_norm: 7.7303 2021-12-03 20:03:15,617 - mmaction - INFO - Epoch [61][140/1345] lr: 1.000e-02, eta: 1 day, 10:43:43, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3103, top1_acc: 0.5188, top5_acc: 0.7594, loss_cls: 2.0001, loss: 3.3105, grad_norm: 7.7780 2021-12-03 20:03:34,823 - mmaction - INFO - Epoch [61][160/1345] lr: 1.000e-02, eta: 1 day, 10:43:20, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.2934, top1_acc: 0.5266, top5_acc: 0.7750, loss_cls: 1.9705, loss: 3.2640, grad_norm: 7.7190 2021-12-03 20:03:54,024 - mmaction - INFO - Epoch [61][180/1345] lr: 1.000e-02, eta: 1 day, 10:42:57, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3804, top1_acc: 0.4961, top5_acc: 0.7367, loss_cls: 2.1348, loss: 3.5152, grad_norm: 7.9701 2021-12-03 20:04:13,211 - mmaction - INFO - Epoch [61][200/1345] lr: 1.000e-02, eta: 1 day, 10:42:34, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3197, top1_acc: 0.5164, top5_acc: 0.7594, loss_cls: 2.0033, loss: 3.3230, grad_norm: 7.5652 2021-12-03 20:04:32,416 - mmaction - INFO - Epoch [61][220/1345] lr: 1.000e-02, eta: 1 day, 10:42:11, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3528, top1_acc: 0.5078, top5_acc: 0.7625, loss_cls: 2.0562, loss: 3.4090, grad_norm: 7.8400 2021-12-03 20:04:51,625 - mmaction - INFO - Epoch [61][240/1345] lr: 1.000e-02, eta: 1 day, 10:41:49, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3380, top1_acc: 0.4875, top5_acc: 0.7438, loss_cls: 2.1019, loss: 3.4399, grad_norm: 7.8250 2021-12-03 20:05:10,836 - mmaction - INFO - Epoch [61][260/1345] lr: 1.000e-02, eta: 1 day, 10:41:26, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3789, top1_acc: 0.4883, top5_acc: 0.7562, loss_cls: 2.0916, loss: 3.4705, grad_norm: 7.9302 2021-12-03 20:05:30,036 - mmaction - INFO - Epoch [61][280/1345] lr: 1.000e-02, eta: 1 day, 10:41:03, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3616, top1_acc: 0.5094, top5_acc: 0.7570, loss_cls: 2.0521, loss: 3.4137, grad_norm: 7.7022 2021-12-03 20:05:49,250 - mmaction - INFO - Epoch [61][300/1345] lr: 1.000e-02, eta: 1 day, 10:40:40, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3016, top1_acc: 0.4859, top5_acc: 0.7750, loss_cls: 2.0024, loss: 3.3040, grad_norm: 7.7352 2021-12-03 20:06:08,422 - mmaction - INFO - Epoch [61][320/1345] lr: 1.000e-02, eta: 1 day, 10:40:17, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.3224, top1_acc: 0.4930, top5_acc: 0.7609, loss_cls: 2.0566, loss: 3.3790, grad_norm: 7.8845 2021-12-03 20:06:27,593 - mmaction - INFO - Epoch [61][340/1345] lr: 1.000e-02, eta: 1 day, 10:39:54, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3767, top1_acc: 0.4719, top5_acc: 0.7258, loss_cls: 2.1854, loss: 3.5621, grad_norm: 8.0551 2021-12-03 20:06:46,814 - mmaction - INFO - Epoch [61][360/1345] lr: 1.000e-02, eta: 1 day, 10:39:31, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3424, top1_acc: 0.4891, top5_acc: 0.7539, loss_cls: 2.0950, loss: 3.4374, grad_norm: 7.9034 2021-12-03 20:07:06,039 - mmaction - INFO - Epoch [61][380/1345] lr: 1.000e-02, eta: 1 day, 10:39:08, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3024, top1_acc: 0.5188, top5_acc: 0.7570, loss_cls: 2.0095, loss: 3.3119, grad_norm: 7.6993 2021-12-03 20:07:25,254 - mmaction - INFO - Epoch [61][400/1345] lr: 1.000e-02, eta: 1 day, 10:38:46, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3850, top1_acc: 0.5023, top5_acc: 0.7375, loss_cls: 2.1537, loss: 3.5387, grad_norm: 7.8559 2021-12-03 20:07:44,469 - mmaction - INFO - Epoch [61][420/1345] lr: 1.000e-02, eta: 1 day, 10:38:23, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3410, top1_acc: 0.5094, top5_acc: 0.7570, loss_cls: 2.0497, loss: 3.3907, grad_norm: 7.5763 2021-12-03 20:08:03,659 - mmaction - INFO - Epoch [61][440/1345] lr: 1.000e-02, eta: 1 day, 10:38:00, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3337, top1_acc: 0.4914, top5_acc: 0.7602, loss_cls: 2.0828, loss: 3.4164, grad_norm: 7.8260 2021-12-03 20:08:22,848 - mmaction - INFO - Epoch [61][460/1345] lr: 1.000e-02, eta: 1 day, 10:37:37, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3967, top1_acc: 0.4594, top5_acc: 0.7273, loss_cls: 2.1987, loss: 3.5953, grad_norm: 7.9337 2021-12-03 20:08:42,074 - mmaction - INFO - Epoch [61][480/1345] lr: 1.000e-02, eta: 1 day, 10:37:14, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.2826, top1_acc: 0.5094, top5_acc: 0.7805, loss_cls: 1.9400, loss: 3.2225, grad_norm: 7.4417 2021-12-03 20:09:01,287 - mmaction - INFO - Epoch [61][500/1345] lr: 1.000e-02, eta: 1 day, 10:36:51, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3642, top1_acc: 0.4883, top5_acc: 0.7469, loss_cls: 2.0887, loss: 3.4529, grad_norm: 7.8641 2021-12-03 20:09:20,521 - mmaction - INFO - Epoch [61][520/1345] lr: 1.000e-02, eta: 1 day, 10:36:28, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3357, top1_acc: 0.5031, top5_acc: 0.7672, loss_cls: 2.0421, loss: 3.3778, grad_norm: 7.7808 2021-12-03 20:09:39,744 - mmaction - INFO - Epoch [61][540/1345] lr: 1.000e-02, eta: 1 day, 10:36:06, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3004, top1_acc: 0.5250, top5_acc: 0.7844, loss_cls: 1.9565, loss: 3.2569, grad_norm: 7.6704 2021-12-03 20:09:58,979 - mmaction - INFO - Epoch [61][560/1345] lr: 1.000e-02, eta: 1 day, 10:35:43, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3447, top1_acc: 0.5000, top5_acc: 0.7695, loss_cls: 1.9812, loss: 3.3258, grad_norm: 7.7306 2021-12-03 20:10:18,195 - mmaction - INFO - Epoch [61][580/1345] lr: 1.000e-02, eta: 1 day, 10:35:20, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3431, top1_acc: 0.4898, top5_acc: 0.7453, loss_cls: 2.1003, loss: 3.4434, grad_norm: 7.7454 2021-12-03 20:10:37,404 - mmaction - INFO - Epoch [61][600/1345] lr: 1.000e-02, eta: 1 day, 10:34:57, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3042, top1_acc: 0.5133, top5_acc: 0.7805, loss_cls: 1.9722, loss: 3.2765, grad_norm: 7.6206 2021-12-03 20:10:56,624 - mmaction - INFO - Epoch [61][620/1345] lr: 1.000e-02, eta: 1 day, 10:34:34, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3204, top1_acc: 0.4992, top5_acc: 0.7516, loss_cls: 2.0680, loss: 3.3884, grad_norm: 7.6813 2021-12-03 20:11:15,842 - mmaction - INFO - Epoch [61][640/1345] lr: 1.000e-02, eta: 1 day, 10:34:12, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3115, top1_acc: 0.5023, top5_acc: 0.7602, loss_cls: 2.0453, loss: 3.3568, grad_norm: 7.5617 2021-12-03 20:11:35,055 - mmaction - INFO - Epoch [61][660/1345] lr: 1.000e-02, eta: 1 day, 10:33:49, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3528, top1_acc: 0.4977, top5_acc: 0.7609, loss_cls: 2.0888, loss: 3.4416, grad_norm: 7.7903 2021-12-03 20:11:54,295 - mmaction - INFO - Epoch [61][680/1345] lr: 1.000e-02, eta: 1 day, 10:33:26, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3429, top1_acc: 0.4953, top5_acc: 0.7508, loss_cls: 2.0796, loss: 3.4225, grad_norm: 7.9493 2021-12-03 20:12:13,514 - mmaction - INFO - Epoch [61][700/1345] lr: 1.000e-02, eta: 1 day, 10:33:03, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3398, top1_acc: 0.4844, top5_acc: 0.7477, loss_cls: 2.0797, loss: 3.4194, grad_norm: 7.8855 2021-12-03 20:12:32,763 - mmaction - INFO - Epoch [61][720/1345] lr: 1.000e-02, eta: 1 day, 10:32:40, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3947, top1_acc: 0.4883, top5_acc: 0.7375, loss_cls: 2.1216, loss: 3.5163, grad_norm: 7.9951 2021-12-03 20:12:51,955 - mmaction - INFO - Epoch [61][740/1345] lr: 1.000e-02, eta: 1 day, 10:32:17, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3326, top1_acc: 0.4875, top5_acc: 0.7438, loss_cls: 2.0740, loss: 3.4066, grad_norm: 7.9040 2021-12-03 20:13:11,191 - mmaction - INFO - Epoch [61][760/1345] lr: 1.000e-02, eta: 1 day, 10:31:55, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3737, top1_acc: 0.4875, top5_acc: 0.7406, loss_cls: 2.1096, loss: 3.4832, grad_norm: 7.9614 2021-12-03 20:13:30,414 - mmaction - INFO - Epoch [61][780/1345] lr: 1.000e-02, eta: 1 day, 10:31:32, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3321, top1_acc: 0.4984, top5_acc: 0.7445, loss_cls: 2.0386, loss: 3.3707, grad_norm: 7.5056 2021-12-03 20:13:49,634 - mmaction - INFO - Epoch [61][800/1345] lr: 1.000e-02, eta: 1 day, 10:31:09, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3569, top1_acc: 0.5062, top5_acc: 0.7523, loss_cls: 2.0735, loss: 3.4303, grad_norm: 7.7462 2021-12-03 20:14:08,836 - mmaction - INFO - Epoch [61][820/1345] lr: 1.000e-02, eta: 1 day, 10:30:46, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3998, top1_acc: 0.5102, top5_acc: 0.7641, loss_cls: 2.0626, loss: 3.4624, grad_norm: 7.9530 2021-12-03 20:14:28,033 - mmaction - INFO - Epoch [61][840/1345] lr: 1.000e-02, eta: 1 day, 10:30:23, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3438, top1_acc: 0.5070, top5_acc: 0.7578, loss_cls: 2.0937, loss: 3.4375, grad_norm: 7.8239 2021-12-03 20:14:47,214 - mmaction - INFO - Epoch [61][860/1345] lr: 1.000e-02, eta: 1 day, 10:30:01, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3265, top1_acc: 0.4953, top5_acc: 0.7641, loss_cls: 2.0364, loss: 3.3629, grad_norm: 7.6773 2021-12-03 20:15:06,426 - mmaction - INFO - Epoch [61][880/1345] lr: 1.000e-02, eta: 1 day, 10:29:38, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3239, top1_acc: 0.4922, top5_acc: 0.7570, loss_cls: 2.0520, loss: 3.3758, grad_norm: 7.8662 2021-12-03 20:15:25,648 - mmaction - INFO - Epoch [61][900/1345] lr: 1.000e-02, eta: 1 day, 10:29:15, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3371, top1_acc: 0.4773, top5_acc: 0.7578, loss_cls: 2.0915, loss: 3.4286, grad_norm: 7.9749 2021-12-03 20:15:44,864 - mmaction - INFO - Epoch [61][920/1345] lr: 1.000e-02, eta: 1 day, 10:28:52, time: 0.961, data_time: 0.000, memory: 8232, loss_aux: 1.3600, top1_acc: 0.4781, top5_acc: 0.7523, loss_cls: 2.1318, loss: 3.4918, grad_norm: 7.9382 2021-12-03 20:16:04,046 - mmaction - INFO - Epoch [61][940/1345] lr: 1.000e-02, eta: 1 day, 10:28:29, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3469, top1_acc: 0.5070, top5_acc: 0.7508, loss_cls: 2.0772, loss: 3.4242, grad_norm: 7.6813 2021-12-03 20:16:23,271 - mmaction - INFO - Epoch [61][960/1345] lr: 1.000e-02, eta: 1 day, 10:28:06, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3537, top1_acc: 0.4844, top5_acc: 0.7391, loss_cls: 2.1148, loss: 3.4684, grad_norm: 7.9496 2021-12-03 20:16:42,471 - mmaction - INFO - Epoch [61][980/1345] lr: 1.000e-02, eta: 1 day, 10:27:44, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3693, top1_acc: 0.4773, top5_acc: 0.7422, loss_cls: 2.1536, loss: 3.5229, grad_norm: 7.9274 2021-12-03 20:17:01,680 - mmaction - INFO - Epoch [61][1000/1345] lr: 1.000e-02, eta: 1 day, 10:27:21, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3350, top1_acc: 0.4875, top5_acc: 0.7547, loss_cls: 2.0826, loss: 3.4176, grad_norm: 7.7398 2021-12-03 20:17:20,872 - mmaction - INFO - Epoch [61][1020/1345] lr: 1.000e-02, eta: 1 day, 10:26:58, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3469, top1_acc: 0.4875, top5_acc: 0.7531, loss_cls: 2.0540, loss: 3.4009, grad_norm: 7.9274 2021-12-03 20:17:40,080 - mmaction - INFO - Epoch [61][1040/1345] lr: 1.000e-02, eta: 1 day, 10:26:35, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3581, top1_acc: 0.4695, top5_acc: 0.7445, loss_cls: 2.1665, loss: 3.5246, grad_norm: 7.8423 2021-12-03 20:17:59,286 - mmaction - INFO - Epoch [61][1060/1345] lr: 1.000e-02, eta: 1 day, 10:26:12, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3220, top1_acc: 0.5078, top5_acc: 0.7617, loss_cls: 2.0248, loss: 3.3468, grad_norm: 7.6853 2021-12-03 20:18:18,501 - mmaction - INFO - Epoch [61][1080/1345] lr: 1.000e-02, eta: 1 day, 10:25:50, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3175, top1_acc: 0.4969, top5_acc: 0.7789, loss_cls: 2.0068, loss: 3.3244, grad_norm: 7.8535 2021-12-03 20:18:37,681 - mmaction - INFO - Epoch [61][1100/1345] lr: 1.000e-02, eta: 1 day, 10:25:27, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3892, top1_acc: 0.4891, top5_acc: 0.7461, loss_cls: 2.1731, loss: 3.5623, grad_norm: 7.9930 2021-12-03 20:18:56,903 - mmaction - INFO - Epoch [61][1120/1345] lr: 1.000e-02, eta: 1 day, 10:25:04, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3701, top1_acc: 0.4930, top5_acc: 0.7492, loss_cls: 2.1092, loss: 3.4794, grad_norm: 7.8857 2021-12-03 20:19:16,100 - mmaction - INFO - Epoch [61][1140/1345] lr: 1.000e-02, eta: 1 day, 10:24:41, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3419, top1_acc: 0.4852, top5_acc: 0.7547, loss_cls: 2.1059, loss: 3.4478, grad_norm: 7.7012 2021-12-03 20:19:35,302 - mmaction - INFO - Epoch [61][1160/1345] lr: 1.000e-02, eta: 1 day, 10:24:18, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3640, top1_acc: 0.4680, top5_acc: 0.7344, loss_cls: 2.1622, loss: 3.5262, grad_norm: 8.1193 2021-12-03 20:19:54,524 - mmaction - INFO - Epoch [61][1180/1345] lr: 1.000e-02, eta: 1 day, 10:23:56, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3463, top1_acc: 0.5086, top5_acc: 0.7562, loss_cls: 2.0511, loss: 3.3973, grad_norm: 7.6152 2021-12-03 20:20:13,737 - mmaction - INFO - Epoch [61][1200/1345] lr: 1.000e-02, eta: 1 day, 10:23:33, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3445, top1_acc: 0.4773, top5_acc: 0.7336, loss_cls: 2.1718, loss: 3.5162, grad_norm: 7.9015 2021-12-03 20:20:32,951 - mmaction - INFO - Epoch [61][1220/1345] lr: 1.000e-02, eta: 1 day, 10:23:10, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3358, top1_acc: 0.4930, top5_acc: 0.7516, loss_cls: 2.1006, loss: 3.4364, grad_norm: 7.9010 2021-12-03 20:20:52,160 - mmaction - INFO - Epoch [61][1240/1345] lr: 1.000e-02, eta: 1 day, 10:22:47, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3510, top1_acc: 0.4836, top5_acc: 0.7562, loss_cls: 2.1183, loss: 3.4693, grad_norm: 7.9084 2021-12-03 20:21:11,351 - mmaction - INFO - Epoch [61][1260/1345] lr: 1.000e-02, eta: 1 day, 10:22:24, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3134, top1_acc: 0.4961, top5_acc: 0.7609, loss_cls: 2.0266, loss: 3.3399, grad_norm: 7.6219 2021-12-03 20:21:30,547 - mmaction - INFO - Epoch [61][1280/1345] lr: 1.000e-02, eta: 1 day, 10:22:02, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3393, top1_acc: 0.4859, top5_acc: 0.7523, loss_cls: 2.0734, loss: 3.4127, grad_norm: 7.6856 2021-12-03 20:21:49,762 - mmaction - INFO - Epoch [61][1300/1345] lr: 1.000e-02, eta: 1 day, 10:21:39, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3320, top1_acc: 0.4828, top5_acc: 0.7641, loss_cls: 2.0714, loss: 3.4034, grad_norm: 7.9147 2021-12-03 20:22:08,962 - mmaction - INFO - Epoch [61][1320/1345] lr: 1.000e-02, eta: 1 day, 10:21:16, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3826, top1_acc: 0.4766, top5_acc: 0.7375, loss_cls: 2.1511, loss: 3.5338, grad_norm: 8.0013 2021-12-03 20:22:28,166 - mmaction - INFO - Epoch [61][1340/1345] lr: 1.000e-02, eta: 1 day, 10:20:53, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3575, top1_acc: 0.4914, top5_acc: 0.7406, loss_cls: 2.0852, loss: 3.4427, grad_norm: 7.6970 2021-12-03 20:22:33,746 - mmaction - INFO - Saving checkpoint at 61 epochs 2021-12-03 20:24:40,316 - mmaction - INFO - Epoch [62][20/1345] lr: 1.000e-02, eta: 1 day, 10:22:52, time: 6.258, data_time: 5.295, memory: 8232, loss_aux: 1.2959, top1_acc: 0.5344, top5_acc: 0.7844, loss_cls: 1.9234, loss: 3.2193, grad_norm: 7.5984 2021-12-03 20:24:59,546 - mmaction - INFO - Epoch [62][40/1345] lr: 1.000e-02, eta: 1 day, 10:22:30, time: 0.961, data_time: 0.003, memory: 8232, loss_aux: 1.2879, top1_acc: 0.5172, top5_acc: 0.7656, loss_cls: 1.9884, loss: 3.2763, grad_norm: 7.8235 2021-12-03 20:25:18,752 - mmaction - INFO - Epoch [62][60/1345] lr: 1.000e-02, eta: 1 day, 10:22:07, time: 0.960, data_time: 0.002, memory: 8232, loss_aux: 1.3068, top1_acc: 0.5258, top5_acc: 0.7711, loss_cls: 1.9544, loss: 3.2613, grad_norm: 7.7762 2021-12-03 20:25:37,930 - mmaction - INFO - Epoch [62][80/1345] lr: 1.000e-02, eta: 1 day, 10:21:44, time: 0.959, data_time: 0.002, memory: 8232, loss_aux: 1.3586, top1_acc: 0.4852, top5_acc: 0.7562, loss_cls: 2.1020, loss: 3.4606, grad_norm: 7.6453 2021-12-03 20:25:57,098 - mmaction - INFO - Epoch [62][100/1345] lr: 1.000e-02, eta: 1 day, 10:21:21, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3394, top1_acc: 0.5148, top5_acc: 0.7672, loss_cls: 2.0071, loss: 3.3464, grad_norm: 7.5671 2021-12-03 20:26:16,310 - mmaction - INFO - Epoch [62][120/1345] lr: 1.000e-02, eta: 1 day, 10:20:58, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3259, top1_acc: 0.5102, top5_acc: 0.7727, loss_cls: 2.0389, loss: 3.3648, grad_norm: 7.5526 2021-12-03 20:26:35,515 - mmaction - INFO - Epoch [62][140/1345] lr: 1.000e-02, eta: 1 day, 10:20:35, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3577, top1_acc: 0.4758, top5_acc: 0.7578, loss_cls: 2.1045, loss: 3.4622, grad_norm: 7.8749 2021-12-03 20:26:54,725 - mmaction - INFO - Epoch [62][160/1345] lr: 1.000e-02, eta: 1 day, 10:20:13, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3451, top1_acc: 0.4961, top5_acc: 0.7703, loss_cls: 2.0641, loss: 3.4093, grad_norm: 7.8781 2021-12-03 20:27:13,934 - mmaction - INFO - Epoch [62][180/1345] lr: 1.000e-02, eta: 1 day, 10:19:50, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.2779, top1_acc: 0.5211, top5_acc: 0.7734, loss_cls: 1.9529, loss: 3.2309, grad_norm: 7.6698 2021-12-03 20:27:33,139 - mmaction - INFO - Epoch [62][200/1345] lr: 1.000e-02, eta: 1 day, 10:19:27, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3199, top1_acc: 0.5180, top5_acc: 0.7742, loss_cls: 1.9685, loss: 3.2884, grad_norm: 7.6651 2021-12-03 20:27:52,365 - mmaction - INFO - Epoch [62][220/1345] lr: 1.000e-02, eta: 1 day, 10:19:04, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3069, top1_acc: 0.5023, top5_acc: 0.7703, loss_cls: 2.0036, loss: 3.3105, grad_norm: 7.6278 2021-12-03 20:28:11,579 - mmaction - INFO - Epoch [62][240/1345] lr: 1.000e-02, eta: 1 day, 10:18:41, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3096, top1_acc: 0.5070, top5_acc: 0.7617, loss_cls: 2.0404, loss: 3.3500, grad_norm: 7.5867 2021-12-03 20:28:30,791 - mmaction - INFO - Epoch [62][260/1345] lr: 1.000e-02, eta: 1 day, 10:18:18, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3055, top1_acc: 0.5242, top5_acc: 0.7766, loss_cls: 1.9586, loss: 3.2641, grad_norm: 7.5690 2021-12-03 20:28:50,001 - mmaction - INFO - Epoch [62][280/1345] lr: 1.000e-02, eta: 1 day, 10:17:56, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3462, top1_acc: 0.4883, top5_acc: 0.7422, loss_cls: 2.1032, loss: 3.4493, grad_norm: 7.9249 2021-12-03 20:29:09,245 - mmaction - INFO - Epoch [62][300/1345] lr: 1.000e-02, eta: 1 day, 10:17:33, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3749, top1_acc: 0.4961, top5_acc: 0.7500, loss_cls: 2.0863, loss: 3.4612, grad_norm: 7.9037 2021-12-03 20:29:28,449 - mmaction - INFO - Epoch [62][320/1345] lr: 1.000e-02, eta: 1 day, 10:17:10, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3046, top1_acc: 0.5211, top5_acc: 0.7789, loss_cls: 1.9453, loss: 3.2499, grad_norm: 7.6453 2021-12-03 20:29:47,698 - mmaction - INFO - Epoch [62][340/1345] lr: 1.000e-02, eta: 1 day, 10:16:47, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3803, top1_acc: 0.5008, top5_acc: 0.7539, loss_cls: 2.0990, loss: 3.4793, grad_norm: 7.9238 2021-12-03 20:30:06,942 - mmaction - INFO - Epoch [62][360/1345] lr: 1.000e-02, eta: 1 day, 10:16:25, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3564, top1_acc: 0.4844, top5_acc: 0.7414, loss_cls: 2.1246, loss: 3.4810, grad_norm: 7.9063 2021-12-03 20:30:26,175 - mmaction - INFO - Epoch [62][380/1345] lr: 1.000e-02, eta: 1 day, 10:16:02, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3628, top1_acc: 0.4914, top5_acc: 0.7430, loss_cls: 2.1271, loss: 3.4899, grad_norm: 8.0387 2021-12-03 20:30:45,412 - mmaction - INFO - Epoch [62][400/1345] lr: 1.000e-02, eta: 1 day, 10:15:39, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3779, top1_acc: 0.4703, top5_acc: 0.7328, loss_cls: 2.1383, loss: 3.5161, grad_norm: 7.9685 2021-12-03 20:31:04,625 - mmaction - INFO - Epoch [62][420/1345] lr: 1.000e-02, eta: 1 day, 10:15:16, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3677, top1_acc: 0.4781, top5_acc: 0.7375, loss_cls: 2.1291, loss: 3.4969, grad_norm: 8.0095 2021-12-03 20:31:23,840 - mmaction - INFO - Epoch [62][440/1345] lr: 1.000e-02, eta: 1 day, 10:14:53, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3323, top1_acc: 0.4969, top5_acc: 0.7609, loss_cls: 2.0570, loss: 3.3893, grad_norm: 7.8810 2021-12-03 20:31:43,034 - mmaction - INFO - Epoch [62][460/1345] lr: 1.000e-02, eta: 1 day, 10:14:31, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3354, top1_acc: 0.5047, top5_acc: 0.7672, loss_cls: 2.0478, loss: 3.3832, grad_norm: 7.9533 2021-12-03 20:32:02,263 - mmaction - INFO - Epoch [62][480/1345] lr: 1.000e-02, eta: 1 day, 10:14:08, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3539, top1_acc: 0.4984, top5_acc: 0.7484, loss_cls: 2.0670, loss: 3.4209, grad_norm: 7.8481 2021-12-03 20:32:21,514 - mmaction - INFO - Epoch [62][500/1345] lr: 1.000e-02, eta: 1 day, 10:13:45, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3409, top1_acc: 0.4813, top5_acc: 0.7672, loss_cls: 2.0745, loss: 3.4154, grad_norm: 7.8511 2021-12-03 20:32:40,733 - mmaction - INFO - Epoch [62][520/1345] lr: 1.000e-02, eta: 1 day, 10:13:22, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3727, top1_acc: 0.4938, top5_acc: 0.7438, loss_cls: 2.1002, loss: 3.4728, grad_norm: 7.9203 2021-12-03 20:32:59,959 - mmaction - INFO - Epoch [62][540/1345] lr: 1.000e-02, eta: 1 day, 10:13:00, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3223, top1_acc: 0.5008, top5_acc: 0.7719, loss_cls: 2.0153, loss: 3.3377, grad_norm: 7.7619 2021-12-03 20:33:19,157 - mmaction - INFO - Epoch [62][560/1345] lr: 1.000e-02, eta: 1 day, 10:12:37, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3494, top1_acc: 0.4938, top5_acc: 0.7422, loss_cls: 2.0865, loss: 3.4359, grad_norm: 7.8422 2021-12-03 20:33:38,356 - mmaction - INFO - Epoch [62][580/1345] lr: 1.000e-02, eta: 1 day, 10:12:14, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3858, top1_acc: 0.4914, top5_acc: 0.7414, loss_cls: 2.1266, loss: 3.5124, grad_norm: 7.8973 2021-12-03 20:33:57,570 - mmaction - INFO - Epoch [62][600/1345] lr: 1.000e-02, eta: 1 day, 10:11:51, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3547, top1_acc: 0.4945, top5_acc: 0.7555, loss_cls: 2.1094, loss: 3.4641, grad_norm: 7.9599 2021-12-03 20:34:16,804 - mmaction - INFO - Epoch [62][620/1345] lr: 1.000e-02, eta: 1 day, 10:11:29, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.2981, top1_acc: 0.5023, top5_acc: 0.7648, loss_cls: 2.0190, loss: 3.3171, grad_norm: 7.8586 2021-12-03 20:34:36,006 - mmaction - INFO - Epoch [62][640/1345] lr: 1.000e-02, eta: 1 day, 10:11:06, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3313, top1_acc: 0.5000, top5_acc: 0.7562, loss_cls: 2.0649, loss: 3.3962, grad_norm: 7.7372 2021-12-03 20:34:55,245 - mmaction - INFO - Epoch [62][660/1345] lr: 1.000e-02, eta: 1 day, 10:10:43, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3083, top1_acc: 0.4930, top5_acc: 0.7656, loss_cls: 2.0381, loss: 3.3465, grad_norm: 7.7520 2021-12-03 20:35:14,456 - mmaction - INFO - Epoch [62][680/1345] lr: 1.000e-02, eta: 1 day, 10:10:20, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3274, top1_acc: 0.5070, top5_acc: 0.7680, loss_cls: 2.0227, loss: 3.3501, grad_norm: 7.6281 2021-12-03 20:35:33,643 - mmaction - INFO - Epoch [62][700/1345] lr: 1.000e-02, eta: 1 day, 10:09:57, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3535, top1_acc: 0.4906, top5_acc: 0.7484, loss_cls: 2.1049, loss: 3.4584, grad_norm: 7.7529 2021-12-03 20:35:52,851 - mmaction - INFO - Epoch [62][720/1345] lr: 1.000e-02, eta: 1 day, 10:09:35, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3188, top1_acc: 0.5078, top5_acc: 0.7703, loss_cls: 2.0416, loss: 3.3604, grad_norm: 8.0065 2021-12-03 20:36:12,079 - mmaction - INFO - Epoch [62][740/1345] lr: 1.000e-02, eta: 1 day, 10:09:12, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3758, top1_acc: 0.4688, top5_acc: 0.7250, loss_cls: 2.1650, loss: 3.5408, grad_norm: 8.0600 2021-12-03 20:36:31,303 - mmaction - INFO - Epoch [62][760/1345] lr: 1.000e-02, eta: 1 day, 10:08:49, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3616, top1_acc: 0.4859, top5_acc: 0.7336, loss_cls: 2.1357, loss: 3.4972, grad_norm: 7.7939 2021-12-03 20:36:50,537 - mmaction - INFO - Epoch [62][780/1345] lr: 1.000e-02, eta: 1 day, 10:08:26, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3432, top1_acc: 0.4836, top5_acc: 0.7367, loss_cls: 2.1058, loss: 3.4490, grad_norm: 7.9511 2021-12-03 20:37:09,728 - mmaction - INFO - Epoch [62][800/1345] lr: 1.000e-02, eta: 1 day, 10:08:04, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3009, top1_acc: 0.5094, top5_acc: 0.7773, loss_cls: 1.9725, loss: 3.2734, grad_norm: 7.6633 2021-12-03 20:37:28,919 - mmaction - INFO - Epoch [62][820/1345] lr: 1.000e-02, eta: 1 day, 10:07:41, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3776, top1_acc: 0.4953, top5_acc: 0.7594, loss_cls: 2.1236, loss: 3.5012, grad_norm: 8.0986 2021-12-03 20:37:48,149 - mmaction - INFO - Epoch [62][840/1345] lr: 1.000e-02, eta: 1 day, 10:07:18, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3983, top1_acc: 0.4531, top5_acc: 0.7258, loss_cls: 2.2473, loss: 3.6456, grad_norm: 8.1587 2021-12-03 20:38:07,388 - mmaction - INFO - Epoch [62][860/1345] lr: 1.000e-02, eta: 1 day, 10:06:55, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3449, top1_acc: 0.4977, top5_acc: 0.7539, loss_cls: 2.0940, loss: 3.4389, grad_norm: 7.7358 2021-12-03 20:38:26,613 - mmaction - INFO - Epoch [62][880/1345] lr: 1.000e-02, eta: 1 day, 10:06:33, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3213, top1_acc: 0.5055, top5_acc: 0.7539, loss_cls: 2.0385, loss: 3.3599, grad_norm: 7.6109 2021-12-03 20:38:45,828 - mmaction - INFO - Epoch [62][900/1345] lr: 1.000e-02, eta: 1 day, 10:06:10, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3445, top1_acc: 0.5062, top5_acc: 0.7711, loss_cls: 2.0404, loss: 3.3849, grad_norm: 7.6021 2021-12-03 20:39:05,062 - mmaction - INFO - Epoch [62][920/1345] lr: 1.000e-02, eta: 1 day, 10:05:47, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3349, top1_acc: 0.4836, top5_acc: 0.7406, loss_cls: 2.1224, loss: 3.4573, grad_norm: 7.8238 2021-12-03 20:39:24,293 - mmaction - INFO - Epoch [62][940/1345] lr: 1.000e-02, eta: 1 day, 10:05:24, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3277, top1_acc: 0.4906, top5_acc: 0.7586, loss_cls: 2.0476, loss: 3.3753, grad_norm: 7.9519 2021-12-03 20:39:43,527 - mmaction - INFO - Epoch [62][960/1345] lr: 1.000e-02, eta: 1 day, 10:05:02, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3551, top1_acc: 0.4805, top5_acc: 0.7414, loss_cls: 2.1365, loss: 3.4916, grad_norm: 8.1608 2021-12-03 20:40:02,754 - mmaction - INFO - Epoch [62][980/1345] lr: 1.000e-02, eta: 1 day, 10:04:39, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3521, top1_acc: 0.4570, top5_acc: 0.7359, loss_cls: 2.1609, loss: 3.5130, grad_norm: 7.9649 2021-12-03 20:40:22,010 - mmaction - INFO - Epoch [62][1000/1345] lr: 1.000e-02, eta: 1 day, 10:04:16, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3476, top1_acc: 0.5016, top5_acc: 0.7648, loss_cls: 2.0517, loss: 3.3993, grad_norm: 7.6248 2021-12-03 20:40:41,253 - mmaction - INFO - Epoch [62][1020/1345] lr: 1.000e-02, eta: 1 day, 10:03:54, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.2945, top1_acc: 0.5148, top5_acc: 0.7750, loss_cls: 1.9345, loss: 3.2290, grad_norm: 7.4151 2021-12-03 20:41:00,456 - mmaction - INFO - Epoch [62][1040/1345] lr: 1.000e-02, eta: 1 day, 10:03:31, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3092, top1_acc: 0.5078, top5_acc: 0.7664, loss_cls: 1.9895, loss: 3.2987, grad_norm: 7.7137 2021-12-03 20:41:19,655 - mmaction - INFO - Epoch [62][1060/1345] lr: 1.000e-02, eta: 1 day, 10:03:08, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3317, top1_acc: 0.5117, top5_acc: 0.7500, loss_cls: 2.0687, loss: 3.4003, grad_norm: 7.7207 2021-12-03 20:41:38,875 - mmaction - INFO - Epoch [62][1080/1345] lr: 1.000e-02, eta: 1 day, 10:02:45, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3448, top1_acc: 0.5109, top5_acc: 0.7578, loss_cls: 2.0549, loss: 3.3997, grad_norm: 7.6931 2021-12-03 20:41:58,129 - mmaction - INFO - Epoch [62][1100/1345] lr: 1.000e-02, eta: 1 day, 10:02:23, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3073, top1_acc: 0.5141, top5_acc: 0.7695, loss_cls: 1.9815, loss: 3.2888, grad_norm: 7.6325 2021-12-03 20:42:17,348 - mmaction - INFO - Epoch [62][1120/1345] lr: 1.000e-02, eta: 1 day, 10:02:00, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3374, top1_acc: 0.4867, top5_acc: 0.7477, loss_cls: 2.0889, loss: 3.4263, grad_norm: 7.8502 2021-12-03 20:42:36,600 - mmaction - INFO - Epoch [62][1140/1345] lr: 1.000e-02, eta: 1 day, 10:01:37, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3410, top1_acc: 0.4961, top5_acc: 0.7688, loss_cls: 2.0458, loss: 3.3869, grad_norm: 7.7526 2021-12-03 20:42:55,817 - mmaction - INFO - Epoch [62][1160/1345] lr: 1.000e-02, eta: 1 day, 10:01:15, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3604, top1_acc: 0.4883, top5_acc: 0.7594, loss_cls: 2.1320, loss: 3.4924, grad_norm: 7.9101 2021-12-03 20:43:15,044 - mmaction - INFO - Epoch [62][1180/1345] lr: 1.000e-02, eta: 1 day, 10:00:52, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3397, top1_acc: 0.5055, top5_acc: 0.7617, loss_cls: 2.0622, loss: 3.4019, grad_norm: 7.9340 2021-12-03 20:43:34,275 - mmaction - INFO - Epoch [62][1200/1345] lr: 1.000e-02, eta: 1 day, 10:00:29, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3726, top1_acc: 0.4859, top5_acc: 0.7430, loss_cls: 2.1554, loss: 3.5279, grad_norm: 7.8967 2021-12-03 20:43:53,500 - mmaction - INFO - Epoch [62][1220/1345] lr: 1.000e-02, eta: 1 day, 10:00:06, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3609, top1_acc: 0.4727, top5_acc: 0.7320, loss_cls: 2.1624, loss: 3.5233, grad_norm: 7.9699 2021-12-03 20:44:12,730 - mmaction - INFO - Epoch [62][1240/1345] lr: 1.000e-02, eta: 1 day, 9:59:44, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3780, top1_acc: 0.5008, top5_acc: 0.7531, loss_cls: 2.1072, loss: 3.4852, grad_norm: 7.8362 2021-12-03 20:44:31,964 - mmaction - INFO - Epoch [62][1260/1345] lr: 1.000e-02, eta: 1 day, 9:59:21, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3387, top1_acc: 0.5062, top5_acc: 0.7617, loss_cls: 2.0644, loss: 3.4031, grad_norm: 7.6127 2021-12-03 20:44:51,187 - mmaction - INFO - Epoch [62][1280/1345] lr: 1.000e-02, eta: 1 day, 9:58:58, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3623, top1_acc: 0.4859, top5_acc: 0.7359, loss_cls: 2.1274, loss: 3.4897, grad_norm: 7.6293 2021-12-03 20:45:10,421 - mmaction - INFO - Epoch [62][1300/1345] lr: 1.000e-02, eta: 1 day, 9:58:36, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3542, top1_acc: 0.5070, top5_acc: 0.7422, loss_cls: 2.1067, loss: 3.4609, grad_norm: 7.7250 2021-12-03 20:45:29,650 - mmaction - INFO - Epoch [62][1320/1345] lr: 1.000e-02, eta: 1 day, 9:58:13, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3832, top1_acc: 0.4859, top5_acc: 0.7500, loss_cls: 2.1325, loss: 3.5157, grad_norm: 7.9337 2021-12-03 20:45:48,891 - mmaction - INFO - Epoch [62][1340/1345] lr: 1.000e-02, eta: 1 day, 9:57:50, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3437, top1_acc: 0.4867, top5_acc: 0.7484, loss_cls: 2.1118, loss: 3.4555, grad_norm: 7.6996 2021-12-03 20:45:54,618 - mmaction - INFO - Saving checkpoint at 62 epochs 2021-12-03 20:48:02,010 - mmaction - INFO - Epoch [63][20/1345] lr: 1.000e-02, eta: 1 day, 9:59:44, time: 6.213, data_time: 5.246, memory: 8232, loss_aux: 1.3152, top1_acc: 0.4961, top5_acc: 0.7555, loss_cls: 2.0424, loss: 3.3577, grad_norm: 7.6418 2021-12-03 20:48:21,170 - mmaction - INFO - Epoch [63][40/1345] lr: 1.000e-02, eta: 1 day, 9:59:21, time: 0.958, data_time: 0.004, memory: 8232, loss_aux: 1.2920, top1_acc: 0.5242, top5_acc: 0.7734, loss_cls: 1.9367, loss: 3.2287, grad_norm: 7.5707 2021-12-03 20:48:40,339 - mmaction - INFO - Epoch [63][60/1345] lr: 1.000e-02, eta: 1 day, 9:58:58, time: 0.959, data_time: 0.003, memory: 8232, loss_aux: 1.3574, top1_acc: 0.4797, top5_acc: 0.7602, loss_cls: 2.0848, loss: 3.4422, grad_norm: 7.8145 2021-12-03 20:48:59,482 - mmaction - INFO - Epoch [63][80/1345] lr: 1.000e-02, eta: 1 day, 9:58:36, time: 0.957, data_time: 0.002, memory: 8232, loss_aux: 1.3492, top1_acc: 0.5016, top5_acc: 0.7664, loss_cls: 2.0284, loss: 3.3776, grad_norm: 7.7373 2021-12-03 20:49:18,639 - mmaction - INFO - Epoch [63][100/1345] lr: 1.000e-02, eta: 1 day, 9:58:13, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.3668, top1_acc: 0.5016, top5_acc: 0.7680, loss_cls: 2.0637, loss: 3.4305, grad_norm: 7.9510 2021-12-03 20:49:37,834 - mmaction - INFO - Epoch [63][120/1345] lr: 1.000e-02, eta: 1 day, 9:57:50, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.2767, top1_acc: 0.5289, top5_acc: 0.7773, loss_cls: 1.9423, loss: 3.2190, grad_norm: 7.5661 2021-12-03 20:49:56,998 - mmaction - INFO - Epoch [63][140/1345] lr: 1.000e-02, eta: 1 day, 9:57:27, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.3403, top1_acc: 0.5023, top5_acc: 0.7633, loss_cls: 2.0447, loss: 3.3850, grad_norm: 7.8508 2021-12-03 20:50:16,166 - mmaction - INFO - Epoch [63][160/1345] lr: 1.000e-02, eta: 1 day, 9:57:04, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.2949, top1_acc: 0.5141, top5_acc: 0.7820, loss_cls: 1.9503, loss: 3.2453, grad_norm: 7.7048 2021-12-03 20:50:35,342 - mmaction - INFO - Epoch [63][180/1345] lr: 1.000e-02, eta: 1 day, 9:56:42, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3583, top1_acc: 0.4977, top5_acc: 0.7492, loss_cls: 2.0676, loss: 3.4258, grad_norm: 8.0253 2021-12-03 20:50:54,501 - mmaction - INFO - Epoch [63][200/1345] lr: 1.000e-02, eta: 1 day, 9:56:19, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.3234, top1_acc: 0.5023, top5_acc: 0.7664, loss_cls: 1.9962, loss: 3.3197, grad_norm: 7.8926 2021-12-03 20:51:13,690 - mmaction - INFO - Epoch [63][220/1345] lr: 1.000e-02, eta: 1 day, 9:55:56, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3342, top1_acc: 0.4984, top5_acc: 0.7500, loss_cls: 2.0691, loss: 3.4033, grad_norm: 7.8029 2021-12-03 20:51:32,869 - mmaction - INFO - Epoch [63][240/1345] lr: 1.000e-02, eta: 1 day, 9:55:33, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3386, top1_acc: 0.4922, top5_acc: 0.7617, loss_cls: 2.0540, loss: 3.3926, grad_norm: 7.9612 2021-12-03 20:51:52,032 - mmaction - INFO - Epoch [63][260/1345] lr: 1.000e-02, eta: 1 day, 9:55:10, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.3284, top1_acc: 0.4984, top5_acc: 0.7641, loss_cls: 2.0224, loss: 3.3508, grad_norm: 7.6815 2021-12-03 20:52:11,245 - mmaction - INFO - Epoch [63][280/1345] lr: 1.000e-02, eta: 1 day, 9:54:48, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3273, top1_acc: 0.5023, top5_acc: 0.7586, loss_cls: 2.0498, loss: 3.3772, grad_norm: 7.8393 2021-12-03 20:52:30,417 - mmaction - INFO - Epoch [63][300/1345] lr: 1.000e-02, eta: 1 day, 9:54:25, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3168, top1_acc: 0.5133, top5_acc: 0.7797, loss_cls: 1.9626, loss: 3.2794, grad_norm: 7.7084 2021-12-03 20:52:49,632 - mmaction - INFO - Epoch [63][320/1345] lr: 1.000e-02, eta: 1 day, 9:54:02, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3326, top1_acc: 0.4844, top5_acc: 0.7531, loss_cls: 2.0691, loss: 3.4017, grad_norm: 7.8175 2021-12-03 20:53:08,789 - mmaction - INFO - Epoch [63][340/1345] lr: 1.000e-02, eta: 1 day, 9:53:39, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.3166, top1_acc: 0.5125, top5_acc: 0.7633, loss_cls: 2.0163, loss: 3.3330, grad_norm: 7.8776 2021-12-03 20:53:27,970 - mmaction - INFO - Epoch [63][360/1345] lr: 1.000e-02, eta: 1 day, 9:53:16, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3326, top1_acc: 0.5047, top5_acc: 0.7656, loss_cls: 2.0195, loss: 3.3521, grad_norm: 7.6807 2021-12-03 20:53:47,161 - mmaction - INFO - Epoch [63][380/1345] lr: 1.000e-02, eta: 1 day, 9:52:54, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3361, top1_acc: 0.4922, top5_acc: 0.7555, loss_cls: 2.0991, loss: 3.4351, grad_norm: 7.8441 2021-12-03 20:54:06,365 - mmaction - INFO - Epoch [63][400/1345] lr: 1.000e-02, eta: 1 day, 9:52:31, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3501, top1_acc: 0.5023, top5_acc: 0.7477, loss_cls: 2.0488, loss: 3.3988, grad_norm: 7.7263 2021-12-03 20:54:25,581 - mmaction - INFO - Epoch [63][420/1345] lr: 1.000e-02, eta: 1 day, 9:52:08, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3182, top1_acc: 0.5055, top5_acc: 0.7703, loss_cls: 2.0248, loss: 3.3430, grad_norm: 7.7900 2021-12-03 20:54:44,794 - mmaction - INFO - Epoch [63][440/1345] lr: 1.000e-02, eta: 1 day, 9:51:45, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3346, top1_acc: 0.5047, top5_acc: 0.7680, loss_cls: 2.0410, loss: 3.3756, grad_norm: 7.8226 2021-12-03 20:55:04,001 - mmaction - INFO - Epoch [63][460/1345] lr: 1.000e-02, eta: 1 day, 9:51:23, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3830, top1_acc: 0.4758, top5_acc: 0.7477, loss_cls: 2.1911, loss: 3.5741, grad_norm: 8.1472 2021-12-03 20:55:23,208 - mmaction - INFO - Epoch [63][480/1345] lr: 1.000e-02, eta: 1 day, 9:51:00, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.2820, top1_acc: 0.5195, top5_acc: 0.7797, loss_cls: 1.9837, loss: 3.2657, grad_norm: 7.7532 2021-12-03 20:55:42,398 - mmaction - INFO - Epoch [63][500/1345] lr: 1.000e-02, eta: 1 day, 9:50:37, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3234, top1_acc: 0.5008, top5_acc: 0.7734, loss_cls: 2.0262, loss: 3.3496, grad_norm: 7.7940 2021-12-03 20:56:01,611 - mmaction - INFO - Epoch [63][520/1345] lr: 1.000e-02, eta: 1 day, 9:50:14, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3529, top1_acc: 0.4953, top5_acc: 0.7484, loss_cls: 2.0726, loss: 3.4256, grad_norm: 7.6606 2021-12-03 20:56:20,834 - mmaction - INFO - Epoch [63][540/1345] lr: 1.000e-02, eta: 1 day, 9:49:52, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3634, top1_acc: 0.4867, top5_acc: 0.7453, loss_cls: 2.1107, loss: 3.4741, grad_norm: 7.9563 2021-12-03 20:56:40,069 - mmaction - INFO - Epoch [63][560/1345] lr: 1.000e-02, eta: 1 day, 9:49:29, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3171, top1_acc: 0.5188, top5_acc: 0.7688, loss_cls: 1.9879, loss: 3.3050, grad_norm: 7.7003 2021-12-03 20:56:59,264 - mmaction - INFO - Epoch [63][580/1345] lr: 1.000e-02, eta: 1 day, 9:49:06, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3206, top1_acc: 0.4938, top5_acc: 0.7531, loss_cls: 2.0501, loss: 3.3708, grad_norm: 7.7932 2021-12-03 20:57:18,464 - mmaction - INFO - Epoch [63][600/1345] lr: 1.000e-02, eta: 1 day, 9:48:44, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.2983, top1_acc: 0.5188, top5_acc: 0.7711, loss_cls: 1.9644, loss: 3.2627, grad_norm: 7.6833 2021-12-03 20:57:37,681 - mmaction - INFO - Epoch [63][620/1345] lr: 1.000e-02, eta: 1 day, 9:48:21, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.2962, top1_acc: 0.5172, top5_acc: 0.7805, loss_cls: 2.0074, loss: 3.3035, grad_norm: 8.0139 2021-12-03 20:57:56,896 - mmaction - INFO - Epoch [63][640/1345] lr: 1.000e-02, eta: 1 day, 9:47:58, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3462, top1_acc: 0.4766, top5_acc: 0.7484, loss_cls: 2.0756, loss: 3.4219, grad_norm: 7.8867 2021-12-03 20:58:16,123 - mmaction - INFO - Epoch [63][660/1345] lr: 1.000e-02, eta: 1 day, 9:47:35, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.2998, top1_acc: 0.5266, top5_acc: 0.7719, loss_cls: 1.9588, loss: 3.2586, grad_norm: 7.5358 2021-12-03 20:58:35,325 - mmaction - INFO - Epoch [63][680/1345] lr: 1.000e-02, eta: 1 day, 9:47:13, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3163, top1_acc: 0.5023, top5_acc: 0.7547, loss_cls: 2.0264, loss: 3.3427, grad_norm: 7.8323 2021-12-03 20:58:54,528 - mmaction - INFO - Epoch [63][700/1345] lr: 1.000e-02, eta: 1 day, 9:46:50, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3523, top1_acc: 0.4891, top5_acc: 0.7430, loss_cls: 2.0969, loss: 3.4492, grad_norm: 7.8124 2021-12-03 20:59:13,763 - mmaction - INFO - Epoch [63][720/1345] lr: 1.000e-02, eta: 1 day, 9:46:27, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3476, top1_acc: 0.4813, top5_acc: 0.7445, loss_cls: 2.1124, loss: 3.4599, grad_norm: 7.9960 2021-12-03 20:59:32,988 - mmaction - INFO - Epoch [63][740/1345] lr: 1.000e-02, eta: 1 day, 9:46:05, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3650, top1_acc: 0.4805, top5_acc: 0.7469, loss_cls: 2.1289, loss: 3.4939, grad_norm: 7.9482 2021-12-03 20:59:52,186 - mmaction - INFO - Epoch [63][760/1345] lr: 1.000e-02, eta: 1 day, 9:45:42, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3465, top1_acc: 0.4992, top5_acc: 0.7445, loss_cls: 2.0996, loss: 3.4460, grad_norm: 7.7341 2021-12-03 21:00:11,418 - mmaction - INFO - Epoch [63][780/1345] lr: 1.000e-02, eta: 1 day, 9:45:19, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3228, top1_acc: 0.4945, top5_acc: 0.7523, loss_cls: 2.0723, loss: 3.3952, grad_norm: 7.7348 2021-12-03 21:00:30,652 - mmaction - INFO - Epoch [63][800/1345] lr: 1.000e-02, eta: 1 day, 9:44:56, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3181, top1_acc: 0.4992, top5_acc: 0.7508, loss_cls: 2.0670, loss: 3.3851, grad_norm: 7.7023 2021-12-03 21:00:49,869 - mmaction - INFO - Epoch [63][820/1345] lr: 1.000e-02, eta: 1 day, 9:44:34, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3420, top1_acc: 0.4820, top5_acc: 0.7562, loss_cls: 2.1147, loss: 3.4567, grad_norm: 7.8178 2021-12-03 21:01:09,108 - mmaction - INFO - Epoch [63][840/1345] lr: 1.000e-02, eta: 1 day, 9:44:11, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3431, top1_acc: 0.5172, top5_acc: 0.7570, loss_cls: 2.0143, loss: 3.3574, grad_norm: 7.7150 2021-12-03 21:01:28,356 - mmaction - INFO - Epoch [63][860/1345] lr: 1.000e-02, eta: 1 day, 9:43:48, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3852, top1_acc: 0.4758, top5_acc: 0.7477, loss_cls: 2.1289, loss: 3.5141, grad_norm: 7.8941 2021-12-03 21:01:47,568 - mmaction - INFO - Epoch [63][880/1345] lr: 1.000e-02, eta: 1 day, 9:43:26, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3281, top1_acc: 0.4898, top5_acc: 0.7562, loss_cls: 2.0826, loss: 3.4107, grad_norm: 7.8627 2021-12-03 21:02:06,780 - mmaction - INFO - Epoch [63][900/1345] lr: 1.000e-02, eta: 1 day, 9:43:03, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3592, top1_acc: 0.4852, top5_acc: 0.7477, loss_cls: 2.1335, loss: 3.4927, grad_norm: 7.8293 2021-12-03 21:02:26,000 - mmaction - INFO - Epoch [63][920/1345] lr: 1.000e-02, eta: 1 day, 9:42:40, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3085, top1_acc: 0.5023, top5_acc: 0.7586, loss_cls: 2.0324, loss: 3.3408, grad_norm: 7.6829 2021-12-03 21:02:45,222 - mmaction - INFO - Epoch [63][940/1345] lr: 1.000e-02, eta: 1 day, 9:42:18, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3572, top1_acc: 0.4852, top5_acc: 0.7609, loss_cls: 2.0804, loss: 3.4375, grad_norm: 7.8182 2021-12-03 21:03:04,450 - mmaction - INFO - Epoch [63][960/1345] lr: 1.000e-02, eta: 1 day, 9:41:55, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3232, top1_acc: 0.5141, top5_acc: 0.7586, loss_cls: 2.0416, loss: 3.3647, grad_norm: 7.7773 2021-12-03 21:03:23,687 - mmaction - INFO - Epoch [63][980/1345] lr: 1.000e-02, eta: 1 day, 9:41:32, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3733, top1_acc: 0.4852, top5_acc: 0.7414, loss_cls: 2.1431, loss: 3.5164, grad_norm: 8.0376 2021-12-03 21:03:42,900 - mmaction - INFO - Epoch [63][1000/1345] lr: 1.000e-02, eta: 1 day, 9:41:10, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3630, top1_acc: 0.4797, top5_acc: 0.7273, loss_cls: 2.1878, loss: 3.5508, grad_norm: 7.7899 2021-12-03 21:04:02,130 - mmaction - INFO - Epoch [63][1020/1345] lr: 1.000e-02, eta: 1 day, 9:40:47, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3675, top1_acc: 0.4875, top5_acc: 0.7422, loss_cls: 2.1578, loss: 3.5253, grad_norm: 7.8398 2021-12-03 21:04:21,344 - mmaction - INFO - Epoch [63][1040/1345] lr: 1.000e-02, eta: 1 day, 9:40:24, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3604, top1_acc: 0.4703, top5_acc: 0.7516, loss_cls: 2.1183, loss: 3.4787, grad_norm: 7.9938 2021-12-03 21:04:40,541 - mmaction - INFO - Epoch [63][1060/1345] lr: 1.000e-02, eta: 1 day, 9:40:02, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3305, top1_acc: 0.5047, top5_acc: 0.7664, loss_cls: 2.0224, loss: 3.3529, grad_norm: 7.6659 2021-12-03 21:04:59,736 - mmaction - INFO - Epoch [63][1080/1345] lr: 1.000e-02, eta: 1 day, 9:39:39, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.2922, top1_acc: 0.5141, top5_acc: 0.7539, loss_cls: 2.0259, loss: 3.3181, grad_norm: 7.7735 2021-12-03 21:05:18,922 - mmaction - INFO - Epoch [63][1100/1345] lr: 1.000e-02, eta: 1 day, 9:39:16, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3482, top1_acc: 0.4828, top5_acc: 0.7438, loss_cls: 2.1039, loss: 3.4522, grad_norm: 7.8282 2021-12-03 21:05:38,155 - mmaction - INFO - Epoch [63][1120/1345] lr: 1.000e-02, eta: 1 day, 9:38:54, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3384, top1_acc: 0.4898, top5_acc: 0.7422, loss_cls: 2.1287, loss: 3.4671, grad_norm: 7.6935 2021-12-03 21:05:57,369 - mmaction - INFO - Epoch [63][1140/1345] lr: 1.000e-02, eta: 1 day, 9:38:31, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.2978, top1_acc: 0.4992, top5_acc: 0.7695, loss_cls: 2.0243, loss: 3.3221, grad_norm: 7.8449 2021-12-03 21:06:16,600 - mmaction - INFO - Epoch [63][1160/1345] lr: 1.000e-02, eta: 1 day, 9:38:08, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3233, top1_acc: 0.4961, top5_acc: 0.7562, loss_cls: 2.0577, loss: 3.3810, grad_norm: 7.7776 2021-12-03 21:06:35,820 - mmaction - INFO - Epoch [63][1180/1345] lr: 1.000e-02, eta: 1 day, 9:37:46, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3070, top1_acc: 0.5086, top5_acc: 0.7656, loss_cls: 2.0342, loss: 3.3412, grad_norm: 7.8547 2021-12-03 21:06:55,051 - mmaction - INFO - Epoch [63][1200/1345] lr: 1.000e-02, eta: 1 day, 9:37:23, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3379, top1_acc: 0.5023, top5_acc: 0.7570, loss_cls: 2.0252, loss: 3.3630, grad_norm: 7.7009 2021-12-03 21:07:14,267 - mmaction - INFO - Epoch [63][1220/1345] lr: 1.000e-02, eta: 1 day, 9:37:00, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3470, top1_acc: 0.4711, top5_acc: 0.7422, loss_cls: 2.1190, loss: 3.4659, grad_norm: 7.9595 2021-12-03 21:07:33,478 - mmaction - INFO - Epoch [63][1240/1345] lr: 1.000e-02, eta: 1 day, 9:36:38, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3283, top1_acc: 0.4836, top5_acc: 0.7609, loss_cls: 2.0787, loss: 3.4070, grad_norm: 7.8338 2021-12-03 21:07:52,705 - mmaction - INFO - Epoch [63][1260/1345] lr: 1.000e-02, eta: 1 day, 9:36:15, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3555, top1_acc: 0.4961, top5_acc: 0.7531, loss_cls: 2.0753, loss: 3.4308, grad_norm: 7.9614 2021-12-03 21:08:11,938 - mmaction - INFO - Epoch [63][1280/1345] lr: 1.000e-02, eta: 1 day, 9:35:52, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3503, top1_acc: 0.5023, top5_acc: 0.7477, loss_cls: 2.0695, loss: 3.4198, grad_norm: 7.9203 2021-12-03 21:08:31,181 - mmaction - INFO - Epoch [63][1300/1345] lr: 1.000e-02, eta: 1 day, 9:35:30, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3659, top1_acc: 0.4891, top5_acc: 0.7336, loss_cls: 2.1295, loss: 3.4954, grad_norm: 8.0256 2021-12-03 21:08:50,392 - mmaction - INFO - Epoch [63][1320/1345] lr: 1.000e-02, eta: 1 day, 9:35:07, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3210, top1_acc: 0.5047, top5_acc: 0.7789, loss_cls: 2.0164, loss: 3.3374, grad_norm: 8.0686 2021-12-03 21:09:09,631 - mmaction - INFO - Epoch [63][1340/1345] lr: 1.000e-02, eta: 1 day, 9:34:44, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3126, top1_acc: 0.4969, top5_acc: 0.7664, loss_cls: 2.0463, loss: 3.3589, grad_norm: 7.8877 2021-12-03 21:09:15,020 - mmaction - INFO - Saving checkpoint at 63 epochs 2021-12-03 21:11:20,780 - mmaction - INFO - Epoch [64][20/1345] lr: 1.000e-02, eta: 1 day, 9:36:32, time: 6.142, data_time: 5.179, memory: 8232, loss_aux: 1.3631, top1_acc: 0.4773, top5_acc: 0.7422, loss_cls: 2.1318, loss: 3.4950, grad_norm: 8.0257 2021-12-03 21:11:39,895 - mmaction - INFO - Epoch [64][40/1345] lr: 1.000e-02, eta: 1 day, 9:36:10, time: 0.956, data_time: 0.003, memory: 8232, loss_aux: 1.3070, top1_acc: 0.5203, top5_acc: 0.7594, loss_cls: 1.9966, loss: 3.3037, grad_norm: 7.7556 2021-12-03 21:11:59,043 - mmaction - INFO - Epoch [64][60/1345] lr: 1.000e-02, eta: 1 day, 9:35:47, time: 0.957, data_time: 0.002, memory: 8232, loss_aux: 1.3405, top1_acc: 0.4836, top5_acc: 0.7617, loss_cls: 2.0526, loss: 3.3932, grad_norm: 7.8709 2021-12-03 21:12:18,194 - mmaction - INFO - Epoch [64][80/1345] lr: 1.000e-02, eta: 1 day, 9:35:24, time: 0.958, data_time: 0.002, memory: 8232, loss_aux: 1.2973, top1_acc: 0.5242, top5_acc: 0.7805, loss_cls: 1.9369, loss: 3.2343, grad_norm: 7.7181 2021-12-03 21:12:37,362 - mmaction - INFO - Epoch [64][100/1345] lr: 1.000e-02, eta: 1 day, 9:35:01, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.3542, top1_acc: 0.4844, top5_acc: 0.7531, loss_cls: 2.0946, loss: 3.4488, grad_norm: 7.8691 2021-12-03 21:12:56,559 - mmaction - INFO - Epoch [64][120/1345] lr: 1.000e-02, eta: 1 day, 9:34:39, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3313, top1_acc: 0.4898, top5_acc: 0.7484, loss_cls: 2.0558, loss: 3.3871, grad_norm: 7.7065 2021-12-03 21:13:15,745 - mmaction - INFO - Epoch [64][140/1345] lr: 1.000e-02, eta: 1 day, 9:34:16, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3729, top1_acc: 0.4758, top5_acc: 0.7484, loss_cls: 2.1295, loss: 3.5024, grad_norm: 8.0478 2021-12-03 21:13:34,932 - mmaction - INFO - Epoch [64][160/1345] lr: 1.000e-02, eta: 1 day, 9:33:53, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3204, top1_acc: 0.5234, top5_acc: 0.7695, loss_cls: 1.9584, loss: 3.2787, grad_norm: 7.7780 2021-12-03 21:13:54,154 - mmaction - INFO - Epoch [64][180/1345] lr: 1.000e-02, eta: 1 day, 9:33:30, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3164, top1_acc: 0.4820, top5_acc: 0.7562, loss_cls: 2.0819, loss: 3.3983, grad_norm: 7.9860 2021-12-03 21:14:13,337 - mmaction - INFO - Epoch [64][200/1345] lr: 1.000e-02, eta: 1 day, 9:33:08, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3246, top1_acc: 0.5062, top5_acc: 0.7820, loss_cls: 1.9834, loss: 3.3080, grad_norm: 7.9171 2021-12-03 21:14:32,519 - mmaction - INFO - Epoch [64][220/1345] lr: 1.000e-02, eta: 1 day, 9:32:45, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3636, top1_acc: 0.4805, top5_acc: 0.7445, loss_cls: 2.1360, loss: 3.4996, grad_norm: 7.9824 2021-12-03 21:14:51,716 - mmaction - INFO - Epoch [64][240/1345] lr: 1.000e-02, eta: 1 day, 9:32:22, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3323, top1_acc: 0.5102, top5_acc: 0.7648, loss_cls: 2.0191, loss: 3.3513, grad_norm: 7.6016 2021-12-03 21:15:10,900 - mmaction - INFO - Epoch [64][260/1345] lr: 1.000e-02, eta: 1 day, 9:31:59, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3113, top1_acc: 0.4992, top5_acc: 0.7664, loss_cls: 2.0036, loss: 3.3149, grad_norm: 7.7621 2021-12-03 21:15:30,072 - mmaction - INFO - Epoch [64][280/1345] lr: 1.000e-02, eta: 1 day, 9:31:37, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3022, top1_acc: 0.5070, top5_acc: 0.7664, loss_cls: 2.0090, loss: 3.3112, grad_norm: 7.6816 2021-12-03 21:15:49,265 - mmaction - INFO - Epoch [64][300/1345] lr: 1.000e-02, eta: 1 day, 9:31:14, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.2996, top1_acc: 0.5227, top5_acc: 0.7625, loss_cls: 1.9802, loss: 3.2798, grad_norm: 7.7927 2021-12-03 21:16:08,470 - mmaction - INFO - Epoch [64][320/1345] lr: 1.000e-02, eta: 1 day, 9:30:51, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3685, top1_acc: 0.4883, top5_acc: 0.7562, loss_cls: 2.0963, loss: 3.4648, grad_norm: 7.9763 2021-12-03 21:16:27,678 - mmaction - INFO - Epoch [64][340/1345] lr: 1.000e-02, eta: 1 day, 9:30:29, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3626, top1_acc: 0.4945, top5_acc: 0.7562, loss_cls: 2.1152, loss: 3.4778, grad_norm: 7.9512 2021-12-03 21:16:46,902 - mmaction - INFO - Epoch [64][360/1345] lr: 1.000e-02, eta: 1 day, 9:30:06, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3489, top1_acc: 0.4789, top5_acc: 0.7461, loss_cls: 2.1167, loss: 3.4656, grad_norm: 7.8554 2021-12-03 21:17:06,136 - mmaction - INFO - Epoch [64][380/1345] lr: 1.000e-02, eta: 1 day, 9:29:43, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3223, top1_acc: 0.5273, top5_acc: 0.7695, loss_cls: 1.9877, loss: 3.3100, grad_norm: 7.4202 2021-12-03 21:17:25,353 - mmaction - INFO - Epoch [64][400/1345] lr: 1.000e-02, eta: 1 day, 9:29:21, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.2965, top1_acc: 0.5352, top5_acc: 0.7727, loss_cls: 1.9599, loss: 3.2564, grad_norm: 7.5784 2021-12-03 21:17:44,575 - mmaction - INFO - Epoch [64][420/1345] lr: 1.000e-02, eta: 1 day, 9:28:58, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3021, top1_acc: 0.4906, top5_acc: 0.7578, loss_cls: 2.0452, loss: 3.3473, grad_norm: 7.9182 2021-12-03 21:18:03,841 - mmaction - INFO - Epoch [64][440/1345] lr: 1.000e-02, eta: 1 day, 9:28:35, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3218, top1_acc: 0.4883, top5_acc: 0.7594, loss_cls: 2.0552, loss: 3.3770, grad_norm: 7.8917 2021-12-03 21:18:23,050 - mmaction - INFO - Epoch [64][460/1345] lr: 1.000e-02, eta: 1 day, 9:28:13, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3118, top1_acc: 0.4883, top5_acc: 0.7625, loss_cls: 2.0189, loss: 3.3307, grad_norm: 7.9037 2021-12-03 21:18:42,290 - mmaction - INFO - Epoch [64][480/1345] lr: 1.000e-02, eta: 1 day, 9:27:50, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3350, top1_acc: 0.4891, top5_acc: 0.7586, loss_cls: 2.1014, loss: 3.4364, grad_norm: 7.8712 2021-12-03 21:19:01,520 - mmaction - INFO - Epoch [64][500/1345] lr: 1.000e-02, eta: 1 day, 9:27:27, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3361, top1_acc: 0.4945, top5_acc: 0.7344, loss_cls: 2.0920, loss: 3.4281, grad_norm: 7.8143 2021-12-03 21:19:20,731 - mmaction - INFO - Epoch [64][520/1345] lr: 1.000e-02, eta: 1 day, 9:27:05, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3408, top1_acc: 0.4961, top5_acc: 0.7773, loss_cls: 1.9958, loss: 3.3365, grad_norm: 7.6942 2021-12-03 21:19:39,980 - mmaction - INFO - Epoch [64][540/1345] lr: 1.000e-02, eta: 1 day, 9:26:42, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3527, top1_acc: 0.4773, top5_acc: 0.7641, loss_cls: 2.0853, loss: 3.4379, grad_norm: 7.9757 2021-12-03 21:19:59,196 - mmaction - INFO - Epoch [64][560/1345] lr: 1.000e-02, eta: 1 day, 9:26:19, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3197, top1_acc: 0.5219, top5_acc: 0.7703, loss_cls: 2.0199, loss: 3.3396, grad_norm: 7.7700 2021-12-03 21:20:18,444 - mmaction - INFO - Epoch [64][580/1345] lr: 1.000e-02, eta: 1 day, 9:25:57, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3385, top1_acc: 0.5008, top5_acc: 0.7648, loss_cls: 2.0650, loss: 3.4035, grad_norm: 7.8494 2021-12-03 21:20:37,646 - mmaction - INFO - Epoch [64][600/1345] lr: 1.000e-02, eta: 1 day, 9:25:34, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3376, top1_acc: 0.5039, top5_acc: 0.7578, loss_cls: 2.0725, loss: 3.4101, grad_norm: 7.8899 2021-12-03 21:20:56,842 - mmaction - INFO - Epoch [64][620/1345] lr: 1.000e-02, eta: 1 day, 9:25:11, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3512, top1_acc: 0.5039, top5_acc: 0.7617, loss_cls: 2.0686, loss: 3.4198, grad_norm: 7.5959 2021-12-03 21:21:16,047 - mmaction - INFO - Epoch [64][640/1345] lr: 1.000e-02, eta: 1 day, 9:24:49, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3537, top1_acc: 0.4898, top5_acc: 0.7656, loss_cls: 2.0608, loss: 3.4145, grad_norm: 7.6854 2021-12-03 21:21:35,278 - mmaction - INFO - Epoch [64][660/1345] lr: 1.000e-02, eta: 1 day, 9:24:26, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3144, top1_acc: 0.5070, top5_acc: 0.7703, loss_cls: 2.0200, loss: 3.3345, grad_norm: 7.7624 2021-12-03 21:21:54,483 - mmaction - INFO - Epoch [64][680/1345] lr: 1.000e-02, eta: 1 day, 9:24:03, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3354, top1_acc: 0.4906, top5_acc: 0.7664, loss_cls: 2.0862, loss: 3.4216, grad_norm: 8.0739 2021-12-03 21:22:13,695 - mmaction - INFO - Epoch [64][700/1345] lr: 1.000e-02, eta: 1 day, 9:23:41, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3471, top1_acc: 0.4984, top5_acc: 0.7586, loss_cls: 2.0506, loss: 3.3977, grad_norm: 7.8142 2021-12-03 21:22:32,899 - mmaction - INFO - Epoch [64][720/1345] lr: 1.000e-02, eta: 1 day, 9:23:18, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3274, top1_acc: 0.5008, top5_acc: 0.7531, loss_cls: 2.0879, loss: 3.4152, grad_norm: 7.7378 2021-12-03 21:22:52,128 - mmaction - INFO - Epoch [64][740/1345] lr: 1.000e-02, eta: 1 day, 9:22:55, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3493, top1_acc: 0.5188, top5_acc: 0.7477, loss_cls: 2.0588, loss: 3.4082, grad_norm: 7.5974 2021-12-03 21:23:11,374 - mmaction - INFO - Epoch [64][760/1345] lr: 1.000e-02, eta: 1 day, 9:22:33, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3379, top1_acc: 0.4852, top5_acc: 0.7539, loss_cls: 2.0768, loss: 3.4147, grad_norm: 7.8936 2021-12-03 21:23:30,575 - mmaction - INFO - Epoch [64][780/1345] lr: 1.000e-02, eta: 1 day, 9:22:10, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3267, top1_acc: 0.5016, top5_acc: 0.7703, loss_cls: 1.9957, loss: 3.3224, grad_norm: 7.6541 2021-12-03 21:23:49,813 - mmaction - INFO - Epoch [64][800/1345] lr: 1.000e-02, eta: 1 day, 9:21:48, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3127, top1_acc: 0.4930, top5_acc: 0.7602, loss_cls: 2.0389, loss: 3.3516, grad_norm: 7.8014 2021-12-03 21:24:09,063 - mmaction - INFO - Epoch [64][820/1345] lr: 1.000e-02, eta: 1 day, 9:21:25, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3150, top1_acc: 0.5031, top5_acc: 0.7461, loss_cls: 2.0551, loss: 3.3701, grad_norm: 7.6742 2021-12-03 21:24:28,270 - mmaction - INFO - Epoch [64][840/1345] lr: 1.000e-02, eta: 1 day, 9:21:02, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3147, top1_acc: 0.5102, top5_acc: 0.7477, loss_cls: 2.0518, loss: 3.3665, grad_norm: 7.6766 2021-12-03 21:24:47,482 - mmaction - INFO - Epoch [64][860/1345] lr: 1.000e-02, eta: 1 day, 9:20:40, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3251, top1_acc: 0.5133, top5_acc: 0.7438, loss_cls: 2.0566, loss: 3.3817, grad_norm: 7.6496 2021-12-03 21:25:06,690 - mmaction - INFO - Epoch [64][880/1345] lr: 1.000e-02, eta: 1 day, 9:20:17, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3264, top1_acc: 0.5219, top5_acc: 0.7742, loss_cls: 1.9838, loss: 3.3102, grad_norm: 7.7339 2021-12-03 21:25:25,899 - mmaction - INFO - Epoch [64][900/1345] lr: 1.000e-02, eta: 1 day, 9:19:54, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3389, top1_acc: 0.5109, top5_acc: 0.7617, loss_cls: 2.0301, loss: 3.3690, grad_norm: 7.8628 2021-12-03 21:25:45,095 - mmaction - INFO - Epoch [64][920/1345] lr: 1.000e-02, eta: 1 day, 9:19:32, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3339, top1_acc: 0.4930, top5_acc: 0.7445, loss_cls: 2.1040, loss: 3.4379, grad_norm: 8.0266 2021-12-03 21:26:04,313 - mmaction - INFO - Epoch [64][940/1345] lr: 1.000e-02, eta: 1 day, 9:19:09, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3069, top1_acc: 0.5172, top5_acc: 0.7602, loss_cls: 2.0373, loss: 3.3441, grad_norm: 7.7635 2021-12-03 21:26:23,503 - mmaction - INFO - Epoch [64][960/1345] lr: 1.000e-02, eta: 1 day, 9:18:46, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3557, top1_acc: 0.4945, top5_acc: 0.7461, loss_cls: 2.1334, loss: 3.4891, grad_norm: 7.7809 2021-12-03 21:26:42,698 - mmaction - INFO - Epoch [64][980/1345] lr: 1.000e-02, eta: 1 day, 9:18:24, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3378, top1_acc: 0.4992, top5_acc: 0.7508, loss_cls: 2.1025, loss: 3.4403, grad_norm: 7.7616 2021-12-03 21:27:01,900 - mmaction - INFO - Epoch [64][1000/1345] lr: 1.000e-02, eta: 1 day, 9:18:01, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3097, top1_acc: 0.5102, top5_acc: 0.7766, loss_cls: 1.9960, loss: 3.3057, grad_norm: 7.6082 2021-12-03 21:27:21,110 - mmaction - INFO - Epoch [64][1020/1345] lr: 1.000e-02, eta: 1 day, 9:17:38, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3612, top1_acc: 0.4828, top5_acc: 0.7383, loss_cls: 2.1146, loss: 3.4758, grad_norm: 7.7190 2021-12-03 21:27:40,316 - mmaction - INFO - Epoch [64][1040/1345] lr: 1.000e-02, eta: 1 day, 9:17:16, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3156, top1_acc: 0.5164, top5_acc: 0.7594, loss_cls: 2.0015, loss: 3.3171, grad_norm: 7.7911 2021-12-03 21:27:59,520 - mmaction - INFO - Epoch [64][1060/1345] lr: 1.000e-02, eta: 1 day, 9:16:53, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3452, top1_acc: 0.4984, top5_acc: 0.7594, loss_cls: 2.0534, loss: 3.3986, grad_norm: 7.9196 2021-12-03 21:28:18,725 - mmaction - INFO - Epoch [64][1080/1345] lr: 1.000e-02, eta: 1 day, 9:16:31, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3384, top1_acc: 0.5156, top5_acc: 0.7773, loss_cls: 1.9924, loss: 3.3308, grad_norm: 7.9499 2021-12-03 21:28:37,937 - mmaction - INFO - Epoch [64][1100/1345] lr: 1.000e-02, eta: 1 day, 9:16:08, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3545, top1_acc: 0.5016, top5_acc: 0.7375, loss_cls: 2.1010, loss: 3.4556, grad_norm: 7.8870 2021-12-03 21:28:57,163 - mmaction - INFO - Epoch [64][1120/1345] lr: 1.000e-02, eta: 1 day, 9:15:45, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3354, top1_acc: 0.4922, top5_acc: 0.7477, loss_cls: 2.0889, loss: 3.4243, grad_norm: 7.9514 2021-12-03 21:29:16,359 - mmaction - INFO - Epoch [64][1140/1345] lr: 1.000e-02, eta: 1 day, 9:15:23, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3738, top1_acc: 0.4906, top5_acc: 0.7500, loss_cls: 2.1169, loss: 3.4907, grad_norm: 7.8893 2021-12-03 21:29:35,583 - mmaction - INFO - Epoch [64][1160/1345] lr: 1.000e-02, eta: 1 day, 9:15:00, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3253, top1_acc: 0.4859, top5_acc: 0.7617, loss_cls: 2.0450, loss: 3.3703, grad_norm: 7.8770 2021-12-03 21:29:54,832 - mmaction - INFO - Epoch [64][1180/1345] lr: 1.000e-02, eta: 1 day, 9:14:37, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3633, top1_acc: 0.5070, top5_acc: 0.7445, loss_cls: 2.1193, loss: 3.4825, grad_norm: 7.8837 2021-12-03 21:30:14,037 - mmaction - INFO - Epoch [64][1200/1345] lr: 1.000e-02, eta: 1 day, 9:14:15, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3640, top1_acc: 0.4945, top5_acc: 0.7414, loss_cls: 2.1190, loss: 3.4830, grad_norm: 8.0924 2021-12-03 21:30:33,250 - mmaction - INFO - Epoch [64][1220/1345] lr: 1.000e-02, eta: 1 day, 9:13:52, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3262, top1_acc: 0.4938, top5_acc: 0.7625, loss_cls: 2.0448, loss: 3.3709, grad_norm: 7.9124 2021-12-03 21:30:52,456 - mmaction - INFO - Epoch [64][1240/1345] lr: 1.000e-02, eta: 1 day, 9:13:30, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3698, top1_acc: 0.4961, top5_acc: 0.7398, loss_cls: 2.1126, loss: 3.4824, grad_norm: 8.0074 2021-12-03 21:31:11,683 - mmaction - INFO - Epoch [64][1260/1345] lr: 1.000e-02, eta: 1 day, 9:13:07, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3592, top1_acc: 0.4984, top5_acc: 0.7469, loss_cls: 2.0899, loss: 3.4491, grad_norm: 7.8686 2021-12-03 21:31:30,894 - mmaction - INFO - Epoch [64][1280/1345] lr: 1.000e-02, eta: 1 day, 9:12:44, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3147, top1_acc: 0.5125, top5_acc: 0.7852, loss_cls: 1.9558, loss: 3.2705, grad_norm: 7.8640 2021-12-03 21:31:50,090 - mmaction - INFO - Epoch [64][1300/1345] lr: 1.000e-02, eta: 1 day, 9:12:22, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3728, top1_acc: 0.4664, top5_acc: 0.7406, loss_cls: 2.1873, loss: 3.5601, grad_norm: 8.0884 2021-12-03 21:32:09,307 - mmaction - INFO - Epoch [64][1320/1345] lr: 1.000e-02, eta: 1 day, 9:11:59, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.2599, top1_acc: 0.5211, top5_acc: 0.7797, loss_cls: 1.9448, loss: 3.2047, grad_norm: 7.5961 2021-12-03 21:32:28,524 - mmaction - INFO - Epoch [64][1340/1345] lr: 1.000e-02, eta: 1 day, 9:11:37, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3349, top1_acc: 0.4648, top5_acc: 0.7438, loss_cls: 2.1045, loss: 3.4394, grad_norm: 8.1318 2021-12-03 21:32:34,147 - mmaction - INFO - Saving checkpoint at 64 epochs 2021-12-03 21:34:40,937 - mmaction - INFO - Epoch [65][20/1345] lr: 1.000e-02, eta: 1 day, 9:13:24, time: 6.244, data_time: 5.282, memory: 8232, loss_aux: 1.3260, top1_acc: 0.5094, top5_acc: 0.7758, loss_cls: 2.0003, loss: 3.3263, grad_norm: 7.8058 2021-12-03 21:35:00,020 - mmaction - INFO - Epoch [65][40/1345] lr: 1.000e-02, eta: 1 day, 9:13:01, time: 0.954, data_time: 0.004, memory: 8232, loss_aux: 1.3110, top1_acc: 0.5211, top5_acc: 0.7727, loss_cls: 1.9639, loss: 3.2749, grad_norm: 7.8001 2021-12-03 21:35:19,117 - mmaction - INFO - Epoch [65][60/1345] lr: 1.000e-02, eta: 1 day, 9:12:38, time: 0.955, data_time: 0.001, memory: 8232, loss_aux: 1.3506, top1_acc: 0.5094, top5_acc: 0.7633, loss_cls: 2.0678, loss: 3.4184, grad_norm: 7.9148 2021-12-03 21:35:38,274 - mmaction - INFO - Epoch [65][80/1345] lr: 1.000e-02, eta: 1 day, 9:12:15, time: 0.958, data_time: 0.002, memory: 8232, loss_aux: 1.3243, top1_acc: 0.5125, top5_acc: 0.7805, loss_cls: 1.9771, loss: 3.3015, grad_norm: 7.7673 2021-12-03 21:35:57,373 - mmaction - INFO - Epoch [65][100/1345] lr: 1.000e-02, eta: 1 day, 9:11:53, time: 0.955, data_time: 0.001, memory: 8232, loss_aux: 1.3254, top1_acc: 0.4984, top5_acc: 0.7602, loss_cls: 2.0437, loss: 3.3691, grad_norm: 7.8204 2021-12-03 21:36:16,539 - mmaction - INFO - Epoch [65][120/1345] lr: 1.000e-02, eta: 1 day, 9:11:30, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.3053, top1_acc: 0.4930, top5_acc: 0.7648, loss_cls: 2.0250, loss: 3.3304, grad_norm: 7.9976 2021-12-03 21:36:35,719 - mmaction - INFO - Epoch [65][140/1345] lr: 1.000e-02, eta: 1 day, 9:11:07, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.2989, top1_acc: 0.4977, top5_acc: 0.7398, loss_cls: 2.0614, loss: 3.3603, grad_norm: 7.7435 2021-12-03 21:36:54,934 - mmaction - INFO - Epoch [65][160/1345] lr: 1.000e-02, eta: 1 day, 9:10:44, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3052, top1_acc: 0.5188, top5_acc: 0.7688, loss_cls: 1.9896, loss: 3.2948, grad_norm: 7.6861 2021-12-03 21:37:14,151 - mmaction - INFO - Epoch [65][180/1345] lr: 1.000e-02, eta: 1 day, 9:10:22, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3533, top1_acc: 0.5062, top5_acc: 0.7602, loss_cls: 2.0812, loss: 3.4345, grad_norm: 7.9279 2021-12-03 21:37:33,373 - mmaction - INFO - Epoch [65][200/1345] lr: 1.000e-02, eta: 1 day, 9:09:59, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.2951, top1_acc: 0.5250, top5_acc: 0.7836, loss_cls: 1.9408, loss: 3.2359, grad_norm: 7.6613 2021-12-03 21:37:52,571 - mmaction - INFO - Epoch [65][220/1345] lr: 1.000e-02, eta: 1 day, 9:09:37, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3145, top1_acc: 0.5086, top5_acc: 0.7578, loss_cls: 2.0248, loss: 3.3393, grad_norm: 7.7039 2021-12-03 21:38:11,794 - mmaction - INFO - Epoch [65][240/1345] lr: 1.000e-02, eta: 1 day, 9:09:14, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3559, top1_acc: 0.5039, top5_acc: 0.7539, loss_cls: 2.0661, loss: 3.4219, grad_norm: 7.7694 2021-12-03 21:38:30,971 - mmaction - INFO - Epoch [65][260/1345] lr: 1.000e-02, eta: 1 day, 9:08:51, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3481, top1_acc: 0.4867, top5_acc: 0.7586, loss_cls: 2.0706, loss: 3.4187, grad_norm: 7.7428 2021-12-03 21:38:50,195 - mmaction - INFO - Epoch [65][280/1345] lr: 1.000e-02, eta: 1 day, 9:08:29, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3314, top1_acc: 0.5023, top5_acc: 0.7711, loss_cls: 2.0070, loss: 3.3383, grad_norm: 7.8802 2021-12-03 21:39:09,409 - mmaction - INFO - Epoch [65][300/1345] lr: 1.000e-02, eta: 1 day, 9:08:06, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3285, top1_acc: 0.5133, top5_acc: 0.7688, loss_cls: 2.0399, loss: 3.3684, grad_norm: 7.7279 2021-12-03 21:39:28,609 - mmaction - INFO - Epoch [65][320/1345] lr: 1.000e-02, eta: 1 day, 9:07:43, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3438, top1_acc: 0.4859, top5_acc: 0.7625, loss_cls: 2.0620, loss: 3.4058, grad_norm: 7.9888 2021-12-03 21:39:47,821 - mmaction - INFO - Epoch [65][340/1345] lr: 1.000e-02, eta: 1 day, 9:07:21, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3173, top1_acc: 0.5016, top5_acc: 0.7664, loss_cls: 2.0065, loss: 3.3238, grad_norm: 7.5176 2021-12-03 21:40:07,047 - mmaction - INFO - Epoch [65][360/1345] lr: 1.000e-02, eta: 1 day, 9:06:58, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.4018, top1_acc: 0.4656, top5_acc: 0.7227, loss_cls: 2.2456, loss: 3.6474, grad_norm: 8.0971 2021-12-03 21:40:26,241 - mmaction - INFO - Epoch [65][380/1345] lr: 1.000e-02, eta: 1 day, 9:06:35, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3342, top1_acc: 0.5094, top5_acc: 0.7570, loss_cls: 2.0348, loss: 3.3690, grad_norm: 7.8346 2021-12-03 21:40:45,492 - mmaction - INFO - Epoch [65][400/1345] lr: 1.000e-02, eta: 1 day, 9:06:13, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3403, top1_acc: 0.5102, top5_acc: 0.7602, loss_cls: 2.0347, loss: 3.3750, grad_norm: 7.7601 2021-12-03 21:41:04,712 - mmaction - INFO - Epoch [65][420/1345] lr: 1.000e-02, eta: 1 day, 9:05:50, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3572, top1_acc: 0.5039, top5_acc: 0.7422, loss_cls: 2.0940, loss: 3.4512, grad_norm: 7.9314 2021-12-03 21:41:24,001 - mmaction - INFO - Epoch [65][440/1345] lr: 1.000e-02, eta: 1 day, 9:05:28, time: 0.965, data_time: 0.001, memory: 8232, loss_aux: 1.3683, top1_acc: 0.4891, top5_acc: 0.7555, loss_cls: 2.0752, loss: 3.4434, grad_norm: 7.9746 2021-12-03 21:41:43,240 - mmaction - INFO - Epoch [65][460/1345] lr: 1.000e-02, eta: 1 day, 9:05:05, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3523, top1_acc: 0.5148, top5_acc: 0.7602, loss_cls: 2.0710, loss: 3.4233, grad_norm: 8.0038 2021-12-03 21:42:02,496 - mmaction - INFO - Epoch [65][480/1345] lr: 1.000e-02, eta: 1 day, 9:04:43, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3605, top1_acc: 0.4844, top5_acc: 0.7305, loss_cls: 2.1260, loss: 3.4865, grad_norm: 7.9023 2021-12-03 21:42:21,752 - mmaction - INFO - Epoch [65][500/1345] lr: 1.000e-02, eta: 1 day, 9:04:20, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3033, top1_acc: 0.5102, top5_acc: 0.7586, loss_cls: 2.0318, loss: 3.3351, grad_norm: 7.7857 2021-12-03 21:42:41,008 - mmaction - INFO - Epoch [65][520/1345] lr: 1.000e-02, eta: 1 day, 9:03:57, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3409, top1_acc: 0.5078, top5_acc: 0.7586, loss_cls: 2.0851, loss: 3.4260, grad_norm: 7.8910 2021-12-03 21:43:00,264 - mmaction - INFO - Epoch [65][540/1345] lr: 1.000e-02, eta: 1 day, 9:03:35, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3653, top1_acc: 0.4594, top5_acc: 0.7484, loss_cls: 2.1820, loss: 3.5474, grad_norm: 8.0921 2021-12-03 21:43:19,512 - mmaction - INFO - Epoch [65][560/1345] lr: 1.000e-02, eta: 1 day, 9:03:12, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3355, top1_acc: 0.4789, top5_acc: 0.7648, loss_cls: 2.0667, loss: 3.4022, grad_norm: 7.8647 2021-12-03 21:43:38,743 - mmaction - INFO - Epoch [65][580/1345] lr: 1.000e-02, eta: 1 day, 9:02:50, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3318, top1_acc: 0.4938, top5_acc: 0.7562, loss_cls: 2.0770, loss: 3.4089, grad_norm: 7.7697 2021-12-03 21:43:57,972 - mmaction - INFO - Epoch [65][600/1345] lr: 1.000e-02, eta: 1 day, 9:02:27, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.2893, top1_acc: 0.5055, top5_acc: 0.7641, loss_cls: 2.0262, loss: 3.3155, grad_norm: 7.8419 2021-12-03 21:44:17,226 - mmaction - INFO - Epoch [65][620/1345] lr: 1.000e-02, eta: 1 day, 9:02:05, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3230, top1_acc: 0.5000, top5_acc: 0.7648, loss_cls: 2.0212, loss: 3.3442, grad_norm: 7.8227 2021-12-03 21:44:36,463 - mmaction - INFO - Epoch [65][640/1345] lr: 1.000e-02, eta: 1 day, 9:01:42, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3576, top1_acc: 0.4938, top5_acc: 0.7641, loss_cls: 2.0983, loss: 3.4558, grad_norm: 7.6636 2021-12-03 21:44:55,667 - mmaction - INFO - Epoch [65][660/1345] lr: 1.000e-02, eta: 1 day, 9:01:19, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3241, top1_acc: 0.5109, top5_acc: 0.7633, loss_cls: 2.0400, loss: 3.3642, grad_norm: 7.8741 2021-12-03 21:45:14,913 - mmaction - INFO - Epoch [65][680/1345] lr: 1.000e-02, eta: 1 day, 9:00:57, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3429, top1_acc: 0.4859, top5_acc: 0.7414, loss_cls: 2.0895, loss: 3.4324, grad_norm: 7.9890 2021-12-03 21:45:34,094 - mmaction - INFO - Epoch [65][700/1345] lr: 1.000e-02, eta: 1 day, 9:00:34, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3492, top1_acc: 0.4914, top5_acc: 0.7469, loss_cls: 2.0805, loss: 3.4296, grad_norm: 7.9296 2021-12-03 21:45:53,312 - mmaction - INFO - Epoch [65][720/1345] lr: 1.000e-02, eta: 1 day, 9:00:12, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3507, top1_acc: 0.4797, top5_acc: 0.7578, loss_cls: 2.0934, loss: 3.4441, grad_norm: 7.8912 2021-12-03 21:46:12,541 - mmaction - INFO - Epoch [65][740/1345] lr: 1.000e-02, eta: 1 day, 8:59:49, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3338, top1_acc: 0.5000, top5_acc: 0.7633, loss_cls: 2.0233, loss: 3.3571, grad_norm: 7.8066 2021-12-03 21:46:31,775 - mmaction - INFO - Epoch [65][760/1345] lr: 1.000e-02, eta: 1 day, 8:59:26, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3694, top1_acc: 0.4875, top5_acc: 0.7469, loss_cls: 2.1315, loss: 3.5010, grad_norm: 8.0133 2021-12-03 21:46:50,978 - mmaction - INFO - Epoch [65][780/1345] lr: 1.000e-02, eta: 1 day, 8:59:04, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.2881, top1_acc: 0.5070, top5_acc: 0.7734, loss_cls: 1.9877, loss: 3.2758, grad_norm: 8.0094 2021-12-03 21:47:10,218 - mmaction - INFO - Epoch [65][800/1345] lr: 1.000e-02, eta: 1 day, 8:58:41, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3251, top1_acc: 0.4906, top5_acc: 0.7648, loss_cls: 2.0415, loss: 3.3666, grad_norm: 7.8930 2021-12-03 21:47:29,430 - mmaction - INFO - Epoch [65][820/1345] lr: 1.000e-02, eta: 1 day, 8:58:19, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.2811, top1_acc: 0.5172, top5_acc: 0.7820, loss_cls: 1.9501, loss: 3.2312, grad_norm: 7.7922 2021-12-03 21:47:48,658 - mmaction - INFO - Epoch [65][840/1345] lr: 1.000e-02, eta: 1 day, 8:57:56, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3301, top1_acc: 0.5031, top5_acc: 0.7570, loss_cls: 2.0633, loss: 3.3934, grad_norm: 7.8854 2021-12-03 21:48:07,931 - mmaction - INFO - Epoch [65][860/1345] lr: 1.000e-02, eta: 1 day, 8:57:33, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 1.3535, top1_acc: 0.5133, top5_acc: 0.7570, loss_cls: 2.0419, loss: 3.3954, grad_norm: 7.9266 2021-12-03 21:48:27,163 - mmaction - INFO - Epoch [65][880/1345] lr: 1.000e-02, eta: 1 day, 8:57:11, time: 0.961, data_time: 0.000, memory: 8232, loss_aux: 1.3185, top1_acc: 0.5172, top5_acc: 0.7633, loss_cls: 2.0043, loss: 3.3228, grad_norm: 7.6249 2021-12-03 21:48:46,421 - mmaction - INFO - Epoch [65][900/1345] lr: 1.000e-02, eta: 1 day, 8:56:48, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3683, top1_acc: 0.4820, top5_acc: 0.7508, loss_cls: 2.1175, loss: 3.4859, grad_norm: 7.9641 2021-12-03 21:49:05,673 - mmaction - INFO - Epoch [65][920/1345] lr: 1.000e-02, eta: 1 day, 8:56:26, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.2853, top1_acc: 0.5258, top5_acc: 0.7789, loss_cls: 1.9876, loss: 3.2729, grad_norm: 7.6621 2021-12-03 21:49:24,927 - mmaction - INFO - Epoch [65][940/1345] lr: 1.000e-02, eta: 1 day, 8:56:03, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3269, top1_acc: 0.4938, top5_acc: 0.7594, loss_cls: 2.0443, loss: 3.3712, grad_norm: 7.9298 2021-12-03 21:49:44,195 - mmaction - INFO - Epoch [65][960/1345] lr: 1.000e-02, eta: 1 day, 8:55:41, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3914, top1_acc: 0.4711, top5_acc: 0.7477, loss_cls: 2.1714, loss: 3.5628, grad_norm: 8.0711 2021-12-03 21:50:03,437 - mmaction - INFO - Epoch [65][980/1345] lr: 1.000e-02, eta: 1 day, 8:55:18, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3421, top1_acc: 0.5016, top5_acc: 0.7445, loss_cls: 2.0887, loss: 3.4309, grad_norm: 7.9981 2021-12-03 21:50:22,703 - mmaction - INFO - Epoch [65][1000/1345] lr: 1.000e-02, eta: 1 day, 8:54:56, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3313, top1_acc: 0.4805, top5_acc: 0.7695, loss_cls: 2.0226, loss: 3.3539, grad_norm: 7.8737 2021-12-03 21:50:41,939 - mmaction - INFO - Epoch [65][1020/1345] lr: 1.000e-02, eta: 1 day, 8:54:33, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3089, top1_acc: 0.4852, top5_acc: 0.7516, loss_cls: 2.0852, loss: 3.3941, grad_norm: 8.1123 2021-12-03 21:51:01,187 - mmaction - INFO - Epoch [65][1040/1345] lr: 1.000e-02, eta: 1 day, 8:54:11, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3595, top1_acc: 0.4922, top5_acc: 0.7422, loss_cls: 2.0650, loss: 3.4245, grad_norm: 7.7273 2021-12-03 21:51:20,429 - mmaction - INFO - Epoch [65][1060/1345] lr: 1.000e-02, eta: 1 day, 8:53:48, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3426, top1_acc: 0.4852, top5_acc: 0.7625, loss_cls: 2.0865, loss: 3.4291, grad_norm: 7.9126 2021-12-03 21:51:39,619 - mmaction - INFO - Epoch [65][1080/1345] lr: 1.000e-02, eta: 1 day, 8:53:26, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3206, top1_acc: 0.4953, top5_acc: 0.7547, loss_cls: 2.0666, loss: 3.3872, grad_norm: 7.8562 2021-12-03 21:51:58,850 - mmaction - INFO - Epoch [65][1100/1345] lr: 1.000e-02, eta: 1 day, 8:53:03, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3369, top1_acc: 0.5172, top5_acc: 0.7719, loss_cls: 2.0189, loss: 3.3558, grad_norm: 7.7972 2021-12-03 21:52:18,088 - mmaction - INFO - Epoch [65][1120/1345] lr: 1.000e-02, eta: 1 day, 8:52:40, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3448, top1_acc: 0.4906, top5_acc: 0.7500, loss_cls: 2.0844, loss: 3.4292, grad_norm: 7.7471 2021-12-03 21:52:37,296 - mmaction - INFO - Epoch [65][1140/1345] lr: 1.000e-02, eta: 1 day, 8:52:18, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3394, top1_acc: 0.4836, top5_acc: 0.7570, loss_cls: 2.0759, loss: 3.4153, grad_norm: 7.9962 2021-12-03 21:52:56,540 - mmaction - INFO - Epoch [65][1160/1345] lr: 1.000e-02, eta: 1 day, 8:51:55, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3351, top1_acc: 0.5094, top5_acc: 0.7547, loss_cls: 2.0453, loss: 3.3804, grad_norm: 7.8164 2021-12-03 21:53:15,762 - mmaction - INFO - Epoch [65][1180/1345] lr: 1.000e-02, eta: 1 day, 8:51:33, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3147, top1_acc: 0.4938, top5_acc: 0.7672, loss_cls: 2.0534, loss: 3.3682, grad_norm: 7.8668 2021-12-03 21:53:34,958 - mmaction - INFO - Epoch [65][1200/1345] lr: 1.000e-02, eta: 1 day, 8:51:10, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3277, top1_acc: 0.5016, top5_acc: 0.7648, loss_cls: 2.0494, loss: 3.3771, grad_norm: 7.8726 2021-12-03 21:53:54,192 - mmaction - INFO - Epoch [65][1220/1345] lr: 1.000e-02, eta: 1 day, 8:50:48, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3351, top1_acc: 0.4922, top5_acc: 0.7625, loss_cls: 2.0650, loss: 3.4002, grad_norm: 7.9364 2021-12-03 21:54:13,410 - mmaction - INFO - Epoch [65][1240/1345] lr: 1.000e-02, eta: 1 day, 8:50:25, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.2864, top1_acc: 0.5273, top5_acc: 0.7594, loss_cls: 1.9833, loss: 3.2697, grad_norm: 7.7566 2021-12-03 21:54:32,648 - mmaction - INFO - Epoch [65][1260/1345] lr: 1.000e-02, eta: 1 day, 8:50:03, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3598, top1_acc: 0.4820, top5_acc: 0.7492, loss_cls: 2.1145, loss: 3.4743, grad_norm: 7.9191 2021-12-03 21:54:51,871 - mmaction - INFO - Epoch [65][1280/1345] lr: 1.000e-02, eta: 1 day, 8:49:40, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.2981, top1_acc: 0.4906, top5_acc: 0.7602, loss_cls: 2.0230, loss: 3.3211, grad_norm: 7.7590 2021-12-03 21:55:11,051 - mmaction - INFO - Epoch [65][1300/1345] lr: 1.000e-02, eta: 1 day, 8:49:17, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3214, top1_acc: 0.5039, top5_acc: 0.7711, loss_cls: 2.0001, loss: 3.3215, grad_norm: 7.5765 2021-12-03 21:55:30,258 - mmaction - INFO - Epoch [65][1320/1345] lr: 1.000e-02, eta: 1 day, 8:48:55, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3445, top1_acc: 0.4852, top5_acc: 0.7594, loss_cls: 2.1184, loss: 3.4629, grad_norm: 7.9417 2021-12-03 21:55:49,501 - mmaction - INFO - Epoch [65][1340/1345] lr: 1.000e-02, eta: 1 day, 8:48:32, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3533, top1_acc: 0.4969, top5_acc: 0.7508, loss_cls: 2.1059, loss: 3.4592, grad_norm: 7.6816 2021-12-03 21:55:55,155 - mmaction - INFO - Saving checkpoint at 65 epochs 2021-12-03 21:58:02,211 - mmaction - INFO - Epoch [66][20/1345] lr: 1.000e-02, eta: 1 day, 8:50:16, time: 6.251, data_time: 5.275, memory: 8232, loss_aux: 1.3300, top1_acc: 0.5070, top5_acc: 0.7500, loss_cls: 2.0323, loss: 3.3622, grad_norm: 7.5640 2021-12-03 21:58:21,439 - mmaction - INFO - Epoch [66][40/1345] lr: 1.000e-02, eta: 1 day, 8:49:54, time: 0.961, data_time: 0.004, memory: 8232, loss_aux: 1.3066, top1_acc: 0.5234, top5_acc: 0.7727, loss_cls: 1.9707, loss: 3.2773, grad_norm: 7.7261 2021-12-03 21:58:40,623 - mmaction - INFO - Epoch [66][60/1345] lr: 1.000e-02, eta: 1 day, 8:49:31, time: 0.959, data_time: 0.002, memory: 8232, loss_aux: 1.3324, top1_acc: 0.4906, top5_acc: 0.7602, loss_cls: 2.0284, loss: 3.3608, grad_norm: 7.8356 2021-12-03 21:58:59,841 - mmaction - INFO - Epoch [66][80/1345] lr: 1.000e-02, eta: 1 day, 8:49:08, time: 0.961, data_time: 0.002, memory: 8232, loss_aux: 1.3267, top1_acc: 0.5133, top5_acc: 0.7594, loss_cls: 2.0136, loss: 3.3403, grad_norm: 7.9296 2021-12-03 21:59:19,044 - mmaction - INFO - Epoch [66][100/1345] lr: 1.000e-02, eta: 1 day, 8:48:46, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3293, top1_acc: 0.5094, top5_acc: 0.7672, loss_cls: 1.9974, loss: 3.3267, grad_norm: 7.6943 2021-12-03 21:59:38,227 - mmaction - INFO - Epoch [66][120/1345] lr: 1.000e-02, eta: 1 day, 8:48:23, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3511, top1_acc: 0.4883, top5_acc: 0.7625, loss_cls: 2.0541, loss: 3.4051, grad_norm: 7.7030 2021-12-03 21:59:57,426 - mmaction - INFO - Epoch [66][140/1345] lr: 1.000e-02, eta: 1 day, 8:48:00, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3049, top1_acc: 0.5148, top5_acc: 0.7898, loss_cls: 1.9357, loss: 3.2407, grad_norm: 7.6848 2021-12-03 22:00:16,603 - mmaction - INFO - Epoch [66][160/1345] lr: 1.000e-02, eta: 1 day, 8:47:38, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3142, top1_acc: 0.4938, top5_acc: 0.7664, loss_cls: 2.0405, loss: 3.3547, grad_norm: 7.8531 2021-12-03 22:00:35,829 - mmaction - INFO - Epoch [66][180/1345] lr: 1.000e-02, eta: 1 day, 8:47:15, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3947, top1_acc: 0.4750, top5_acc: 0.7312, loss_cls: 2.1822, loss: 3.5769, grad_norm: 7.7788 2021-12-03 22:00:55,026 - mmaction - INFO - Epoch [66][200/1345] lr: 1.000e-02, eta: 1 day, 8:46:53, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3230, top1_acc: 0.5156, top5_acc: 0.7750, loss_cls: 1.9643, loss: 3.2873, grad_norm: 7.7128 2021-12-03 22:01:14,239 - mmaction - INFO - Epoch [66][220/1345] lr: 1.000e-02, eta: 1 day, 8:46:30, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3257, top1_acc: 0.5234, top5_acc: 0.7672, loss_cls: 1.9935, loss: 3.3192, grad_norm: 7.8932 2021-12-03 22:01:33,514 - mmaction - INFO - Epoch [66][240/1345] lr: 1.000e-02, eta: 1 day, 8:46:07, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 1.3611, top1_acc: 0.4789, top5_acc: 0.7500, loss_cls: 2.0772, loss: 3.4383, grad_norm: 8.1635 2021-12-03 22:01:52,731 - mmaction - INFO - Epoch [66][260/1345] lr: 1.000e-02, eta: 1 day, 8:45:45, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3168, top1_acc: 0.5203, top5_acc: 0.7469, loss_cls: 2.0153, loss: 3.3320, grad_norm: 7.7359 2021-12-03 22:02:11,952 - mmaction - INFO - Epoch [66][280/1345] lr: 1.000e-02, eta: 1 day, 8:45:22, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3288, top1_acc: 0.5039, top5_acc: 0.7789, loss_cls: 2.0135, loss: 3.3422, grad_norm: 7.9485 2021-12-03 22:02:31,167 - mmaction - INFO - Epoch [66][300/1345] lr: 1.000e-02, eta: 1 day, 8:45:00, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3269, top1_acc: 0.5000, top5_acc: 0.7633, loss_cls: 2.0494, loss: 3.3764, grad_norm: 7.8042 2021-12-03 22:02:50,392 - mmaction - INFO - Epoch [66][320/1345] lr: 1.000e-02, eta: 1 day, 8:44:37, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.2798, top1_acc: 0.5125, top5_acc: 0.7789, loss_cls: 1.9347, loss: 3.2145, grad_norm: 7.6728 2021-12-03 22:03:09,598 - mmaction - INFO - Epoch [66][340/1345] lr: 1.000e-02, eta: 1 day, 8:44:15, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3815, top1_acc: 0.4867, top5_acc: 0.7383, loss_cls: 2.1208, loss: 3.5022, grad_norm: 7.8761 2021-12-03 22:03:28,824 - mmaction - INFO - Epoch [66][360/1345] lr: 1.000e-02, eta: 1 day, 8:43:52, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3313, top1_acc: 0.5156, top5_acc: 0.7531, loss_cls: 2.0457, loss: 3.3770, grad_norm: 7.7743 2021-12-03 22:03:48,032 - mmaction - INFO - Epoch [66][380/1345] lr: 1.000e-02, eta: 1 day, 8:43:29, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3106, top1_acc: 0.5008, top5_acc: 0.7492, loss_cls: 2.0688, loss: 3.3794, grad_norm: 8.0603 2021-12-03 22:04:07,260 - mmaction - INFO - Epoch [66][400/1345] lr: 1.000e-02, eta: 1 day, 8:43:07, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3333, top1_acc: 0.5070, top5_acc: 0.7578, loss_cls: 2.0635, loss: 3.3967, grad_norm: 7.6636 2021-12-03 22:04:26,473 - mmaction - INFO - Epoch [66][420/1345] lr: 1.000e-02, eta: 1 day, 8:42:44, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3412, top1_acc: 0.5156, top5_acc: 0.7508, loss_cls: 2.0431, loss: 3.3843, grad_norm: 7.6610 2021-12-03 22:04:45,715 - mmaction - INFO - Epoch [66][440/1345] lr: 1.000e-02, eta: 1 day, 8:42:22, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3239, top1_acc: 0.5000, top5_acc: 0.7586, loss_cls: 2.0178, loss: 3.3417, grad_norm: 7.8572 2021-12-03 22:05:04,948 - mmaction - INFO - Epoch [66][460/1345] lr: 1.000e-02, eta: 1 day, 8:41:59, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3267, top1_acc: 0.5023, top5_acc: 0.7719, loss_cls: 2.0098, loss: 3.3365, grad_norm: 8.1184 2021-12-03 22:05:24,146 - mmaction - INFO - Epoch [66][480/1345] lr: 1.000e-02, eta: 1 day, 8:41:37, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3310, top1_acc: 0.4977, top5_acc: 0.7562, loss_cls: 2.0319, loss: 3.3629, grad_norm: 7.8195 2021-12-03 22:05:43,377 - mmaction - INFO - Epoch [66][500/1345] lr: 1.000e-02, eta: 1 day, 8:41:14, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.2741, top1_acc: 0.5250, top5_acc: 0.7836, loss_cls: 1.9004, loss: 3.1746, grad_norm: 7.6903 2021-12-03 22:06:02,550 - mmaction - INFO - Epoch [66][520/1345] lr: 1.000e-02, eta: 1 day, 8:40:51, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3309, top1_acc: 0.4930, top5_acc: 0.7602, loss_cls: 2.0618, loss: 3.3927, grad_norm: 7.9780 2021-12-03 22:06:21,773 - mmaction - INFO - Epoch [66][540/1345] lr: 1.000e-02, eta: 1 day, 8:40:29, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3106, top1_acc: 0.5062, top5_acc: 0.7586, loss_cls: 2.0033, loss: 3.3140, grad_norm: 7.8269 2021-12-03 22:06:40,979 - mmaction - INFO - Epoch [66][560/1345] lr: 1.000e-02, eta: 1 day, 8:40:06, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.2967, top1_acc: 0.5164, top5_acc: 0.7625, loss_cls: 1.9759, loss: 3.2725, grad_norm: 7.7304 2021-12-03 22:07:00,199 - mmaction - INFO - Epoch [66][580/1345] lr: 1.000e-02, eta: 1 day, 8:39:44, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3416, top1_acc: 0.5070, top5_acc: 0.7656, loss_cls: 2.0137, loss: 3.3553, grad_norm: 7.8844 2021-12-03 22:07:19,418 - mmaction - INFO - Epoch [66][600/1345] lr: 1.000e-02, eta: 1 day, 8:39:21, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3414, top1_acc: 0.5016, top5_acc: 0.7570, loss_cls: 2.0863, loss: 3.4277, grad_norm: 7.8015 2021-12-03 22:07:38,648 - mmaction - INFO - Epoch [66][620/1345] lr: 1.000e-02, eta: 1 day, 8:38:59, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3248, top1_acc: 0.5078, top5_acc: 0.7531, loss_cls: 2.0199, loss: 3.3447, grad_norm: 7.7163 2021-12-03 22:07:57,855 - mmaction - INFO - Epoch [66][640/1345] lr: 1.000e-02, eta: 1 day, 8:38:36, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3450, top1_acc: 0.5070, top5_acc: 0.7633, loss_cls: 2.0908, loss: 3.4358, grad_norm: 7.9910 2021-12-03 22:08:17,060 - mmaction - INFO - Epoch [66][660/1345] lr: 1.000e-02, eta: 1 day, 8:38:14, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.2808, top1_acc: 0.5133, top5_acc: 0.7617, loss_cls: 1.9890, loss: 3.2698, grad_norm: 7.6745 2021-12-03 22:08:36,252 - mmaction - INFO - Epoch [66][680/1345] lr: 1.000e-02, eta: 1 day, 8:37:51, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3250, top1_acc: 0.5102, top5_acc: 0.7734, loss_cls: 1.9940, loss: 3.3191, grad_norm: 7.8508 2021-12-03 22:08:55,448 - mmaction - INFO - Epoch [66][700/1345] lr: 1.000e-02, eta: 1 day, 8:37:28, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3612, top1_acc: 0.4844, top5_acc: 0.7336, loss_cls: 2.1357, loss: 3.4968, grad_norm: 7.9404 2021-12-03 22:09:14,651 - mmaction - INFO - Epoch [66][720/1345] lr: 1.000e-02, eta: 1 day, 8:37:06, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3223, top1_acc: 0.4914, top5_acc: 0.7570, loss_cls: 2.0302, loss: 3.3526, grad_norm: 7.7107 2021-12-03 22:09:33,844 - mmaction - INFO - Epoch [66][740/1345] lr: 1.000e-02, eta: 1 day, 8:36:43, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3001, top1_acc: 0.5094, top5_acc: 0.7594, loss_cls: 2.0293, loss: 3.3294, grad_norm: 7.7865 2021-12-03 22:09:53,068 - mmaction - INFO - Epoch [66][760/1345] lr: 1.000e-02, eta: 1 day, 8:36:21, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3537, top1_acc: 0.4727, top5_acc: 0.7438, loss_cls: 2.1168, loss: 3.4706, grad_norm: 7.8530 2021-12-03 22:10:12,274 - mmaction - INFO - Epoch [66][780/1345] lr: 1.000e-02, eta: 1 day, 8:35:58, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.2910, top1_acc: 0.5164, top5_acc: 0.7594, loss_cls: 2.0053, loss: 3.2962, grad_norm: 7.8623 2021-12-03 22:10:31,473 - mmaction - INFO - Epoch [66][800/1345] lr: 1.000e-02, eta: 1 day, 8:35:36, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3337, top1_acc: 0.4992, top5_acc: 0.7680, loss_cls: 2.0157, loss: 3.3494, grad_norm: 7.8665 2021-12-03 22:10:50,697 - mmaction - INFO - Epoch [66][820/1345] lr: 1.000e-02, eta: 1 day, 8:35:13, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3095, top1_acc: 0.5281, top5_acc: 0.7758, loss_cls: 1.9682, loss: 3.2777, grad_norm: 8.0428 2021-12-03 22:11:09,907 - mmaction - INFO - Epoch [66][840/1345] lr: 1.000e-02, eta: 1 day, 8:34:50, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3760, top1_acc: 0.4844, top5_acc: 0.7383, loss_cls: 2.1794, loss: 3.5554, grad_norm: 8.0497 2021-12-03 22:11:29,121 - mmaction - INFO - Epoch [66][860/1345] lr: 1.000e-02, eta: 1 day, 8:34:28, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3599, top1_acc: 0.4875, top5_acc: 0.7414, loss_cls: 2.1400, loss: 3.4999, grad_norm: 7.8679 2021-12-03 22:11:48,329 - mmaction - INFO - Epoch [66][880/1345] lr: 1.000e-02, eta: 1 day, 8:34:05, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3292, top1_acc: 0.5164, top5_acc: 0.7633, loss_cls: 2.0047, loss: 3.3339, grad_norm: 7.5349 2021-12-03 22:12:07,527 - mmaction - INFO - Epoch [66][900/1345] lr: 1.000e-02, eta: 1 day, 8:33:43, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3555, top1_acc: 0.4914, top5_acc: 0.7359, loss_cls: 2.1166, loss: 3.4721, grad_norm: 7.7438 2021-12-03 22:12:26,718 - mmaction - INFO - Epoch [66][920/1345] lr: 1.000e-02, eta: 1 day, 8:33:20, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3618, top1_acc: 0.4922, top5_acc: 0.7492, loss_cls: 2.1243, loss: 3.4861, grad_norm: 7.8890 2021-12-03 22:12:45,915 - mmaction - INFO - Epoch [66][940/1345] lr: 1.000e-02, eta: 1 day, 8:32:58, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3523, top1_acc: 0.4875, top5_acc: 0.7438, loss_cls: 2.0829, loss: 3.4352, grad_norm: 7.9885 2021-12-03 22:13:05,108 - mmaction - INFO - Epoch [66][960/1345] lr: 1.000e-02, eta: 1 day, 8:32:35, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3500, top1_acc: 0.4750, top5_acc: 0.7461, loss_cls: 2.1411, loss: 3.4911, grad_norm: 8.0397 2021-12-03 22:13:24,315 - mmaction - INFO - Epoch [66][980/1345] lr: 1.000e-02, eta: 1 day, 8:32:13, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3316, top1_acc: 0.5062, top5_acc: 0.7750, loss_cls: 2.0035, loss: 3.3351, grad_norm: 8.1532 2021-12-03 22:13:43,525 - mmaction - INFO - Epoch [66][1000/1345] lr: 1.000e-02, eta: 1 day, 8:31:50, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3499, top1_acc: 0.4703, top5_acc: 0.7312, loss_cls: 2.0963, loss: 3.4462, grad_norm: 8.0939 2021-12-03 22:14:02,719 - mmaction - INFO - Epoch [66][1020/1345] lr: 1.000e-02, eta: 1 day, 8:31:27, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3044, top1_acc: 0.4891, top5_acc: 0.7555, loss_cls: 2.0396, loss: 3.3441, grad_norm: 7.7769 2021-12-03 22:14:21,948 - mmaction - INFO - Epoch [66][1040/1345] lr: 1.000e-02, eta: 1 day, 8:31:05, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3245, top1_acc: 0.4961, top5_acc: 0.7453, loss_cls: 2.0895, loss: 3.4140, grad_norm: 7.7447 2021-12-03 22:14:41,123 - mmaction - INFO - Epoch [66][1060/1345] lr: 1.000e-02, eta: 1 day, 8:30:42, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3295, top1_acc: 0.5117, top5_acc: 0.7617, loss_cls: 2.0651, loss: 3.3947, grad_norm: 7.7678 2021-12-03 22:15:00,317 - mmaction - INFO - Epoch [66][1080/1345] lr: 1.000e-02, eta: 1 day, 8:30:20, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3476, top1_acc: 0.4898, top5_acc: 0.7477, loss_cls: 2.0717, loss: 3.4193, grad_norm: 7.8505 2021-12-03 22:15:19,526 - mmaction - INFO - Epoch [66][1100/1345] lr: 1.000e-02, eta: 1 day, 8:29:57, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3406, top1_acc: 0.5125, top5_acc: 0.7398, loss_cls: 2.0802, loss: 3.4209, grad_norm: 7.9056 2021-12-03 22:15:38,726 - mmaction - INFO - Epoch [66][1120/1345] lr: 1.000e-02, eta: 1 day, 8:29:35, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3345, top1_acc: 0.4898, top5_acc: 0.7461, loss_cls: 2.0827, loss: 3.4172, grad_norm: 7.7383 2021-12-03 22:15:57,927 - mmaction - INFO - Epoch [66][1140/1345] lr: 1.000e-02, eta: 1 day, 8:29:12, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3232, top1_acc: 0.4922, top5_acc: 0.7633, loss_cls: 2.0490, loss: 3.3721, grad_norm: 8.0520 2021-12-03 22:16:17,147 - mmaction - INFO - Epoch [66][1160/1345] lr: 1.000e-02, eta: 1 day, 8:28:50, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.2890, top1_acc: 0.5172, top5_acc: 0.7805, loss_cls: 1.9616, loss: 3.2506, grad_norm: 7.9222 2021-12-03 22:16:36,359 - mmaction - INFO - Epoch [66][1180/1345] lr: 1.000e-02, eta: 1 day, 8:28:27, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3569, top1_acc: 0.4875, top5_acc: 0.7562, loss_cls: 2.1049, loss: 3.4617, grad_norm: 7.7737 2021-12-03 22:16:55,567 - mmaction - INFO - Epoch [66][1200/1345] lr: 1.000e-02, eta: 1 day, 8:28:05, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3272, top1_acc: 0.5109, top5_acc: 0.7391, loss_cls: 2.0547, loss: 3.3819, grad_norm: 7.9320 2021-12-03 22:17:14,790 - mmaction - INFO - Epoch [66][1220/1345] lr: 1.000e-02, eta: 1 day, 8:27:42, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3663, top1_acc: 0.4906, top5_acc: 0.7484, loss_cls: 2.1189, loss: 3.4852, grad_norm: 7.8259 2021-12-03 22:17:33,985 - mmaction - INFO - Epoch [66][1240/1345] lr: 1.000e-02, eta: 1 day, 8:27:20, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3031, top1_acc: 0.5031, top5_acc: 0.7617, loss_cls: 2.0097, loss: 3.3128, grad_norm: 7.7461 2021-12-03 22:17:53,212 - mmaction - INFO - Epoch [66][1260/1345] lr: 1.000e-02, eta: 1 day, 8:26:57, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3084, top1_acc: 0.4977, top5_acc: 0.7781, loss_cls: 1.9890, loss: 3.2974, grad_norm: 7.7796 2021-12-03 22:18:12,459 - mmaction - INFO - Epoch [66][1280/1345] lr: 1.000e-02, eta: 1 day, 8:26:35, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.2979, top1_acc: 0.5219, top5_acc: 0.7672, loss_cls: 1.9820, loss: 3.2799, grad_norm: 7.7023 2021-12-03 22:18:31,682 - mmaction - INFO - Epoch [66][1300/1345] lr: 1.000e-02, eta: 1 day, 8:26:12, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3121, top1_acc: 0.5109, top5_acc: 0.7578, loss_cls: 2.0397, loss: 3.3518, grad_norm: 7.7596 2021-12-03 22:18:50,920 - mmaction - INFO - Epoch [66][1320/1345] lr: 1.000e-02, eta: 1 day, 8:25:50, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3160, top1_acc: 0.5078, top5_acc: 0.7586, loss_cls: 2.0378, loss: 3.3538, grad_norm: 7.8317 2021-12-03 22:19:10,149 - mmaction - INFO - Epoch [66][1340/1345] lr: 1.000e-02, eta: 1 day, 8:25:27, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.2948, top1_acc: 0.5156, top5_acc: 0.7680, loss_cls: 1.9674, loss: 3.2623, grad_norm: 7.5412 2021-12-03 22:19:15,768 - mmaction - INFO - Saving checkpoint at 66 epochs 2021-12-03 22:21:23,012 - mmaction - INFO - Epoch [67][20/1345] lr: 1.000e-02, eta: 1 day, 8:27:08, time: 6.271, data_time: 5.311, memory: 8232, loss_aux: 1.3558, top1_acc: 0.4875, top5_acc: 0.7594, loss_cls: 2.0271, loss: 3.3829, grad_norm: 7.8060 2021-12-03 22:21:42,106 - mmaction - INFO - Epoch [67][40/1345] lr: 1.000e-02, eta: 1 day, 8:26:45, time: 0.955, data_time: 0.004, memory: 8232, loss_aux: 1.3541, top1_acc: 0.5125, top5_acc: 0.7445, loss_cls: 2.0735, loss: 3.4277, grad_norm: 7.9891 2021-12-03 22:22:01,215 - mmaction - INFO - Epoch [67][60/1345] lr: 1.000e-02, eta: 1 day, 8:26:23, time: 0.956, data_time: 0.002, memory: 8232, loss_aux: 1.3242, top1_acc: 0.4961, top5_acc: 0.7562, loss_cls: 2.0388, loss: 3.3630, grad_norm: 7.7006 2021-12-03 22:22:20,325 - mmaction - INFO - Epoch [67][80/1345] lr: 1.000e-02, eta: 1 day, 8:26:00, time: 0.955, data_time: 0.001, memory: 8232, loss_aux: 1.3328, top1_acc: 0.5133, top5_acc: 0.7773, loss_cls: 2.0183, loss: 3.3512, grad_norm: 7.7779 2021-12-03 22:22:39,432 - mmaction - INFO - Epoch [67][100/1345] lr: 1.000e-02, eta: 1 day, 8:25:37, time: 0.955, data_time: 0.001, memory: 8232, loss_aux: 1.3236, top1_acc: 0.5016, top5_acc: 0.7648, loss_cls: 2.0341, loss: 3.3577, grad_norm: 8.0416 2021-12-03 22:22:58,612 - mmaction - INFO - Epoch [67][120/1345] lr: 1.000e-02, eta: 1 day, 8:25:15, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3079, top1_acc: 0.5172, top5_acc: 0.7695, loss_cls: 1.9815, loss: 3.2894, grad_norm: 7.8043 2021-12-03 22:23:17,797 - mmaction - INFO - Epoch [67][140/1345] lr: 1.000e-02, eta: 1 day, 8:24:52, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.2994, top1_acc: 0.5266, top5_acc: 0.7773, loss_cls: 1.9937, loss: 3.2931, grad_norm: 7.9605 2021-12-03 22:23:36,969 - mmaction - INFO - Epoch [67][160/1345] lr: 1.000e-02, eta: 1 day, 8:24:30, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3571, top1_acc: 0.5141, top5_acc: 0.7672, loss_cls: 2.0124, loss: 3.3696, grad_norm: 7.7191 2021-12-03 22:23:56,149 - mmaction - INFO - Epoch [67][180/1345] lr: 1.000e-02, eta: 1 day, 8:24:07, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3062, top1_acc: 0.4945, top5_acc: 0.7695, loss_cls: 2.0127, loss: 3.3188, grad_norm: 7.8529 2021-12-03 22:24:15,320 - mmaction - INFO - Epoch [67][200/1345] lr: 1.000e-02, eta: 1 day, 8:23:44, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3232, top1_acc: 0.5094, top5_acc: 0.7617, loss_cls: 2.0015, loss: 3.3247, grad_norm: 8.0465 2021-12-03 22:24:34,500 - mmaction - INFO - Epoch [67][220/1345] lr: 1.000e-02, eta: 1 day, 8:23:22, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.2869, top1_acc: 0.5359, top5_acc: 0.7992, loss_cls: 1.8861, loss: 3.1730, grad_norm: 7.7716 2021-12-03 22:24:53,685 - mmaction - INFO - Epoch [67][240/1345] lr: 1.000e-02, eta: 1 day, 8:22:59, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.2862, top1_acc: 0.5375, top5_acc: 0.7750, loss_cls: 1.9189, loss: 3.2052, grad_norm: 7.6483 2021-12-03 22:25:12,867 - mmaction - INFO - Epoch [67][260/1345] lr: 1.000e-02, eta: 1 day, 8:22:37, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.2896, top1_acc: 0.5164, top5_acc: 0.7648, loss_cls: 1.9849, loss: 3.2745, grad_norm: 7.8005 2021-12-03 22:25:32,047 - mmaction - INFO - Epoch [67][280/1345] lr: 1.000e-02, eta: 1 day, 8:22:14, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3480, top1_acc: 0.5102, top5_acc: 0.7633, loss_cls: 2.0269, loss: 3.3749, grad_norm: 7.6469 2021-12-03 22:25:51,271 - mmaction - INFO - Epoch [67][300/1345] lr: 1.000e-02, eta: 1 day, 8:21:51, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.2960, top1_acc: 0.5258, top5_acc: 0.7828, loss_cls: 1.9465, loss: 3.2425, grad_norm: 7.8592 2021-12-03 22:26:10,435 - mmaction - INFO - Epoch [67][320/1345] lr: 1.000e-02, eta: 1 day, 8:21:29, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.2960, top1_acc: 0.5359, top5_acc: 0.7664, loss_cls: 1.9634, loss: 3.2594, grad_norm: 7.8762 2021-12-03 22:26:29,606 - mmaction - INFO - Epoch [67][340/1345] lr: 1.000e-02, eta: 1 day, 8:21:06, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3158, top1_acc: 0.5133, top5_acc: 0.7617, loss_cls: 2.0015, loss: 3.3173, grad_norm: 7.9207 2021-12-03 22:26:48,795 - mmaction - INFO - Epoch [67][360/1345] lr: 1.000e-02, eta: 1 day, 8:20:44, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3299, top1_acc: 0.4852, top5_acc: 0.7766, loss_cls: 2.0193, loss: 3.3493, grad_norm: 8.1467 2021-12-03 22:27:07,980 - mmaction - INFO - Epoch [67][380/1345] lr: 1.000e-02, eta: 1 day, 8:20:21, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3184, top1_acc: 0.4758, top5_acc: 0.7555, loss_cls: 2.0855, loss: 3.4039, grad_norm: 7.8259 2021-12-03 22:27:27,140 - mmaction - INFO - Epoch [67][400/1345] lr: 1.000e-02, eta: 1 day, 8:19:59, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.3452, top1_acc: 0.4922, top5_acc: 0.7453, loss_cls: 2.0837, loss: 3.4289, grad_norm: 7.8068 2021-12-03 22:27:46,307 - mmaction - INFO - Epoch [67][420/1345] lr: 1.000e-02, eta: 1 day, 8:19:36, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.3115, top1_acc: 0.5008, top5_acc: 0.7562, loss_cls: 2.0449, loss: 3.3563, grad_norm: 7.8688 2021-12-03 22:28:05,499 - mmaction - INFO - Epoch [67][440/1345] lr: 1.000e-02, eta: 1 day, 8:19:13, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3223, top1_acc: 0.4859, top5_acc: 0.7430, loss_cls: 2.0935, loss: 3.4158, grad_norm: 7.8146 2021-12-03 22:28:24,694 - mmaction - INFO - Epoch [67][460/1345] lr: 1.000e-02, eta: 1 day, 8:18:51, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.2966, top1_acc: 0.5016, top5_acc: 0.7672, loss_cls: 1.9874, loss: 3.2840, grad_norm: 7.7979 2021-12-03 22:28:43,894 - mmaction - INFO - Epoch [67][480/1345] lr: 1.000e-02, eta: 1 day, 8:18:28, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3300, top1_acc: 0.5062, top5_acc: 0.7633, loss_cls: 2.0389, loss: 3.3689, grad_norm: 7.8831 2021-12-03 22:29:03,108 - mmaction - INFO - Epoch [67][500/1345] lr: 1.000e-02, eta: 1 day, 8:18:06, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3562, top1_acc: 0.5070, top5_acc: 0.7453, loss_cls: 2.1041, loss: 3.4602, grad_norm: 7.9429 2021-12-03 22:29:22,291 - mmaction - INFO - Epoch [67][520/1345] lr: 1.000e-02, eta: 1 day, 8:17:43, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3144, top1_acc: 0.4906, top5_acc: 0.7523, loss_cls: 2.0759, loss: 3.3903, grad_norm: 7.9190 2021-12-03 22:29:41,455 - mmaction - INFO - Epoch [67][540/1345] lr: 1.000e-02, eta: 1 day, 8:17:21, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.3198, top1_acc: 0.5156, top5_acc: 0.7562, loss_cls: 2.0468, loss: 3.3666, grad_norm: 7.9231 2021-12-03 22:30:00,664 - mmaction - INFO - Epoch [67][560/1345] lr: 1.000e-02, eta: 1 day, 8:16:58, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3190, top1_acc: 0.4961, top5_acc: 0.7750, loss_cls: 1.9987, loss: 3.3177, grad_norm: 7.7450 2021-12-03 22:30:19,889 - mmaction - INFO - Epoch [67][580/1345] lr: 1.000e-02, eta: 1 day, 8:16:36, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3245, top1_acc: 0.5203, top5_acc: 0.7461, loss_cls: 2.0558, loss: 3.3803, grad_norm: 7.6196 2021-12-03 22:30:39,109 - mmaction - INFO - Epoch [67][600/1345] lr: 1.000e-02, eta: 1 day, 8:16:13, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3327, top1_acc: 0.4867, top5_acc: 0.7641, loss_cls: 2.0789, loss: 3.4116, grad_norm: 8.1389 2021-12-03 22:30:58,311 - mmaction - INFO - Epoch [67][620/1345] lr: 1.000e-02, eta: 1 day, 8:15:51, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.2965, top1_acc: 0.5125, top5_acc: 0.7609, loss_cls: 1.9897, loss: 3.2862, grad_norm: 7.6714 2021-12-03 22:31:17,497 - mmaction - INFO - Epoch [67][640/1345] lr: 1.000e-02, eta: 1 day, 8:15:28, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3285, top1_acc: 0.5055, top5_acc: 0.7508, loss_cls: 2.0343, loss: 3.3628, grad_norm: 7.8565 2021-12-03 22:31:36,699 - mmaction - INFO - Epoch [67][660/1345] lr: 1.000e-02, eta: 1 day, 8:15:06, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3374, top1_acc: 0.5078, top5_acc: 0.7531, loss_cls: 2.0511, loss: 3.3885, grad_norm: 7.8016 2021-12-03 22:31:55,914 - mmaction - INFO - Epoch [67][680/1345] lr: 1.000e-02, eta: 1 day, 8:14:43, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3661, top1_acc: 0.4859, top5_acc: 0.7508, loss_cls: 2.1137, loss: 3.4798, grad_norm: 7.9091 2021-12-03 22:32:15,109 - mmaction - INFO - Epoch [67][700/1345] lr: 1.000e-02, eta: 1 day, 8:14:21, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3473, top1_acc: 0.5031, top5_acc: 0.7531, loss_cls: 2.0483, loss: 3.3957, grad_norm: 7.9300 2021-12-03 22:32:34,302 - mmaction - INFO - Epoch [67][720/1345] lr: 1.000e-02, eta: 1 day, 8:13:58, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3337, top1_acc: 0.4891, top5_acc: 0.7516, loss_cls: 2.0612, loss: 3.3949, grad_norm: 7.8906 2021-12-03 22:32:53,522 - mmaction - INFO - Epoch [67][740/1345] lr: 1.000e-02, eta: 1 day, 8:13:35, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3449, top1_acc: 0.4930, top5_acc: 0.7648, loss_cls: 2.0675, loss: 3.4124, grad_norm: 7.9148 2021-12-03 22:33:12,757 - mmaction - INFO - Epoch [67][760/1345] lr: 1.000e-02, eta: 1 day, 8:13:13, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3099, top1_acc: 0.5094, top5_acc: 0.7617, loss_cls: 2.0123, loss: 3.3221, grad_norm: 7.8434 2021-12-03 22:33:31,964 - mmaction - INFO - Epoch [67][780/1345] lr: 1.000e-02, eta: 1 day, 8:12:51, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3523, top1_acc: 0.4828, top5_acc: 0.7547, loss_cls: 2.1221, loss: 3.4744, grad_norm: 8.0717 2021-12-03 22:33:51,223 - mmaction - INFO - Epoch [67][800/1345] lr: 1.000e-02, eta: 1 day, 8:12:28, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3309, top1_acc: 0.5016, top5_acc: 0.7617, loss_cls: 2.0336, loss: 3.3645, grad_norm: 7.8164 2021-12-03 22:34:10,387 - mmaction - INFO - Epoch [67][820/1345] lr: 1.000e-02, eta: 1 day, 8:12:06, time: 0.958, data_time: 0.000, memory: 8232, loss_aux: 1.3377, top1_acc: 0.5102, top5_acc: 0.7539, loss_cls: 2.0544, loss: 3.3921, grad_norm: 8.0546 2021-12-03 22:34:29,586 - mmaction - INFO - Epoch [67][840/1345] lr: 1.000e-02, eta: 1 day, 8:11:43, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3189, top1_acc: 0.5125, top5_acc: 0.7602, loss_cls: 2.0150, loss: 3.3339, grad_norm: 7.7763 2021-12-03 22:34:48,792 - mmaction - INFO - Epoch [67][860/1345] lr: 1.000e-02, eta: 1 day, 8:11:20, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3623, top1_acc: 0.4836, top5_acc: 0.7570, loss_cls: 2.0921, loss: 3.4544, grad_norm: 7.7149 2021-12-03 22:35:08,009 - mmaction - INFO - Epoch [67][880/1345] lr: 1.000e-02, eta: 1 day, 8:10:58, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3454, top1_acc: 0.4891, top5_acc: 0.7539, loss_cls: 2.0924, loss: 3.4378, grad_norm: 7.9249 2021-12-03 22:35:27,185 - mmaction - INFO - Epoch [67][900/1345] lr: 1.000e-02, eta: 1 day, 8:10:35, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3007, top1_acc: 0.5016, top5_acc: 0.7633, loss_cls: 2.0249, loss: 3.3256, grad_norm: 7.9532 2021-12-03 22:35:46,400 - mmaction - INFO - Epoch [67][920/1345] lr: 1.000e-02, eta: 1 day, 8:10:13, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3393, top1_acc: 0.4750, top5_acc: 0.7508, loss_cls: 2.1005, loss: 3.4398, grad_norm: 7.8941 2021-12-03 22:36:05,599 - mmaction - INFO - Epoch [67][940/1345] lr: 1.000e-02, eta: 1 day, 8:09:50, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3562, top1_acc: 0.4805, top5_acc: 0.7352, loss_cls: 2.1603, loss: 3.5165, grad_norm: 7.9480 2021-12-03 22:36:24,797 - mmaction - INFO - Epoch [67][960/1345] lr: 1.000e-02, eta: 1 day, 8:09:28, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3228, top1_acc: 0.5023, top5_acc: 0.7641, loss_cls: 2.0540, loss: 3.3769, grad_norm: 7.9032 2021-12-03 22:36:44,004 - mmaction - INFO - Epoch [67][980/1345] lr: 1.000e-02, eta: 1 day, 8:09:05, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3258, top1_acc: 0.5062, top5_acc: 0.7594, loss_cls: 2.0297, loss: 3.3554, grad_norm: 7.8134 2021-12-03 22:37:03,222 - mmaction - INFO - Epoch [67][1000/1345] lr: 1.000e-02, eta: 1 day, 8:08:43, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3886, top1_acc: 0.4875, top5_acc: 0.7352, loss_cls: 2.1533, loss: 3.5419, grad_norm: 8.0871 2021-12-03 22:37:22,425 - mmaction - INFO - Epoch [67][1020/1345] lr: 1.000e-02, eta: 1 day, 8:08:20, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3155, top1_acc: 0.5078, top5_acc: 0.7609, loss_cls: 2.0348, loss: 3.3504, grad_norm: 7.6187 2021-12-03 22:37:41,613 - mmaction - INFO - Epoch [67][1040/1345] lr: 1.000e-02, eta: 1 day, 8:07:58, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3274, top1_acc: 0.5039, top5_acc: 0.7625, loss_cls: 2.0351, loss: 3.3625, grad_norm: 7.7870 2021-12-03 22:38:00,815 - mmaction - INFO - Epoch [67][1060/1345] lr: 1.000e-02, eta: 1 day, 8:07:35, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3364, top1_acc: 0.5055, top5_acc: 0.7586, loss_cls: 2.0591, loss: 3.3955, grad_norm: 7.8031 2021-12-03 22:38:20,021 - mmaction - INFO - Epoch [67][1080/1345] lr: 1.000e-02, eta: 1 day, 8:07:13, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3653, top1_acc: 0.4984, top5_acc: 0.7547, loss_cls: 2.1066, loss: 3.4719, grad_norm: 7.8865 2021-12-03 22:38:39,207 - mmaction - INFO - Epoch [67][1100/1345] lr: 1.000e-02, eta: 1 day, 8:06:50, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3397, top1_acc: 0.5242, top5_acc: 0.7672, loss_cls: 2.0279, loss: 3.3676, grad_norm: 8.0057 2021-12-03 22:38:58,403 - mmaction - INFO - Epoch [67][1120/1345] lr: 1.000e-02, eta: 1 day, 8:06:28, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.2925, top1_acc: 0.5125, top5_acc: 0.7773, loss_cls: 1.9633, loss: 3.2557, grad_norm: 7.8459 2021-12-03 22:39:17,588 - mmaction - INFO - Epoch [67][1140/1345] lr: 1.000e-02, eta: 1 day, 8:06:05, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3428, top1_acc: 0.5086, top5_acc: 0.7703, loss_cls: 2.0593, loss: 3.4021, grad_norm: 8.0094 2021-12-03 22:39:36,788 - mmaction - INFO - Epoch [67][1160/1345] lr: 1.000e-02, eta: 1 day, 8:05:43, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3180, top1_acc: 0.5117, top5_acc: 0.7719, loss_cls: 1.9932, loss: 3.3113, grad_norm: 7.9644 2021-12-03 22:39:55,983 - mmaction - INFO - Epoch [67][1180/1345] lr: 1.000e-02, eta: 1 day, 8:05:20, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3680, top1_acc: 0.4859, top5_acc: 0.7383, loss_cls: 2.1065, loss: 3.4745, grad_norm: 7.8223 2021-12-03 22:40:15,202 - mmaction - INFO - Epoch [67][1200/1345] lr: 1.000e-02, eta: 1 day, 8:04:58, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3851, top1_acc: 0.4711, top5_acc: 0.7344, loss_cls: 2.1865, loss: 3.5716, grad_norm: 7.9126 2021-12-03 22:40:34,385 - mmaction - INFO - Epoch [67][1220/1345] lr: 1.000e-02, eta: 1 day, 8:04:36, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3500, top1_acc: 0.4930, top5_acc: 0.7383, loss_cls: 2.0779, loss: 3.4279, grad_norm: 7.7862 2021-12-03 22:40:53,590 - mmaction - INFO - Epoch [67][1240/1345] lr: 1.000e-02, eta: 1 day, 8:04:13, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3275, top1_acc: 0.5117, top5_acc: 0.7734, loss_cls: 2.0271, loss: 3.3546, grad_norm: 7.6344 2021-12-03 22:41:12,801 - mmaction - INFO - Epoch [67][1260/1345] lr: 1.000e-02, eta: 1 day, 8:03:51, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3163, top1_acc: 0.5016, top5_acc: 0.7797, loss_cls: 1.9973, loss: 3.3136, grad_norm: 7.7664 2021-12-03 22:41:32,007 - mmaction - INFO - Epoch [67][1280/1345] lr: 1.000e-02, eta: 1 day, 8:03:28, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.2875, top1_acc: 0.5148, top5_acc: 0.7664, loss_cls: 1.9778, loss: 3.2653, grad_norm: 7.8603 2021-12-03 22:41:51,181 - mmaction - INFO - Epoch [67][1300/1345] lr: 1.000e-02, eta: 1 day, 8:03:06, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3806, top1_acc: 0.4695, top5_acc: 0.7430, loss_cls: 2.1399, loss: 3.5204, grad_norm: 8.0553 2021-12-03 22:42:10,369 - mmaction - INFO - Epoch [67][1320/1345] lr: 1.000e-02, eta: 1 day, 8:02:43, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3363, top1_acc: 0.4906, top5_acc: 0.7648, loss_cls: 2.0781, loss: 3.4144, grad_norm: 8.0534 2021-12-03 22:42:29,567 - mmaction - INFO - Epoch [67][1340/1345] lr: 1.000e-02, eta: 1 day, 8:02:21, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3542, top1_acc: 0.4844, top5_acc: 0.7609, loss_cls: 2.1147, loss: 3.4690, grad_norm: 7.9244 2021-12-03 22:42:35,213 - mmaction - INFO - Saving checkpoint at 67 epochs 2021-12-03 22:44:42,062 - mmaction - INFO - Epoch [68][20/1345] lr: 1.000e-02, eta: 1 day, 8:03:58, time: 6.254, data_time: 5.276, memory: 8232, loss_aux: 1.3311, top1_acc: 0.4828, top5_acc: 0.7523, loss_cls: 2.0886, loss: 3.4197, grad_norm: 7.7628 2021-12-03 22:45:01,210 - mmaction - INFO - Epoch [68][40/1345] lr: 1.000e-02, eta: 1 day, 8:03:35, time: 0.957, data_time: 0.004, memory: 8232, loss_aux: 1.3380, top1_acc: 0.5273, top5_acc: 0.7586, loss_cls: 2.0075, loss: 3.3454, grad_norm: 7.5296 2021-12-03 22:45:20,335 - mmaction - INFO - Epoch [68][60/1345] lr: 1.000e-02, eta: 1 day, 8:03:12, time: 0.956, data_time: 0.002, memory: 8232, loss_aux: 1.3022, top1_acc: 0.5070, top5_acc: 0.7648, loss_cls: 1.9994, loss: 3.3015, grad_norm: 7.8429 2021-12-03 22:45:39,504 - mmaction - INFO - Epoch [68][80/1345] lr: 1.000e-02, eta: 1 day, 8:02:50, time: 0.958, data_time: 0.002, memory: 8232, loss_aux: 1.3143, top1_acc: 0.4953, top5_acc: 0.7570, loss_cls: 2.0239, loss: 3.3382, grad_norm: 7.7938 2021-12-03 22:45:58,675 - mmaction - INFO - Epoch [68][100/1345] lr: 1.000e-02, eta: 1 day, 8:02:27, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3240, top1_acc: 0.5094, top5_acc: 0.7656, loss_cls: 1.9801, loss: 3.3041, grad_norm: 7.7092 2021-12-03 22:46:17,835 - mmaction - INFO - Epoch [68][120/1345] lr: 1.000e-02, eta: 1 day, 8:02:05, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.3089, top1_acc: 0.5117, top5_acc: 0.7648, loss_cls: 1.9948, loss: 3.3036, grad_norm: 7.7906 2021-12-03 22:46:37,065 - mmaction - INFO - Epoch [68][140/1345] lr: 1.000e-02, eta: 1 day, 8:01:42, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3255, top1_acc: 0.4906, top5_acc: 0.7547, loss_cls: 2.0430, loss: 3.3686, grad_norm: 7.8859 2021-12-03 22:46:56,246 - mmaction - INFO - Epoch [68][160/1345] lr: 1.000e-02, eta: 1 day, 8:01:20, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3101, top1_acc: 0.5125, top5_acc: 0.7547, loss_cls: 2.0348, loss: 3.3450, grad_norm: 7.9413 2021-12-03 22:47:15,444 - mmaction - INFO - Epoch [68][180/1345] lr: 1.000e-02, eta: 1 day, 8:00:57, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3400, top1_acc: 0.5109, top5_acc: 0.7609, loss_cls: 2.0212, loss: 3.3612, grad_norm: 7.7344 2021-12-03 22:47:34,615 - mmaction - INFO - Epoch [68][200/1345] lr: 1.000e-02, eta: 1 day, 8:00:35, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3070, top1_acc: 0.5102, top5_acc: 0.7547, loss_cls: 2.0122, loss: 3.3192, grad_norm: 7.8980 2021-12-03 22:47:53,836 - mmaction - INFO - Epoch [68][220/1345] lr: 1.000e-02, eta: 1 day, 8:00:12, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3176, top1_acc: 0.5195, top5_acc: 0.7875, loss_cls: 1.9417, loss: 3.2593, grad_norm: 7.9487 2021-12-03 22:48:13,058 - mmaction - INFO - Epoch [68][240/1345] lr: 1.000e-02, eta: 1 day, 7:59:50, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.2688, top1_acc: 0.5437, top5_acc: 0.7883, loss_cls: 1.8746, loss: 3.1434, grad_norm: 7.6626 2021-12-03 22:48:32,265 - mmaction - INFO - Epoch [68][260/1345] lr: 1.000e-02, eta: 1 day, 7:59:27, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3465, top1_acc: 0.5133, top5_acc: 0.7508, loss_cls: 2.0463, loss: 3.3928, grad_norm: 8.1293 2021-12-03 22:48:51,472 - mmaction - INFO - Epoch [68][280/1345] lr: 1.000e-02, eta: 1 day, 7:59:05, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.2647, top1_acc: 0.5305, top5_acc: 0.7711, loss_cls: 1.9351, loss: 3.1998, grad_norm: 7.3701 2021-12-03 22:49:10,670 - mmaction - INFO - Epoch [68][300/1345] lr: 1.000e-02, eta: 1 day, 7:58:42, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3229, top1_acc: 0.5062, top5_acc: 0.7664, loss_cls: 2.0116, loss: 3.3345, grad_norm: 7.9577 2021-12-03 22:49:29,898 - mmaction - INFO - Epoch [68][320/1345] lr: 1.000e-02, eta: 1 day, 7:58:20, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3553, top1_acc: 0.4859, top5_acc: 0.7391, loss_cls: 2.1243, loss: 3.4796, grad_norm: 8.1064 2021-12-03 22:49:49,148 - mmaction - INFO - Epoch [68][340/1345] lr: 1.000e-02, eta: 1 day, 7:57:57, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3024, top1_acc: 0.5156, top5_acc: 0.7750, loss_cls: 1.9659, loss: 3.2682, grad_norm: 7.9726 2021-12-03 22:50:08,409 - mmaction - INFO - Epoch [68][360/1345] lr: 1.000e-02, eta: 1 day, 7:57:35, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3177, top1_acc: 0.5070, top5_acc: 0.7742, loss_cls: 1.9752, loss: 3.2929, grad_norm: 7.8319 2021-12-03 22:50:27,657 - mmaction - INFO - Epoch [68][380/1345] lr: 1.000e-02, eta: 1 day, 7:57:12, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.2891, top1_acc: 0.5203, top5_acc: 0.7844, loss_cls: 1.9677, loss: 3.2568, grad_norm: 7.8676 2021-12-03 22:50:46,885 - mmaction - INFO - Epoch [68][400/1345] lr: 1.000e-02, eta: 1 day, 7:56:50, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3312, top1_acc: 0.5055, top5_acc: 0.7453, loss_cls: 2.0681, loss: 3.3994, grad_norm: 7.9582 2021-12-03 22:51:06,127 - mmaction - INFO - Epoch [68][420/1345] lr: 1.000e-02, eta: 1 day, 7:56:28, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3395, top1_acc: 0.5039, top5_acc: 0.7453, loss_cls: 2.1167, loss: 3.4562, grad_norm: 7.8628 2021-12-03 22:51:25,330 - mmaction - INFO - Epoch [68][440/1345] lr: 1.000e-02, eta: 1 day, 7:56:05, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3542, top1_acc: 0.4969, top5_acc: 0.7531, loss_cls: 2.0872, loss: 3.4414, grad_norm: 7.9078 2021-12-03 22:51:44,566 - mmaction - INFO - Epoch [68][460/1345] lr: 1.000e-02, eta: 1 day, 7:55:43, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3402, top1_acc: 0.4906, top5_acc: 0.7656, loss_cls: 2.0284, loss: 3.3687, grad_norm: 7.9455 2021-12-03 22:52:03,812 - mmaction - INFO - Epoch [68][480/1345] lr: 1.000e-02, eta: 1 day, 7:55:20, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3178, top1_acc: 0.5227, top5_acc: 0.7766, loss_cls: 1.9617, loss: 3.2795, grad_norm: 7.7758 2021-12-03 22:52:23,040 - mmaction - INFO - Epoch [68][500/1345] lr: 1.000e-02, eta: 1 day, 7:54:58, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3193, top1_acc: 0.5047, top5_acc: 0.7664, loss_cls: 2.0327, loss: 3.3520, grad_norm: 8.0053 2021-12-03 22:52:42,270 - mmaction - INFO - Epoch [68][520/1345] lr: 1.000e-02, eta: 1 day, 7:54:35, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3218, top1_acc: 0.5055, top5_acc: 0.7586, loss_cls: 2.0190, loss: 3.3408, grad_norm: 7.8492 2021-12-03 22:53:01,477 - mmaction - INFO - Epoch [68][540/1345] lr: 1.000e-02, eta: 1 day, 7:54:13, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3285, top1_acc: 0.5102, top5_acc: 0.7555, loss_cls: 2.0358, loss: 3.3643, grad_norm: 7.8494 2021-12-03 22:53:20,700 - mmaction - INFO - Epoch [68][560/1345] lr: 1.000e-02, eta: 1 day, 7:53:50, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3466, top1_acc: 0.5008, top5_acc: 0.7406, loss_cls: 2.0811, loss: 3.4276, grad_norm: 7.8842 2021-12-03 22:53:39,925 - mmaction - INFO - Epoch [68][580/1345] lr: 1.000e-02, eta: 1 day, 7:53:28, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3321, top1_acc: 0.5188, top5_acc: 0.7805, loss_cls: 1.9969, loss: 3.3291, grad_norm: 8.0448 2021-12-03 22:53:59,122 - mmaction - INFO - Epoch [68][600/1345] lr: 1.000e-02, eta: 1 day, 7:53:05, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3117, top1_acc: 0.5055, top5_acc: 0.7641, loss_cls: 2.0189, loss: 3.3307, grad_norm: 7.9495 2021-12-03 22:54:18,328 - mmaction - INFO - Epoch [68][620/1345] lr: 1.000e-02, eta: 1 day, 7:52:43, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3190, top1_acc: 0.5102, top5_acc: 0.7547, loss_cls: 2.0402, loss: 3.3591, grad_norm: 7.9035 2021-12-03 22:54:37,551 - mmaction - INFO - Epoch [68][640/1345] lr: 1.000e-02, eta: 1 day, 7:52:20, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3272, top1_acc: 0.5000, top5_acc: 0.7633, loss_cls: 2.0239, loss: 3.3512, grad_norm: 7.8054 2021-12-03 22:54:56,773 - mmaction - INFO - Epoch [68][660/1345] lr: 1.000e-02, eta: 1 day, 7:51:58, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3454, top1_acc: 0.4844, top5_acc: 0.7547, loss_cls: 2.0799, loss: 3.4252, grad_norm: 7.8210 2021-12-03 22:55:15,992 - mmaction - INFO - Epoch [68][680/1345] lr: 1.000e-02, eta: 1 day, 7:51:36, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3203, top1_acc: 0.5195, top5_acc: 0.7555, loss_cls: 2.0054, loss: 3.3257, grad_norm: 7.8232 2021-12-03 22:55:35,203 - mmaction - INFO - Epoch [68][700/1345] lr: 1.000e-02, eta: 1 day, 7:51:13, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3461, top1_acc: 0.5117, top5_acc: 0.7414, loss_cls: 2.0707, loss: 3.4167, grad_norm: 7.8658 2021-12-03 22:55:54,423 - mmaction - INFO - Epoch [68][720/1345] lr: 1.000e-02, eta: 1 day, 7:50:51, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3655, top1_acc: 0.4898, top5_acc: 0.7539, loss_cls: 2.1164, loss: 3.4819, grad_norm: 8.1263 2021-12-03 22:56:13,635 - mmaction - INFO - Epoch [68][740/1345] lr: 1.000e-02, eta: 1 day, 7:50:28, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3443, top1_acc: 0.5094, top5_acc: 0.7609, loss_cls: 2.0396, loss: 3.3839, grad_norm: 7.8838 2021-12-03 22:56:32,853 - mmaction - INFO - Epoch [68][760/1345] lr: 1.000e-02, eta: 1 day, 7:50:06, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3517, top1_acc: 0.4969, top5_acc: 0.7484, loss_cls: 2.1004, loss: 3.4521, grad_norm: 7.9279 2021-12-03 22:56:52,042 - mmaction - INFO - Epoch [68][780/1345] lr: 1.000e-02, eta: 1 day, 7:49:43, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3628, top1_acc: 0.4938, top5_acc: 0.7438, loss_cls: 2.1042, loss: 3.4671, grad_norm: 8.1774 2021-12-03 22:57:11,249 - mmaction - INFO - Epoch [68][800/1345] lr: 1.000e-02, eta: 1 day, 7:49:21, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3055, top1_acc: 0.5133, top5_acc: 0.7719, loss_cls: 1.9800, loss: 3.2854, grad_norm: 7.6167 2021-12-03 22:57:30,502 - mmaction - INFO - Epoch [68][820/1345] lr: 1.000e-02, eta: 1 day, 7:48:58, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3614, top1_acc: 0.4844, top5_acc: 0.7531, loss_cls: 2.1080, loss: 3.4694, grad_norm: 7.9732 2021-12-03 22:57:49,679 - mmaction - INFO - Epoch [68][840/1345] lr: 1.000e-02, eta: 1 day, 7:48:36, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3616, top1_acc: 0.4742, top5_acc: 0.7312, loss_cls: 2.1402, loss: 3.5018, grad_norm: 7.9269 2021-12-03 22:58:08,890 - mmaction - INFO - Epoch [68][860/1345] lr: 1.000e-02, eta: 1 day, 7:48:13, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3082, top1_acc: 0.5156, top5_acc: 0.7789, loss_cls: 1.9933, loss: 3.3014, grad_norm: 7.6459 2021-12-03 22:58:28,106 - mmaction - INFO - Epoch [68][880/1345] lr: 1.000e-02, eta: 1 day, 7:47:51, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3468, top1_acc: 0.5039, top5_acc: 0.7609, loss_cls: 2.0787, loss: 3.4255, grad_norm: 8.0009 2021-12-03 22:58:47,324 - mmaction - INFO - Epoch [68][900/1345] lr: 1.000e-02, eta: 1 day, 7:47:29, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3147, top1_acc: 0.5133, top5_acc: 0.7680, loss_cls: 1.9795, loss: 3.2941, grad_norm: 7.8111 2021-12-03 22:59:06,493 - mmaction - INFO - Epoch [68][920/1345] lr: 1.000e-02, eta: 1 day, 7:47:06, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.3379, top1_acc: 0.4898, top5_acc: 0.7500, loss_cls: 2.0793, loss: 3.4172, grad_norm: 7.7641 2021-12-03 22:59:25,668 - mmaction - INFO - Epoch [68][940/1345] lr: 1.000e-02, eta: 1 day, 7:46:44, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3485, top1_acc: 0.5039, top5_acc: 0.7523, loss_cls: 2.0888, loss: 3.4373, grad_norm: 7.8550 2021-12-03 22:59:44,883 - mmaction - INFO - Epoch [68][960/1345] lr: 1.000e-02, eta: 1 day, 7:46:21, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.2826, top1_acc: 0.5211, top5_acc: 0.7719, loss_cls: 1.9748, loss: 3.2574, grad_norm: 7.8678 2021-12-03 23:00:04,081 - mmaction - INFO - Epoch [68][980/1345] lr: 1.000e-02, eta: 1 day, 7:45:59, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3180, top1_acc: 0.4891, top5_acc: 0.7664, loss_cls: 2.0390, loss: 3.3570, grad_norm: 8.1293 2021-12-03 23:00:23,262 - mmaction - INFO - Epoch [68][1000/1345] lr: 1.000e-02, eta: 1 day, 7:45:36, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3456, top1_acc: 0.5102, top5_acc: 0.7633, loss_cls: 2.0451, loss: 3.3907, grad_norm: 7.8371 2021-12-03 23:00:42,454 - mmaction - INFO - Epoch [68][1020/1345] lr: 1.000e-02, eta: 1 day, 7:45:14, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4106, top1_acc: 0.4703, top5_acc: 0.7492, loss_cls: 2.1687, loss: 3.5792, grad_norm: 8.0153 2021-12-03 23:01:01,675 - mmaction - INFO - Epoch [68][1040/1345] lr: 1.000e-02, eta: 1 day, 7:44:51, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3197, top1_acc: 0.5016, top5_acc: 0.7672, loss_cls: 2.0500, loss: 3.3698, grad_norm: 7.8653 2021-12-03 23:01:20,878 - mmaction - INFO - Epoch [68][1060/1345] lr: 1.000e-02, eta: 1 day, 7:44:29, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3453, top1_acc: 0.4836, top5_acc: 0.7578, loss_cls: 2.0766, loss: 3.4219, grad_norm: 7.8885 2021-12-03 23:01:40,079 - mmaction - INFO - Epoch [68][1080/1345] lr: 1.000e-02, eta: 1 day, 7:44:06, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3273, top1_acc: 0.4969, top5_acc: 0.7648, loss_cls: 2.0485, loss: 3.3758, grad_norm: 7.8914 2021-12-03 23:01:59,269 - mmaction - INFO - Epoch [68][1100/1345] lr: 1.000e-02, eta: 1 day, 7:43:44, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3393, top1_acc: 0.5000, top5_acc: 0.7500, loss_cls: 2.0649, loss: 3.4041, grad_norm: 7.8571 2021-12-03 23:02:18,474 - mmaction - INFO - Epoch [68][1120/1345] lr: 1.000e-02, eta: 1 day, 7:43:22, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3249, top1_acc: 0.5133, top5_acc: 0.7500, loss_cls: 2.0464, loss: 3.3712, grad_norm: 7.6495 2021-12-03 23:02:37,727 - mmaction - INFO - Epoch [68][1140/1345] lr: 1.000e-02, eta: 1 day, 7:42:59, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3469, top1_acc: 0.4859, top5_acc: 0.7555, loss_cls: 2.0797, loss: 3.4266, grad_norm: 7.7333 2021-12-03 23:02:56,922 - mmaction - INFO - Epoch [68][1160/1345] lr: 1.000e-02, eta: 1 day, 7:42:37, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3010, top1_acc: 0.5109, top5_acc: 0.7586, loss_cls: 2.0288, loss: 3.3297, grad_norm: 7.6635 2021-12-03 23:03:16,160 - mmaction - INFO - Epoch [68][1180/1345] lr: 1.000e-02, eta: 1 day, 7:42:14, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3513, top1_acc: 0.4961, top5_acc: 0.7523, loss_cls: 2.0911, loss: 3.4424, grad_norm: 8.0000 2021-12-03 23:03:35,363 - mmaction - INFO - Epoch [68][1200/1345] lr: 1.000e-02, eta: 1 day, 7:41:52, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3393, top1_acc: 0.4594, top5_acc: 0.7453, loss_cls: 2.1436, loss: 3.4829, grad_norm: 7.9932 2021-12-03 23:03:54,555 - mmaction - INFO - Epoch [68][1220/1345] lr: 1.000e-02, eta: 1 day, 7:41:29, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3873, top1_acc: 0.4914, top5_acc: 0.7250, loss_cls: 2.2135, loss: 3.6008, grad_norm: 7.9240 2021-12-03 23:04:13,771 - mmaction - INFO - Epoch [68][1240/1345] lr: 1.000e-02, eta: 1 day, 7:41:07, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3541, top1_acc: 0.5000, top5_acc: 0.7648, loss_cls: 2.0372, loss: 3.3913, grad_norm: 7.6398 2021-12-03 23:04:32,956 - mmaction - INFO - Epoch [68][1260/1345] lr: 1.000e-02, eta: 1 day, 7:40:45, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3203, top1_acc: 0.4961, top5_acc: 0.7438, loss_cls: 2.0608, loss: 3.3811, grad_norm: 7.7083 2021-12-03 23:04:52,160 - mmaction - INFO - Epoch [68][1280/1345] lr: 1.000e-02, eta: 1 day, 7:40:22, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3175, top1_acc: 0.5086, top5_acc: 0.7531, loss_cls: 2.0619, loss: 3.3795, grad_norm: 7.7507 2021-12-03 23:05:11,378 - mmaction - INFO - Epoch [68][1300/1345] lr: 1.000e-02, eta: 1 day, 7:40:00, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3436, top1_acc: 0.5031, top5_acc: 0.7438, loss_cls: 2.0868, loss: 3.4304, grad_norm: 7.5860 2021-12-03 23:05:30,570 - mmaction - INFO - Epoch [68][1320/1345] lr: 1.000e-02, eta: 1 day, 7:39:37, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3692, top1_acc: 0.4742, top5_acc: 0.7266, loss_cls: 2.1759, loss: 3.5451, grad_norm: 8.0249 2021-12-03 23:05:49,789 - mmaction - INFO - Epoch [68][1340/1345] lr: 1.000e-02, eta: 1 day, 7:39:15, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.2930, top1_acc: 0.5070, top5_acc: 0.7742, loss_cls: 1.9790, loss: 3.2720, grad_norm: 7.7624 2021-12-03 23:05:55,386 - mmaction - INFO - Saving checkpoint at 68 epochs 2021-12-03 23:08:02,116 - mmaction - INFO - Epoch [69][20/1345] lr: 1.000e-02, eta: 1 day, 7:40:49, time: 6.262, data_time: 5.309, memory: 8232, loss_aux: 1.3166, top1_acc: 0.5055, top5_acc: 0.7648, loss_cls: 1.9824, loss: 3.2990, grad_norm: 7.7647 2021-12-03 23:08:21,228 - mmaction - INFO - Epoch [69][40/1345] lr: 1.000e-02, eta: 1 day, 7:40:26, time: 0.956, data_time: 0.004, memory: 8232, loss_aux: 1.2998, top1_acc: 0.5023, top5_acc: 0.7695, loss_cls: 1.9803, loss: 3.2801, grad_norm: 7.9386 2021-12-03 23:08:40,345 - mmaction - INFO - Epoch [69][60/1345] lr: 1.000e-02, eta: 1 day, 7:40:04, time: 0.956, data_time: 0.002, memory: 8232, loss_aux: 1.3575, top1_acc: 0.4875, top5_acc: 0.7406, loss_cls: 2.1064, loss: 3.4639, grad_norm: 7.9312 2021-12-03 23:08:59,536 - mmaction - INFO - Epoch [69][80/1345] lr: 1.000e-02, eta: 1 day, 7:39:41, time: 0.960, data_time: 0.002, memory: 8232, loss_aux: 1.3272, top1_acc: 0.4938, top5_acc: 0.7641, loss_cls: 2.0374, loss: 3.3646, grad_norm: 7.8332 2021-12-03 23:09:18,686 - mmaction - INFO - Epoch [69][100/1345] lr: 1.000e-02, eta: 1 day, 7:39:19, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 1.2944, top1_acc: 0.5031, top5_acc: 0.7680, loss_cls: 2.0019, loss: 3.2963, grad_norm: 7.7369 2021-12-03 23:09:37,862 - mmaction - INFO - Epoch [69][120/1345] lr: 1.000e-02, eta: 1 day, 7:38:56, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3266, top1_acc: 0.5211, top5_acc: 0.7664, loss_cls: 1.9938, loss: 3.3204, grad_norm: 7.9641 2021-12-03 23:09:57,026 - mmaction - INFO - Epoch [69][140/1345] lr: 1.000e-02, eta: 1 day, 7:38:34, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.3702, top1_acc: 0.4898, top5_acc: 0.7531, loss_cls: 2.0910, loss: 3.4613, grad_norm: 8.0265 2021-12-03 23:10:16,220 - mmaction - INFO - Epoch [69][160/1345] lr: 1.000e-02, eta: 1 day, 7:38:11, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.2954, top1_acc: 0.5117, top5_acc: 0.7719, loss_cls: 1.9668, loss: 3.2622, grad_norm: 7.7422 2021-12-03 23:10:35,438 - mmaction - INFO - Epoch [69][180/1345] lr: 1.000e-02, eta: 1 day, 7:37:49, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3252, top1_acc: 0.5062, top5_acc: 0.7695, loss_cls: 2.0260, loss: 3.3513, grad_norm: 7.8209 2021-12-03 23:10:54,659 - mmaction - INFO - Epoch [69][200/1345] lr: 1.000e-02, eta: 1 day, 7:37:26, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3907, top1_acc: 0.4852, top5_acc: 0.7453, loss_cls: 2.1313, loss: 3.5219, grad_norm: 8.0660 2021-12-03 23:11:13,900 - mmaction - INFO - Epoch [69][220/1345] lr: 1.000e-02, eta: 1 day, 7:37:04, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3152, top1_acc: 0.5062, top5_acc: 0.7617, loss_cls: 2.0341, loss: 3.3492, grad_norm: 7.7577 2021-12-03 23:11:33,143 - mmaction - INFO - Epoch [69][240/1345] lr: 1.000e-02, eta: 1 day, 7:36:42, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3326, top1_acc: 0.5125, top5_acc: 0.7539, loss_cls: 2.0493, loss: 3.3819, grad_norm: 7.8875 2021-12-03 23:11:52,326 - mmaction - INFO - Epoch [69][260/1345] lr: 1.000e-02, eta: 1 day, 7:36:19, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.2898, top1_acc: 0.5125, top5_acc: 0.7664, loss_cls: 1.9353, loss: 3.2251, grad_norm: 7.7677 2021-12-03 23:12:11,562 - mmaction - INFO - Epoch [69][280/1345] lr: 1.000e-02, eta: 1 day, 7:35:57, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3561, top1_acc: 0.4867, top5_acc: 0.7547, loss_cls: 2.0802, loss: 3.4362, grad_norm: 7.8831 2021-12-03 23:12:30,781 - mmaction - INFO - Epoch [69][300/1345] lr: 1.000e-02, eta: 1 day, 7:35:34, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3216, top1_acc: 0.5242, top5_acc: 0.7672, loss_cls: 2.0049, loss: 3.3266, grad_norm: 7.8493 2021-12-03 23:12:50,001 - mmaction - INFO - Epoch [69][320/1345] lr: 1.000e-02, eta: 1 day, 7:35:12, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3191, top1_acc: 0.5086, top5_acc: 0.7688, loss_cls: 1.9700, loss: 3.2891, grad_norm: 7.8274 2021-12-03 23:13:09,236 - mmaction - INFO - Epoch [69][340/1345] lr: 1.000e-02, eta: 1 day, 7:34:49, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3377, top1_acc: 0.5109, top5_acc: 0.7648, loss_cls: 2.0429, loss: 3.3806, grad_norm: 7.7793 2021-12-03 23:13:28,466 - mmaction - INFO - Epoch [69][360/1345] lr: 1.000e-02, eta: 1 day, 7:34:27, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3459, top1_acc: 0.4813, top5_acc: 0.7531, loss_cls: 2.1004, loss: 3.4463, grad_norm: 7.9691 2021-12-03 23:13:47,719 - mmaction - INFO - Epoch [69][380/1345] lr: 1.000e-02, eta: 1 day, 7:34:05, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3411, top1_acc: 0.4883, top5_acc: 0.7578, loss_cls: 2.0714, loss: 3.4125, grad_norm: 8.1561 2021-12-03 23:14:06,961 - mmaction - INFO - Epoch [69][400/1345] lr: 1.000e-02, eta: 1 day, 7:33:42, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3646, top1_acc: 0.4813, top5_acc: 0.7578, loss_cls: 2.1020, loss: 3.4666, grad_norm: 7.9880 2021-12-03 23:14:26,197 - mmaction - INFO - Epoch [69][420/1345] lr: 1.000e-02, eta: 1 day, 7:33:20, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3019, top1_acc: 0.4992, top5_acc: 0.7625, loss_cls: 2.0173, loss: 3.3192, grad_norm: 7.9280 2021-12-03 23:14:45,428 - mmaction - INFO - Epoch [69][440/1345] lr: 1.000e-02, eta: 1 day, 7:32:57, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3256, top1_acc: 0.5188, top5_acc: 0.7602, loss_cls: 2.0153, loss: 3.3409, grad_norm: 7.7892 2021-12-03 23:15:04,702 - mmaction - INFO - Epoch [69][460/1345] lr: 1.000e-02, eta: 1 day, 7:32:35, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 1.3419, top1_acc: 0.5008, top5_acc: 0.7688, loss_cls: 2.0371, loss: 3.3790, grad_norm: 7.9434 2021-12-03 23:15:23,932 - mmaction - INFO - Epoch [69][480/1345] lr: 1.000e-02, eta: 1 day, 7:32:13, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.2574, top1_acc: 0.5234, top5_acc: 0.7898, loss_cls: 1.9338, loss: 3.1912, grad_norm: 7.5838 2021-12-03 23:15:43,186 - mmaction - INFO - Epoch [69][500/1345] lr: 1.000e-02, eta: 1 day, 7:31:50, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.2845, top1_acc: 0.5133, top5_acc: 0.7789, loss_cls: 1.9610, loss: 3.2456, grad_norm: 7.8715 2021-12-03 23:16:02,411 - mmaction - INFO - Epoch [69][520/1345] lr: 1.000e-02, eta: 1 day, 7:31:28, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.2815, top1_acc: 0.5391, top5_acc: 0.7797, loss_cls: 1.9300, loss: 3.2115, grad_norm: 7.7875 2021-12-03 23:16:21,651 - mmaction - INFO - Epoch [69][540/1345] lr: 1.000e-02, eta: 1 day, 7:31:05, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3431, top1_acc: 0.4828, top5_acc: 0.7500, loss_cls: 2.1059, loss: 3.4490, grad_norm: 8.0119 2021-12-03 23:16:40,876 - mmaction - INFO - Epoch [69][560/1345] lr: 1.000e-02, eta: 1 day, 7:30:43, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3334, top1_acc: 0.4867, top5_acc: 0.7602, loss_cls: 2.0603, loss: 3.3937, grad_norm: 7.8247 2021-12-03 23:17:00,120 - mmaction - INFO - Epoch [69][580/1345] lr: 1.000e-02, eta: 1 day, 7:30:21, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3678, top1_acc: 0.5016, top5_acc: 0.7422, loss_cls: 2.0841, loss: 3.4519, grad_norm: 7.7573 2021-12-03 23:17:19,348 - mmaction - INFO - Epoch [69][600/1345] lr: 1.000e-02, eta: 1 day, 7:29:58, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.2827, top1_acc: 0.5188, top5_acc: 0.7570, loss_cls: 1.9982, loss: 3.2808, grad_norm: 7.6561 2021-12-03 23:17:38,601 - mmaction - INFO - Epoch [69][620/1345] lr: 1.000e-02, eta: 1 day, 7:29:36, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3321, top1_acc: 0.4984, top5_acc: 0.7688, loss_cls: 2.0201, loss: 3.3522, grad_norm: 8.0428 2021-12-03 23:17:57,863 - mmaction - INFO - Epoch [69][640/1345] lr: 1.000e-02, eta: 1 day, 7:29:13, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3404, top1_acc: 0.4992, top5_acc: 0.7492, loss_cls: 2.0562, loss: 3.3966, grad_norm: 7.9842 2021-12-03 23:18:17,130 - mmaction - INFO - Epoch [69][660/1345] lr: 1.000e-02, eta: 1 day, 7:28:51, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3149, top1_acc: 0.4906, top5_acc: 0.7586, loss_cls: 2.0419, loss: 3.3568, grad_norm: 7.7294 2021-12-03 23:18:36,366 - mmaction - INFO - Epoch [69][680/1345] lr: 1.000e-02, eta: 1 day, 7:28:29, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3145, top1_acc: 0.5062, top5_acc: 0.7781, loss_cls: 1.9933, loss: 3.3078, grad_norm: 7.7411 2021-12-03 23:18:55,579 - mmaction - INFO - Epoch [69][700/1345] lr: 1.000e-02, eta: 1 day, 7:28:06, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.2939, top1_acc: 0.5102, top5_acc: 0.7633, loss_cls: 1.9844, loss: 3.2783, grad_norm: 7.7928 2021-12-03 23:19:14,848 - mmaction - INFO - Epoch [69][720/1345] lr: 1.000e-02, eta: 1 day, 7:27:44, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3399, top1_acc: 0.4953, top5_acc: 0.7453, loss_cls: 2.0993, loss: 3.4392, grad_norm: 8.0475 2021-12-03 23:19:34,087 - mmaction - INFO - Epoch [69][740/1345] lr: 1.000e-02, eta: 1 day, 7:27:22, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.2877, top1_acc: 0.4984, top5_acc: 0.7766, loss_cls: 2.0294, loss: 3.3172, grad_norm: 7.9054 2021-12-03 23:19:53,287 - mmaction - INFO - Epoch [69][760/1345] lr: 1.000e-02, eta: 1 day, 7:26:59, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3286, top1_acc: 0.5148, top5_acc: 0.7695, loss_cls: 2.0039, loss: 3.3324, grad_norm: 7.8120 2021-12-03 23:20:12,514 - mmaction - INFO - Epoch [69][780/1345] lr: 1.000e-02, eta: 1 day, 7:26:37, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3297, top1_acc: 0.4914, top5_acc: 0.7633, loss_cls: 2.0068, loss: 3.3365, grad_norm: 8.0167 2021-12-03 23:20:31,718 - mmaction - INFO - Epoch [69][800/1345] lr: 1.000e-02, eta: 1 day, 7:26:14, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3216, top1_acc: 0.4906, top5_acc: 0.7586, loss_cls: 2.0615, loss: 3.3832, grad_norm: 8.0676 2021-12-03 23:20:50,916 - mmaction - INFO - Epoch [69][820/1345] lr: 1.000e-02, eta: 1 day, 7:25:52, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3410, top1_acc: 0.5070, top5_acc: 0.7617, loss_cls: 2.0586, loss: 3.3996, grad_norm: 8.1236 2021-12-03 23:21:10,134 - mmaction - INFO - Epoch [69][840/1345] lr: 1.000e-02, eta: 1 day, 7:25:30, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3299, top1_acc: 0.4961, top5_acc: 0.7586, loss_cls: 2.0494, loss: 3.3793, grad_norm: 8.0319 2021-12-03 23:21:29,330 - mmaction - INFO - Epoch [69][860/1345] lr: 1.000e-02, eta: 1 day, 7:25:07, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3129, top1_acc: 0.5062, top5_acc: 0.7688, loss_cls: 2.0090, loss: 3.3218, grad_norm: 7.8806 2021-12-03 23:21:48,508 - mmaction - INFO - Epoch [69][880/1345] lr: 1.000e-02, eta: 1 day, 7:24:45, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.2827, top1_acc: 0.5016, top5_acc: 0.7820, loss_cls: 1.9616, loss: 3.2443, grad_norm: 7.9091 2021-12-03 23:22:07,698 - mmaction - INFO - Epoch [69][900/1345] lr: 1.000e-02, eta: 1 day, 7:24:22, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3278, top1_acc: 0.4938, top5_acc: 0.7578, loss_cls: 2.0636, loss: 3.3914, grad_norm: 7.8534 2021-12-03 23:22:26,877 - mmaction - INFO - Epoch [69][920/1345] lr: 1.000e-02, eta: 1 day, 7:24:00, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3633, top1_acc: 0.4875, top5_acc: 0.7500, loss_cls: 2.1110, loss: 3.4743, grad_norm: 7.9667 2021-12-03 23:22:46,073 - mmaction - INFO - Epoch [69][940/1345] lr: 1.000e-02, eta: 1 day, 7:23:37, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3097, top1_acc: 0.5242, top5_acc: 0.7562, loss_cls: 2.0294, loss: 3.3391, grad_norm: 8.0379 2021-12-03 23:23:05,280 - mmaction - INFO - Epoch [69][960/1345] lr: 1.000e-02, eta: 1 day, 7:23:15, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3253, top1_acc: 0.5086, top5_acc: 0.7742, loss_cls: 2.0071, loss: 3.3324, grad_norm: 7.6299 2021-12-03 23:23:24,473 - mmaction - INFO - Epoch [69][980/1345] lr: 1.000e-02, eta: 1 day, 7:22:53, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.2911, top1_acc: 0.5203, top5_acc: 0.7711, loss_cls: 1.9456, loss: 3.2367, grad_norm: 7.5956 2021-12-03 23:23:43,637 - mmaction - INFO - Epoch [69][1000/1345] lr: 1.000e-02, eta: 1 day, 7:22:30, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.3266, top1_acc: 0.4945, top5_acc: 0.7656, loss_cls: 2.0386, loss: 3.3651, grad_norm: 7.7632 2021-12-03 23:24:02,812 - mmaction - INFO - Epoch [69][1020/1345] lr: 1.000e-02, eta: 1 day, 7:22:08, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3128, top1_acc: 0.5023, top5_acc: 0.7656, loss_cls: 2.0125, loss: 3.3253, grad_norm: 7.8667 2021-12-03 23:24:22,001 - mmaction - INFO - Epoch [69][1040/1345] lr: 1.000e-02, eta: 1 day, 7:21:45, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3421, top1_acc: 0.5031, top5_acc: 0.7609, loss_cls: 2.0571, loss: 3.3992, grad_norm: 8.0825 2021-12-03 23:24:41,178 - mmaction - INFO - Epoch [69][1060/1345] lr: 1.000e-02, eta: 1 day, 7:21:23, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3093, top1_acc: 0.5125, top5_acc: 0.7555, loss_cls: 2.0241, loss: 3.3334, grad_norm: 7.8407 2021-12-03 23:25:00,344 - mmaction - INFO - Epoch [69][1080/1345] lr: 1.000e-02, eta: 1 day, 7:21:00, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.3304, top1_acc: 0.5156, top5_acc: 0.7602, loss_cls: 1.9987, loss: 3.3291, grad_norm: 7.9155 2021-12-03 23:25:19,553 - mmaction - INFO - Epoch [69][1100/1345] lr: 1.000e-02, eta: 1 day, 7:20:38, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3578, top1_acc: 0.4898, top5_acc: 0.7586, loss_cls: 2.0940, loss: 3.4518, grad_norm: 8.1266 2021-12-03 23:25:38,771 - mmaction - INFO - Epoch [69][1120/1345] lr: 1.000e-02, eta: 1 day, 7:20:16, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3232, top1_acc: 0.5047, top5_acc: 0.7492, loss_cls: 2.0318, loss: 3.3550, grad_norm: 7.5557 2021-12-03 23:25:57,990 - mmaction - INFO - Epoch [69][1140/1345] lr: 1.000e-02, eta: 1 day, 7:19:53, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.2963, top1_acc: 0.5297, top5_acc: 0.7750, loss_cls: 1.9279, loss: 3.2242, grad_norm: 7.5542 2021-12-03 23:26:17,188 - mmaction - INFO - Epoch [69][1160/1345] lr: 1.000e-02, eta: 1 day, 7:19:31, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.2995, top1_acc: 0.5117, top5_acc: 0.7602, loss_cls: 1.9871, loss: 3.2865, grad_norm: 7.9079 2021-12-03 23:26:36,378 - mmaction - INFO - Epoch [69][1180/1345] lr: 1.000e-02, eta: 1 day, 7:19:08, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3301, top1_acc: 0.5125, top5_acc: 0.7516, loss_cls: 2.0127, loss: 3.3429, grad_norm: 7.9202 2021-12-03 23:26:55,568 - mmaction - INFO - Epoch [69][1200/1345] lr: 1.000e-02, eta: 1 day, 7:18:46, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3080, top1_acc: 0.5039, top5_acc: 0.7609, loss_cls: 2.0212, loss: 3.3293, grad_norm: 7.8827 2021-12-03 23:27:14,821 - mmaction - INFO - Epoch [69][1220/1345] lr: 1.000e-02, eta: 1 day, 7:18:24, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3002, top1_acc: 0.5016, top5_acc: 0.7664, loss_cls: 1.9969, loss: 3.2972, grad_norm: 7.9415 2021-12-03 23:27:34,046 - mmaction - INFO - Epoch [69][1240/1345] lr: 1.000e-02, eta: 1 day, 7:18:01, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3397, top1_acc: 0.5031, top5_acc: 0.7602, loss_cls: 2.0705, loss: 3.4103, grad_norm: 7.8712 2021-12-03 23:27:53,238 - mmaction - INFO - Epoch [69][1260/1345] lr: 1.000e-02, eta: 1 day, 7:17:39, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3345, top1_acc: 0.5109, top5_acc: 0.7742, loss_cls: 2.0460, loss: 3.3805, grad_norm: 7.9240 2021-12-03 23:28:12,447 - mmaction - INFO - Epoch [69][1280/1345] lr: 1.000e-02, eta: 1 day, 7:17:17, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3492, top1_acc: 0.4992, top5_acc: 0.7469, loss_cls: 2.0919, loss: 3.4411, grad_norm: 8.0078 2021-12-03 23:28:31,640 - mmaction - INFO - Epoch [69][1300/1345] lr: 1.000e-02, eta: 1 day, 7:16:54, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3277, top1_acc: 0.4984, top5_acc: 0.7711, loss_cls: 2.0512, loss: 3.3790, grad_norm: 7.9794 2021-12-03 23:28:50,832 - mmaction - INFO - Epoch [69][1320/1345] lr: 1.000e-02, eta: 1 day, 7:16:32, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3619, top1_acc: 0.4750, top5_acc: 0.7422, loss_cls: 2.1233, loss: 3.4853, grad_norm: 7.8573 2021-12-03 23:29:10,027 - mmaction - INFO - Epoch [69][1340/1345] lr: 1.000e-02, eta: 1 day, 7:16:09, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.2801, top1_acc: 0.5031, top5_acc: 0.7742, loss_cls: 1.9954, loss: 3.2755, grad_norm: 7.8961 2021-12-03 23:29:15,702 - mmaction - INFO - Saving checkpoint at 69 epochs 2021-12-03 23:31:21,829 - mmaction - INFO - Epoch [70][20/1345] lr: 1.000e-02, eta: 1 day, 7:17:38, time: 6.165, data_time: 5.213, memory: 8232, loss_aux: 1.3402, top1_acc: 0.4969, top5_acc: 0.7531, loss_cls: 2.0434, loss: 3.3836, grad_norm: 7.9888 2021-12-03 23:31:40,997 - mmaction - INFO - Epoch [70][40/1345] lr: 1.000e-02, eta: 1 day, 7:17:15, time: 0.958, data_time: 0.003, memory: 8232, loss_aux: 1.3122, top1_acc: 0.5164, top5_acc: 0.7406, loss_cls: 2.0361, loss: 3.3483, grad_norm: 7.4801 2021-12-03 23:32:00,162 - mmaction - INFO - Epoch [70][60/1345] lr: 1.000e-02, eta: 1 day, 7:16:53, time: 0.958, data_time: 0.002, memory: 8232, loss_aux: 1.2949, top1_acc: 0.5023, top5_acc: 0.7625, loss_cls: 2.0201, loss: 3.3150, grad_norm: 7.6756 2021-12-03 23:32:19,367 - mmaction - INFO - Epoch [70][80/1345] lr: 1.000e-02, eta: 1 day, 7:16:31, time: 0.960, data_time: 0.002, memory: 8232, loss_aux: 1.3267, top1_acc: 0.5102, top5_acc: 0.7555, loss_cls: 2.0149, loss: 3.3416, grad_norm: 7.9124 2021-12-03 23:32:38,556 - mmaction - INFO - Epoch [70][100/1345] lr: 1.000e-02, eta: 1 day, 7:16:08, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3165, top1_acc: 0.5062, top5_acc: 0.7617, loss_cls: 2.0038, loss: 3.3203, grad_norm: 7.7926 2021-12-03 23:32:57,744 - mmaction - INFO - Epoch [70][120/1345] lr: 1.000e-02, eta: 1 day, 7:15:46, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.2833, top1_acc: 0.5055, top5_acc: 0.7703, loss_cls: 2.0002, loss: 3.2835, grad_norm: 7.9591 2021-12-03 23:33:16,935 - mmaction - INFO - Epoch [70][140/1345] lr: 1.000e-02, eta: 1 day, 7:15:23, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3262, top1_acc: 0.4977, top5_acc: 0.7633, loss_cls: 2.0734, loss: 3.3996, grad_norm: 7.9091 2021-12-03 23:33:36,114 - mmaction - INFO - Epoch [70][160/1345] lr: 1.000e-02, eta: 1 day, 7:15:01, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3187, top1_acc: 0.5023, top5_acc: 0.7680, loss_cls: 2.0006, loss: 3.3193, grad_norm: 7.9279 2021-12-03 23:33:55,291 - mmaction - INFO - Epoch [70][180/1345] lr: 1.000e-02, eta: 1 day, 7:14:38, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3289, top1_acc: 0.4859, top5_acc: 0.7562, loss_cls: 2.1103, loss: 3.4392, grad_norm: 7.9797 2021-12-03 23:34:14,519 - mmaction - INFO - Epoch [70][200/1345] lr: 1.000e-02, eta: 1 day, 7:14:16, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3177, top1_acc: 0.5031, top5_acc: 0.7773, loss_cls: 1.9674, loss: 3.2852, grad_norm: 7.8577 2021-12-03 23:34:33,738 - mmaction - INFO - Epoch [70][220/1345] lr: 1.000e-02, eta: 1 day, 7:13:54, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3074, top1_acc: 0.5102, top5_acc: 0.7797, loss_cls: 1.9682, loss: 3.2756, grad_norm: 7.7371 2021-12-03 23:34:52,983 - mmaction - INFO - Epoch [70][240/1345] lr: 1.000e-02, eta: 1 day, 7:13:31, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.2991, top1_acc: 0.5148, top5_acc: 0.7812, loss_cls: 1.9796, loss: 3.2786, grad_norm: 7.8144 2021-12-03 23:35:12,215 - mmaction - INFO - Epoch [70][260/1345] lr: 1.000e-02, eta: 1 day, 7:13:09, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3227, top1_acc: 0.5219, top5_acc: 0.7781, loss_cls: 1.9959, loss: 3.3187, grad_norm: 7.8850 2021-12-03 23:35:31,426 - mmaction - INFO - Epoch [70][280/1345] lr: 1.000e-02, eta: 1 day, 7:12:46, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.2955, top1_acc: 0.5398, top5_acc: 0.7867, loss_cls: 1.8971, loss: 3.1926, grad_norm: 7.6294 2021-12-03 23:35:50,639 - mmaction - INFO - Epoch [70][300/1345] lr: 1.000e-02, eta: 1 day, 7:12:24, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.2845, top1_acc: 0.5117, top5_acc: 0.7562, loss_cls: 1.9787, loss: 3.2631, grad_norm: 7.6788 2021-12-03 23:36:09,849 - mmaction - INFO - Epoch [70][320/1345] lr: 1.000e-02, eta: 1 day, 7:12:02, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3528, top1_acc: 0.4922, top5_acc: 0.7508, loss_cls: 2.1210, loss: 3.4739, grad_norm: 8.0037 2021-12-03 23:36:29,086 - mmaction - INFO - Epoch [70][340/1345] lr: 1.000e-02, eta: 1 day, 7:11:39, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3053, top1_acc: 0.5062, top5_acc: 0.7562, loss_cls: 2.0141, loss: 3.3194, grad_norm: 7.6753 2021-12-03 23:36:48,333 - mmaction - INFO - Epoch [70][360/1345] lr: 1.000e-02, eta: 1 day, 7:11:17, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3333, top1_acc: 0.5297, top5_acc: 0.7750, loss_cls: 1.9363, loss: 3.2695, grad_norm: 7.7535 2021-12-03 23:37:07,569 - mmaction - INFO - Epoch [70][380/1345] lr: 1.000e-02, eta: 1 day, 7:10:55, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3462, top1_acc: 0.4875, top5_acc: 0.7508, loss_cls: 2.0860, loss: 3.4322, grad_norm: 8.0316 2021-12-03 23:37:26,786 - mmaction - INFO - Epoch [70][400/1345] lr: 1.000e-02, eta: 1 day, 7:10:32, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.2815, top1_acc: 0.5125, top5_acc: 0.7648, loss_cls: 1.9706, loss: 3.2522, grad_norm: 7.6826 2021-12-03 23:37:46,034 - mmaction - INFO - Epoch [70][420/1345] lr: 1.000e-02, eta: 1 day, 7:10:10, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3370, top1_acc: 0.5148, top5_acc: 0.7578, loss_cls: 2.0062, loss: 3.3432, grad_norm: 7.8776 2021-12-03 23:38:05,270 - mmaction - INFO - Epoch [70][440/1345] lr: 1.000e-02, eta: 1 day, 7:09:48, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3138, top1_acc: 0.4938, top5_acc: 0.7547, loss_cls: 2.0528, loss: 3.3666, grad_norm: 8.1148 2021-12-03 23:38:24,528 - mmaction - INFO - Epoch [70][460/1345] lr: 1.000e-02, eta: 1 day, 7:09:25, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3015, top1_acc: 0.5062, top5_acc: 0.7648, loss_cls: 2.0280, loss: 3.3295, grad_norm: 7.8913 2021-12-03 23:38:43,792 - mmaction - INFO - Epoch [70][480/1345] lr: 1.000e-02, eta: 1 day, 7:09:03, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3009, top1_acc: 0.5195, top5_acc: 0.7648, loss_cls: 1.9758, loss: 3.2767, grad_norm: 8.0490 2021-12-03 23:39:03,016 - mmaction - INFO - Epoch [70][500/1345] lr: 1.000e-02, eta: 1 day, 7:08:40, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3445, top1_acc: 0.4867, top5_acc: 0.7430, loss_cls: 2.0907, loss: 3.4351, grad_norm: 7.9989 2021-12-03 23:39:22,243 - mmaction - INFO - Epoch [70][520/1345] lr: 1.000e-02, eta: 1 day, 7:08:18, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3262, top1_acc: 0.5031, top5_acc: 0.7516, loss_cls: 2.0386, loss: 3.3648, grad_norm: 7.7305 2021-12-03 23:39:41,476 - mmaction - INFO - Epoch [70][540/1345] lr: 1.000e-02, eta: 1 day, 7:07:56, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3247, top1_acc: 0.4883, top5_acc: 0.7344, loss_cls: 2.1093, loss: 3.4341, grad_norm: 7.8217 2021-12-03 23:40:00,717 - mmaction - INFO - Epoch [70][560/1345] lr: 1.000e-02, eta: 1 day, 7:07:33, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3570, top1_acc: 0.4773, top5_acc: 0.7586, loss_cls: 2.1219, loss: 3.4789, grad_norm: 8.0045 2021-12-03 23:40:19,969 - mmaction - INFO - Epoch [70][580/1345] lr: 1.000e-02, eta: 1 day, 7:07:11, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3177, top1_acc: 0.5023, top5_acc: 0.7812, loss_cls: 2.0305, loss: 3.3482, grad_norm: 7.9054 2021-12-03 23:40:39,201 - mmaction - INFO - Epoch [70][600/1345] lr: 1.000e-02, eta: 1 day, 7:06:49, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3141, top1_acc: 0.4883, top5_acc: 0.7641, loss_cls: 2.0392, loss: 3.3533, grad_norm: 7.7229 2021-12-03 23:40:58,435 - mmaction - INFO - Epoch [70][620/1345] lr: 1.000e-02, eta: 1 day, 7:06:26, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3056, top1_acc: 0.5156, top5_acc: 0.7648, loss_cls: 1.9876, loss: 3.2932, grad_norm: 7.6621 2021-12-03 23:41:17,655 - mmaction - INFO - Epoch [70][640/1345] lr: 1.000e-02, eta: 1 day, 7:06:04, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3100, top1_acc: 0.5188, top5_acc: 0.7711, loss_cls: 1.9909, loss: 3.3010, grad_norm: 7.7241 2021-12-03 23:41:36,842 - mmaction - INFO - Epoch [70][660/1345] lr: 1.000e-02, eta: 1 day, 7:05:42, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3368, top1_acc: 0.5039, top5_acc: 0.7602, loss_cls: 2.0483, loss: 3.3851, grad_norm: 8.0861 2021-12-03 23:41:56,043 - mmaction - INFO - Epoch [70][680/1345] lr: 1.000e-02, eta: 1 day, 7:05:19, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3534, top1_acc: 0.4734, top5_acc: 0.7430, loss_cls: 2.1424, loss: 3.4958, grad_norm: 8.0828 2021-12-03 23:42:15,252 - mmaction - INFO - Epoch [70][700/1345] lr: 1.000e-02, eta: 1 day, 7:04:57, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3208, top1_acc: 0.5227, top5_acc: 0.7555, loss_cls: 2.0329, loss: 3.3536, grad_norm: 7.7746 2021-12-03 23:42:34,461 - mmaction - INFO - Epoch [70][720/1345] lr: 1.000e-02, eta: 1 day, 7:04:35, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3216, top1_acc: 0.4969, top5_acc: 0.7570, loss_cls: 2.0204, loss: 3.3420, grad_norm: 7.8721 2021-12-03 23:42:53,675 - mmaction - INFO - Epoch [70][740/1345] lr: 1.000e-02, eta: 1 day, 7:04:12, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3646, top1_acc: 0.4836, top5_acc: 0.7500, loss_cls: 2.1133, loss: 3.4780, grad_norm: 7.9057 2021-12-03 23:43:12,889 - mmaction - INFO - Epoch [70][760/1345] lr: 1.000e-02, eta: 1 day, 7:03:50, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3165, top1_acc: 0.5023, top5_acc: 0.7672, loss_cls: 2.0358, loss: 3.3522, grad_norm: 7.8164 2021-12-03 23:43:32,093 - mmaction - INFO - Epoch [70][780/1345] lr: 1.000e-02, eta: 1 day, 7:03:27, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3089, top1_acc: 0.5086, top5_acc: 0.7617, loss_cls: 1.9972, loss: 3.3060, grad_norm: 7.7901 2021-12-03 23:43:51,300 - mmaction - INFO - Epoch [70][800/1345] lr: 1.000e-02, eta: 1 day, 7:03:05, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3505, top1_acc: 0.5008, top5_acc: 0.7469, loss_cls: 2.1043, loss: 3.4548, grad_norm: 7.9719 2021-12-03 23:44:10,526 - mmaction - INFO - Epoch [70][820/1345] lr: 1.000e-02, eta: 1 day, 7:02:43, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3256, top1_acc: 0.4906, top5_acc: 0.7508, loss_cls: 2.0576, loss: 3.3832, grad_norm: 7.7912 2021-12-03 23:44:29,741 - mmaction - INFO - Epoch [70][840/1345] lr: 1.000e-02, eta: 1 day, 7:02:20, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3268, top1_acc: 0.4898, top5_acc: 0.7625, loss_cls: 2.0307, loss: 3.3575, grad_norm: 7.8472 2021-12-03 23:44:48,964 - mmaction - INFO - Epoch [70][860/1345] lr: 1.000e-02, eta: 1 day, 7:01:58, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3122, top1_acc: 0.5117, top5_acc: 0.7828, loss_cls: 1.9765, loss: 3.2886, grad_norm: 7.9386 2021-12-03 23:45:08,188 - mmaction - INFO - Epoch [70][880/1345] lr: 1.000e-02, eta: 1 day, 7:01:36, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.2923, top1_acc: 0.5180, top5_acc: 0.7688, loss_cls: 1.9553, loss: 3.2476, grad_norm: 7.7170 2021-12-03 23:45:27,408 - mmaction - INFO - Epoch [70][900/1345] lr: 1.000e-02, eta: 1 day, 7:01:13, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3122, top1_acc: 0.5078, top5_acc: 0.7695, loss_cls: 2.0096, loss: 3.3218, grad_norm: 7.7733 2021-12-03 23:45:46,640 - mmaction - INFO - Epoch [70][920/1345] lr: 1.000e-02, eta: 1 day, 7:00:51, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3156, top1_acc: 0.5086, top5_acc: 0.7508, loss_cls: 2.0566, loss: 3.3722, grad_norm: 7.7195 2021-12-03 23:46:05,890 - mmaction - INFO - Epoch [70][940/1345] lr: 1.000e-02, eta: 1 day, 7:00:29, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3347, top1_acc: 0.4836, top5_acc: 0.7406, loss_cls: 2.1435, loss: 3.4783, grad_norm: 8.0099 2021-12-03 23:46:25,133 - mmaction - INFO - Epoch [70][960/1345] lr: 1.000e-02, eta: 1 day, 7:00:06, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.2664, top1_acc: 0.5141, top5_acc: 0.7750, loss_cls: 2.0011, loss: 3.2675, grad_norm: 7.8882 2021-12-03 23:46:44,367 - mmaction - INFO - Epoch [70][980/1345] lr: 1.000e-02, eta: 1 day, 6:59:44, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3210, top1_acc: 0.5117, top5_acc: 0.7672, loss_cls: 2.0061, loss: 3.3271, grad_norm: 7.7978 2021-12-03 23:47:03,594 - mmaction - INFO - Epoch [70][1000/1345] lr: 1.000e-02, eta: 1 day, 6:59:22, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3011, top1_acc: 0.5188, top5_acc: 0.7617, loss_cls: 1.9838, loss: 3.2849, grad_norm: 7.6904 2021-12-03 23:47:22,847 - mmaction - INFO - Epoch [70][1020/1345] lr: 1.000e-02, eta: 1 day, 6:58:59, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3364, top1_acc: 0.4797, top5_acc: 0.7508, loss_cls: 2.1005, loss: 3.4369, grad_norm: 7.8141 2021-12-03 23:47:42,068 - mmaction - INFO - Epoch [70][1040/1345] lr: 1.000e-02, eta: 1 day, 6:58:37, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3149, top1_acc: 0.5000, top5_acc: 0.7750, loss_cls: 1.9962, loss: 3.3111, grad_norm: 7.8763 2021-12-03 23:48:01,306 - mmaction - INFO - Epoch [70][1060/1345] lr: 1.000e-02, eta: 1 day, 6:58:15, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3515, top1_acc: 0.4781, top5_acc: 0.7352, loss_cls: 2.1405, loss: 3.4920, grad_norm: 8.0782 2021-12-03 23:48:20,546 - mmaction - INFO - Epoch [70][1080/1345] lr: 1.000e-02, eta: 1 day, 6:57:52, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.2939, top1_acc: 0.5250, top5_acc: 0.7750, loss_cls: 1.9737, loss: 3.2675, grad_norm: 7.8246 2021-12-03 23:48:39,793 - mmaction - INFO - Epoch [70][1100/1345] lr: 1.000e-02, eta: 1 day, 6:57:30, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3077, top1_acc: 0.5141, top5_acc: 0.7633, loss_cls: 2.0032, loss: 3.3109, grad_norm: 7.7043 2021-12-03 23:48:59,046 - mmaction - INFO - Epoch [70][1120/1345] lr: 1.000e-02, eta: 1 day, 6:57:08, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3317, top1_acc: 0.4844, top5_acc: 0.7422, loss_cls: 2.0994, loss: 3.4311, grad_norm: 7.9159 2021-12-03 23:49:18,288 - mmaction - INFO - Epoch [70][1140/1345] lr: 1.000e-02, eta: 1 day, 6:56:46, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3416, top1_acc: 0.4984, top5_acc: 0.7531, loss_cls: 2.0510, loss: 3.3926, grad_norm: 7.8742 2021-12-03 23:49:37,522 - mmaction - INFO - Epoch [70][1160/1345] lr: 1.000e-02, eta: 1 day, 6:56:23, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3678, top1_acc: 0.4781, top5_acc: 0.7539, loss_cls: 2.1393, loss: 3.5071, grad_norm: 7.9735 2021-12-03 23:49:56,771 - mmaction - INFO - Epoch [70][1180/1345] lr: 1.000e-02, eta: 1 day, 6:56:01, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3143, top1_acc: 0.5102, top5_acc: 0.7602, loss_cls: 2.0035, loss: 3.3178, grad_norm: 7.6290 2021-12-03 23:50:16,037 - mmaction - INFO - Epoch [70][1200/1345] lr: 1.000e-02, eta: 1 day, 6:55:39, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3515, top1_acc: 0.4875, top5_acc: 0.7406, loss_cls: 2.1066, loss: 3.4581, grad_norm: 7.6969 2021-12-03 23:50:35,247 - mmaction - INFO - Epoch [70][1220/1345] lr: 1.000e-02, eta: 1 day, 6:55:16, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3267, top1_acc: 0.4977, top5_acc: 0.7539, loss_cls: 2.0701, loss: 3.3968, grad_norm: 7.7430 2021-12-03 23:50:54,472 - mmaction - INFO - Epoch [70][1240/1345] lr: 1.000e-02, eta: 1 day, 6:54:54, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3198, top1_acc: 0.5109, top5_acc: 0.7766, loss_cls: 2.0098, loss: 3.3296, grad_norm: 7.8241 2021-12-03 23:51:13,718 - mmaction - INFO - Epoch [70][1260/1345] lr: 1.000e-02, eta: 1 day, 6:54:32, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3560, top1_acc: 0.4867, top5_acc: 0.7461, loss_cls: 2.1097, loss: 3.4657, grad_norm: 7.8721 2021-12-03 23:51:32,942 - mmaction - INFO - Epoch [70][1280/1345] lr: 1.000e-02, eta: 1 day, 6:54:09, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3417, top1_acc: 0.4969, top5_acc: 0.7398, loss_cls: 2.0710, loss: 3.4127, grad_norm: 7.7183 2021-12-03 23:51:52,190 - mmaction - INFO - Epoch [70][1300/1345] lr: 1.000e-02, eta: 1 day, 6:53:47, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3609, top1_acc: 0.5023, top5_acc: 0.7344, loss_cls: 2.1196, loss: 3.4805, grad_norm: 7.8746 2021-12-03 23:52:11,434 - mmaction - INFO - Epoch [70][1320/1345] lr: 1.000e-02, eta: 1 day, 6:53:25, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3152, top1_acc: 0.5125, top5_acc: 0.7672, loss_cls: 2.0136, loss: 3.3289, grad_norm: 7.6838 2021-12-03 23:52:30,670 - mmaction - INFO - Epoch [70][1340/1345] lr: 1.000e-02, eta: 1 day, 6:53:02, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3169, top1_acc: 0.5172, top5_acc: 0.7727, loss_cls: 1.9626, loss: 3.2795, grad_norm: 7.7742 2021-12-03 23:52:36,156 - mmaction - INFO - Saving checkpoint at 70 epochs 2021-12-03 23:54:42,271 - mmaction - INFO - Epoch [71][20/1345] lr: 1.000e-02, eta: 1 day, 6:54:28, time: 6.159, data_time: 5.198, memory: 8232, loss_aux: 1.2984, top1_acc: 0.5273, top5_acc: 0.7680, loss_cls: 1.9990, loss: 3.2974, grad_norm: 7.8161 2021-12-03 23:55:01,390 - mmaction - INFO - Epoch [71][40/1345] lr: 1.000e-02, eta: 1 day, 6:54:05, time: 0.956, data_time: 0.003, memory: 8232, loss_aux: 1.2805, top1_acc: 0.5352, top5_acc: 0.7867, loss_cls: 1.8944, loss: 3.1749, grad_norm: 7.7561 2021-12-03 23:55:20,515 - mmaction - INFO - Epoch [71][60/1345] lr: 1.000e-02, eta: 1 day, 6:53:43, time: 0.956, data_time: 0.002, memory: 8232, loss_aux: 1.3144, top1_acc: 0.4992, top5_acc: 0.7641, loss_cls: 2.0134, loss: 3.3278, grad_norm: 7.7733 2021-12-03 23:55:39,700 - mmaction - INFO - Epoch [71][80/1345] lr: 1.000e-02, eta: 1 day, 6:53:21, time: 0.959, data_time: 0.002, memory: 8232, loss_aux: 1.3083, top1_acc: 0.5078, top5_acc: 0.7641, loss_cls: 1.9892, loss: 3.2975, grad_norm: 7.9453 2021-12-03 23:55:58,853 - mmaction - INFO - Epoch [71][100/1345] lr: 1.000e-02, eta: 1 day, 6:52:58, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.3068, top1_acc: 0.5344, top5_acc: 0.7820, loss_cls: 1.9280, loss: 3.2349, grad_norm: 7.8633 2021-12-03 23:56:18,024 - mmaction - INFO - Epoch [71][120/1345] lr: 1.000e-02, eta: 1 day, 6:52:36, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3324, top1_acc: 0.5125, top5_acc: 0.7766, loss_cls: 2.0176, loss: 3.3500, grad_norm: 8.0563 2021-12-03 23:56:37,204 - mmaction - INFO - Epoch [71][140/1345] lr: 1.000e-02, eta: 1 day, 6:52:13, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.2891, top1_acc: 0.5195, top5_acc: 0.7773, loss_cls: 1.9404, loss: 3.2295, grad_norm: 7.7949 2021-12-03 23:56:56,374 - mmaction - INFO - Epoch [71][160/1345] lr: 1.000e-02, eta: 1 day, 6:51:51, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3513, top1_acc: 0.4898, top5_acc: 0.7484, loss_cls: 2.0963, loss: 3.4477, grad_norm: 8.0079 2021-12-03 23:57:15,569 - mmaction - INFO - Epoch [71][180/1345] lr: 1.000e-02, eta: 1 day, 6:51:29, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3640, top1_acc: 0.4961, top5_acc: 0.7547, loss_cls: 2.0792, loss: 3.4432, grad_norm: 8.0464 2021-12-03 23:57:34,766 - mmaction - INFO - Epoch [71][200/1345] lr: 1.000e-02, eta: 1 day, 6:51:06, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.2764, top1_acc: 0.5430, top5_acc: 0.7766, loss_cls: 1.9198, loss: 3.1962, grad_norm: 7.7703 2021-12-03 23:57:53,941 - mmaction - INFO - Epoch [71][220/1345] lr: 1.000e-02, eta: 1 day, 6:50:44, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3041, top1_acc: 0.5250, top5_acc: 0.7719, loss_cls: 2.0130, loss: 3.3171, grad_norm: 7.9529 2021-12-03 23:58:13,125 - mmaction - INFO - Epoch [71][240/1345] lr: 1.000e-02, eta: 1 day, 6:50:21, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.2943, top1_acc: 0.5141, top5_acc: 0.7617, loss_cls: 1.9906, loss: 3.2850, grad_norm: 7.9417 2021-12-03 23:58:32,277 - mmaction - INFO - Epoch [71][260/1345] lr: 1.000e-02, eta: 1 day, 6:49:59, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.3173, top1_acc: 0.4945, top5_acc: 0.7656, loss_cls: 2.0216, loss: 3.3390, grad_norm: 7.9100 2021-12-03 23:58:51,441 - mmaction - INFO - Epoch [71][280/1345] lr: 1.000e-02, eta: 1 day, 6:49:37, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.3270, top1_acc: 0.5039, top5_acc: 0.7633, loss_cls: 2.0180, loss: 3.3450, grad_norm: 7.9500 2021-12-03 23:59:10,615 - mmaction - INFO - Epoch [71][300/1345] lr: 1.000e-02, eta: 1 day, 6:49:14, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3027, top1_acc: 0.5141, top5_acc: 0.7750, loss_cls: 2.0004, loss: 3.3031, grad_norm: 7.9129 2021-12-03 23:59:29,818 - mmaction - INFO - Epoch [71][320/1345] lr: 1.000e-02, eta: 1 day, 6:48:52, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3274, top1_acc: 0.5094, top5_acc: 0.7523, loss_cls: 2.0236, loss: 3.3510, grad_norm: 8.0294 2021-12-03 23:59:49,009 - mmaction - INFO - Epoch [71][340/1345] lr: 1.000e-02, eta: 1 day, 6:48:29, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3032, top1_acc: 0.4992, top5_acc: 0.7586, loss_cls: 2.0267, loss: 3.3300, grad_norm: 8.0146 2021-12-04 00:00:08,189 - mmaction - INFO - Epoch [71][360/1345] lr: 1.000e-02, eta: 1 day, 6:48:07, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3310, top1_acc: 0.5188, top5_acc: 0.7547, loss_cls: 2.0210, loss: 3.3520, grad_norm: 7.9208 2021-12-04 00:00:27,381 - mmaction - INFO - Epoch [71][380/1345] lr: 1.000e-02, eta: 1 day, 6:47:45, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.2889, top1_acc: 0.5219, top5_acc: 0.7602, loss_cls: 1.9843, loss: 3.2732, grad_norm: 7.8371 2021-12-04 00:00:46,590 - mmaction - INFO - Epoch [71][400/1345] lr: 1.000e-02, eta: 1 day, 6:47:22, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3045, top1_acc: 0.4977, top5_acc: 0.7539, loss_cls: 2.0295, loss: 3.3340, grad_norm: 7.9728 2021-12-04 00:01:05,760 - mmaction - INFO - Epoch [71][420/1345] lr: 1.000e-02, eta: 1 day, 6:47:00, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.2844, top1_acc: 0.5461, top5_acc: 0.7625, loss_cls: 1.9039, loss: 3.1883, grad_norm: 7.7648 2021-12-04 00:01:24,933 - mmaction - INFO - Epoch [71][440/1345] lr: 1.000e-02, eta: 1 day, 6:46:38, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3312, top1_acc: 0.4961, top5_acc: 0.7680, loss_cls: 2.0233, loss: 3.3546, grad_norm: 8.1468 2021-12-04 00:01:44,129 - mmaction - INFO - Epoch [71][460/1345] lr: 1.000e-02, eta: 1 day, 6:46:15, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3409, top1_acc: 0.5047, top5_acc: 0.7711, loss_cls: 2.0219, loss: 3.3628, grad_norm: 7.8184 2021-12-04 00:02:03,345 - mmaction - INFO - Epoch [71][480/1345] lr: 1.000e-02, eta: 1 day, 6:45:53, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3310, top1_acc: 0.5031, top5_acc: 0.7695, loss_cls: 2.0241, loss: 3.3551, grad_norm: 8.1662 2021-12-04 00:02:22,516 - mmaction - INFO - Epoch [71][500/1345] lr: 1.000e-02, eta: 1 day, 6:45:30, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3110, top1_acc: 0.4914, top5_acc: 0.7625, loss_cls: 2.0177, loss: 3.3287, grad_norm: 7.9339 2021-12-04 00:02:41,728 - mmaction - INFO - Epoch [71][520/1345] lr: 1.000e-02, eta: 1 day, 6:45:08, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.2903, top1_acc: 0.4961, top5_acc: 0.7734, loss_cls: 1.9911, loss: 3.2814, grad_norm: 7.8242 2021-12-04 00:03:00,902 - mmaction - INFO - Epoch [71][540/1345] lr: 1.000e-02, eta: 1 day, 6:44:46, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3139, top1_acc: 0.5242, top5_acc: 0.7562, loss_cls: 1.9753, loss: 3.2891, grad_norm: 7.6253 2021-12-04 00:03:20,092 - mmaction - INFO - Epoch [71][560/1345] lr: 1.000e-02, eta: 1 day, 6:44:23, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.2804, top1_acc: 0.5297, top5_acc: 0.7898, loss_cls: 1.9034, loss: 3.1837, grad_norm: 7.6327 2021-12-04 00:03:39,293 - mmaction - INFO - Epoch [71][580/1345] lr: 1.000e-02, eta: 1 day, 6:44:01, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.2782, top1_acc: 0.5156, top5_acc: 0.7773, loss_cls: 1.9448, loss: 3.2229, grad_norm: 8.0534 2021-12-04 00:03:58,506 - mmaction - INFO - Epoch [71][600/1345] lr: 1.000e-02, eta: 1 day, 6:43:39, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.2875, top1_acc: 0.5188, top5_acc: 0.7781, loss_cls: 1.9417, loss: 3.2292, grad_norm: 7.7516 2021-12-04 00:04:17,747 - mmaction - INFO - Epoch [71][620/1345] lr: 1.000e-02, eta: 1 day, 6:43:16, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3090, top1_acc: 0.5156, top5_acc: 0.7734, loss_cls: 1.9970, loss: 3.3060, grad_norm: 8.1601 2021-12-04 00:04:36,956 - mmaction - INFO - Epoch [71][640/1345] lr: 1.000e-02, eta: 1 day, 6:42:54, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3170, top1_acc: 0.5055, top5_acc: 0.7578, loss_cls: 2.0240, loss: 3.3410, grad_norm: 7.9129 2021-12-04 00:04:56,173 - mmaction - INFO - Epoch [71][660/1345] lr: 1.000e-02, eta: 1 day, 6:42:32, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3294, top1_acc: 0.5023, top5_acc: 0.7602, loss_cls: 2.0319, loss: 3.3613, grad_norm: 7.8832 2021-12-04 00:05:15,425 - mmaction - INFO - Epoch [71][680/1345] lr: 1.000e-02, eta: 1 day, 6:42:09, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3174, top1_acc: 0.4945, top5_acc: 0.7617, loss_cls: 2.0491, loss: 3.3665, grad_norm: 7.9663 2021-12-04 00:05:34,668 - mmaction - INFO - Epoch [71][700/1345] lr: 1.000e-02, eta: 1 day, 6:41:47, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3244, top1_acc: 0.5086, top5_acc: 0.7672, loss_cls: 2.0205, loss: 3.3449, grad_norm: 7.9862 2021-12-04 00:05:53,937 - mmaction - INFO - Epoch [71][720/1345] lr: 1.000e-02, eta: 1 day, 6:41:25, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3263, top1_acc: 0.5117, top5_acc: 0.7602, loss_cls: 2.0209, loss: 3.3472, grad_norm: 7.9580 2021-12-04 00:06:13,171 - mmaction - INFO - Epoch [71][740/1345] lr: 1.000e-02, eta: 1 day, 6:41:03, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3475, top1_acc: 0.4797, top5_acc: 0.7570, loss_cls: 2.0666, loss: 3.4140, grad_norm: 8.2093 2021-12-04 00:06:32,418 - mmaction - INFO - Epoch [71][760/1345] lr: 1.000e-02, eta: 1 day, 6:40:40, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3678, top1_acc: 0.4766, top5_acc: 0.7391, loss_cls: 2.1590, loss: 3.5268, grad_norm: 8.2624 2021-12-04 00:06:51,659 - mmaction - INFO - Epoch [71][780/1345] lr: 1.000e-02, eta: 1 day, 6:40:18, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3207, top1_acc: 0.5000, top5_acc: 0.7586, loss_cls: 2.0419, loss: 3.3626, grad_norm: 7.8361 2021-12-04 00:07:10,913 - mmaction - INFO - Epoch [71][800/1345] lr: 1.000e-02, eta: 1 day, 6:39:56, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3285, top1_acc: 0.4977, top5_acc: 0.7602, loss_cls: 2.1069, loss: 3.4354, grad_norm: 7.9348 2021-12-04 00:07:30,163 - mmaction - INFO - Epoch [71][820/1345] lr: 1.000e-02, eta: 1 day, 6:39:34, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3166, top1_acc: 0.5250, top5_acc: 0.7836, loss_cls: 1.9625, loss: 3.2791, grad_norm: 7.7896 2021-12-04 00:07:49,379 - mmaction - INFO - Epoch [71][840/1345] lr: 1.000e-02, eta: 1 day, 6:39:11, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3073, top1_acc: 0.4703, top5_acc: 0.7734, loss_cls: 2.0635, loss: 3.3708, grad_norm: 8.0107 2021-12-04 00:08:08,618 - mmaction - INFO - Epoch [71][860/1345] lr: 1.000e-02, eta: 1 day, 6:38:49, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3118, top1_acc: 0.5219, top5_acc: 0.7648, loss_cls: 2.0005, loss: 3.3124, grad_norm: 7.7886 2021-12-04 00:08:27,864 - mmaction - INFO - Epoch [71][880/1345] lr: 1.000e-02, eta: 1 day, 6:38:27, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3165, top1_acc: 0.5125, top5_acc: 0.7523, loss_cls: 2.0255, loss: 3.3420, grad_norm: 7.8232 2021-12-04 00:08:47,076 - mmaction - INFO - Epoch [71][900/1345] lr: 1.000e-02, eta: 1 day, 6:38:04, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3385, top1_acc: 0.4992, top5_acc: 0.7523, loss_cls: 2.0335, loss: 3.3721, grad_norm: 7.9040 2021-12-04 00:09:06,324 - mmaction - INFO - Epoch [71][920/1345] lr: 1.000e-02, eta: 1 day, 6:37:42, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3508, top1_acc: 0.4945, top5_acc: 0.7523, loss_cls: 2.1093, loss: 3.4601, grad_norm: 7.9832 2021-12-04 00:09:25,550 - mmaction - INFO - Epoch [71][940/1345] lr: 1.000e-02, eta: 1 day, 6:37:20, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3503, top1_acc: 0.4984, top5_acc: 0.7484, loss_cls: 2.0670, loss: 3.4173, grad_norm: 8.0484 2021-12-04 00:09:44,785 - mmaction - INFO - Epoch [71][960/1345] lr: 1.000e-02, eta: 1 day, 6:36:57, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3409, top1_acc: 0.4961, top5_acc: 0.7578, loss_cls: 2.1130, loss: 3.4539, grad_norm: 8.0248 2021-12-04 00:10:03,993 - mmaction - INFO - Epoch [71][980/1345] lr: 1.000e-02, eta: 1 day, 6:36:35, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3461, top1_acc: 0.4734, top5_acc: 0.7406, loss_cls: 2.1044, loss: 3.4505, grad_norm: 7.8888 2021-12-04 00:10:23,207 - mmaction - INFO - Epoch [71][1000/1345] lr: 1.000e-02, eta: 1 day, 6:36:13, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.2925, top1_acc: 0.5172, top5_acc: 0.7734, loss_cls: 1.9496, loss: 3.2420, grad_norm: 7.5567 2021-12-04 00:10:42,442 - mmaction - INFO - Epoch [71][1020/1345] lr: 1.000e-02, eta: 1 day, 6:35:51, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3470, top1_acc: 0.5023, top5_acc: 0.7453, loss_cls: 2.0590, loss: 3.4059, grad_norm: 7.9525 2021-12-04 00:11:01,660 - mmaction - INFO - Epoch [71][1040/1345] lr: 1.000e-02, eta: 1 day, 6:35:28, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3266, top1_acc: 0.5156, top5_acc: 0.7594, loss_cls: 1.9941, loss: 3.3208, grad_norm: 7.8961 2021-12-04 00:11:20,866 - mmaction - INFO - Epoch [71][1060/1345] lr: 1.000e-02, eta: 1 day, 6:35:06, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3048, top1_acc: 0.4977, top5_acc: 0.7570, loss_cls: 2.0047, loss: 3.3095, grad_norm: 7.7418 2021-12-04 00:11:40,055 - mmaction - INFO - Epoch [71][1080/1345] lr: 1.000e-02, eta: 1 day, 6:34:44, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3161, top1_acc: 0.4961, top5_acc: 0.7742, loss_cls: 2.0527, loss: 3.3688, grad_norm: 7.8385 2021-12-04 00:11:59,290 - mmaction - INFO - Epoch [71][1100/1345] lr: 1.000e-02, eta: 1 day, 6:34:21, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3128, top1_acc: 0.5180, top5_acc: 0.7656, loss_cls: 1.9638, loss: 3.2767, grad_norm: 7.7721 2021-12-04 00:12:18,503 - mmaction - INFO - Epoch [71][1120/1345] lr: 1.000e-02, eta: 1 day, 6:33:59, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3467, top1_acc: 0.4844, top5_acc: 0.7414, loss_cls: 2.1448, loss: 3.4915, grad_norm: 8.1591 2021-12-04 00:12:37,709 - mmaction - INFO - Epoch [71][1140/1345] lr: 1.000e-02, eta: 1 day, 6:33:37, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.2997, top1_acc: 0.4867, top5_acc: 0.7781, loss_cls: 1.9957, loss: 3.2955, grad_norm: 7.8392 2021-12-04 00:12:56,927 - mmaction - INFO - Epoch [71][1160/1345] lr: 1.000e-02, eta: 1 day, 6:33:15, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3235, top1_acc: 0.5031, top5_acc: 0.7578, loss_cls: 2.0443, loss: 3.3678, grad_norm: 7.8827 2021-12-04 00:13:16,103 - mmaction - INFO - Epoch [71][1180/1345] lr: 1.000e-02, eta: 1 day, 6:32:52, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3228, top1_acc: 0.4797, top5_acc: 0.7719, loss_cls: 2.0244, loss: 3.3472, grad_norm: 7.8304 2021-12-04 00:13:35,332 - mmaction - INFO - Epoch [71][1200/1345] lr: 1.000e-02, eta: 1 day, 6:32:30, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3634, top1_acc: 0.4945, top5_acc: 0.7273, loss_cls: 2.1495, loss: 3.5129, grad_norm: 7.7939 2021-12-04 00:13:54,521 - mmaction - INFO - Epoch [71][1220/1345] lr: 1.000e-02, eta: 1 day, 6:32:08, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3579, top1_acc: 0.4883, top5_acc: 0.7461, loss_cls: 2.0696, loss: 3.4275, grad_norm: 8.0000 2021-12-04 00:14:13,729 - mmaction - INFO - Epoch [71][1240/1345] lr: 1.000e-02, eta: 1 day, 6:31:45, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3134, top1_acc: 0.5234, top5_acc: 0.7531, loss_cls: 2.0342, loss: 3.3476, grad_norm: 7.8286 2021-12-04 00:14:32,924 - mmaction - INFO - Epoch [71][1260/1345] lr: 1.000e-02, eta: 1 day, 6:31:23, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3376, top1_acc: 0.4992, top5_acc: 0.7625, loss_cls: 2.0783, loss: 3.4159, grad_norm: 7.8687 2021-12-04 00:14:52,123 - mmaction - INFO - Epoch [71][1280/1345] lr: 1.000e-02, eta: 1 day, 6:31:01, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.2921, top1_acc: 0.5109, top5_acc: 0.7727, loss_cls: 1.9716, loss: 3.2637, grad_norm: 7.6593 2021-12-04 00:15:11,304 - mmaction - INFO - Epoch [71][1300/1345] lr: 1.000e-02, eta: 1 day, 6:30:38, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3422, top1_acc: 0.4906, top5_acc: 0.7570, loss_cls: 2.0799, loss: 3.4221, grad_norm: 7.9789 2021-12-04 00:15:30,515 - mmaction - INFO - Epoch [71][1320/1345] lr: 1.000e-02, eta: 1 day, 6:30:16, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3242, top1_acc: 0.4969, top5_acc: 0.7570, loss_cls: 2.0476, loss: 3.3718, grad_norm: 7.7736 2021-12-04 00:15:49,734 - mmaction - INFO - Epoch [71][1340/1345] lr: 1.000e-02, eta: 1 day, 6:29:54, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3252, top1_acc: 0.4977, top5_acc: 0.7539, loss_cls: 2.1052, loss: 3.4304, grad_norm: 8.0432 2021-12-04 00:15:55,346 - mmaction - INFO - Saving checkpoint at 71 epochs 2021-12-04 00:18:01,933 - mmaction - INFO - Epoch [72][20/1345] lr: 1.000e-02, eta: 1 day, 6:31:17, time: 6.182, data_time: 5.219, memory: 8232, loss_aux: 1.2975, top1_acc: 0.5125, top5_acc: 0.7750, loss_cls: 1.9832, loss: 3.2807, grad_norm: 7.7042 2021-12-04 00:18:21,073 - mmaction - INFO - Epoch [72][40/1345] lr: 1.000e-02, eta: 1 day, 6:30:54, time: 0.957, data_time: 0.003, memory: 8232, loss_aux: 1.3089, top1_acc: 0.5156, top5_acc: 0.7812, loss_cls: 1.9552, loss: 3.2642, grad_norm: 7.5634 2021-12-04 00:18:40,236 - mmaction - INFO - Epoch [72][60/1345] lr: 1.000e-02, eta: 1 day, 6:30:32, time: 0.958, data_time: 0.003, memory: 8232, loss_aux: 1.3248, top1_acc: 0.5070, top5_acc: 0.7758, loss_cls: 1.9897, loss: 3.3146, grad_norm: 7.7832 2021-12-04 00:18:59,387 - mmaction - INFO - Epoch [72][80/1345] lr: 1.000e-02, eta: 1 day, 6:30:10, time: 0.958, data_time: 0.002, memory: 8232, loss_aux: 1.2858, top1_acc: 0.5203, top5_acc: 0.7852, loss_cls: 1.9356, loss: 3.2213, grad_norm: 7.7849 2021-12-04 00:19:18,562 - mmaction - INFO - Epoch [72][100/1345] lr: 1.000e-02, eta: 1 day, 6:29:47, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3032, top1_acc: 0.5195, top5_acc: 0.7695, loss_cls: 1.9966, loss: 3.2998, grad_norm: 7.7598 2021-12-04 00:19:37,774 - mmaction - INFO - Epoch [72][120/1345] lr: 1.000e-02, eta: 1 day, 6:29:25, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3249, top1_acc: 0.5062, top5_acc: 0.7844, loss_cls: 1.9975, loss: 3.3224, grad_norm: 7.9626 2021-12-04 00:19:56,997 - mmaction - INFO - Epoch [72][140/1345] lr: 1.000e-02, eta: 1 day, 6:29:03, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3441, top1_acc: 0.5164, top5_acc: 0.7578, loss_cls: 2.0422, loss: 3.3862, grad_norm: 8.0776 2021-12-04 00:20:16,208 - mmaction - INFO - Epoch [72][160/1345] lr: 1.000e-02, eta: 1 day, 6:28:40, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3457, top1_acc: 0.4805, top5_acc: 0.7469, loss_cls: 2.1036, loss: 3.4493, grad_norm: 8.0582 2021-12-04 00:20:35,459 - mmaction - INFO - Epoch [72][180/1345] lr: 1.000e-02, eta: 1 day, 6:28:18, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.2916, top1_acc: 0.5266, top5_acc: 0.7602, loss_cls: 1.9715, loss: 3.2630, grad_norm: 7.8104 2021-12-04 00:20:54,678 - mmaction - INFO - Epoch [72][200/1345] lr: 1.000e-02, eta: 1 day, 6:27:56, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3271, top1_acc: 0.5000, top5_acc: 0.7609, loss_cls: 2.0339, loss: 3.3610, grad_norm: 7.8839 2021-12-04 00:21:13,893 - mmaction - INFO - Epoch [72][220/1345] lr: 1.000e-02, eta: 1 day, 6:27:33, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3111, top1_acc: 0.5188, top5_acc: 0.7711, loss_cls: 2.0065, loss: 3.3176, grad_norm: 7.8727 2021-12-04 00:21:33,125 - mmaction - INFO - Epoch [72][240/1345] lr: 1.000e-02, eta: 1 day, 6:27:11, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3188, top1_acc: 0.5109, top5_acc: 0.7500, loss_cls: 2.0450, loss: 3.3638, grad_norm: 7.8660 2021-12-04 00:21:52,395 - mmaction - INFO - Epoch [72][260/1345] lr: 1.000e-02, eta: 1 day, 6:26:49, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.2713, top1_acc: 0.5383, top5_acc: 0.7961, loss_cls: 1.8867, loss: 3.1581, grad_norm: 7.6033 2021-12-04 00:22:11,643 - mmaction - INFO - Epoch [72][280/1345] lr: 1.000e-02, eta: 1 day, 6:26:27, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3326, top1_acc: 0.5117, top5_acc: 0.7688, loss_cls: 2.0080, loss: 3.3406, grad_norm: 7.9551 2021-12-04 00:22:30,885 - mmaction - INFO - Epoch [72][300/1345] lr: 1.000e-02, eta: 1 day, 6:26:04, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3034, top1_acc: 0.5000, top5_acc: 0.7656, loss_cls: 1.9956, loss: 3.2991, grad_norm: 8.1105 2021-12-04 00:22:50,136 - mmaction - INFO - Epoch [72][320/1345] lr: 1.000e-02, eta: 1 day, 6:25:42, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3561, top1_acc: 0.4664, top5_acc: 0.7492, loss_cls: 2.1346, loss: 3.4907, grad_norm: 8.1941 2021-12-04 00:23:09,381 - mmaction - INFO - Epoch [72][340/1345] lr: 1.000e-02, eta: 1 day, 6:25:20, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3395, top1_acc: 0.4867, top5_acc: 0.7594, loss_cls: 2.0688, loss: 3.4083, grad_norm: 7.9018 2021-12-04 00:23:28,607 - mmaction - INFO - Epoch [72][360/1345] lr: 1.000e-02, eta: 1 day, 6:24:57, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3251, top1_acc: 0.5047, top5_acc: 0.7586, loss_cls: 2.0337, loss: 3.3587, grad_norm: 7.7992 2021-12-04 00:23:47,856 - mmaction - INFO - Epoch [72][380/1345] lr: 1.000e-02, eta: 1 day, 6:24:35, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3182, top1_acc: 0.5008, top5_acc: 0.7516, loss_cls: 2.0780, loss: 3.3963, grad_norm: 8.0521 2021-12-04 00:24:07,102 - mmaction - INFO - Epoch [72][400/1345] lr: 1.000e-02, eta: 1 day, 6:24:13, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3609, top1_acc: 0.4961, top5_acc: 0.7453, loss_cls: 2.0899, loss: 3.4508, grad_norm: 8.0422 2021-12-04 00:24:26,336 - mmaction - INFO - Epoch [72][420/1345] lr: 1.000e-02, eta: 1 day, 6:23:51, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.2872, top1_acc: 0.5383, top5_acc: 0.7719, loss_cls: 1.9094, loss: 3.1966, grad_norm: 7.5676 2021-12-04 00:24:45,569 - mmaction - INFO - Epoch [72][440/1345] lr: 1.000e-02, eta: 1 day, 6:23:28, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.2709, top1_acc: 0.5133, top5_acc: 0.7820, loss_cls: 1.9426, loss: 3.2135, grad_norm: 7.8335 2021-12-04 00:25:04,792 - mmaction - INFO - Epoch [72][460/1345] lr: 1.000e-02, eta: 1 day, 6:23:06, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3215, top1_acc: 0.5141, top5_acc: 0.7625, loss_cls: 2.0378, loss: 3.3593, grad_norm: 7.7481 2021-12-04 00:25:24,031 - mmaction - INFO - Epoch [72][480/1345] lr: 1.000e-02, eta: 1 day, 6:22:44, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3079, top1_acc: 0.5188, top5_acc: 0.7586, loss_cls: 1.9903, loss: 3.2981, grad_norm: 7.6680 2021-12-04 00:25:43,255 - mmaction - INFO - Epoch [72][500/1345] lr: 1.000e-02, eta: 1 day, 6:22:22, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3393, top1_acc: 0.4961, top5_acc: 0.7359, loss_cls: 2.1113, loss: 3.4506, grad_norm: 7.8891 2021-12-04 00:26:02,469 - mmaction - INFO - Epoch [72][520/1345] lr: 1.000e-02, eta: 1 day, 6:21:59, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3322, top1_acc: 0.4992, top5_acc: 0.7562, loss_cls: 2.0541, loss: 3.3863, grad_norm: 7.8641 2021-12-04 00:26:21,672 - mmaction - INFO - Epoch [72][540/1345] lr: 1.000e-02, eta: 1 day, 6:21:37, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3521, top1_acc: 0.5031, top5_acc: 0.7609, loss_cls: 2.0455, loss: 3.3976, grad_norm: 7.7621 2021-12-04 00:26:40,875 - mmaction - INFO - Epoch [72][560/1345] lr: 1.000e-02, eta: 1 day, 6:21:15, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3106, top1_acc: 0.5070, top5_acc: 0.7633, loss_cls: 2.0190, loss: 3.3296, grad_norm: 8.0458 2021-12-04 00:27:00,071 - mmaction - INFO - Epoch [72][580/1345] lr: 1.000e-02, eta: 1 day, 6:20:52, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3449, top1_acc: 0.4914, top5_acc: 0.7531, loss_cls: 2.0521, loss: 3.3970, grad_norm: 8.2075 2021-12-04 00:27:19,285 - mmaction - INFO - Epoch [72][600/1345] lr: 1.000e-02, eta: 1 day, 6:20:30, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3291, top1_acc: 0.5125, top5_acc: 0.7633, loss_cls: 2.0871, loss: 3.4162, grad_norm: 7.9873 2021-12-04 00:27:38,486 - mmaction - INFO - Epoch [72][620/1345] lr: 1.000e-02, eta: 1 day, 6:20:08, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.2943, top1_acc: 0.5195, top5_acc: 0.7680, loss_cls: 1.9745, loss: 3.2688, grad_norm: 7.8341 2021-12-04 00:27:57,689 - mmaction - INFO - Epoch [72][640/1345] lr: 1.000e-02, eta: 1 day, 6:19:46, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3262, top1_acc: 0.5195, top5_acc: 0.7633, loss_cls: 2.0165, loss: 3.3427, grad_norm: 7.7604 2021-12-04 00:28:16,897 - mmaction - INFO - Epoch [72][660/1345] lr: 1.000e-02, eta: 1 day, 6:19:23, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.2721, top1_acc: 0.5305, top5_acc: 0.7625, loss_cls: 1.9383, loss: 3.2104, grad_norm: 7.6418 2021-12-04 00:28:36,088 - mmaction - INFO - Epoch [72][680/1345] lr: 1.000e-02, eta: 1 day, 6:19:01, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3248, top1_acc: 0.4891, top5_acc: 0.7539, loss_cls: 2.0156, loss: 3.3404, grad_norm: 7.9877 2021-12-04 00:28:55,269 - mmaction - INFO - Epoch [72][700/1345] lr: 1.000e-02, eta: 1 day, 6:18:39, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3806, top1_acc: 0.4836, top5_acc: 0.7430, loss_cls: 2.1227, loss: 3.5034, grad_norm: 8.0857 2021-12-04 00:29:14,489 - mmaction - INFO - Epoch [72][720/1345] lr: 1.000e-02, eta: 1 day, 6:18:16, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3598, top1_acc: 0.4977, top5_acc: 0.7578, loss_cls: 2.0773, loss: 3.4371, grad_norm: 7.8988 2021-12-04 00:29:33,670 - mmaction - INFO - Epoch [72][740/1345] lr: 1.000e-02, eta: 1 day, 6:17:54, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3598, top1_acc: 0.4711, top5_acc: 0.7438, loss_cls: 2.1888, loss: 3.5487, grad_norm: 7.9967 2021-12-04 00:29:52,826 - mmaction - INFO - Epoch [72][760/1345] lr: 1.000e-02, eta: 1 day, 6:17:32, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.2721, top1_acc: 0.5188, top5_acc: 0.7789, loss_cls: 1.9661, loss: 3.2382, grad_norm: 7.8666 2021-12-04 00:30:12,017 - mmaction - INFO - Epoch [72][780/1345] lr: 1.000e-02, eta: 1 day, 6:17:09, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3382, top1_acc: 0.5008, top5_acc: 0.7750, loss_cls: 2.0294, loss: 3.3676, grad_norm: 8.0070 2021-12-04 00:30:31,216 - mmaction - INFO - Epoch [72][800/1345] lr: 1.000e-02, eta: 1 day, 6:16:47, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3216, top1_acc: 0.5172, top5_acc: 0.7742, loss_cls: 1.9966, loss: 3.3182, grad_norm: 7.6775 2021-12-04 00:30:50,433 - mmaction - INFO - Epoch [72][820/1345] lr: 1.000e-02, eta: 1 day, 6:16:25, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.2841, top1_acc: 0.5266, top5_acc: 0.7695, loss_cls: 1.9786, loss: 3.2627, grad_norm: 7.5212 2021-12-04 00:31:09,596 - mmaction - INFO - Epoch [72][840/1345] lr: 1.000e-02, eta: 1 day, 6:16:02, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.2971, top1_acc: 0.5094, top5_acc: 0.7617, loss_cls: 1.9709, loss: 3.2679, grad_norm: 7.7533 2021-12-04 00:31:28,806 - mmaction - INFO - Epoch [72][860/1345] lr: 1.000e-02, eta: 1 day, 6:15:40, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3015, top1_acc: 0.5008, top5_acc: 0.7734, loss_cls: 2.0298, loss: 3.3313, grad_norm: 7.8564 2021-12-04 00:31:47,998 - mmaction - INFO - Epoch [72][880/1345] lr: 1.000e-02, eta: 1 day, 6:15:18, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.2909, top1_acc: 0.5164, top5_acc: 0.7641, loss_cls: 1.9603, loss: 3.2512, grad_norm: 7.8455 2021-12-04 00:32:07,198 - mmaction - INFO - Epoch [72][900/1345] lr: 1.000e-02, eta: 1 day, 6:14:56, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3226, top1_acc: 0.4922, top5_acc: 0.7531, loss_cls: 2.0482, loss: 3.3708, grad_norm: 7.8079 2021-12-04 00:32:26,387 - mmaction - INFO - Epoch [72][920/1345] lr: 1.000e-02, eta: 1 day, 6:14:33, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3456, top1_acc: 0.4727, top5_acc: 0.7508, loss_cls: 2.1303, loss: 3.4759, grad_norm: 8.0645 2021-12-04 00:32:45,646 - mmaction - INFO - Epoch [72][940/1345] lr: 1.000e-02, eta: 1 day, 6:14:11, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.2995, top1_acc: 0.5492, top5_acc: 0.7820, loss_cls: 1.9332, loss: 3.2327, grad_norm: 7.6271 2021-12-04 00:33:04,844 - mmaction - INFO - Epoch [72][960/1345] lr: 1.000e-02, eta: 1 day, 6:13:49, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.2873, top1_acc: 0.5062, top5_acc: 0.7641, loss_cls: 1.9662, loss: 3.2535, grad_norm: 7.8417 2021-12-04 00:33:24,048 - mmaction - INFO - Epoch [72][980/1345] lr: 1.000e-02, eta: 1 day, 6:13:27, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3424, top1_acc: 0.4859, top5_acc: 0.7430, loss_cls: 2.1307, loss: 3.4731, grad_norm: 8.2948 2021-12-04 00:33:43,288 - mmaction - INFO - Epoch [72][1000/1345] lr: 1.000e-02, eta: 1 day, 6:13:04, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3484, top1_acc: 0.4820, top5_acc: 0.7453, loss_cls: 2.1155, loss: 3.4639, grad_norm: 7.9022 2021-12-04 00:34:02,508 - mmaction - INFO - Epoch [72][1020/1345] lr: 1.000e-02, eta: 1 day, 6:12:42, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3035, top1_acc: 0.5172, top5_acc: 0.7570, loss_cls: 1.9995, loss: 3.3030, grad_norm: 7.7075 2021-12-04 00:34:21,715 - mmaction - INFO - Epoch [72][1040/1345] lr: 1.000e-02, eta: 1 day, 6:12:20, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.4142, top1_acc: 0.4648, top5_acc: 0.7492, loss_cls: 2.1532, loss: 3.5674, grad_norm: 8.1679 2021-12-04 00:34:40,919 - mmaction - INFO - Epoch [72][1060/1345] lr: 1.000e-02, eta: 1 day, 6:11:58, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.2806, top1_acc: 0.4984, top5_acc: 0.7773, loss_cls: 1.9779, loss: 3.2584, grad_norm: 8.0013 2021-12-04 00:35:00,124 - mmaction - INFO - Epoch [72][1080/1345] lr: 1.000e-02, eta: 1 day, 6:11:35, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3318, top1_acc: 0.5094, top5_acc: 0.7680, loss_cls: 2.0416, loss: 3.3734, grad_norm: 7.9857 2021-12-04 00:35:19,365 - mmaction - INFO - Epoch [72][1100/1345] lr: 1.000e-02, eta: 1 day, 6:11:13, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3545, top1_acc: 0.4898, top5_acc: 0.7414, loss_cls: 2.1046, loss: 3.4591, grad_norm: 8.0148 2021-12-04 00:35:38,591 - mmaction - INFO - Epoch [72][1120/1345] lr: 1.000e-02, eta: 1 day, 6:10:51, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3316, top1_acc: 0.4805, top5_acc: 0.7383, loss_cls: 2.1112, loss: 3.4428, grad_norm: 8.0328 2021-12-04 00:35:57,804 - mmaction - INFO - Epoch [72][1140/1345] lr: 1.000e-02, eta: 1 day, 6:10:29, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3791, top1_acc: 0.4688, top5_acc: 0.7336, loss_cls: 2.1295, loss: 3.5086, grad_norm: 8.0684 2021-12-04 00:36:17,038 - mmaction - INFO - Epoch [72][1160/1345] lr: 1.000e-02, eta: 1 day, 6:10:06, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3338, top1_acc: 0.4906, top5_acc: 0.7555, loss_cls: 2.0806, loss: 3.4144, grad_norm: 7.9164 2021-12-04 00:36:36,300 - mmaction - INFO - Epoch [72][1180/1345] lr: 1.000e-02, eta: 1 day, 6:09:44, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3096, top1_acc: 0.5078, top5_acc: 0.7695, loss_cls: 2.0181, loss: 3.3277, grad_norm: 7.9207 2021-12-04 00:36:55,541 - mmaction - INFO - Epoch [72][1200/1345] lr: 1.000e-02, eta: 1 day, 6:09:22, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3368, top1_acc: 0.4875, top5_acc: 0.7555, loss_cls: 2.1035, loss: 3.4402, grad_norm: 7.9934 2021-12-04 00:37:14,799 - mmaction - INFO - Epoch [72][1220/1345] lr: 1.000e-02, eta: 1 day, 6:09:00, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3201, top1_acc: 0.4883, top5_acc: 0.7375, loss_cls: 2.1263, loss: 3.4464, grad_norm: 7.8931 2021-12-04 00:37:34,064 - mmaction - INFO - Epoch [72][1240/1345] lr: 1.000e-02, eta: 1 day, 6:08:38, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.2746, top1_acc: 0.5031, top5_acc: 0.7648, loss_cls: 1.9941, loss: 3.2688, grad_norm: 7.7009 2021-12-04 00:37:53,329 - mmaction - INFO - Epoch [72][1260/1345] lr: 1.000e-02, eta: 1 day, 6:08:15, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.2810, top1_acc: 0.5133, top5_acc: 0.7695, loss_cls: 1.9598, loss: 3.2408, grad_norm: 7.5878 2021-12-04 00:38:12,556 - mmaction - INFO - Epoch [72][1280/1345] lr: 1.000e-02, eta: 1 day, 6:07:53, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3165, top1_acc: 0.5109, top5_acc: 0.7773, loss_cls: 1.9895, loss: 3.3060, grad_norm: 7.8412 2021-12-04 00:38:31,809 - mmaction - INFO - Epoch [72][1300/1345] lr: 1.000e-02, eta: 1 day, 6:07:31, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3177, top1_acc: 0.4953, top5_acc: 0.7391, loss_cls: 2.0791, loss: 3.3968, grad_norm: 7.9114 2021-12-04 00:38:51,081 - mmaction - INFO - Epoch [72][1320/1345] lr: 1.000e-02, eta: 1 day, 6:07:09, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 1.3353, top1_acc: 0.4828, top5_acc: 0.7609, loss_cls: 2.0394, loss: 3.3747, grad_norm: 7.9485 2021-12-04 00:39:10,337 - mmaction - INFO - Epoch [72][1340/1345] lr: 1.000e-02, eta: 1 day, 6:06:47, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3155, top1_acc: 0.4969, top5_acc: 0.7516, loss_cls: 2.0572, loss: 3.3728, grad_norm: 7.8215 2021-12-04 00:39:15,877 - mmaction - INFO - Saving checkpoint at 72 epochs 2021-12-04 00:41:21,457 - mmaction - INFO - Epoch [73][20/1345] lr: 1.000e-02, eta: 1 day, 6:08:06, time: 6.132, data_time: 5.171, memory: 8232, loss_aux: 1.3342, top1_acc: 0.5172, top5_acc: 0.7625, loss_cls: 2.0168, loss: 3.3510, grad_norm: 7.6099 2021-12-04 00:41:40,592 - mmaction - INFO - Epoch [73][40/1345] lr: 1.000e-02, eta: 1 day, 6:07:43, time: 0.957, data_time: 0.003, memory: 8232, loss_aux: 1.3110, top1_acc: 0.5289, top5_acc: 0.7648, loss_cls: 1.9750, loss: 3.2860, grad_norm: 7.7441 2021-12-04 00:41:59,733 - mmaction - INFO - Epoch [73][60/1345] lr: 1.000e-02, eta: 1 day, 6:07:21, time: 0.957, data_time: 0.002, memory: 8232, loss_aux: 1.2857, top1_acc: 0.5320, top5_acc: 0.7812, loss_cls: 1.9260, loss: 3.2117, grad_norm: 7.5843 2021-12-04 00:42:18,925 - mmaction - INFO - Epoch [73][80/1345] lr: 1.000e-02, eta: 1 day, 6:06:59, time: 0.959, data_time: 0.002, memory: 8232, loss_aux: 1.2982, top1_acc: 0.5133, top5_acc: 0.7727, loss_cls: 1.9557, loss: 3.2540, grad_norm: 7.7764 2021-12-04 00:42:38,081 - mmaction - INFO - Epoch [73][100/1345] lr: 1.000e-02, eta: 1 day, 6:06:36, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.3174, top1_acc: 0.5102, top5_acc: 0.7594, loss_cls: 1.9898, loss: 3.3072, grad_norm: 7.8109 2021-12-04 00:42:57,267 - mmaction - INFO - Epoch [73][120/1345] lr: 1.000e-02, eta: 1 day, 6:06:14, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3065, top1_acc: 0.4945, top5_acc: 0.7734, loss_cls: 2.0236, loss: 3.3301, grad_norm: 8.0130 2021-12-04 00:43:16,437 - mmaction - INFO - Epoch [73][140/1345] lr: 1.000e-02, eta: 1 day, 6:05:52, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.2786, top1_acc: 0.5258, top5_acc: 0.7875, loss_cls: 1.9302, loss: 3.2087, grad_norm: 7.7625 2021-12-04 00:43:35,640 - mmaction - INFO - Epoch [73][160/1345] lr: 1.000e-02, eta: 1 day, 6:05:29, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3113, top1_acc: 0.5062, top5_acc: 0.7656, loss_cls: 1.9854, loss: 3.2967, grad_norm: 7.8435 2021-12-04 00:43:54,826 - mmaction - INFO - Epoch [73][180/1345] lr: 1.000e-02, eta: 1 day, 6:05:07, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3378, top1_acc: 0.5102, top5_acc: 0.7469, loss_cls: 2.0593, loss: 3.3971, grad_norm: 7.7340 2021-12-04 00:44:14,012 - mmaction - INFO - Epoch [73][200/1345] lr: 1.000e-02, eta: 1 day, 6:04:45, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.2779, top1_acc: 0.5227, top5_acc: 0.7625, loss_cls: 1.9531, loss: 3.2310, grad_norm: 7.6770 2021-12-04 00:44:33,237 - mmaction - INFO - Epoch [73][220/1345] lr: 1.000e-02, eta: 1 day, 6:04:22, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3016, top1_acc: 0.5180, top5_acc: 0.7727, loss_cls: 1.9737, loss: 3.2752, grad_norm: 7.9441 2021-12-04 00:44:52,446 - mmaction - INFO - Epoch [73][240/1345] lr: 1.000e-02, eta: 1 day, 6:04:00, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.2851, top1_acc: 0.5031, top5_acc: 0.7734, loss_cls: 1.9683, loss: 3.2533, grad_norm: 7.8547 2021-12-04 00:45:11,632 - mmaction - INFO - Epoch [73][260/1345] lr: 1.000e-02, eta: 1 day, 6:03:38, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.2976, top1_acc: 0.5164, top5_acc: 0.7586, loss_cls: 1.9778, loss: 3.2754, grad_norm: 7.8738 2021-12-04 00:45:30,827 - mmaction - INFO - Epoch [73][280/1345] lr: 1.000e-02, eta: 1 day, 6:03:16, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.2636, top1_acc: 0.5312, top5_acc: 0.7805, loss_cls: 1.8989, loss: 3.1625, grad_norm: 7.6160 2021-12-04 00:45:50,054 - mmaction - INFO - Epoch [73][300/1345] lr: 1.000e-02, eta: 1 day, 6:02:53, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.2909, top1_acc: 0.5180, top5_acc: 0.7758, loss_cls: 1.9557, loss: 3.2466, grad_norm: 7.7186 2021-12-04 00:46:09,269 - mmaction - INFO - Epoch [73][320/1345] lr: 1.000e-02, eta: 1 day, 6:02:31, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3028, top1_acc: 0.5156, top5_acc: 0.7773, loss_cls: 1.9675, loss: 3.2703, grad_norm: 7.8255 2021-12-04 00:46:28,486 - mmaction - INFO - Epoch [73][340/1345] lr: 1.000e-02, eta: 1 day, 6:02:09, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3260, top1_acc: 0.5078, top5_acc: 0.7500, loss_cls: 2.0574, loss: 3.3834, grad_norm: 7.8618 2021-12-04 00:46:47,690 - mmaction - INFO - Epoch [73][360/1345] lr: 1.000e-02, eta: 1 day, 6:01:47, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3333, top1_acc: 0.5219, top5_acc: 0.7727, loss_cls: 2.0118, loss: 3.3451, grad_norm: 8.1488 2021-12-04 00:47:06,902 - mmaction - INFO - Epoch [73][380/1345] lr: 1.000e-02, eta: 1 day, 6:01:24, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.2938, top1_acc: 0.5336, top5_acc: 0.7734, loss_cls: 1.9499, loss: 3.2437, grad_norm: 7.8777 2021-12-04 00:47:26,141 - mmaction - INFO - Epoch [73][400/1345] lr: 1.000e-02, eta: 1 day, 6:01:02, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3008, top1_acc: 0.5203, top5_acc: 0.7766, loss_cls: 1.9300, loss: 3.2308, grad_norm: 7.9310 2021-12-04 00:47:45,374 - mmaction - INFO - Epoch [73][420/1345] lr: 1.000e-02, eta: 1 day, 6:00:40, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3690, top1_acc: 0.4867, top5_acc: 0.7406, loss_cls: 2.1210, loss: 3.4900, grad_norm: 8.3609 2021-12-04 00:48:04,621 - mmaction - INFO - Epoch [73][440/1345] lr: 1.000e-02, eta: 1 day, 6:00:18, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.2993, top1_acc: 0.5086, top5_acc: 0.7773, loss_cls: 1.9551, loss: 3.2544, grad_norm: 7.7818 2021-12-04 00:48:23,862 - mmaction - INFO - Epoch [73][460/1345] lr: 1.000e-02, eta: 1 day, 5:59:55, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3136, top1_acc: 0.5117, top5_acc: 0.7578, loss_cls: 1.9913, loss: 3.3049, grad_norm: 7.9258 2021-12-04 00:48:43,118 - mmaction - INFO - Epoch [73][480/1345] lr: 1.000e-02, eta: 1 day, 5:59:33, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.2832, top1_acc: 0.5227, top5_acc: 0.7750, loss_cls: 1.9516, loss: 3.2348, grad_norm: 7.7429 2021-12-04 00:49:02,363 - mmaction - INFO - Epoch [73][500/1345] lr: 1.000e-02, eta: 1 day, 5:59:11, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3291, top1_acc: 0.5039, top5_acc: 0.7547, loss_cls: 2.0241, loss: 3.3531, grad_norm: 8.0736 2021-12-04 00:49:21,607 - mmaction - INFO - Epoch [73][520/1345] lr: 1.000e-02, eta: 1 day, 5:58:49, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3474, top1_acc: 0.5031, top5_acc: 0.7547, loss_cls: 2.0758, loss: 3.4233, grad_norm: 8.0208 2021-12-04 00:49:40,854 - mmaction - INFO - Epoch [73][540/1345] lr: 1.000e-02, eta: 1 day, 5:58:27, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3437, top1_acc: 0.4742, top5_acc: 0.7586, loss_cls: 2.0699, loss: 3.4137, grad_norm: 8.0182 2021-12-04 00:50:00,122 - mmaction - INFO - Epoch [73][560/1345] lr: 1.000e-02, eta: 1 day, 5:58:04, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3434, top1_acc: 0.4719, top5_acc: 0.7539, loss_cls: 2.1153, loss: 3.4587, grad_norm: 8.1886 2021-12-04 00:50:19,367 - mmaction - INFO - Epoch [73][580/1345] lr: 1.000e-02, eta: 1 day, 5:57:42, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3088, top1_acc: 0.5039, top5_acc: 0.7680, loss_cls: 2.0013, loss: 3.3102, grad_norm: 7.8415 2021-12-04 00:50:38,628 - mmaction - INFO - Epoch [73][600/1345] lr: 1.000e-02, eta: 1 day, 5:57:20, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3269, top1_acc: 0.5094, top5_acc: 0.7477, loss_cls: 2.0284, loss: 3.3553, grad_norm: 7.9042 2021-12-04 00:50:57,908 - mmaction - INFO - Epoch [73][620/1345] lr: 1.000e-02, eta: 1 day, 5:56:58, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 1.2957, top1_acc: 0.5273, top5_acc: 0.7664, loss_cls: 1.9429, loss: 3.2386, grad_norm: 7.7484 2021-12-04 00:51:17,145 - mmaction - INFO - Epoch [73][640/1345] lr: 1.000e-02, eta: 1 day, 5:56:36, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3346, top1_acc: 0.4891, top5_acc: 0.7461, loss_cls: 2.1148, loss: 3.4494, grad_norm: 8.2134 2021-12-04 00:51:36,398 - mmaction - INFO - Epoch [73][660/1345] lr: 1.000e-02, eta: 1 day, 5:56:13, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.2634, top1_acc: 0.5336, top5_acc: 0.8000, loss_cls: 1.8940, loss: 3.1573, grad_norm: 7.6191 2021-12-04 00:51:55,640 - mmaction - INFO - Epoch [73][680/1345] lr: 1.000e-02, eta: 1 day, 5:55:51, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.2868, top1_acc: 0.5141, top5_acc: 0.7719, loss_cls: 1.9888, loss: 3.2756, grad_norm: 7.9082 2021-12-04 00:52:14,870 - mmaction - INFO - Epoch [73][700/1345] lr: 1.000e-02, eta: 1 day, 5:55:29, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.2981, top1_acc: 0.4984, top5_acc: 0.7602, loss_cls: 2.0255, loss: 3.3236, grad_norm: 7.8466 2021-12-04 00:52:34,131 - mmaction - INFO - Epoch [73][720/1345] lr: 1.000e-02, eta: 1 day, 5:55:07, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3392, top1_acc: 0.5047, top5_acc: 0.7531, loss_cls: 2.0321, loss: 3.3713, grad_norm: 7.8477 2021-12-04 00:52:53,370 - mmaction - INFO - Epoch [73][740/1345] lr: 1.000e-02, eta: 1 day, 5:54:45, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3606, top1_acc: 0.4789, top5_acc: 0.7391, loss_cls: 2.1136, loss: 3.4742, grad_norm: 7.9525 2021-12-04 00:53:12,642 - mmaction - INFO - Epoch [73][760/1345] lr: 1.000e-02, eta: 1 day, 5:54:22, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 1.3341, top1_acc: 0.4922, top5_acc: 0.7531, loss_cls: 2.0497, loss: 3.3838, grad_norm: 7.9624 2021-12-04 00:53:31,878 - mmaction - INFO - Epoch [73][780/1345] lr: 1.000e-02, eta: 1 day, 5:54:00, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.2920, top1_acc: 0.5133, top5_acc: 0.7750, loss_cls: 1.9641, loss: 3.2561, grad_norm: 8.2103 2021-12-04 00:53:51,121 - mmaction - INFO - Epoch [73][800/1345] lr: 1.000e-02, eta: 1 day, 5:53:38, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3521, top1_acc: 0.4820, top5_acc: 0.7398, loss_cls: 2.0968, loss: 3.4490, grad_norm: 8.1287 2021-12-04 00:54:10,399 - mmaction - INFO - Epoch [73][820/1345] lr: 1.000e-02, eta: 1 day, 5:53:16, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 1.3351, top1_acc: 0.4883, top5_acc: 0.7469, loss_cls: 2.0962, loss: 3.4313, grad_norm: 8.1038 2021-12-04 00:54:29,635 - mmaction - INFO - Epoch [73][840/1345] lr: 1.000e-02, eta: 1 day, 5:52:54, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3339, top1_acc: 0.4938, top5_acc: 0.7594, loss_cls: 2.0537, loss: 3.3876, grad_norm: 7.9484 2021-12-04 00:54:48,867 - mmaction - INFO - Epoch [73][860/1345] lr: 1.000e-02, eta: 1 day, 5:52:31, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.2651, top1_acc: 0.5281, top5_acc: 0.7828, loss_cls: 1.8799, loss: 3.1450, grad_norm: 7.8246 2021-12-04 00:55:08,076 - mmaction - INFO - Epoch [73][880/1345] lr: 1.000e-02, eta: 1 day, 5:52:09, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3155, top1_acc: 0.5070, top5_acc: 0.7523, loss_cls: 2.0502, loss: 3.3657, grad_norm: 7.8362 2021-12-04 00:55:27,282 - mmaction - INFO - Epoch [73][900/1345] lr: 1.000e-02, eta: 1 day, 5:51:47, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3231, top1_acc: 0.4930, top5_acc: 0.7500, loss_cls: 2.0949, loss: 3.4180, grad_norm: 7.9383 2021-12-04 00:55:46,500 - mmaction - INFO - Epoch [73][920/1345] lr: 1.000e-02, eta: 1 day, 5:51:25, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3510, top1_acc: 0.5070, top5_acc: 0.7570, loss_cls: 2.0730, loss: 3.4240, grad_norm: 7.9575 2021-12-04 00:56:05,692 - mmaction - INFO - Epoch [73][940/1345] lr: 1.000e-02, eta: 1 day, 5:51:02, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.2920, top1_acc: 0.5281, top5_acc: 0.7680, loss_cls: 1.9776, loss: 3.2697, grad_norm: 7.9002 2021-12-04 00:56:24,919 - mmaction - INFO - Epoch [73][960/1345] lr: 1.000e-02, eta: 1 day, 5:50:40, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.2968, top1_acc: 0.4977, top5_acc: 0.7609, loss_cls: 2.0250, loss: 3.3218, grad_norm: 7.7476 2021-12-04 00:56:44,134 - mmaction - INFO - Epoch [73][980/1345] lr: 1.000e-02, eta: 1 day, 5:50:18, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.2800, top1_acc: 0.5227, top5_acc: 0.7633, loss_cls: 1.9959, loss: 3.2759, grad_norm: 7.6780 2021-12-04 00:57:03,361 - mmaction - INFO - Epoch [73][1000/1345] lr: 1.000e-02, eta: 1 day, 5:49:56, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3516, top1_acc: 0.4883, top5_acc: 0.7477, loss_cls: 2.1168, loss: 3.4683, grad_norm: 8.0442 2021-12-04 00:57:22,576 - mmaction - INFO - Epoch [73][1020/1345] lr: 1.000e-02, eta: 1 day, 5:49:34, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3057, top1_acc: 0.5133, top5_acc: 0.7680, loss_cls: 1.9810, loss: 3.2866, grad_norm: 7.7364 2021-12-04 00:57:41,755 - mmaction - INFO - Epoch [73][1040/1345] lr: 1.000e-02, eta: 1 day, 5:49:11, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3518, top1_acc: 0.4773, top5_acc: 0.7391, loss_cls: 2.1388, loss: 3.4906, grad_norm: 7.9683 2021-12-04 00:58:00,935 - mmaction - INFO - Epoch [73][1060/1345] lr: 1.000e-02, eta: 1 day, 5:48:49, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3365, top1_acc: 0.4828, top5_acc: 0.7562, loss_cls: 2.0988, loss: 3.4353, grad_norm: 8.1075 2021-12-04 00:58:20,169 - mmaction - INFO - Epoch [73][1080/1345] lr: 1.000e-02, eta: 1 day, 5:48:27, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.2924, top1_acc: 0.5094, top5_acc: 0.7680, loss_cls: 1.9857, loss: 3.2782, grad_norm: 7.7895 2021-12-04 00:58:39,366 - mmaction - INFO - Epoch [73][1100/1345] lr: 1.000e-02, eta: 1 day, 5:48:05, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3316, top1_acc: 0.4836, top5_acc: 0.7492, loss_cls: 2.0953, loss: 3.4270, grad_norm: 7.9049 2021-12-04 00:58:58,549 - mmaction - INFO - Epoch [73][1120/1345] lr: 1.000e-02, eta: 1 day, 5:47:42, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.2913, top1_acc: 0.4977, top5_acc: 0.7492, loss_cls: 2.0280, loss: 3.3194, grad_norm: 7.7005 2021-12-04 00:59:17,739 - mmaction - INFO - Epoch [73][1140/1345] lr: 1.000e-02, eta: 1 day, 5:47:20, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3502, top1_acc: 0.5023, top5_acc: 0.7578, loss_cls: 2.0509, loss: 3.4011, grad_norm: 7.8731 2021-12-04 00:59:36,941 - mmaction - INFO - Epoch [73][1160/1345] lr: 1.000e-02, eta: 1 day, 5:46:58, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3028, top1_acc: 0.5156, top5_acc: 0.7703, loss_cls: 1.9982, loss: 3.3010, grad_norm: 7.8024 2021-12-04 00:59:56,128 - mmaction - INFO - Epoch [73][1180/1345] lr: 1.000e-02, eta: 1 day, 5:46:36, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.2986, top1_acc: 0.5062, top5_acc: 0.7578, loss_cls: 2.0021, loss: 3.3007, grad_norm: 7.9141 2021-12-04 01:00:15,346 - mmaction - INFO - Epoch [73][1200/1345] lr: 1.000e-02, eta: 1 day, 5:46:14, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3154, top1_acc: 0.4867, top5_acc: 0.7586, loss_cls: 2.0582, loss: 3.3735, grad_norm: 7.6627 2021-12-04 01:00:34,520 - mmaction - INFO - Epoch [73][1220/1345] lr: 1.000e-02, eta: 1 day, 5:45:51, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3071, top1_acc: 0.4766, top5_acc: 0.7758, loss_cls: 2.0741, loss: 3.3811, grad_norm: 7.7974 2021-12-04 01:00:53,732 - mmaction - INFO - Epoch [73][1240/1345] lr: 1.000e-02, eta: 1 day, 5:45:29, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.2903, top1_acc: 0.5164, top5_acc: 0.7648, loss_cls: 1.9801, loss: 3.2704, grad_norm: 7.5237 2021-12-04 01:01:12,959 - mmaction - INFO - Epoch [73][1260/1345] lr: 1.000e-02, eta: 1 day, 5:45:07, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3232, top1_acc: 0.5102, top5_acc: 0.7617, loss_cls: 2.0397, loss: 3.3630, grad_norm: 7.9949 2021-12-04 01:01:32,178 - mmaction - INFO - Epoch [73][1280/1345] lr: 1.000e-02, eta: 1 day, 5:44:45, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3040, top1_acc: 0.5000, top5_acc: 0.7461, loss_cls: 2.0516, loss: 3.3556, grad_norm: 8.0624 2021-12-04 01:01:51,400 - mmaction - INFO - Epoch [73][1300/1345] lr: 1.000e-02, eta: 1 day, 5:44:22, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3686, top1_acc: 0.4797, top5_acc: 0.7633, loss_cls: 2.1011, loss: 3.4696, grad_norm: 8.2254 2021-12-04 01:02:10,605 - mmaction - INFO - Epoch [73][1320/1345] lr: 1.000e-02, eta: 1 day, 5:44:00, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3058, top1_acc: 0.4844, top5_acc: 0.7648, loss_cls: 2.0713, loss: 3.3772, grad_norm: 7.7789 2021-12-04 01:02:29,806 - mmaction - INFO - Epoch [73][1340/1345] lr: 1.000e-02, eta: 1 day, 5:43:38, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3538, top1_acc: 0.4875, top5_acc: 0.7500, loss_cls: 2.0735, loss: 3.4273, grad_norm: 8.0341 2021-12-04 01:02:35,485 - mmaction - INFO - Saving checkpoint at 73 epochs 2021-12-04 01:04:41,249 - mmaction - INFO - Epoch [74][20/1345] lr: 1.000e-02, eta: 1 day, 5:44:55, time: 6.163, data_time: 5.204, memory: 8232, loss_aux: 1.3093, top1_acc: 0.4938, top5_acc: 0.7695, loss_cls: 2.0697, loss: 3.3790, grad_norm: 8.0669 2021-12-04 01:05:00,381 - mmaction - INFO - Epoch [74][40/1345] lr: 1.000e-02, eta: 1 day, 5:44:33, time: 0.957, data_time: 0.003, memory: 8232, loss_aux: 1.3528, top1_acc: 0.4969, top5_acc: 0.7672, loss_cls: 2.0603, loss: 3.4131, grad_norm: 7.9576 2021-12-04 01:05:19,493 - mmaction - INFO - Epoch [74][60/1345] lr: 1.000e-02, eta: 1 day, 5:44:10, time: 0.956, data_time: 0.002, memory: 8232, loss_aux: 1.3174, top1_acc: 0.5164, top5_acc: 0.7617, loss_cls: 2.0119, loss: 3.3293, grad_norm: 7.6968 2021-12-04 01:05:38,683 - mmaction - INFO - Epoch [74][80/1345] lr: 1.000e-02, eta: 1 day, 5:43:48, time: 0.959, data_time: 0.002, memory: 8232, loss_aux: 1.2504, top1_acc: 0.5234, top5_acc: 0.8008, loss_cls: 1.8570, loss: 3.1074, grad_norm: 7.7074 2021-12-04 01:05:57,843 - mmaction - INFO - Epoch [74][100/1345] lr: 1.000e-02, eta: 1 day, 5:43:26, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.3009, top1_acc: 0.5336, top5_acc: 0.7539, loss_cls: 1.9702, loss: 3.2710, grad_norm: 7.7519 2021-12-04 01:06:16,983 - mmaction - INFO - Epoch [74][120/1345] lr: 1.000e-02, eta: 1 day, 5:43:03, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 1.2984, top1_acc: 0.5352, top5_acc: 0.7922, loss_cls: 1.9303, loss: 3.2287, grad_norm: 7.7636 2021-12-04 01:06:36,174 - mmaction - INFO - Epoch [74][140/1345] lr: 1.000e-02, eta: 1 day, 5:42:41, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.2515, top1_acc: 0.5344, top5_acc: 0.7984, loss_cls: 1.8651, loss: 3.1166, grad_norm: 7.6873 2021-12-04 01:06:55,393 - mmaction - INFO - Epoch [74][160/1345] lr: 1.000e-02, eta: 1 day, 5:42:19, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3194, top1_acc: 0.5188, top5_acc: 0.7805, loss_cls: 1.9543, loss: 3.2736, grad_norm: 7.7606 2021-12-04 01:07:14,593 - mmaction - INFO - Epoch [74][180/1345] lr: 1.000e-02, eta: 1 day, 5:41:57, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3357, top1_acc: 0.5109, top5_acc: 0.7445, loss_cls: 2.0697, loss: 3.4054, grad_norm: 7.9399 2021-12-04 01:07:33,801 - mmaction - INFO - Epoch [74][200/1345] lr: 1.000e-02, eta: 1 day, 5:41:34, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3386, top1_acc: 0.5141, top5_acc: 0.7789, loss_cls: 1.9893, loss: 3.3279, grad_norm: 8.0431 2021-12-04 01:07:53,006 - mmaction - INFO - Epoch [74][220/1345] lr: 1.000e-02, eta: 1 day, 5:41:12, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3130, top1_acc: 0.5109, top5_acc: 0.7648, loss_cls: 2.0102, loss: 3.3232, grad_norm: 7.8645 2021-12-04 01:08:12,217 - mmaction - INFO - Epoch [74][240/1345] lr: 1.000e-02, eta: 1 day, 5:40:50, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3344, top1_acc: 0.5102, top5_acc: 0.7727, loss_cls: 2.0136, loss: 3.3480, grad_norm: 8.0525 2021-12-04 01:08:31,446 - mmaction - INFO - Epoch [74][260/1345] lr: 1.000e-02, eta: 1 day, 5:40:28, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3196, top1_acc: 0.5156, top5_acc: 0.7797, loss_cls: 1.9919, loss: 3.3114, grad_norm: 7.9833 2021-12-04 01:08:50,664 - mmaction - INFO - Epoch [74][280/1345] lr: 1.000e-02, eta: 1 day, 5:40:06, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.2707, top1_acc: 0.5031, top5_acc: 0.7750, loss_cls: 1.9711, loss: 3.2417, grad_norm: 8.0817 2021-12-04 01:09:09,891 - mmaction - INFO - Epoch [74][300/1345] lr: 1.000e-02, eta: 1 day, 5:39:43, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3232, top1_acc: 0.5055, top5_acc: 0.7602, loss_cls: 2.0597, loss: 3.3829, grad_norm: 8.0852 2021-12-04 01:09:29,103 - mmaction - INFO - Epoch [74][320/1345] lr: 1.000e-02, eta: 1 day, 5:39:21, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.2625, top1_acc: 0.5430, top5_acc: 0.7820, loss_cls: 1.9122, loss: 3.1746, grad_norm: 7.6414 2021-12-04 01:09:48,325 - mmaction - INFO - Epoch [74][340/1345] lr: 1.000e-02, eta: 1 day, 5:38:59, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3053, top1_acc: 0.5117, top5_acc: 0.7633, loss_cls: 1.9964, loss: 3.3017, grad_norm: 7.8586 2021-12-04 01:10:07,570 - mmaction - INFO - Epoch [74][360/1345] lr: 1.000e-02, eta: 1 day, 5:38:37, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3461, top1_acc: 0.4984, top5_acc: 0.7414, loss_cls: 2.0913, loss: 3.4374, grad_norm: 7.8826 2021-12-04 01:10:26,807 - mmaction - INFO - Epoch [74][380/1345] lr: 1.000e-02, eta: 1 day, 5:38:15, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3301, top1_acc: 0.5141, top5_acc: 0.7500, loss_cls: 2.0498, loss: 3.3799, grad_norm: 8.0091 2021-12-04 01:10:46,037 - mmaction - INFO - Epoch [74][400/1345] lr: 1.000e-02, eta: 1 day, 5:37:52, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.2859, top1_acc: 0.5180, top5_acc: 0.7875, loss_cls: 1.9419, loss: 3.2277, grad_norm: 7.7402 2021-12-04 01:11:05,234 - mmaction - INFO - Epoch [74][420/1345] lr: 1.000e-02, eta: 1 day, 5:37:30, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.2799, top1_acc: 0.5039, top5_acc: 0.7703, loss_cls: 1.9575, loss: 3.2374, grad_norm: 7.7550 2021-12-04 01:11:24,460 - mmaction - INFO - Epoch [74][440/1345] lr: 1.000e-02, eta: 1 day, 5:37:08, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3171, top1_acc: 0.5164, top5_acc: 0.7648, loss_cls: 1.9868, loss: 3.3039, grad_norm: 7.9520 2021-12-04 01:11:43,669 - mmaction - INFO - Epoch [74][460/1345] lr: 1.000e-02, eta: 1 day, 5:36:46, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.2878, top1_acc: 0.5180, top5_acc: 0.7797, loss_cls: 1.9470, loss: 3.2347, grad_norm: 7.8893 2021-12-04 01:12:02,902 - mmaction - INFO - Epoch [74][480/1345] lr: 1.000e-02, eta: 1 day, 5:36:24, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3437, top1_acc: 0.5117, top5_acc: 0.7445, loss_cls: 2.0753, loss: 3.4190, grad_norm: 7.8015 2021-12-04 01:12:22,158 - mmaction - INFO - Epoch [74][500/1345] lr: 1.000e-02, eta: 1 day, 5:36:01, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.3272, top1_acc: 0.5258, top5_acc: 0.7594, loss_cls: 1.9917, loss: 3.3189, grad_norm: 7.8661 2021-12-04 01:12:41,389 - mmaction - INFO - Epoch [74][520/1345] lr: 1.000e-02, eta: 1 day, 5:35:39, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3041, top1_acc: 0.5164, top5_acc: 0.7688, loss_cls: 1.9784, loss: 3.2824, grad_norm: 7.8985 2021-12-04 01:13:00,620 - mmaction - INFO - Epoch [74][540/1345] lr: 1.000e-02, eta: 1 day, 5:35:17, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3373, top1_acc: 0.5172, top5_acc: 0.7617, loss_cls: 2.0294, loss: 3.3667, grad_norm: 7.8632 2021-12-04 01:13:19,845 - mmaction - INFO - Epoch [74][560/1345] lr: 1.000e-02, eta: 1 day, 5:34:55, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3024, top1_acc: 0.5078, top5_acc: 0.7594, loss_cls: 2.0172, loss: 3.3197, grad_norm: 7.8315 2021-12-04 01:13:39,091 - mmaction - INFO - Epoch [74][580/1345] lr: 1.000e-02, eta: 1 day, 5:34:33, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.2877, top1_acc: 0.5203, top5_acc: 0.7664, loss_cls: 1.9618, loss: 3.2495, grad_norm: 7.7705 2021-12-04 01:13:58,311 - mmaction - INFO - Epoch [74][600/1345] lr: 1.000e-02, eta: 1 day, 5:34:10, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3202, top1_acc: 0.5086, top5_acc: 0.7586, loss_cls: 2.0196, loss: 3.3398, grad_norm: 7.9058 2021-12-04 01:14:17,520 - mmaction - INFO - Epoch [74][620/1345] lr: 1.000e-02, eta: 1 day, 5:33:48, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3293, top1_acc: 0.5125, top5_acc: 0.7648, loss_cls: 2.0603, loss: 3.3895, grad_norm: 7.9614 2021-12-04 01:14:36,727 - mmaction - INFO - Epoch [74][640/1345] lr: 1.000e-02, eta: 1 day, 5:33:26, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3465, top1_acc: 0.4938, top5_acc: 0.7430, loss_cls: 2.0968, loss: 3.4433, grad_norm: 7.9794 2021-12-04 01:14:55,932 - mmaction - INFO - Epoch [74][660/1345] lr: 1.000e-02, eta: 1 day, 5:33:04, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3062, top1_acc: 0.5164, top5_acc: 0.7555, loss_cls: 2.0116, loss: 3.3179, grad_norm: 7.9029 2021-12-04 01:15:15,142 - mmaction - INFO - Epoch [74][680/1345] lr: 1.000e-02, eta: 1 day, 5:32:42, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3369, top1_acc: 0.5102, top5_acc: 0.7531, loss_cls: 2.0634, loss: 3.4003, grad_norm: 7.7721 2021-12-04 01:15:34,316 - mmaction - INFO - Epoch [74][700/1345] lr: 1.000e-02, eta: 1 day, 5:32:19, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3234, top1_acc: 0.5117, top5_acc: 0.7664, loss_cls: 2.0453, loss: 3.3687, grad_norm: 7.9565 2021-12-04 01:15:53,506 - mmaction - INFO - Epoch [74][720/1345] lr: 1.000e-02, eta: 1 day, 5:31:57, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.2878, top1_acc: 0.5188, top5_acc: 0.7797, loss_cls: 1.9349, loss: 3.2227, grad_norm: 7.7680 2021-12-04 01:16:12,704 - mmaction - INFO - Epoch [74][740/1345] lr: 1.000e-02, eta: 1 day, 5:31:35, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3081, top1_acc: 0.5023, top5_acc: 0.7648, loss_cls: 2.0215, loss: 3.3296, grad_norm: 7.9165 2021-12-04 01:16:31,883 - mmaction - INFO - Epoch [74][760/1345] lr: 1.000e-02, eta: 1 day, 5:31:13, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3340, top1_acc: 0.5000, top5_acc: 0.7703, loss_cls: 1.9951, loss: 3.3291, grad_norm: 7.6667 2021-12-04 01:16:51,056 - mmaction - INFO - Epoch [74][780/1345] lr: 1.000e-02, eta: 1 day, 5:30:50, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3211, top1_acc: 0.4883, top5_acc: 0.7734, loss_cls: 2.0268, loss: 3.3479, grad_norm: 8.0819 2021-12-04 01:17:10,238 - mmaction - INFO - Epoch [74][800/1345] lr: 1.000e-02, eta: 1 day, 5:30:28, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3362, top1_acc: 0.5031, top5_acc: 0.7688, loss_cls: 2.0073, loss: 3.3434, grad_norm: 7.9881 2021-12-04 01:17:29,425 - mmaction - INFO - Epoch [74][820/1345] lr: 1.000e-02, eta: 1 day, 5:30:06, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3009, top1_acc: 0.5039, top5_acc: 0.7820, loss_cls: 2.0155, loss: 3.3164, grad_norm: 8.1305 2021-12-04 01:17:48,629 - mmaction - INFO - Epoch [74][840/1345] lr: 1.000e-02, eta: 1 day, 5:29:44, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.2998, top1_acc: 0.5094, top5_acc: 0.7711, loss_cls: 2.0015, loss: 3.3013, grad_norm: 8.0512 2021-12-04 01:18:07,802 - mmaction - INFO - Epoch [74][860/1345] lr: 1.000e-02, eta: 1 day, 5:29:22, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3369, top1_acc: 0.4883, top5_acc: 0.7570, loss_cls: 2.0808, loss: 3.4177, grad_norm: 8.1673 2021-12-04 01:18:26,992 - mmaction - INFO - Epoch [74][880/1345] lr: 1.000e-02, eta: 1 day, 5:28:59, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3096, top1_acc: 0.5102, top5_acc: 0.7516, loss_cls: 2.0508, loss: 3.3604, grad_norm: 8.1350 2021-12-04 01:18:46,161 - mmaction - INFO - Epoch [74][900/1345] lr: 1.000e-02, eta: 1 day, 5:28:37, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.3383, top1_acc: 0.4906, top5_acc: 0.7555, loss_cls: 2.0833, loss: 3.4216, grad_norm: 8.0033 2021-12-04 01:19:05,341 - mmaction - INFO - Epoch [74][920/1345] lr: 1.000e-02, eta: 1 day, 5:28:15, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3262, top1_acc: 0.4883, top5_acc: 0.7570, loss_cls: 2.0911, loss: 3.4173, grad_norm: 7.9363 2021-12-04 01:19:24,548 - mmaction - INFO - Epoch [74][940/1345] lr: 1.000e-02, eta: 1 day, 5:27:53, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3265, top1_acc: 0.4867, top5_acc: 0.7594, loss_cls: 2.0593, loss: 3.3858, grad_norm: 8.0127 2021-12-04 01:19:43,752 - mmaction - INFO - Epoch [74][960/1345] lr: 1.000e-02, eta: 1 day, 5:27:31, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3060, top1_acc: 0.5188, top5_acc: 0.7617, loss_cls: 1.9602, loss: 3.2662, grad_norm: 7.6646 2021-12-04 01:20:02,952 - mmaction - INFO - Epoch [74][980/1345] lr: 1.000e-02, eta: 1 day, 5:27:08, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3176, top1_acc: 0.4773, top5_acc: 0.7602, loss_cls: 2.0702, loss: 3.3878, grad_norm: 8.0120 2021-12-04 01:20:22,163 - mmaction - INFO - Epoch [74][1000/1345] lr: 1.000e-02, eta: 1 day, 5:26:46, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3444, top1_acc: 0.4945, top5_acc: 0.7461, loss_cls: 2.0843, loss: 3.4287, grad_norm: 8.0315 2021-12-04 01:20:41,356 - mmaction - INFO - Epoch [74][1020/1345] lr: 1.000e-02, eta: 1 day, 5:26:24, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3571, top1_acc: 0.4945, top5_acc: 0.7562, loss_cls: 2.0774, loss: 3.4345, grad_norm: 7.9258 2021-12-04 01:21:00,573 - mmaction - INFO - Epoch [74][1040/1345] lr: 1.000e-02, eta: 1 day, 5:26:02, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3029, top1_acc: 0.5312, top5_acc: 0.7695, loss_cls: 1.9716, loss: 3.2745, grad_norm: 7.7334 2021-12-04 01:21:19,779 - mmaction - INFO - Epoch [74][1060/1345] lr: 1.000e-02, eta: 1 day, 5:25:40, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3500, top1_acc: 0.4859, top5_acc: 0.7484, loss_cls: 2.0683, loss: 3.4183, grad_norm: 7.9588 2021-12-04 01:21:38,969 - mmaction - INFO - Epoch [74][1080/1345] lr: 1.000e-02, eta: 1 day, 5:25:17, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3569, top1_acc: 0.4984, top5_acc: 0.7438, loss_cls: 2.0745, loss: 3.4314, grad_norm: 7.8470 2021-12-04 01:21:58,173 - mmaction - INFO - Epoch [74][1100/1345] lr: 1.000e-02, eta: 1 day, 5:24:55, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3456, top1_acc: 0.4977, top5_acc: 0.7539, loss_cls: 2.0871, loss: 3.4327, grad_norm: 7.8866 2021-12-04 01:22:17,367 - mmaction - INFO - Epoch [74][1120/1345] lr: 1.000e-02, eta: 1 day, 5:24:33, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3093, top1_acc: 0.4945, top5_acc: 0.7719, loss_cls: 2.0167, loss: 3.3260, grad_norm: 7.8586 2021-12-04 01:22:36,571 - mmaction - INFO - Epoch [74][1140/1345] lr: 1.000e-02, eta: 1 day, 5:24:11, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3304, top1_acc: 0.4930, top5_acc: 0.7664, loss_cls: 2.0412, loss: 3.3716, grad_norm: 7.7862 2021-12-04 01:22:55,746 - mmaction - INFO - Epoch [74][1160/1345] lr: 1.000e-02, eta: 1 day, 5:23:49, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3141, top1_acc: 0.5188, top5_acc: 0.7609, loss_cls: 2.0160, loss: 3.3301, grad_norm: 7.8052 2021-12-04 01:23:14,970 - mmaction - INFO - Epoch [74][1180/1345] lr: 1.000e-02, eta: 1 day, 5:23:27, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3158, top1_acc: 0.5047, top5_acc: 0.7500, loss_cls: 2.0656, loss: 3.3814, grad_norm: 7.8046 2021-12-04 01:23:34,162 - mmaction - INFO - Epoch [74][1200/1345] lr: 1.000e-02, eta: 1 day, 5:23:04, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3158, top1_acc: 0.4883, top5_acc: 0.7664, loss_cls: 2.0405, loss: 3.3563, grad_norm: 8.1388 2021-12-04 01:23:53,399 - mmaction - INFO - Epoch [74][1220/1345] lr: 1.000e-02, eta: 1 day, 5:22:42, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3299, top1_acc: 0.4961, top5_acc: 0.7516, loss_cls: 2.0452, loss: 3.3750, grad_norm: 8.2220 2021-12-04 01:24:12,623 - mmaction - INFO - Epoch [74][1240/1345] lr: 1.000e-02, eta: 1 day, 5:22:20, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3338, top1_acc: 0.4992, top5_acc: 0.7523, loss_cls: 2.1015, loss: 3.4352, grad_norm: 8.1248 2021-12-04 01:24:31,852 - mmaction - INFO - Epoch [74][1260/1345] lr: 1.000e-02, eta: 1 day, 5:21:58, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3540, top1_acc: 0.4867, top5_acc: 0.7398, loss_cls: 2.1371, loss: 3.4911, grad_norm: 8.0462 2021-12-04 01:24:51,080 - mmaction - INFO - Epoch [74][1280/1345] lr: 1.000e-02, eta: 1 day, 5:21:36, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3071, top1_acc: 0.5102, top5_acc: 0.7672, loss_cls: 2.0061, loss: 3.3132, grad_norm: 7.9621 2021-12-04 01:25:10,301 - mmaction - INFO - Epoch [74][1300/1345] lr: 1.000e-02, eta: 1 day, 5:21:14, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3263, top1_acc: 0.5078, top5_acc: 0.7523, loss_cls: 2.0193, loss: 3.3456, grad_norm: 7.7801 2021-12-04 01:25:29,513 - mmaction - INFO - Epoch [74][1320/1345] lr: 1.000e-02, eta: 1 day, 5:20:51, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.2909, top1_acc: 0.5109, top5_acc: 0.7695, loss_cls: 1.9684, loss: 3.2593, grad_norm: 7.8888 2021-12-04 01:25:48,757 - mmaction - INFO - Epoch [74][1340/1345] lr: 1.000e-02, eta: 1 day, 5:20:29, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3286, top1_acc: 0.4836, top5_acc: 0.7547, loss_cls: 2.0773, loss: 3.4059, grad_norm: 7.9886 2021-12-04 01:25:54,414 - mmaction - INFO - Saving checkpoint at 74 epochs 2021-12-04 01:27:59,771 - mmaction - INFO - Epoch [75][20/1345] lr: 1.000e-02, eta: 1 day, 5:21:42, time: 6.102, data_time: 5.145, memory: 8232, loss_aux: 1.3062, top1_acc: 0.5047, top5_acc: 0.7648, loss_cls: 1.9805, loss: 3.2867, grad_norm: 7.9646 2021-12-04 01:28:18,884 - mmaction - INFO - Epoch [75][40/1345] lr: 1.000e-02, eta: 1 day, 5:21:20, time: 0.956, data_time: 0.004, memory: 8232, loss_aux: 1.2914, top1_acc: 0.5188, top5_acc: 0.7961, loss_cls: 1.8890, loss: 3.1803, grad_norm: 7.5876 2021-12-04 01:28:38,028 - mmaction - INFO - Epoch [75][60/1345] lr: 1.000e-02, eta: 1 day, 5:20:58, time: 0.957, data_time: 0.002, memory: 8232, loss_aux: 1.3049, top1_acc: 0.5102, top5_acc: 0.7719, loss_cls: 1.9887, loss: 3.2936, grad_norm: 8.0606 2021-12-04 01:28:57,165 - mmaction - INFO - Epoch [75][80/1345] lr: 1.000e-02, eta: 1 day, 5:20:35, time: 0.957, data_time: 0.002, memory: 8232, loss_aux: 1.3059, top1_acc: 0.5234, top5_acc: 0.7773, loss_cls: 1.9568, loss: 3.2627, grad_norm: 7.8402 2021-12-04 01:29:16,284 - mmaction - INFO - Epoch [75][100/1345] lr: 1.000e-02, eta: 1 day, 5:20:13, time: 0.956, data_time: 0.001, memory: 8232, loss_aux: 1.2883, top1_acc: 0.5195, top5_acc: 0.8023, loss_cls: 1.9112, loss: 3.1996, grad_norm: 7.7779 2021-12-04 01:29:35,436 - mmaction - INFO - Epoch [75][120/1345] lr: 1.000e-02, eta: 1 day, 5:19:51, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.2997, top1_acc: 0.5094, top5_acc: 0.7609, loss_cls: 1.9875, loss: 3.2872, grad_norm: 7.7249 2021-12-04 01:29:54,608 - mmaction - INFO - Epoch [75][140/1345] lr: 1.000e-02, eta: 1 day, 5:19:29, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3223, top1_acc: 0.5008, top5_acc: 0.7648, loss_cls: 1.9921, loss: 3.3145, grad_norm: 7.9448 2021-12-04 01:30:13,755 - mmaction - INFO - Epoch [75][160/1345] lr: 1.000e-02, eta: 1 day, 5:19:06, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 1.2842, top1_acc: 0.5195, top5_acc: 0.7828, loss_cls: 1.9442, loss: 3.2283, grad_norm: 7.8078 2021-12-04 01:30:32,929 - mmaction - INFO - Epoch [75][180/1345] lr: 1.000e-02, eta: 1 day, 5:18:44, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3214, top1_acc: 0.4906, top5_acc: 0.7672, loss_cls: 2.0156, loss: 3.3370, grad_norm: 7.9993 2021-12-04 01:30:52,095 - mmaction - INFO - Epoch [75][200/1345] lr: 1.000e-02, eta: 1 day, 5:18:22, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.2907, top1_acc: 0.5367, top5_acc: 0.7742, loss_cls: 1.9305, loss: 3.2212, grad_norm: 7.8297 2021-12-04 01:31:11,235 - mmaction - INFO - Epoch [75][220/1345] lr: 1.000e-02, eta: 1 day, 5:18:00, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 1.3090, top1_acc: 0.5070, top5_acc: 0.7688, loss_cls: 1.9936, loss: 3.3026, grad_norm: 7.8960 2021-12-04 01:31:30,400 - mmaction - INFO - Epoch [75][240/1345] lr: 1.000e-02, eta: 1 day, 5:17:37, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.3171, top1_acc: 0.5086, top5_acc: 0.7672, loss_cls: 1.9990, loss: 3.3162, grad_norm: 7.8852 2021-12-04 01:31:49,575 - mmaction - INFO - Epoch [75][260/1345] lr: 1.000e-02, eta: 1 day, 5:17:15, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.2337, top1_acc: 0.5461, top5_acc: 0.7883, loss_cls: 1.8426, loss: 3.0763, grad_norm: 7.6709 2021-12-04 01:32:08,739 - mmaction - INFO - Epoch [75][280/1345] lr: 1.000e-02, eta: 1 day, 5:16:53, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.3556, top1_acc: 0.4953, top5_acc: 0.7609, loss_cls: 2.0580, loss: 3.4136, grad_norm: 8.0226 2021-12-04 01:32:27,896 - mmaction - INFO - Epoch [75][300/1345] lr: 1.000e-02, eta: 1 day, 5:16:31, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.3109, top1_acc: 0.5156, top5_acc: 0.7734, loss_cls: 1.9762, loss: 3.2871, grad_norm: 8.0527 2021-12-04 01:32:47,069 - mmaction - INFO - Epoch [75][320/1345] lr: 1.000e-02, eta: 1 day, 5:16:08, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3210, top1_acc: 0.4977, top5_acc: 0.7633, loss_cls: 2.0263, loss: 3.3473, grad_norm: 8.0690 2021-12-04 01:33:06,257 - mmaction - INFO - Epoch [75][340/1345] lr: 1.000e-02, eta: 1 day, 5:15:46, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.2592, top1_acc: 0.5250, top5_acc: 0.7820, loss_cls: 1.9249, loss: 3.1841, grad_norm: 7.6585 2021-12-04 01:33:25,427 - mmaction - INFO - Epoch [75][360/1345] lr: 1.000e-02, eta: 1 day, 5:15:24, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.2772, top1_acc: 0.5344, top5_acc: 0.7758, loss_cls: 1.9246, loss: 3.2018, grad_norm: 7.6721 2021-12-04 01:33:44,602 - mmaction - INFO - Epoch [75][380/1345] lr: 1.000e-02, eta: 1 day, 5:15:02, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3128, top1_acc: 0.5250, top5_acc: 0.7750, loss_cls: 1.9774, loss: 3.2902, grad_norm: 7.9464 2021-12-04 01:34:03,759 - mmaction - INFO - Epoch [75][400/1345] lr: 1.000e-02, eta: 1 day, 5:14:40, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.3130, top1_acc: 0.5219, top5_acc: 0.7617, loss_cls: 1.9964, loss: 3.3093, grad_norm: 7.8877 2021-12-04 01:34:22,914 - mmaction - INFO - Epoch [75][420/1345] lr: 1.000e-02, eta: 1 day, 5:14:17, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.3326, top1_acc: 0.5039, top5_acc: 0.7594, loss_cls: 2.0561, loss: 3.3887, grad_norm: 8.1775 2021-12-04 01:34:42,073 - mmaction - INFO - Epoch [75][440/1345] lr: 1.000e-02, eta: 1 day, 5:13:55, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.2963, top1_acc: 0.5242, top5_acc: 0.7688, loss_cls: 1.9401, loss: 3.2365, grad_norm: 7.8017 2021-12-04 01:35:01,265 - mmaction - INFO - Epoch [75][460/1345] lr: 1.000e-02, eta: 1 day, 5:13:33, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3484, top1_acc: 0.4938, top5_acc: 0.7500, loss_cls: 2.1165, loss: 3.4649, grad_norm: 8.1953 2021-12-04 01:35:20,454 - mmaction - INFO - Epoch [75][480/1345] lr: 1.000e-02, eta: 1 day, 5:13:11, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.2823, top1_acc: 0.5109, top5_acc: 0.7664, loss_cls: 1.9747, loss: 3.2570, grad_norm: 7.9347 2021-12-04 01:35:39,624 - mmaction - INFO - Epoch [75][500/1345] lr: 1.000e-02, eta: 1 day, 5:12:49, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.3599, top1_acc: 0.4867, top5_acc: 0.7562, loss_cls: 2.0724, loss: 3.4322, grad_norm: 7.9795 2021-12-04 01:35:58,814 - mmaction - INFO - Epoch [75][520/1345] lr: 1.000e-02, eta: 1 day, 5:12:26, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3017, top1_acc: 0.5234, top5_acc: 0.7672, loss_cls: 1.9532, loss: 3.2549, grad_norm: 7.7625 2021-12-04 01:36:18,008 - mmaction - INFO - Epoch [75][540/1345] lr: 1.000e-02, eta: 1 day, 5:12:04, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.2883, top1_acc: 0.5305, top5_acc: 0.7852, loss_cls: 1.9193, loss: 3.2076, grad_norm: 7.8967 2021-12-04 01:36:37,215 - mmaction - INFO - Epoch [75][560/1345] lr: 1.000e-02, eta: 1 day, 5:11:42, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3304, top1_acc: 0.4906, top5_acc: 0.7680, loss_cls: 2.0338, loss: 3.3643, grad_norm: 8.0022 2021-12-04 01:36:56,413 - mmaction - INFO - Epoch [75][580/1345] lr: 1.000e-02, eta: 1 day, 5:11:20, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3198, top1_acc: 0.5008, top5_acc: 0.7672, loss_cls: 2.0543, loss: 3.3741, grad_norm: 7.9607 2021-12-04 01:37:15,641 - mmaction - INFO - Epoch [75][600/1345] lr: 1.000e-02, eta: 1 day, 5:10:58, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3214, top1_acc: 0.5078, top5_acc: 0.7602, loss_cls: 2.0496, loss: 3.3711, grad_norm: 7.8896 2021-12-04 01:37:34,847 - mmaction - INFO - Epoch [75][620/1345] lr: 1.000e-02, eta: 1 day, 5:10:36, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3233, top1_acc: 0.5031, top5_acc: 0.7688, loss_cls: 2.0180, loss: 3.3412, grad_norm: 8.0261 2021-12-04 01:37:54,062 - mmaction - INFO - Epoch [75][640/1345] lr: 1.000e-02, eta: 1 day, 5:10:13, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3215, top1_acc: 0.4984, top5_acc: 0.7461, loss_cls: 2.0985, loss: 3.4200, grad_norm: 8.2755 2021-12-04 01:38:13,258 - mmaction - INFO - Epoch [75][660/1345] lr: 1.000e-02, eta: 1 day, 5:09:51, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3207, top1_acc: 0.5125, top5_acc: 0.7758, loss_cls: 1.9603, loss: 3.2810, grad_norm: 7.6195 2021-12-04 01:38:32,466 - mmaction - INFO - Epoch [75][680/1345] lr: 1.000e-02, eta: 1 day, 5:09:29, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.2938, top1_acc: 0.4953, top5_acc: 0.7547, loss_cls: 2.0271, loss: 3.3209, grad_norm: 7.9100 2021-12-04 01:38:51,642 - mmaction - INFO - Epoch [75][700/1345] lr: 1.000e-02, eta: 1 day, 5:09:07, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.2930, top1_acc: 0.4977, top5_acc: 0.7734, loss_cls: 2.0073, loss: 3.3003, grad_norm: 7.8621 2021-12-04 01:39:10,865 - mmaction - INFO - Epoch [75][720/1345] lr: 1.000e-02, eta: 1 day, 5:08:45, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3495, top1_acc: 0.4984, top5_acc: 0.7633, loss_cls: 2.0463, loss: 3.3958, grad_norm: 7.8208 2021-12-04 01:39:30,084 - mmaction - INFO - Epoch [75][740/1345] lr: 1.000e-02, eta: 1 day, 5:08:23, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.2404, top1_acc: 0.5359, top5_acc: 0.7891, loss_cls: 1.9113, loss: 3.1517, grad_norm: 7.7809 2021-12-04 01:39:49,286 - mmaction - INFO - Epoch [75][760/1345] lr: 1.000e-02, eta: 1 day, 5:08:00, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3636, top1_acc: 0.4867, top5_acc: 0.7539, loss_cls: 2.0944, loss: 3.4580, grad_norm: 7.9697 2021-12-04 01:40:08,504 - mmaction - INFO - Epoch [75][780/1345] lr: 1.000e-02, eta: 1 day, 5:07:38, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3205, top1_acc: 0.5039, top5_acc: 0.7539, loss_cls: 2.0218, loss: 3.3424, grad_norm: 7.8532 2021-12-04 01:40:27,724 - mmaction - INFO - Epoch [75][800/1345] lr: 1.000e-02, eta: 1 day, 5:07:16, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3205, top1_acc: 0.4906, top5_acc: 0.7484, loss_cls: 2.0436, loss: 3.3641, grad_norm: 7.8219 2021-12-04 01:40:46,947 - mmaction - INFO - Epoch [75][820/1345] lr: 1.000e-02, eta: 1 day, 5:06:54, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3438, top1_acc: 0.4938, top5_acc: 0.7352, loss_cls: 2.0752, loss: 3.4190, grad_norm: 8.1960 2021-12-04 01:41:06,173 - mmaction - INFO - Epoch [75][840/1345] lr: 1.000e-02, eta: 1 day, 5:06:32, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.2790, top1_acc: 0.5234, top5_acc: 0.7844, loss_cls: 1.9557, loss: 3.2347, grad_norm: 7.9873 2021-12-04 01:41:25,405 - mmaction - INFO - Epoch [75][860/1345] lr: 1.000e-02, eta: 1 day, 5:06:10, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3366, top1_acc: 0.4930, top5_acc: 0.7391, loss_cls: 2.1549, loss: 3.4915, grad_norm: 8.1920 2021-12-04 01:41:44,664 - mmaction - INFO - Epoch [75][880/1345] lr: 1.000e-02, eta: 1 day, 5:05:48, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.2871, top1_acc: 0.5195, top5_acc: 0.7695, loss_cls: 1.9349, loss: 3.2220, grad_norm: 7.8267 2021-12-04 01:42:03,873 - mmaction - INFO - Epoch [75][900/1345] lr: 1.000e-02, eta: 1 day, 5:05:25, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3551, top1_acc: 0.4961, top5_acc: 0.7445, loss_cls: 2.0476, loss: 3.4027, grad_norm: 7.6844 2021-12-04 01:42:23,068 - mmaction - INFO - Epoch [75][920/1345] lr: 1.000e-02, eta: 1 day, 5:05:03, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3202, top1_acc: 0.5023, top5_acc: 0.7625, loss_cls: 2.0361, loss: 3.3564, grad_norm: 7.9414 2021-12-04 01:42:42,303 - mmaction - INFO - Epoch [75][940/1345] lr: 1.000e-02, eta: 1 day, 5:04:41, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.3158, top1_acc: 0.5016, top5_acc: 0.7555, loss_cls: 2.0409, loss: 3.3568, grad_norm: 7.9556 2021-12-04 01:43:01,529 - mmaction - INFO - Epoch [75][960/1345] lr: 1.000e-02, eta: 1 day, 5:04:19, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.2979, top1_acc: 0.5016, top5_acc: 0.7648, loss_cls: 2.0068, loss: 3.3047, grad_norm: 7.6489 2021-12-04 01:43:20,745 - mmaction - INFO - Epoch [75][980/1345] lr: 1.000e-02, eta: 1 day, 5:03:57, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3324, top1_acc: 0.4891, top5_acc: 0.7547, loss_cls: 2.0763, loss: 3.4087, grad_norm: 7.9006 2021-12-04 01:43:39,962 - mmaction - INFO - Epoch [75][1000/1345] lr: 1.000e-02, eta: 1 day, 5:03:35, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3312, top1_acc: 0.4930, top5_acc: 0.7648, loss_cls: 2.0996, loss: 3.4308, grad_norm: 8.1709 2021-12-04 01:43:59,170 - mmaction - INFO - Epoch [75][1020/1345] lr: 1.000e-02, eta: 1 day, 5:03:13, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.2639, top1_acc: 0.5234, top5_acc: 0.7906, loss_cls: 1.9149, loss: 3.1789, grad_norm: 7.6852 2021-12-04 01:44:18,343 - mmaction - INFO - Epoch [75][1040/1345] lr: 1.000e-02, eta: 1 day, 5:02:50, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3619, top1_acc: 0.4562, top5_acc: 0.7297, loss_cls: 2.1798, loss: 3.5417, grad_norm: 8.1114 2021-12-04 01:44:37,532 - mmaction - INFO - Epoch [75][1060/1345] lr: 1.000e-02, eta: 1 day, 5:02:28, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3561, top1_acc: 0.4680, top5_acc: 0.7453, loss_cls: 2.1368, loss: 3.4929, grad_norm: 7.8777 2021-12-04 01:44:56,753 - mmaction - INFO - Epoch [75][1080/1345] lr: 1.000e-02, eta: 1 day, 5:02:06, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.3201, top1_acc: 0.4836, top5_acc: 0.7594, loss_cls: 2.1013, loss: 3.4214, grad_norm: 7.9590 2021-12-04 01:45:15,948 - mmaction - INFO - Epoch [75][1100/1345] lr: 1.000e-02, eta: 1 day, 5:01:44, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.2857, top1_acc: 0.5070, top5_acc: 0.7688, loss_cls: 1.9916, loss: 3.2772, grad_norm: 7.6958 2021-12-04 01:45:35,137 - mmaction - INFO - Epoch [75][1120/1345] lr: 1.000e-02, eta: 1 day, 5:01:22, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3999, top1_acc: 0.4734, top5_acc: 0.7320, loss_cls: 2.1558, loss: 3.5558, grad_norm: 7.9885 2021-12-04 01:45:54,354 - mmaction - INFO - Epoch [75][1140/1345] lr: 1.000e-02, eta: 1 day, 5:01:00, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.2807, top1_acc: 0.5172, top5_acc: 0.7695, loss_cls: 1.9792, loss: 3.2599, grad_norm: 7.7259 2021-12-04 01:46:13,554 - mmaction - INFO - Epoch [75][1160/1345] lr: 1.000e-02, eta: 1 day, 5:00:38, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.2968, top1_acc: 0.5125, top5_acc: 0.7828, loss_cls: 1.9619, loss: 3.2587, grad_norm: 7.8324 2021-12-04 01:46:32,745 - mmaction - INFO - Epoch [75][1180/1345] lr: 1.000e-02, eta: 1 day, 5:00:15, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3526, top1_acc: 0.4953, top5_acc: 0.7555, loss_cls: 2.0651, loss: 3.4177, grad_norm: 7.9282 2021-12-04 01:46:51,946 - mmaction - INFO - Epoch [75][1200/1345] lr: 1.000e-02, eta: 1 day, 4:59:53, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3477, top1_acc: 0.4789, top5_acc: 0.7695, loss_cls: 2.0658, loss: 3.4136, grad_norm: 8.0481 2021-12-04 01:47:11,148 - mmaction - INFO - Epoch [75][1220/1345] lr: 1.000e-02, eta: 1 day, 4:59:31, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3401, top1_acc: 0.4930, top5_acc: 0.7492, loss_cls: 2.1014, loss: 3.4416, grad_norm: 8.0521 2021-12-04 01:47:30,336 - mmaction - INFO - Epoch [75][1240/1345] lr: 1.000e-02, eta: 1 day, 4:59:09, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3576, top1_acc: 0.4711, top5_acc: 0.7352, loss_cls: 2.1398, loss: 3.4974, grad_norm: 8.1755 2021-12-04 01:47:49,521 - mmaction - INFO - Epoch [75][1260/1345] lr: 1.000e-02, eta: 1 day, 4:58:47, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3258, top1_acc: 0.5055, top5_acc: 0.7711, loss_cls: 2.0146, loss: 3.3404, grad_norm: 8.0024 2021-12-04 01:48:08,701 - mmaction - INFO - Epoch [75][1280/1345] lr: 1.000e-02, eta: 1 day, 4:58:25, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3238, top1_acc: 0.5055, top5_acc: 0.7680, loss_cls: 2.0273, loss: 3.3512, grad_norm: 7.8212 2021-12-04 01:48:27,868 - mmaction - INFO - Epoch [75][1300/1345] lr: 1.000e-02, eta: 1 day, 4:58:02, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.3141, top1_acc: 0.5078, top5_acc: 0.7742, loss_cls: 2.0212, loss: 3.3353, grad_norm: 7.7151 2021-12-04 01:48:47,053 - mmaction - INFO - Epoch [75][1320/1345] lr: 1.000e-02, eta: 1 day, 4:57:40, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.3424, top1_acc: 0.4719, top5_acc: 0.7570, loss_cls: 2.0943, loss: 3.4368, grad_norm: 7.9873 2021-12-04 01:49:06,255 - mmaction - INFO - Epoch [75][1340/1345] lr: 1.000e-02, eta: 1 day, 4:57:18, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.3045, top1_acc: 0.5195, top5_acc: 0.7672, loss_cls: 1.9859, loss: 3.2905, grad_norm: 7.9122 2021-12-04 01:49:11,783 - mmaction - INFO - Saving checkpoint at 75 epochs 2021-12-04 01:51:18,992 - mmaction - INFO - Epoch [76][20/1345] lr: 1.000e-03, eta: 1 day, 4:58:32, time: 6.292, data_time: 5.326, memory: 8232, loss_aux: 1.2936, top1_acc: 0.5375, top5_acc: 0.7945, loss_cls: 1.9039, loss: 3.1975, grad_norm: 7.7999 2021-12-04 01:51:38,113 - mmaction - INFO - Epoch [76][40/1345] lr: 1.000e-03, eta: 1 day, 4:58:10, time: 0.956, data_time: 0.004, memory: 8232, loss_aux: 1.2807, top1_acc: 0.5367, top5_acc: 0.8047, loss_cls: 1.8692, loss: 3.1499, grad_norm: 7.6468 2021-12-04 01:51:57,223 - mmaction - INFO - Epoch [76][60/1345] lr: 1.000e-03, eta: 1 day, 4:57:48, time: 0.955, data_time: 0.002, memory: 8232, loss_aux: 1.2845, top1_acc: 0.5359, top5_acc: 0.7781, loss_cls: 1.9001, loss: 3.1847, grad_norm: 7.5793 2021-12-04 01:52:16,368 - mmaction - INFO - Epoch [76][80/1345] lr: 1.000e-03, eta: 1 day, 4:57:26, time: 0.957, data_time: 0.002, memory: 8232, loss_aux: 1.2420, top1_acc: 0.5750, top5_acc: 0.8008, loss_cls: 1.8328, loss: 3.0748, grad_norm: 7.5158 2021-12-04 01:52:35,554 - mmaction - INFO - Epoch [76][100/1345] lr: 1.000e-03, eta: 1 day, 4:57:03, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.2037, top1_acc: 0.5719, top5_acc: 0.8203, loss_cls: 1.7380, loss: 2.9418, grad_norm: 7.2535 2021-12-04 01:52:54,754 - mmaction - INFO - Epoch [76][120/1345] lr: 1.000e-03, eta: 1 day, 4:56:41, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.2621, top1_acc: 0.5367, top5_acc: 0.7945, loss_cls: 1.8267, loss: 3.0888, grad_norm: 7.4680 2021-12-04 01:53:13,935 - mmaction - INFO - Epoch [76][140/1345] lr: 1.000e-03, eta: 1 day, 4:56:19, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.1870, top1_acc: 0.5969, top5_acc: 0.8297, loss_cls: 1.6516, loss: 2.8387, grad_norm: 7.2412 2021-12-04 01:53:33,156 - mmaction - INFO - Epoch [76][160/1345] lr: 1.000e-03, eta: 1 day, 4:55:57, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.1805, top1_acc: 0.6039, top5_acc: 0.8281, loss_cls: 1.5985, loss: 2.7789, grad_norm: 7.3582 2021-12-04 01:53:52,344 - mmaction - INFO - Epoch [76][180/1345] lr: 1.000e-03, eta: 1 day, 4:55:35, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.2768, top1_acc: 0.5414, top5_acc: 0.7969, loss_cls: 1.7997, loss: 3.0765, grad_norm: 7.5974 2021-12-04 01:54:11,571 - mmaction - INFO - Epoch [76][200/1345] lr: 1.000e-03, eta: 1 day, 4:55:13, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.2158, top1_acc: 0.5836, top5_acc: 0.8055, loss_cls: 1.7103, loss: 2.9261, grad_norm: 7.3512 2021-12-04 01:54:30,771 - mmaction - INFO - Epoch [76][220/1345] lr: 1.000e-03, eta: 1 day, 4:54:50, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.1871, top1_acc: 0.5859, top5_acc: 0.8133, loss_cls: 1.6575, loss: 2.8446, grad_norm: 7.1799 2021-12-04 01:54:49,987 - mmaction - INFO - Epoch [76][240/1345] lr: 1.000e-03, eta: 1 day, 4:54:28, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.1881, top1_acc: 0.5906, top5_acc: 0.8234, loss_cls: 1.6626, loss: 2.8507, grad_norm: 7.4393 2021-12-04 01:55:09,249 - mmaction - INFO - Epoch [76][260/1345] lr: 1.000e-03, eta: 1 day, 4:54:06, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.1664, top1_acc: 0.5930, top5_acc: 0.8328, loss_cls: 1.6190, loss: 2.7855, grad_norm: 7.2421 2021-12-04 01:55:28,507 - mmaction - INFO - Epoch [76][280/1345] lr: 1.000e-03, eta: 1 day, 4:53:44, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.1878, top1_acc: 0.5766, top5_acc: 0.8336, loss_cls: 1.6337, loss: 2.8215, grad_norm: 7.5075 2021-12-04 01:55:47,776 - mmaction - INFO - Epoch [76][300/1345] lr: 1.000e-03, eta: 1 day, 4:53:22, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.1623, top1_acc: 0.5961, top5_acc: 0.8469, loss_cls: 1.5757, loss: 2.7380, grad_norm: 7.1936 2021-12-04 01:56:07,037 - mmaction - INFO - Epoch [76][320/1345] lr: 1.000e-03, eta: 1 day, 4:53:00, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.1682, top1_acc: 0.6094, top5_acc: 0.8352, loss_cls: 1.6048, loss: 2.7730, grad_norm: 7.2903 2021-12-04 01:56:26,291 - mmaction - INFO - Epoch [76][340/1345] lr: 1.000e-03, eta: 1 day, 4:52:38, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.1528, top1_acc: 0.5836, top5_acc: 0.8227, loss_cls: 1.6017, loss: 2.7545, grad_norm: 7.5068 2021-12-04 01:56:45,517 - mmaction - INFO - Epoch [76][360/1345] lr: 1.000e-03, eta: 1 day, 4:52:16, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.2267, top1_acc: 0.5648, top5_acc: 0.7906, loss_cls: 1.7467, loss: 2.9734, grad_norm: 7.6841 2021-12-04 01:57:04,774 - mmaction - INFO - Epoch [76][380/1345] lr: 1.000e-03, eta: 1 day, 4:51:54, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.1935, top1_acc: 0.5656, top5_acc: 0.8094, loss_cls: 1.7388, loss: 2.9323, grad_norm: 7.5604 2021-12-04 01:57:24,012 - mmaction - INFO - Epoch [76][400/1345] lr: 1.000e-03, eta: 1 day, 4:51:32, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.2422, top1_acc: 0.5875, top5_acc: 0.8133, loss_cls: 1.7106, loss: 2.9528, grad_norm: 7.4875 2021-12-04 01:57:43,271 - mmaction - INFO - Epoch [76][420/1345] lr: 1.000e-03, eta: 1 day, 4:51:09, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.2147, top1_acc: 0.5641, top5_acc: 0.8180, loss_cls: 1.7151, loss: 2.9298, grad_norm: 7.5390 2021-12-04 01:58:02,520 - mmaction - INFO - Epoch [76][440/1345] lr: 1.000e-03, eta: 1 day, 4:50:47, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.2072, top1_acc: 0.5844, top5_acc: 0.8078, loss_cls: 1.6898, loss: 2.8969, grad_norm: 7.5756 2021-12-04 01:58:21,779 - mmaction - INFO - Epoch [76][460/1345] lr: 1.000e-03, eta: 1 day, 4:50:25, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.1970, top1_acc: 0.5984, top5_acc: 0.8336, loss_cls: 1.6392, loss: 2.8362, grad_norm: 7.5089 2021-12-04 01:58:41,010 - mmaction - INFO - Epoch [76][480/1345] lr: 1.000e-03, eta: 1 day, 4:50:03, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.1674, top1_acc: 0.5922, top5_acc: 0.8344, loss_cls: 1.5939, loss: 2.7614, grad_norm: 7.4167 2021-12-04 01:59:00,233 - mmaction - INFO - Epoch [76][500/1345] lr: 1.000e-03, eta: 1 day, 4:49:41, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.1980, top1_acc: 0.5828, top5_acc: 0.8227, loss_cls: 1.6915, loss: 2.8895, grad_norm: 7.6061 2021-12-04 01:59:19,458 - mmaction - INFO - Epoch [76][520/1345] lr: 1.000e-03, eta: 1 day, 4:49:19, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.1645, top1_acc: 0.5867, top5_acc: 0.8344, loss_cls: 1.6052, loss: 2.7698, grad_norm: 7.5156 2021-12-04 01:59:38,677 - mmaction - INFO - Epoch [76][540/1345] lr: 1.000e-03, eta: 1 day, 4:48:57, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.1371, top1_acc: 0.6219, top5_acc: 0.8469, loss_cls: 1.5448, loss: 2.6819, grad_norm: 7.3877 2021-12-04 01:59:57,915 - mmaction - INFO - Epoch [76][560/1345] lr: 1.000e-03, eta: 1 day, 4:48:35, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.1770, top1_acc: 0.6023, top5_acc: 0.8320, loss_cls: 1.5890, loss: 2.7660, grad_norm: 7.5714 2021-12-04 02:00:17,151 - mmaction - INFO - Epoch [76][580/1345] lr: 1.000e-03, eta: 1 day, 4:48:13, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.1854, top1_acc: 0.5867, top5_acc: 0.8203, loss_cls: 1.6299, loss: 2.8153, grad_norm: 7.5784 2021-12-04 02:00:36,331 - mmaction - INFO - Epoch [76][600/1345] lr: 1.000e-03, eta: 1 day, 4:47:50, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.1755, top1_acc: 0.5813, top5_acc: 0.8461, loss_cls: 1.5963, loss: 2.7718, grad_norm: 7.5536 2021-12-04 02:00:55,550 - mmaction - INFO - Epoch [76][620/1345] lr: 1.000e-03, eta: 1 day, 4:47:28, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.1593, top1_acc: 0.6102, top5_acc: 0.8211, loss_cls: 1.6357, loss: 2.7949, grad_norm: 7.5377 2021-12-04 02:01:14,776 - mmaction - INFO - Epoch [76][640/1345] lr: 1.000e-03, eta: 1 day, 4:47:06, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.2055, top1_acc: 0.5977, top5_acc: 0.8195, loss_cls: 1.6571, loss: 2.8625, grad_norm: 7.6632 2021-12-04 02:01:33,971 - mmaction - INFO - Epoch [76][660/1345] lr: 1.000e-03, eta: 1 day, 4:46:44, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.1715, top1_acc: 0.5984, top5_acc: 0.8336, loss_cls: 1.5852, loss: 2.7567, grad_norm: 7.2813 2021-12-04 02:01:53,199 - mmaction - INFO - Epoch [76][680/1345] lr: 1.000e-03, eta: 1 day, 4:46:22, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.1224, top1_acc: 0.6148, top5_acc: 0.8523, loss_cls: 1.5005, loss: 2.6229, grad_norm: 7.3469 2021-12-04 02:02:12,420 - mmaction - INFO - Epoch [76][700/1345] lr: 1.000e-03, eta: 1 day, 4:46:00, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.1660, top1_acc: 0.5953, top5_acc: 0.8227, loss_cls: 1.5944, loss: 2.7604, grad_norm: 7.5204 2021-12-04 02:02:31,615 - mmaction - INFO - Epoch [76][720/1345] lr: 1.000e-03, eta: 1 day, 4:45:38, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.1706, top1_acc: 0.5953, top5_acc: 0.8367, loss_cls: 1.5837, loss: 2.7543, grad_norm: 7.6125 2021-12-04 02:02:50,807 - mmaction - INFO - Epoch [76][740/1345] lr: 1.000e-03, eta: 1 day, 4:45:16, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.1954, top1_acc: 0.5836, top5_acc: 0.8203, loss_cls: 1.6506, loss: 2.8460, grad_norm: 7.7163 2021-12-04 02:03:10,007 - mmaction - INFO - Epoch [76][760/1345] lr: 1.000e-03, eta: 1 day, 4:44:53, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.1607, top1_acc: 0.6016, top5_acc: 0.8383, loss_cls: 1.6029, loss: 2.7636, grad_norm: 7.6242 2021-12-04 02:03:29,224 - mmaction - INFO - Epoch [76][780/1345] lr: 1.000e-03, eta: 1 day, 4:44:31, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.1687, top1_acc: 0.5984, top5_acc: 0.8328, loss_cls: 1.6263, loss: 2.7950, grad_norm: 7.5276 2021-12-04 02:03:48,433 - mmaction - INFO - Epoch [76][800/1345] lr: 1.000e-03, eta: 1 day, 4:44:09, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.1437, top1_acc: 0.6125, top5_acc: 0.8305, loss_cls: 1.5728, loss: 2.7166, grad_norm: 7.4151 2021-12-04 02:04:07,634 - mmaction - INFO - Epoch [76][820/1345] lr: 1.000e-03, eta: 1 day, 4:43:47, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.1230, top1_acc: 0.6227, top5_acc: 0.8414, loss_cls: 1.5515, loss: 2.6745, grad_norm: 7.3047 2021-12-04 02:04:26,838 - mmaction - INFO - Epoch [76][840/1345] lr: 1.000e-03, eta: 1 day, 4:43:25, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.1468, top1_acc: 0.6125, top5_acc: 0.8414, loss_cls: 1.5398, loss: 2.6865, grad_norm: 7.5300 2021-12-04 02:04:46,061 - mmaction - INFO - Epoch [76][860/1345] lr: 1.000e-03, eta: 1 day, 4:43:03, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.1562, top1_acc: 0.6039, top5_acc: 0.8242, loss_cls: 1.6107, loss: 2.7670, grad_norm: 7.4649 2021-12-04 02:05:05,267 - mmaction - INFO - Epoch [76][880/1345] lr: 1.000e-03, eta: 1 day, 4:42:41, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.1386, top1_acc: 0.6250, top5_acc: 0.8297, loss_cls: 1.5451, loss: 2.6837, grad_norm: 7.4831 2021-12-04 02:05:24,501 - mmaction - INFO - Epoch [76][900/1345] lr: 1.000e-03, eta: 1 day, 4:42:19, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.1106, top1_acc: 0.6266, top5_acc: 0.8453, loss_cls: 1.4911, loss: 2.6017, grad_norm: 7.4462 2021-12-04 02:05:43,710 - mmaction - INFO - Epoch [76][920/1345] lr: 1.000e-03, eta: 1 day, 4:41:57, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.1570, top1_acc: 0.6102, top5_acc: 0.8359, loss_cls: 1.5614, loss: 2.7184, grad_norm: 7.6275 2021-12-04 02:06:02,930 - mmaction - INFO - Epoch [76][940/1345] lr: 1.000e-03, eta: 1 day, 4:41:34, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.1900, top1_acc: 0.5836, top5_acc: 0.8211, loss_cls: 1.6485, loss: 2.8385, grad_norm: 7.6363 2021-12-04 02:06:22,120 - mmaction - INFO - Epoch [76][960/1345] lr: 1.000e-03, eta: 1 day, 4:41:12, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.1801, top1_acc: 0.6016, top5_acc: 0.8273, loss_cls: 1.6064, loss: 2.7865, grad_norm: 7.5028 2021-12-04 02:06:41,349 - mmaction - INFO - Epoch [76][980/1345] lr: 1.000e-03, eta: 1 day, 4:40:50, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.1401, top1_acc: 0.5922, top5_acc: 0.8258, loss_cls: 1.6052, loss: 2.7453, grad_norm: 7.5929 2021-12-04 02:07:00,557 - mmaction - INFO - Epoch [76][1000/1345] lr: 1.000e-03, eta: 1 day, 4:40:28, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.1323, top1_acc: 0.6289, top5_acc: 0.8391, loss_cls: 1.4739, loss: 2.6061, grad_norm: 7.3408 2021-12-04 02:07:19,761 - mmaction - INFO - Epoch [76][1020/1345] lr: 1.000e-03, eta: 1 day, 4:40:06, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.1704, top1_acc: 0.6039, top5_acc: 0.8234, loss_cls: 1.5927, loss: 2.7631, grad_norm: 7.5331 2021-12-04 02:07:38,960 - mmaction - INFO - Epoch [76][1040/1345] lr: 1.000e-03, eta: 1 day, 4:39:44, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.1288, top1_acc: 0.6258, top5_acc: 0.8391, loss_cls: 1.4794, loss: 2.6081, grad_norm: 7.2999 2021-12-04 02:07:58,163 - mmaction - INFO - Epoch [76][1060/1345] lr: 1.000e-03, eta: 1 day, 4:39:22, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.1500, top1_acc: 0.6109, top5_acc: 0.8406, loss_cls: 1.5238, loss: 2.6738, grad_norm: 7.3548 2021-12-04 02:08:17,409 - mmaction - INFO - Epoch [76][1080/1345] lr: 1.000e-03, eta: 1 day, 4:39:00, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.1154, top1_acc: 0.6336, top5_acc: 0.8414, loss_cls: 1.4755, loss: 2.5909, grad_norm: 7.4297 2021-12-04 02:08:36,636 - mmaction - INFO - Epoch [76][1100/1345] lr: 1.000e-03, eta: 1 day, 4:38:38, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.1958, top1_acc: 0.5883, top5_acc: 0.8336, loss_cls: 1.6305, loss: 2.8263, grad_norm: 7.9301 2021-12-04 02:08:55,856 - mmaction - INFO - Epoch [76][1120/1345] lr: 1.000e-03, eta: 1 day, 4:38:16, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.1071, top1_acc: 0.6320, top5_acc: 0.8562, loss_cls: 1.4578, loss: 2.5648, grad_norm: 7.6164 2021-12-04 02:09:15,067 - mmaction - INFO - Epoch [76][1140/1345] lr: 1.000e-03, eta: 1 day, 4:37:53, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.1606, top1_acc: 0.6023, top5_acc: 0.8313, loss_cls: 1.5933, loss: 2.7539, grad_norm: 7.5970 2021-12-04 02:09:34,284 - mmaction - INFO - Epoch [76][1160/1345] lr: 1.000e-03, eta: 1 day, 4:37:31, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.1697, top1_acc: 0.6297, top5_acc: 0.8242, loss_cls: 1.5740, loss: 2.7437, grad_norm: 7.6965 2021-12-04 02:09:53,516 - mmaction - INFO - Epoch [76][1180/1345] lr: 1.000e-03, eta: 1 day, 4:37:09, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.1076, top1_acc: 0.6273, top5_acc: 0.8445, loss_cls: 1.5125, loss: 2.6201, grad_norm: 7.5187 2021-12-04 02:10:12,736 - mmaction - INFO - Epoch [76][1200/1345] lr: 1.000e-03, eta: 1 day, 4:36:47, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.1755, top1_acc: 0.6016, top5_acc: 0.8250, loss_cls: 1.5867, loss: 2.7623, grad_norm: 7.7583 2021-12-04 02:10:31,952 - mmaction - INFO - Epoch [76][1220/1345] lr: 1.000e-03, eta: 1 day, 4:36:25, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.1146, top1_acc: 0.6227, top5_acc: 0.8453, loss_cls: 1.5006, loss: 2.6152, grad_norm: 7.5145 2021-12-04 02:10:51,217 - mmaction - INFO - Epoch [76][1240/1345] lr: 1.000e-03, eta: 1 day, 4:36:03, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.1194, top1_acc: 0.6055, top5_acc: 0.8406, loss_cls: 1.5376, loss: 2.6569, grad_norm: 7.5906 2021-12-04 02:11:10,458 - mmaction - INFO - Epoch [76][1260/1345] lr: 1.000e-03, eta: 1 day, 4:35:41, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.1356, top1_acc: 0.6047, top5_acc: 0.8461, loss_cls: 1.5280, loss: 2.6637, grad_norm: 7.8637 2021-12-04 02:11:29,694 - mmaction - INFO - Epoch [76][1280/1345] lr: 1.000e-03, eta: 1 day, 4:35:19, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.1545, top1_acc: 0.6008, top5_acc: 0.8320, loss_cls: 1.5876, loss: 2.7421, grad_norm: 7.7444 2021-12-04 02:11:48,960 - mmaction - INFO - Epoch [76][1300/1345] lr: 1.000e-03, eta: 1 day, 4:34:57, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.1685, top1_acc: 0.5938, top5_acc: 0.8414, loss_cls: 1.6017, loss: 2.7702, grad_norm: 8.0047 2021-12-04 02:12:08,212 - mmaction - INFO - Epoch [76][1320/1345] lr: 1.000e-03, eta: 1 day, 4:34:35, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.1737, top1_acc: 0.5961, top5_acc: 0.8273, loss_cls: 1.5999, loss: 2.7737, grad_norm: 7.7224 2021-12-04 02:12:27,432 - mmaction - INFO - Epoch [76][1340/1345] lr: 1.000e-03, eta: 1 day, 4:34:13, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.1505, top1_acc: 0.6039, top5_acc: 0.8398, loss_cls: 1.5536, loss: 2.7041, grad_norm: 7.8271 2021-12-04 02:12:41,406 - mmaction - INFO - Saving checkpoint at 76 epochs 2021-12-04 02:15:23,324 - mmaction - INFO - Epoch [77][20/1345] lr: 1.000e-03, eta: 1 day, 4:35:57, time: 7.947, data_time: 6.828, memory: 8232, loss_aux: 1.1193, top1_acc: 0.6133, top5_acc: 0.8406, loss_cls: 1.4825, loss: 2.6019, grad_norm: 7.5773 2021-12-04 02:15:42,457 - mmaction - INFO - Epoch [77][40/1345] lr: 1.000e-03, eta: 1 day, 4:35:34, time: 0.957, data_time: 0.003, memory: 8232, loss_aux: 1.1280, top1_acc: 0.6281, top5_acc: 0.8430, loss_cls: 1.5054, loss: 2.6334, grad_norm: 7.5365 2021-12-04 02:16:01,597 - mmaction - INFO - Epoch [77][60/1345] lr: 1.000e-03, eta: 1 day, 4:35:12, time: 0.957, data_time: 0.002, memory: 8232, loss_aux: 1.1537, top1_acc: 0.6094, top5_acc: 0.8375, loss_cls: 1.5529, loss: 2.7066, grad_norm: 7.5702 2021-12-04 02:16:20,716 - mmaction - INFO - Epoch [77][80/1345] lr: 1.000e-03, eta: 1 day, 4:34:50, time: 0.956, data_time: 0.001, memory: 8232, loss_aux: 1.1301, top1_acc: 0.6297, top5_acc: 0.8422, loss_cls: 1.4788, loss: 2.6090, grad_norm: 7.6418 2021-12-04 02:16:39,872 - mmaction - INFO - Epoch [77][100/1345] lr: 1.000e-03, eta: 1 day, 4:34:28, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.1297, top1_acc: 0.6344, top5_acc: 0.8539, loss_cls: 1.4507, loss: 2.5804, grad_norm: 7.5606 2021-12-04 02:16:59,025 - mmaction - INFO - Epoch [77][120/1345] lr: 1.000e-03, eta: 1 day, 4:34:06, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 1.1069, top1_acc: 0.6180, top5_acc: 0.8586, loss_cls: 1.4820, loss: 2.5889, grad_norm: 7.6134 2021-12-04 02:17:18,191 - mmaction - INFO - Epoch [77][140/1345] lr: 1.000e-03, eta: 1 day, 4:33:43, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.1662, top1_acc: 0.5992, top5_acc: 0.8234, loss_cls: 1.5936, loss: 2.7598, grad_norm: 7.9417 2021-12-04 02:17:37,352 - mmaction - INFO - Epoch [77][160/1345] lr: 1.000e-03, eta: 1 day, 4:33:21, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.1425, top1_acc: 0.6195, top5_acc: 0.8352, loss_cls: 1.5018, loss: 2.6444, grad_norm: 7.6967 2021-12-04 02:17:56,512 - mmaction - INFO - Epoch [77][180/1345] lr: 1.000e-03, eta: 1 day, 4:32:59, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.1428, top1_acc: 0.6156, top5_acc: 0.8414, loss_cls: 1.5112, loss: 2.6540, grad_norm: 7.8907 2021-12-04 02:18:15,673 - mmaction - INFO - Epoch [77][200/1345] lr: 1.000e-03, eta: 1 day, 4:32:37, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.1113, top1_acc: 0.6344, top5_acc: 0.8500, loss_cls: 1.4472, loss: 2.5585, grad_norm: 7.5084 2021-12-04 02:18:34,842 - mmaction - INFO - Epoch [77][220/1345] lr: 1.000e-03, eta: 1 day, 4:32:15, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.1142, top1_acc: 0.6117, top5_acc: 0.8445, loss_cls: 1.5257, loss: 2.6399, grad_norm: 7.6540 2021-12-04 02:18:54,031 - mmaction - INFO - Epoch [77][240/1345] lr: 1.000e-03, eta: 1 day, 4:31:53, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.1525, top1_acc: 0.6023, top5_acc: 0.8500, loss_cls: 1.5015, loss: 2.6541, grad_norm: 7.7988 2021-12-04 02:19:13,201 - mmaction - INFO - Epoch [77][260/1345] lr: 1.000e-03, eta: 1 day, 4:31:30, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.0982, top1_acc: 0.6383, top5_acc: 0.8594, loss_cls: 1.4266, loss: 2.5248, grad_norm: 7.4531 2021-12-04 02:19:32,406 - mmaction - INFO - Epoch [77][280/1345] lr: 1.000e-03, eta: 1 day, 4:31:08, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.1522, top1_acc: 0.6352, top5_acc: 0.8328, loss_cls: 1.5137, loss: 2.6659, grad_norm: 7.6167 2021-12-04 02:19:51,619 - mmaction - INFO - Epoch [77][300/1345] lr: 1.000e-03, eta: 1 day, 4:30:46, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.1497, top1_acc: 0.6328, top5_acc: 0.8469, loss_cls: 1.4711, loss: 2.6208, grad_norm: 7.5629 2021-12-04 02:20:10,806 - mmaction - INFO - Epoch [77][320/1345] lr: 1.000e-03, eta: 1 day, 4:30:24, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.1188, top1_acc: 0.6219, top5_acc: 0.8367, loss_cls: 1.4768, loss: 2.5956, grad_norm: 7.5702 2021-12-04 02:20:30,023 - mmaction - INFO - Epoch [77][340/1345] lr: 1.000e-03, eta: 1 day, 4:30:02, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.1154, top1_acc: 0.6250, top5_acc: 0.8578, loss_cls: 1.4316, loss: 2.5470, grad_norm: 7.6057 2021-12-04 02:20:49,238 - mmaction - INFO - Epoch [77][360/1345] lr: 1.000e-03, eta: 1 day, 4:29:40, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.1218, top1_acc: 0.6195, top5_acc: 0.8570, loss_cls: 1.4385, loss: 2.5603, grad_norm: 7.5871 2021-12-04 02:21:08,438 - mmaction - INFO - Epoch [77][380/1345] lr: 1.000e-03, eta: 1 day, 4:29:18, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.1750, top1_acc: 0.5984, top5_acc: 0.8414, loss_cls: 1.5761, loss: 2.7511, grad_norm: 7.8907 2021-12-04 02:21:27,619 - mmaction - INFO - Epoch [77][400/1345] lr: 1.000e-03, eta: 1 day, 4:28:55, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.1386, top1_acc: 0.6227, top5_acc: 0.8516, loss_cls: 1.4973, loss: 2.6358, grad_norm: 7.8182 2021-12-04 02:21:46,810 - mmaction - INFO - Epoch [77][420/1345] lr: 1.000e-03, eta: 1 day, 4:28:33, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.1425, top1_acc: 0.6219, top5_acc: 0.8445, loss_cls: 1.5011, loss: 2.6437, grad_norm: 7.8853 2021-12-04 02:22:06,075 - mmaction - INFO - Epoch [77][440/1345] lr: 1.000e-03, eta: 1 day, 4:28:11, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.1293, top1_acc: 0.6070, top5_acc: 0.8406, loss_cls: 1.5230, loss: 2.6523, grad_norm: 7.6504 2021-12-04 02:22:25,296 - mmaction - INFO - Epoch [77][460/1345] lr: 1.000e-03, eta: 1 day, 4:27:49, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.1118, top1_acc: 0.6312, top5_acc: 0.8656, loss_cls: 1.4508, loss: 2.5626, grad_norm: 7.5928 2021-12-04 02:22:44,478 - mmaction - INFO - Epoch [77][480/1345] lr: 1.000e-03, eta: 1 day, 4:27:27, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.1060, top1_acc: 0.6250, top5_acc: 0.8391, loss_cls: 1.4755, loss: 2.5816, grad_norm: 7.6176 2021-12-04 02:23:03,668 - mmaction - INFO - Epoch [77][500/1345] lr: 1.000e-03, eta: 1 day, 4:27:05, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.1130, top1_acc: 0.6320, top5_acc: 0.8336, loss_cls: 1.4536, loss: 2.5667, grad_norm: 7.4224 2021-12-04 02:23:22,923 - mmaction - INFO - Epoch [77][520/1345] lr: 1.000e-03, eta: 1 day, 4:26:43, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.1191, top1_acc: 0.6195, top5_acc: 0.8336, loss_cls: 1.5011, loss: 2.6201, grad_norm: 7.6424 2021-12-04 02:23:42,174 - mmaction - INFO - Epoch [77][540/1345] lr: 1.000e-03, eta: 1 day, 4:26:21, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.1214, top1_acc: 0.6398, top5_acc: 0.8367, loss_cls: 1.4954, loss: 2.6168, grad_norm: 7.8034 2021-12-04 02:24:01,396 - mmaction - INFO - Epoch [77][560/1345] lr: 1.000e-03, eta: 1 day, 4:25:59, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.1156, top1_acc: 0.6344, top5_acc: 0.8617, loss_cls: 1.4423, loss: 2.5578, grad_norm: 7.5765 2021-12-04 02:24:20,626 - mmaction - INFO - Epoch [77][580/1345] lr: 1.000e-03, eta: 1 day, 4:25:37, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0904, top1_acc: 0.6344, top5_acc: 0.8531, loss_cls: 1.4578, loss: 2.5483, grad_norm: 7.6086 2021-12-04 02:24:39,848 - mmaction - INFO - Epoch [77][600/1345] lr: 1.000e-03, eta: 1 day, 4:25:15, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.1068, top1_acc: 0.6305, top5_acc: 0.8672, loss_cls: 1.4342, loss: 2.5410, grad_norm: 7.6583 2021-12-04 02:24:59,092 - mmaction - INFO - Epoch [77][620/1345] lr: 1.000e-03, eta: 1 day, 4:24:52, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.1404, top1_acc: 0.6242, top5_acc: 0.8391, loss_cls: 1.5136, loss: 2.6540, grad_norm: 7.7377 2021-12-04 02:25:18,298 - mmaction - INFO - Epoch [77][640/1345] lr: 1.000e-03, eta: 1 day, 4:24:30, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0933, top1_acc: 0.6258, top5_acc: 0.8461, loss_cls: 1.4511, loss: 2.5444, grad_norm: 7.6776 2021-12-04 02:25:37,524 - mmaction - INFO - Epoch [77][660/1345] lr: 1.000e-03, eta: 1 day, 4:24:08, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.1441, top1_acc: 0.6227, top5_acc: 0.8422, loss_cls: 1.5272, loss: 2.6712, grad_norm: 7.7560 2021-12-04 02:25:56,757 - mmaction - INFO - Epoch [77][680/1345] lr: 1.000e-03, eta: 1 day, 4:23:46, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.1349, top1_acc: 0.6148, top5_acc: 0.8414, loss_cls: 1.4975, loss: 2.6324, grad_norm: 7.9951 2021-12-04 02:26:15,985 - mmaction - INFO - Epoch [77][700/1345] lr: 1.000e-03, eta: 1 day, 4:23:24, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.1552, top1_acc: 0.6141, top5_acc: 0.8180, loss_cls: 1.5978, loss: 2.7530, grad_norm: 7.9696 2021-12-04 02:26:35,222 - mmaction - INFO - Epoch [77][720/1345] lr: 1.000e-03, eta: 1 day, 4:23:02, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.1273, top1_acc: 0.6180, top5_acc: 0.8484, loss_cls: 1.5002, loss: 2.6275, grad_norm: 7.6886 2021-12-04 02:26:54,421 - mmaction - INFO - Epoch [77][740/1345] lr: 1.000e-03, eta: 1 day, 4:22:40, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0627, top1_acc: 0.6531, top5_acc: 0.8602, loss_cls: 1.3723, loss: 2.4350, grad_norm: 7.5345 2021-12-04 02:27:13,616 - mmaction - INFO - Epoch [77][760/1345] lr: 1.000e-03, eta: 1 day, 4:22:18, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.1356, top1_acc: 0.6164, top5_acc: 0.8422, loss_cls: 1.5161, loss: 2.6518, grad_norm: 7.9220 2021-12-04 02:27:32,837 - mmaction - INFO - Epoch [77][780/1345] lr: 1.000e-03, eta: 1 day, 4:21:56, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.1206, top1_acc: 0.6383, top5_acc: 0.8531, loss_cls: 1.4407, loss: 2.5612, grad_norm: 7.5324 2021-12-04 02:27:52,044 - mmaction - INFO - Epoch [77][800/1345] lr: 1.000e-03, eta: 1 day, 4:21:34, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.1365, top1_acc: 0.6211, top5_acc: 0.8344, loss_cls: 1.5300, loss: 2.6666, grad_norm: 7.6744 2021-12-04 02:28:11,261 - mmaction - INFO - Epoch [77][820/1345] lr: 1.000e-03, eta: 1 day, 4:21:12, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0720, top1_acc: 0.6398, top5_acc: 0.8711, loss_cls: 1.3808, loss: 2.4528, grad_norm: 7.7763 2021-12-04 02:28:30,461 - mmaction - INFO - Epoch [77][840/1345] lr: 1.000e-03, eta: 1 day, 4:20:49, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.1031, top1_acc: 0.6359, top5_acc: 0.8461, loss_cls: 1.4800, loss: 2.5831, grad_norm: 7.8988 2021-12-04 02:28:49,647 - mmaction - INFO - Epoch [77][860/1345] lr: 1.000e-03, eta: 1 day, 4:20:27, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.1159, top1_acc: 0.6125, top5_acc: 0.8383, loss_cls: 1.4850, loss: 2.6010, grad_norm: 7.8043 2021-12-04 02:29:08,868 - mmaction - INFO - Epoch [77][880/1345] lr: 1.000e-03, eta: 1 day, 4:20:05, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.1676, top1_acc: 0.6094, top5_acc: 0.8383, loss_cls: 1.5494, loss: 2.7170, grad_norm: 7.9768 2021-12-04 02:29:28,066 - mmaction - INFO - Epoch [77][900/1345] lr: 1.000e-03, eta: 1 day, 4:19:43, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.1517, top1_acc: 0.6328, top5_acc: 0.8336, loss_cls: 1.5151, loss: 2.6668, grad_norm: 7.9286 2021-12-04 02:29:47,264 - mmaction - INFO - Epoch [77][920/1345] lr: 1.000e-03, eta: 1 day, 4:19:21, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.1422, top1_acc: 0.6227, top5_acc: 0.8383, loss_cls: 1.5181, loss: 2.6603, grad_norm: 7.9612 2021-12-04 02:30:06,480 - mmaction - INFO - Epoch [77][940/1345] lr: 1.000e-03, eta: 1 day, 4:18:59, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.1136, top1_acc: 0.6234, top5_acc: 0.8344, loss_cls: 1.5125, loss: 2.6261, grad_norm: 7.7566 2021-12-04 02:30:25,673 - mmaction - INFO - Epoch [77][960/1345] lr: 1.000e-03, eta: 1 day, 4:18:37, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.1626, top1_acc: 0.6289, top5_acc: 0.8313, loss_cls: 1.5301, loss: 2.6927, grad_norm: 7.7454 2021-12-04 02:30:44,866 - mmaction - INFO - Epoch [77][980/1345] lr: 1.000e-03, eta: 1 day, 4:18:15, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.1031, top1_acc: 0.6531, top5_acc: 0.8555, loss_cls: 1.4467, loss: 2.5498, grad_norm: 7.9201 2021-12-04 02:31:04,068 - mmaction - INFO - Epoch [77][1000/1345] lr: 1.000e-03, eta: 1 day, 4:17:53, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.1094, top1_acc: 0.6234, top5_acc: 0.8414, loss_cls: 1.4804, loss: 2.5898, grad_norm: 7.7196 2021-12-04 02:31:23,273 - mmaction - INFO - Epoch [77][1020/1345] lr: 1.000e-03, eta: 1 day, 4:17:31, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.1292, top1_acc: 0.6289, top5_acc: 0.8453, loss_cls: 1.4979, loss: 2.6271, grad_norm: 7.8000 2021-12-04 02:31:42,483 - mmaction - INFO - Epoch [77][1040/1345] lr: 1.000e-03, eta: 1 day, 4:17:09, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.1315, top1_acc: 0.6297, top5_acc: 0.8555, loss_cls: 1.4621, loss: 2.5936, grad_norm: 8.0617 2021-12-04 02:32:01,666 - mmaction - INFO - Epoch [77][1060/1345] lr: 1.000e-03, eta: 1 day, 4:16:46, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.1069, top1_acc: 0.6492, top5_acc: 0.8500, loss_cls: 1.4501, loss: 2.5570, grad_norm: 7.6496 2021-12-04 02:32:20,832 - mmaction - INFO - Epoch [77][1080/1345] lr: 1.000e-03, eta: 1 day, 4:16:24, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.1300, top1_acc: 0.6281, top5_acc: 0.8500, loss_cls: 1.4840, loss: 2.6140, grad_norm: 8.1025 2021-12-04 02:32:40,029 - mmaction - INFO - Epoch [77][1100/1345] lr: 1.000e-03, eta: 1 day, 4:16:02, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.1127, top1_acc: 0.6367, top5_acc: 0.8375, loss_cls: 1.4696, loss: 2.5823, grad_norm: 7.5924 2021-12-04 02:32:59,215 - mmaction - INFO - Epoch [77][1120/1345] lr: 1.000e-03, eta: 1 day, 4:15:40, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.1050, top1_acc: 0.6602, top5_acc: 0.8586, loss_cls: 1.3858, loss: 2.4909, grad_norm: 7.6082 2021-12-04 02:33:18,393 - mmaction - INFO - Epoch [77][1140/1345] lr: 1.000e-03, eta: 1 day, 4:15:18, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.1196, top1_acc: 0.6516, top5_acc: 0.8539, loss_cls: 1.4303, loss: 2.5500, grad_norm: 7.8671 2021-12-04 02:33:37,571 - mmaction - INFO - Epoch [77][1160/1345] lr: 1.000e-03, eta: 1 day, 4:14:56, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.1337, top1_acc: 0.6258, top5_acc: 0.8344, loss_cls: 1.5180, loss: 2.6517, grad_norm: 7.9843 2021-12-04 02:33:56,759 - mmaction - INFO - Epoch [77][1180/1345] lr: 1.000e-03, eta: 1 day, 4:14:34, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.1304, top1_acc: 0.6234, top5_acc: 0.8320, loss_cls: 1.5394, loss: 2.6698, grad_norm: 8.2425 2021-12-04 02:34:15,968 - mmaction - INFO - Epoch [77][1200/1345] lr: 1.000e-03, eta: 1 day, 4:14:12, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.1315, top1_acc: 0.6219, top5_acc: 0.8609, loss_cls: 1.4664, loss: 2.5979, grad_norm: 7.9945 2021-12-04 02:34:35,149 - mmaction - INFO - Epoch [77][1220/1345] lr: 1.000e-03, eta: 1 day, 4:13:50, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.1130, top1_acc: 0.6336, top5_acc: 0.8562, loss_cls: 1.4542, loss: 2.5672, grad_norm: 7.7523 2021-12-04 02:34:54,336 - mmaction - INFO - Epoch [77][1240/1345] lr: 1.000e-03, eta: 1 day, 4:13:28, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.1581, top1_acc: 0.5992, top5_acc: 0.8258, loss_cls: 1.5824, loss: 2.7405, grad_norm: 8.0191 2021-12-04 02:35:13,520 - mmaction - INFO - Epoch [77][1260/1345] lr: 1.000e-03, eta: 1 day, 4:13:05, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0901, top1_acc: 0.6352, top5_acc: 0.8531, loss_cls: 1.4263, loss: 2.5164, grad_norm: 7.8649 2021-12-04 02:35:32,714 - mmaction - INFO - Epoch [77][1280/1345] lr: 1.000e-03, eta: 1 day, 4:12:43, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0989, top1_acc: 0.6539, top5_acc: 0.8656, loss_cls: 1.3784, loss: 2.4773, grad_norm: 7.7416 2021-12-04 02:35:51,932 - mmaction - INFO - Epoch [77][1300/1345] lr: 1.000e-03, eta: 1 day, 4:12:21, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.1173, top1_acc: 0.6242, top5_acc: 0.8422, loss_cls: 1.5194, loss: 2.6367, grad_norm: 8.0077 2021-12-04 02:36:11,111 - mmaction - INFO - Epoch [77][1320/1345] lr: 1.000e-03, eta: 1 day, 4:11:59, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.1464, top1_acc: 0.6172, top5_acc: 0.8359, loss_cls: 1.5621, loss: 2.7084, grad_norm: 8.2326 2021-12-04 02:36:30,340 - mmaction - INFO - Epoch [77][1340/1345] lr: 1.000e-03, eta: 1 day, 4:11:37, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.1084, top1_acc: 0.6609, top5_acc: 0.8516, loss_cls: 1.4221, loss: 2.5304, grad_norm: 7.7541 2021-12-04 02:36:35,897 - mmaction - INFO - Saving checkpoint at 77 epochs 2021-12-04 02:38:41,730 - mmaction - INFO - Epoch [78][20/1345] lr: 1.000e-03, eta: 1 day, 4:12:43, time: 6.134, data_time: 5.172, memory: 8232, loss_aux: 1.1126, top1_acc: 0.6258, top5_acc: 0.8328, loss_cls: 1.4867, loss: 2.5993, grad_norm: 7.9072 2021-12-04 02:39:00,826 - mmaction - INFO - Epoch [78][40/1345] lr: 1.000e-03, eta: 1 day, 4:12:21, time: 0.955, data_time: 0.003, memory: 8232, loss_aux: 1.0787, top1_acc: 0.6414, top5_acc: 0.8570, loss_cls: 1.3978, loss: 2.4765, grad_norm: 7.9684 2021-12-04 02:39:19,920 - mmaction - INFO - Epoch [78][60/1345] lr: 1.000e-03, eta: 1 day, 4:11:59, time: 0.955, data_time: 0.001, memory: 8232, loss_aux: 1.1130, top1_acc: 0.6352, top5_acc: 0.8664, loss_cls: 1.4235, loss: 2.5364, grad_norm: 7.9078 2021-12-04 02:39:39,036 - mmaction - INFO - Epoch [78][80/1345] lr: 1.000e-03, eta: 1 day, 4:11:37, time: 0.956, data_time: 0.002, memory: 8232, loss_aux: 1.0892, top1_acc: 0.6414, top5_acc: 0.8555, loss_cls: 1.4048, loss: 2.4940, grad_norm: 7.8727 2021-12-04 02:39:58,183 - mmaction - INFO - Epoch [78][100/1345] lr: 1.000e-03, eta: 1 day, 4:11:14, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 1.0915, top1_acc: 0.6430, top5_acc: 0.8398, loss_cls: 1.4320, loss: 2.5234, grad_norm: 7.7255 2021-12-04 02:40:17,338 - mmaction - INFO - Epoch [78][120/1345] lr: 1.000e-03, eta: 1 day, 4:10:52, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.0974, top1_acc: 0.6320, top5_acc: 0.8531, loss_cls: 1.4398, loss: 2.5372, grad_norm: 8.0910 2021-12-04 02:40:36,558 - mmaction - INFO - Epoch [78][140/1345] lr: 1.000e-03, eta: 1 day, 4:10:30, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.1320, top1_acc: 0.6359, top5_acc: 0.8375, loss_cls: 1.4899, loss: 2.6219, grad_norm: 7.9909 2021-12-04 02:40:55,750 - mmaction - INFO - Epoch [78][160/1345] lr: 1.000e-03, eta: 1 day, 4:10:08, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.1336, top1_acc: 0.6180, top5_acc: 0.8352, loss_cls: 1.5074, loss: 2.6410, grad_norm: 7.9833 2021-12-04 02:41:14,999 - mmaction - INFO - Epoch [78][180/1345] lr: 1.000e-03, eta: 1 day, 4:09:46, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.1068, top1_acc: 0.6312, top5_acc: 0.8422, loss_cls: 1.4863, loss: 2.5931, grad_norm: 8.0426 2021-12-04 02:41:34,231 - mmaction - INFO - Epoch [78][200/1345] lr: 1.000e-03, eta: 1 day, 4:09:24, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.1143, top1_acc: 0.6234, top5_acc: 0.8523, loss_cls: 1.4813, loss: 2.5957, grad_norm: 7.8474 2021-12-04 02:41:53,456 - mmaction - INFO - Epoch [78][220/1345] lr: 1.000e-03, eta: 1 day, 4:09:02, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0929, top1_acc: 0.6344, top5_acc: 0.8414, loss_cls: 1.4734, loss: 2.5663, grad_norm: 7.7332 2021-12-04 02:42:12,664 - mmaction - INFO - Epoch [78][240/1345] lr: 1.000e-03, eta: 1 day, 4:08:40, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.1355, top1_acc: 0.6211, top5_acc: 0.8547, loss_cls: 1.4836, loss: 2.6191, grad_norm: 7.9201 2021-12-04 02:42:31,917 - mmaction - INFO - Epoch [78][260/1345] lr: 1.000e-03, eta: 1 day, 4:08:18, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.1281, top1_acc: 0.6312, top5_acc: 0.8516, loss_cls: 1.4162, loss: 2.5443, grad_norm: 8.0220 2021-12-04 02:42:51,117 - mmaction - INFO - Epoch [78][280/1345] lr: 1.000e-03, eta: 1 day, 4:07:56, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0650, top1_acc: 0.6508, top5_acc: 0.8680, loss_cls: 1.3431, loss: 2.4082, grad_norm: 7.7400 2021-12-04 02:43:10,354 - mmaction - INFO - Epoch [78][300/1345] lr: 1.000e-03, eta: 1 day, 4:07:34, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0881, top1_acc: 0.6438, top5_acc: 0.8664, loss_cls: 1.3893, loss: 2.4774, grad_norm: 7.9209 2021-12-04 02:43:29,588 - mmaction - INFO - Epoch [78][320/1345] lr: 1.000e-03, eta: 1 day, 4:07:12, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.1055, top1_acc: 0.6305, top5_acc: 0.8422, loss_cls: 1.4564, loss: 2.5619, grad_norm: 7.8761 2021-12-04 02:43:48,818 - mmaction - INFO - Epoch [78][340/1345] lr: 1.000e-03, eta: 1 day, 4:06:49, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.1064, top1_acc: 0.6445, top5_acc: 0.8516, loss_cls: 1.4088, loss: 2.5152, grad_norm: 7.8643 2021-12-04 02:44:08,040 - mmaction - INFO - Epoch [78][360/1345] lr: 1.000e-03, eta: 1 day, 4:06:27, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.1099, top1_acc: 0.6445, top5_acc: 0.8375, loss_cls: 1.4561, loss: 2.5660, grad_norm: 8.1078 2021-12-04 02:44:27,270 - mmaction - INFO - Epoch [78][380/1345] lr: 1.000e-03, eta: 1 day, 4:06:05, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0991, top1_acc: 0.6117, top5_acc: 0.8609, loss_cls: 1.4486, loss: 2.5476, grad_norm: 7.9983 2021-12-04 02:44:46,491 - mmaction - INFO - Epoch [78][400/1345] lr: 1.000e-03, eta: 1 day, 4:05:43, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0625, top1_acc: 0.6562, top5_acc: 0.8758, loss_cls: 1.3292, loss: 2.3917, grad_norm: 7.6859 2021-12-04 02:45:05,700 - mmaction - INFO - Epoch [78][420/1345] lr: 1.000e-03, eta: 1 day, 4:05:21, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.1569, top1_acc: 0.5930, top5_acc: 0.8258, loss_cls: 1.5392, loss: 2.6962, grad_norm: 8.1678 2021-12-04 02:45:24,908 - mmaction - INFO - Epoch [78][440/1345] lr: 1.000e-03, eta: 1 day, 4:04:59, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.1132, top1_acc: 0.6383, top5_acc: 0.8578, loss_cls: 1.4204, loss: 2.5336, grad_norm: 8.0874 2021-12-04 02:45:44,118 - mmaction - INFO - Epoch [78][460/1345] lr: 1.000e-03, eta: 1 day, 4:04:37, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.1010, top1_acc: 0.6320, top5_acc: 0.8586, loss_cls: 1.4153, loss: 2.5163, grad_norm: 8.0352 2021-12-04 02:46:03,310 - mmaction - INFO - Epoch [78][480/1345] lr: 1.000e-03, eta: 1 day, 4:04:15, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.1188, top1_acc: 0.6242, top5_acc: 0.8414, loss_cls: 1.4807, loss: 2.5995, grad_norm: 8.1857 2021-12-04 02:46:22,523 - mmaction - INFO - Epoch [78][500/1345] lr: 1.000e-03, eta: 1 day, 4:03:53, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0924, top1_acc: 0.6367, top5_acc: 0.8609, loss_cls: 1.3858, loss: 2.4782, grad_norm: 7.8838 2021-12-04 02:46:41,714 - mmaction - INFO - Epoch [78][520/1345] lr: 1.000e-03, eta: 1 day, 4:03:31, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0993, top1_acc: 0.6562, top5_acc: 0.8672, loss_cls: 1.3722, loss: 2.4715, grad_norm: 7.8631 2021-12-04 02:47:00,928 - mmaction - INFO - Epoch [78][540/1345] lr: 1.000e-03, eta: 1 day, 4:03:09, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.1138, top1_acc: 0.6367, top5_acc: 0.8508, loss_cls: 1.4338, loss: 2.5476, grad_norm: 8.0269 2021-12-04 02:47:20,113 - mmaction - INFO - Epoch [78][560/1345] lr: 1.000e-03, eta: 1 day, 4:02:47, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.1431, top1_acc: 0.6445, top5_acc: 0.8508, loss_cls: 1.4371, loss: 2.5803, grad_norm: 8.1527 2021-12-04 02:47:39,288 - mmaction - INFO - Epoch [78][580/1345] lr: 1.000e-03, eta: 1 day, 4:02:25, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.1093, top1_acc: 0.6367, top5_acc: 0.8531, loss_cls: 1.4548, loss: 2.5642, grad_norm: 8.1066 2021-12-04 02:47:58,479 - mmaction - INFO - Epoch [78][600/1345] lr: 1.000e-03, eta: 1 day, 4:02:02, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0976, top1_acc: 0.6406, top5_acc: 0.8609, loss_cls: 1.4027, loss: 2.5004, grad_norm: 8.0264 2021-12-04 02:48:17,677 - mmaction - INFO - Epoch [78][620/1345] lr: 1.000e-03, eta: 1 day, 4:01:40, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0827, top1_acc: 0.6539, top5_acc: 0.8523, loss_cls: 1.3803, loss: 2.4631, grad_norm: 7.8623 2021-12-04 02:48:36,845 - mmaction - INFO - Epoch [78][640/1345] lr: 1.000e-03, eta: 1 day, 4:01:18, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.0872, top1_acc: 0.6430, top5_acc: 0.8727, loss_cls: 1.3914, loss: 2.4786, grad_norm: 8.0156 2021-12-04 02:48:56,027 - mmaction - INFO - Epoch [78][660/1345] lr: 1.000e-03, eta: 1 day, 4:00:56, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0685, top1_acc: 0.6391, top5_acc: 0.8625, loss_cls: 1.3995, loss: 2.4680, grad_norm: 7.9249 2021-12-04 02:49:15,216 - mmaction - INFO - Epoch [78][680/1345] lr: 1.000e-03, eta: 1 day, 4:00:34, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.1188, top1_acc: 0.6461, top5_acc: 0.8539, loss_cls: 1.4186, loss: 2.5374, grad_norm: 8.2987 2021-12-04 02:49:34,395 - mmaction - INFO - Epoch [78][700/1345] lr: 1.000e-03, eta: 1 day, 4:00:12, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0969, top1_acc: 0.6562, top5_acc: 0.8445, loss_cls: 1.4386, loss: 2.5355, grad_norm: 8.1017 2021-12-04 02:49:53,575 - mmaction - INFO - Epoch [78][720/1345] lr: 1.000e-03, eta: 1 day, 3:59:50, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.1672, top1_acc: 0.6094, top5_acc: 0.8359, loss_cls: 1.5327, loss: 2.6999, grad_norm: 8.1842 2021-12-04 02:50:12,781 - mmaction - INFO - Epoch [78][740/1345] lr: 1.000e-03, eta: 1 day, 3:59:28, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.1332, top1_acc: 0.6180, top5_acc: 0.8305, loss_cls: 1.5500, loss: 2.6832, grad_norm: 8.2748 2021-12-04 02:50:32,003 - mmaction - INFO - Epoch [78][760/1345] lr: 1.000e-03, eta: 1 day, 3:59:06, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.1340, top1_acc: 0.6125, top5_acc: 0.8359, loss_cls: 1.5254, loss: 2.6593, grad_norm: 8.2978 2021-12-04 02:50:51,200 - mmaction - INFO - Epoch [78][780/1345] lr: 1.000e-03, eta: 1 day, 3:58:44, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.1214, top1_acc: 0.6211, top5_acc: 0.8391, loss_cls: 1.4913, loss: 2.6127, grad_norm: 7.9027 2021-12-04 02:51:10,376 - mmaction - INFO - Epoch [78][800/1345] lr: 1.000e-03, eta: 1 day, 3:58:22, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.1248, top1_acc: 0.6273, top5_acc: 0.8281, loss_cls: 1.5379, loss: 2.6627, grad_norm: 8.2535 2021-12-04 02:51:29,588 - mmaction - INFO - Epoch [78][820/1345] lr: 1.000e-03, eta: 1 day, 3:58:00, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0963, top1_acc: 0.6258, top5_acc: 0.8539, loss_cls: 1.4505, loss: 2.5468, grad_norm: 8.0588 2021-12-04 02:51:48,746 - mmaction - INFO - Epoch [78][840/1345] lr: 1.000e-03, eta: 1 day, 3:57:38, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.0939, top1_acc: 0.6492, top5_acc: 0.8500, loss_cls: 1.4144, loss: 2.5083, grad_norm: 8.0009 2021-12-04 02:52:07,935 - mmaction - INFO - Epoch [78][860/1345] lr: 1.000e-03, eta: 1 day, 3:57:15, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.1245, top1_acc: 0.6273, top5_acc: 0.8422, loss_cls: 1.4633, loss: 2.5878, grad_norm: 8.0968 2021-12-04 02:52:27,112 - mmaction - INFO - Epoch [78][880/1345] lr: 1.000e-03, eta: 1 day, 3:56:53, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.1551, top1_acc: 0.6055, top5_acc: 0.8344, loss_cls: 1.5477, loss: 2.7029, grad_norm: 8.3068 2021-12-04 02:52:46,313 - mmaction - INFO - Epoch [78][900/1345] lr: 1.000e-03, eta: 1 day, 3:56:31, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.1345, top1_acc: 0.6383, top5_acc: 0.8383, loss_cls: 1.5060, loss: 2.6404, grad_norm: 8.1419 2021-12-04 02:53:05,492 - mmaction - INFO - Epoch [78][920/1345] lr: 1.000e-03, eta: 1 day, 3:56:09, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.1356, top1_acc: 0.6312, top5_acc: 0.8453, loss_cls: 1.4916, loss: 2.6272, grad_norm: 8.0420 2021-12-04 02:53:24,713 - mmaction - INFO - Epoch [78][940/1345] lr: 1.000e-03, eta: 1 day, 3:55:47, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.1066, top1_acc: 0.6203, top5_acc: 0.8523, loss_cls: 1.4426, loss: 2.5492, grad_norm: 7.9467 2021-12-04 02:53:43,918 - mmaction - INFO - Epoch [78][960/1345] lr: 1.000e-03, eta: 1 day, 3:55:25, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.1144, top1_acc: 0.6359, top5_acc: 0.8523, loss_cls: 1.4311, loss: 2.5454, grad_norm: 8.2920 2021-12-04 02:54:03,129 - mmaction - INFO - Epoch [78][980/1345] lr: 1.000e-03, eta: 1 day, 3:55:03, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.1140, top1_acc: 0.6305, top5_acc: 0.8555, loss_cls: 1.4414, loss: 2.5555, grad_norm: 8.1787 2021-12-04 02:54:22,366 - mmaction - INFO - Epoch [78][1000/1345] lr: 1.000e-03, eta: 1 day, 3:54:41, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.1204, top1_acc: 0.6289, top5_acc: 0.8438, loss_cls: 1.4788, loss: 2.5993, grad_norm: 8.1669 2021-12-04 02:54:41,573 - mmaction - INFO - Epoch [78][1020/1345] lr: 1.000e-03, eta: 1 day, 3:54:19, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.1124, top1_acc: 0.6242, top5_acc: 0.8492, loss_cls: 1.4856, loss: 2.5980, grad_norm: 8.4300 2021-12-04 02:55:00,772 - mmaction - INFO - Epoch [78][1040/1345] lr: 1.000e-03, eta: 1 day, 3:53:57, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.1281, top1_acc: 0.6406, top5_acc: 0.8422, loss_cls: 1.4651, loss: 2.5932, grad_norm: 8.1599 2021-12-04 02:55:19,982 - mmaction - INFO - Epoch [78][1060/1345] lr: 1.000e-03, eta: 1 day, 3:53:35, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.1269, top1_acc: 0.6203, top5_acc: 0.8555, loss_cls: 1.4475, loss: 2.5744, grad_norm: 8.0619 2021-12-04 02:55:39,205 - mmaction - INFO - Epoch [78][1080/1345] lr: 1.000e-03, eta: 1 day, 3:53:13, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.1067, top1_acc: 0.6484, top5_acc: 0.8562, loss_cls: 1.3960, loss: 2.5027, grad_norm: 7.8311 2021-12-04 02:55:58,406 - mmaction - INFO - Epoch [78][1100/1345] lr: 1.000e-03, eta: 1 day, 3:52:51, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.1095, top1_acc: 0.6375, top5_acc: 0.8508, loss_cls: 1.4486, loss: 2.5581, grad_norm: 8.0255 2021-12-04 02:56:17,620 - mmaction - INFO - Epoch [78][1120/1345] lr: 1.000e-03, eta: 1 day, 3:52:29, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0762, top1_acc: 0.6422, top5_acc: 0.8711, loss_cls: 1.3438, loss: 2.4200, grad_norm: 7.9423 2021-12-04 02:56:36,850 - mmaction - INFO - Epoch [78][1140/1345] lr: 1.000e-03, eta: 1 day, 3:52:07, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0779, top1_acc: 0.6453, top5_acc: 0.8586, loss_cls: 1.3828, loss: 2.4607, grad_norm: 7.9369 2021-12-04 02:56:56,082 - mmaction - INFO - Epoch [78][1160/1345] lr: 1.000e-03, eta: 1 day, 3:51:45, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0740, top1_acc: 0.6492, top5_acc: 0.8516, loss_cls: 1.4038, loss: 2.4778, grad_norm: 7.8991 2021-12-04 02:57:15,317 - mmaction - INFO - Epoch [78][1180/1345] lr: 1.000e-03, eta: 1 day, 3:51:23, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0950, top1_acc: 0.6273, top5_acc: 0.8586, loss_cls: 1.4294, loss: 2.5244, grad_norm: 8.2614 2021-12-04 02:57:34,533 - mmaction - INFO - Epoch [78][1200/1345] lr: 1.000e-03, eta: 1 day, 3:51:01, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.1210, top1_acc: 0.6305, top5_acc: 0.8500, loss_cls: 1.4467, loss: 2.5677, grad_norm: 8.1923 2021-12-04 02:57:53,775 - mmaction - INFO - Epoch [78][1220/1345] lr: 1.000e-03, eta: 1 day, 3:50:39, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.1235, top1_acc: 0.6336, top5_acc: 0.8461, loss_cls: 1.4871, loss: 2.6106, grad_norm: 8.2524 2021-12-04 02:58:13,018 - mmaction - INFO - Epoch [78][1240/1345] lr: 1.000e-03, eta: 1 day, 3:50:17, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.1005, top1_acc: 0.6469, top5_acc: 0.8523, loss_cls: 1.4180, loss: 2.5185, grad_norm: 8.0650 2021-12-04 02:58:32,238 - mmaction - INFO - Epoch [78][1260/1345] lr: 1.000e-03, eta: 1 day, 3:49:55, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0820, top1_acc: 0.6539, top5_acc: 0.8625, loss_cls: 1.4074, loss: 2.4893, grad_norm: 7.8823 2021-12-04 02:58:51,467 - mmaction - INFO - Epoch [78][1280/1345] lr: 1.000e-03, eta: 1 day, 3:49:33, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.1028, top1_acc: 0.6383, top5_acc: 0.8492, loss_cls: 1.4479, loss: 2.5507, grad_norm: 8.0671 2021-12-04 02:59:10,704 - mmaction - INFO - Epoch [78][1300/1345] lr: 1.000e-03, eta: 1 day, 3:49:11, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0994, top1_acc: 0.6305, top5_acc: 0.8438, loss_cls: 1.4363, loss: 2.5358, grad_norm: 8.1015 2021-12-04 02:59:29,912 - mmaction - INFO - Epoch [78][1320/1345] lr: 1.000e-03, eta: 1 day, 3:48:49, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0966, top1_acc: 0.6406, top5_acc: 0.8516, loss_cls: 1.4186, loss: 2.5152, grad_norm: 8.0900 2021-12-04 02:59:49,176 - mmaction - INFO - Epoch [78][1340/1345] lr: 1.000e-03, eta: 1 day, 3:48:27, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.0547, top1_acc: 0.6672, top5_acc: 0.8578, loss_cls: 1.3470, loss: 2.4017, grad_norm: 7.7852 2021-12-04 02:59:54,753 - mmaction - INFO - Saving checkpoint at 78 epochs 2021-12-04 03:02:01,051 - mmaction - INFO - Epoch [79][20/1345] lr: 1.000e-03, eta: 1 day, 3:49:32, time: 6.216, data_time: 5.264, memory: 8232, loss_aux: 1.0940, top1_acc: 0.6539, top5_acc: 0.8586, loss_cls: 1.3657, loss: 2.4597, grad_norm: 8.0582 2021-12-04 03:02:20,155 - mmaction - INFO - Epoch [79][40/1345] lr: 1.000e-03, eta: 1 day, 3:49:10, time: 0.955, data_time: 0.003, memory: 8232, loss_aux: 1.1140, top1_acc: 0.6461, top5_acc: 0.8500, loss_cls: 1.4202, loss: 2.5342, grad_norm: 8.3977 2021-12-04 03:02:39,265 - mmaction - INFO - Epoch [79][60/1345] lr: 1.000e-03, eta: 1 day, 3:48:47, time: 0.955, data_time: 0.002, memory: 8232, loss_aux: 1.0653, top1_acc: 0.6492, top5_acc: 0.8641, loss_cls: 1.3996, loss: 2.4649, grad_norm: 8.3012 2021-12-04 03:02:58,430 - mmaction - INFO - Epoch [79][80/1345] lr: 1.000e-03, eta: 1 day, 3:48:25, time: 0.958, data_time: 0.002, memory: 8232, loss_aux: 1.0975, top1_acc: 0.6531, top5_acc: 0.8523, loss_cls: 1.4011, loss: 2.4987, grad_norm: 7.9330 2021-12-04 03:03:17,579 - mmaction - INFO - Epoch [79][100/1345] lr: 1.000e-03, eta: 1 day, 3:48:03, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 1.0815, top1_acc: 0.6648, top5_acc: 0.8555, loss_cls: 1.3472, loss: 2.4287, grad_norm: 8.1480 2021-12-04 03:03:36,754 - mmaction - INFO - Epoch [79][120/1345] lr: 1.000e-03, eta: 1 day, 3:47:41, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.1032, top1_acc: 0.6500, top5_acc: 0.8719, loss_cls: 1.3607, loss: 2.4639, grad_norm: 7.9235 2021-12-04 03:03:55,976 - mmaction - INFO - Epoch [79][140/1345] lr: 1.000e-03, eta: 1 day, 3:47:19, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.1154, top1_acc: 0.6547, top5_acc: 0.8492, loss_cls: 1.3909, loss: 2.5063, grad_norm: 8.2804 2021-12-04 03:04:15,158 - mmaction - INFO - Epoch [79][160/1345] lr: 1.000e-03, eta: 1 day, 3:46:57, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0935, top1_acc: 0.6336, top5_acc: 0.8484, loss_cls: 1.4327, loss: 2.5261, grad_norm: 8.1683 2021-12-04 03:04:34,361 - mmaction - INFO - Epoch [79][180/1345] lr: 1.000e-03, eta: 1 day, 3:46:35, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.1131, top1_acc: 0.6383, top5_acc: 0.8484, loss_cls: 1.4495, loss: 2.5626, grad_norm: 8.3339 2021-12-04 03:04:53,521 - mmaction - INFO - Epoch [79][200/1345] lr: 1.000e-03, eta: 1 day, 3:46:13, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.1224, top1_acc: 0.6531, top5_acc: 0.8477, loss_cls: 1.4341, loss: 2.5565, grad_norm: 8.0975 2021-12-04 03:05:12,683 - mmaction - INFO - Epoch [79][220/1345] lr: 1.000e-03, eta: 1 day, 3:45:51, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.0792, top1_acc: 0.6414, top5_acc: 0.8586, loss_cls: 1.3881, loss: 2.4673, grad_norm: 8.0638 2021-12-04 03:05:31,862 - mmaction - INFO - Epoch [79][240/1345] lr: 1.000e-03, eta: 1 day, 3:45:29, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0979, top1_acc: 0.6383, top5_acc: 0.8648, loss_cls: 1.4043, loss: 2.5021, grad_norm: 8.1184 2021-12-04 03:05:50,999 - mmaction - INFO - Epoch [79][260/1345] lr: 1.000e-03, eta: 1 day, 3:45:07, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 1.1055, top1_acc: 0.6500, top5_acc: 0.8578, loss_cls: 1.4035, loss: 2.5090, grad_norm: 8.3509 2021-12-04 03:06:10,168 - mmaction - INFO - Epoch [79][280/1345] lr: 1.000e-03, eta: 1 day, 3:44:44, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.0861, top1_acc: 0.6492, top5_acc: 0.8641, loss_cls: 1.3842, loss: 2.4703, grad_norm: 8.3382 2021-12-04 03:06:29,340 - mmaction - INFO - Epoch [79][300/1345] lr: 1.000e-03, eta: 1 day, 3:44:22, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0923, top1_acc: 0.6445, top5_acc: 0.8477, loss_cls: 1.4254, loss: 2.5177, grad_norm: 8.1484 2021-12-04 03:06:48,503 - mmaction - INFO - Epoch [79][320/1345] lr: 1.000e-03, eta: 1 day, 3:44:00, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.1080, top1_acc: 0.6258, top5_acc: 0.8500, loss_cls: 1.4277, loss: 2.5357, grad_norm: 8.3464 2021-12-04 03:07:07,685 - mmaction - INFO - Epoch [79][340/1345] lr: 1.000e-03, eta: 1 day, 3:43:38, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0717, top1_acc: 0.6578, top5_acc: 0.8656, loss_cls: 1.3935, loss: 2.4651, grad_norm: 8.1016 2021-12-04 03:07:26,868 - mmaction - INFO - Epoch [79][360/1345] lr: 1.000e-03, eta: 1 day, 3:43:16, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.1039, top1_acc: 0.6328, top5_acc: 0.8531, loss_cls: 1.4472, loss: 2.5510, grad_norm: 8.3881 2021-12-04 03:07:46,057 - mmaction - INFO - Epoch [79][380/1345] lr: 1.000e-03, eta: 1 day, 3:42:54, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.1043, top1_acc: 0.6312, top5_acc: 0.8477, loss_cls: 1.4262, loss: 2.5306, grad_norm: 8.0589 2021-12-04 03:08:05,300 - mmaction - INFO - Epoch [79][400/1345] lr: 1.000e-03, eta: 1 day, 3:42:32, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0833, top1_acc: 0.6383, top5_acc: 0.8617, loss_cls: 1.3851, loss: 2.4685, grad_norm: 8.3184 2021-12-04 03:08:24,504 - mmaction - INFO - Epoch [79][420/1345] lr: 1.000e-03, eta: 1 day, 3:42:10, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0803, top1_acc: 0.6547, top5_acc: 0.8703, loss_cls: 1.3494, loss: 2.4296, grad_norm: 8.0599 2021-12-04 03:08:43,722 - mmaction - INFO - Epoch [79][440/1345] lr: 1.000e-03, eta: 1 day, 3:41:48, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0897, top1_acc: 0.6531, top5_acc: 0.8648, loss_cls: 1.4009, loss: 2.4906, grad_norm: 8.0524 2021-12-04 03:09:02,956 - mmaction - INFO - Epoch [79][460/1345] lr: 1.000e-03, eta: 1 day, 3:41:26, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0768, top1_acc: 0.6555, top5_acc: 0.8539, loss_cls: 1.4147, loss: 2.4915, grad_norm: 8.5644 2021-12-04 03:09:22,217 - mmaction - INFO - Epoch [79][480/1345] lr: 1.000e-03, eta: 1 day, 3:41:04, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.1227, top1_acc: 0.6234, top5_acc: 0.8539, loss_cls: 1.4587, loss: 2.5814, grad_norm: 8.5054 2021-12-04 03:09:41,455 - mmaction - INFO - Epoch [79][500/1345] lr: 1.000e-03, eta: 1 day, 3:40:42, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0849, top1_acc: 0.6297, top5_acc: 0.8492, loss_cls: 1.4352, loss: 2.5201, grad_norm: 8.5054 2021-12-04 03:10:00,710 - mmaction - INFO - Epoch [79][520/1345] lr: 1.000e-03, eta: 1 day, 3:40:20, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.1324, top1_acc: 0.6234, top5_acc: 0.8359, loss_cls: 1.4793, loss: 2.6117, grad_norm: 8.3533 2021-12-04 03:10:19,962 - mmaction - INFO - Epoch [79][540/1345] lr: 1.000e-03, eta: 1 day, 3:39:58, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.0740, top1_acc: 0.6445, top5_acc: 0.8625, loss_cls: 1.3658, loss: 2.4398, grad_norm: 8.3666 2021-12-04 03:10:39,231 - mmaction - INFO - Epoch [79][560/1345] lr: 1.000e-03, eta: 1 day, 3:39:36, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.0988, top1_acc: 0.6328, top5_acc: 0.8438, loss_cls: 1.4384, loss: 2.5372, grad_norm: 8.1887 2021-12-04 03:10:58,488 - mmaction - INFO - Epoch [79][580/1345] lr: 1.000e-03, eta: 1 day, 3:39:14, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.1171, top1_acc: 0.6359, top5_acc: 0.8570, loss_cls: 1.4285, loss: 2.5456, grad_norm: 8.3008 2021-12-04 03:11:17,763 - mmaction - INFO - Epoch [79][600/1345] lr: 1.000e-03, eta: 1 day, 3:38:52, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 1.1050, top1_acc: 0.6398, top5_acc: 0.8406, loss_cls: 1.4958, loss: 2.6008, grad_norm: 8.4619 2021-12-04 03:11:36,998 - mmaction - INFO - Epoch [79][620/1345] lr: 1.000e-03, eta: 1 day, 3:38:30, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0968, top1_acc: 0.6602, top5_acc: 0.8586, loss_cls: 1.3782, loss: 2.4750, grad_norm: 8.2166 2021-12-04 03:11:56,254 - mmaction - INFO - Epoch [79][640/1345] lr: 1.000e-03, eta: 1 day, 3:38:08, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.1090, top1_acc: 0.6633, top5_acc: 0.8750, loss_cls: 1.3547, loss: 2.4638, grad_norm: 8.1683 2021-12-04 03:12:15,472 - mmaction - INFO - Epoch [79][660/1345] lr: 1.000e-03, eta: 1 day, 3:37:46, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.1236, top1_acc: 0.6445, top5_acc: 0.8719, loss_cls: 1.3854, loss: 2.5090, grad_norm: 8.3080 2021-12-04 03:12:34,725 - mmaction - INFO - Epoch [79][680/1345] lr: 1.000e-03, eta: 1 day, 3:37:24, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.1322, top1_acc: 0.6281, top5_acc: 0.8445, loss_cls: 1.4736, loss: 2.6058, grad_norm: 8.3262 2021-12-04 03:12:53,984 - mmaction - INFO - Epoch [79][700/1345] lr: 1.000e-03, eta: 1 day, 3:37:02, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.1062, top1_acc: 0.6438, top5_acc: 0.8586, loss_cls: 1.3877, loss: 2.4940, grad_norm: 8.1250 2021-12-04 03:13:13,211 - mmaction - INFO - Epoch [79][720/1345] lr: 1.000e-03, eta: 1 day, 3:36:40, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.1090, top1_acc: 0.6391, top5_acc: 0.8500, loss_cls: 1.4264, loss: 2.5354, grad_norm: 8.3007 2021-12-04 03:13:32,463 - mmaction - INFO - Epoch [79][740/1345] lr: 1.000e-03, eta: 1 day, 3:36:18, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.1218, top1_acc: 0.6461, top5_acc: 0.8547, loss_cls: 1.4153, loss: 2.5371, grad_norm: 8.3848 2021-12-04 03:13:51,707 - mmaction - INFO - Epoch [79][760/1345] lr: 1.000e-03, eta: 1 day, 3:35:56, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0972, top1_acc: 0.6430, top5_acc: 0.8641, loss_cls: 1.3974, loss: 2.4946, grad_norm: 8.3886 2021-12-04 03:14:10,986 - mmaction - INFO - Epoch [79][780/1345] lr: 1.000e-03, eta: 1 day, 3:35:34, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 1.0830, top1_acc: 0.6516, top5_acc: 0.8570, loss_cls: 1.3815, loss: 2.4645, grad_norm: 8.3053 2021-12-04 03:14:30,236 - mmaction - INFO - Epoch [79][800/1345] lr: 1.000e-03, eta: 1 day, 3:35:12, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.0841, top1_acc: 0.6414, top5_acc: 0.8648, loss_cls: 1.3743, loss: 2.4584, grad_norm: 8.0530 2021-12-04 03:14:49,488 - mmaction - INFO - Epoch [79][820/1345] lr: 1.000e-03, eta: 1 day, 3:34:50, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.1063, top1_acc: 0.6352, top5_acc: 0.8516, loss_cls: 1.4135, loss: 2.5198, grad_norm: 8.4890 2021-12-04 03:15:08,719 - mmaction - INFO - Epoch [79][840/1345] lr: 1.000e-03, eta: 1 day, 3:34:28, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.1087, top1_acc: 0.6461, top5_acc: 0.8469, loss_cls: 1.4393, loss: 2.5480, grad_norm: 8.5039 2021-12-04 03:15:27,947 - mmaction - INFO - Epoch [79][860/1345] lr: 1.000e-03, eta: 1 day, 3:34:06, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0777, top1_acc: 0.6422, top5_acc: 0.8516, loss_cls: 1.3761, loss: 2.4538, grad_norm: 8.0588 2021-12-04 03:15:47,178 - mmaction - INFO - Epoch [79][880/1345] lr: 1.000e-03, eta: 1 day, 3:33:44, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0809, top1_acc: 0.6547, top5_acc: 0.8578, loss_cls: 1.3848, loss: 2.4657, grad_norm: 8.1480 2021-12-04 03:16:06,387 - mmaction - INFO - Epoch [79][900/1345] lr: 1.000e-03, eta: 1 day, 3:33:22, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0745, top1_acc: 0.6531, top5_acc: 0.8578, loss_cls: 1.3893, loss: 2.4638, grad_norm: 8.2491 2021-12-04 03:16:25,588 - mmaction - INFO - Epoch [79][920/1345] lr: 1.000e-03, eta: 1 day, 3:33:00, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.1410, top1_acc: 0.6281, top5_acc: 0.8531, loss_cls: 1.4669, loss: 2.6079, grad_norm: 8.3591 2021-12-04 03:16:44,832 - mmaction - INFO - Epoch [79][940/1345] lr: 1.000e-03, eta: 1 day, 3:32:38, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.1066, top1_acc: 0.6375, top5_acc: 0.8508, loss_cls: 1.4138, loss: 2.5203, grad_norm: 8.2646 2021-12-04 03:17:04,046 - mmaction - INFO - Epoch [79][960/1345] lr: 1.000e-03, eta: 1 day, 3:32:16, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.1118, top1_acc: 0.6258, top5_acc: 0.8594, loss_cls: 1.3976, loss: 2.5094, grad_norm: 8.6026 2021-12-04 03:17:23,276 - mmaction - INFO - Epoch [79][980/1345] lr: 1.000e-03, eta: 1 day, 3:31:54, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.1252, top1_acc: 0.6391, top5_acc: 0.8508, loss_cls: 1.4423, loss: 2.5675, grad_norm: 8.2950 2021-12-04 03:17:42,513 - mmaction - INFO - Epoch [79][1000/1345] lr: 1.000e-03, eta: 1 day, 3:31:32, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0748, top1_acc: 0.6531, top5_acc: 0.8648, loss_cls: 1.3909, loss: 2.4657, grad_norm: 8.5203 2021-12-04 03:18:01,722 - mmaction - INFO - Epoch [79][1020/1345] lr: 1.000e-03, eta: 1 day, 3:31:10, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0620, top1_acc: 0.6414, top5_acc: 0.8617, loss_cls: 1.3451, loss: 2.4071, grad_norm: 8.2756 2021-12-04 03:18:20,923 - mmaction - INFO - Epoch [79][1040/1345] lr: 1.000e-03, eta: 1 day, 3:30:48, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.1118, top1_acc: 0.6367, top5_acc: 0.8508, loss_cls: 1.4306, loss: 2.5424, grad_norm: 8.6705 2021-12-04 03:18:40,151 - mmaction - INFO - Epoch [79][1060/1345] lr: 1.000e-03, eta: 1 day, 3:30:26, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0764, top1_acc: 0.6531, top5_acc: 0.8562, loss_cls: 1.3721, loss: 2.4485, grad_norm: 8.3461 2021-12-04 03:18:59,350 - mmaction - INFO - Epoch [79][1080/1345] lr: 1.000e-03, eta: 1 day, 3:30:04, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.1312, top1_acc: 0.6156, top5_acc: 0.8547, loss_cls: 1.4725, loss: 2.6037, grad_norm: 8.7085 2021-12-04 03:19:18,556 - mmaction - INFO - Epoch [79][1100/1345] lr: 1.000e-03, eta: 1 day, 3:29:42, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0686, top1_acc: 0.6625, top5_acc: 0.8773, loss_cls: 1.3163, loss: 2.3849, grad_norm: 8.2860 2021-12-04 03:19:37,736 - mmaction - INFO - Epoch [79][1120/1345] lr: 1.000e-03, eta: 1 day, 3:29:20, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0952, top1_acc: 0.6445, top5_acc: 0.8641, loss_cls: 1.4154, loss: 2.5106, grad_norm: 8.4109 2021-12-04 03:19:56,944 - mmaction - INFO - Epoch [79][1140/1345] lr: 1.000e-03, eta: 1 day, 3:28:58, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.1101, top1_acc: 0.6367, top5_acc: 0.8508, loss_cls: 1.4239, loss: 2.5340, grad_norm: 8.4093 2021-12-04 03:20:16,146 - mmaction - INFO - Epoch [79][1160/1345] lr: 1.000e-03, eta: 1 day, 3:28:36, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0817, top1_acc: 0.6531, top5_acc: 0.8531, loss_cls: 1.3967, loss: 2.4783, grad_norm: 8.2023 2021-12-04 03:20:35,366 - mmaction - INFO - Epoch [79][1180/1345] lr: 1.000e-03, eta: 1 day, 3:28:14, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0855, top1_acc: 0.6438, top5_acc: 0.8750, loss_cls: 1.3491, loss: 2.4345, grad_norm: 8.4405 2021-12-04 03:20:54,574 - mmaction - INFO - Epoch [79][1200/1345] lr: 1.000e-03, eta: 1 day, 3:27:52, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0033, top1_acc: 0.6734, top5_acc: 0.8727, loss_cls: 1.2819, loss: 2.2852, grad_norm: 7.8376 2021-12-04 03:21:13,762 - mmaction - INFO - Epoch [79][1220/1345] lr: 1.000e-03, eta: 1 day, 3:27:30, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.1273, top1_acc: 0.6492, top5_acc: 0.8516, loss_cls: 1.4303, loss: 2.5576, grad_norm: 8.2415 2021-12-04 03:21:32,950 - mmaction - INFO - Epoch [79][1240/1345] lr: 1.000e-03, eta: 1 day, 3:27:08, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0683, top1_acc: 0.6570, top5_acc: 0.8719, loss_cls: 1.3349, loss: 2.4032, grad_norm: 8.1534 2021-12-04 03:21:52,140 - mmaction - INFO - Epoch [79][1260/1345] lr: 1.000e-03, eta: 1 day, 3:26:46, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0941, top1_acc: 0.6477, top5_acc: 0.8602, loss_cls: 1.3986, loss: 2.4927, grad_norm: 8.4799 2021-12-04 03:22:11,314 - mmaction - INFO - Epoch [79][1280/1345] lr: 1.000e-03, eta: 1 day, 3:26:24, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0902, top1_acc: 0.6352, top5_acc: 0.8625, loss_cls: 1.3881, loss: 2.4783, grad_norm: 8.1786 2021-12-04 03:22:30,512 - mmaction - INFO - Epoch [79][1300/1345] lr: 1.000e-03, eta: 1 day, 3:26:02, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.1161, top1_acc: 0.6453, top5_acc: 0.8508, loss_cls: 1.4418, loss: 2.5578, grad_norm: 8.4402 2021-12-04 03:22:49,710 - mmaction - INFO - Epoch [79][1320/1345] lr: 1.000e-03, eta: 1 day, 3:25:40, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0797, top1_acc: 0.6383, top5_acc: 0.8578, loss_cls: 1.4071, loss: 2.4869, grad_norm: 8.5241 2021-12-04 03:23:08,905 - mmaction - INFO - Epoch [79][1340/1345] lr: 1.000e-03, eta: 1 day, 3:25:18, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0748, top1_acc: 0.6750, top5_acc: 0.8586, loss_cls: 1.3348, loss: 2.4097, grad_norm: 8.2547 2021-12-04 03:23:14,495 - mmaction - INFO - Saving checkpoint at 79 epochs 2021-12-04 03:25:19,445 - mmaction - INFO - Epoch [80][20/1345] lr: 1.000e-03, eta: 1 day, 3:26:18, time: 6.087, data_time: 5.123, memory: 8232, loss_aux: 1.0501, top1_acc: 0.6633, top5_acc: 0.8734, loss_cls: 1.3100, loss: 2.3601, grad_norm: 8.4285 2021-12-04 03:25:38,549 - mmaction - INFO - Epoch [80][40/1345] lr: 1.000e-03, eta: 1 day, 3:25:56, time: 0.955, data_time: 0.003, memory: 8232, loss_aux: 1.1056, top1_acc: 0.6531, top5_acc: 0.8617, loss_cls: 1.4025, loss: 2.5081, grad_norm: 8.6963 2021-12-04 03:25:57,635 - mmaction - INFO - Epoch [80][60/1345] lr: 1.000e-03, eta: 1 day, 3:25:34, time: 0.954, data_time: 0.001, memory: 8232, loss_aux: 1.0941, top1_acc: 0.6602, top5_acc: 0.8781, loss_cls: 1.3559, loss: 2.4500, grad_norm: 8.4756 2021-12-04 03:26:16,785 - mmaction - INFO - Epoch [80][80/1345] lr: 1.000e-03, eta: 1 day, 3:25:12, time: 0.957, data_time: 0.002, memory: 8232, loss_aux: 1.0715, top1_acc: 0.6531, top5_acc: 0.8562, loss_cls: 1.3849, loss: 2.4564, grad_norm: 8.1831 2021-12-04 03:26:35,960 - mmaction - INFO - Epoch [80][100/1345] lr: 1.000e-03, eta: 1 day, 3:24:50, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0571, top1_acc: 0.6680, top5_acc: 0.8719, loss_cls: 1.3020, loss: 2.3591, grad_norm: 8.2642 2021-12-04 03:26:55,119 - mmaction - INFO - Epoch [80][120/1345] lr: 1.000e-03, eta: 1 day, 3:24:28, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.0960, top1_acc: 0.6344, top5_acc: 0.8609, loss_cls: 1.4331, loss: 2.5291, grad_norm: 8.5322 2021-12-04 03:27:14,307 - mmaction - INFO - Epoch [80][140/1345] lr: 1.000e-03, eta: 1 day, 3:24:06, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0798, top1_acc: 0.6523, top5_acc: 0.8500, loss_cls: 1.3882, loss: 2.4680, grad_norm: 8.3760 2021-12-04 03:27:33,501 - mmaction - INFO - Epoch [80][160/1345] lr: 1.000e-03, eta: 1 day, 3:23:44, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0723, top1_acc: 0.6398, top5_acc: 0.8570, loss_cls: 1.3906, loss: 2.4629, grad_norm: 8.5547 2021-12-04 03:27:52,720 - mmaction - INFO - Epoch [80][180/1345] lr: 1.000e-03, eta: 1 day, 3:23:22, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0872, top1_acc: 0.6352, top5_acc: 0.8578, loss_cls: 1.4154, loss: 2.5026, grad_norm: 8.5681 2021-12-04 03:28:11,894 - mmaction - INFO - Epoch [80][200/1345] lr: 1.000e-03, eta: 1 day, 3:23:00, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.1119, top1_acc: 0.6320, top5_acc: 0.8398, loss_cls: 1.4595, loss: 2.5714, grad_norm: 8.6454 2021-12-04 03:28:31,114 - mmaction - INFO - Epoch [80][220/1345] lr: 1.000e-03, eta: 1 day, 3:22:38, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0373, top1_acc: 0.6617, top5_acc: 0.8711, loss_cls: 1.3152, loss: 2.3525, grad_norm: 8.1208 2021-12-04 03:28:50,347 - mmaction - INFO - Epoch [80][240/1345] lr: 1.000e-03, eta: 1 day, 3:22:16, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0502, top1_acc: 0.6711, top5_acc: 0.8773, loss_cls: 1.3184, loss: 2.3686, grad_norm: 8.3890 2021-12-04 03:29:09,589 - mmaction - INFO - Epoch [80][260/1345] lr: 1.000e-03, eta: 1 day, 3:21:54, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.1151, top1_acc: 0.6391, top5_acc: 0.8711, loss_cls: 1.4052, loss: 2.5204, grad_norm: 8.6724 2021-12-04 03:29:28,799 - mmaction - INFO - Epoch [80][280/1345] lr: 1.000e-03, eta: 1 day, 3:21:32, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.1040, top1_acc: 0.6484, top5_acc: 0.8555, loss_cls: 1.3923, loss: 2.4963, grad_norm: 8.3554 2021-12-04 03:29:48,010 - mmaction - INFO - Epoch [80][300/1345] lr: 1.000e-03, eta: 1 day, 3:21:10, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0811, top1_acc: 0.6578, top5_acc: 0.8523, loss_cls: 1.3569, loss: 2.4380, grad_norm: 8.4742 2021-12-04 03:30:07,257 - mmaction - INFO - Epoch [80][320/1345] lr: 1.000e-03, eta: 1 day, 3:20:48, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.1049, top1_acc: 0.6422, top5_acc: 0.8531, loss_cls: 1.4369, loss: 2.5418, grad_norm: 8.5627 2021-12-04 03:30:26,483 - mmaction - INFO - Epoch [80][340/1345] lr: 1.000e-03, eta: 1 day, 3:20:26, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0798, top1_acc: 0.6547, top5_acc: 0.8602, loss_cls: 1.3770, loss: 2.4568, grad_norm: 8.2819 2021-12-04 03:30:45,682 - mmaction - INFO - Epoch [80][360/1345] lr: 1.000e-03, eta: 1 day, 3:20:04, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0782, top1_acc: 0.6430, top5_acc: 0.8695, loss_cls: 1.3953, loss: 2.4734, grad_norm: 8.5324 2021-12-04 03:31:04,934 - mmaction - INFO - Epoch [80][380/1345] lr: 1.000e-03, eta: 1 day, 3:19:42, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.0277, top1_acc: 0.6594, top5_acc: 0.8578, loss_cls: 1.3525, loss: 2.3802, grad_norm: 8.2027 2021-12-04 03:31:24,145 - mmaction - INFO - Epoch [80][400/1345] lr: 1.000e-03, eta: 1 day, 3:19:20, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.1237, top1_acc: 0.6344, top5_acc: 0.8445, loss_cls: 1.4376, loss: 2.5613, grad_norm: 8.5381 2021-12-04 03:31:43,354 - mmaction - INFO - Epoch [80][420/1345] lr: 1.000e-03, eta: 1 day, 3:18:58, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0804, top1_acc: 0.6570, top5_acc: 0.8602, loss_cls: 1.3553, loss: 2.4356, grad_norm: 8.3336 2021-12-04 03:32:02,583 - mmaction - INFO - Epoch [80][440/1345] lr: 1.000e-03, eta: 1 day, 3:18:36, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0832, top1_acc: 0.6461, top5_acc: 0.8727, loss_cls: 1.3391, loss: 2.4222, grad_norm: 8.5847 2021-12-04 03:32:21,798 - mmaction - INFO - Epoch [80][460/1345] lr: 1.000e-03, eta: 1 day, 3:18:14, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0988, top1_acc: 0.6539, top5_acc: 0.8562, loss_cls: 1.3699, loss: 2.4687, grad_norm: 8.4021 2021-12-04 03:32:41,034 - mmaction - INFO - Epoch [80][480/1345] lr: 1.000e-03, eta: 1 day, 3:17:52, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0843, top1_acc: 0.6375, top5_acc: 0.8578, loss_cls: 1.3910, loss: 2.4754, grad_norm: 8.4503 2021-12-04 03:33:00,254 - mmaction - INFO - Epoch [80][500/1345] lr: 1.000e-03, eta: 1 day, 3:17:30, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0743, top1_acc: 0.6484, top5_acc: 0.8586, loss_cls: 1.3933, loss: 2.4676, grad_norm: 8.5921 2021-12-04 03:33:19,466 - mmaction - INFO - Epoch [80][520/1345] lr: 1.000e-03, eta: 1 day, 3:17:08, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0894, top1_acc: 0.6508, top5_acc: 0.8680, loss_cls: 1.3810, loss: 2.4704, grad_norm: 8.5862 2021-12-04 03:33:38,673 - mmaction - INFO - Epoch [80][540/1345] lr: 1.000e-03, eta: 1 day, 3:16:46, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.1167, top1_acc: 0.6414, top5_acc: 0.8594, loss_cls: 1.4257, loss: 2.5424, grad_norm: 8.7589 2021-12-04 03:33:57,859 - mmaction - INFO - Epoch [80][560/1345] lr: 1.000e-03, eta: 1 day, 3:16:24, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.1359, top1_acc: 0.6398, top5_acc: 0.8516, loss_cls: 1.4367, loss: 2.5726, grad_norm: 8.6429 2021-12-04 03:34:17,063 - mmaction - INFO - Epoch [80][580/1345] lr: 1.000e-03, eta: 1 day, 3:16:02, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.1367, top1_acc: 0.6422, top5_acc: 0.8523, loss_cls: 1.4648, loss: 2.6015, grad_norm: 8.8063 2021-12-04 03:34:36,286 - mmaction - INFO - Epoch [80][600/1345] lr: 1.000e-03, eta: 1 day, 3:15:40, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0993, top1_acc: 0.6492, top5_acc: 0.8641, loss_cls: 1.3823, loss: 2.4816, grad_norm: 8.5831 2021-12-04 03:34:55,511 - mmaction - INFO - Epoch [80][620/1345] lr: 1.000e-03, eta: 1 day, 3:15:18, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0588, top1_acc: 0.6852, top5_acc: 0.8828, loss_cls: 1.2743, loss: 2.3331, grad_norm: 8.3070 2021-12-04 03:35:14,700 - mmaction - INFO - Epoch [80][640/1345] lr: 1.000e-03, eta: 1 day, 3:14:56, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0698, top1_acc: 0.6719, top5_acc: 0.8789, loss_cls: 1.2818, loss: 2.3516, grad_norm: 8.4010 2021-12-04 03:35:33,892 - mmaction - INFO - Epoch [80][660/1345] lr: 1.000e-03, eta: 1 day, 3:14:34, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0723, top1_acc: 0.6477, top5_acc: 0.8680, loss_cls: 1.3741, loss: 2.4465, grad_norm: 8.5824 2021-12-04 03:35:53,079 - mmaction - INFO - Epoch [80][680/1345] lr: 1.000e-03, eta: 1 day, 3:14:12, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0694, top1_acc: 0.6570, top5_acc: 0.8586, loss_cls: 1.3551, loss: 2.4245, grad_norm: 8.4421 2021-12-04 03:36:12,266 - mmaction - INFO - Epoch [80][700/1345] lr: 1.000e-03, eta: 1 day, 3:13:50, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.1149, top1_acc: 0.6516, top5_acc: 0.8648, loss_cls: 1.3708, loss: 2.4856, grad_norm: 8.3183 2021-12-04 03:36:31,468 - mmaction - INFO - Epoch [80][720/1345] lr: 1.000e-03, eta: 1 day, 3:13:28, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0961, top1_acc: 0.6297, top5_acc: 0.8625, loss_cls: 1.3936, loss: 2.4897, grad_norm: 8.3921 2021-12-04 03:36:50,669 - mmaction - INFO - Epoch [80][740/1345] lr: 1.000e-03, eta: 1 day, 3:13:06, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0727, top1_acc: 0.6500, top5_acc: 0.8594, loss_cls: 1.3709, loss: 2.4436, grad_norm: 8.6500 2021-12-04 03:37:09,871 - mmaction - INFO - Epoch [80][760/1345] lr: 1.000e-03, eta: 1 day, 3:12:44, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0337, top1_acc: 0.6641, top5_acc: 0.8633, loss_cls: 1.3482, loss: 2.3820, grad_norm: 8.5798 2021-12-04 03:37:29,057 - mmaction - INFO - Epoch [80][780/1345] lr: 1.000e-03, eta: 1 day, 3:12:22, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0990, top1_acc: 0.6477, top5_acc: 0.8578, loss_cls: 1.4028, loss: 2.5018, grad_norm: 8.7659 2021-12-04 03:37:48,267 - mmaction - INFO - Epoch [80][800/1345] lr: 1.000e-03, eta: 1 day, 3:12:00, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0865, top1_acc: 0.6484, top5_acc: 0.8555, loss_cls: 1.3617, loss: 2.4482, grad_norm: 8.3224 2021-12-04 03:38:07,457 - mmaction - INFO - Epoch [80][820/1345] lr: 1.000e-03, eta: 1 day, 3:11:38, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0674, top1_acc: 0.6477, top5_acc: 0.8734, loss_cls: 1.3623, loss: 2.4297, grad_norm: 8.6219 2021-12-04 03:38:26,630 - mmaction - INFO - Epoch [80][840/1345] lr: 1.000e-03, eta: 1 day, 3:11:16, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0971, top1_acc: 0.6586, top5_acc: 0.8609, loss_cls: 1.3766, loss: 2.4737, grad_norm: 8.4552 2021-12-04 03:38:45,842 - mmaction - INFO - Epoch [80][860/1345] lr: 1.000e-03, eta: 1 day, 3:10:54, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0439, top1_acc: 0.6547, top5_acc: 0.8727, loss_cls: 1.3073, loss: 2.3512, grad_norm: 8.4244 2021-12-04 03:39:05,066 - mmaction - INFO - Epoch [80][880/1345] lr: 1.000e-03, eta: 1 day, 3:10:32, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.1075, top1_acc: 0.6484, top5_acc: 0.8680, loss_cls: 1.3509, loss: 2.4584, grad_norm: 8.4603 2021-12-04 03:39:24,265 - mmaction - INFO - Epoch [80][900/1345] lr: 1.000e-03, eta: 1 day, 3:10:10, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.1323, top1_acc: 0.6297, top5_acc: 0.8469, loss_cls: 1.4520, loss: 2.5843, grad_norm: 8.9406 2021-12-04 03:39:43,456 - mmaction - INFO - Epoch [80][920/1345] lr: 1.000e-03, eta: 1 day, 3:09:48, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0699, top1_acc: 0.6500, top5_acc: 0.8594, loss_cls: 1.4207, loss: 2.4906, grad_norm: 8.6471 2021-12-04 03:40:02,661 - mmaction - INFO - Epoch [80][940/1345] lr: 1.000e-03, eta: 1 day, 3:09:26, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.1335, top1_acc: 0.6273, top5_acc: 0.8438, loss_cls: 1.4331, loss: 2.5666, grad_norm: 8.7924 2021-12-04 03:40:21,847 - mmaction - INFO - Epoch [80][960/1345] lr: 1.000e-03, eta: 1 day, 3:09:04, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0745, top1_acc: 0.6484, top5_acc: 0.8680, loss_cls: 1.3859, loss: 2.4604, grad_norm: 8.6356 2021-12-04 03:40:41,046 - mmaction - INFO - Epoch [80][980/1345] lr: 1.000e-03, eta: 1 day, 3:08:42, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0643, top1_acc: 0.6570, top5_acc: 0.8703, loss_cls: 1.3393, loss: 2.4035, grad_norm: 8.4086 2021-12-04 03:41:00,256 - mmaction - INFO - Epoch [80][1000/1345] lr: 1.000e-03, eta: 1 day, 3:08:20, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0622, top1_acc: 0.6687, top5_acc: 0.8508, loss_cls: 1.3317, loss: 2.3939, grad_norm: 8.3784 2021-12-04 03:41:19,475 - mmaction - INFO - Epoch [80][1020/1345] lr: 1.000e-03, eta: 1 day, 3:07:58, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0802, top1_acc: 0.6469, top5_acc: 0.8656, loss_cls: 1.3436, loss: 2.4238, grad_norm: 8.3867 2021-12-04 03:41:38,700 - mmaction - INFO - Epoch [80][1040/1345] lr: 1.000e-03, eta: 1 day, 3:07:36, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0678, top1_acc: 0.6508, top5_acc: 0.8734, loss_cls: 1.3554, loss: 2.4232, grad_norm: 8.3581 2021-12-04 03:41:57,921 - mmaction - INFO - Epoch [80][1060/1345] lr: 1.000e-03, eta: 1 day, 3:07:14, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0896, top1_acc: 0.6594, top5_acc: 0.8781, loss_cls: 1.3277, loss: 2.4173, grad_norm: 8.4189 2021-12-04 03:42:17,145 - mmaction - INFO - Epoch [80][1080/1345] lr: 1.000e-03, eta: 1 day, 3:06:52, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.1293, top1_acc: 0.6352, top5_acc: 0.8414, loss_cls: 1.4678, loss: 2.5971, grad_norm: 8.7924 2021-12-04 03:42:36,352 - mmaction - INFO - Epoch [80][1100/1345] lr: 1.000e-03, eta: 1 day, 3:06:30, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0656, top1_acc: 0.6539, top5_acc: 0.8711, loss_cls: 1.3212, loss: 2.3868, grad_norm: 8.3928 2021-12-04 03:42:55,563 - mmaction - INFO - Epoch [80][1120/1345] lr: 1.000e-03, eta: 1 day, 3:06:08, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.1251, top1_acc: 0.6375, top5_acc: 0.8508, loss_cls: 1.4072, loss: 2.5323, grad_norm: 8.7118 2021-12-04 03:43:14,803 - mmaction - INFO - Epoch [80][1140/1345] lr: 1.000e-03, eta: 1 day, 3:05:46, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0972, top1_acc: 0.6570, top5_acc: 0.8562, loss_cls: 1.3628, loss: 2.4601, grad_norm: 8.4234 2021-12-04 03:43:34,054 - mmaction - INFO - Epoch [80][1160/1345] lr: 1.000e-03, eta: 1 day, 3:05:24, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.1281, top1_acc: 0.6289, top5_acc: 0.8477, loss_cls: 1.4583, loss: 2.5864, grad_norm: 8.5877 2021-12-04 03:43:53,360 - mmaction - INFO - Epoch [80][1180/1345] lr: 1.000e-03, eta: 1 day, 3:05:03, time: 0.965, data_time: 0.001, memory: 8232, loss_aux: 1.1255, top1_acc: 0.6195, top5_acc: 0.8445, loss_cls: 1.4539, loss: 2.5794, grad_norm: 8.7058 2021-12-04 03:44:12,593 - mmaction - INFO - Epoch [80][1200/1345] lr: 1.000e-03, eta: 1 day, 3:04:41, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.1033, top1_acc: 0.6375, top5_acc: 0.8570, loss_cls: 1.4268, loss: 2.5301, grad_norm: 8.9406 2021-12-04 03:44:31,841 - mmaction - INFO - Epoch [80][1220/1345] lr: 1.000e-03, eta: 1 day, 3:04:19, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0738, top1_acc: 0.6656, top5_acc: 0.8641, loss_cls: 1.3255, loss: 2.3993, grad_norm: 8.7074 2021-12-04 03:44:51,094 - mmaction - INFO - Epoch [80][1240/1345] lr: 1.000e-03, eta: 1 day, 3:03:57, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.0649, top1_acc: 0.6695, top5_acc: 0.8812, loss_cls: 1.3068, loss: 2.3716, grad_norm: 8.6193 2021-12-04 03:45:10,356 - mmaction - INFO - Epoch [80][1260/1345] lr: 1.000e-03, eta: 1 day, 3:03:35, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.0904, top1_acc: 0.6477, top5_acc: 0.8602, loss_cls: 1.4019, loss: 2.4923, grad_norm: 8.6164 2021-12-04 03:45:29,594 - mmaction - INFO - Epoch [80][1280/1345] lr: 1.000e-03, eta: 1 day, 3:03:13, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0592, top1_acc: 0.6633, top5_acc: 0.8766, loss_cls: 1.3418, loss: 2.4010, grad_norm: 8.5026 2021-12-04 03:45:48,841 - mmaction - INFO - Epoch [80][1300/1345] lr: 1.000e-03, eta: 1 day, 3:02:51, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0888, top1_acc: 0.6570, top5_acc: 0.8602, loss_cls: 1.3447, loss: 2.4335, grad_norm: 8.3990 2021-12-04 03:46:08,052 - mmaction - INFO - Epoch [80][1320/1345] lr: 1.000e-03, eta: 1 day, 3:02:29, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0705, top1_acc: 0.6703, top5_acc: 0.8641, loss_cls: 1.3322, loss: 2.4027, grad_norm: 8.3678 2021-12-04 03:46:27,314 - mmaction - INFO - Epoch [80][1340/1345] lr: 1.000e-03, eta: 1 day, 3:02:07, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.0491, top1_acc: 0.6555, top5_acc: 0.8609, loss_cls: 1.3395, loss: 2.3885, grad_norm: 8.5033 2021-12-04 03:46:32,891 - mmaction - INFO - Saving checkpoint at 80 epochs 2021-12-04 03:48:38,697 - mmaction - INFO - Epoch [81][20/1345] lr: 1.000e-03, eta: 1 day, 3:03:06, time: 6.125, data_time: 5.140, memory: 8232, loss_aux: 1.1201, top1_acc: 0.6422, top5_acc: 0.8523, loss_cls: 1.4216, loss: 2.5416, grad_norm: 8.7847 2021-12-04 03:48:57,814 - mmaction - INFO - Epoch [81][40/1345] lr: 1.000e-03, eta: 1 day, 3:02:44, time: 0.956, data_time: 0.003, memory: 8232, loss_aux: 1.0813, top1_acc: 0.6484, top5_acc: 0.8578, loss_cls: 1.3879, loss: 2.4692, grad_norm: 8.6074 2021-12-04 03:49:16,945 - mmaction - INFO - Epoch [81][60/1345] lr: 1.000e-03, eta: 1 day, 3:02:22, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 1.0703, top1_acc: 0.6500, top5_acc: 0.8633, loss_cls: 1.3396, loss: 2.4100, grad_norm: 8.5171 2021-12-04 03:49:36,105 - mmaction - INFO - Epoch [81][80/1345] lr: 1.000e-03, eta: 1 day, 3:02:00, time: 0.958, data_time: 0.002, memory: 8232, loss_aux: 1.0766, top1_acc: 0.6500, top5_acc: 0.8594, loss_cls: 1.3479, loss: 2.4245, grad_norm: 8.3601 2021-12-04 03:49:55,256 - mmaction - INFO - Epoch [81][100/1345] lr: 1.000e-03, eta: 1 day, 3:01:38, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.0894, top1_acc: 0.6422, top5_acc: 0.8742, loss_cls: 1.3654, loss: 2.4548, grad_norm: 8.7232 2021-12-04 03:50:14,398 - mmaction - INFO - Epoch [81][120/1345] lr: 1.000e-03, eta: 1 day, 3:01:16, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 1.0695, top1_acc: 0.6609, top5_acc: 0.8688, loss_cls: 1.3292, loss: 2.3987, grad_norm: 8.6230 2021-12-04 03:50:33,569 - mmaction - INFO - Epoch [81][140/1345] lr: 1.000e-03, eta: 1 day, 3:00:54, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0503, top1_acc: 0.6672, top5_acc: 0.8602, loss_cls: 1.3187, loss: 2.3690, grad_norm: 8.4762 2021-12-04 03:50:52,718 - mmaction - INFO - Epoch [81][160/1345] lr: 1.000e-03, eta: 1 day, 3:00:32, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 1.0867, top1_acc: 0.6594, top5_acc: 0.8734, loss_cls: 1.3142, loss: 2.4009, grad_norm: 8.5404 2021-12-04 03:51:11,895 - mmaction - INFO - Epoch [81][180/1345] lr: 1.000e-03, eta: 1 day, 3:00:10, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0883, top1_acc: 0.6492, top5_acc: 0.8703, loss_cls: 1.3573, loss: 2.4456, grad_norm: 8.7023 2021-12-04 03:51:31,064 - mmaction - INFO - Epoch [81][200/1345] lr: 1.000e-03, eta: 1 day, 2:59:48, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.0856, top1_acc: 0.6539, top5_acc: 0.8539, loss_cls: 1.3833, loss: 2.4690, grad_norm: 8.6002 2021-12-04 03:51:50,244 - mmaction - INFO - Epoch [81][220/1345] lr: 1.000e-03, eta: 1 day, 2:59:26, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0930, top1_acc: 0.6594, top5_acc: 0.8555, loss_cls: 1.3747, loss: 2.4677, grad_norm: 8.4381 2021-12-04 03:52:09,400 - mmaction - INFO - Epoch [81][240/1345] lr: 1.000e-03, eta: 1 day, 2:59:03, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.0487, top1_acc: 0.6781, top5_acc: 0.8688, loss_cls: 1.3104, loss: 2.3591, grad_norm: 8.4522 2021-12-04 03:52:28,547 - mmaction - INFO - Epoch [81][260/1345] lr: 1.000e-03, eta: 1 day, 2:58:41, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 1.0585, top1_acc: 0.6438, top5_acc: 0.8859, loss_cls: 1.3061, loss: 2.3645, grad_norm: 8.4149 2021-12-04 03:52:47,705 - mmaction - INFO - Epoch [81][280/1345] lr: 1.000e-03, eta: 1 day, 2:58:19, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.0588, top1_acc: 0.6633, top5_acc: 0.8750, loss_cls: 1.2854, loss: 2.3443, grad_norm: 8.6000 2021-12-04 03:53:06,883 - mmaction - INFO - Epoch [81][300/1345] lr: 1.000e-03, eta: 1 day, 2:57:57, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0872, top1_acc: 0.6609, top5_acc: 0.8602, loss_cls: 1.3589, loss: 2.4461, grad_norm: 8.5715 2021-12-04 03:53:26,070 - mmaction - INFO - Epoch [81][320/1345] lr: 1.000e-03, eta: 1 day, 2:57:35, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0850, top1_acc: 0.6633, top5_acc: 0.8734, loss_cls: 1.3173, loss: 2.4024, grad_norm: 8.3627 2021-12-04 03:53:45,234 - mmaction - INFO - Epoch [81][340/1345] lr: 1.000e-03, eta: 1 day, 2:57:13, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.1096, top1_acc: 0.6422, top5_acc: 0.8648, loss_cls: 1.4029, loss: 2.5125, grad_norm: 8.7254 2021-12-04 03:54:04,396 - mmaction - INFO - Epoch [81][360/1345] lr: 1.000e-03, eta: 1 day, 2:56:51, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.0901, top1_acc: 0.6469, top5_acc: 0.8672, loss_cls: 1.3551, loss: 2.4452, grad_norm: 8.7708 2021-12-04 03:54:23,558 - mmaction - INFO - Epoch [81][380/1345] lr: 1.000e-03, eta: 1 day, 2:56:29, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.0595, top1_acc: 0.6375, top5_acc: 0.8703, loss_cls: 1.3891, loss: 2.4486, grad_norm: 8.6425 2021-12-04 03:54:42,736 - mmaction - INFO - Epoch [81][400/1345] lr: 1.000e-03, eta: 1 day, 2:56:07, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0821, top1_acc: 0.6523, top5_acc: 0.8719, loss_cls: 1.3381, loss: 2.4202, grad_norm: 8.8006 2021-12-04 03:55:01,964 - mmaction - INFO - Epoch [81][420/1345] lr: 1.000e-03, eta: 1 day, 2:55:45, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0627, top1_acc: 0.6641, top5_acc: 0.8758, loss_cls: 1.2867, loss: 2.3494, grad_norm: 8.5894 2021-12-04 03:55:21,170 - mmaction - INFO - Epoch [81][440/1345] lr: 1.000e-03, eta: 1 day, 2:55:23, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.1076, top1_acc: 0.6602, top5_acc: 0.8602, loss_cls: 1.3714, loss: 2.4790, grad_norm: 8.6988 2021-12-04 03:55:40,388 - mmaction - INFO - Epoch [81][460/1345] lr: 1.000e-03, eta: 1 day, 2:55:02, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0754, top1_acc: 0.6531, top5_acc: 0.8750, loss_cls: 1.3417, loss: 2.4172, grad_norm: 8.5342 2021-12-04 03:55:59,659 - mmaction - INFO - Epoch [81][480/1345] lr: 1.000e-03, eta: 1 day, 2:54:40, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.1379, top1_acc: 0.6180, top5_acc: 0.8492, loss_cls: 1.4827, loss: 2.6206, grad_norm: 9.1795 2021-12-04 03:56:18,891 - mmaction - INFO - Epoch [81][500/1345] lr: 1.000e-03, eta: 1 day, 2:54:18, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0464, top1_acc: 0.6695, top5_acc: 0.8688, loss_cls: 1.2967, loss: 2.3431, grad_norm: 8.3038 2021-12-04 03:56:38,124 - mmaction - INFO - Epoch [81][520/1345] lr: 1.000e-03, eta: 1 day, 2:53:56, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0423, top1_acc: 0.6844, top5_acc: 0.8844, loss_cls: 1.2704, loss: 2.3126, grad_norm: 8.4334 2021-12-04 03:56:57,375 - mmaction - INFO - Epoch [81][540/1345] lr: 1.000e-03, eta: 1 day, 2:53:34, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.0953, top1_acc: 0.6484, top5_acc: 0.8656, loss_cls: 1.3680, loss: 2.4633, grad_norm: 8.5106 2021-12-04 03:57:16,606 - mmaction - INFO - Epoch [81][560/1345] lr: 1.000e-03, eta: 1 day, 2:53:12, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.1046, top1_acc: 0.6625, top5_acc: 0.8586, loss_cls: 1.4273, loss: 2.5319, grad_norm: 9.0333 2021-12-04 03:57:35,856 - mmaction - INFO - Epoch [81][580/1345] lr: 1.000e-03, eta: 1 day, 2:52:50, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0521, top1_acc: 0.6570, top5_acc: 0.8672, loss_cls: 1.3144, loss: 2.3665, grad_norm: 8.5930 2021-12-04 03:57:55,086 - mmaction - INFO - Epoch [81][600/1345] lr: 1.000e-03, eta: 1 day, 2:52:28, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.1103, top1_acc: 0.6312, top5_acc: 0.8492, loss_cls: 1.4420, loss: 2.5524, grad_norm: 9.0224 2021-12-04 03:58:14,336 - mmaction - INFO - Epoch [81][620/1345] lr: 1.000e-03, eta: 1 day, 2:52:06, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0627, top1_acc: 0.6469, top5_acc: 0.8820, loss_cls: 1.3138, loss: 2.3764, grad_norm: 8.5869 2021-12-04 03:58:33,612 - mmaction - INFO - Epoch [81][640/1345] lr: 1.000e-03, eta: 1 day, 2:51:44, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 1.0583, top1_acc: 0.6664, top5_acc: 0.8781, loss_cls: 1.3034, loss: 2.3617, grad_norm: 8.4942 2021-12-04 03:58:52,873 - mmaction - INFO - Epoch [81][660/1345] lr: 1.000e-03, eta: 1 day, 2:51:22, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.0670, top1_acc: 0.6633, top5_acc: 0.8727, loss_cls: 1.2739, loss: 2.3409, grad_norm: 8.6040 2021-12-04 03:59:12,118 - mmaction - INFO - Epoch [81][680/1345] lr: 1.000e-03, eta: 1 day, 2:51:00, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0716, top1_acc: 0.6727, top5_acc: 0.8703, loss_cls: 1.3204, loss: 2.3920, grad_norm: 8.6579 2021-12-04 03:59:31,358 - mmaction - INFO - Epoch [81][700/1345] lr: 1.000e-03, eta: 1 day, 2:50:38, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0627, top1_acc: 0.6641, top5_acc: 0.8750, loss_cls: 1.3169, loss: 2.3796, grad_norm: 8.6810 2021-12-04 03:59:50,576 - mmaction - INFO - Epoch [81][720/1345] lr: 1.000e-03, eta: 1 day, 2:50:16, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0598, top1_acc: 0.6719, top5_acc: 0.8719, loss_cls: 1.3024, loss: 2.3622, grad_norm: 8.5796 2021-12-04 04:00:09,811 - mmaction - INFO - Epoch [81][740/1345] lr: 1.000e-03, eta: 1 day, 2:49:55, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0958, top1_acc: 0.6414, top5_acc: 0.8547, loss_cls: 1.3931, loss: 2.4889, grad_norm: 8.7535 2021-12-04 04:00:29,039 - mmaction - INFO - Epoch [81][760/1345] lr: 1.000e-03, eta: 1 day, 2:49:33, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0790, top1_acc: 0.6539, top5_acc: 0.8680, loss_cls: 1.3562, loss: 2.4352, grad_norm: 8.7079 2021-12-04 04:00:48,283 - mmaction - INFO - Epoch [81][780/1345] lr: 1.000e-03, eta: 1 day, 2:49:11, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0185, top1_acc: 0.6750, top5_acc: 0.8906, loss_cls: 1.2412, loss: 2.2597, grad_norm: 8.6333 2021-12-04 04:01:07,507 - mmaction - INFO - Epoch [81][800/1345] lr: 1.000e-03, eta: 1 day, 2:48:49, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0803, top1_acc: 0.6609, top5_acc: 0.8609, loss_cls: 1.3639, loss: 2.4443, grad_norm: 8.7486 2021-12-04 04:01:26,699 - mmaction - INFO - Epoch [81][820/1345] lr: 1.000e-03, eta: 1 day, 2:48:27, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0693, top1_acc: 0.6516, top5_acc: 0.8617, loss_cls: 1.3521, loss: 2.4214, grad_norm: 8.8220 2021-12-04 04:01:45,923 - mmaction - INFO - Epoch [81][840/1345] lr: 1.000e-03, eta: 1 day, 2:48:05, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0587, top1_acc: 0.6633, top5_acc: 0.8586, loss_cls: 1.3593, loss: 2.4180, grad_norm: 8.4157 2021-12-04 04:02:05,128 - mmaction - INFO - Epoch [81][860/1345] lr: 1.000e-03, eta: 1 day, 2:47:43, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0423, top1_acc: 0.6703, top5_acc: 0.8781, loss_cls: 1.2870, loss: 2.3293, grad_norm: 8.4071 2021-12-04 04:02:24,332 - mmaction - INFO - Epoch [81][880/1345] lr: 1.000e-03, eta: 1 day, 2:47:21, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.1023, top1_acc: 0.6570, top5_acc: 0.8656, loss_cls: 1.3718, loss: 2.4742, grad_norm: 8.9127 2021-12-04 04:02:43,524 - mmaction - INFO - Epoch [81][900/1345] lr: 1.000e-03, eta: 1 day, 2:46:59, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0907, top1_acc: 0.6359, top5_acc: 0.8484, loss_cls: 1.3760, loss: 2.4666, grad_norm: 8.5089 2021-12-04 04:03:02,735 - mmaction - INFO - Epoch [81][920/1345] lr: 1.000e-03, eta: 1 day, 2:46:37, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0178, top1_acc: 0.6687, top5_acc: 0.8828, loss_cls: 1.2759, loss: 2.2937, grad_norm: 8.4140 2021-12-04 04:03:21,940 - mmaction - INFO - Epoch [81][940/1345] lr: 1.000e-03, eta: 1 day, 2:46:15, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0546, top1_acc: 0.6500, top5_acc: 0.8820, loss_cls: 1.3071, loss: 2.3617, grad_norm: 8.4175 2021-12-04 04:03:41,156 - mmaction - INFO - Epoch [81][960/1345] lr: 1.000e-03, eta: 1 day, 2:45:53, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.1010, top1_acc: 0.6352, top5_acc: 0.8555, loss_cls: 1.4374, loss: 2.5384, grad_norm: 8.9841 2021-12-04 04:04:00,361 - mmaction - INFO - Epoch [81][980/1345] lr: 1.000e-03, eta: 1 day, 2:45:31, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.1176, top1_acc: 0.6328, top5_acc: 0.8602, loss_cls: 1.4235, loss: 2.5411, grad_norm: 8.9254 2021-12-04 04:04:19,560 - mmaction - INFO - Epoch [81][1000/1345] lr: 1.000e-03, eta: 1 day, 2:45:09, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0836, top1_acc: 0.6641, top5_acc: 0.8570, loss_cls: 1.3783, loss: 2.4619, grad_norm: 8.8081 2021-12-04 04:04:38,749 - mmaction - INFO - Epoch [81][1020/1345] lr: 1.000e-03, eta: 1 day, 2:44:47, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.1176, top1_acc: 0.6320, top5_acc: 0.8633, loss_cls: 1.4120, loss: 2.5296, grad_norm: 8.8365 2021-12-04 04:04:57,952 - mmaction - INFO - Epoch [81][1040/1345] lr: 1.000e-03, eta: 1 day, 2:44:25, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0556, top1_acc: 0.6555, top5_acc: 0.8688, loss_cls: 1.3514, loss: 2.4070, grad_norm: 8.6263 2021-12-04 04:05:17,143 - mmaction - INFO - Epoch [81][1060/1345] lr: 1.000e-03, eta: 1 day, 2:44:03, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0580, top1_acc: 0.6586, top5_acc: 0.8648, loss_cls: 1.3163, loss: 2.3743, grad_norm: 8.4718 2021-12-04 04:05:36,327 - mmaction - INFO - Epoch [81][1080/1345] lr: 1.000e-03, eta: 1 day, 2:43:41, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0760, top1_acc: 0.6586, top5_acc: 0.8688, loss_cls: 1.3348, loss: 2.4109, grad_norm: 8.6125 2021-12-04 04:05:55,492 - mmaction - INFO - Epoch [81][1100/1345] lr: 1.000e-03, eta: 1 day, 2:43:19, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.0441, top1_acc: 0.6656, top5_acc: 0.8758, loss_cls: 1.2871, loss: 2.3312, grad_norm: 8.6084 2021-12-04 04:06:14,698 - mmaction - INFO - Epoch [81][1120/1345] lr: 1.000e-03, eta: 1 day, 2:42:58, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0526, top1_acc: 0.6617, top5_acc: 0.8547, loss_cls: 1.3792, loss: 2.4318, grad_norm: 8.8402 2021-12-04 04:06:33,892 - mmaction - INFO - Epoch [81][1140/1345] lr: 1.000e-03, eta: 1 day, 2:42:36, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0550, top1_acc: 0.6648, top5_acc: 0.8695, loss_cls: 1.3099, loss: 2.3649, grad_norm: 8.6241 2021-12-04 04:06:53,072 - mmaction - INFO - Epoch [81][1160/1345] lr: 1.000e-03, eta: 1 day, 2:42:14, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0601, top1_acc: 0.6477, top5_acc: 0.8875, loss_cls: 1.2947, loss: 2.3548, grad_norm: 8.5881 2021-12-04 04:07:12,284 - mmaction - INFO - Epoch [81][1180/1345] lr: 1.000e-03, eta: 1 day, 2:41:52, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.1003, top1_acc: 0.6484, top5_acc: 0.8656, loss_cls: 1.3812, loss: 2.4814, grad_norm: 9.0359 2021-12-04 04:07:31,435 - mmaction - INFO - Epoch [81][1200/1345] lr: 1.000e-03, eta: 1 day, 2:41:30, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 1.0767, top1_acc: 0.6477, top5_acc: 0.8695, loss_cls: 1.3526, loss: 2.4293, grad_norm: 8.8123 2021-12-04 04:07:50,626 - mmaction - INFO - Epoch [81][1220/1345] lr: 1.000e-03, eta: 1 day, 2:41:08, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0394, top1_acc: 0.6695, top5_acc: 0.8750, loss_cls: 1.2683, loss: 2.3077, grad_norm: 8.8267 2021-12-04 04:08:09,791 - mmaction - INFO - Epoch [81][1240/1345] lr: 1.000e-03, eta: 1 day, 2:40:46, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.0250, top1_acc: 0.6656, top5_acc: 0.8734, loss_cls: 1.3164, loss: 2.3414, grad_norm: 8.8252 2021-12-04 04:08:28,988 - mmaction - INFO - Epoch [81][1260/1345] lr: 1.000e-03, eta: 1 day, 2:40:24, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0431, top1_acc: 0.6547, top5_acc: 0.8531, loss_cls: 1.3270, loss: 2.3701, grad_norm: 8.7048 2021-12-04 04:08:48,186 - mmaction - INFO - Epoch [81][1280/1345] lr: 1.000e-03, eta: 1 day, 2:40:02, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0954, top1_acc: 0.6469, top5_acc: 0.8523, loss_cls: 1.4436, loss: 2.5389, grad_norm: 9.3045 2021-12-04 04:09:07,366 - mmaction - INFO - Epoch [81][1300/1345] lr: 1.000e-03, eta: 1 day, 2:39:40, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0329, top1_acc: 0.6672, top5_acc: 0.8742, loss_cls: 1.2883, loss: 2.3212, grad_norm: 8.7339 2021-12-04 04:09:26,560 - mmaction - INFO - Epoch [81][1320/1345] lr: 1.000e-03, eta: 1 day, 2:39:18, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0578, top1_acc: 0.6664, top5_acc: 0.8617, loss_cls: 1.2972, loss: 2.3550, grad_norm: 8.6776 2021-12-04 04:09:45,758 - mmaction - INFO - Epoch [81][1340/1345] lr: 1.000e-03, eta: 1 day, 2:38:56, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0643, top1_acc: 0.6438, top5_acc: 0.8641, loss_cls: 1.3504, loss: 2.4146, grad_norm: 8.9507 2021-12-04 04:09:51,353 - mmaction - INFO - Saving checkpoint at 81 epochs 2021-12-04 04:11:56,738 - mmaction - INFO - Epoch [82][20/1345] lr: 1.000e-03, eta: 1 day, 2:39:52, time: 6.110, data_time: 5.130, memory: 8232, loss_aux: 1.0446, top1_acc: 0.6742, top5_acc: 0.8648, loss_cls: 1.2948, loss: 2.3394, grad_norm: 8.6583 2021-12-04 04:12:15,890 - mmaction - INFO - Epoch [82][40/1345] lr: 1.000e-03, eta: 1 day, 2:39:30, time: 0.958, data_time: 0.003, memory: 8232, loss_aux: 1.0690, top1_acc: 0.6742, top5_acc: 0.8703, loss_cls: 1.2955, loss: 2.3645, grad_norm: 8.5974 2021-12-04 04:12:35,040 - mmaction - INFO - Epoch [82][60/1345] lr: 1.000e-03, eta: 1 day, 2:39:08, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 1.0729, top1_acc: 0.6641, top5_acc: 0.8625, loss_cls: 1.3200, loss: 2.3930, grad_norm: 8.7236 2021-12-04 04:12:54,233 - mmaction - INFO - Epoch [82][80/1345] lr: 1.000e-03, eta: 1 day, 2:38:46, time: 0.960, data_time: 0.002, memory: 8232, loss_aux: 1.0252, top1_acc: 0.6875, top5_acc: 0.8906, loss_cls: 1.2121, loss: 2.2374, grad_norm: 8.5562 2021-12-04 04:13:13,458 - mmaction - INFO - Epoch [82][100/1345] lr: 1.000e-03, eta: 1 day, 2:38:24, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0383, top1_acc: 0.6664, top5_acc: 0.8750, loss_cls: 1.2794, loss: 2.3177, grad_norm: 8.9969 2021-12-04 04:13:32,711 - mmaction - INFO - Epoch [82][120/1345] lr: 1.000e-03, eta: 1 day, 2:38:03, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.0575, top1_acc: 0.6484, top5_acc: 0.8664, loss_cls: 1.3376, loss: 2.3951, grad_norm: 8.6041 2021-12-04 04:13:52,001 - mmaction - INFO - Epoch [82][140/1345] lr: 1.000e-03, eta: 1 day, 2:37:41, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 1.0704, top1_acc: 0.6617, top5_acc: 0.8672, loss_cls: 1.3278, loss: 2.3982, grad_norm: 8.6668 2021-12-04 04:14:11,266 - mmaction - INFO - Epoch [82][160/1345] lr: 1.000e-03, eta: 1 day, 2:37:19, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.0510, top1_acc: 0.6680, top5_acc: 0.8766, loss_cls: 1.2799, loss: 2.3309, grad_norm: 8.5885 2021-12-04 04:14:30,541 - mmaction - INFO - Epoch [82][180/1345] lr: 1.000e-03, eta: 1 day, 2:36:57, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 1.0378, top1_acc: 0.6867, top5_acc: 0.8742, loss_cls: 1.2551, loss: 2.2929, grad_norm: 8.5738 2021-12-04 04:14:49,779 - mmaction - INFO - Epoch [82][200/1345] lr: 1.000e-03, eta: 1 day, 2:36:35, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.1358, top1_acc: 0.6258, top5_acc: 0.8414, loss_cls: 1.4418, loss: 2.5776, grad_norm: 9.0930 2021-12-04 04:15:09,030 - mmaction - INFO - Epoch [82][220/1345] lr: 1.000e-03, eta: 1 day, 2:36:13, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.0773, top1_acc: 0.6484, top5_acc: 0.8578, loss_cls: 1.3767, loss: 2.4540, grad_norm: 8.6536 2021-12-04 04:15:28,256 - mmaction - INFO - Epoch [82][240/1345] lr: 1.000e-03, eta: 1 day, 2:35:51, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.1098, top1_acc: 0.6602, top5_acc: 0.8750, loss_cls: 1.3253, loss: 2.4351, grad_norm: 8.9192 2021-12-04 04:15:47,502 - mmaction - INFO - Epoch [82][260/1345] lr: 1.000e-03, eta: 1 day, 2:35:29, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0839, top1_acc: 0.6656, top5_acc: 0.8609, loss_cls: 1.3370, loss: 2.4209, grad_norm: 8.9054 2021-12-04 04:16:06,742 - mmaction - INFO - Epoch [82][280/1345] lr: 1.000e-03, eta: 1 day, 2:35:07, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0671, top1_acc: 0.6531, top5_acc: 0.8727, loss_cls: 1.3338, loss: 2.4009, grad_norm: 8.7596 2021-12-04 04:16:25,978 - mmaction - INFO - Epoch [82][300/1345] lr: 1.000e-03, eta: 1 day, 2:34:45, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0499, top1_acc: 0.6609, top5_acc: 0.8617, loss_cls: 1.3402, loss: 2.3901, grad_norm: 8.8400 2021-12-04 04:16:45,186 - mmaction - INFO - Epoch [82][320/1345] lr: 1.000e-03, eta: 1 day, 2:34:23, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0583, top1_acc: 0.6750, top5_acc: 0.8641, loss_cls: 1.3404, loss: 2.3987, grad_norm: 8.9391 2021-12-04 04:17:04,423 - mmaction - INFO - Epoch [82][340/1345] lr: 1.000e-03, eta: 1 day, 2:34:02, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0542, top1_acc: 0.6719, top5_acc: 0.8570, loss_cls: 1.3418, loss: 2.3960, grad_norm: 8.6739 2021-12-04 04:17:23,653 - mmaction - INFO - Epoch [82][360/1345] lr: 1.000e-03, eta: 1 day, 2:33:40, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0872, top1_acc: 0.6484, top5_acc: 0.8656, loss_cls: 1.3767, loss: 2.4639, grad_norm: 8.7565 2021-12-04 04:17:42,895 - mmaction - INFO - Epoch [82][380/1345] lr: 1.000e-03, eta: 1 day, 2:33:18, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0424, top1_acc: 0.6539, top5_acc: 0.8742, loss_cls: 1.3183, loss: 2.3607, grad_norm: 8.7094 2021-12-04 04:18:02,173 - mmaction - INFO - Epoch [82][400/1345] lr: 1.000e-03, eta: 1 day, 2:32:56, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 1.0960, top1_acc: 0.6648, top5_acc: 0.8789, loss_cls: 1.3420, loss: 2.4380, grad_norm: 8.9854 2021-12-04 04:18:21,415 - mmaction - INFO - Epoch [82][420/1345] lr: 1.000e-03, eta: 1 day, 2:32:34, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0908, top1_acc: 0.6477, top5_acc: 0.8664, loss_cls: 1.3396, loss: 2.4304, grad_norm: 8.8915 2021-12-04 04:18:40,640 - mmaction - INFO - Epoch [82][440/1345] lr: 1.000e-03, eta: 1 day, 2:32:12, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.1030, top1_acc: 0.6422, top5_acc: 0.8695, loss_cls: 1.3956, loss: 2.4986, grad_norm: 9.0044 2021-12-04 04:18:59,828 - mmaction - INFO - Epoch [82][460/1345] lr: 1.000e-03, eta: 1 day, 2:31:50, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0623, top1_acc: 0.6789, top5_acc: 0.8695, loss_cls: 1.2949, loss: 2.3571, grad_norm: 8.7832 2021-12-04 04:19:19,020 - mmaction - INFO - Epoch [82][480/1345] lr: 1.000e-03, eta: 1 day, 2:31:28, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0705, top1_acc: 0.6586, top5_acc: 0.8562, loss_cls: 1.3706, loss: 2.4412, grad_norm: 8.7957 2021-12-04 04:19:38,233 - mmaction - INFO - Epoch [82][500/1345] lr: 1.000e-03, eta: 1 day, 2:31:06, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0346, top1_acc: 0.6609, top5_acc: 0.8656, loss_cls: 1.3049, loss: 2.3395, grad_norm: 8.6877 2021-12-04 04:19:57,413 - mmaction - INFO - Epoch [82][520/1345] lr: 1.000e-03, eta: 1 day, 2:30:44, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0623, top1_acc: 0.6492, top5_acc: 0.8742, loss_cls: 1.3100, loss: 2.3723, grad_norm: 8.8396 2021-12-04 04:20:16,607 - mmaction - INFO - Epoch [82][540/1345] lr: 1.000e-03, eta: 1 day, 2:30:22, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0680, top1_acc: 0.6586, top5_acc: 0.8742, loss_cls: 1.3196, loss: 2.3876, grad_norm: 9.0136 2021-12-04 04:20:35,819 - mmaction - INFO - Epoch [82][560/1345] lr: 1.000e-03, eta: 1 day, 2:30:00, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0560, top1_acc: 0.6641, top5_acc: 0.8672, loss_cls: 1.3230, loss: 2.3790, grad_norm: 8.6991 2021-12-04 04:20:55,033 - mmaction - INFO - Epoch [82][580/1345] lr: 1.000e-03, eta: 1 day, 2:29:38, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0885, top1_acc: 0.6648, top5_acc: 0.8539, loss_cls: 1.3596, loss: 2.4481, grad_norm: 8.6834 2021-12-04 04:21:14,241 - mmaction - INFO - Epoch [82][600/1345] lr: 1.000e-03, eta: 1 day, 2:29:16, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0571, top1_acc: 0.6680, top5_acc: 0.8633, loss_cls: 1.3127, loss: 2.3697, grad_norm: 8.7103 2021-12-04 04:21:33,438 - mmaction - INFO - Epoch [82][620/1345] lr: 1.000e-03, eta: 1 day, 2:28:55, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0509, top1_acc: 0.6672, top5_acc: 0.8680, loss_cls: 1.3131, loss: 2.3641, grad_norm: 8.9309 2021-12-04 04:21:52,624 - mmaction - INFO - Epoch [82][640/1345] lr: 1.000e-03, eta: 1 day, 2:28:33, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0621, top1_acc: 0.6516, top5_acc: 0.8656, loss_cls: 1.3262, loss: 2.3883, grad_norm: 9.0729 2021-12-04 04:22:11,844 - mmaction - INFO - Epoch [82][660/1345] lr: 1.000e-03, eta: 1 day, 2:28:11, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0311, top1_acc: 0.6648, top5_acc: 0.8656, loss_cls: 1.3037, loss: 2.3348, grad_norm: 8.8038 2021-12-04 04:22:31,034 - mmaction - INFO - Epoch [82][680/1345] lr: 1.000e-03, eta: 1 day, 2:27:49, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0584, top1_acc: 0.6727, top5_acc: 0.8719, loss_cls: 1.2774, loss: 2.3359, grad_norm: 8.8394 2021-12-04 04:22:50,266 - mmaction - INFO - Epoch [82][700/1345] lr: 1.000e-03, eta: 1 day, 2:27:27, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0851, top1_acc: 0.6633, top5_acc: 0.8719, loss_cls: 1.3423, loss: 2.4275, grad_norm: 9.1590 2021-12-04 04:23:09,463 - mmaction - INFO - Epoch [82][720/1345] lr: 1.000e-03, eta: 1 day, 2:27:05, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0876, top1_acc: 0.6594, top5_acc: 0.8586, loss_cls: 1.3608, loss: 2.4484, grad_norm: 8.9589 2021-12-04 04:23:28,653 - mmaction - INFO - Epoch [82][740/1345] lr: 1.000e-03, eta: 1 day, 2:26:43, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0637, top1_acc: 0.6617, top5_acc: 0.8742, loss_cls: 1.3219, loss: 2.3855, grad_norm: 8.8692 2021-12-04 04:23:47,871 - mmaction - INFO - Epoch [82][760/1345] lr: 1.000e-03, eta: 1 day, 2:26:21, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0475, top1_acc: 0.6562, top5_acc: 0.8844, loss_cls: 1.3097, loss: 2.3572, grad_norm: 8.8869 2021-12-04 04:24:07,104 - mmaction - INFO - Epoch [82][780/1345] lr: 1.000e-03, eta: 1 day, 2:25:59, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0515, top1_acc: 0.6664, top5_acc: 0.8641, loss_cls: 1.3155, loss: 2.3670, grad_norm: 8.9144 2021-12-04 04:24:26,308 - mmaction - INFO - Epoch [82][800/1345] lr: 1.000e-03, eta: 1 day, 2:25:37, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0411, top1_acc: 0.6711, top5_acc: 0.8703, loss_cls: 1.2701, loss: 2.3113, grad_norm: 8.5364 2021-12-04 04:24:45,541 - mmaction - INFO - Epoch [82][820/1345] lr: 1.000e-03, eta: 1 day, 2:25:15, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0960, top1_acc: 0.6594, top5_acc: 0.8523, loss_cls: 1.3670, loss: 2.4630, grad_norm: 8.8317 2021-12-04 04:25:04,755 - mmaction - INFO - Epoch [82][840/1345] lr: 1.000e-03, eta: 1 day, 2:24:53, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0556, top1_acc: 0.6687, top5_acc: 0.8688, loss_cls: 1.2908, loss: 2.3464, grad_norm: 8.7025 2021-12-04 04:25:24,003 - mmaction - INFO - Epoch [82][860/1345] lr: 1.000e-03, eta: 1 day, 2:24:32, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0448, top1_acc: 0.6797, top5_acc: 0.8797, loss_cls: 1.2529, loss: 2.2977, grad_norm: 8.6755 2021-12-04 04:25:43,252 - mmaction - INFO - Epoch [82][880/1345] lr: 1.000e-03, eta: 1 day, 2:24:10, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.0759, top1_acc: 0.6469, top5_acc: 0.8586, loss_cls: 1.3679, loss: 2.4437, grad_norm: 8.9500 2021-12-04 04:26:02,535 - mmaction - INFO - Epoch [82][900/1345] lr: 1.000e-03, eta: 1 day, 2:23:48, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 1.0273, top1_acc: 0.6742, top5_acc: 0.8742, loss_cls: 1.2793, loss: 2.3067, grad_norm: 8.5265 2021-12-04 04:26:21,796 - mmaction - INFO - Epoch [82][920/1345] lr: 1.000e-03, eta: 1 day, 2:23:26, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.0559, top1_acc: 0.6695, top5_acc: 0.8648, loss_cls: 1.3236, loss: 2.3796, grad_norm: 8.8806 2021-12-04 04:26:41,057 - mmaction - INFO - Epoch [82][940/1345] lr: 1.000e-03, eta: 1 day, 2:23:04, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.0335, top1_acc: 0.6703, top5_acc: 0.8797, loss_cls: 1.2543, loss: 2.2878, grad_norm: 8.6259 2021-12-04 04:27:00,327 - mmaction - INFO - Epoch [82][960/1345] lr: 1.000e-03, eta: 1 day, 2:22:42, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.0783, top1_acc: 0.6594, top5_acc: 0.8594, loss_cls: 1.3951, loss: 2.4734, grad_norm: 8.8571 2021-12-04 04:27:19,568 - mmaction - INFO - Epoch [82][980/1345] lr: 1.000e-03, eta: 1 day, 2:22:20, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0726, top1_acc: 0.6617, top5_acc: 0.8750, loss_cls: 1.3256, loss: 2.3982, grad_norm: 8.8500 2021-12-04 04:27:38,818 - mmaction - INFO - Epoch [82][1000/1345] lr: 1.000e-03, eta: 1 day, 2:21:59, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0329, top1_acc: 0.6906, top5_acc: 0.8742, loss_cls: 1.2467, loss: 2.2796, grad_norm: 8.5475 2021-12-04 04:27:58,095 - mmaction - INFO - Epoch [82][1020/1345] lr: 1.000e-03, eta: 1 day, 2:21:37, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 1.1073, top1_acc: 0.6562, top5_acc: 0.8547, loss_cls: 1.3853, loss: 2.4925, grad_norm: 8.7983 2021-12-04 04:28:17,354 - mmaction - INFO - Epoch [82][1040/1345] lr: 1.000e-03, eta: 1 day, 2:21:15, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.0976, top1_acc: 0.6547, top5_acc: 0.8695, loss_cls: 1.3608, loss: 2.4584, grad_norm: 9.0766 2021-12-04 04:28:36,616 - mmaction - INFO - Epoch [82][1060/1345] lr: 1.000e-03, eta: 1 day, 2:20:53, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.0755, top1_acc: 0.6648, top5_acc: 0.8578, loss_cls: 1.3374, loss: 2.4129, grad_norm: 8.9447 2021-12-04 04:28:55,891 - mmaction - INFO - Epoch [82][1080/1345] lr: 1.000e-03, eta: 1 day, 2:20:31, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 1.0539, top1_acc: 0.6695, top5_acc: 0.8750, loss_cls: 1.3210, loss: 2.3750, grad_norm: 8.7407 2021-12-04 04:29:15,146 - mmaction - INFO - Epoch [82][1100/1345] lr: 1.000e-03, eta: 1 day, 2:20:09, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.0690, top1_acc: 0.6727, top5_acc: 0.8727, loss_cls: 1.2971, loss: 2.3661, grad_norm: 8.7671 2021-12-04 04:29:34,351 - mmaction - INFO - Epoch [82][1120/1345] lr: 1.000e-03, eta: 1 day, 2:19:47, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0612, top1_acc: 0.6602, top5_acc: 0.8773, loss_cls: 1.2979, loss: 2.3591, grad_norm: 8.8262 2021-12-04 04:29:53,565 - mmaction - INFO - Epoch [82][1140/1345] lr: 1.000e-03, eta: 1 day, 2:19:25, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0622, top1_acc: 0.6633, top5_acc: 0.8609, loss_cls: 1.3214, loss: 2.3836, grad_norm: 8.6662 2021-12-04 04:30:12,763 - mmaction - INFO - Epoch [82][1160/1345] lr: 1.000e-03, eta: 1 day, 2:19:04, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0750, top1_acc: 0.6695, top5_acc: 0.8766, loss_cls: 1.2916, loss: 2.3666, grad_norm: 8.9994 2021-12-04 04:30:31,955 - mmaction - INFO - Epoch [82][1180/1345] lr: 1.000e-03, eta: 1 day, 2:18:42, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0618, top1_acc: 0.6836, top5_acc: 0.8805, loss_cls: 1.2740, loss: 2.3358, grad_norm: 8.8479 2021-12-04 04:30:51,183 - mmaction - INFO - Epoch [82][1200/1345] lr: 1.000e-03, eta: 1 day, 2:18:20, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0929, top1_acc: 0.6547, top5_acc: 0.8633, loss_cls: 1.3465, loss: 2.4395, grad_norm: 8.9882 2021-12-04 04:31:10,394 - mmaction - INFO - Epoch [82][1220/1345] lr: 1.000e-03, eta: 1 day, 2:17:58, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.1025, top1_acc: 0.6531, top5_acc: 0.8625, loss_cls: 1.3724, loss: 2.4749, grad_norm: 8.9632 2021-12-04 04:31:29,614 - mmaction - INFO - Epoch [82][1240/1345] lr: 1.000e-03, eta: 1 day, 2:17:36, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0425, top1_acc: 0.6594, top5_acc: 0.8766, loss_cls: 1.3224, loss: 2.3648, grad_norm: 8.8717 2021-12-04 04:31:48,822 - mmaction - INFO - Epoch [82][1260/1345] lr: 1.000e-03, eta: 1 day, 2:17:14, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0318, top1_acc: 0.6758, top5_acc: 0.8781, loss_cls: 1.2427, loss: 2.2745, grad_norm: 8.7207 2021-12-04 04:32:08,035 - mmaction - INFO - Epoch [82][1280/1345] lr: 1.000e-03, eta: 1 day, 2:16:52, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0644, top1_acc: 0.6641, top5_acc: 0.8594, loss_cls: 1.3148, loss: 2.3793, grad_norm: 8.7825 2021-12-04 04:32:27,230 - mmaction - INFO - Epoch [82][1300/1345] lr: 1.000e-03, eta: 1 day, 2:16:30, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.1063, top1_acc: 0.6344, top5_acc: 0.8648, loss_cls: 1.4376, loss: 2.5439, grad_norm: 9.1768 2021-12-04 04:32:46,433 - mmaction - INFO - Epoch [82][1320/1345] lr: 1.000e-03, eta: 1 day, 2:16:08, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0651, top1_acc: 0.6719, top5_acc: 0.8688, loss_cls: 1.3203, loss: 2.3854, grad_norm: 8.9885 2021-12-04 04:33:05,646 - mmaction - INFO - Epoch [82][1340/1345] lr: 1.000e-03, eta: 1 day, 2:15:46, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0756, top1_acc: 0.6789, top5_acc: 0.8695, loss_cls: 1.3074, loss: 2.3830, grad_norm: 8.8048 2021-12-04 04:33:11,255 - mmaction - INFO - Saving checkpoint at 82 epochs 2021-12-04 04:35:17,789 - mmaction - INFO - Epoch [83][20/1345] lr: 1.000e-03, eta: 1 day, 2:16:42, time: 6.219, data_time: 5.251, memory: 8232, loss_aux: 1.0838, top1_acc: 0.6672, top5_acc: 0.8672, loss_cls: 1.3239, loss: 2.4077, grad_norm: 8.7909 2021-12-04 04:35:36,882 - mmaction - INFO - Epoch [83][40/1345] lr: 1.000e-03, eta: 1 day, 2:16:20, time: 0.955, data_time: 0.003, memory: 8232, loss_aux: 1.0190, top1_acc: 0.6617, top5_acc: 0.8656, loss_cls: 1.2978, loss: 2.3168, grad_norm: 8.5305 2021-12-04 04:35:55,956 - mmaction - INFO - Epoch [83][60/1345] lr: 1.000e-03, eta: 1 day, 2:15:58, time: 0.954, data_time: 0.001, memory: 8232, loss_aux: 1.0562, top1_acc: 0.6555, top5_acc: 0.8688, loss_cls: 1.3094, loss: 2.3655, grad_norm: 8.9057 2021-12-04 04:36:15,084 - mmaction - INFO - Epoch [83][80/1345] lr: 1.000e-03, eta: 1 day, 2:15:36, time: 0.956, data_time: 0.002, memory: 8232, loss_aux: 1.0616, top1_acc: 0.6656, top5_acc: 0.8633, loss_cls: 1.2896, loss: 2.3512, grad_norm: 8.7584 2021-12-04 04:36:34,227 - mmaction - INFO - Epoch [83][100/1345] lr: 1.000e-03, eta: 1 day, 2:15:14, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 1.0731, top1_acc: 0.6687, top5_acc: 0.8680, loss_cls: 1.3140, loss: 2.3871, grad_norm: 8.9579 2021-12-04 04:36:53,383 - mmaction - INFO - Epoch [83][120/1345] lr: 1.000e-03, eta: 1 day, 2:14:52, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.1113, top1_acc: 0.6438, top5_acc: 0.8398, loss_cls: 1.4208, loss: 2.5321, grad_norm: 8.9569 2021-12-04 04:37:12,523 - mmaction - INFO - Epoch [83][140/1345] lr: 1.000e-03, eta: 1 day, 2:14:30, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 1.0452, top1_acc: 0.6625, top5_acc: 0.8648, loss_cls: 1.3183, loss: 2.3635, grad_norm: 8.8604 2021-12-04 04:37:31,679 - mmaction - INFO - Epoch [83][160/1345] lr: 1.000e-03, eta: 1 day, 2:14:08, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.0773, top1_acc: 0.6562, top5_acc: 0.8633, loss_cls: 1.3577, loss: 2.4351, grad_norm: 9.0895 2021-12-04 04:37:50,835 - mmaction - INFO - Epoch [83][180/1345] lr: 1.000e-03, eta: 1 day, 2:13:46, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.0605, top1_acc: 0.6844, top5_acc: 0.8695, loss_cls: 1.2830, loss: 2.3434, grad_norm: 8.5752 2021-12-04 04:38:10,003 - mmaction - INFO - Epoch [83][200/1345] lr: 1.000e-03, eta: 1 day, 2:13:25, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.0586, top1_acc: 0.6711, top5_acc: 0.8820, loss_cls: 1.2853, loss: 2.3439, grad_norm: 8.8577 2021-12-04 04:38:29,175 - mmaction - INFO - Epoch [83][220/1345] lr: 1.000e-03, eta: 1 day, 2:13:03, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.1032, top1_acc: 0.6578, top5_acc: 0.8547, loss_cls: 1.3614, loss: 2.4645, grad_norm: 9.0990 2021-12-04 04:38:48,354 - mmaction - INFO - Epoch [83][240/1345] lr: 1.000e-03, eta: 1 day, 2:12:41, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0600, top1_acc: 0.6687, top5_acc: 0.8844, loss_cls: 1.2815, loss: 2.3415, grad_norm: 8.9332 2021-12-04 04:39:07,552 - mmaction - INFO - Epoch [83][260/1345] lr: 1.000e-03, eta: 1 day, 2:12:19, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0389, top1_acc: 0.6727, top5_acc: 0.8727, loss_cls: 1.2541, loss: 2.2930, grad_norm: 8.7835 2021-12-04 04:39:26,733 - mmaction - INFO - Epoch [83][280/1345] lr: 1.000e-03, eta: 1 day, 2:11:57, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0536, top1_acc: 0.6695, top5_acc: 0.8648, loss_cls: 1.3140, loss: 2.3675, grad_norm: 8.6779 2021-12-04 04:39:45,907 - mmaction - INFO - Epoch [83][300/1345] lr: 1.000e-03, eta: 1 day, 2:11:35, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0561, top1_acc: 0.6891, top5_acc: 0.8836, loss_cls: 1.2113, loss: 2.2674, grad_norm: 8.7489 2021-12-04 04:40:05,104 - mmaction - INFO - Epoch [83][320/1345] lr: 1.000e-03, eta: 1 day, 2:11:13, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0602, top1_acc: 0.6773, top5_acc: 0.8570, loss_cls: 1.3198, loss: 2.3800, grad_norm: 9.0190 2021-12-04 04:40:24,343 - mmaction - INFO - Epoch [83][340/1345] lr: 1.000e-03, eta: 1 day, 2:10:51, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0614, top1_acc: 0.6516, top5_acc: 0.8734, loss_cls: 1.3356, loss: 2.3970, grad_norm: 8.9873 2021-12-04 04:40:43,562 - mmaction - INFO - Epoch [83][360/1345] lr: 1.000e-03, eta: 1 day, 2:10:29, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0615, top1_acc: 0.6703, top5_acc: 0.8750, loss_cls: 1.3069, loss: 2.3684, grad_norm: 9.0597 2021-12-04 04:41:02,866 - mmaction - INFO - Epoch [83][380/1345] lr: 1.000e-03, eta: 1 day, 2:10:07, time: 0.965, data_time: 0.001, memory: 8232, loss_aux: 1.0981, top1_acc: 0.6734, top5_acc: 0.8641, loss_cls: 1.3531, loss: 2.4512, grad_norm: 9.0616 2021-12-04 04:41:22,110 - mmaction - INFO - Epoch [83][400/1345] lr: 1.000e-03, eta: 1 day, 2:09:45, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0521, top1_acc: 0.6797, top5_acc: 0.8750, loss_cls: 1.2680, loss: 2.3201, grad_norm: 8.8629 2021-12-04 04:41:41,363 - mmaction - INFO - Epoch [83][420/1345] lr: 1.000e-03, eta: 1 day, 2:09:24, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0459, top1_acc: 0.6664, top5_acc: 0.8719, loss_cls: 1.2765, loss: 2.3225, grad_norm: 8.8937 2021-12-04 04:42:00,620 - mmaction - INFO - Epoch [83][440/1345] lr: 1.000e-03, eta: 1 day, 2:09:02, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.0499, top1_acc: 0.6867, top5_acc: 0.8719, loss_cls: 1.2572, loss: 2.3072, grad_norm: 8.7861 2021-12-04 04:42:19,869 - mmaction - INFO - Epoch [83][460/1345] lr: 1.000e-03, eta: 1 day, 2:08:40, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0508, top1_acc: 0.6695, top5_acc: 0.8906, loss_cls: 1.2594, loss: 2.3103, grad_norm: 8.5729 2021-12-04 04:42:39,106 - mmaction - INFO - Epoch [83][480/1345] lr: 1.000e-03, eta: 1 day, 2:08:18, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0448, top1_acc: 0.6672, top5_acc: 0.8820, loss_cls: 1.2734, loss: 2.3182, grad_norm: 9.0946 2021-12-04 04:42:58,360 - mmaction - INFO - Epoch [83][500/1345] lr: 1.000e-03, eta: 1 day, 2:07:56, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.0789, top1_acc: 0.6562, top5_acc: 0.8570, loss_cls: 1.3379, loss: 2.4168, grad_norm: 9.0971 2021-12-04 04:43:17,608 - mmaction - INFO - Epoch [83][520/1345] lr: 1.000e-03, eta: 1 day, 2:07:34, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0256, top1_acc: 0.6727, top5_acc: 0.8797, loss_cls: 1.2714, loss: 2.2970, grad_norm: 9.0881 2021-12-04 04:43:36,855 - mmaction - INFO - Epoch [83][540/1345] lr: 1.000e-03, eta: 1 day, 2:07:12, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0580, top1_acc: 0.6727, top5_acc: 0.8734, loss_cls: 1.3331, loss: 2.3912, grad_norm: 9.3424 2021-12-04 04:43:56,121 - mmaction - INFO - Epoch [83][560/1345] lr: 1.000e-03, eta: 1 day, 2:06:51, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.0342, top1_acc: 0.6813, top5_acc: 0.8734, loss_cls: 1.2618, loss: 2.2960, grad_norm: 8.5763 2021-12-04 04:44:15,346 - mmaction - INFO - Epoch [83][580/1345] lr: 1.000e-03, eta: 1 day, 2:06:29, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0691, top1_acc: 0.6516, top5_acc: 0.8797, loss_cls: 1.3166, loss: 2.3856, grad_norm: 9.0869 2021-12-04 04:44:34,560 - mmaction - INFO - Epoch [83][600/1345] lr: 1.000e-03, eta: 1 day, 2:06:07, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0614, top1_acc: 0.6695, top5_acc: 0.8836, loss_cls: 1.2733, loss: 2.3348, grad_norm: 9.1027 2021-12-04 04:44:53,814 - mmaction - INFO - Epoch [83][620/1345] lr: 1.000e-03, eta: 1 day, 2:05:45, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.1069, top1_acc: 0.6477, top5_acc: 0.8641, loss_cls: 1.3840, loss: 2.4909, grad_norm: 9.3700 2021-12-04 04:45:13,077 - mmaction - INFO - Epoch [83][640/1345] lr: 1.000e-03, eta: 1 day, 2:05:23, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.0423, top1_acc: 0.6633, top5_acc: 0.8750, loss_cls: 1.2940, loss: 2.3363, grad_norm: 9.0430 2021-12-04 04:45:32,309 - mmaction - INFO - Epoch [83][660/1345] lr: 1.000e-03, eta: 1 day, 2:05:01, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0682, top1_acc: 0.6898, top5_acc: 0.8844, loss_cls: 1.2557, loss: 2.3239, grad_norm: 8.8661 2021-12-04 04:45:51,544 - mmaction - INFO - Epoch [83][680/1345] lr: 1.000e-03, eta: 1 day, 2:04:39, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0398, top1_acc: 0.6586, top5_acc: 0.8602, loss_cls: 1.3297, loss: 2.3695, grad_norm: 8.9978 2021-12-04 04:46:10,769 - mmaction - INFO - Epoch [83][700/1345] lr: 1.000e-03, eta: 1 day, 2:04:17, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0651, top1_acc: 0.6578, top5_acc: 0.8688, loss_cls: 1.3448, loss: 2.4100, grad_norm: 9.0834 2021-12-04 04:46:29,985 - mmaction - INFO - Epoch [83][720/1345] lr: 1.000e-03, eta: 1 day, 2:03:56, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0475, top1_acc: 0.6703, top5_acc: 0.8773, loss_cls: 1.2933, loss: 2.3408, grad_norm: 9.0104 2021-12-04 04:46:49,206 - mmaction - INFO - Epoch [83][740/1345] lr: 1.000e-03, eta: 1 day, 2:03:34, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0653, top1_acc: 0.6492, top5_acc: 0.8703, loss_cls: 1.3553, loss: 2.4206, grad_norm: 9.1970 2021-12-04 04:47:08,438 - mmaction - INFO - Epoch [83][760/1345] lr: 1.000e-03, eta: 1 day, 2:03:12, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0635, top1_acc: 0.6680, top5_acc: 0.8672, loss_cls: 1.3027, loss: 2.3662, grad_norm: 8.9792 2021-12-04 04:47:27,683 - mmaction - INFO - Epoch [83][780/1345] lr: 1.000e-03, eta: 1 day, 2:02:50, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0500, top1_acc: 0.6875, top5_acc: 0.8805, loss_cls: 1.2305, loss: 2.2806, grad_norm: 8.8729 2021-12-04 04:47:46,899 - mmaction - INFO - Epoch [83][800/1345] lr: 1.000e-03, eta: 1 day, 2:02:28, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.1048, top1_acc: 0.6539, top5_acc: 0.8602, loss_cls: 1.3823, loss: 2.4871, grad_norm: 9.0768 2021-12-04 04:48:06,122 - mmaction - INFO - Epoch [83][820/1345] lr: 1.000e-03, eta: 1 day, 2:02:06, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0134, top1_acc: 0.6898, top5_acc: 0.8867, loss_cls: 1.2165, loss: 2.2299, grad_norm: 8.6875 2021-12-04 04:48:25,322 - mmaction - INFO - Epoch [83][840/1345] lr: 1.000e-03, eta: 1 day, 2:01:44, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0611, top1_acc: 0.6617, top5_acc: 0.8742, loss_cls: 1.3078, loss: 2.3689, grad_norm: 8.9230 2021-12-04 04:48:44,488 - mmaction - INFO - Epoch [83][860/1345] lr: 1.000e-03, eta: 1 day, 2:01:22, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.0197, top1_acc: 0.6852, top5_acc: 0.8750, loss_cls: 1.2430, loss: 2.2627, grad_norm: 8.6621 2021-12-04 04:49:03,695 - mmaction - INFO - Epoch [83][880/1345] lr: 1.000e-03, eta: 1 day, 2:01:01, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0706, top1_acc: 0.6617, top5_acc: 0.8609, loss_cls: 1.3206, loss: 2.3913, grad_norm: 9.0720 2021-12-04 04:49:22,861 - mmaction - INFO - Epoch [83][900/1345] lr: 1.000e-03, eta: 1 day, 2:00:39, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.0511, top1_acc: 0.6797, top5_acc: 0.8703, loss_cls: 1.2967, loss: 2.3478, grad_norm: 8.9625 2021-12-04 04:49:42,053 - mmaction - INFO - Epoch [83][920/1345] lr: 1.000e-03, eta: 1 day, 2:00:17, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0287, top1_acc: 0.6813, top5_acc: 0.8852, loss_cls: 1.2355, loss: 2.2641, grad_norm: 9.1534 2021-12-04 04:50:01,242 - mmaction - INFO - Epoch [83][940/1345] lr: 1.000e-03, eta: 1 day, 1:59:55, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0400, top1_acc: 0.6813, top5_acc: 0.8727, loss_cls: 1.2930, loss: 2.3330, grad_norm: 9.1249 2021-12-04 04:50:20,413 - mmaction - INFO - Epoch [83][960/1345] lr: 1.000e-03, eta: 1 day, 1:59:33, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0883, top1_acc: 0.6508, top5_acc: 0.8664, loss_cls: 1.3306, loss: 2.4189, grad_norm: 9.2476 2021-12-04 04:50:39,609 - mmaction - INFO - Epoch [83][980/1345] lr: 1.000e-03, eta: 1 day, 1:59:11, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0551, top1_acc: 0.6758, top5_acc: 0.8555, loss_cls: 1.3279, loss: 2.3830, grad_norm: 8.8977 2021-12-04 04:50:58,806 - mmaction - INFO - Epoch [83][1000/1345] lr: 1.000e-03, eta: 1 day, 1:58:49, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0505, top1_acc: 0.6609, top5_acc: 0.8688, loss_cls: 1.3005, loss: 2.3511, grad_norm: 8.8822 2021-12-04 04:51:17,994 - mmaction - INFO - Epoch [83][1020/1345] lr: 1.000e-03, eta: 1 day, 1:58:27, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0610, top1_acc: 0.6711, top5_acc: 0.8672, loss_cls: 1.2991, loss: 2.3602, grad_norm: 9.0111 2021-12-04 04:51:37,182 - mmaction - INFO - Epoch [83][1040/1345] lr: 1.000e-03, eta: 1 day, 1:58:05, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.1005, top1_acc: 0.6648, top5_acc: 0.8758, loss_cls: 1.3195, loss: 2.4200, grad_norm: 9.3955 2021-12-04 04:51:56,393 - mmaction - INFO - Epoch [83][1060/1345] lr: 1.000e-03, eta: 1 day, 1:57:44, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0511, top1_acc: 0.6766, top5_acc: 0.8758, loss_cls: 1.2578, loss: 2.3090, grad_norm: 8.9978 2021-12-04 04:52:15,615 - mmaction - INFO - Epoch [83][1080/1345] lr: 1.000e-03, eta: 1 day, 1:57:22, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0416, top1_acc: 0.6859, top5_acc: 0.8875, loss_cls: 1.2119, loss: 2.2535, grad_norm: 8.9946 2021-12-04 04:52:34,792 - mmaction - INFO - Epoch [83][1100/1345] lr: 1.000e-03, eta: 1 day, 1:57:00, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0373, top1_acc: 0.6711, top5_acc: 0.8766, loss_cls: 1.3010, loss: 2.3383, grad_norm: 9.2112 2021-12-04 04:52:53,978 - mmaction - INFO - Epoch [83][1120/1345] lr: 1.000e-03, eta: 1 day, 1:56:38, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0726, top1_acc: 0.6344, top5_acc: 0.8531, loss_cls: 1.4019, loss: 2.4745, grad_norm: 9.4794 2021-12-04 04:53:13,183 - mmaction - INFO - Epoch [83][1140/1345] lr: 1.000e-03, eta: 1 day, 1:56:16, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0670, top1_acc: 0.6508, top5_acc: 0.8633, loss_cls: 1.3454, loss: 2.4124, grad_norm: 9.4072 2021-12-04 04:53:32,343 - mmaction - INFO - Epoch [83][1160/1345] lr: 1.000e-03, eta: 1 day, 1:55:54, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.0565, top1_acc: 0.6625, top5_acc: 0.8820, loss_cls: 1.2877, loss: 2.3442, grad_norm: 9.2591 2021-12-04 04:53:51,550 - mmaction - INFO - Epoch [83][1180/1345] lr: 1.000e-03, eta: 1 day, 1:55:32, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0471, top1_acc: 0.6570, top5_acc: 0.8750, loss_cls: 1.2890, loss: 2.3362, grad_norm: 9.2330 2021-12-04 04:54:10,731 - mmaction - INFO - Epoch [83][1200/1345] lr: 1.000e-03, eta: 1 day, 1:55:10, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0628, top1_acc: 0.6594, top5_acc: 0.8797, loss_cls: 1.2931, loss: 2.3560, grad_norm: 9.1850 2021-12-04 04:54:29,929 - mmaction - INFO - Epoch [83][1220/1345] lr: 1.000e-03, eta: 1 day, 1:54:48, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0585, top1_acc: 0.6687, top5_acc: 0.8781, loss_cls: 1.2802, loss: 2.3387, grad_norm: 9.1593 2021-12-04 04:54:49,106 - mmaction - INFO - Epoch [83][1240/1345] lr: 1.000e-03, eta: 1 day, 1:54:27, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0848, top1_acc: 0.6734, top5_acc: 0.8727, loss_cls: 1.3240, loss: 2.4088, grad_norm: 9.1587 2021-12-04 04:55:08,302 - mmaction - INFO - Epoch [83][1260/1345] lr: 1.000e-03, eta: 1 day, 1:54:05, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0963, top1_acc: 0.6531, top5_acc: 0.8578, loss_cls: 1.3723, loss: 2.4686, grad_norm: 9.2355 2021-12-04 04:55:27,490 - mmaction - INFO - Epoch [83][1280/1345] lr: 1.000e-03, eta: 1 day, 1:53:43, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0914, top1_acc: 0.6461, top5_acc: 0.8555, loss_cls: 1.3681, loss: 2.4595, grad_norm: 9.1975 2021-12-04 04:55:46,701 - mmaction - INFO - Epoch [83][1300/1345] lr: 1.000e-03, eta: 1 day, 1:53:21, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0413, top1_acc: 0.6703, top5_acc: 0.8750, loss_cls: 1.3021, loss: 2.3434, grad_norm: 9.1160 2021-12-04 04:56:05,910 - mmaction - INFO - Epoch [83][1320/1345] lr: 1.000e-03, eta: 1 day, 1:52:59, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0884, top1_acc: 0.6750, top5_acc: 0.8641, loss_cls: 1.3317, loss: 2.4201, grad_norm: 9.2828 2021-12-04 04:56:25,136 - mmaction - INFO - Epoch [83][1340/1345] lr: 1.000e-03, eta: 1 day, 1:52:37, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0400, top1_acc: 0.6727, top5_acc: 0.8570, loss_cls: 1.3080, loss: 2.3480, grad_norm: 9.1335 2021-12-04 04:56:30,723 - mmaction - INFO - Saving checkpoint at 83 epochs 2021-12-04 04:58:31,351 - mmaction - INFO - Epoch [84][20/1345] lr: 1.000e-03, eta: 1 day, 1:53:25, time: 5.841, data_time: 4.891, memory: 8232, loss_aux: 1.0578, top1_acc: 0.6687, top5_acc: 0.8750, loss_cls: 1.2925, loss: 2.3503, grad_norm: 9.1235 2021-12-04 04:58:50,462 - mmaction - INFO - Epoch [84][40/1345] lr: 1.000e-03, eta: 1 day, 1:53:03, time: 0.956, data_time: 0.003, memory: 8232, loss_aux: 1.0327, top1_acc: 0.6813, top5_acc: 0.8836, loss_cls: 1.2495, loss: 2.2822, grad_norm: 9.0827 2021-12-04 04:59:09,603 - mmaction - INFO - Epoch [84][60/1345] lr: 1.000e-03, eta: 1 day, 1:52:41, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 1.0506, top1_acc: 0.6930, top5_acc: 0.8891, loss_cls: 1.2042, loss: 2.2548, grad_norm: 8.8498 2021-12-04 04:59:28,797 - mmaction - INFO - Epoch [84][80/1345] lr: 1.000e-03, eta: 1 day, 1:52:19, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0438, top1_acc: 0.6734, top5_acc: 0.8562, loss_cls: 1.3025, loss: 2.3462, grad_norm: 9.1126 2021-12-04 04:59:47,958 - mmaction - INFO - Epoch [84][100/1345] lr: 1.000e-03, eta: 1 day, 1:51:57, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.0421, top1_acc: 0.6570, top5_acc: 0.8711, loss_cls: 1.2872, loss: 2.3293, grad_norm: 9.1676 2021-12-04 05:00:07,156 - mmaction - INFO - Epoch [84][120/1345] lr: 1.000e-03, eta: 1 day, 1:51:35, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0537, top1_acc: 0.6789, top5_acc: 0.8734, loss_cls: 1.2814, loss: 2.3351, grad_norm: 8.8500 2021-12-04 05:00:26,358 - mmaction - INFO - Epoch [84][140/1345] lr: 1.000e-03, eta: 1 day, 1:51:13, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0462, top1_acc: 0.6813, top5_acc: 0.8812, loss_cls: 1.2673, loss: 2.3135, grad_norm: 8.8747 2021-12-04 05:00:45,557 - mmaction - INFO - Epoch [84][160/1345] lr: 1.000e-03, eta: 1 day, 1:50:51, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0509, top1_acc: 0.6867, top5_acc: 0.8773, loss_cls: 1.2862, loss: 2.3371, grad_norm: 9.0623 2021-12-04 05:01:04,794 - mmaction - INFO - Epoch [84][180/1345] lr: 1.000e-03, eta: 1 day, 1:50:30, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0351, top1_acc: 0.6875, top5_acc: 0.8781, loss_cls: 1.2631, loss: 2.2982, grad_norm: 8.9268 2021-12-04 05:01:24,033 - mmaction - INFO - Epoch [84][200/1345] lr: 1.000e-03, eta: 1 day, 1:50:08, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0266, top1_acc: 0.6852, top5_acc: 0.8781, loss_cls: 1.2287, loss: 2.2552, grad_norm: 8.8202 2021-12-04 05:01:43,267 - mmaction - INFO - Epoch [84][220/1345] lr: 1.000e-03, eta: 1 day, 1:49:46, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0370, top1_acc: 0.6727, top5_acc: 0.8828, loss_cls: 1.2582, loss: 2.2952, grad_norm: 8.9213 2021-12-04 05:02:02,493 - mmaction - INFO - Epoch [84][240/1345] lr: 1.000e-03, eta: 1 day, 1:49:24, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0091, top1_acc: 0.6898, top5_acc: 0.8805, loss_cls: 1.1868, loss: 2.1959, grad_norm: 8.4247 2021-12-04 05:02:21,703 - mmaction - INFO - Epoch [84][260/1345] lr: 1.000e-03, eta: 1 day, 1:49:02, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0541, top1_acc: 0.6687, top5_acc: 0.8727, loss_cls: 1.2978, loss: 2.3519, grad_norm: 9.2144 2021-12-04 05:02:40,924 - mmaction - INFO - Epoch [84][280/1345] lr: 1.000e-03, eta: 1 day, 1:48:40, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0692, top1_acc: 0.6555, top5_acc: 0.8617, loss_cls: 1.3287, loss: 2.3979, grad_norm: 9.1030 2021-12-04 05:03:00,104 - mmaction - INFO - Epoch [84][300/1345] lr: 1.000e-03, eta: 1 day, 1:48:18, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0280, top1_acc: 0.6805, top5_acc: 0.8852, loss_cls: 1.2532, loss: 2.2812, grad_norm: 9.0327 2021-12-04 05:03:19,309 - mmaction - INFO - Epoch [84][320/1345] lr: 1.000e-03, eta: 1 day, 1:47:57, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.1060, top1_acc: 0.6570, top5_acc: 0.8617, loss_cls: 1.3626, loss: 2.4685, grad_norm: 9.6279 2021-12-04 05:03:38,482 - mmaction - INFO - Epoch [84][340/1345] lr: 1.000e-03, eta: 1 day, 1:47:35, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0375, top1_acc: 0.6711, top5_acc: 0.8719, loss_cls: 1.2788, loss: 2.3163, grad_norm: 9.0685 2021-12-04 05:03:57,662 - mmaction - INFO - Epoch [84][360/1345] lr: 1.000e-03, eta: 1 day, 1:47:13, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0419, top1_acc: 0.6813, top5_acc: 0.8727, loss_cls: 1.2813, loss: 2.3232, grad_norm: 9.0161 2021-12-04 05:04:16,858 - mmaction - INFO - Epoch [84][380/1345] lr: 1.000e-03, eta: 1 day, 1:46:51, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0608, top1_acc: 0.6586, top5_acc: 0.8703, loss_cls: 1.3219, loss: 2.3826, grad_norm: 9.0654 2021-12-04 05:04:36,056 - mmaction - INFO - Epoch [84][400/1345] lr: 1.000e-03, eta: 1 day, 1:46:29, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0930, top1_acc: 0.6711, top5_acc: 0.8688, loss_cls: 1.3385, loss: 2.4315, grad_norm: 9.1818 2021-12-04 05:04:55,257 - mmaction - INFO - Epoch [84][420/1345] lr: 1.000e-03, eta: 1 day, 1:46:07, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0530, top1_acc: 0.6727, top5_acc: 0.8805, loss_cls: 1.2685, loss: 2.3215, grad_norm: 8.9956 2021-12-04 05:05:14,421 - mmaction - INFO - Epoch [84][440/1345] lr: 1.000e-03, eta: 1 day, 1:45:45, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.0392, top1_acc: 0.6656, top5_acc: 0.8727, loss_cls: 1.2972, loss: 2.3363, grad_norm: 9.2035 2021-12-04 05:05:33,616 - mmaction - INFO - Epoch [84][460/1345] lr: 1.000e-03, eta: 1 day, 1:45:23, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0365, top1_acc: 0.6727, top5_acc: 0.9000, loss_cls: 1.2464, loss: 2.2830, grad_norm: 9.2607 2021-12-04 05:05:52,811 - mmaction - INFO - Epoch [84][480/1345] lr: 1.000e-03, eta: 1 day, 1:45:01, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0372, top1_acc: 0.6648, top5_acc: 0.8664, loss_cls: 1.3184, loss: 2.3555, grad_norm: 9.0561 2021-12-04 05:06:12,014 - mmaction - INFO - Epoch [84][500/1345] lr: 1.000e-03, eta: 1 day, 1:44:40, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0434, top1_acc: 0.6813, top5_acc: 0.8734, loss_cls: 1.2673, loss: 2.3107, grad_norm: 9.2625 2021-12-04 05:06:31,209 - mmaction - INFO - Epoch [84][520/1345] lr: 1.000e-03, eta: 1 day, 1:44:18, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0734, top1_acc: 0.6656, top5_acc: 0.8492, loss_cls: 1.3648, loss: 2.4381, grad_norm: 9.0537 2021-12-04 05:06:50,426 - mmaction - INFO - Epoch [84][540/1345] lr: 1.000e-03, eta: 1 day, 1:43:56, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0637, top1_acc: 0.6758, top5_acc: 0.8680, loss_cls: 1.2932, loss: 2.3569, grad_norm: 8.9982 2021-12-04 05:07:09,612 - mmaction - INFO - Epoch [84][560/1345] lr: 1.000e-03, eta: 1 day, 1:43:34, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0563, top1_acc: 0.6516, top5_acc: 0.8844, loss_cls: 1.2623, loss: 2.3186, grad_norm: 9.3065 2021-12-04 05:07:28,812 - mmaction - INFO - Epoch [84][580/1345] lr: 1.000e-03, eta: 1 day, 1:43:12, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0438, top1_acc: 0.6680, top5_acc: 0.8680, loss_cls: 1.2800, loss: 2.3238, grad_norm: 9.1929 2021-12-04 05:07:47,980 - mmaction - INFO - Epoch [84][600/1345] lr: 1.000e-03, eta: 1 day, 1:42:50, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.0700, top1_acc: 0.6516, top5_acc: 0.8609, loss_cls: 1.3761, loss: 2.4461, grad_norm: 9.1768 2021-12-04 05:08:07,178 - mmaction - INFO - Epoch [84][620/1345] lr: 1.000e-03, eta: 1 day, 1:42:28, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0814, top1_acc: 0.6539, top5_acc: 0.8672, loss_cls: 1.3656, loss: 2.4470, grad_norm: 9.2389 2021-12-04 05:08:26,348 - mmaction - INFO - Epoch [84][640/1345] lr: 1.000e-03, eta: 1 day, 1:42:06, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0513, top1_acc: 0.6781, top5_acc: 0.8734, loss_cls: 1.2730, loss: 2.3243, grad_norm: 9.0002 2021-12-04 05:08:45,510 - mmaction - INFO - Epoch [84][660/1345] lr: 1.000e-03, eta: 1 day, 1:41:45, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.0708, top1_acc: 0.6758, top5_acc: 0.8703, loss_cls: 1.2880, loss: 2.3588, grad_norm: 8.9740 2021-12-04 05:09:04,711 - mmaction - INFO - Epoch [84][680/1345] lr: 1.000e-03, eta: 1 day, 1:41:23, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0701, top1_acc: 0.6641, top5_acc: 0.8758, loss_cls: 1.3044, loss: 2.3745, grad_norm: 9.1243 2021-12-04 05:09:23,902 - mmaction - INFO - Epoch [84][700/1345] lr: 1.000e-03, eta: 1 day, 1:41:01, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0490, top1_acc: 0.6594, top5_acc: 0.8805, loss_cls: 1.2729, loss: 2.3219, grad_norm: 9.2989 2021-12-04 05:09:43,117 - mmaction - INFO - Epoch [84][720/1345] lr: 1.000e-03, eta: 1 day, 1:40:39, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0795, top1_acc: 0.6703, top5_acc: 0.8570, loss_cls: 1.3136, loss: 2.3931, grad_norm: 9.1746 2021-12-04 05:10:02,297 - mmaction - INFO - Epoch [84][740/1345] lr: 1.000e-03, eta: 1 day, 1:40:17, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0582, top1_acc: 0.6656, top5_acc: 0.8703, loss_cls: 1.3175, loss: 2.3757, grad_norm: 9.3374 2021-12-04 05:10:21,523 - mmaction - INFO - Epoch [84][760/1345] lr: 1.000e-03, eta: 1 day, 1:39:55, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0449, top1_acc: 0.6828, top5_acc: 0.8812, loss_cls: 1.2412, loss: 2.2861, grad_norm: 9.0447 2021-12-04 05:10:40,707 - mmaction - INFO - Epoch [84][780/1345] lr: 1.000e-03, eta: 1 day, 1:39:33, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0642, top1_acc: 0.6641, top5_acc: 0.8789, loss_cls: 1.3008, loss: 2.3650, grad_norm: 9.3481 2021-12-04 05:10:59,921 - mmaction - INFO - Epoch [84][800/1345] lr: 1.000e-03, eta: 1 day, 1:39:12, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9990, top1_acc: 0.6977, top5_acc: 0.8844, loss_cls: 1.1916, loss: 2.1906, grad_norm: 8.8045 2021-12-04 05:11:19,142 - mmaction - INFO - Epoch [84][820/1345] lr: 1.000e-03, eta: 1 day, 1:38:50, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0639, top1_acc: 0.6703, top5_acc: 0.8773, loss_cls: 1.2533, loss: 2.3172, grad_norm: 8.9617 2021-12-04 05:11:38,331 - mmaction - INFO - Epoch [84][840/1345] lr: 1.000e-03, eta: 1 day, 1:38:28, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0750, top1_acc: 0.6555, top5_acc: 0.8688, loss_cls: 1.3109, loss: 2.3859, grad_norm: 9.2602 2021-12-04 05:11:57,555 - mmaction - INFO - Epoch [84][860/1345] lr: 1.000e-03, eta: 1 day, 1:38:06, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.1032, top1_acc: 0.6578, top5_acc: 0.8469, loss_cls: 1.3726, loss: 2.4758, grad_norm: 9.1356 2021-12-04 05:12:16,757 - mmaction - INFO - Epoch [84][880/1345] lr: 1.000e-03, eta: 1 day, 1:37:44, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0208, top1_acc: 0.6969, top5_acc: 0.8781, loss_cls: 1.2253, loss: 2.2461, grad_norm: 8.8208 2021-12-04 05:12:36,017 - mmaction - INFO - Epoch [84][900/1345] lr: 1.000e-03, eta: 1 day, 1:37:22, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.1013, top1_acc: 0.6430, top5_acc: 0.8445, loss_cls: 1.3794, loss: 2.4807, grad_norm: 9.3842 2021-12-04 05:12:55,233 - mmaction - INFO - Epoch [84][920/1345] lr: 1.000e-03, eta: 1 day, 1:37:01, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0802, top1_acc: 0.6703, top5_acc: 0.8672, loss_cls: 1.2991, loss: 2.3793, grad_norm: 9.0291 2021-12-04 05:13:14,481 - mmaction - INFO - Epoch [84][940/1345] lr: 1.000e-03, eta: 1 day, 1:36:39, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0345, top1_acc: 0.6672, top5_acc: 0.8680, loss_cls: 1.2934, loss: 2.3280, grad_norm: 8.9692 2021-12-04 05:13:33,713 - mmaction - INFO - Epoch [84][960/1345] lr: 1.000e-03, eta: 1 day, 1:36:17, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0503, top1_acc: 0.6672, top5_acc: 0.8688, loss_cls: 1.3016, loss: 2.3519, grad_norm: 9.1688 2021-12-04 05:13:52,932 - mmaction - INFO - Epoch [84][980/1345] lr: 1.000e-03, eta: 1 day, 1:35:55, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0461, top1_acc: 0.6844, top5_acc: 0.8789, loss_cls: 1.2294, loss: 2.2754, grad_norm: 9.0071 2021-12-04 05:14:12,158 - mmaction - INFO - Epoch [84][1000/1345] lr: 1.000e-03, eta: 1 day, 1:35:33, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0627, top1_acc: 0.6781, top5_acc: 0.8695, loss_cls: 1.3100, loss: 2.3726, grad_norm: 9.0424 2021-12-04 05:14:31,399 - mmaction - INFO - Epoch [84][1020/1345] lr: 1.000e-03, eta: 1 day, 1:35:11, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0554, top1_acc: 0.6859, top5_acc: 0.8742, loss_cls: 1.2830, loss: 2.3384, grad_norm: 9.0630 2021-12-04 05:14:50,642 - mmaction - INFO - Epoch [84][1040/1345] lr: 1.000e-03, eta: 1 day, 1:34:50, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0383, top1_acc: 0.6797, top5_acc: 0.8836, loss_cls: 1.2382, loss: 2.2765, grad_norm: 9.0318 2021-12-04 05:15:09,897 - mmaction - INFO - Epoch [84][1060/1345] lr: 1.000e-03, eta: 1 day, 1:34:28, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.0724, top1_acc: 0.6602, top5_acc: 0.8648, loss_cls: 1.3138, loss: 2.3862, grad_norm: 9.3253 2021-12-04 05:15:29,136 - mmaction - INFO - Epoch [84][1080/1345] lr: 1.000e-03, eta: 1 day, 1:34:06, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0665, top1_acc: 0.6523, top5_acc: 0.8672, loss_cls: 1.3426, loss: 2.4092, grad_norm: 9.4329 2021-12-04 05:15:48,382 - mmaction - INFO - Epoch [84][1100/1345] lr: 1.000e-03, eta: 1 day, 1:33:44, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0740, top1_acc: 0.6594, top5_acc: 0.8688, loss_cls: 1.3409, loss: 2.4148, grad_norm: 9.4173 2021-12-04 05:16:07,637 - mmaction - INFO - Epoch [84][1120/1345] lr: 1.000e-03, eta: 1 day, 1:33:22, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.0408, top1_acc: 0.6695, top5_acc: 0.8750, loss_cls: 1.2562, loss: 2.2970, grad_norm: 8.9806 2021-12-04 05:16:26,892 - mmaction - INFO - Epoch [84][1140/1345] lr: 1.000e-03, eta: 1 day, 1:33:01, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.0668, top1_acc: 0.6742, top5_acc: 0.8781, loss_cls: 1.2712, loss: 2.3380, grad_norm: 9.2443 2021-12-04 05:16:46,119 - mmaction - INFO - Epoch [84][1160/1345] lr: 1.000e-03, eta: 1 day, 1:32:39, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0605, top1_acc: 0.6672, top5_acc: 0.8672, loss_cls: 1.3162, loss: 2.3766, grad_norm: 9.3695 2021-12-04 05:17:05,317 - mmaction - INFO - Epoch [84][1180/1345] lr: 1.000e-03, eta: 1 day, 1:32:17, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0775, top1_acc: 0.6578, top5_acc: 0.8781, loss_cls: 1.3187, loss: 2.3962, grad_norm: 9.4040 2021-12-04 05:17:24,547 - mmaction - INFO - Epoch [84][1200/1345] lr: 1.000e-03, eta: 1 day, 1:31:55, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0936, top1_acc: 0.6516, top5_acc: 0.8719, loss_cls: 1.3271, loss: 2.4208, grad_norm: 9.4619 2021-12-04 05:17:43,780 - mmaction - INFO - Epoch [84][1220/1345] lr: 1.000e-03, eta: 1 day, 1:31:33, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0065, top1_acc: 0.6914, top5_acc: 0.8758, loss_cls: 1.2153, loss: 2.2219, grad_norm: 8.8449 2021-12-04 05:18:02,995 - mmaction - INFO - Epoch [84][1240/1345] lr: 1.000e-03, eta: 1 day, 1:31:11, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0024, top1_acc: 0.6930, top5_acc: 0.8859, loss_cls: 1.2309, loss: 2.2334, grad_norm: 9.1328 2021-12-04 05:18:22,229 - mmaction - INFO - Epoch [84][1260/1345] lr: 1.000e-03, eta: 1 day, 1:30:50, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0345, top1_acc: 0.6953, top5_acc: 0.8750, loss_cls: 1.2652, loss: 2.2997, grad_norm: 9.2459 2021-12-04 05:18:41,465 - mmaction - INFO - Epoch [84][1280/1345] lr: 1.000e-03, eta: 1 day, 1:30:28, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0001, top1_acc: 0.6922, top5_acc: 0.8875, loss_cls: 1.1971, loss: 2.1972, grad_norm: 9.0945 2021-12-04 05:19:00,705 - mmaction - INFO - Epoch [84][1300/1345] lr: 1.000e-03, eta: 1 day, 1:30:06, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0682, top1_acc: 0.6586, top5_acc: 0.8539, loss_cls: 1.3601, loss: 2.4283, grad_norm: 9.3215 2021-12-04 05:19:19,931 - mmaction - INFO - Epoch [84][1320/1345] lr: 1.000e-03, eta: 1 day, 1:29:44, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0149, top1_acc: 0.6875, top5_acc: 0.8891, loss_cls: 1.2109, loss: 2.2258, grad_norm: 8.9760 2021-12-04 05:19:39,159 - mmaction - INFO - Epoch [84][1340/1345] lr: 1.000e-03, eta: 1 day, 1:29:22, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.1121, top1_acc: 0.6391, top5_acc: 0.8500, loss_cls: 1.4034, loss: 2.5155, grad_norm: 9.4894 2021-12-04 05:19:44,902 - mmaction - INFO - Saving checkpoint at 84 epochs 2021-12-04 05:21:51,113 - mmaction - INFO - Epoch [85][20/1345] lr: 1.000e-03, eta: 1 day, 1:30:14, time: 6.211, data_time: 5.242, memory: 8232, loss_aux: 1.0786, top1_acc: 0.6516, top5_acc: 0.8648, loss_cls: 1.3623, loss: 2.4409, grad_norm: 9.5447 2021-12-04 05:22:10,173 - mmaction - INFO - Epoch [85][40/1345] lr: 1.000e-03, eta: 1 day, 1:29:52, time: 0.953, data_time: 0.003, memory: 8232, loss_aux: 1.1069, top1_acc: 0.6625, top5_acc: 0.8750, loss_cls: 1.3004, loss: 2.4073, grad_norm: 9.4910 2021-12-04 05:22:29,230 - mmaction - INFO - Epoch [85][60/1345] lr: 1.000e-03, eta: 1 day, 1:29:30, time: 0.953, data_time: 0.001, memory: 8232, loss_aux: 1.0034, top1_acc: 0.7070, top5_acc: 0.8922, loss_cls: 1.1756, loss: 2.1790, grad_norm: 9.1555 2021-12-04 05:22:48,355 - mmaction - INFO - Epoch [85][80/1345] lr: 1.000e-03, eta: 1 day, 1:29:08, time: 0.956, data_time: 0.002, memory: 8232, loss_aux: 1.0314, top1_acc: 0.6937, top5_acc: 0.8922, loss_cls: 1.2032, loss: 2.2346, grad_norm: 8.9933 2021-12-04 05:23:07,464 - mmaction - INFO - Epoch [85][100/1345] lr: 1.000e-03, eta: 1 day, 1:28:46, time: 0.955, data_time: 0.001, memory: 8232, loss_aux: 1.0087, top1_acc: 0.6875, top5_acc: 0.8828, loss_cls: 1.1956, loss: 2.2043, grad_norm: 9.0259 2021-12-04 05:23:26,612 - mmaction - INFO - Epoch [85][120/1345] lr: 1.000e-03, eta: 1 day, 1:28:24, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 1.0346, top1_acc: 0.6906, top5_acc: 0.8797, loss_cls: 1.2545, loss: 2.2891, grad_norm: 9.1195 2021-12-04 05:23:45,740 - mmaction - INFO - Epoch [85][140/1345] lr: 1.000e-03, eta: 1 day, 1:28:02, time: 0.956, data_time: 0.001, memory: 8232, loss_aux: 1.0677, top1_acc: 0.6781, top5_acc: 0.8742, loss_cls: 1.2711, loss: 2.3389, grad_norm: 9.2382 2021-12-04 05:24:04,916 - mmaction - INFO - Epoch [85][160/1345] lr: 1.000e-03, eta: 1 day, 1:27:40, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0534, top1_acc: 0.6687, top5_acc: 0.8781, loss_cls: 1.2814, loss: 2.3347, grad_norm: 9.3867 2021-12-04 05:24:24,081 - mmaction - INFO - Epoch [85][180/1345] lr: 1.000e-03, eta: 1 day, 1:27:19, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.0564, top1_acc: 0.6727, top5_acc: 0.8672, loss_cls: 1.2883, loss: 2.3447, grad_norm: 9.2916 2021-12-04 05:24:43,260 - mmaction - INFO - Epoch [85][200/1345] lr: 1.000e-03, eta: 1 day, 1:26:57, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0522, top1_acc: 0.6781, top5_acc: 0.8797, loss_cls: 1.2582, loss: 2.3104, grad_norm: 9.1910 2021-12-04 05:25:02,439 - mmaction - INFO - Epoch [85][220/1345] lr: 1.000e-03, eta: 1 day, 1:26:35, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0523, top1_acc: 0.6820, top5_acc: 0.8828, loss_cls: 1.2435, loss: 2.2958, grad_norm: 9.0691 2021-12-04 05:25:21,644 - mmaction - INFO - Epoch [85][240/1345] lr: 1.000e-03, eta: 1 day, 1:26:13, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0567, top1_acc: 0.6633, top5_acc: 0.8602, loss_cls: 1.3180, loss: 2.3748, grad_norm: 9.4004 2021-12-04 05:25:40,818 - mmaction - INFO - Epoch [85][260/1345] lr: 1.000e-03, eta: 1 day, 1:25:51, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0137, top1_acc: 0.6906, top5_acc: 0.8844, loss_cls: 1.2139, loss: 2.2276, grad_norm: 9.0174 2021-12-04 05:26:00,019 - mmaction - INFO - Epoch [85][280/1345] lr: 1.000e-03, eta: 1 day, 1:25:29, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0572, top1_acc: 0.7094, top5_acc: 0.8852, loss_cls: 1.2265, loss: 2.2837, grad_norm: 9.2187 2021-12-04 05:26:19,242 - mmaction - INFO - Epoch [85][300/1345] lr: 1.000e-03, eta: 1 day, 1:25:07, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0019, top1_acc: 0.6930, top5_acc: 0.8633, loss_cls: 1.2481, loss: 2.2500, grad_norm: 8.9653 2021-12-04 05:26:38,444 - mmaction - INFO - Epoch [85][320/1345] lr: 1.000e-03, eta: 1 day, 1:24:46, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0602, top1_acc: 0.6570, top5_acc: 0.8703, loss_cls: 1.3077, loss: 2.3680, grad_norm: 9.5341 2021-12-04 05:26:57,707 - mmaction - INFO - Epoch [85][340/1345] lr: 1.000e-03, eta: 1 day, 1:24:24, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.0311, top1_acc: 0.6852, top5_acc: 0.8797, loss_cls: 1.2360, loss: 2.2672, grad_norm: 9.1481 2021-12-04 05:27:16,939 - mmaction - INFO - Epoch [85][360/1345] lr: 1.000e-03, eta: 1 day, 1:24:02, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0401, top1_acc: 0.6805, top5_acc: 0.8703, loss_cls: 1.2467, loss: 2.2868, grad_norm: 9.2565 2021-12-04 05:27:36,165 - mmaction - INFO - Epoch [85][380/1345] lr: 1.000e-03, eta: 1 day, 1:23:40, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0439, top1_acc: 0.6734, top5_acc: 0.8633, loss_cls: 1.2800, loss: 2.3238, grad_norm: 9.1870 2021-12-04 05:27:55,414 - mmaction - INFO - Epoch [85][400/1345] lr: 1.000e-03, eta: 1 day, 1:23:18, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0490, top1_acc: 0.6852, top5_acc: 0.8859, loss_cls: 1.2324, loss: 2.2814, grad_norm: 9.3213 2021-12-04 05:28:14,666 - mmaction - INFO - Epoch [85][420/1345] lr: 1.000e-03, eta: 1 day, 1:22:56, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.0495, top1_acc: 0.6789, top5_acc: 0.8883, loss_cls: 1.1864, loss: 2.2359, grad_norm: 9.1511 2021-12-04 05:28:33,908 - mmaction - INFO - Epoch [85][440/1345] lr: 1.000e-03, eta: 1 day, 1:22:35, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0558, top1_acc: 0.6766, top5_acc: 0.8773, loss_cls: 1.2843, loss: 2.3401, grad_norm: 9.6920 2021-12-04 05:28:53,172 - mmaction - INFO - Epoch [85][460/1345] lr: 1.000e-03, eta: 1 day, 1:22:13, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.0499, top1_acc: 0.6922, top5_acc: 0.8758, loss_cls: 1.2185, loss: 2.2684, grad_norm: 9.2537 2021-12-04 05:29:12,415 - mmaction - INFO - Epoch [85][480/1345] lr: 1.000e-03, eta: 1 day, 1:21:51, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.1040, top1_acc: 0.6391, top5_acc: 0.8492, loss_cls: 1.3942, loss: 2.4981, grad_norm: 9.7546 2021-12-04 05:29:31,647 - mmaction - INFO - Epoch [85][500/1345] lr: 1.000e-03, eta: 1 day, 1:21:29, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0586, top1_acc: 0.6641, top5_acc: 0.8734, loss_cls: 1.3293, loss: 2.3879, grad_norm: 9.4587 2021-12-04 05:29:50,884 - mmaction - INFO - Epoch [85][520/1345] lr: 1.000e-03, eta: 1 day, 1:21:07, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0214, top1_acc: 0.6680, top5_acc: 0.8805, loss_cls: 1.2541, loss: 2.2755, grad_norm: 9.3718 2021-12-04 05:30:10,146 - mmaction - INFO - Epoch [85][540/1345] lr: 1.000e-03, eta: 1 day, 1:20:46, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.0264, top1_acc: 0.6883, top5_acc: 0.8703, loss_cls: 1.2615, loss: 2.2879, grad_norm: 9.2264 2021-12-04 05:30:29,407 - mmaction - INFO - Epoch [85][560/1345] lr: 1.000e-03, eta: 1 day, 1:20:24, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.0197, top1_acc: 0.6891, top5_acc: 0.8758, loss_cls: 1.2299, loss: 2.2496, grad_norm: 8.9457 2021-12-04 05:30:48,637 - mmaction - INFO - Epoch [85][580/1345] lr: 1.000e-03, eta: 1 day, 1:20:02, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0438, top1_acc: 0.6789, top5_acc: 0.8727, loss_cls: 1.2431, loss: 2.2870, grad_norm: 9.3824 2021-12-04 05:31:07,868 - mmaction - INFO - Epoch [85][600/1345] lr: 1.000e-03, eta: 1 day, 1:19:40, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0508, top1_acc: 0.6734, top5_acc: 0.8656, loss_cls: 1.3026, loss: 2.3534, grad_norm: 9.3016 2021-12-04 05:31:27,108 - mmaction - INFO - Epoch [85][620/1345] lr: 1.000e-03, eta: 1 day, 1:19:18, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0582, top1_acc: 0.6680, top5_acc: 0.8617, loss_cls: 1.3045, loss: 2.3627, grad_norm: 9.4889 2021-12-04 05:31:46,336 - mmaction - INFO - Epoch [85][640/1345] lr: 1.000e-03, eta: 1 day, 1:18:57, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0495, top1_acc: 0.6625, top5_acc: 0.8648, loss_cls: 1.3046, loss: 2.3542, grad_norm: 9.6301 2021-12-04 05:32:05,578 - mmaction - INFO - Epoch [85][660/1345] lr: 1.000e-03, eta: 1 day, 1:18:35, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0309, top1_acc: 0.6930, top5_acc: 0.8906, loss_cls: 1.2092, loss: 2.2400, grad_norm: 9.4022 2021-12-04 05:32:24,817 - mmaction - INFO - Epoch [85][680/1345] lr: 1.000e-03, eta: 1 day, 1:18:13, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0363, top1_acc: 0.6664, top5_acc: 0.8758, loss_cls: 1.2850, loss: 2.3213, grad_norm: 9.3248 2021-12-04 05:32:44,004 - mmaction - INFO - Epoch [85][700/1345] lr: 1.000e-03, eta: 1 day, 1:17:51, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0156, top1_acc: 0.6711, top5_acc: 0.8773, loss_cls: 1.2471, loss: 2.2627, grad_norm: 9.2131 2021-12-04 05:33:03,239 - mmaction - INFO - Epoch [85][720/1345] lr: 1.000e-03, eta: 1 day, 1:17:29, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0461, top1_acc: 0.6820, top5_acc: 0.8758, loss_cls: 1.2088, loss: 2.2550, grad_norm: 9.2969 2021-12-04 05:33:22,430 - mmaction - INFO - Epoch [85][740/1345] lr: 1.000e-03, eta: 1 day, 1:17:08, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0176, top1_acc: 0.6742, top5_acc: 0.8773, loss_cls: 1.2784, loss: 2.2959, grad_norm: 9.0795 2021-12-04 05:33:41,652 - mmaction - INFO - Epoch [85][760/1345] lr: 1.000e-03, eta: 1 day, 1:16:46, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0499, top1_acc: 0.6914, top5_acc: 0.8812, loss_cls: 1.2227, loss: 2.2725, grad_norm: 9.2351 2021-12-04 05:34:00,866 - mmaction - INFO - Epoch [85][780/1345] lr: 1.000e-03, eta: 1 day, 1:16:24, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0685, top1_acc: 0.6719, top5_acc: 0.8812, loss_cls: 1.2961, loss: 2.3646, grad_norm: 9.7708 2021-12-04 05:34:20,079 - mmaction - INFO - Epoch [85][800/1345] lr: 1.000e-03, eta: 1 day, 1:16:02, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0464, top1_acc: 0.6734, top5_acc: 0.8734, loss_cls: 1.2529, loss: 2.2993, grad_norm: 9.2892 2021-12-04 05:34:39,276 - mmaction - INFO - Epoch [85][820/1345] lr: 1.000e-03, eta: 1 day, 1:15:40, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0396, top1_acc: 0.6797, top5_acc: 0.8820, loss_cls: 1.2337, loss: 2.2732, grad_norm: 9.3770 2021-12-04 05:34:58,451 - mmaction - INFO - Epoch [85][840/1345] lr: 1.000e-03, eta: 1 day, 1:15:18, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0582, top1_acc: 0.6586, top5_acc: 0.8766, loss_cls: 1.2906, loss: 2.3487, grad_norm: 9.5506 2021-12-04 05:35:17,631 - mmaction - INFO - Epoch [85][860/1345] lr: 1.000e-03, eta: 1 day, 1:14:57, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0772, top1_acc: 0.6719, top5_acc: 0.8750, loss_cls: 1.3026, loss: 2.3798, grad_norm: 9.3212 2021-12-04 05:35:36,822 - mmaction - INFO - Epoch [85][880/1345] lr: 1.000e-03, eta: 1 day, 1:14:35, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0820, top1_acc: 0.6438, top5_acc: 0.8742, loss_cls: 1.3467, loss: 2.4288, grad_norm: 9.6245 2021-12-04 05:35:55,997 - mmaction - INFO - Epoch [85][900/1345] lr: 1.000e-03, eta: 1 day, 1:14:13, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0318, top1_acc: 0.6680, top5_acc: 0.8789, loss_cls: 1.2703, loss: 2.3021, grad_norm: 9.4176 2021-12-04 05:36:15,190 - mmaction - INFO - Epoch [85][920/1345] lr: 1.000e-03, eta: 1 day, 1:13:51, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.1029, top1_acc: 0.6445, top5_acc: 0.8508, loss_cls: 1.3848, loss: 2.4877, grad_norm: 9.7500 2021-12-04 05:36:34,365 - mmaction - INFO - Epoch [85][940/1345] lr: 1.000e-03, eta: 1 day, 1:13:29, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0657, top1_acc: 0.6687, top5_acc: 0.8727, loss_cls: 1.2987, loss: 2.3645, grad_norm: 9.5164 2021-12-04 05:36:53,585 - mmaction - INFO - Epoch [85][960/1345] lr: 1.000e-03, eta: 1 day, 1:13:07, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0442, top1_acc: 0.6703, top5_acc: 0.8688, loss_cls: 1.2536, loss: 2.2978, grad_norm: 9.4842 2021-12-04 05:37:12,766 - mmaction - INFO - Epoch [85][980/1345] lr: 1.000e-03, eta: 1 day, 1:12:46, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0288, top1_acc: 0.6922, top5_acc: 0.8820, loss_cls: 1.2248, loss: 2.2536, grad_norm: 9.2516 2021-12-04 05:37:31,968 - mmaction - INFO - Epoch [85][1000/1345] lr: 1.000e-03, eta: 1 day, 1:12:24, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0639, top1_acc: 0.6734, top5_acc: 0.8664, loss_cls: 1.3080, loss: 2.3719, grad_norm: 9.2690 2021-12-04 05:37:51,173 - mmaction - INFO - Epoch [85][1020/1345] lr: 1.000e-03, eta: 1 day, 1:12:02, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0755, top1_acc: 0.6602, top5_acc: 0.8719, loss_cls: 1.3223, loss: 2.3978, grad_norm: 9.6139 2021-12-04 05:38:10,356 - mmaction - INFO - Epoch [85][1040/1345] lr: 1.000e-03, eta: 1 day, 1:11:40, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0471, top1_acc: 0.6820, top5_acc: 0.8914, loss_cls: 1.2557, loss: 2.3028, grad_norm: 9.4787 2021-12-04 05:38:29,509 - mmaction - INFO - Epoch [85][1060/1345] lr: 1.000e-03, eta: 1 day, 1:11:18, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.0614, top1_acc: 0.6664, top5_acc: 0.8734, loss_cls: 1.2704, loss: 2.3318, grad_norm: 9.5909 2021-12-04 05:38:48,708 - mmaction - INFO - Epoch [85][1080/1345] lr: 1.000e-03, eta: 1 day, 1:10:57, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0515, top1_acc: 0.6562, top5_acc: 0.8688, loss_cls: 1.2897, loss: 2.3412, grad_norm: 9.4413 2021-12-04 05:39:07,904 - mmaction - INFO - Epoch [85][1100/1345] lr: 1.000e-03, eta: 1 day, 1:10:35, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0118, top1_acc: 0.6844, top5_acc: 0.8859, loss_cls: 1.1952, loss: 2.2070, grad_norm: 9.2486 2021-12-04 05:39:27,093 - mmaction - INFO - Epoch [85][1120/1345] lr: 1.000e-03, eta: 1 day, 1:10:13, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0591, top1_acc: 0.6625, top5_acc: 0.8734, loss_cls: 1.2963, loss: 2.3554, grad_norm: 9.7249 2021-12-04 05:39:46,320 - mmaction - INFO - Epoch [85][1140/1345] lr: 1.000e-03, eta: 1 day, 1:09:51, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0115, top1_acc: 0.6742, top5_acc: 0.8805, loss_cls: 1.1950, loss: 2.2065, grad_norm: 9.2191 2021-12-04 05:40:05,535 - mmaction - INFO - Epoch [85][1160/1345] lr: 1.000e-03, eta: 1 day, 1:09:29, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0568, top1_acc: 0.6539, top5_acc: 0.8688, loss_cls: 1.3133, loss: 2.3702, grad_norm: 9.5568 2021-12-04 05:40:24,751 - mmaction - INFO - Epoch [85][1180/1345] lr: 1.000e-03, eta: 1 day, 1:09:08, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0355, top1_acc: 0.6758, top5_acc: 0.8867, loss_cls: 1.2125, loss: 2.2480, grad_norm: 9.2770 2021-12-04 05:40:43,988 - mmaction - INFO - Epoch [85][1200/1345] lr: 1.000e-03, eta: 1 day, 1:08:46, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0522, top1_acc: 0.6656, top5_acc: 0.8758, loss_cls: 1.2698, loss: 2.3220, grad_norm: 9.4241 2021-12-04 05:41:03,209 - mmaction - INFO - Epoch [85][1220/1345] lr: 1.000e-03, eta: 1 day, 1:08:24, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0408, top1_acc: 0.6633, top5_acc: 0.8641, loss_cls: 1.2839, loss: 2.3247, grad_norm: 9.5956 2021-12-04 05:41:22,435 - mmaction - INFO - Epoch [85][1240/1345] lr: 1.000e-03, eta: 1 day, 1:08:02, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0754, top1_acc: 0.6609, top5_acc: 0.8766, loss_cls: 1.2962, loss: 2.3716, grad_norm: 9.7190 2021-12-04 05:41:41,661 - mmaction - INFO - Epoch [85][1260/1345] lr: 1.000e-03, eta: 1 day, 1:07:40, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0615, top1_acc: 0.6680, top5_acc: 0.8766, loss_cls: 1.3048, loss: 2.3663, grad_norm: 9.7350 2021-12-04 05:42:00,898 - mmaction - INFO - Epoch [85][1280/1345] lr: 1.000e-03, eta: 1 day, 1:07:19, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0447, top1_acc: 0.6719, top5_acc: 0.8680, loss_cls: 1.2769, loss: 2.3216, grad_norm: 9.4893 2021-12-04 05:42:20,131 - mmaction - INFO - Epoch [85][1300/1345] lr: 1.000e-03, eta: 1 day, 1:06:57, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0468, top1_acc: 0.6711, top5_acc: 0.8852, loss_cls: 1.2554, loss: 2.3022, grad_norm: 9.4047 2021-12-04 05:42:39,359 - mmaction - INFO - Epoch [85][1320/1345] lr: 1.000e-03, eta: 1 day, 1:06:35, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0951, top1_acc: 0.6562, top5_acc: 0.8641, loss_cls: 1.3595, loss: 2.4547, grad_norm: 9.8004 2021-12-04 05:42:58,590 - mmaction - INFO - Epoch [85][1340/1345] lr: 1.000e-03, eta: 1 day, 1:06:13, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0539, top1_acc: 0.6711, top5_acc: 0.8688, loss_cls: 1.3036, loss: 2.3575, grad_norm: 9.5995 2021-12-04 05:43:04,282 - mmaction - INFO - Saving checkpoint at 85 epochs 2021-12-04 05:45:10,274 - mmaction - INFO - Epoch [86][20/1345] lr: 1.000e-03, eta: 1 day, 1:07:02, time: 6.190, data_time: 5.218, memory: 8232, loss_aux: 1.0837, top1_acc: 0.6633, top5_acc: 0.8680, loss_cls: 1.3215, loss: 2.4052, grad_norm: 9.1149 2021-12-04 05:45:29,385 - mmaction - INFO - Epoch [86][40/1345] lr: 1.000e-03, eta: 1 day, 1:06:40, time: 0.956, data_time: 0.003, memory: 8232, loss_aux: 1.0077, top1_acc: 0.7156, top5_acc: 0.9000, loss_cls: 1.1430, loss: 2.1507, grad_norm: 9.0659 2021-12-04 05:45:48,511 - mmaction - INFO - Epoch [86][60/1345] lr: 1.000e-03, eta: 1 day, 1:06:19, time: 0.956, data_time: 0.002, memory: 8232, loss_aux: 1.1062, top1_acc: 0.6664, top5_acc: 0.8664, loss_cls: 1.3256, loss: 2.4319, grad_norm: 9.7437 2021-12-04 05:46:07,665 - mmaction - INFO - Epoch [86][80/1345] lr: 1.000e-03, eta: 1 day, 1:05:57, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.0623, top1_acc: 0.6750, top5_acc: 0.8828, loss_cls: 1.2620, loss: 2.3242, grad_norm: 9.7602 2021-12-04 05:46:26,827 - mmaction - INFO - Epoch [86][100/1345] lr: 1.000e-03, eta: 1 day, 1:05:35, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.0633, top1_acc: 0.6836, top5_acc: 0.8734, loss_cls: 1.2725, loss: 2.3359, grad_norm: 9.4821 2021-12-04 05:46:45,994 - mmaction - INFO - Epoch [86][120/1345] lr: 1.000e-03, eta: 1 day, 1:05:13, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.0573, top1_acc: 0.6789, top5_acc: 0.8797, loss_cls: 1.2695, loss: 2.3268, grad_norm: 9.4949 2021-12-04 05:47:05,218 - mmaction - INFO - Epoch [86][140/1345] lr: 1.000e-03, eta: 1 day, 1:04:51, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0519, top1_acc: 0.6813, top5_acc: 0.8828, loss_cls: 1.2624, loss: 2.3143, grad_norm: 9.3567 2021-12-04 05:47:24,408 - mmaction - INFO - Epoch [86][160/1345] lr: 1.000e-03, eta: 1 day, 1:04:29, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0373, top1_acc: 0.6758, top5_acc: 0.8844, loss_cls: 1.2485, loss: 2.2858, grad_norm: 9.2470 2021-12-04 05:47:43,609 - mmaction - INFO - Epoch [86][180/1345] lr: 1.000e-03, eta: 1 day, 1:04:08, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0322, top1_acc: 0.6797, top5_acc: 0.8680, loss_cls: 1.2695, loss: 2.3017, grad_norm: 9.4727 2021-12-04 05:48:02,794 - mmaction - INFO - Epoch [86][200/1345] lr: 1.000e-03, eta: 1 day, 1:03:46, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0134, top1_acc: 0.6813, top5_acc: 0.8867, loss_cls: 1.2078, loss: 2.2212, grad_norm: 9.5675 2021-12-04 05:48:21,994 - mmaction - INFO - Epoch [86][220/1345] lr: 1.000e-03, eta: 1 day, 1:03:24, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0575, top1_acc: 0.6773, top5_acc: 0.8695, loss_cls: 1.2472, loss: 2.3047, grad_norm: 9.7256 2021-12-04 05:48:41,173 - mmaction - INFO - Epoch [86][240/1345] lr: 1.000e-03, eta: 1 day, 1:03:02, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0424, top1_acc: 0.6766, top5_acc: 0.8742, loss_cls: 1.2725, loss: 2.3150, grad_norm: 9.5038 2021-12-04 05:49:00,357 - mmaction - INFO - Epoch [86][260/1345] lr: 1.000e-03, eta: 1 day, 1:02:40, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0621, top1_acc: 0.6664, top5_acc: 0.8789, loss_cls: 1.2648, loss: 2.3270, grad_norm: 9.6581 2021-12-04 05:49:19,534 - mmaction - INFO - Epoch [86][280/1345] lr: 1.000e-03, eta: 1 day, 1:02:18, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0559, top1_acc: 0.6656, top5_acc: 0.8758, loss_cls: 1.2734, loss: 2.3293, grad_norm: 9.3748 2021-12-04 05:49:38,728 - mmaction - INFO - Epoch [86][300/1345] lr: 1.000e-03, eta: 1 day, 1:01:57, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0396, top1_acc: 0.6656, top5_acc: 0.8812, loss_cls: 1.2926, loss: 2.3322, grad_norm: 9.6889 2021-12-04 05:49:57,904 - mmaction - INFO - Epoch [86][320/1345] lr: 1.000e-03, eta: 1 day, 1:01:35, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0246, top1_acc: 0.6758, top5_acc: 0.8672, loss_cls: 1.2874, loss: 2.3120, grad_norm: 9.3568 2021-12-04 05:50:17,087 - mmaction - INFO - Epoch [86][340/1345] lr: 1.000e-03, eta: 1 day, 1:01:13, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0580, top1_acc: 0.6633, top5_acc: 0.8688, loss_cls: 1.2890, loss: 2.3470, grad_norm: 9.4071 2021-12-04 05:50:36,276 - mmaction - INFO - Epoch [86][360/1345] lr: 1.000e-03, eta: 1 day, 1:00:51, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0283, top1_acc: 0.6820, top5_acc: 0.8844, loss_cls: 1.2347, loss: 2.2630, grad_norm: 9.8059 2021-12-04 05:50:55,453 - mmaction - INFO - Epoch [86][380/1345] lr: 1.000e-03, eta: 1 day, 1:00:29, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0189, top1_acc: 0.6953, top5_acc: 0.8898, loss_cls: 1.1969, loss: 2.2159, grad_norm: 9.3825 2021-12-04 05:51:14,601 - mmaction - INFO - Epoch [86][400/1345] lr: 1.000e-03, eta: 1 day, 1:00:07, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 1.0829, top1_acc: 0.6523, top5_acc: 0.8656, loss_cls: 1.3112, loss: 2.3940, grad_norm: 9.9093 2021-12-04 05:51:33,748 - mmaction - INFO - Epoch [86][420/1345] lr: 1.000e-03, eta: 1 day, 0:59:46, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 1.0464, top1_acc: 0.6930, top5_acc: 0.8703, loss_cls: 1.2909, loss: 2.3373, grad_norm: 9.3965 2021-12-04 05:51:52,916 - mmaction - INFO - Epoch [86][440/1345] lr: 1.000e-03, eta: 1 day, 0:59:24, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.0237, top1_acc: 0.6906, top5_acc: 0.8922, loss_cls: 1.1786, loss: 2.2023, grad_norm: 9.0895 2021-12-04 05:52:12,074 - mmaction - INFO - Epoch [86][460/1345] lr: 1.000e-03, eta: 1 day, 0:59:02, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.0271, top1_acc: 0.6789, top5_acc: 0.8703, loss_cls: 1.2850, loss: 2.3121, grad_norm: 9.5549 2021-12-04 05:52:31,241 - mmaction - INFO - Epoch [86][480/1345] lr: 1.000e-03, eta: 1 day, 0:58:40, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.0458, top1_acc: 0.6953, top5_acc: 0.8773, loss_cls: 1.2331, loss: 2.2789, grad_norm: 9.4015 2021-12-04 05:52:50,402 - mmaction - INFO - Epoch [86][500/1345] lr: 1.000e-03, eta: 1 day, 0:58:18, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.0574, top1_acc: 0.6758, top5_acc: 0.8859, loss_cls: 1.2432, loss: 2.3006, grad_norm: 9.5226 2021-12-04 05:53:09,600 - mmaction - INFO - Epoch [86][520/1345] lr: 1.000e-03, eta: 1 day, 0:57:56, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0720, top1_acc: 0.6578, top5_acc: 0.8672, loss_cls: 1.3214, loss: 2.3934, grad_norm: 9.7905 2021-12-04 05:53:28,780 - mmaction - INFO - Epoch [86][540/1345] lr: 1.000e-03, eta: 1 day, 0:57:35, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0646, top1_acc: 0.7063, top5_acc: 0.8719, loss_cls: 1.2339, loss: 2.2986, grad_norm: 9.4068 2021-12-04 05:53:47,976 - mmaction - INFO - Epoch [86][560/1345] lr: 1.000e-03, eta: 1 day, 0:57:13, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0395, top1_acc: 0.6898, top5_acc: 0.8719, loss_cls: 1.2459, loss: 2.2854, grad_norm: 9.6238 2021-12-04 05:54:07,172 - mmaction - INFO - Epoch [86][580/1345] lr: 1.000e-03, eta: 1 day, 0:56:51, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0325, top1_acc: 0.6711, top5_acc: 0.8727, loss_cls: 1.2886, loss: 2.3211, grad_norm: 9.5715 2021-12-04 05:54:26,380 - mmaction - INFO - Epoch [86][600/1345] lr: 1.000e-03, eta: 1 day, 0:56:29, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0198, top1_acc: 0.6891, top5_acc: 0.8727, loss_cls: 1.2214, loss: 2.2412, grad_norm: 9.4104 2021-12-04 05:54:45,592 - mmaction - INFO - Epoch [86][620/1345] lr: 1.000e-03, eta: 1 day, 0:56:07, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0876, top1_acc: 0.6625, top5_acc: 0.8641, loss_cls: 1.3258, loss: 2.4135, grad_norm: 9.8065 2021-12-04 05:55:04,814 - mmaction - INFO - Epoch [86][640/1345] lr: 1.000e-03, eta: 1 day, 0:55:46, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0641, top1_acc: 0.6633, top5_acc: 0.8641, loss_cls: 1.3203, loss: 2.3844, grad_norm: 9.4796 2021-12-04 05:55:24,039 - mmaction - INFO - Epoch [86][660/1345] lr: 1.000e-03, eta: 1 day, 0:55:24, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0258, top1_acc: 0.6891, top5_acc: 0.8820, loss_cls: 1.2178, loss: 2.2436, grad_norm: 9.0554 2021-12-04 05:55:43,281 - mmaction - INFO - Epoch [86][680/1345] lr: 1.000e-03, eta: 1 day, 0:55:02, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0178, top1_acc: 0.6961, top5_acc: 0.8867, loss_cls: 1.1952, loss: 2.2130, grad_norm: 9.3103 2021-12-04 05:56:02,507 - mmaction - INFO - Epoch [86][700/1345] lr: 1.000e-03, eta: 1 day, 0:54:40, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0196, top1_acc: 0.6969, top5_acc: 0.8867, loss_cls: 1.2055, loss: 2.2251, grad_norm: 9.2281 2021-12-04 05:56:21,735 - mmaction - INFO - Epoch [86][720/1345] lr: 1.000e-03, eta: 1 day, 0:54:18, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0343, top1_acc: 0.6672, top5_acc: 0.8805, loss_cls: 1.2503, loss: 2.2846, grad_norm: 9.2347 2021-12-04 05:56:40,984 - mmaction - INFO - Epoch [86][740/1345] lr: 1.000e-03, eta: 1 day, 0:53:57, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0411, top1_acc: 0.6758, top5_acc: 0.8766, loss_cls: 1.2201, loss: 2.2612, grad_norm: 9.3617 2021-12-04 05:57:00,201 - mmaction - INFO - Epoch [86][760/1345] lr: 1.000e-03, eta: 1 day, 0:53:35, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0593, top1_acc: 0.6852, top5_acc: 0.8852, loss_cls: 1.2621, loss: 2.3214, grad_norm: 9.4694 2021-12-04 05:57:19,432 - mmaction - INFO - Epoch [86][780/1345] lr: 1.000e-03, eta: 1 day, 0:53:13, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0539, top1_acc: 0.6797, top5_acc: 0.8766, loss_cls: 1.2515, loss: 2.3054, grad_norm: 9.4970 2021-12-04 05:57:38,697 - mmaction - INFO - Epoch [86][800/1345] lr: 1.000e-03, eta: 1 day, 0:52:51, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.0193, top1_acc: 0.6805, top5_acc: 0.8773, loss_cls: 1.2491, loss: 2.2684, grad_norm: 9.3248 2021-12-04 05:57:57,939 - mmaction - INFO - Epoch [86][820/1345] lr: 1.000e-03, eta: 1 day, 0:52:30, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0344, top1_acc: 0.6664, top5_acc: 0.8734, loss_cls: 1.2778, loss: 2.3121, grad_norm: 9.7653 2021-12-04 05:58:17,154 - mmaction - INFO - Epoch [86][840/1345] lr: 1.000e-03, eta: 1 day, 0:52:08, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0533, top1_acc: 0.6562, top5_acc: 0.8727, loss_cls: 1.3161, loss: 2.3693, grad_norm: 9.7555 2021-12-04 05:58:36,383 - mmaction - INFO - Epoch [86][860/1345] lr: 1.000e-03, eta: 1 day, 0:51:46, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9980, top1_acc: 0.6977, top5_acc: 0.8859, loss_cls: 1.1921, loss: 2.1900, grad_norm: 9.3273 2021-12-04 05:58:55,606 - mmaction - INFO - Epoch [86][880/1345] lr: 1.000e-03, eta: 1 day, 0:51:24, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0412, top1_acc: 0.6828, top5_acc: 0.8664, loss_cls: 1.2652, loss: 2.3064, grad_norm: 9.6581 2021-12-04 05:59:14,847 - mmaction - INFO - Epoch [86][900/1345] lr: 1.000e-03, eta: 1 day, 0:51:03, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0343, top1_acc: 0.6766, top5_acc: 0.8773, loss_cls: 1.2610, loss: 2.2953, grad_norm: 9.6305 2021-12-04 05:59:34,079 - mmaction - INFO - Epoch [86][920/1345] lr: 1.000e-03, eta: 1 day, 0:50:41, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0436, top1_acc: 0.6703, top5_acc: 0.8930, loss_cls: 1.2442, loss: 2.2878, grad_norm: 9.7218 2021-12-04 05:59:53,310 - mmaction - INFO - Epoch [86][940/1345] lr: 1.000e-03, eta: 1 day, 0:50:19, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0736, top1_acc: 0.6523, top5_acc: 0.8625, loss_cls: 1.3598, loss: 2.4334, grad_norm: 9.9637 2021-12-04 06:00:12,532 - mmaction - INFO - Epoch [86][960/1345] lr: 1.000e-03, eta: 1 day, 0:49:57, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0250, top1_acc: 0.6969, top5_acc: 0.8953, loss_cls: 1.1631, loss: 2.1881, grad_norm: 9.2357 2021-12-04 06:00:31,731 - mmaction - INFO - Epoch [86][980/1345] lr: 1.000e-03, eta: 1 day, 0:49:35, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0220, top1_acc: 0.6836, top5_acc: 0.8734, loss_cls: 1.2473, loss: 2.2692, grad_norm: 9.6208 2021-12-04 06:00:50,938 - mmaction - INFO - Epoch [86][1000/1345] lr: 1.000e-03, eta: 1 day, 0:49:14, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0263, top1_acc: 0.6633, top5_acc: 0.8844, loss_cls: 1.2632, loss: 2.2895, grad_norm: 9.4407 2021-12-04 06:01:10,137 - mmaction - INFO - Epoch [86][1020/1345] lr: 1.000e-03, eta: 1 day, 0:48:52, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0324, top1_acc: 0.6555, top5_acc: 0.8664, loss_cls: 1.2719, loss: 2.3043, grad_norm: 9.5040 2021-12-04 06:01:29,382 - mmaction - INFO - Epoch [86][1040/1345] lr: 1.000e-03, eta: 1 day, 0:48:30, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0512, top1_acc: 0.6914, top5_acc: 0.8789, loss_cls: 1.2422, loss: 2.2934, grad_norm: 9.3838 2021-12-04 06:01:48,599 - mmaction - INFO - Epoch [86][1060/1345] lr: 1.000e-03, eta: 1 day, 0:48:08, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0318, top1_acc: 0.6703, top5_acc: 0.8727, loss_cls: 1.2520, loss: 2.2839, grad_norm: 9.3294 2021-12-04 06:02:07,816 - mmaction - INFO - Epoch [86][1080/1345] lr: 1.000e-03, eta: 1 day, 0:47:47, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0173, top1_acc: 0.6898, top5_acc: 0.8891, loss_cls: 1.2177, loss: 2.2350, grad_norm: 9.4794 2021-12-04 06:02:27,004 - mmaction - INFO - Epoch [86][1100/1345] lr: 1.000e-03, eta: 1 day, 0:47:25, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0380, top1_acc: 0.6805, top5_acc: 0.8867, loss_cls: 1.2427, loss: 2.2806, grad_norm: 9.5757 2021-12-04 06:02:46,200 - mmaction - INFO - Epoch [86][1120/1345] lr: 1.000e-03, eta: 1 day, 0:47:03, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0468, top1_acc: 0.6703, top5_acc: 0.8688, loss_cls: 1.2881, loss: 2.3350, grad_norm: 9.8102 2021-12-04 06:03:05,415 - mmaction - INFO - Epoch [86][1140/1345] lr: 1.000e-03, eta: 1 day, 0:46:41, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0076, top1_acc: 0.6789, top5_acc: 0.8844, loss_cls: 1.2045, loss: 2.2121, grad_norm: 9.3947 2021-12-04 06:03:24,594 - mmaction - INFO - Epoch [86][1160/1345] lr: 1.000e-03, eta: 1 day, 0:46:19, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0811, top1_acc: 0.6562, top5_acc: 0.8641, loss_cls: 1.3249, loss: 2.4060, grad_norm: 9.7580 2021-12-04 06:03:43,752 - mmaction - INFO - Epoch [86][1180/1345] lr: 1.000e-03, eta: 1 day, 0:45:58, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.0505, top1_acc: 0.6805, top5_acc: 0.8664, loss_cls: 1.2923, loss: 2.3428, grad_norm: 9.6535 2021-12-04 06:04:02,918 - mmaction - INFO - Epoch [86][1200/1345] lr: 1.000e-03, eta: 1 day, 0:45:36, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.0803, top1_acc: 0.6727, top5_acc: 0.8570, loss_cls: 1.3318, loss: 2.4122, grad_norm: 9.8033 2021-12-04 06:04:22,133 - mmaction - INFO - Epoch [86][1220/1345] lr: 1.000e-03, eta: 1 day, 0:45:14, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0281, top1_acc: 0.6906, top5_acc: 0.8898, loss_cls: 1.2286, loss: 2.2567, grad_norm: 9.5422 2021-12-04 06:04:41,339 - mmaction - INFO - Epoch [86][1240/1345] lr: 1.000e-03, eta: 1 day, 0:44:52, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0489, top1_acc: 0.6531, top5_acc: 0.8766, loss_cls: 1.3054, loss: 2.3542, grad_norm: 9.6510 2021-12-04 06:05:00,559 - mmaction - INFO - Epoch [86][1260/1345] lr: 1.000e-03, eta: 1 day, 0:44:31, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9983, top1_acc: 0.6969, top5_acc: 0.8797, loss_cls: 1.1768, loss: 2.1751, grad_norm: 9.2737 2021-12-04 06:05:19,724 - mmaction - INFO - Epoch [86][1280/1345] lr: 1.000e-03, eta: 1 day, 0:44:09, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.0641, top1_acc: 0.6562, top5_acc: 0.8602, loss_cls: 1.3179, loss: 2.3820, grad_norm: 9.4992 2021-12-04 06:05:38,923 - mmaction - INFO - Epoch [86][1300/1345] lr: 1.000e-03, eta: 1 day, 0:43:47, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0573, top1_acc: 0.6734, top5_acc: 0.8875, loss_cls: 1.2730, loss: 2.3303, grad_norm: 9.7816 2021-12-04 06:05:58,139 - mmaction - INFO - Epoch [86][1320/1345] lr: 1.000e-03, eta: 1 day, 0:43:25, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0534, top1_acc: 0.6711, top5_acc: 0.8750, loss_cls: 1.3000, loss: 2.3535, grad_norm: 9.6001 2021-12-04 06:06:17,311 - mmaction - INFO - Epoch [86][1340/1345] lr: 1.000e-03, eta: 1 day, 0:43:03, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0564, top1_acc: 0.6453, top5_acc: 0.8609, loss_cls: 1.3396, loss: 2.3960, grad_norm: 9.9095 2021-12-04 06:06:22,875 - mmaction - INFO - Saving checkpoint at 86 epochs 2021-12-04 06:08:28,383 - mmaction - INFO - Epoch [87][20/1345] lr: 1.000e-03, eta: 1 day, 0:43:49, time: 6.087, data_time: 5.129, memory: 8232, loss_aux: 1.0416, top1_acc: 0.7156, top5_acc: 0.8875, loss_cls: 1.1656, loss: 2.2073, grad_norm: 9.3403 2021-12-04 06:08:47,490 - mmaction - INFO - Epoch [87][40/1345] lr: 1.000e-03, eta: 1 day, 0:43:27, time: 0.955, data_time: 0.003, memory: 8232, loss_aux: 1.0269, top1_acc: 0.6906, top5_acc: 0.8953, loss_cls: 1.1884, loss: 2.2153, grad_norm: 9.3585 2021-12-04 06:09:06,577 - mmaction - INFO - Epoch [87][60/1345] lr: 1.000e-03, eta: 1 day, 0:43:05, time: 0.954, data_time: 0.001, memory: 8232, loss_aux: 1.0193, top1_acc: 0.6703, top5_acc: 0.8719, loss_cls: 1.2512, loss: 2.2705, grad_norm: 9.5466 2021-12-04 06:09:25,742 - mmaction - INFO - Epoch [87][80/1345] lr: 1.000e-03, eta: 1 day, 0:42:43, time: 0.958, data_time: 0.002, memory: 8232, loss_aux: 1.0171, top1_acc: 0.6922, top5_acc: 0.8711, loss_cls: 1.2344, loss: 2.2515, grad_norm: 9.3860 2021-12-04 06:09:44,923 - mmaction - INFO - Epoch [87][100/1345] lr: 1.000e-03, eta: 1 day, 0:42:22, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0189, top1_acc: 0.6828, top5_acc: 0.8938, loss_cls: 1.1838, loss: 2.2027, grad_norm: 9.5329 2021-12-04 06:10:04,138 - mmaction - INFO - Epoch [87][120/1345] lr: 1.000e-03, eta: 1 day, 0:42:00, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0167, top1_acc: 0.6875, top5_acc: 0.8820, loss_cls: 1.2195, loss: 2.2363, grad_norm: 9.3731 2021-12-04 06:10:23,357 - mmaction - INFO - Epoch [87][140/1345] lr: 1.000e-03, eta: 1 day, 0:41:38, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0457, top1_acc: 0.6836, top5_acc: 0.8766, loss_cls: 1.2587, loss: 2.3044, grad_norm: 9.8029 2021-12-04 06:10:42,602 - mmaction - INFO - Epoch [87][160/1345] lr: 1.000e-03, eta: 1 day, 0:41:16, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0283, top1_acc: 0.6859, top5_acc: 0.8812, loss_cls: 1.2283, loss: 2.2566, grad_norm: 9.5952 2021-12-04 06:11:01,862 - mmaction - INFO - Epoch [87][180/1345] lr: 1.000e-03, eta: 1 day, 0:40:54, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.0794, top1_acc: 0.6766, top5_acc: 0.8727, loss_cls: 1.2815, loss: 2.3609, grad_norm: 9.5848 2021-12-04 06:11:21,149 - mmaction - INFO - Epoch [87][200/1345] lr: 1.000e-03, eta: 1 day, 0:40:33, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 1.0115, top1_acc: 0.6930, top5_acc: 0.8977, loss_cls: 1.1766, loss: 2.1881, grad_norm: 9.6650 2021-12-04 06:11:40,382 - mmaction - INFO - Epoch [87][220/1345] lr: 1.000e-03, eta: 1 day, 0:40:11, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0060, top1_acc: 0.6766, top5_acc: 0.8789, loss_cls: 1.1922, loss: 2.1982, grad_norm: 9.5317 2021-12-04 06:11:59,639 - mmaction - INFO - Epoch [87][240/1345] lr: 1.000e-03, eta: 1 day, 0:39:49, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.0533, top1_acc: 0.6906, top5_acc: 0.8664, loss_cls: 1.2656, loss: 2.3189, grad_norm: 9.7062 2021-12-04 06:12:18,920 - mmaction - INFO - Epoch [87][260/1345] lr: 1.000e-03, eta: 1 day, 0:39:27, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 1.0446, top1_acc: 0.6820, top5_acc: 0.8766, loss_cls: 1.2666, loss: 2.3112, grad_norm: 9.6003 2021-12-04 06:12:38,189 - mmaction - INFO - Epoch [87][280/1345] lr: 1.000e-03, eta: 1 day, 0:39:06, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.0416, top1_acc: 0.6805, top5_acc: 0.8750, loss_cls: 1.2558, loss: 2.2974, grad_norm: 9.7556 2021-12-04 06:12:57,453 - mmaction - INFO - Epoch [87][300/1345] lr: 1.000e-03, eta: 1 day, 0:38:44, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.0643, top1_acc: 0.6617, top5_acc: 0.8680, loss_cls: 1.3202, loss: 2.3845, grad_norm: 10.1505 2021-12-04 06:13:16,752 - mmaction - INFO - Epoch [87][320/1345] lr: 1.000e-03, eta: 1 day, 0:38:22, time: 0.965, data_time: 0.001, memory: 8232, loss_aux: 1.0654, top1_acc: 0.6656, top5_acc: 0.8672, loss_cls: 1.2966, loss: 2.3619, grad_norm: 9.8089 2021-12-04 06:13:36,008 - mmaction - INFO - Epoch [87][340/1345] lr: 1.000e-03, eta: 1 day, 0:38:01, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.0483, top1_acc: 0.6789, top5_acc: 0.8812, loss_cls: 1.2461, loss: 2.2944, grad_norm: 10.0382 2021-12-04 06:13:55,254 - mmaction - INFO - Epoch [87][360/1345] lr: 1.000e-03, eta: 1 day, 0:37:39, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0520, top1_acc: 0.6797, top5_acc: 0.8750, loss_cls: 1.2534, loss: 2.3054, grad_norm: 9.5297 2021-12-04 06:14:14,494 - mmaction - INFO - Epoch [87][380/1345] lr: 1.000e-03, eta: 1 day, 0:37:17, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0450, top1_acc: 0.6773, top5_acc: 0.8703, loss_cls: 1.2600, loss: 2.3050, grad_norm: 9.8313 2021-12-04 06:14:33,742 - mmaction - INFO - Epoch [87][400/1345] lr: 1.000e-03, eta: 1 day, 0:36:55, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0649, top1_acc: 0.6758, top5_acc: 0.8766, loss_cls: 1.2605, loss: 2.3255, grad_norm: 9.7739 2021-12-04 06:14:53,003 - mmaction - INFO - Epoch [87][420/1345] lr: 1.000e-03, eta: 1 day, 0:36:34, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.0369, top1_acc: 0.6883, top5_acc: 0.8797, loss_cls: 1.2315, loss: 2.2684, grad_norm: 9.5292 2021-12-04 06:15:12,289 - mmaction - INFO - Epoch [87][440/1345] lr: 1.000e-03, eta: 1 day, 0:36:12, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 1.0244, top1_acc: 0.7070, top5_acc: 0.8805, loss_cls: 1.1932, loss: 2.2176, grad_norm: 9.5023 2021-12-04 06:15:31,573 - mmaction - INFO - Epoch [87][460/1345] lr: 1.000e-03, eta: 1 day, 0:35:50, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 1.0330, top1_acc: 0.6750, top5_acc: 0.8938, loss_cls: 1.2144, loss: 2.2474, grad_norm: 9.6215 2021-12-04 06:15:50,808 - mmaction - INFO - Epoch [87][480/1345] lr: 1.000e-03, eta: 1 day, 0:35:28, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0212, top1_acc: 0.6945, top5_acc: 0.8734, loss_cls: 1.2053, loss: 2.2265, grad_norm: 9.3540 2021-12-04 06:16:10,061 - mmaction - INFO - Epoch [87][500/1345] lr: 1.000e-03, eta: 1 day, 0:35:07, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.0519, top1_acc: 0.6781, top5_acc: 0.8797, loss_cls: 1.2589, loss: 2.3108, grad_norm: 9.8691 2021-12-04 06:16:29,332 - mmaction - INFO - Epoch [87][520/1345] lr: 1.000e-03, eta: 1 day, 0:34:45, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 1.0707, top1_acc: 0.6523, top5_acc: 0.8641, loss_cls: 1.3379, loss: 2.4086, grad_norm: 9.9310 2021-12-04 06:16:48,575 - mmaction - INFO - Epoch [87][540/1345] lr: 1.000e-03, eta: 1 day, 0:34:23, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0230, top1_acc: 0.6758, top5_acc: 0.8641, loss_cls: 1.2639, loss: 2.2868, grad_norm: 9.4042 2021-12-04 06:17:07,801 - mmaction - INFO - Epoch [87][560/1345] lr: 1.000e-03, eta: 1 day, 0:34:01, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0486, top1_acc: 0.6813, top5_acc: 0.8812, loss_cls: 1.2726, loss: 2.3213, grad_norm: 9.6301 2021-12-04 06:17:27,049 - mmaction - INFO - Epoch [87][580/1345] lr: 1.000e-03, eta: 1 day, 0:33:40, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0661, top1_acc: 0.6641, top5_acc: 0.8664, loss_cls: 1.3149, loss: 2.3810, grad_norm: 9.8034 2021-12-04 06:17:46,271 - mmaction - INFO - Epoch [87][600/1345] lr: 1.000e-03, eta: 1 day, 0:33:18, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0017, top1_acc: 0.6977, top5_acc: 0.8938, loss_cls: 1.1737, loss: 2.1753, grad_norm: 9.4365 2021-12-04 06:18:05,529 - mmaction - INFO - Epoch [87][620/1345] lr: 1.000e-03, eta: 1 day, 0:32:56, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.0234, top1_acc: 0.6984, top5_acc: 0.8828, loss_cls: 1.2011, loss: 2.2244, grad_norm: 9.5623 2021-12-04 06:18:24,744 - mmaction - INFO - Epoch [87][640/1345] lr: 1.000e-03, eta: 1 day, 0:32:34, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0548, top1_acc: 0.6844, top5_acc: 0.8742, loss_cls: 1.2740, loss: 2.3287, grad_norm: 9.5495 2021-12-04 06:18:43,977 - mmaction - INFO - Epoch [87][660/1345] lr: 1.000e-03, eta: 1 day, 0:32:13, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9991, top1_acc: 0.7055, top5_acc: 0.8961, loss_cls: 1.1412, loss: 2.1403, grad_norm: 9.1613 2021-12-04 06:19:03,223 - mmaction - INFO - Epoch [87][680/1345] lr: 1.000e-03, eta: 1 day, 0:31:51, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0622, top1_acc: 0.6656, top5_acc: 0.8547, loss_cls: 1.3216, loss: 2.3838, grad_norm: 9.9278 2021-12-04 06:19:22,439 - mmaction - INFO - Epoch [87][700/1345] lr: 1.000e-03, eta: 1 day, 0:31:29, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0362, top1_acc: 0.6766, top5_acc: 0.8703, loss_cls: 1.2517, loss: 2.2879, grad_norm: 9.9593 2021-12-04 06:19:41,650 - mmaction - INFO - Epoch [87][720/1345] lr: 1.000e-03, eta: 1 day, 0:31:07, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0280, top1_acc: 0.6828, top5_acc: 0.8883, loss_cls: 1.2167, loss: 2.2447, grad_norm: 9.8200 2021-12-04 06:20:00,891 - mmaction - INFO - Epoch [87][740/1345] lr: 1.000e-03, eta: 1 day, 0:30:46, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0393, top1_acc: 0.6914, top5_acc: 0.8805, loss_cls: 1.2331, loss: 2.2724, grad_norm: 9.5522 2021-12-04 06:20:20,125 - mmaction - INFO - Epoch [87][760/1345] lr: 1.000e-03, eta: 1 day, 0:30:24, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0569, top1_acc: 0.6672, top5_acc: 0.8656, loss_cls: 1.3174, loss: 2.3744, grad_norm: 9.8884 2021-12-04 06:20:39,348 - mmaction - INFO - Epoch [87][780/1345] lr: 1.000e-03, eta: 1 day, 0:30:02, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0199, top1_acc: 0.6922, top5_acc: 0.8977, loss_cls: 1.1814, loss: 2.2013, grad_norm: 9.6818 2021-12-04 06:20:58,556 - mmaction - INFO - Epoch [87][800/1345] lr: 1.000e-03, eta: 1 day, 0:29:40, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0088, top1_acc: 0.6773, top5_acc: 0.8805, loss_cls: 1.2491, loss: 2.2579, grad_norm: 9.9395 2021-12-04 06:21:17,766 - mmaction - INFO - Epoch [87][820/1345] lr: 1.000e-03, eta: 1 day, 0:29:19, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0348, top1_acc: 0.6758, top5_acc: 0.8812, loss_cls: 1.2673, loss: 2.3021, grad_norm: 9.6771 2021-12-04 06:21:36,976 - mmaction - INFO - Epoch [87][840/1345] lr: 1.000e-03, eta: 1 day, 0:28:57, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0300, top1_acc: 0.6883, top5_acc: 0.8711, loss_cls: 1.2164, loss: 2.2464, grad_norm: 9.7625 2021-12-04 06:21:56,188 - mmaction - INFO - Epoch [87][860/1345] lr: 1.000e-03, eta: 1 day, 0:28:35, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0750, top1_acc: 0.6719, top5_acc: 0.8555, loss_cls: 1.3264, loss: 2.4014, grad_norm: 9.9354 2021-12-04 06:22:15,370 - mmaction - INFO - Epoch [87][880/1345] lr: 1.000e-03, eta: 1 day, 0:28:13, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0599, top1_acc: 0.6617, top5_acc: 0.8727, loss_cls: 1.3169, loss: 2.3768, grad_norm: 9.8380 2021-12-04 06:22:34,562 - mmaction - INFO - Epoch [87][900/1345] lr: 1.000e-03, eta: 1 day, 0:27:52, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0818, top1_acc: 0.6555, top5_acc: 0.8648, loss_cls: 1.3497, loss: 2.4315, grad_norm: 10.1886 2021-12-04 06:22:53,751 - mmaction - INFO - Epoch [87][920/1345] lr: 1.000e-03, eta: 1 day, 0:27:30, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0428, top1_acc: 0.6773, top5_acc: 0.8781, loss_cls: 1.2553, loss: 2.2981, grad_norm: 9.7308 2021-12-04 06:23:12,998 - mmaction - INFO - Epoch [87][940/1345] lr: 1.000e-03, eta: 1 day, 0:27:08, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0429, top1_acc: 0.6805, top5_acc: 0.8758, loss_cls: 1.2587, loss: 2.3017, grad_norm: 9.5374 2021-12-04 06:23:32,202 - mmaction - INFO - Epoch [87][960/1345] lr: 1.000e-03, eta: 1 day, 0:26:46, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0282, top1_acc: 0.6922, top5_acc: 0.8891, loss_cls: 1.2021, loss: 2.2304, grad_norm: 9.4836 2021-12-04 06:23:51,439 - mmaction - INFO - Epoch [87][980/1345] lr: 1.000e-03, eta: 1 day, 0:26:25, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0364, top1_acc: 0.6906, top5_acc: 0.8828, loss_cls: 1.2413, loss: 2.2777, grad_norm: 9.7868 2021-12-04 06:24:10,665 - mmaction - INFO - Epoch [87][1000/1345] lr: 1.000e-03, eta: 1 day, 0:26:03, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0924, top1_acc: 0.6891, top5_acc: 0.8656, loss_cls: 1.3018, loss: 2.3942, grad_norm: 9.8160 2021-12-04 06:24:29,877 - mmaction - INFO - Epoch [87][1020/1345] lr: 1.000e-03, eta: 1 day, 0:25:41, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0691, top1_acc: 0.6742, top5_acc: 0.8781, loss_cls: 1.2942, loss: 2.3633, grad_norm: 9.9249 2021-12-04 06:24:49,134 - mmaction - INFO - Epoch [87][1040/1345] lr: 1.000e-03, eta: 1 day, 0:25:19, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.0217, top1_acc: 0.6961, top5_acc: 0.9000, loss_cls: 1.1746, loss: 2.1963, grad_norm: 9.7425 2021-12-04 06:25:08,373 - mmaction - INFO - Epoch [87][1060/1345] lr: 1.000e-03, eta: 1 day, 0:24:58, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0405, top1_acc: 0.6813, top5_acc: 0.8852, loss_cls: 1.2199, loss: 2.2604, grad_norm: 9.6092 2021-12-04 06:25:27,650 - mmaction - INFO - Epoch [87][1080/1345] lr: 1.000e-03, eta: 1 day, 0:24:36, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 1.0473, top1_acc: 0.6906, top5_acc: 0.8789, loss_cls: 1.2114, loss: 2.2586, grad_norm: 9.3565 2021-12-04 06:25:46,899 - mmaction - INFO - Epoch [87][1100/1345] lr: 1.000e-03, eta: 1 day, 0:24:14, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0163, top1_acc: 0.6766, top5_acc: 0.8766, loss_cls: 1.2434, loss: 2.2597, grad_norm: 9.8049 2021-12-04 06:26:06,167 - mmaction - INFO - Epoch [87][1120/1345] lr: 1.000e-03, eta: 1 day, 0:23:53, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.0639, top1_acc: 0.6797, top5_acc: 0.8695, loss_cls: 1.2521, loss: 2.3159, grad_norm: 9.7780 2021-12-04 06:26:25,434 - mmaction - INFO - Epoch [87][1140/1345] lr: 1.000e-03, eta: 1 day, 0:23:31, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.0807, top1_acc: 0.6844, top5_acc: 0.8828, loss_cls: 1.2580, loss: 2.3387, grad_norm: 10.1314 2021-12-04 06:26:44,701 - mmaction - INFO - Epoch [87][1160/1345] lr: 1.000e-03, eta: 1 day, 0:23:09, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.0264, top1_acc: 0.6906, top5_acc: 0.8820, loss_cls: 1.2129, loss: 2.2393, grad_norm: 9.7929 2021-12-04 06:27:03,952 - mmaction - INFO - Epoch [87][1180/1345] lr: 1.000e-03, eta: 1 day, 0:22:48, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.0642, top1_acc: 0.6805, top5_acc: 0.8727, loss_cls: 1.2701, loss: 2.3343, grad_norm: 9.7774 2021-12-04 06:27:23,241 - mmaction - INFO - Epoch [87][1200/1345] lr: 1.000e-03, eta: 1 day, 0:22:26, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 1.0479, top1_acc: 0.6523, top5_acc: 0.8672, loss_cls: 1.2830, loss: 2.3309, grad_norm: 9.8707 2021-12-04 06:27:42,493 - mmaction - INFO - Epoch [87][1220/1345] lr: 1.000e-03, eta: 1 day, 0:22:04, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.0651, top1_acc: 0.6648, top5_acc: 0.8695, loss_cls: 1.3095, loss: 2.3746, grad_norm: 9.9822 2021-12-04 06:28:01,733 - mmaction - INFO - Epoch [87][1240/1345] lr: 1.000e-03, eta: 1 day, 0:21:42, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0740, top1_acc: 0.6805, top5_acc: 0.8648, loss_cls: 1.2964, loss: 2.3704, grad_norm: 9.9389 2021-12-04 06:28:21,002 - mmaction - INFO - Epoch [87][1260/1345] lr: 1.000e-03, eta: 1 day, 0:21:21, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.0396, top1_acc: 0.6953, top5_acc: 0.8719, loss_cls: 1.2507, loss: 2.2902, grad_norm: 9.6000 2021-12-04 06:28:40,279 - mmaction - INFO - Epoch [87][1280/1345] lr: 1.000e-03, eta: 1 day, 0:20:59, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 1.0575, top1_acc: 0.6781, top5_acc: 0.8703, loss_cls: 1.2571, loss: 2.3147, grad_norm: 9.9731 2021-12-04 06:28:59,543 - mmaction - INFO - Epoch [87][1300/1345] lr: 1.000e-03, eta: 1 day, 0:20:37, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.0354, top1_acc: 0.6859, top5_acc: 0.8906, loss_cls: 1.2197, loss: 2.2551, grad_norm: 9.8312 2021-12-04 06:29:18,794 - mmaction - INFO - Epoch [87][1320/1345] lr: 1.000e-03, eta: 1 day, 0:20:16, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.0481, top1_acc: 0.6883, top5_acc: 0.8789, loss_cls: 1.2283, loss: 2.2764, grad_norm: 9.8697 2021-12-04 06:29:38,083 - mmaction - INFO - Epoch [87][1340/1345] lr: 1.000e-03, eta: 1 day, 0:19:54, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 1.0349, top1_acc: 0.6789, top5_acc: 0.8773, loss_cls: 1.2691, loss: 2.3040, grad_norm: 9.8718 2021-12-04 06:29:43,722 - mmaction - INFO - Saving checkpoint at 87 epochs 2021-12-04 06:31:48,737 - mmaction - INFO - Epoch [88][20/1345] lr: 1.000e-03, eta: 1 day, 0:20:37, time: 6.086, data_time: 5.131, memory: 8232, loss_aux: 1.0263, top1_acc: 0.6609, top5_acc: 0.8836, loss_cls: 1.2496, loss: 2.2759, grad_norm: 9.7203 2021-12-04 06:32:07,857 - mmaction - INFO - Epoch [88][40/1345] lr: 1.000e-03, eta: 1 day, 0:20:16, time: 0.956, data_time: 0.003, memory: 8232, loss_aux: 1.0336, top1_acc: 0.6758, top5_acc: 0.8766, loss_cls: 1.2398, loss: 2.2735, grad_norm: 9.7286 2021-12-04 06:32:27,007 - mmaction - INFO - Epoch [88][60/1345] lr: 1.000e-03, eta: 1 day, 0:19:54, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.0538, top1_acc: 0.6805, top5_acc: 0.8836, loss_cls: 1.2719, loss: 2.3258, grad_norm: 9.7226 2021-12-04 06:32:46,216 - mmaction - INFO - Epoch [88][80/1345] lr: 1.000e-03, eta: 1 day, 0:19:32, time: 0.960, data_time: 0.002, memory: 8232, loss_aux: 1.0348, top1_acc: 0.6906, top5_acc: 0.8812, loss_cls: 1.2088, loss: 2.2436, grad_norm: 9.7881 2021-12-04 06:33:05,412 - mmaction - INFO - Epoch [88][100/1345] lr: 1.000e-03, eta: 1 day, 0:19:10, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0097, top1_acc: 0.7000, top5_acc: 0.9008, loss_cls: 1.1456, loss: 2.1552, grad_norm: 9.7259 2021-12-04 06:33:24,611 - mmaction - INFO - Epoch [88][120/1345] lr: 1.000e-03, eta: 1 day, 0:18:49, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0433, top1_acc: 0.6930, top5_acc: 0.8859, loss_cls: 1.2333, loss: 2.2766, grad_norm: 10.0365 2021-12-04 06:33:43,816 - mmaction - INFO - Epoch [88][140/1345] lr: 1.000e-03, eta: 1 day, 0:18:27, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0470, top1_acc: 0.6773, top5_acc: 0.8672, loss_cls: 1.2552, loss: 2.3022, grad_norm: 9.8304 2021-12-04 06:34:03,017 - mmaction - INFO - Epoch [88][160/1345] lr: 1.000e-03, eta: 1 day, 0:18:05, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0890, top1_acc: 0.6750, top5_acc: 0.8734, loss_cls: 1.2600, loss: 2.3491, grad_norm: 9.6726 2021-12-04 06:34:22,237 - mmaction - INFO - Epoch [88][180/1345] lr: 1.000e-03, eta: 1 day, 0:17:43, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0541, top1_acc: 0.6906, top5_acc: 0.8945, loss_cls: 1.1893, loss: 2.2434, grad_norm: 9.6743 2021-12-04 06:34:41,416 - mmaction - INFO - Epoch [88][200/1345] lr: 1.000e-03, eta: 1 day, 0:17:22, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0434, top1_acc: 0.6773, top5_acc: 0.8773, loss_cls: 1.2564, loss: 2.2997, grad_norm: 9.7811 2021-12-04 06:35:00,653 - mmaction - INFO - Epoch [88][220/1345] lr: 1.000e-03, eta: 1 day, 0:17:00, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0221, top1_acc: 0.6805, top5_acc: 0.8891, loss_cls: 1.2072, loss: 2.2293, grad_norm: 9.7552 2021-12-04 06:35:19,862 - mmaction - INFO - Epoch [88][240/1345] lr: 1.000e-03, eta: 1 day, 0:16:38, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0077, top1_acc: 0.7063, top5_acc: 0.9000, loss_cls: 1.1776, loss: 2.1853, grad_norm: 9.6024 2021-12-04 06:35:39,054 - mmaction - INFO - Epoch [88][260/1345] lr: 1.000e-03, eta: 1 day, 0:16:16, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0076, top1_acc: 0.7188, top5_acc: 0.8992, loss_cls: 1.1012, loss: 2.1088, grad_norm: 9.5513 2021-12-04 06:35:58,213 - mmaction - INFO - Epoch [88][280/1345] lr: 1.000e-03, eta: 1 day, 0:15:54, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.0585, top1_acc: 0.6719, top5_acc: 0.8680, loss_cls: 1.2858, loss: 2.3443, grad_norm: 10.1630 2021-12-04 06:36:17,387 - mmaction - INFO - Epoch [88][300/1345] lr: 1.000e-03, eta: 1 day, 0:15:33, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0701, top1_acc: 0.6750, top5_acc: 0.8711, loss_cls: 1.2810, loss: 2.3511, grad_norm: 10.1275 2021-12-04 06:36:36,569 - mmaction - INFO - Epoch [88][320/1345] lr: 1.000e-03, eta: 1 day, 0:15:11, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0335, top1_acc: 0.6828, top5_acc: 0.8758, loss_cls: 1.2476, loss: 2.2812, grad_norm: 9.6189 2021-12-04 06:36:55,725 - mmaction - INFO - Epoch [88][340/1345] lr: 1.000e-03, eta: 1 day, 0:14:49, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.0879, top1_acc: 0.6742, top5_acc: 0.8594, loss_cls: 1.3169, loss: 2.4049, grad_norm: 9.9410 2021-12-04 06:37:14,941 - mmaction - INFO - Epoch [88][360/1345] lr: 1.000e-03, eta: 1 day, 0:14:27, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0332, top1_acc: 0.6828, top5_acc: 0.8867, loss_cls: 1.2311, loss: 2.2644, grad_norm: 9.9745 2021-12-04 06:37:34,150 - mmaction - INFO - Epoch [88][380/1345] lr: 1.000e-03, eta: 1 day, 0:14:06, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0526, top1_acc: 0.6773, top5_acc: 0.8797, loss_cls: 1.2494, loss: 2.3020, grad_norm: 9.8871 2021-12-04 06:37:53,363 - mmaction - INFO - Epoch [88][400/1345] lr: 1.000e-03, eta: 1 day, 0:13:44, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0217, top1_acc: 0.6820, top5_acc: 0.8797, loss_cls: 1.2047, loss: 2.2264, grad_norm: 9.5072 2021-12-04 06:38:12,605 - mmaction - INFO - Epoch [88][420/1345] lr: 1.000e-03, eta: 1 day, 0:13:22, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0274, top1_acc: 0.6914, top5_acc: 0.8867, loss_cls: 1.2240, loss: 2.2514, grad_norm: 9.8384 2021-12-04 06:38:31,820 - mmaction - INFO - Epoch [88][440/1345] lr: 1.000e-03, eta: 1 day, 0:13:00, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0524, top1_acc: 0.6883, top5_acc: 0.8625, loss_cls: 1.2834, loss: 2.3359, grad_norm: 10.0042 2021-12-04 06:38:51,057 - mmaction - INFO - Epoch [88][460/1345] lr: 1.000e-03, eta: 1 day, 0:12:39, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0123, top1_acc: 0.6906, top5_acc: 0.8906, loss_cls: 1.2070, loss: 2.2193, grad_norm: 9.9738 2021-12-04 06:39:10,240 - mmaction - INFO - Epoch [88][480/1345] lr: 1.000e-03, eta: 1 day, 0:12:17, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0255, top1_acc: 0.6961, top5_acc: 0.8875, loss_cls: 1.1936, loss: 2.2191, grad_norm: 9.7202 2021-12-04 06:39:29,462 - mmaction - INFO - Epoch [88][500/1345] lr: 1.000e-03, eta: 1 day, 0:11:55, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0360, top1_acc: 0.6898, top5_acc: 0.8766, loss_cls: 1.2492, loss: 2.2852, grad_norm: 10.0059 2021-12-04 06:39:48,662 - mmaction - INFO - Epoch [88][520/1345] lr: 1.000e-03, eta: 1 day, 0:11:33, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0542, top1_acc: 0.6953, top5_acc: 0.8742, loss_cls: 1.2588, loss: 2.3130, grad_norm: 9.8921 2021-12-04 06:40:07,895 - mmaction - INFO - Epoch [88][540/1345] lr: 1.000e-03, eta: 1 day, 0:11:12, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0805, top1_acc: 0.6664, top5_acc: 0.8633, loss_cls: 1.3304, loss: 2.4109, grad_norm: 10.2034 2021-12-04 06:40:27,118 - mmaction - INFO - Epoch [88][560/1345] lr: 1.000e-03, eta: 1 day, 0:10:50, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0222, top1_acc: 0.6844, top5_acc: 0.8828, loss_cls: 1.2231, loss: 2.2453, grad_norm: 9.8717 2021-12-04 06:40:46,394 - mmaction - INFO - Epoch [88][580/1345] lr: 1.000e-03, eta: 1 day, 0:10:28, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 1.0181, top1_acc: 0.6867, top5_acc: 0.8852, loss_cls: 1.2281, loss: 2.2462, grad_norm: 9.5792 2021-12-04 06:41:05,644 - mmaction - INFO - Epoch [88][600/1345] lr: 1.000e-03, eta: 1 day, 0:10:07, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0433, top1_acc: 0.6602, top5_acc: 0.8688, loss_cls: 1.2881, loss: 2.3314, grad_norm: 10.1537 2021-12-04 06:41:24,912 - mmaction - INFO - Epoch [88][620/1345] lr: 1.000e-03, eta: 1 day, 0:09:45, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.0238, top1_acc: 0.6883, top5_acc: 0.8859, loss_cls: 1.1914, loss: 2.2152, grad_norm: 9.8996 2021-12-04 06:41:44,124 - mmaction - INFO - Epoch [88][640/1345] lr: 1.000e-03, eta: 1 day, 0:09:23, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0481, top1_acc: 0.6992, top5_acc: 0.8820, loss_cls: 1.2145, loss: 2.2625, grad_norm: 9.6247 2021-12-04 06:42:03,392 - mmaction - INFO - Epoch [88][660/1345] lr: 1.000e-03, eta: 1 day, 0:09:02, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.0701, top1_acc: 0.6852, top5_acc: 0.8766, loss_cls: 1.2517, loss: 2.3218, grad_norm: 9.9071 2021-12-04 06:42:22,635 - mmaction - INFO - Epoch [88][680/1345] lr: 1.000e-03, eta: 1 day, 0:08:40, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0264, top1_acc: 0.6883, top5_acc: 0.8883, loss_cls: 1.1913, loss: 2.2177, grad_norm: 10.0352 2021-12-04 06:42:41,861 - mmaction - INFO - Epoch [88][700/1345] lr: 1.000e-03, eta: 1 day, 0:08:18, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9761, top1_acc: 0.7156, top5_acc: 0.8914, loss_cls: 1.1641, loss: 2.1401, grad_norm: 9.6674 2021-12-04 06:43:01,094 - mmaction - INFO - Epoch [88][720/1345] lr: 1.000e-03, eta: 1 day, 0:07:56, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0243, top1_acc: 0.6734, top5_acc: 0.8812, loss_cls: 1.2365, loss: 2.2608, grad_norm: 9.7162 2021-12-04 06:43:20,355 - mmaction - INFO - Epoch [88][740/1345] lr: 1.000e-03, eta: 1 day, 0:07:35, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.0297, top1_acc: 0.6773, top5_acc: 0.8805, loss_cls: 1.2469, loss: 2.2766, grad_norm: 9.8525 2021-12-04 06:43:39,586 - mmaction - INFO - Epoch [88][760/1345] lr: 1.000e-03, eta: 1 day, 0:07:13, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0187, top1_acc: 0.6867, top5_acc: 0.8898, loss_cls: 1.2054, loss: 2.2241, grad_norm: 9.8635 2021-12-04 06:43:58,860 - mmaction - INFO - Epoch [88][780/1345] lr: 1.000e-03, eta: 1 day, 0:06:51, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 1.0197, top1_acc: 0.6867, top5_acc: 0.8930, loss_cls: 1.2021, loss: 2.2217, grad_norm: 10.0249 2021-12-04 06:44:18,123 - mmaction - INFO - Epoch [88][800/1345] lr: 1.000e-03, eta: 1 day, 0:06:30, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.0419, top1_acc: 0.7078, top5_acc: 0.8922, loss_cls: 1.1799, loss: 2.2218, grad_norm: 9.8419 2021-12-04 06:44:37,359 - mmaction - INFO - Epoch [88][820/1345] lr: 1.000e-03, eta: 1 day, 0:06:08, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0313, top1_acc: 0.6758, top5_acc: 0.8859, loss_cls: 1.2354, loss: 2.2667, grad_norm: 9.9357 2021-12-04 06:44:56,643 - mmaction - INFO - Epoch [88][840/1345] lr: 1.000e-03, eta: 1 day, 0:05:46, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 1.0181, top1_acc: 0.6930, top5_acc: 0.8859, loss_cls: 1.1787, loss: 2.1968, grad_norm: 9.4991 2021-12-04 06:45:15,872 - mmaction - INFO - Epoch [88][860/1345] lr: 1.000e-03, eta: 1 day, 0:05:24, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0366, top1_acc: 0.7000, top5_acc: 0.8781, loss_cls: 1.1825, loss: 2.2192, grad_norm: 9.7288 2021-12-04 06:45:35,105 - mmaction - INFO - Epoch [88][880/1345] lr: 1.000e-03, eta: 1 day, 0:05:03, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0529, top1_acc: 0.6617, top5_acc: 0.8750, loss_cls: 1.2850, loss: 2.3380, grad_norm: 10.3297 2021-12-04 06:45:54,333 - mmaction - INFO - Epoch [88][900/1345] lr: 1.000e-03, eta: 1 day, 0:04:41, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0242, top1_acc: 0.6859, top5_acc: 0.8867, loss_cls: 1.1785, loss: 2.2028, grad_norm: 9.5760 2021-12-04 06:46:13,554 - mmaction - INFO - Epoch [88][920/1345] lr: 1.000e-03, eta: 1 day, 0:04:19, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0937, top1_acc: 0.6820, top5_acc: 0.8719, loss_cls: 1.2917, loss: 2.3854, grad_norm: 10.1298 2021-12-04 06:46:32,803 - mmaction - INFO - Epoch [88][940/1345] lr: 1.000e-03, eta: 1 day, 0:03:58, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0611, top1_acc: 0.6773, top5_acc: 0.8688, loss_cls: 1.2837, loss: 2.3448, grad_norm: 10.1903 2021-12-04 06:46:52,023 - mmaction - INFO - Epoch [88][960/1345] lr: 1.000e-03, eta: 1 day, 0:03:36, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0330, top1_acc: 0.6781, top5_acc: 0.8875, loss_cls: 1.2109, loss: 2.2439, grad_norm: 9.6781 2021-12-04 06:47:11,254 - mmaction - INFO - Epoch [88][980/1345] lr: 1.000e-03, eta: 1 day, 0:03:14, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0058, top1_acc: 0.6828, top5_acc: 0.8766, loss_cls: 1.2074, loss: 2.2133, grad_norm: 9.7818 2021-12-04 06:47:30,456 - mmaction - INFO - Epoch [88][1000/1345] lr: 1.000e-03, eta: 1 day, 0:02:53, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0410, top1_acc: 0.6836, top5_acc: 0.8773, loss_cls: 1.2223, loss: 2.2633, grad_norm: 9.9238 2021-12-04 06:47:49,650 - mmaction - INFO - Epoch [88][1020/1345] lr: 1.000e-03, eta: 1 day, 0:02:31, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9931, top1_acc: 0.7102, top5_acc: 0.9000, loss_cls: 1.1334, loss: 2.1264, grad_norm: 9.9111 2021-12-04 06:48:08,879 - mmaction - INFO - Epoch [88][1040/1345] lr: 1.000e-03, eta: 1 day, 0:02:09, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0479, top1_acc: 0.6820, top5_acc: 0.8781, loss_cls: 1.2826, loss: 2.3304, grad_norm: 10.1090 2021-12-04 06:48:28,083 - mmaction - INFO - Epoch [88][1060/1345] lr: 1.000e-03, eta: 1 day, 0:01:47, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0627, top1_acc: 0.6719, top5_acc: 0.8828, loss_cls: 1.2651, loss: 2.3278, grad_norm: 10.4742 2021-12-04 06:48:47,288 - mmaction - INFO - Epoch [88][1080/1345] lr: 1.000e-03, eta: 1 day, 0:01:26, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0077, top1_acc: 0.7023, top5_acc: 0.8906, loss_cls: 1.1554, loss: 2.1631, grad_norm: 9.7234 2021-12-04 06:49:06,503 - mmaction - INFO - Epoch [88][1100/1345] lr: 1.000e-03, eta: 1 day, 0:01:04, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0492, top1_acc: 0.6914, top5_acc: 0.8773, loss_cls: 1.2143, loss: 2.2635, grad_norm: 10.0609 2021-12-04 06:49:25,715 - mmaction - INFO - Epoch [88][1120/1345] lr: 1.000e-03, eta: 1 day, 0:00:42, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0242, top1_acc: 0.7000, top5_acc: 0.8836, loss_cls: 1.1922, loss: 2.2164, grad_norm: 9.8030 2021-12-04 06:49:44,930 - mmaction - INFO - Epoch [88][1140/1345] lr: 1.000e-03, eta: 1 day, 0:00:21, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0320, top1_acc: 0.6813, top5_acc: 0.8852, loss_cls: 1.2247, loss: 2.2567, grad_norm: 9.9213 2021-12-04 06:50:04,113 - mmaction - INFO - Epoch [88][1160/1345] lr: 1.000e-03, eta: 23:59:59, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0068, top1_acc: 0.6898, top5_acc: 0.8758, loss_cls: 1.2209, loss: 2.2277, grad_norm: 9.7240 2021-12-04 06:50:23,321 - mmaction - INFO - Epoch [88][1180/1345] lr: 1.000e-03, eta: 23:59:37, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0164, top1_acc: 0.6750, top5_acc: 0.8836, loss_cls: 1.2184, loss: 2.2348, grad_norm: 10.1972 2021-12-04 06:50:42,534 - mmaction - INFO - Epoch [88][1200/1345] lr: 1.000e-03, eta: 23:59:15, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9988, top1_acc: 0.6937, top5_acc: 0.8789, loss_cls: 1.1832, loss: 2.1820, grad_norm: 9.8770 2021-12-04 06:51:01,738 - mmaction - INFO - Epoch [88][1220/1345] lr: 1.000e-03, eta: 23:58:54, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0304, top1_acc: 0.6969, top5_acc: 0.8797, loss_cls: 1.1969, loss: 2.2273, grad_norm: 9.7130 2021-12-04 06:51:20,966 - mmaction - INFO - Epoch [88][1240/1345] lr: 1.000e-03, eta: 23:58:32, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0211, top1_acc: 0.6906, top5_acc: 0.8938, loss_cls: 1.1889, loss: 2.2101, grad_norm: 10.1326 2021-12-04 06:51:40,180 - mmaction - INFO - Epoch [88][1260/1345] lr: 1.000e-03, eta: 23:58:10, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0090, top1_acc: 0.6945, top5_acc: 0.8922, loss_cls: 1.1886, loss: 2.1975, grad_norm: 9.8663 2021-12-04 06:51:59,380 - mmaction - INFO - Epoch [88][1280/1345] lr: 1.000e-03, eta: 23:57:49, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0733, top1_acc: 0.6656, top5_acc: 0.8719, loss_cls: 1.2938, loss: 2.3671, grad_norm: 10.1885 2021-12-04 06:52:18,579 - mmaction - INFO - Epoch [88][1300/1345] lr: 1.000e-03, eta: 23:57:27, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0524, top1_acc: 0.6687, top5_acc: 0.8586, loss_cls: 1.3192, loss: 2.3715, grad_norm: 10.1296 2021-12-04 06:52:37,772 - mmaction - INFO - Epoch [88][1320/1345] lr: 1.000e-03, eta: 23:57:05, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0039, top1_acc: 0.6867, top5_acc: 0.8867, loss_cls: 1.2056, loss: 2.2096, grad_norm: 10.0481 2021-12-04 06:52:56,989 - mmaction - INFO - Epoch [88][1340/1345] lr: 1.000e-03, eta: 23:56:43, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0488, top1_acc: 0.6687, top5_acc: 0.8875, loss_cls: 1.2618, loss: 2.3105, grad_norm: 10.2875 2021-12-04 06:53:02,606 - mmaction - INFO - Saving checkpoint at 88 epochs 2021-12-04 06:55:09,063 - mmaction - INFO - Epoch [89][20/1345] lr: 1.000e-03, eta: 23:57:27, time: 6.224, data_time: 5.267, memory: 8232, loss_aux: 1.0661, top1_acc: 0.6734, top5_acc: 0.8875, loss_cls: 1.2491, loss: 2.3152, grad_norm: 10.1118 2021-12-04 06:55:28,155 - mmaction - INFO - Epoch [89][40/1345] lr: 1.000e-03, eta: 23:57:05, time: 0.955, data_time: 0.003, memory: 8232, loss_aux: 1.0536, top1_acc: 0.6867, top5_acc: 0.8867, loss_cls: 1.2401, loss: 2.2937, grad_norm: 9.9980 2021-12-04 06:55:47,304 - mmaction - INFO - Epoch [89][60/1345] lr: 1.000e-03, eta: 23:56:43, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 1.0122, top1_acc: 0.6914, top5_acc: 0.8805, loss_cls: 1.1957, loss: 2.2079, grad_norm: 9.8985 2021-12-04 06:56:06,467 - mmaction - INFO - Epoch [89][80/1345] lr: 1.000e-03, eta: 23:56:22, time: 0.958, data_time: 0.002, memory: 8232, loss_aux: 0.9902, top1_acc: 0.7242, top5_acc: 0.8977, loss_cls: 1.1110, loss: 2.1012, grad_norm: 9.4933 2021-12-04 06:56:25,637 - mmaction - INFO - Epoch [89][100/1345] lr: 1.000e-03, eta: 23:56:00, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0540, top1_acc: 0.6906, top5_acc: 0.8797, loss_cls: 1.2301, loss: 2.2841, grad_norm: 10.0563 2021-12-04 06:56:44,822 - mmaction - INFO - Epoch [89][120/1345] lr: 1.000e-03, eta: 23:55:38, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0829, top1_acc: 0.6719, top5_acc: 0.8648, loss_cls: 1.2975, loss: 2.3803, grad_norm: 10.2195 2021-12-04 06:57:04,007 - mmaction - INFO - Epoch [89][140/1345] lr: 1.000e-03, eta: 23:55:16, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0644, top1_acc: 0.7000, top5_acc: 0.8859, loss_cls: 1.2332, loss: 2.2976, grad_norm: 10.0037 2021-12-04 06:57:23,236 - mmaction - INFO - Epoch [89][160/1345] lr: 1.000e-03, eta: 23:54:55, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0230, top1_acc: 0.6875, top5_acc: 0.8820, loss_cls: 1.1956, loss: 2.2187, grad_norm: 9.5967 2021-12-04 06:57:42,459 - mmaction - INFO - Epoch [89][180/1345] lr: 1.000e-03, eta: 23:54:33, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0773, top1_acc: 0.6828, top5_acc: 0.8750, loss_cls: 1.2488, loss: 2.3261, grad_norm: 10.0401 2021-12-04 06:58:01,716 - mmaction - INFO - Epoch [89][200/1345] lr: 1.000e-03, eta: 23:54:11, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.0582, top1_acc: 0.6656, top5_acc: 0.8625, loss_cls: 1.2896, loss: 2.3478, grad_norm: 9.9345 2021-12-04 06:58:20,945 - mmaction - INFO - Epoch [89][220/1345] lr: 1.000e-03, eta: 23:53:50, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0639, top1_acc: 0.6937, top5_acc: 0.8727, loss_cls: 1.2246, loss: 2.2885, grad_norm: 9.9588 2021-12-04 06:58:40,217 - mmaction - INFO - Epoch [89][240/1345] lr: 1.000e-03, eta: 23:53:28, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 1.0207, top1_acc: 0.6828, top5_acc: 0.8906, loss_cls: 1.1975, loss: 2.2182, grad_norm: 10.1633 2021-12-04 06:58:59,438 - mmaction - INFO - Epoch [89][260/1345] lr: 1.000e-03, eta: 23:53:06, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0271, top1_acc: 0.7055, top5_acc: 0.8820, loss_cls: 1.1826, loss: 2.2097, grad_norm: 9.5254 2021-12-04 06:59:18,660 - mmaction - INFO - Epoch [89][280/1345] lr: 1.000e-03, eta: 23:52:44, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0199, top1_acc: 0.6906, top5_acc: 0.8836, loss_cls: 1.2154, loss: 2.2353, grad_norm: 10.1329 2021-12-04 06:59:37,895 - mmaction - INFO - Epoch [89][300/1345] lr: 1.000e-03, eta: 23:52:23, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0220, top1_acc: 0.6672, top5_acc: 0.8820, loss_cls: 1.2348, loss: 2.2568, grad_norm: 10.2566 2021-12-04 06:59:57,113 - mmaction - INFO - Epoch [89][320/1345] lr: 1.000e-03, eta: 23:52:01, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0074, top1_acc: 0.7070, top5_acc: 0.8961, loss_cls: 1.1538, loss: 2.1611, grad_norm: 9.9087 2021-12-04 07:00:16,352 - mmaction - INFO - Epoch [89][340/1345] lr: 1.000e-03, eta: 23:51:39, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0401, top1_acc: 0.7086, top5_acc: 0.8969, loss_cls: 1.1536, loss: 2.1938, grad_norm: 9.7873 2021-12-04 07:00:35,592 - mmaction - INFO - Epoch [89][360/1345] lr: 1.000e-03, eta: 23:51:18, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0222, top1_acc: 0.6891, top5_acc: 0.8883, loss_cls: 1.1852, loss: 2.2075, grad_norm: 10.0255 2021-12-04 07:00:54,818 - mmaction - INFO - Epoch [89][380/1345] lr: 1.000e-03, eta: 23:50:56, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0534, top1_acc: 0.6922, top5_acc: 0.8742, loss_cls: 1.2590, loss: 2.3124, grad_norm: 10.3108 2021-12-04 07:01:14,058 - mmaction - INFO - Epoch [89][400/1345] lr: 1.000e-03, eta: 23:50:34, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0410, top1_acc: 0.6891, top5_acc: 0.8797, loss_cls: 1.1859, loss: 2.2269, grad_norm: 9.7800 2021-12-04 07:01:33,279 - mmaction - INFO - Epoch [89][420/1345] lr: 1.000e-03, eta: 23:50:13, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0242, top1_acc: 0.6773, top5_acc: 0.8891, loss_cls: 1.1998, loss: 2.2240, grad_norm: 10.0926 2021-12-04 07:01:52,476 - mmaction - INFO - Epoch [89][440/1345] lr: 1.000e-03, eta: 23:49:51, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0161, top1_acc: 0.6883, top5_acc: 0.8859, loss_cls: 1.1950, loss: 2.2110, grad_norm: 9.7261 2021-12-04 07:02:11,697 - mmaction - INFO - Epoch [89][460/1345] lr: 1.000e-03, eta: 23:49:29, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0221, top1_acc: 0.6930, top5_acc: 0.8898, loss_cls: 1.1862, loss: 2.2084, grad_norm: 10.0682 2021-12-04 07:02:30,901 - mmaction - INFO - Epoch [89][480/1345] lr: 1.000e-03, eta: 23:49:07, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0148, top1_acc: 0.6883, top5_acc: 0.8891, loss_cls: 1.1996, loss: 2.2144, grad_norm: 9.9009 2021-12-04 07:02:50,099 - mmaction - INFO - Epoch [89][500/1345] lr: 1.000e-03, eta: 23:48:46, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0126, top1_acc: 0.6914, top5_acc: 0.8875, loss_cls: 1.1714, loss: 2.1840, grad_norm: 9.9549 2021-12-04 07:03:09,282 - mmaction - INFO - Epoch [89][520/1345] lr: 1.000e-03, eta: 23:48:24, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9929, top1_acc: 0.6992, top5_acc: 0.8844, loss_cls: 1.1671, loss: 2.1600, grad_norm: 9.6380 2021-12-04 07:03:28,480 - mmaction - INFO - Epoch [89][540/1345] lr: 1.000e-03, eta: 23:48:02, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0278, top1_acc: 0.6727, top5_acc: 0.8797, loss_cls: 1.2623, loss: 2.2901, grad_norm: 10.0451 2021-12-04 07:03:47,720 - mmaction - INFO - Epoch [89][560/1345] lr: 1.000e-03, eta: 23:47:41, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0102, top1_acc: 0.7000, top5_acc: 0.8961, loss_cls: 1.1739, loss: 2.1840, grad_norm: 9.9100 2021-12-04 07:04:06,933 - mmaction - INFO - Epoch [89][580/1345] lr: 1.000e-03, eta: 23:47:19, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0275, top1_acc: 0.6828, top5_acc: 0.8734, loss_cls: 1.2661, loss: 2.2936, grad_norm: 10.2695 2021-12-04 07:04:26,133 - mmaction - INFO - Epoch [89][600/1345] lr: 1.000e-03, eta: 23:46:57, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0204, top1_acc: 0.6969, top5_acc: 0.8898, loss_cls: 1.1692, loss: 2.1896, grad_norm: 10.0335 2021-12-04 07:04:45,343 - mmaction - INFO - Epoch [89][620/1345] lr: 1.000e-03, eta: 23:46:35, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0334, top1_acc: 0.6945, top5_acc: 0.8867, loss_cls: 1.2035, loss: 2.2369, grad_norm: 10.0724 2021-12-04 07:05:04,521 - mmaction - INFO - Epoch [89][640/1345] lr: 1.000e-03, eta: 23:46:14, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9957, top1_acc: 0.7031, top5_acc: 0.8906, loss_cls: 1.1494, loss: 2.1451, grad_norm: 9.8686 2021-12-04 07:05:23,756 - mmaction - INFO - Epoch [89][660/1345] lr: 1.000e-03, eta: 23:45:52, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9930, top1_acc: 0.7000, top5_acc: 0.8789, loss_cls: 1.1866, loss: 2.1796, grad_norm: 9.7921 2021-12-04 07:05:42,970 - mmaction - INFO - Epoch [89][680/1345] lr: 1.000e-03, eta: 23:45:30, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0083, top1_acc: 0.6914, top5_acc: 0.8898, loss_cls: 1.1639, loss: 2.1721, grad_norm: 9.8117 2021-12-04 07:06:02,157 - mmaction - INFO - Epoch [89][700/1345] lr: 1.000e-03, eta: 23:45:09, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0668, top1_acc: 0.6797, top5_acc: 0.8836, loss_cls: 1.2369, loss: 2.3036, grad_norm: 10.1222 2021-12-04 07:06:21,357 - mmaction - INFO - Epoch [89][720/1345] lr: 1.000e-03, eta: 23:44:47, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0399, top1_acc: 0.6820, top5_acc: 0.8812, loss_cls: 1.2229, loss: 2.2628, grad_norm: 10.1676 2021-12-04 07:06:40,528 - mmaction - INFO - Epoch [89][740/1345] lr: 1.000e-03, eta: 23:44:25, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0329, top1_acc: 0.6898, top5_acc: 0.8766, loss_cls: 1.1920, loss: 2.2249, grad_norm: 9.9067 2021-12-04 07:06:59,720 - mmaction - INFO - Epoch [89][760/1345] lr: 1.000e-03, eta: 23:44:03, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9965, top1_acc: 0.6945, top5_acc: 0.8844, loss_cls: 1.2083, loss: 2.2048, grad_norm: 10.1681 2021-12-04 07:07:18,934 - mmaction - INFO - Epoch [89][780/1345] lr: 1.000e-03, eta: 23:43:42, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0716, top1_acc: 0.6711, top5_acc: 0.8727, loss_cls: 1.2782, loss: 2.3498, grad_norm: 10.3994 2021-12-04 07:07:38,129 - mmaction - INFO - Epoch [89][800/1345] lr: 1.000e-03, eta: 23:43:20, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0558, top1_acc: 0.6687, top5_acc: 0.8766, loss_cls: 1.2795, loss: 2.3353, grad_norm: 10.3049 2021-12-04 07:07:57,305 - mmaction - INFO - Epoch [89][820/1345] lr: 1.000e-03, eta: 23:42:58, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0184, top1_acc: 0.7008, top5_acc: 0.8875, loss_cls: 1.2128, loss: 2.2312, grad_norm: 9.9422 2021-12-04 07:08:16,504 - mmaction - INFO - Epoch [89][840/1345] lr: 1.000e-03, eta: 23:42:37, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9805, top1_acc: 0.7000, top5_acc: 0.8898, loss_cls: 1.1584, loss: 2.1388, grad_norm: 9.9056 2021-12-04 07:08:35,674 - mmaction - INFO - Epoch [89][860/1345] lr: 1.000e-03, eta: 23:42:15, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0468, top1_acc: 0.6906, top5_acc: 0.8969, loss_cls: 1.2214, loss: 2.2682, grad_norm: 10.3736 2021-12-04 07:08:54,873 - mmaction - INFO - Epoch [89][880/1345] lr: 1.000e-03, eta: 23:41:53, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0427, top1_acc: 0.6828, top5_acc: 0.8820, loss_cls: 1.2230, loss: 2.2657, grad_norm: 10.1586 2021-12-04 07:09:14,055 - mmaction - INFO - Epoch [89][900/1345] lr: 1.000e-03, eta: 23:41:31, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0192, top1_acc: 0.6883, top5_acc: 0.8742, loss_cls: 1.2391, loss: 2.2583, grad_norm: 9.8197 2021-12-04 07:09:33,284 - mmaction - INFO - Epoch [89][920/1345] lr: 1.000e-03, eta: 23:41:10, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0312, top1_acc: 0.6727, top5_acc: 0.8812, loss_cls: 1.2367, loss: 2.2679, grad_norm: 10.2141 2021-12-04 07:09:52,484 - mmaction - INFO - Epoch [89][940/1345] lr: 1.000e-03, eta: 23:40:48, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0193, top1_acc: 0.6859, top5_acc: 0.8883, loss_cls: 1.2217, loss: 2.2410, grad_norm: 10.1012 2021-12-04 07:10:11,693 - mmaction - INFO - Epoch [89][960/1345] lr: 1.000e-03, eta: 23:40:26, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0492, top1_acc: 0.6937, top5_acc: 0.8750, loss_cls: 1.2215, loss: 2.2707, grad_norm: 10.1371 2021-12-04 07:10:30,934 - mmaction - INFO - Epoch [89][980/1345] lr: 1.000e-03, eta: 23:40:05, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9829, top1_acc: 0.7047, top5_acc: 0.8938, loss_cls: 1.1522, loss: 2.1351, grad_norm: 9.8613 2021-12-04 07:10:50,180 - mmaction - INFO - Epoch [89][1000/1345] lr: 1.000e-03, eta: 23:39:43, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.0382, top1_acc: 0.6859, top5_acc: 0.8859, loss_cls: 1.2194, loss: 2.2576, grad_norm: 10.1565 2021-12-04 07:11:09,410 - mmaction - INFO - Epoch [89][1020/1345] lr: 1.000e-03, eta: 23:39:21, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0052, top1_acc: 0.7102, top5_acc: 0.8898, loss_cls: 1.1721, loss: 2.1773, grad_norm: 9.8428 2021-12-04 07:11:28,647 - mmaction - INFO - Epoch [89][1040/1345] lr: 1.000e-03, eta: 23:39:00, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0395, top1_acc: 0.6945, top5_acc: 0.8875, loss_cls: 1.2112, loss: 2.2507, grad_norm: 10.5035 2021-12-04 07:11:47,876 - mmaction - INFO - Epoch [89][1060/1345] lr: 1.000e-03, eta: 23:38:38, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0302, top1_acc: 0.6891, top5_acc: 0.8844, loss_cls: 1.2114, loss: 2.2415, grad_norm: 10.4405 2021-12-04 07:12:07,114 - mmaction - INFO - Epoch [89][1080/1345] lr: 1.000e-03, eta: 23:38:16, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0346, top1_acc: 0.6930, top5_acc: 0.8797, loss_cls: 1.2229, loss: 2.2575, grad_norm: 10.1165 2021-12-04 07:12:26,354 - mmaction - INFO - Epoch [89][1100/1345] lr: 1.000e-03, eta: 23:37:55, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0397, top1_acc: 0.6852, top5_acc: 0.8820, loss_cls: 1.2120, loss: 2.2517, grad_norm: 10.0766 2021-12-04 07:12:45,615 - mmaction - INFO - Epoch [89][1120/1345] lr: 1.000e-03, eta: 23:37:33, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.0343, top1_acc: 0.6859, top5_acc: 0.8859, loss_cls: 1.2135, loss: 2.2479, grad_norm: 10.3261 2021-12-04 07:13:04,838 - mmaction - INFO - Epoch [89][1140/1345] lr: 1.000e-03, eta: 23:37:11, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0289, top1_acc: 0.6852, top5_acc: 0.8797, loss_cls: 1.2145, loss: 2.2434, grad_norm: 10.0148 2021-12-04 07:13:24,060 - mmaction - INFO - Epoch [89][1160/1345] lr: 1.000e-03, eta: 23:36:50, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0037, top1_acc: 0.6852, top5_acc: 0.8891, loss_cls: 1.2119, loss: 2.2156, grad_norm: 10.1839 2021-12-04 07:13:43,312 - mmaction - INFO - Epoch [89][1180/1345] lr: 1.000e-03, eta: 23:36:28, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 0.9991, top1_acc: 0.6937, top5_acc: 0.8977, loss_cls: 1.1731, loss: 2.1722, grad_norm: 9.9643 2021-12-04 07:14:02,523 - mmaction - INFO - Epoch [89][1200/1345] lr: 1.000e-03, eta: 23:36:06, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0164, top1_acc: 0.6930, top5_acc: 0.8742, loss_cls: 1.2085, loss: 2.2248, grad_norm: 9.8444 2021-12-04 07:14:21,779 - mmaction - INFO - Epoch [89][1220/1345] lr: 1.000e-03, eta: 23:35:45, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.0345, top1_acc: 0.6828, top5_acc: 0.8672, loss_cls: 1.2470, loss: 2.2815, grad_norm: 9.9346 2021-12-04 07:14:40,986 - mmaction - INFO - Epoch [89][1240/1345] lr: 1.000e-03, eta: 23:35:23, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0537, top1_acc: 0.6898, top5_acc: 0.8805, loss_cls: 1.2356, loss: 2.2893, grad_norm: 9.8313 2021-12-04 07:15:00,242 - mmaction - INFO - Epoch [89][1260/1345] lr: 1.000e-03, eta: 23:35:01, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 0.9981, top1_acc: 0.7039, top5_acc: 0.8883, loss_cls: 1.1927, loss: 2.1908, grad_norm: 9.8444 2021-12-04 07:15:19,479 - mmaction - INFO - Epoch [89][1280/1345] lr: 1.000e-03, eta: 23:34:40, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0487, top1_acc: 0.6914, top5_acc: 0.8781, loss_cls: 1.2510, loss: 2.2997, grad_norm: 10.2005 2021-12-04 07:15:38,697 - mmaction - INFO - Epoch [89][1300/1345] lr: 1.000e-03, eta: 23:34:18, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0299, top1_acc: 0.6805, top5_acc: 0.8820, loss_cls: 1.2175, loss: 2.2473, grad_norm: 10.0244 2021-12-04 07:15:57,930 - mmaction - INFO - Epoch [89][1320/1345] lr: 1.000e-03, eta: 23:33:56, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0220, top1_acc: 0.6727, top5_acc: 0.8734, loss_cls: 1.2557, loss: 2.2777, grad_norm: 10.4725 2021-12-04 07:16:17,156 - mmaction - INFO - Epoch [89][1340/1345] lr: 1.000e-03, eta: 23:33:35, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0488, top1_acc: 0.6813, top5_acc: 0.8734, loss_cls: 1.2379, loss: 2.2867, grad_norm: 10.2665 2021-12-04 07:16:22,745 - mmaction - INFO - Saving checkpoint at 89 epochs 2021-12-04 07:18:28,543 - mmaction - INFO - Epoch [90][20/1345] lr: 1.000e-03, eta: 23:34:15, time: 6.153, data_time: 5.201, memory: 8232, loss_aux: 1.0226, top1_acc: 0.6891, top5_acc: 0.8758, loss_cls: 1.2046, loss: 2.2272, grad_norm: 10.3477 2021-12-04 07:18:47,682 - mmaction - INFO - Epoch [90][40/1345] lr: 1.000e-03, eta: 23:33:54, time: 0.957, data_time: 0.003, memory: 8232, loss_aux: 1.0234, top1_acc: 0.6883, top5_acc: 0.8859, loss_cls: 1.2165, loss: 2.2399, grad_norm: 10.1963 2021-12-04 07:19:06,843 - mmaction - INFO - Epoch [90][60/1345] lr: 1.000e-03, eta: 23:33:32, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.0499, top1_acc: 0.6898, top5_acc: 0.8758, loss_cls: 1.2569, loss: 2.3068, grad_norm: 9.8598 2021-12-04 07:19:26,024 - mmaction - INFO - Epoch [90][80/1345] lr: 1.000e-03, eta: 23:33:10, time: 0.959, data_time: 0.002, memory: 8232, loss_aux: 1.0621, top1_acc: 0.6828, top5_acc: 0.8852, loss_cls: 1.2467, loss: 2.3088, grad_norm: 10.2751 2021-12-04 07:19:45,196 - mmaction - INFO - Epoch [90][100/1345] lr: 1.000e-03, eta: 23:32:48, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0614, top1_acc: 0.6781, top5_acc: 0.8688, loss_cls: 1.2651, loss: 2.3265, grad_norm: 10.0562 2021-12-04 07:20:04,378 - mmaction - INFO - Epoch [90][120/1345] lr: 1.000e-03, eta: 23:32:27, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9924, top1_acc: 0.7227, top5_acc: 0.8922, loss_cls: 1.1182, loss: 2.1106, grad_norm: 9.4233 2021-12-04 07:20:23,561 - mmaction - INFO - Epoch [90][140/1345] lr: 1.000e-03, eta: 23:32:05, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0392, top1_acc: 0.6914, top5_acc: 0.8859, loss_cls: 1.2126, loss: 2.2518, grad_norm: 10.0934 2021-12-04 07:20:42,727 - mmaction - INFO - Epoch [90][160/1345] lr: 1.000e-03, eta: 23:31:43, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.0579, top1_acc: 0.6859, top5_acc: 0.8812, loss_cls: 1.2400, loss: 2.2979, grad_norm: 10.3173 2021-12-04 07:21:01,900 - mmaction - INFO - Epoch [90][180/1345] lr: 1.000e-03, eta: 23:31:22, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9944, top1_acc: 0.7086, top5_acc: 0.8930, loss_cls: 1.1407, loss: 2.1351, grad_norm: 9.8385 2021-12-04 07:21:21,067 - mmaction - INFO - Epoch [90][200/1345] lr: 1.000e-03, eta: 23:31:00, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 0.9998, top1_acc: 0.7008, top5_acc: 0.8953, loss_cls: 1.1768, loss: 2.1766, grad_norm: 10.0895 2021-12-04 07:21:40,245 - mmaction - INFO - Epoch [90][220/1345] lr: 1.000e-03, eta: 23:30:38, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0562, top1_acc: 0.6969, top5_acc: 0.8797, loss_cls: 1.2007, loss: 2.2568, grad_norm: 9.7416 2021-12-04 07:21:59,383 - mmaction - INFO - Epoch [90][240/1345] lr: 1.000e-03, eta: 23:30:16, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 1.0098, top1_acc: 0.7039, top5_acc: 0.8852, loss_cls: 1.1929, loss: 2.2027, grad_norm: 9.8259 2021-12-04 07:22:18,550 - mmaction - INFO - Epoch [90][260/1345] lr: 1.000e-03, eta: 23:29:55, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.0296, top1_acc: 0.7078, top5_acc: 0.8953, loss_cls: 1.1622, loss: 2.1919, grad_norm: 10.1167 2021-12-04 07:22:37,704 - mmaction - INFO - Epoch [90][280/1345] lr: 1.000e-03, eta: 23:29:33, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.0508, top1_acc: 0.6828, top5_acc: 0.8727, loss_cls: 1.2535, loss: 2.3042, grad_norm: 10.4103 2021-12-04 07:22:56,871 - mmaction - INFO - Epoch [90][300/1345] lr: 1.000e-03, eta: 23:29:11, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.0116, top1_acc: 0.6883, top5_acc: 0.8859, loss_cls: 1.1880, loss: 2.1996, grad_norm: 10.0716 2021-12-04 07:23:16,040 - mmaction - INFO - Epoch [90][320/1345] lr: 1.000e-03, eta: 23:28:49, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.0100, top1_acc: 0.7109, top5_acc: 0.9031, loss_cls: 1.1281, loss: 2.1381, grad_norm: 9.8332 2021-12-04 07:23:35,200 - mmaction - INFO - Epoch [90][340/1345] lr: 1.000e-03, eta: 23:28:28, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.0845, top1_acc: 0.6781, top5_acc: 0.8680, loss_cls: 1.2866, loss: 2.3710, grad_norm: 10.2898 2021-12-04 07:23:54,361 - mmaction - INFO - Epoch [90][360/1345] lr: 1.000e-03, eta: 23:28:06, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.0312, top1_acc: 0.6969, top5_acc: 0.8883, loss_cls: 1.1729, loss: 2.2042, grad_norm: 9.8144 2021-12-04 07:24:13,552 - mmaction - INFO - Epoch [90][380/1345] lr: 1.000e-03, eta: 23:27:44, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0601, top1_acc: 0.6930, top5_acc: 0.8711, loss_cls: 1.2340, loss: 2.2941, grad_norm: 10.2578 2021-12-04 07:24:32,756 - mmaction - INFO - Epoch [90][400/1345] lr: 1.000e-03, eta: 23:27:23, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0384, top1_acc: 0.6836, top5_acc: 0.8898, loss_cls: 1.2022, loss: 2.2406, grad_norm: 10.1784 2021-12-04 07:24:51,936 - mmaction - INFO - Epoch [90][420/1345] lr: 1.000e-03, eta: 23:27:01, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0442, top1_acc: 0.6953, top5_acc: 0.8805, loss_cls: 1.2225, loss: 2.2667, grad_norm: 10.1038 2021-12-04 07:25:11,105 - mmaction - INFO - Epoch [90][440/1345] lr: 1.000e-03, eta: 23:26:39, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0491, top1_acc: 0.6875, top5_acc: 0.8695, loss_cls: 1.2681, loss: 2.3172, grad_norm: 10.4257 2021-12-04 07:25:30,304 - mmaction - INFO - Epoch [90][460/1345] lr: 1.000e-03, eta: 23:26:18, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0338, top1_acc: 0.6758, top5_acc: 0.8773, loss_cls: 1.2492, loss: 2.2829, grad_norm: 10.4257 2021-12-04 07:25:49,502 - mmaction - INFO - Epoch [90][480/1345] lr: 1.000e-03, eta: 23:25:56, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0110, top1_acc: 0.6883, top5_acc: 0.9031, loss_cls: 1.1623, loss: 2.1733, grad_norm: 10.2658 2021-12-04 07:26:08,714 - mmaction - INFO - Epoch [90][500/1345] lr: 1.000e-03, eta: 23:25:34, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0322, top1_acc: 0.7109, top5_acc: 0.9062, loss_cls: 1.1602, loss: 2.1924, grad_norm: 10.2927 2021-12-04 07:26:27,934 - mmaction - INFO - Epoch [90][520/1345] lr: 1.000e-03, eta: 23:25:12, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9962, top1_acc: 0.7055, top5_acc: 0.8844, loss_cls: 1.1540, loss: 2.1502, grad_norm: 10.2642 2021-12-04 07:26:47,167 - mmaction - INFO - Epoch [90][540/1345] lr: 1.000e-03, eta: 23:24:51, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0312, top1_acc: 0.6922, top5_acc: 0.8781, loss_cls: 1.2171, loss: 2.2483, grad_norm: 10.6189 2021-12-04 07:27:06,370 - mmaction - INFO - Epoch [90][560/1345] lr: 1.000e-03, eta: 23:24:29, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0732, top1_acc: 0.6805, top5_acc: 0.8758, loss_cls: 1.2577, loss: 2.3309, grad_norm: 10.5069 2021-12-04 07:27:25,637 - mmaction - INFO - Epoch [90][580/1345] lr: 1.000e-03, eta: 23:24:07, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.0396, top1_acc: 0.6859, top5_acc: 0.8734, loss_cls: 1.2399, loss: 2.2796, grad_norm: 10.5704 2021-12-04 07:27:44,877 - mmaction - INFO - Epoch [90][600/1345] lr: 1.000e-03, eta: 23:23:46, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9763, top1_acc: 0.7031, top5_acc: 0.8898, loss_cls: 1.1418, loss: 2.1181, grad_norm: 9.7322 2021-12-04 07:28:04,122 - mmaction - INFO - Epoch [90][620/1345] lr: 1.000e-03, eta: 23:23:24, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0546, top1_acc: 0.6828, top5_acc: 0.8719, loss_cls: 1.2813, loss: 2.3359, grad_norm: 10.0355 2021-12-04 07:28:23,366 - mmaction - INFO - Epoch [90][640/1345] lr: 1.000e-03, eta: 23:23:02, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0172, top1_acc: 0.6766, top5_acc: 0.8828, loss_cls: 1.2136, loss: 2.2308, grad_norm: 10.4752 2021-12-04 07:28:42,623 - mmaction - INFO - Epoch [90][660/1345] lr: 1.000e-03, eta: 23:22:41, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.0328, top1_acc: 0.6930, top5_acc: 0.8773, loss_cls: 1.2164, loss: 2.2492, grad_norm: 10.1039 2021-12-04 07:29:01,870 - mmaction - INFO - Epoch [90][680/1345] lr: 1.000e-03, eta: 23:22:19, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0000, top1_acc: 0.6977, top5_acc: 0.8867, loss_cls: 1.1863, loss: 2.1863, grad_norm: 9.8040 2021-12-04 07:29:21,093 - mmaction - INFO - Epoch [90][700/1345] lr: 1.000e-03, eta: 23:21:58, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0343, top1_acc: 0.6898, top5_acc: 0.8781, loss_cls: 1.2206, loss: 2.2549, grad_norm: 9.8544 2021-12-04 07:29:40,325 - mmaction - INFO - Epoch [90][720/1345] lr: 1.000e-03, eta: 23:21:36, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0589, top1_acc: 0.6687, top5_acc: 0.8852, loss_cls: 1.2586, loss: 2.3175, grad_norm: 10.5391 2021-12-04 07:29:59,603 - mmaction - INFO - Epoch [90][740/1345] lr: 1.000e-03, eta: 23:21:14, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 1.0536, top1_acc: 0.6750, top5_acc: 0.8773, loss_cls: 1.2822, loss: 2.3358, grad_norm: 10.5555 2021-12-04 07:30:18,839 - mmaction - INFO - Epoch [90][760/1345] lr: 1.000e-03, eta: 23:20:53, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0064, top1_acc: 0.7148, top5_acc: 0.8875, loss_cls: 1.1597, loss: 2.1661, grad_norm: 9.8368 2021-12-04 07:30:38,074 - mmaction - INFO - Epoch [90][780/1345] lr: 1.000e-03, eta: 23:20:31, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9908, top1_acc: 0.6977, top5_acc: 0.8820, loss_cls: 1.1757, loss: 2.1665, grad_norm: 9.9239 2021-12-04 07:30:57,310 - mmaction - INFO - Epoch [90][800/1345] lr: 1.000e-03, eta: 23:20:09, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9722, top1_acc: 0.7125, top5_acc: 0.8883, loss_cls: 1.1352, loss: 2.1074, grad_norm: 9.7903 2021-12-04 07:31:16,568 - mmaction - INFO - Epoch [90][820/1345] lr: 1.000e-03, eta: 23:19:48, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.0392, top1_acc: 0.7000, top5_acc: 0.8867, loss_cls: 1.1904, loss: 2.2296, grad_norm: 10.1654 2021-12-04 07:31:35,806 - mmaction - INFO - Epoch [90][840/1345] lr: 1.000e-03, eta: 23:19:26, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0222, top1_acc: 0.6906, top5_acc: 0.8812, loss_cls: 1.1804, loss: 2.2026, grad_norm: 10.1395 2021-12-04 07:31:55,035 - mmaction - INFO - Epoch [90][860/1345] lr: 1.000e-03, eta: 23:19:04, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0018, top1_acc: 0.7000, top5_acc: 0.8930, loss_cls: 1.1492, loss: 2.1510, grad_norm: 10.1902 2021-12-04 07:32:14,275 - mmaction - INFO - Epoch [90][880/1345] lr: 1.000e-03, eta: 23:18:43, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0235, top1_acc: 0.6953, top5_acc: 0.8969, loss_cls: 1.1963, loss: 2.2198, grad_norm: 10.2800 2021-12-04 07:32:33,515 - mmaction - INFO - Epoch [90][900/1345] lr: 1.000e-03, eta: 23:18:21, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0115, top1_acc: 0.7000, top5_acc: 0.8820, loss_cls: 1.1762, loss: 2.1877, grad_norm: 10.0821 2021-12-04 07:32:52,725 - mmaction - INFO - Epoch [90][920/1345] lr: 1.000e-03, eta: 23:17:59, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9928, top1_acc: 0.7008, top5_acc: 0.9039, loss_cls: 1.1273, loss: 2.1201, grad_norm: 10.0073 2021-12-04 07:33:11,974 - mmaction - INFO - Epoch [90][940/1345] lr: 1.000e-03, eta: 23:17:38, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0465, top1_acc: 0.6836, top5_acc: 0.8828, loss_cls: 1.2478, loss: 2.2943, grad_norm: 10.3849 2021-12-04 07:33:31,229 - mmaction - INFO - Epoch [90][960/1345] lr: 1.000e-03, eta: 23:17:16, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.0251, top1_acc: 0.6867, top5_acc: 0.8898, loss_cls: 1.2028, loss: 2.2279, grad_norm: 10.4535 2021-12-04 07:33:50,458 - mmaction - INFO - Epoch [90][980/1345] lr: 1.000e-03, eta: 23:16:54, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0221, top1_acc: 0.7016, top5_acc: 0.8742, loss_cls: 1.2164, loss: 2.2386, grad_norm: 10.0230 2021-12-04 07:34:09,681 - mmaction - INFO - Epoch [90][1000/1345] lr: 1.000e-03, eta: 23:16:33, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0821, top1_acc: 0.6750, top5_acc: 0.8688, loss_cls: 1.2629, loss: 2.3450, grad_norm: 10.4552 2021-12-04 07:34:28,924 - mmaction - INFO - Epoch [90][1020/1345] lr: 1.000e-03, eta: 23:16:11, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0550, top1_acc: 0.6656, top5_acc: 0.8688, loss_cls: 1.2958, loss: 2.3507, grad_norm: 10.7090 2021-12-04 07:34:48,156 - mmaction - INFO - Epoch [90][1040/1345] lr: 1.000e-03, eta: 23:15:49, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0221, top1_acc: 0.6828, top5_acc: 0.8906, loss_cls: 1.2123, loss: 2.2344, grad_norm: 10.2429 2021-12-04 07:35:07,386 - mmaction - INFO - Epoch [90][1060/1345] lr: 1.000e-03, eta: 23:15:28, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9928, top1_acc: 0.6953, top5_acc: 0.9000, loss_cls: 1.1323, loss: 2.1251, grad_norm: 9.8647 2021-12-04 07:35:26,627 - mmaction - INFO - Epoch [90][1080/1345] lr: 1.000e-03, eta: 23:15:06, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0202, top1_acc: 0.6953, top5_acc: 0.8914, loss_cls: 1.1990, loss: 2.2193, grad_norm: 10.0958 2021-12-04 07:35:45,831 - mmaction - INFO - Epoch [90][1100/1345] lr: 1.000e-03, eta: 23:14:45, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0167, top1_acc: 0.6945, top5_acc: 0.8898, loss_cls: 1.1884, loss: 2.2051, grad_norm: 10.0672 2021-12-04 07:36:05,068 - mmaction - INFO - Epoch [90][1120/1345] lr: 1.000e-03, eta: 23:14:23, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0257, top1_acc: 0.6906, top5_acc: 0.8836, loss_cls: 1.2036, loss: 2.2293, grad_norm: 10.0598 2021-12-04 07:36:24,313 - mmaction - INFO - Epoch [90][1140/1345] lr: 1.000e-03, eta: 23:14:01, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0686, top1_acc: 0.6781, top5_acc: 0.8695, loss_cls: 1.2687, loss: 2.3373, grad_norm: 10.4683 2021-12-04 07:36:43,533 - mmaction - INFO - Epoch [90][1160/1345] lr: 1.000e-03, eta: 23:13:40, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0267, top1_acc: 0.6813, top5_acc: 0.8797, loss_cls: 1.2243, loss: 2.2509, grad_norm: 10.3737 2021-12-04 07:37:02,739 - mmaction - INFO - Epoch [90][1180/1345] lr: 1.000e-03, eta: 23:13:18, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0583, top1_acc: 0.6672, top5_acc: 0.8695, loss_cls: 1.2983, loss: 2.3567, grad_norm: 10.6411 2021-12-04 07:37:21,942 - mmaction - INFO - Epoch [90][1200/1345] lr: 1.000e-03, eta: 23:12:56, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0481, top1_acc: 0.6820, top5_acc: 0.8797, loss_cls: 1.1972, loss: 2.2453, grad_norm: 10.3486 2021-12-04 07:37:41,140 - mmaction - INFO - Epoch [90][1220/1345] lr: 1.000e-03, eta: 23:12:35, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9972, top1_acc: 0.6898, top5_acc: 0.8938, loss_cls: 1.1975, loss: 2.1947, grad_norm: 10.2468 2021-12-04 07:38:00,347 - mmaction - INFO - Epoch [90][1240/1345] lr: 1.000e-03, eta: 23:12:13, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0513, top1_acc: 0.6727, top5_acc: 0.8727, loss_cls: 1.2564, loss: 2.3077, grad_norm: 10.3578 2021-12-04 07:38:19,527 - mmaction - INFO - Epoch [90][1260/1345] lr: 1.000e-03, eta: 23:11:51, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0006, top1_acc: 0.7148, top5_acc: 0.8883, loss_cls: 1.1740, loss: 2.1747, grad_norm: 10.0097 2021-12-04 07:38:38,702 - mmaction - INFO - Epoch [90][1280/1345] lr: 1.000e-03, eta: 23:11:30, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9604, top1_acc: 0.7117, top5_acc: 0.8922, loss_cls: 1.0860, loss: 2.0464, grad_norm: 9.8340 2021-12-04 07:38:57,931 - mmaction - INFO - Epoch [90][1300/1345] lr: 1.000e-03, eta: 23:11:08, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0643, top1_acc: 0.6813, top5_acc: 0.8828, loss_cls: 1.2260, loss: 2.2903, grad_norm: 10.5459 2021-12-04 07:39:17,115 - mmaction - INFO - Epoch [90][1320/1345] lr: 1.000e-03, eta: 23:10:46, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0377, top1_acc: 0.6828, top5_acc: 0.8828, loss_cls: 1.2288, loss: 2.2665, grad_norm: 10.4412 2021-12-04 07:39:36,339 - mmaction - INFO - Epoch [90][1340/1345] lr: 1.000e-03, eta: 23:10:25, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0430, top1_acc: 0.6930, top5_acc: 0.8695, loss_cls: 1.2330, loss: 2.2761, grad_norm: 10.2826 2021-12-04 07:39:41,558 - mmaction - INFO - Saving checkpoint at 90 epochs 2021-12-04 07:41:47,670 - mmaction - INFO - Epoch [91][20/1345] lr: 1.000e-03, eta: 23:11:03, time: 6.136, data_time: 5.162, memory: 8232, loss_aux: 0.9838, top1_acc: 0.7016, top5_acc: 0.8797, loss_cls: 1.1676, loss: 2.1514, grad_norm: 10.0213 2021-12-04 07:42:06,807 - mmaction - INFO - Epoch [91][40/1345] lr: 1.000e-03, eta: 23:10:42, time: 0.957, data_time: 0.003, memory: 8232, loss_aux: 0.9970, top1_acc: 0.6922, top5_acc: 0.8867, loss_cls: 1.1836, loss: 2.1806, grad_norm: 9.9166 2021-12-04 07:42:25,933 - mmaction - INFO - Epoch [91][60/1345] lr: 1.000e-03, eta: 23:10:20, time: 0.956, data_time: 0.001, memory: 8232, loss_aux: 1.0017, top1_acc: 0.7195, top5_acc: 0.9062, loss_cls: 1.1314, loss: 2.1331, grad_norm: 9.9385 2021-12-04 07:42:45,108 - mmaction - INFO - Epoch [91][80/1345] lr: 1.000e-03, eta: 23:09:58, time: 0.959, data_time: 0.002, memory: 8232, loss_aux: 1.0107, top1_acc: 0.6984, top5_acc: 0.8883, loss_cls: 1.1874, loss: 2.1981, grad_norm: 10.0442 2021-12-04 07:43:04,284 - mmaction - INFO - Epoch [91][100/1345] lr: 1.000e-03, eta: 23:09:37, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0250, top1_acc: 0.6937, top5_acc: 0.8812, loss_cls: 1.2234, loss: 2.2484, grad_norm: 10.2868 2021-12-04 07:43:23,543 - mmaction - INFO - Epoch [91][120/1345] lr: 1.000e-03, eta: 23:09:15, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.0000, top1_acc: 0.7016, top5_acc: 0.8867, loss_cls: 1.1786, loss: 2.1785, grad_norm: 10.0222 2021-12-04 07:43:42,784 - mmaction - INFO - Epoch [91][140/1345] lr: 1.000e-03, eta: 23:08:53, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0603, top1_acc: 0.6992, top5_acc: 0.8984, loss_cls: 1.1630, loss: 2.2233, grad_norm: 10.3791 2021-12-04 07:44:02,015 - mmaction - INFO - Epoch [91][160/1345] lr: 1.000e-03, eta: 23:08:32, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0222, top1_acc: 0.6945, top5_acc: 0.8898, loss_cls: 1.1758, loss: 2.1981, grad_norm: 10.4694 2021-12-04 07:44:21,275 - mmaction - INFO - Epoch [91][180/1345] lr: 1.000e-03, eta: 23:08:10, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.0535, top1_acc: 0.6711, top5_acc: 0.8758, loss_cls: 1.2382, loss: 2.2917, grad_norm: 10.3777 2021-12-04 07:44:40,518 - mmaction - INFO - Epoch [91][200/1345] lr: 1.000e-03, eta: 23:07:48, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9980, top1_acc: 0.7102, top5_acc: 0.9023, loss_cls: 1.1494, loss: 2.1474, grad_norm: 10.3312 2021-12-04 07:44:59,769 - mmaction - INFO - Epoch [91][220/1345] lr: 1.000e-03, eta: 23:07:27, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.0377, top1_acc: 0.6984, top5_acc: 0.8938, loss_cls: 1.1970, loss: 2.2348, grad_norm: 10.3696 2021-12-04 07:45:19,000 - mmaction - INFO - Epoch [91][240/1345] lr: 1.000e-03, eta: 23:07:05, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0359, top1_acc: 0.6789, top5_acc: 0.9000, loss_cls: 1.1832, loss: 2.2191, grad_norm: 10.5452 2021-12-04 07:45:38,202 - mmaction - INFO - Epoch [91][260/1345] lr: 1.000e-03, eta: 23:06:43, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9822, top1_acc: 0.7141, top5_acc: 0.8914, loss_cls: 1.1362, loss: 2.1184, grad_norm: 10.2550 2021-12-04 07:45:57,462 - mmaction - INFO - Epoch [91][280/1345] lr: 1.000e-03, eta: 23:06:22, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 0.9953, top1_acc: 0.7234, top5_acc: 0.9008, loss_cls: 1.1037, loss: 2.0990, grad_norm: 9.8012 2021-12-04 07:46:16,689 - mmaction - INFO - Epoch [91][300/1345] lr: 1.000e-03, eta: 23:06:00, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0884, top1_acc: 0.6742, top5_acc: 0.8797, loss_cls: 1.2690, loss: 2.3574, grad_norm: 10.6021 2021-12-04 07:46:35,912 - mmaction - INFO - Epoch [91][320/1345] lr: 1.000e-03, eta: 23:05:38, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9931, top1_acc: 0.7070, top5_acc: 0.8938, loss_cls: 1.1005, loss: 2.0936, grad_norm: 10.0276 2021-12-04 07:46:55,130 - mmaction - INFO - Epoch [91][340/1345] lr: 1.000e-03, eta: 23:05:17, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0229, top1_acc: 0.6891, top5_acc: 0.8961, loss_cls: 1.1676, loss: 2.1905, grad_norm: 10.2305 2021-12-04 07:47:14,362 - mmaction - INFO - Epoch [91][360/1345] lr: 1.000e-03, eta: 23:04:55, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0296, top1_acc: 0.6945, top5_acc: 0.8750, loss_cls: 1.2359, loss: 2.2655, grad_norm: 10.3245 2021-12-04 07:47:33,596 - mmaction - INFO - Epoch [91][380/1345] lr: 1.000e-03, eta: 23:04:33, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0309, top1_acc: 0.7031, top5_acc: 0.8773, loss_cls: 1.1997, loss: 2.2306, grad_norm: 10.0501 2021-12-04 07:47:52,807 - mmaction - INFO - Epoch [91][400/1345] lr: 1.000e-03, eta: 23:04:12, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0415, top1_acc: 0.6914, top5_acc: 0.8805, loss_cls: 1.1748, loss: 2.2163, grad_norm: 10.2126 2021-12-04 07:48:12,025 - mmaction - INFO - Epoch [91][420/1345] lr: 1.000e-03, eta: 23:03:50, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0608, top1_acc: 0.7039, top5_acc: 0.8828, loss_cls: 1.1890, loss: 2.2499, grad_norm: 10.6696 2021-12-04 07:48:31,248 - mmaction - INFO - Epoch [91][440/1345] lr: 1.000e-03, eta: 23:03:28, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0047, top1_acc: 0.7063, top5_acc: 0.8969, loss_cls: 1.1426, loss: 2.1473, grad_norm: 10.0420 2021-12-04 07:48:50,484 - mmaction - INFO - Epoch [91][460/1345] lr: 1.000e-03, eta: 23:03:07, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9927, top1_acc: 0.7133, top5_acc: 0.8906, loss_cls: 1.1492, loss: 2.1419, grad_norm: 10.2692 2021-12-04 07:49:09,709 - mmaction - INFO - Epoch [91][480/1345] lr: 1.000e-03, eta: 23:02:45, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9891, top1_acc: 0.7156, top5_acc: 0.8977, loss_cls: 1.1428, loss: 2.1319, grad_norm: 10.1118 2021-12-04 07:49:28,922 - mmaction - INFO - Epoch [91][500/1345] lr: 1.000e-03, eta: 23:02:24, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0224, top1_acc: 0.6766, top5_acc: 0.8891, loss_cls: 1.2216, loss: 2.2440, grad_norm: 10.6918 2021-12-04 07:49:48,121 - mmaction - INFO - Epoch [91][520/1345] lr: 1.000e-03, eta: 23:02:02, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0157, top1_acc: 0.7125, top5_acc: 0.8883, loss_cls: 1.1373, loss: 2.1530, grad_norm: 9.9703 2021-12-04 07:50:07,354 - mmaction - INFO - Epoch [91][540/1345] lr: 1.000e-03, eta: 23:01:40, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0041, top1_acc: 0.7016, top5_acc: 0.8922, loss_cls: 1.1353, loss: 2.1395, grad_norm: 9.9138 2021-12-04 07:50:26,572 - mmaction - INFO - Epoch [91][560/1345] lr: 1.000e-03, eta: 23:01:19, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0070, top1_acc: 0.7039, top5_acc: 0.8852, loss_cls: 1.1925, loss: 2.1995, grad_norm: 10.2787 2021-12-04 07:50:45,784 - mmaction - INFO - Epoch [91][580/1345] lr: 1.000e-03, eta: 23:00:57, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0691, top1_acc: 0.6672, top5_acc: 0.8664, loss_cls: 1.3327, loss: 2.4018, grad_norm: 10.7903 2021-12-04 07:51:04,996 - mmaction - INFO - Epoch [91][600/1345] lr: 1.000e-03, eta: 23:00:35, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0447, top1_acc: 0.7000, top5_acc: 0.8805, loss_cls: 1.2186, loss: 2.2633, grad_norm: 10.5141 2021-12-04 07:51:24,194 - mmaction - INFO - Epoch [91][620/1345] lr: 1.000e-03, eta: 23:00:14, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0052, top1_acc: 0.6992, top5_acc: 0.8867, loss_cls: 1.1635, loss: 2.1687, grad_norm: 10.0424 2021-12-04 07:51:43,385 - mmaction - INFO - Epoch [91][640/1345] lr: 1.000e-03, eta: 22:59:52, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0130, top1_acc: 0.6867, top5_acc: 0.8867, loss_cls: 1.1751, loss: 2.1881, grad_norm: 10.1707 2021-12-04 07:52:02,568 - mmaction - INFO - Epoch [91][660/1345] lr: 1.000e-03, eta: 22:59:30, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0399, top1_acc: 0.6859, top5_acc: 0.8742, loss_cls: 1.2246, loss: 2.2645, grad_norm: 10.2636 2021-12-04 07:52:21,763 - mmaction - INFO - Epoch [91][680/1345] lr: 1.000e-03, eta: 22:59:09, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0098, top1_acc: 0.6969, top5_acc: 0.8914, loss_cls: 1.1789, loss: 2.1887, grad_norm: 10.3112 2021-12-04 07:52:40,941 - mmaction - INFO - Epoch [91][700/1345] lr: 1.000e-03, eta: 22:58:47, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0202, top1_acc: 0.6867, top5_acc: 0.8875, loss_cls: 1.2013, loss: 2.2215, grad_norm: 10.3650 2021-12-04 07:53:00,123 - mmaction - INFO - Epoch [91][720/1345] lr: 1.000e-03, eta: 22:58:25, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0079, top1_acc: 0.7000, top5_acc: 0.8969, loss_cls: 1.1654, loss: 2.1732, grad_norm: 10.6761 2021-12-04 07:53:19,290 - mmaction - INFO - Epoch [91][740/1345] lr: 1.000e-03, eta: 22:58:04, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.0247, top1_acc: 0.6867, top5_acc: 0.8828, loss_cls: 1.1786, loss: 2.2033, grad_norm: 10.3271 2021-12-04 07:53:38,493 - mmaction - INFO - Epoch [91][760/1345] lr: 1.000e-03, eta: 22:57:42, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0279, top1_acc: 0.6891, top5_acc: 0.8641, loss_cls: 1.2449, loss: 2.2728, grad_norm: 10.5850 2021-12-04 07:53:57,680 - mmaction - INFO - Epoch [91][780/1345] lr: 1.000e-03, eta: 22:57:20, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0280, top1_acc: 0.7055, top5_acc: 0.8789, loss_cls: 1.2177, loss: 2.2457, grad_norm: 10.4330 2021-12-04 07:54:16,899 - mmaction - INFO - Epoch [91][800/1345] lr: 1.000e-03, eta: 22:56:59, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0206, top1_acc: 0.6852, top5_acc: 0.8703, loss_cls: 1.2426, loss: 2.2632, grad_norm: 10.4088 2021-12-04 07:54:36,103 - mmaction - INFO - Epoch [91][820/1345] lr: 1.000e-03, eta: 22:56:37, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9913, top1_acc: 0.7273, top5_acc: 0.8961, loss_cls: 1.1054, loss: 2.0967, grad_norm: 10.0760 2021-12-04 07:54:55,317 - mmaction - INFO - Epoch [91][840/1345] lr: 1.000e-03, eta: 22:56:15, time: 0.960, data_time: 0.000, memory: 8232, loss_aux: 1.0210, top1_acc: 0.6859, top5_acc: 0.8836, loss_cls: 1.1939, loss: 2.2149, grad_norm: 10.4092 2021-12-04 07:55:14,525 - mmaction - INFO - Epoch [91][860/1345] lr: 1.000e-03, eta: 22:55:54, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0705, top1_acc: 0.6758, top5_acc: 0.8797, loss_cls: 1.2442, loss: 2.3147, grad_norm: 11.0334 2021-12-04 07:55:33,757 - mmaction - INFO - Epoch [91][880/1345] lr: 1.000e-03, eta: 22:55:32, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0051, top1_acc: 0.6891, top5_acc: 0.8836, loss_cls: 1.2053, loss: 2.2104, grad_norm: 10.3769 2021-12-04 07:55:52,947 - mmaction - INFO - Epoch [91][900/1345] lr: 1.000e-03, eta: 22:55:10, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0188, top1_acc: 0.7039, top5_acc: 0.8859, loss_cls: 1.1398, loss: 2.1586, grad_norm: 10.0789 2021-12-04 07:56:12,149 - mmaction - INFO - Epoch [91][920/1345] lr: 1.000e-03, eta: 22:54:49, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0049, top1_acc: 0.7039, top5_acc: 0.8898, loss_cls: 1.1704, loss: 2.1753, grad_norm: 10.2994 2021-12-04 07:56:31,388 - mmaction - INFO - Epoch [91][940/1345] lr: 1.000e-03, eta: 22:54:27, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9993, top1_acc: 0.7125, top5_acc: 0.8930, loss_cls: 1.1465, loss: 2.1458, grad_norm: 10.0847 2021-12-04 07:56:50,611 - mmaction - INFO - Epoch [91][960/1345] lr: 1.000e-03, eta: 22:54:06, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0610, top1_acc: 0.6766, top5_acc: 0.8805, loss_cls: 1.2359, loss: 2.2969, grad_norm: 10.4935 2021-12-04 07:57:09,855 - mmaction - INFO - Epoch [91][980/1345] lr: 1.000e-03, eta: 22:53:44, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0074, top1_acc: 0.6883, top5_acc: 0.8773, loss_cls: 1.1970, loss: 2.2044, grad_norm: 10.1702 2021-12-04 07:57:29,096 - mmaction - INFO - Epoch [91][1000/1345] lr: 1.000e-03, eta: 22:53:22, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0171, top1_acc: 0.6930, top5_acc: 0.8836, loss_cls: 1.1649, loss: 2.1821, grad_norm: 10.4157 2021-12-04 07:57:48,335 - mmaction - INFO - Epoch [91][1020/1345] lr: 1.000e-03, eta: 22:53:01, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0169, top1_acc: 0.6883, top5_acc: 0.8867, loss_cls: 1.1650, loss: 2.1819, grad_norm: 10.3366 2021-12-04 07:58:07,578 - mmaction - INFO - Epoch [91][1040/1345] lr: 1.000e-03, eta: 22:52:39, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0232, top1_acc: 0.6914, top5_acc: 0.8836, loss_cls: 1.2037, loss: 2.2269, grad_norm: 10.5180 2021-12-04 07:58:26,815 - mmaction - INFO - Epoch [91][1060/1345] lr: 1.000e-03, eta: 22:52:17, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0487, top1_acc: 0.6820, top5_acc: 0.8797, loss_cls: 1.2268, loss: 2.2755, grad_norm: 10.6209 2021-12-04 07:58:46,057 - mmaction - INFO - Epoch [91][1080/1345] lr: 1.000e-03, eta: 22:51:56, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0065, top1_acc: 0.6805, top5_acc: 0.8938, loss_cls: 1.1820, loss: 2.1884, grad_norm: 10.3739 2021-12-04 07:59:05,337 - mmaction - INFO - Epoch [91][1100/1345] lr: 1.000e-03, eta: 22:51:34, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 1.0261, top1_acc: 0.6836, top5_acc: 0.8852, loss_cls: 1.1955, loss: 2.2215, grad_norm: 10.4893 2021-12-04 07:59:24,587 - mmaction - INFO - Epoch [91][1120/1345] lr: 1.000e-03, eta: 22:51:13, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0407, top1_acc: 0.6719, top5_acc: 0.8688, loss_cls: 1.2638, loss: 2.3045, grad_norm: 10.6766 2021-12-04 07:59:43,825 - mmaction - INFO - Epoch [91][1140/1345] lr: 1.000e-03, eta: 22:50:51, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0496, top1_acc: 0.6953, top5_acc: 0.8781, loss_cls: 1.2123, loss: 2.2619, grad_norm: 10.5861 2021-12-04 08:00:03,094 - mmaction - INFO - Epoch [91][1160/1345] lr: 1.000e-03, eta: 22:50:29, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.0290, top1_acc: 0.6945, top5_acc: 0.8719, loss_cls: 1.1925, loss: 2.2214, grad_norm: 10.0190 2021-12-04 08:00:22,345 - mmaction - INFO - Epoch [91][1180/1345] lr: 1.000e-03, eta: 22:50:08, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.0455, top1_acc: 0.6977, top5_acc: 0.8891, loss_cls: 1.2173, loss: 2.2628, grad_norm: 10.2837 2021-12-04 08:00:41,592 - mmaction - INFO - Epoch [91][1200/1345] lr: 1.000e-03, eta: 22:49:46, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0403, top1_acc: 0.7047, top5_acc: 0.8875, loss_cls: 1.1809, loss: 2.2212, grad_norm: 10.3830 2021-12-04 08:01:00,851 - mmaction - INFO - Epoch [91][1220/1345] lr: 1.000e-03, eta: 22:49:25, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.0190, top1_acc: 0.6914, top5_acc: 0.8914, loss_cls: 1.1758, loss: 2.1948, grad_norm: 10.7523 2021-12-04 08:01:20,092 - mmaction - INFO - Epoch [91][1240/1345] lr: 1.000e-03, eta: 22:49:03, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0117, top1_acc: 0.6820, top5_acc: 0.8898, loss_cls: 1.1947, loss: 2.2064, grad_norm: 10.4469 2021-12-04 08:01:39,313 - mmaction - INFO - Epoch [91][1260/1345] lr: 1.000e-03, eta: 22:48:41, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0047, top1_acc: 0.7016, top5_acc: 0.9008, loss_cls: 1.1559, loss: 2.1606, grad_norm: 10.5377 2021-12-04 08:01:58,568 - mmaction - INFO - Epoch [91][1280/1345] lr: 1.000e-03, eta: 22:48:20, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.0371, top1_acc: 0.6625, top5_acc: 0.8844, loss_cls: 1.2500, loss: 2.2871, grad_norm: 10.6976 2021-12-04 08:02:17,817 - mmaction - INFO - Epoch [91][1300/1345] lr: 1.000e-03, eta: 22:47:58, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0358, top1_acc: 0.7078, top5_acc: 0.8844, loss_cls: 1.2146, loss: 2.2505, grad_norm: 10.5623 2021-12-04 08:02:37,078 - mmaction - INFO - Epoch [91][1320/1345] lr: 1.000e-03, eta: 22:47:37, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.0234, top1_acc: 0.6969, top5_acc: 0.8891, loss_cls: 1.1381, loss: 2.1615, grad_norm: 10.3730 2021-12-04 08:02:56,320 - mmaction - INFO - Epoch [91][1340/1345] lr: 1.000e-03, eta: 22:47:15, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0579, top1_acc: 0.6789, top5_acc: 0.8742, loss_cls: 1.2299, loss: 2.2879, grad_norm: 10.3845 2021-12-04 08:03:02,069 - mmaction - INFO - Saving checkpoint at 91 epochs 2021-12-04 08:05:07,991 - mmaction - INFO - Epoch [92][20/1345] lr: 1.000e-03, eta: 22:47:52, time: 6.143, data_time: 5.179, memory: 8232, loss_aux: 1.0267, top1_acc: 0.7109, top5_acc: 0.8773, loss_cls: 1.1602, loss: 2.1869, grad_norm: 10.0821 2021-12-04 08:05:27,076 - mmaction - INFO - Epoch [92][40/1345] lr: 1.000e-03, eta: 22:47:30, time: 0.954, data_time: 0.003, memory: 8232, loss_aux: 1.0344, top1_acc: 0.6797, top5_acc: 0.8836, loss_cls: 1.2202, loss: 2.2545, grad_norm: 10.3770 2021-12-04 08:05:46,153 - mmaction - INFO - Epoch [92][60/1345] lr: 1.000e-03, eta: 22:47:09, time: 0.954, data_time: 0.002, memory: 8232, loss_aux: 1.0539, top1_acc: 0.6922, top5_acc: 0.8875, loss_cls: 1.1881, loss: 2.2421, grad_norm: 10.2317 2021-12-04 08:06:05,325 - mmaction - INFO - Epoch [92][80/1345] lr: 1.000e-03, eta: 22:46:47, time: 0.958, data_time: 0.002, memory: 8232, loss_aux: 0.9780, top1_acc: 0.7148, top5_acc: 0.8938, loss_cls: 1.1073, loss: 2.0854, grad_norm: 9.8514 2021-12-04 08:06:24,467 - mmaction - INFO - Epoch [92][100/1345] lr: 1.000e-03, eta: 22:46:25, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 1.0189, top1_acc: 0.6836, top5_acc: 0.8781, loss_cls: 1.2053, loss: 2.2242, grad_norm: 10.3631 2021-12-04 08:06:43,605 - mmaction - INFO - Epoch [92][120/1345] lr: 1.000e-03, eta: 22:46:04, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 1.0122, top1_acc: 0.7156, top5_acc: 0.8961, loss_cls: 1.1121, loss: 2.1242, grad_norm: 9.8392 2021-12-04 08:07:02,758 - mmaction - INFO - Epoch [92][140/1345] lr: 1.000e-03, eta: 22:45:42, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.0145, top1_acc: 0.7203, top5_acc: 0.8859, loss_cls: 1.1530, loss: 2.1676, grad_norm: 10.4806 2021-12-04 08:07:21,938 - mmaction - INFO - Epoch [92][160/1345] lr: 1.000e-03, eta: 22:45:20, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0403, top1_acc: 0.6891, top5_acc: 0.8867, loss_cls: 1.2008, loss: 2.2411, grad_norm: 10.4786 2021-12-04 08:07:41,078 - mmaction - INFO - Epoch [92][180/1345] lr: 1.000e-03, eta: 22:44:58, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 1.0430, top1_acc: 0.6992, top5_acc: 0.8805, loss_cls: 1.2054, loss: 2.2484, grad_norm: 10.8071 2021-12-04 08:08:00,249 - mmaction - INFO - Epoch [92][200/1345] lr: 1.000e-03, eta: 22:44:37, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0136, top1_acc: 0.6914, top5_acc: 0.8828, loss_cls: 1.2116, loss: 2.2252, grad_norm: 10.7085 2021-12-04 08:08:19,399 - mmaction - INFO - Epoch [92][220/1345] lr: 1.000e-03, eta: 22:44:15, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 1.0008, top1_acc: 0.7031, top5_acc: 0.8953, loss_cls: 1.1568, loss: 2.1576, grad_norm: 10.3997 2021-12-04 08:08:38,551 - mmaction - INFO - Epoch [92][240/1345] lr: 1.000e-03, eta: 22:43:53, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.0257, top1_acc: 0.6883, top5_acc: 0.8820, loss_cls: 1.1937, loss: 2.2194, grad_norm: 10.3569 2021-12-04 08:08:57,712 - mmaction - INFO - Epoch [92][260/1345] lr: 1.000e-03, eta: 22:43:32, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.0223, top1_acc: 0.7039, top5_acc: 0.8969, loss_cls: 1.1637, loss: 2.1860, grad_norm: 10.5932 2021-12-04 08:09:16,895 - mmaction - INFO - Epoch [92][280/1345] lr: 1.000e-03, eta: 22:43:10, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0059, top1_acc: 0.7047, top5_acc: 0.8828, loss_cls: 1.1626, loss: 2.1684, grad_norm: 10.2726 2021-12-04 08:09:36,091 - mmaction - INFO - Epoch [92][300/1345] lr: 1.000e-03, eta: 22:42:48, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0077, top1_acc: 0.6969, top5_acc: 0.8891, loss_cls: 1.1695, loss: 2.1773, grad_norm: 10.5735 2021-12-04 08:09:55,293 - mmaction - INFO - Epoch [92][320/1345] lr: 1.000e-03, eta: 22:42:27, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0227, top1_acc: 0.7008, top5_acc: 0.9008, loss_cls: 1.1720, loss: 2.1947, grad_norm: 10.6079 2021-12-04 08:10:14,500 - mmaction - INFO - Epoch [92][340/1345] lr: 1.000e-03, eta: 22:42:05, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0291, top1_acc: 0.7016, top5_acc: 0.8898, loss_cls: 1.1630, loss: 2.1921, grad_norm: 10.5103 2021-12-04 08:10:33,692 - mmaction - INFO - Epoch [92][360/1345] lr: 1.000e-03, eta: 22:41:44, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0480, top1_acc: 0.6781, top5_acc: 0.8820, loss_cls: 1.2441, loss: 2.2921, grad_norm: 10.9480 2021-12-04 08:10:52,899 - mmaction - INFO - Epoch [92][380/1345] lr: 1.000e-03, eta: 22:41:22, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0183, top1_acc: 0.6875, top5_acc: 0.8750, loss_cls: 1.2130, loss: 2.2313, grad_norm: 10.4524 2021-12-04 08:11:12,100 - mmaction - INFO - Epoch [92][400/1345] lr: 1.000e-03, eta: 22:41:00, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0086, top1_acc: 0.6961, top5_acc: 0.8750, loss_cls: 1.1904, loss: 2.1990, grad_norm: 10.4273 2021-12-04 08:11:31,297 - mmaction - INFO - Epoch [92][420/1345] lr: 1.000e-03, eta: 22:40:39, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0042, top1_acc: 0.6945, top5_acc: 0.8859, loss_cls: 1.1826, loss: 2.1868, grad_norm: 10.4421 2021-12-04 08:11:50,494 - mmaction - INFO - Epoch [92][440/1345] lr: 1.000e-03, eta: 22:40:17, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9859, top1_acc: 0.7055, top5_acc: 0.8820, loss_cls: 1.1571, loss: 2.1431, grad_norm: 10.3419 2021-12-04 08:12:09,725 - mmaction - INFO - Epoch [92][460/1345] lr: 1.000e-03, eta: 22:39:55, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0259, top1_acc: 0.6922, top5_acc: 0.8844, loss_cls: 1.1938, loss: 2.2197, grad_norm: 10.3282 2021-12-04 08:12:28,944 - mmaction - INFO - Epoch [92][480/1345] lr: 1.000e-03, eta: 22:39:34, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0259, top1_acc: 0.6773, top5_acc: 0.8766, loss_cls: 1.2577, loss: 2.2836, grad_norm: 10.5763 2021-12-04 08:12:48,150 - mmaction - INFO - Epoch [92][500/1345] lr: 1.000e-03, eta: 22:39:12, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0296, top1_acc: 0.6734, top5_acc: 0.8781, loss_cls: 1.2307, loss: 2.2604, grad_norm: 10.4512 2021-12-04 08:13:07,359 - mmaction - INFO - Epoch [92][520/1345] lr: 1.000e-03, eta: 22:38:50, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0244, top1_acc: 0.7031, top5_acc: 0.8820, loss_cls: 1.1621, loss: 2.1865, grad_norm: 10.2460 2021-12-04 08:13:26,587 - mmaction - INFO - Epoch [92][540/1345] lr: 1.000e-03, eta: 22:38:29, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0270, top1_acc: 0.6930, top5_acc: 0.8930, loss_cls: 1.1812, loss: 2.2082, grad_norm: 10.4166 2021-12-04 08:13:45,827 - mmaction - INFO - Epoch [92][560/1345] lr: 1.000e-03, eta: 22:38:07, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9909, top1_acc: 0.7078, top5_acc: 0.8828, loss_cls: 1.1856, loss: 2.1765, grad_norm: 10.2120 2021-12-04 08:14:05,057 - mmaction - INFO - Epoch [92][580/1345] lr: 1.000e-03, eta: 22:37:46, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9885, top1_acc: 0.7008, top5_acc: 0.8898, loss_cls: 1.1449, loss: 2.1334, grad_norm: 10.4932 2021-12-04 08:14:24,301 - mmaction - INFO - Epoch [92][600/1345] lr: 1.000e-03, eta: 22:37:24, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9919, top1_acc: 0.7094, top5_acc: 0.8953, loss_cls: 1.1580, loss: 2.1498, grad_norm: 10.3179 2021-12-04 08:14:43,525 - mmaction - INFO - Epoch [92][620/1345] lr: 1.000e-03, eta: 22:37:02, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0073, top1_acc: 0.7109, top5_acc: 0.8969, loss_cls: 1.1224, loss: 2.1297, grad_norm: 10.4150 2021-12-04 08:15:02,780 - mmaction - INFO - Epoch [92][640/1345] lr: 1.000e-03, eta: 22:36:41, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.0105, top1_acc: 0.7070, top5_acc: 0.8820, loss_cls: 1.1651, loss: 2.1756, grad_norm: 10.2048 2021-12-04 08:15:22,005 - mmaction - INFO - Epoch [92][660/1345] lr: 1.000e-03, eta: 22:36:19, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9921, top1_acc: 0.6891, top5_acc: 0.8891, loss_cls: 1.1407, loss: 2.1327, grad_norm: 10.2116 2021-12-04 08:15:41,233 - mmaction - INFO - Epoch [92][680/1345] lr: 1.000e-03, eta: 22:35:58, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0343, top1_acc: 0.7109, top5_acc: 0.8938, loss_cls: 1.1470, loss: 2.1812, grad_norm: 10.4263 2021-12-04 08:16:00,466 - mmaction - INFO - Epoch [92][700/1345] lr: 1.000e-03, eta: 22:35:36, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0503, top1_acc: 0.7008, top5_acc: 0.8859, loss_cls: 1.2088, loss: 2.2591, grad_norm: 10.6833 2021-12-04 08:16:19,731 - mmaction - INFO - Epoch [92][720/1345] lr: 1.000e-03, eta: 22:35:14, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.0100, top1_acc: 0.7109, top5_acc: 0.8883, loss_cls: 1.1581, loss: 2.1681, grad_norm: 10.6244 2021-12-04 08:16:38,964 - mmaction - INFO - Epoch [92][740/1345] lr: 1.000e-03, eta: 22:34:53, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0294, top1_acc: 0.7016, top5_acc: 0.8945, loss_cls: 1.1688, loss: 2.1982, grad_norm: 10.4410 2021-12-04 08:16:58,202 - mmaction - INFO - Epoch [92][760/1345] lr: 1.000e-03, eta: 22:34:31, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0388, top1_acc: 0.6977, top5_acc: 0.8828, loss_cls: 1.2059, loss: 2.2447, grad_norm: 10.4102 2021-12-04 08:17:17,449 - mmaction - INFO - Epoch [92][780/1345] lr: 1.000e-03, eta: 22:34:10, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0200, top1_acc: 0.6984, top5_acc: 0.8805, loss_cls: 1.2109, loss: 2.2309, grad_norm: 10.5160 2021-12-04 08:17:36,668 - mmaction - INFO - Epoch [92][800/1345] lr: 1.000e-03, eta: 22:33:48, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0038, top1_acc: 0.6953, top5_acc: 0.8883, loss_cls: 1.1742, loss: 2.1780, grad_norm: 10.4623 2021-12-04 08:17:55,894 - mmaction - INFO - Epoch [92][820/1345] lr: 1.000e-03, eta: 22:33:26, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0129, top1_acc: 0.6984, top5_acc: 0.8773, loss_cls: 1.2010, loss: 2.2139, grad_norm: 10.4029 2021-12-04 08:18:15,103 - mmaction - INFO - Epoch [92][840/1345] lr: 1.000e-03, eta: 22:33:05, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0073, top1_acc: 0.7023, top5_acc: 0.8906, loss_cls: 1.1758, loss: 2.1831, grad_norm: 10.4062 2021-12-04 08:18:34,315 - mmaction - INFO - Epoch [92][860/1345] lr: 1.000e-03, eta: 22:32:43, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0380, top1_acc: 0.6805, top5_acc: 0.8758, loss_cls: 1.2314, loss: 2.2694, grad_norm: 10.4205 2021-12-04 08:18:53,541 - mmaction - INFO - Epoch [92][880/1345] lr: 1.000e-03, eta: 22:32:22, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9932, top1_acc: 0.6945, top5_acc: 0.8977, loss_cls: 1.1501, loss: 2.1434, grad_norm: 10.4025 2021-12-04 08:19:12,779 - mmaction - INFO - Epoch [92][900/1345] lr: 1.000e-03, eta: 22:32:00, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0224, top1_acc: 0.6977, top5_acc: 0.8914, loss_cls: 1.1895, loss: 2.2119, grad_norm: 10.5324 2021-12-04 08:19:32,001 - mmaction - INFO - Epoch [92][920/1345] lr: 1.000e-03, eta: 22:31:38, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0058, top1_acc: 0.7070, top5_acc: 0.8820, loss_cls: 1.1877, loss: 2.1935, grad_norm: 10.3158 2021-12-04 08:19:51,192 - mmaction - INFO - Epoch [92][940/1345] lr: 1.000e-03, eta: 22:31:17, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0131, top1_acc: 0.7047, top5_acc: 0.8766, loss_cls: 1.1830, loss: 2.1961, grad_norm: 10.4429 2021-12-04 08:20:10,412 - mmaction - INFO - Epoch [92][960/1345] lr: 1.000e-03, eta: 22:30:55, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0161, top1_acc: 0.6961, top5_acc: 0.8852, loss_cls: 1.2067, loss: 2.2228, grad_norm: 10.5249 2021-12-04 08:20:29,603 - mmaction - INFO - Epoch [92][980/1345] lr: 1.000e-03, eta: 22:30:33, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0539, top1_acc: 0.6844, top5_acc: 0.8914, loss_cls: 1.1877, loss: 2.2416, grad_norm: 10.4630 2021-12-04 08:20:48,829 - mmaction - INFO - Epoch [92][1000/1345] lr: 1.000e-03, eta: 22:30:12, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0356, top1_acc: 0.7000, top5_acc: 0.8812, loss_cls: 1.1734, loss: 2.2090, grad_norm: 10.5202 2021-12-04 08:21:08,022 - mmaction - INFO - Epoch [92][1020/1345] lr: 1.000e-03, eta: 22:29:50, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0303, top1_acc: 0.6789, top5_acc: 0.8734, loss_cls: 1.2280, loss: 2.2584, grad_norm: 10.9716 2021-12-04 08:21:27,247 - mmaction - INFO - Epoch [92][1040/1345] lr: 1.000e-03, eta: 22:29:29, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0184, top1_acc: 0.6984, top5_acc: 0.8938, loss_cls: 1.1568, loss: 2.1752, grad_norm: 10.6467 2021-12-04 08:21:46,445 - mmaction - INFO - Epoch [92][1060/1345] lr: 1.000e-03, eta: 22:29:07, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0288, top1_acc: 0.6969, top5_acc: 0.9031, loss_cls: 1.1464, loss: 2.1751, grad_norm: 10.6675 2021-12-04 08:22:05,645 - mmaction - INFO - Epoch [92][1080/1345] lr: 1.000e-03, eta: 22:28:45, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0391, top1_acc: 0.6906, top5_acc: 0.8938, loss_cls: 1.2088, loss: 2.2479, grad_norm: 10.6761 2021-12-04 08:22:24,837 - mmaction - INFO - Epoch [92][1100/1345] lr: 1.000e-03, eta: 22:28:24, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9799, top1_acc: 0.6992, top5_acc: 0.8945, loss_cls: 1.1255, loss: 2.1055, grad_norm: 10.4137 2021-12-04 08:22:44,015 - mmaction - INFO - Epoch [92][1120/1345] lr: 1.000e-03, eta: 22:28:02, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9822, top1_acc: 0.7047, top5_acc: 0.8992, loss_cls: 1.1091, loss: 2.0913, grad_norm: 10.4669 2021-12-04 08:23:03,216 - mmaction - INFO - Epoch [92][1140/1345] lr: 1.000e-03, eta: 22:27:41, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0027, top1_acc: 0.6969, top5_acc: 0.8898, loss_cls: 1.1762, loss: 2.1789, grad_norm: 10.5387 2021-12-04 08:23:22,455 - mmaction - INFO - Epoch [92][1160/1345] lr: 1.000e-03, eta: 22:27:19, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0649, top1_acc: 0.6883, top5_acc: 0.8680, loss_cls: 1.2382, loss: 2.3030, grad_norm: 10.4262 2021-12-04 08:23:41,629 - mmaction - INFO - Epoch [92][1180/1345] lr: 1.000e-03, eta: 22:26:57, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9682, top1_acc: 0.7219, top5_acc: 0.8922, loss_cls: 1.1108, loss: 2.0790, grad_norm: 10.5466 2021-12-04 08:24:00,842 - mmaction - INFO - Epoch [92][1200/1345] lr: 1.000e-03, eta: 22:26:36, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0533, top1_acc: 0.6750, top5_acc: 0.8781, loss_cls: 1.2453, loss: 2.2987, grad_norm: 10.8987 2021-12-04 08:24:20,014 - mmaction - INFO - Epoch [92][1220/1345] lr: 1.000e-03, eta: 22:26:14, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0266, top1_acc: 0.6969, top5_acc: 0.8938, loss_cls: 1.1637, loss: 2.1903, grad_norm: 10.2773 2021-12-04 08:24:39,203 - mmaction - INFO - Epoch [92][1240/1345] lr: 1.000e-03, eta: 22:25:53, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0265, top1_acc: 0.7047, top5_acc: 0.8750, loss_cls: 1.1876, loss: 2.2141, grad_norm: 10.2463 2021-12-04 08:24:58,404 - mmaction - INFO - Epoch [92][1260/1345] lr: 1.000e-03, eta: 22:25:31, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0223, top1_acc: 0.6969, top5_acc: 0.8812, loss_cls: 1.2088, loss: 2.2310, grad_norm: 10.6241 2021-12-04 08:25:17,584 - mmaction - INFO - Epoch [92][1280/1345] lr: 1.000e-03, eta: 22:25:09, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0394, top1_acc: 0.7008, top5_acc: 0.8914, loss_cls: 1.1767, loss: 2.2161, grad_norm: 10.5852 2021-12-04 08:25:36,788 - mmaction - INFO - Epoch [92][1300/1345] lr: 1.000e-03, eta: 22:24:48, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9979, top1_acc: 0.7125, top5_acc: 0.9000, loss_cls: 1.1245, loss: 2.1224, grad_norm: 10.1260 2021-12-04 08:25:55,946 - mmaction - INFO - Epoch [92][1320/1345] lr: 1.000e-03, eta: 22:24:26, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.0418, top1_acc: 0.7039, top5_acc: 0.8812, loss_cls: 1.2007, loss: 2.2424, grad_norm: 10.6096 2021-12-04 08:26:15,166 - mmaction - INFO - Epoch [92][1340/1345] lr: 1.000e-03, eta: 22:24:04, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9883, top1_acc: 0.7078, top5_acc: 0.8961, loss_cls: 1.1496, loss: 2.1379, grad_norm: 10.2008 2021-12-04 08:26:20,839 - mmaction - INFO - Saving checkpoint at 92 epochs 2021-12-04 08:28:26,411 - mmaction - INFO - Epoch [93][20/1345] lr: 1.000e-03, eta: 22:24:40, time: 6.126, data_time: 5.154, memory: 8232, loss_aux: 1.0376, top1_acc: 0.6844, top5_acc: 0.8812, loss_cls: 1.2191, loss: 2.2567, grad_norm: 10.5296 2021-12-04 08:28:45,541 - mmaction - INFO - Epoch [93][40/1345] lr: 1.000e-03, eta: 22:24:18, time: 0.957, data_time: 0.004, memory: 8232, loss_aux: 1.0132, top1_acc: 0.6961, top5_acc: 0.8711, loss_cls: 1.1674, loss: 2.1806, grad_norm: 10.3410 2021-12-04 08:29:04,712 - mmaction - INFO - Epoch [93][60/1345] lr: 1.000e-03, eta: 22:23:56, time: 0.959, data_time: 0.002, memory: 8232, loss_aux: 1.0544, top1_acc: 0.7016, top5_acc: 0.8789, loss_cls: 1.1891, loss: 2.2435, grad_norm: 10.5296 2021-12-04 08:29:23,883 - mmaction - INFO - Epoch [93][80/1345] lr: 1.000e-03, eta: 22:23:35, time: 0.958, data_time: 0.002, memory: 8232, loss_aux: 0.9946, top1_acc: 0.6813, top5_acc: 0.8906, loss_cls: 1.1621, loss: 2.1567, grad_norm: 10.6054 2021-12-04 08:29:43,057 - mmaction - INFO - Epoch [93][100/1345] lr: 1.000e-03, eta: 22:23:13, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0431, top1_acc: 0.7000, top5_acc: 0.8867, loss_cls: 1.1973, loss: 2.2405, grad_norm: 10.6983 2021-12-04 08:30:02,242 - mmaction - INFO - Epoch [93][120/1345] lr: 1.000e-03, eta: 22:22:51, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0467, top1_acc: 0.6945, top5_acc: 0.8836, loss_cls: 1.1959, loss: 2.2427, grad_norm: 10.5617 2021-12-04 08:30:21,470 - mmaction - INFO - Epoch [93][140/1345] lr: 1.000e-03, eta: 22:22:30, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9976, top1_acc: 0.7008, top5_acc: 0.9023, loss_cls: 1.1288, loss: 2.1264, grad_norm: 10.9390 2021-12-04 08:30:40,716 - mmaction - INFO - Epoch [93][160/1345] lr: 1.000e-03, eta: 22:22:08, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0095, top1_acc: 0.7031, top5_acc: 0.8961, loss_cls: 1.1397, loss: 2.1493, grad_norm: 10.8638 2021-12-04 08:30:59,919 - mmaction - INFO - Epoch [93][180/1345] lr: 1.000e-03, eta: 22:21:46, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9905, top1_acc: 0.7070, top5_acc: 0.8961, loss_cls: 1.1323, loss: 2.1228, grad_norm: 10.6944 2021-12-04 08:31:19,142 - mmaction - INFO - Epoch [93][200/1345] lr: 1.000e-03, eta: 22:21:25, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9974, top1_acc: 0.6875, top5_acc: 0.9070, loss_cls: 1.1416, loss: 2.1390, grad_norm: 10.8205 2021-12-04 08:31:38,372 - mmaction - INFO - Epoch [93][220/1345] lr: 1.000e-03, eta: 22:21:03, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9811, top1_acc: 0.7203, top5_acc: 0.8898, loss_cls: 1.1221, loss: 2.1032, grad_norm: 10.4845 2021-12-04 08:31:57,595 - mmaction - INFO - Epoch [93][240/1345] lr: 1.000e-03, eta: 22:20:42, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9994, top1_acc: 0.7219, top5_acc: 0.8922, loss_cls: 1.1105, loss: 2.1099, grad_norm: 10.3078 2021-12-04 08:32:16,812 - mmaction - INFO - Epoch [93][260/1345] lr: 1.000e-03, eta: 22:20:20, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0229, top1_acc: 0.7023, top5_acc: 0.8859, loss_cls: 1.1480, loss: 2.1709, grad_norm: 10.6543 2021-12-04 08:32:36,029 - mmaction - INFO - Epoch [93][280/1345] lr: 1.000e-03, eta: 22:19:58, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0125, top1_acc: 0.6945, top5_acc: 0.8891, loss_cls: 1.1665, loss: 2.1790, grad_norm: 10.7277 2021-12-04 08:32:55,241 - mmaction - INFO - Epoch [93][300/1345] lr: 1.000e-03, eta: 22:19:37, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0442, top1_acc: 0.7016, top5_acc: 0.8836, loss_cls: 1.2112, loss: 2.2554, grad_norm: 10.6995 2021-12-04 08:33:14,463 - mmaction - INFO - Epoch [93][320/1345] lr: 1.000e-03, eta: 22:19:15, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9690, top1_acc: 0.7109, top5_acc: 0.8906, loss_cls: 1.1145, loss: 2.0835, grad_norm: 10.3901 2021-12-04 08:33:33,692 - mmaction - INFO - Epoch [93][340/1345] lr: 1.000e-03, eta: 22:18:54, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0186, top1_acc: 0.6898, top5_acc: 0.8906, loss_cls: 1.2032, loss: 2.2218, grad_norm: 10.9029 2021-12-04 08:33:52,911 - mmaction - INFO - Epoch [93][360/1345] lr: 1.000e-03, eta: 22:18:32, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9716, top1_acc: 0.7125, top5_acc: 0.9047, loss_cls: 1.0827, loss: 2.0544, grad_norm: 10.3386 2021-12-04 08:34:12,144 - mmaction - INFO - Epoch [93][380/1345] lr: 1.000e-03, eta: 22:18:10, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0188, top1_acc: 0.6828, top5_acc: 0.8719, loss_cls: 1.2174, loss: 2.2362, grad_norm: 10.5670 2021-12-04 08:34:31,366 - mmaction - INFO - Epoch [93][400/1345] lr: 1.000e-03, eta: 22:17:49, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0310, top1_acc: 0.6953, top5_acc: 0.8719, loss_cls: 1.2148, loss: 2.2458, grad_norm: 10.7197 2021-12-04 08:34:50,552 - mmaction - INFO - Epoch [93][420/1345] lr: 1.000e-03, eta: 22:17:27, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0139, top1_acc: 0.7148, top5_acc: 0.8797, loss_cls: 1.1754, loss: 2.1893, grad_norm: 10.5308 2021-12-04 08:35:09,794 - mmaction - INFO - Epoch [93][440/1345] lr: 1.000e-03, eta: 22:17:06, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0172, top1_acc: 0.7172, top5_acc: 0.8891, loss_cls: 1.1438, loss: 2.1610, grad_norm: 10.3696 2021-12-04 08:35:29,016 - mmaction - INFO - Epoch [93][460/1345] lr: 1.000e-03, eta: 22:16:44, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0104, top1_acc: 0.7070, top5_acc: 0.8930, loss_cls: 1.1630, loss: 2.1734, grad_norm: 10.7363 2021-12-04 08:35:48,213 - mmaction - INFO - Epoch [93][480/1345] lr: 1.000e-03, eta: 22:16:22, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9969, top1_acc: 0.6906, top5_acc: 0.8766, loss_cls: 1.1856, loss: 2.1825, grad_norm: 10.4450 2021-12-04 08:36:07,424 - mmaction - INFO - Epoch [93][500/1345] lr: 1.000e-03, eta: 22:16:01, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9985, top1_acc: 0.7117, top5_acc: 0.8898, loss_cls: 1.1495, loss: 2.1480, grad_norm: 10.4958 2021-12-04 08:36:26,616 - mmaction - INFO - Epoch [93][520/1345] lr: 1.000e-03, eta: 22:15:39, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0090, top1_acc: 0.6937, top5_acc: 0.8867, loss_cls: 1.1672, loss: 2.1763, grad_norm: 10.6322 2021-12-04 08:36:45,824 - mmaction - INFO - Epoch [93][540/1345] lr: 1.000e-03, eta: 22:15:18, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0151, top1_acc: 0.6984, top5_acc: 0.8898, loss_cls: 1.1866, loss: 2.2017, grad_norm: 10.8125 2021-12-04 08:37:05,034 - mmaction - INFO - Epoch [93][560/1345] lr: 1.000e-03, eta: 22:14:56, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0646, top1_acc: 0.6773, top5_acc: 0.8805, loss_cls: 1.2469, loss: 2.3115, grad_norm: 11.0141 2021-12-04 08:37:24,224 - mmaction - INFO - Epoch [93][580/1345] lr: 1.000e-03, eta: 22:14:34, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0081, top1_acc: 0.7094, top5_acc: 0.8977, loss_cls: 1.1751, loss: 2.1832, grad_norm: 10.5153 2021-12-04 08:37:43,403 - mmaction - INFO - Epoch [93][600/1345] lr: 1.000e-03, eta: 22:14:13, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0389, top1_acc: 0.6922, top5_acc: 0.8836, loss_cls: 1.1843, loss: 2.2232, grad_norm: 10.5687 2021-12-04 08:38:02,571 - mmaction - INFO - Epoch [93][620/1345] lr: 1.000e-03, eta: 22:13:51, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.0217, top1_acc: 0.6945, top5_acc: 0.8945, loss_cls: 1.1918, loss: 2.2135, grad_norm: 10.4911 2021-12-04 08:38:21,759 - mmaction - INFO - Epoch [93][640/1345] lr: 1.000e-03, eta: 22:13:30, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0244, top1_acc: 0.7063, top5_acc: 0.8867, loss_cls: 1.1719, loss: 2.1963, grad_norm: 10.6938 2021-12-04 08:38:40,960 - mmaction - INFO - Epoch [93][660/1345] lr: 1.000e-03, eta: 22:13:08, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0334, top1_acc: 0.6961, top5_acc: 0.8820, loss_cls: 1.1965, loss: 2.2299, grad_norm: 10.5564 2021-12-04 08:39:00,150 - mmaction - INFO - Epoch [93][680/1345] lr: 1.000e-03, eta: 22:12:46, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0246, top1_acc: 0.7117, top5_acc: 0.8812, loss_cls: 1.1867, loss: 2.2113, grad_norm: 10.4107 2021-12-04 08:39:19,304 - mmaction - INFO - Epoch [93][700/1345] lr: 1.000e-03, eta: 22:12:25, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 0.9925, top1_acc: 0.7063, top5_acc: 0.8930, loss_cls: 1.1334, loss: 2.1259, grad_norm: 10.3712 2021-12-04 08:39:38,515 - mmaction - INFO - Epoch [93][720/1345] lr: 1.000e-03, eta: 22:12:03, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0058, top1_acc: 0.7000, top5_acc: 0.8812, loss_cls: 1.1657, loss: 2.1715, grad_norm: 10.4480 2021-12-04 08:39:57,714 - mmaction - INFO - Epoch [93][740/1345] lr: 1.000e-03, eta: 22:11:41, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0035, top1_acc: 0.7039, top5_acc: 0.8922, loss_cls: 1.1460, loss: 2.1495, grad_norm: 10.4685 2021-12-04 08:40:16,936 - mmaction - INFO - Epoch [93][760/1345] lr: 1.000e-03, eta: 22:11:20, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0303, top1_acc: 0.6969, top5_acc: 0.8797, loss_cls: 1.1950, loss: 2.2253, grad_norm: 10.5925 2021-12-04 08:40:36,168 - mmaction - INFO - Epoch [93][780/1345] lr: 1.000e-03, eta: 22:10:58, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0133, top1_acc: 0.6961, top5_acc: 0.8891, loss_cls: 1.1979, loss: 2.2113, grad_norm: 10.9435 2021-12-04 08:40:55,356 - mmaction - INFO - Epoch [93][800/1345] lr: 1.000e-03, eta: 22:10:37, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0013, top1_acc: 0.6969, top5_acc: 0.8875, loss_cls: 1.1882, loss: 2.1895, grad_norm: 10.5595 2021-12-04 08:41:14,523 - mmaction - INFO - Epoch [93][820/1345] lr: 1.000e-03, eta: 22:10:15, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 0.9736, top1_acc: 0.7086, top5_acc: 0.9070, loss_cls: 1.1108, loss: 2.0844, grad_norm: 10.5183 2021-12-04 08:41:33,728 - mmaction - INFO - Epoch [93][840/1345] lr: 1.000e-03, eta: 22:09:53, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9788, top1_acc: 0.7188, top5_acc: 0.8984, loss_cls: 1.1106, loss: 2.0894, grad_norm: 10.3502 2021-12-04 08:41:52,930 - mmaction - INFO - Epoch [93][860/1345] lr: 1.000e-03, eta: 22:09:32, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0083, top1_acc: 0.6977, top5_acc: 0.8984, loss_cls: 1.1644, loss: 2.1727, grad_norm: 10.5331 2021-12-04 08:42:12,114 - mmaction - INFO - Epoch [93][880/1345] lr: 1.000e-03, eta: 22:09:10, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0353, top1_acc: 0.6961, top5_acc: 0.8805, loss_cls: 1.1992, loss: 2.2345, grad_norm: 10.7352 2021-12-04 08:42:31,315 - mmaction - INFO - Epoch [93][900/1345] lr: 1.000e-03, eta: 22:08:49, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0116, top1_acc: 0.6984, top5_acc: 0.8898, loss_cls: 1.1886, loss: 2.2002, grad_norm: 10.7339 2021-12-04 08:42:50,519 - mmaction - INFO - Epoch [93][920/1345] lr: 1.000e-03, eta: 22:08:27, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9830, top1_acc: 0.7109, top5_acc: 0.9055, loss_cls: 1.0940, loss: 2.0770, grad_norm: 10.3468 2021-12-04 08:43:09,733 - mmaction - INFO - Epoch [93][940/1345] lr: 1.000e-03, eta: 22:08:06, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9991, top1_acc: 0.6984, top5_acc: 0.8938, loss_cls: 1.1476, loss: 2.1467, grad_norm: 10.9034 2021-12-04 08:43:28,927 - mmaction - INFO - Epoch [93][960/1345] lr: 1.000e-03, eta: 22:07:44, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0217, top1_acc: 0.6992, top5_acc: 0.8844, loss_cls: 1.1858, loss: 2.2075, grad_norm: 10.7129 2021-12-04 08:43:48,129 - mmaction - INFO - Epoch [93][980/1345] lr: 1.000e-03, eta: 22:07:22, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0128, top1_acc: 0.6883, top5_acc: 0.8859, loss_cls: 1.1830, loss: 2.1958, grad_norm: 10.9786 2021-12-04 08:44:07,351 - mmaction - INFO - Epoch [93][1000/1345] lr: 1.000e-03, eta: 22:07:01, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0381, top1_acc: 0.6953, top5_acc: 0.8719, loss_cls: 1.2344, loss: 2.2724, grad_norm: 10.8590 2021-12-04 08:44:26,576 - mmaction - INFO - Epoch [93][1020/1345] lr: 1.000e-03, eta: 22:06:39, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0102, top1_acc: 0.7023, top5_acc: 0.8883, loss_cls: 1.1656, loss: 2.1758, grad_norm: 10.3745 2021-12-04 08:44:45,829 - mmaction - INFO - Epoch [93][1040/1345] lr: 1.000e-03, eta: 22:06:18, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.0246, top1_acc: 0.6906, top5_acc: 0.8859, loss_cls: 1.2172, loss: 2.2418, grad_norm: 10.9676 2021-12-04 08:45:05,002 - mmaction - INFO - Epoch [93][1060/1345] lr: 1.000e-03, eta: 22:05:56, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0057, top1_acc: 0.7164, top5_acc: 0.8914, loss_cls: 1.1265, loss: 2.1322, grad_norm: 10.4321 2021-12-04 08:45:24,222 - mmaction - INFO - Epoch [93][1080/1345] lr: 1.000e-03, eta: 22:05:34, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0199, top1_acc: 0.7016, top5_acc: 0.8898, loss_cls: 1.1793, loss: 2.1993, grad_norm: 10.7204 2021-12-04 08:45:43,437 - mmaction - INFO - Epoch [93][1100/1345] lr: 1.000e-03, eta: 22:05:13, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0109, top1_acc: 0.7047, top5_acc: 0.9023, loss_cls: 1.1635, loss: 2.1744, grad_norm: 10.7477 2021-12-04 08:46:02,674 - mmaction - INFO - Epoch [93][1120/1345] lr: 1.000e-03, eta: 22:04:51, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9753, top1_acc: 0.7148, top5_acc: 0.9094, loss_cls: 1.0689, loss: 2.0442, grad_norm: 10.7331 2021-12-04 08:46:21,883 - mmaction - INFO - Epoch [93][1140/1345] lr: 1.000e-03, eta: 22:04:30, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0205, top1_acc: 0.7070, top5_acc: 0.8898, loss_cls: 1.1492, loss: 2.1697, grad_norm: 10.7605 2021-12-04 08:46:41,099 - mmaction - INFO - Epoch [93][1160/1345] lr: 1.000e-03, eta: 22:04:08, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0456, top1_acc: 0.6883, top5_acc: 0.8820, loss_cls: 1.2068, loss: 2.2524, grad_norm: 11.2250 2021-12-04 08:47:00,354 - mmaction - INFO - Epoch [93][1180/1345] lr: 1.000e-03, eta: 22:03:47, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.0359, top1_acc: 0.6875, top5_acc: 0.8836, loss_cls: 1.2042, loss: 2.2401, grad_norm: 11.1771 2021-12-04 08:47:19,610 - mmaction - INFO - Epoch [93][1200/1345] lr: 1.000e-03, eta: 22:03:25, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.0196, top1_acc: 0.6734, top5_acc: 0.8664, loss_cls: 1.2439, loss: 2.2634, grad_norm: 10.7497 2021-12-04 08:47:38,831 - mmaction - INFO - Epoch [93][1220/1345] lr: 1.000e-03, eta: 22:03:03, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0183, top1_acc: 0.7117, top5_acc: 0.8977, loss_cls: 1.1492, loss: 2.1675, grad_norm: 10.7727 2021-12-04 08:47:58,072 - mmaction - INFO - Epoch [93][1240/1345] lr: 1.000e-03, eta: 22:02:42, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9970, top1_acc: 0.7047, top5_acc: 0.8812, loss_cls: 1.1373, loss: 2.1343, grad_norm: 10.5555 2021-12-04 08:48:17,311 - mmaction - INFO - Epoch [93][1260/1345] lr: 1.000e-03, eta: 22:02:20, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0411, top1_acc: 0.6750, top5_acc: 0.8828, loss_cls: 1.2317, loss: 2.2728, grad_norm: 10.7279 2021-12-04 08:48:36,565 - mmaction - INFO - Epoch [93][1280/1345] lr: 1.000e-03, eta: 22:01:59, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.0349, top1_acc: 0.6992, top5_acc: 0.8828, loss_cls: 1.1976, loss: 2.2325, grad_norm: 10.7817 2021-12-04 08:48:55,796 - mmaction - INFO - Epoch [93][1300/1345] lr: 1.000e-03, eta: 22:01:37, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0329, top1_acc: 0.6961, top5_acc: 0.8844, loss_cls: 1.1746, loss: 2.2075, grad_norm: 10.5098 2021-12-04 08:49:15,065 - mmaction - INFO - Epoch [93][1320/1345] lr: 1.000e-03, eta: 22:01:16, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.0308, top1_acc: 0.7125, top5_acc: 0.8797, loss_cls: 1.1545, loss: 2.1853, grad_norm: 10.3768 2021-12-04 08:49:34,321 - mmaction - INFO - Epoch [93][1340/1345] lr: 1.000e-03, eta: 22:00:54, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.0050, top1_acc: 0.7102, top5_acc: 0.8969, loss_cls: 1.1253, loss: 2.1303, grad_norm: 10.5607 2021-12-04 08:49:39,893 - mmaction - INFO - Saving checkpoint at 93 epochs 2021-12-04 08:51:41,852 - mmaction - INFO - Epoch [94][20/1345] lr: 1.000e-03, eta: 22:01:25, time: 5.907, data_time: 4.955, memory: 8232, loss_aux: 1.0346, top1_acc: 0.7070, top5_acc: 0.8930, loss_cls: 1.1445, loss: 2.1791, grad_norm: 10.7736 2021-12-04 08:52:00,991 - mmaction - INFO - Epoch [94][40/1345] lr: 1.000e-03, eta: 22:01:03, time: 0.957, data_time: 0.003, memory: 8232, loss_aux: 1.0239, top1_acc: 0.6953, top5_acc: 0.8883, loss_cls: 1.2084, loss: 2.2323, grad_norm: 10.9385 2021-12-04 08:52:20,161 - mmaction - INFO - Epoch [94][60/1345] lr: 1.000e-03, eta: 22:00:42, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.0064, top1_acc: 0.7031, top5_acc: 0.8938, loss_cls: 1.1425, loss: 2.1490, grad_norm: 10.4852 2021-12-04 08:52:39,345 - mmaction - INFO - Epoch [94][80/1345] lr: 1.000e-03, eta: 22:00:20, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0016, top1_acc: 0.7031, top5_acc: 0.8828, loss_cls: 1.1272, loss: 2.1288, grad_norm: 10.4323 2021-12-04 08:52:58,516 - mmaction - INFO - Epoch [94][100/1345] lr: 1.000e-03, eta: 21:59:58, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0170, top1_acc: 0.7023, top5_acc: 0.8969, loss_cls: 1.1530, loss: 2.1701, grad_norm: 11.1159 2021-12-04 08:53:17,677 - mmaction - INFO - Epoch [94][120/1345] lr: 1.000e-03, eta: 21:59:37, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 0.9905, top1_acc: 0.7211, top5_acc: 0.8961, loss_cls: 1.0982, loss: 2.0887, grad_norm: 10.3308 2021-12-04 08:53:36,874 - mmaction - INFO - Epoch [94][140/1345] lr: 1.000e-03, eta: 21:59:15, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0032, top1_acc: 0.6945, top5_acc: 0.8875, loss_cls: 1.1449, loss: 2.1480, grad_norm: 10.8541 2021-12-04 08:53:56,063 - mmaction - INFO - Epoch [94][160/1345] lr: 1.000e-03, eta: 21:58:54, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0431, top1_acc: 0.6883, top5_acc: 0.8805, loss_cls: 1.2357, loss: 2.2788, grad_norm: 11.2150 2021-12-04 08:54:15,238 - mmaction - INFO - Epoch [94][180/1345] lr: 1.000e-03, eta: 21:58:32, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0506, top1_acc: 0.6914, top5_acc: 0.8891, loss_cls: 1.1814, loss: 2.2319, grad_norm: 11.0392 2021-12-04 08:54:34,452 - mmaction - INFO - Epoch [94][200/1345] lr: 1.000e-03, eta: 21:58:10, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0605, top1_acc: 0.6930, top5_acc: 0.8859, loss_cls: 1.2095, loss: 2.2700, grad_norm: 10.9173 2021-12-04 08:54:53,648 - mmaction - INFO - Epoch [94][220/1345] lr: 1.000e-03, eta: 21:57:49, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0390, top1_acc: 0.6773, top5_acc: 0.8828, loss_cls: 1.2436, loss: 2.2827, grad_norm: 10.9491 2021-12-04 08:55:12,839 - mmaction - INFO - Epoch [94][240/1345] lr: 1.000e-03, eta: 21:57:27, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0034, top1_acc: 0.6969, top5_acc: 0.8805, loss_cls: 1.1874, loss: 2.1908, grad_norm: 10.8674 2021-12-04 08:55:32,048 - mmaction - INFO - Epoch [94][260/1345] lr: 1.000e-03, eta: 21:57:06, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0266, top1_acc: 0.7047, top5_acc: 0.8812, loss_cls: 1.2134, loss: 2.2400, grad_norm: 10.8198 2021-12-04 08:55:51,252 - mmaction - INFO - Epoch [94][280/1345] lr: 1.000e-03, eta: 21:56:44, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9886, top1_acc: 0.7242, top5_acc: 0.9023, loss_cls: 1.0848, loss: 2.0735, grad_norm: 10.6394 2021-12-04 08:56:10,397 - mmaction - INFO - Epoch [94][300/1345] lr: 1.000e-03, eta: 21:56:22, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 0.9889, top1_acc: 0.7164, top5_acc: 0.8914, loss_cls: 1.1344, loss: 2.1234, grad_norm: 10.6612 2021-12-04 08:56:29,586 - mmaction - INFO - Epoch [94][320/1345] lr: 1.000e-03, eta: 21:56:01, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0032, top1_acc: 0.7070, top5_acc: 0.8859, loss_cls: 1.1375, loss: 2.1407, grad_norm: 10.7661 2021-12-04 08:56:48,773 - mmaction - INFO - Epoch [94][340/1345] lr: 1.000e-03, eta: 21:55:39, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0015, top1_acc: 0.7000, top5_acc: 0.9016, loss_cls: 1.1407, loss: 2.1422, grad_norm: 10.6712 2021-12-04 08:57:07,944 - mmaction - INFO - Epoch [94][360/1345] lr: 1.000e-03, eta: 21:55:18, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0219, top1_acc: 0.7023, top5_acc: 0.8883, loss_cls: 1.1635, loss: 2.1854, grad_norm: 10.7533 2021-12-04 08:57:27,139 - mmaction - INFO - Epoch [94][380/1345] lr: 1.000e-03, eta: 21:54:56, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9947, top1_acc: 0.7023, top5_acc: 0.8930, loss_cls: 1.1221, loss: 2.1168, grad_norm: 10.4775 2021-12-04 08:57:46,314 - mmaction - INFO - Epoch [94][400/1345] lr: 1.000e-03, eta: 21:54:34, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9855, top1_acc: 0.7188, top5_acc: 0.8961, loss_cls: 1.1104, loss: 2.0960, grad_norm: 10.6438 2021-12-04 08:58:05,488 - mmaction - INFO - Epoch [94][420/1345] lr: 1.000e-03, eta: 21:54:13, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0075, top1_acc: 0.7047, top5_acc: 0.8836, loss_cls: 1.1474, loss: 2.1549, grad_norm: 10.7290 2021-12-04 08:58:24,676 - mmaction - INFO - Epoch [94][440/1345] lr: 1.000e-03, eta: 21:53:51, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9937, top1_acc: 0.7141, top5_acc: 0.8914, loss_cls: 1.1242, loss: 2.1179, grad_norm: 10.7797 2021-12-04 08:58:43,851 - mmaction - INFO - Epoch [94][460/1345] lr: 1.000e-03, eta: 21:53:30, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0139, top1_acc: 0.7102, top5_acc: 0.8891, loss_cls: 1.1418, loss: 2.1557, grad_norm: 10.6974 2021-12-04 08:59:03,048 - mmaction - INFO - Epoch [94][480/1345] lr: 1.000e-03, eta: 21:53:08, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0216, top1_acc: 0.7047, top5_acc: 0.8789, loss_cls: 1.1899, loss: 2.2115, grad_norm: 10.8208 2021-12-04 08:59:22,198 - mmaction - INFO - Epoch [94][500/1345] lr: 1.000e-03, eta: 21:52:46, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.0070, top1_acc: 0.7109, top5_acc: 0.8969, loss_cls: 1.1225, loss: 2.1296, grad_norm: 10.7259 2021-12-04 08:59:41,374 - mmaction - INFO - Epoch [94][520/1345] lr: 1.000e-03, eta: 21:52:25, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9965, top1_acc: 0.6961, top5_acc: 0.8883, loss_cls: 1.1443, loss: 2.1408, grad_norm: 10.9577 2021-12-04 09:00:00,549 - mmaction - INFO - Epoch [94][540/1345] lr: 1.000e-03, eta: 21:52:03, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9937, top1_acc: 0.7164, top5_acc: 0.9000, loss_cls: 1.1273, loss: 2.1210, grad_norm: 11.0533 2021-12-04 09:00:19,709 - mmaction - INFO - Epoch [94][560/1345] lr: 1.000e-03, eta: 21:51:42, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.0205, top1_acc: 0.6945, top5_acc: 0.8859, loss_cls: 1.1779, loss: 2.1984, grad_norm: 11.2094 2021-12-04 09:00:38,883 - mmaction - INFO - Epoch [94][580/1345] lr: 1.000e-03, eta: 21:51:20, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9894, top1_acc: 0.7133, top5_acc: 0.9008, loss_cls: 1.1128, loss: 2.1022, grad_norm: 10.6442 2021-12-04 09:00:58,071 - mmaction - INFO - Epoch [94][600/1345] lr: 1.000e-03, eta: 21:50:58, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0148, top1_acc: 0.6875, top5_acc: 0.8766, loss_cls: 1.2044, loss: 2.2192, grad_norm: 11.0330 2021-12-04 09:01:17,233 - mmaction - INFO - Epoch [94][620/1345] lr: 1.000e-03, eta: 21:50:37, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.0294, top1_acc: 0.7023, top5_acc: 0.8844, loss_cls: 1.2037, loss: 2.2331, grad_norm: 10.7448 2021-12-04 09:01:36,407 - mmaction - INFO - Epoch [94][640/1345] lr: 1.000e-03, eta: 21:50:15, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0191, top1_acc: 0.7102, top5_acc: 0.8828, loss_cls: 1.1727, loss: 2.1919, grad_norm: 10.6625 2021-12-04 09:01:55,571 - mmaction - INFO - Epoch [94][660/1345] lr: 1.000e-03, eta: 21:49:54, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.0109, top1_acc: 0.6984, top5_acc: 0.8750, loss_cls: 1.1866, loss: 2.1975, grad_norm: 10.8271 2021-12-04 09:02:14,747 - mmaction - INFO - Epoch [94][680/1345] lr: 1.000e-03, eta: 21:49:32, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0259, top1_acc: 0.7109, top5_acc: 0.8875, loss_cls: 1.1778, loss: 2.2038, grad_norm: 10.9165 2021-12-04 09:02:33,916 - mmaction - INFO - Epoch [94][700/1345] lr: 1.000e-03, eta: 21:49:10, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.0499, top1_acc: 0.7000, top5_acc: 0.9023, loss_cls: 1.1565, loss: 2.2064, grad_norm: 10.9007 2021-12-04 09:02:53,092 - mmaction - INFO - Epoch [94][720/1345] lr: 1.000e-03, eta: 21:48:49, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0293, top1_acc: 0.7094, top5_acc: 0.8781, loss_cls: 1.2035, loss: 2.2328, grad_norm: 11.2558 2021-12-04 09:03:12,276 - mmaction - INFO - Epoch [94][740/1345] lr: 1.000e-03, eta: 21:48:27, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9722, top1_acc: 0.7086, top5_acc: 0.9047, loss_cls: 1.0924, loss: 2.0646, grad_norm: 10.8016 2021-12-04 09:03:31,462 - mmaction - INFO - Epoch [94][760/1345] lr: 1.000e-03, eta: 21:48:06, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0370, top1_acc: 0.6883, top5_acc: 0.8688, loss_cls: 1.2078, loss: 2.2447, grad_norm: 10.6467 2021-12-04 09:03:50,630 - mmaction - INFO - Epoch [94][780/1345] lr: 1.000e-03, eta: 21:47:44, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.0349, top1_acc: 0.7047, top5_acc: 0.8836, loss_cls: 1.1894, loss: 2.2243, grad_norm: 11.0362 2021-12-04 09:04:09,777 - mmaction - INFO - Epoch [94][800/1345] lr: 1.000e-03, eta: 21:47:22, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 1.0186, top1_acc: 0.6727, top5_acc: 0.8820, loss_cls: 1.2100, loss: 2.2286, grad_norm: 11.1976 2021-12-04 09:04:28,961 - mmaction - INFO - Epoch [94][820/1345] lr: 1.000e-03, eta: 21:47:01, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0375, top1_acc: 0.7086, top5_acc: 0.8773, loss_cls: 1.1847, loss: 2.2223, grad_norm: 10.8185 2021-12-04 09:04:48,145 - mmaction - INFO - Epoch [94][840/1345] lr: 1.000e-03, eta: 21:46:39, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0374, top1_acc: 0.6930, top5_acc: 0.8922, loss_cls: 1.1890, loss: 2.2263, grad_norm: 11.2008 2021-12-04 09:05:07,340 - mmaction - INFO - Epoch [94][860/1345] lr: 1.000e-03, eta: 21:46:18, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0188, top1_acc: 0.7250, top5_acc: 0.8930, loss_cls: 1.1174, loss: 2.1362, grad_norm: 10.4052 2021-12-04 09:05:26,527 - mmaction - INFO - Epoch [94][880/1345] lr: 1.000e-03, eta: 21:45:56, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9814, top1_acc: 0.7047, top5_acc: 0.8922, loss_cls: 1.1258, loss: 2.1072, grad_norm: 10.5331 2021-12-04 09:05:45,701 - mmaction - INFO - Epoch [94][900/1345] lr: 1.000e-03, eta: 21:45:35, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9997, top1_acc: 0.7109, top5_acc: 0.8938, loss_cls: 1.1739, loss: 2.1736, grad_norm: 10.6789 2021-12-04 09:06:04,879 - mmaction - INFO - Epoch [94][920/1345] lr: 1.000e-03, eta: 21:45:13, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0168, top1_acc: 0.6930, top5_acc: 0.8844, loss_cls: 1.1857, loss: 2.2025, grad_norm: 10.9519 2021-12-04 09:06:24,045 - mmaction - INFO - Epoch [94][940/1345] lr: 1.000e-03, eta: 21:44:51, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.0516, top1_acc: 0.6828, top5_acc: 0.8781, loss_cls: 1.2577, loss: 2.3092, grad_norm: 11.3900 2021-12-04 09:06:43,229 - mmaction - INFO - Epoch [94][960/1345] lr: 1.000e-03, eta: 21:44:30, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9782, top1_acc: 0.7141, top5_acc: 0.8969, loss_cls: 1.1096, loss: 2.0878, grad_norm: 10.4338 2021-12-04 09:07:02,413 - mmaction - INFO - Epoch [94][980/1345] lr: 1.000e-03, eta: 21:44:08, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0258, top1_acc: 0.7008, top5_acc: 0.8766, loss_cls: 1.2058, loss: 2.2316, grad_norm: 10.8942 2021-12-04 09:07:21,591 - mmaction - INFO - Epoch [94][1000/1345] lr: 1.000e-03, eta: 21:43:47, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0597, top1_acc: 0.6992, top5_acc: 0.8812, loss_cls: 1.2410, loss: 2.3007, grad_norm: 11.1026 2021-12-04 09:07:40,804 - mmaction - INFO - Epoch [94][1020/1345] lr: 1.000e-03, eta: 21:43:25, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9890, top1_acc: 0.7117, top5_acc: 0.9008, loss_cls: 1.1242, loss: 2.1133, grad_norm: 10.6724 2021-12-04 09:08:00,015 - mmaction - INFO - Epoch [94][1040/1345] lr: 1.000e-03, eta: 21:43:04, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0491, top1_acc: 0.6813, top5_acc: 0.8922, loss_cls: 1.2117, loss: 2.2608, grad_norm: 11.1462 2021-12-04 09:08:19,219 - mmaction - INFO - Epoch [94][1060/1345] lr: 1.000e-03, eta: 21:42:42, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0312, top1_acc: 0.6898, top5_acc: 0.8820, loss_cls: 1.2139, loss: 2.2451, grad_norm: 11.0278 2021-12-04 09:08:38,389 - mmaction - INFO - Epoch [94][1080/1345] lr: 1.000e-03, eta: 21:42:20, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0094, top1_acc: 0.7133, top5_acc: 0.8953, loss_cls: 1.1361, loss: 2.1456, grad_norm: 10.7526 2021-12-04 09:08:57,573 - mmaction - INFO - Epoch [94][1100/1345] lr: 1.000e-03, eta: 21:41:59, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0045, top1_acc: 0.7281, top5_acc: 0.9023, loss_cls: 1.0630, loss: 2.0675, grad_norm: 10.6270 2021-12-04 09:09:16,767 - mmaction - INFO - Epoch [94][1120/1345] lr: 1.000e-03, eta: 21:41:37, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0010, top1_acc: 0.6937, top5_acc: 0.8914, loss_cls: 1.1457, loss: 2.1467, grad_norm: 11.1491 2021-12-04 09:09:35,965 - mmaction - INFO - Epoch [94][1140/1345] lr: 1.000e-03, eta: 21:41:16, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0249, top1_acc: 0.7000, top5_acc: 0.8961, loss_cls: 1.1574, loss: 2.1823, grad_norm: 11.0737 2021-12-04 09:09:55,141 - mmaction - INFO - Epoch [94][1160/1345] lr: 1.000e-03, eta: 21:40:54, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9984, top1_acc: 0.7133, top5_acc: 0.8953, loss_cls: 1.1240, loss: 2.1225, grad_norm: 10.7231 2021-12-04 09:10:14,352 - mmaction - INFO - Epoch [94][1180/1345] lr: 1.000e-03, eta: 21:40:33, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0095, top1_acc: 0.6891, top5_acc: 0.8906, loss_cls: 1.1346, loss: 2.1442, grad_norm: 10.9680 2021-12-04 09:10:33,563 - mmaction - INFO - Epoch [94][1200/1345] lr: 1.000e-03, eta: 21:40:11, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9970, top1_acc: 0.6844, top5_acc: 0.8852, loss_cls: 1.1988, loss: 2.1959, grad_norm: 11.1113 2021-12-04 09:10:52,760 - mmaction - INFO - Epoch [94][1220/1345] lr: 1.000e-03, eta: 21:39:50, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9698, top1_acc: 0.7234, top5_acc: 0.8891, loss_cls: 1.1112, loss: 2.0811, grad_norm: 10.7561 2021-12-04 09:11:11,936 - mmaction - INFO - Epoch [94][1240/1345] lr: 1.000e-03, eta: 21:39:28, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0278, top1_acc: 0.7188, top5_acc: 0.8805, loss_cls: 1.1854, loss: 2.2132, grad_norm: 10.6755 2021-12-04 09:11:31,152 - mmaction - INFO - Epoch [94][1260/1345] lr: 1.000e-03, eta: 21:39:06, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9874, top1_acc: 0.7211, top5_acc: 0.8992, loss_cls: 1.1052, loss: 2.0926, grad_norm: 10.9609 2021-12-04 09:11:50,344 - mmaction - INFO - Epoch [94][1280/1345] lr: 1.000e-03, eta: 21:38:45, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0594, top1_acc: 0.6953, top5_acc: 0.8719, loss_cls: 1.2421, loss: 2.3015, grad_norm: 11.1172 2021-12-04 09:12:09,554 - mmaction - INFO - Epoch [94][1300/1345] lr: 1.000e-03, eta: 21:38:23, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9840, top1_acc: 0.7094, top5_acc: 0.8992, loss_cls: 1.1187, loss: 2.1027, grad_norm: 10.9083 2021-12-04 09:12:28,746 - mmaction - INFO - Epoch [94][1320/1345] lr: 1.000e-03, eta: 21:38:02, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9783, top1_acc: 0.6961, top5_acc: 0.9000, loss_cls: 1.1369, loss: 2.1152, grad_norm: 10.5946 2021-12-04 09:12:47,954 - mmaction - INFO - Epoch [94][1340/1345] lr: 1.000e-03, eta: 21:37:40, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9799, top1_acc: 0.7133, top5_acc: 0.8945, loss_cls: 1.1550, loss: 2.1349, grad_norm: 10.7100 2021-12-04 09:12:53,559 - mmaction - INFO - Saving checkpoint at 94 epochs 2021-12-04 09:14:59,005 - mmaction - INFO - Epoch [95][20/1345] lr: 1.000e-03, eta: 21:38:11, time: 6.090, data_time: 5.133, memory: 8232, loss_aux: 1.0377, top1_acc: 0.7055, top5_acc: 0.8969, loss_cls: 1.1552, loss: 2.1929, grad_norm: 10.9567 2021-12-04 09:15:18,093 - mmaction - INFO - Epoch [95][40/1345] lr: 1.000e-03, eta: 21:37:50, time: 0.955, data_time: 0.003, memory: 8232, loss_aux: 1.0139, top1_acc: 0.6836, top5_acc: 0.8773, loss_cls: 1.2084, loss: 2.2224, grad_norm: 11.1837 2021-12-04 09:15:37,208 - mmaction - INFO - Epoch [95][60/1345] lr: 1.000e-03, eta: 21:37:28, time: 0.956, data_time: 0.002, memory: 8232, loss_aux: 1.0134, top1_acc: 0.6977, top5_acc: 0.8930, loss_cls: 1.1546, loss: 2.1679, grad_norm: 11.1151 2021-12-04 09:15:56,337 - mmaction - INFO - Epoch [95][80/1345] lr: 1.000e-03, eta: 21:37:07, time: 0.956, data_time: 0.001, memory: 8232, loss_aux: 0.9952, top1_acc: 0.7031, top5_acc: 0.8898, loss_cls: 1.1217, loss: 2.1169, grad_norm: 10.7400 2021-12-04 09:16:15,486 - mmaction - INFO - Epoch [95][100/1345] lr: 1.000e-03, eta: 21:36:45, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.0364, top1_acc: 0.7102, top5_acc: 0.8945, loss_cls: 1.1518, loss: 2.1882, grad_norm: 10.7622 2021-12-04 09:16:34,637 - mmaction - INFO - Epoch [95][120/1345] lr: 1.000e-03, eta: 21:36:23, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 0.9996, top1_acc: 0.7070, top5_acc: 0.9102, loss_cls: 1.0882, loss: 2.0879, grad_norm: 10.7703 2021-12-04 09:16:53,796 - mmaction - INFO - Epoch [95][140/1345] lr: 1.000e-03, eta: 21:36:02, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 0.9892, top1_acc: 0.7063, top5_acc: 0.9117, loss_cls: 1.1031, loss: 2.0924, grad_norm: 10.8656 2021-12-04 09:17:13,012 - mmaction - INFO - Epoch [95][160/1345] lr: 1.000e-03, eta: 21:35:40, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0100, top1_acc: 0.7125, top5_acc: 0.8836, loss_cls: 1.1581, loss: 2.1681, grad_norm: 10.9476 2021-12-04 09:17:32,183 - mmaction - INFO - Epoch [95][180/1345] lr: 1.000e-03, eta: 21:35:19, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9709, top1_acc: 0.7008, top5_acc: 0.8906, loss_cls: 1.1493, loss: 2.1201, grad_norm: 10.8460 2021-12-04 09:17:51,382 - mmaction - INFO - Epoch [95][200/1345] lr: 1.000e-03, eta: 21:34:57, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0202, top1_acc: 0.7039, top5_acc: 0.8906, loss_cls: 1.1292, loss: 2.1494, grad_norm: 10.7265 2021-12-04 09:18:10,558 - mmaction - INFO - Epoch [95][220/1345] lr: 1.000e-03, eta: 21:34:36, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9793, top1_acc: 0.7258, top5_acc: 0.8852, loss_cls: 1.1242, loss: 2.1035, grad_norm: 10.6855 2021-12-04 09:18:29,746 - mmaction - INFO - Epoch [95][240/1345] lr: 1.000e-03, eta: 21:34:14, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9866, top1_acc: 0.7141, top5_acc: 0.8992, loss_cls: 1.1079, loss: 2.0945, grad_norm: 10.4261 2021-12-04 09:18:48,935 - mmaction - INFO - Epoch [95][260/1345] lr: 1.000e-03, eta: 21:33:52, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9636, top1_acc: 0.7273, top5_acc: 0.9102, loss_cls: 1.0663, loss: 2.0299, grad_norm: 10.8951 2021-12-04 09:19:08,153 - mmaction - INFO - Epoch [95][280/1345] lr: 1.000e-03, eta: 21:33:31, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0536, top1_acc: 0.6992, top5_acc: 0.8664, loss_cls: 1.2076, loss: 2.2612, grad_norm: 10.7195 2021-12-04 09:19:27,336 - mmaction - INFO - Epoch [95][300/1345] lr: 1.000e-03, eta: 21:33:09, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9887, top1_acc: 0.7180, top5_acc: 0.8945, loss_cls: 1.1158, loss: 2.1045, grad_norm: 10.7192 2021-12-04 09:19:46,563 - mmaction - INFO - Epoch [95][320/1345] lr: 1.000e-03, eta: 21:32:48, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9490, top1_acc: 0.7297, top5_acc: 0.9070, loss_cls: 1.0406, loss: 1.9896, grad_norm: 10.5332 2021-12-04 09:20:05,749 - mmaction - INFO - Epoch [95][340/1345] lr: 1.000e-03, eta: 21:32:26, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0330, top1_acc: 0.6992, top5_acc: 0.8859, loss_cls: 1.1738, loss: 2.2068, grad_norm: 11.0000 2021-12-04 09:20:24,976 - mmaction - INFO - Epoch [95][360/1345] lr: 1.000e-03, eta: 21:32:05, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0043, top1_acc: 0.7227, top5_acc: 0.8883, loss_cls: 1.1497, loss: 2.1540, grad_norm: 10.8627 2021-12-04 09:20:44,174 - mmaction - INFO - Epoch [95][380/1345] lr: 1.000e-03, eta: 21:31:43, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0629, top1_acc: 0.6961, top5_acc: 0.8867, loss_cls: 1.2105, loss: 2.2734, grad_norm: 11.4344 2021-12-04 09:21:03,348 - mmaction - INFO - Epoch [95][400/1345] lr: 1.000e-03, eta: 21:31:21, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0140, top1_acc: 0.7180, top5_acc: 0.8883, loss_cls: 1.1676, loss: 2.1816, grad_norm: 10.6687 2021-12-04 09:21:22,551 - mmaction - INFO - Epoch [95][420/1345] lr: 1.000e-03, eta: 21:31:00, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0173, top1_acc: 0.7188, top5_acc: 0.8922, loss_cls: 1.1148, loss: 2.1321, grad_norm: 10.7371 2021-12-04 09:21:41,751 - mmaction - INFO - Epoch [95][440/1345] lr: 1.000e-03, eta: 21:30:38, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9804, top1_acc: 0.7281, top5_acc: 0.9016, loss_cls: 1.1024, loss: 2.0828, grad_norm: 10.8824 2021-12-04 09:22:00,948 - mmaction - INFO - Epoch [95][460/1345] lr: 1.000e-03, eta: 21:30:17, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9841, top1_acc: 0.7227, top5_acc: 0.8891, loss_cls: 1.1282, loss: 2.1124, grad_norm: 10.9575 2021-12-04 09:22:20,136 - mmaction - INFO - Epoch [95][480/1345] lr: 1.000e-03, eta: 21:29:55, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0251, top1_acc: 0.7016, top5_acc: 0.8797, loss_cls: 1.1883, loss: 2.2134, grad_norm: 10.9684 2021-12-04 09:22:39,336 - mmaction - INFO - Epoch [95][500/1345] lr: 1.000e-03, eta: 21:29:34, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9916, top1_acc: 0.7117, top5_acc: 0.8969, loss_cls: 1.1469, loss: 2.1386, grad_norm: 10.7685 2021-12-04 09:22:58,519 - mmaction - INFO - Epoch [95][520/1345] lr: 1.000e-03, eta: 21:29:12, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0118, top1_acc: 0.7195, top5_acc: 0.9094, loss_cls: 1.0906, loss: 2.1024, grad_norm: 10.8958 2021-12-04 09:23:17,705 - mmaction - INFO - Epoch [95][540/1345] lr: 1.000e-03, eta: 21:28:50, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9932, top1_acc: 0.7109, top5_acc: 0.9008, loss_cls: 1.0982, loss: 2.0914, grad_norm: 10.8681 2021-12-04 09:23:36,915 - mmaction - INFO - Epoch [95][560/1345] lr: 1.000e-03, eta: 21:28:29, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9948, top1_acc: 0.7078, top5_acc: 0.8898, loss_cls: 1.1436, loss: 2.1384, grad_norm: 10.6474 2021-12-04 09:23:56,121 - mmaction - INFO - Epoch [95][580/1345] lr: 1.000e-03, eta: 21:28:07, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9785, top1_acc: 0.6898, top5_acc: 0.8867, loss_cls: 1.1465, loss: 2.1251, grad_norm: 10.7584 2021-12-04 09:24:15,314 - mmaction - INFO - Epoch [95][600/1345] lr: 1.000e-03, eta: 21:27:46, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9938, top1_acc: 0.7203, top5_acc: 0.8961, loss_cls: 1.1006, loss: 2.0944, grad_norm: 10.7763 2021-12-04 09:24:34,496 - mmaction - INFO - Epoch [95][620/1345] lr: 1.000e-03, eta: 21:27:24, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0466, top1_acc: 0.6797, top5_acc: 0.8680, loss_cls: 1.2607, loss: 2.3073, grad_norm: 11.1963 2021-12-04 09:24:53,670 - mmaction - INFO - Epoch [95][640/1345] lr: 1.000e-03, eta: 21:27:03, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0183, top1_acc: 0.6906, top5_acc: 0.8805, loss_cls: 1.2072, loss: 2.2255, grad_norm: 11.2277 2021-12-04 09:25:12,887 - mmaction - INFO - Epoch [95][660/1345] lr: 1.000e-03, eta: 21:26:41, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0218, top1_acc: 0.7211, top5_acc: 0.8984, loss_cls: 1.1145, loss: 2.1363, grad_norm: 10.6334 2021-12-04 09:25:32,055 - mmaction - INFO - Epoch [95][680/1345] lr: 1.000e-03, eta: 21:26:20, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.0215, top1_acc: 0.6977, top5_acc: 0.8977, loss_cls: 1.1496, loss: 2.1711, grad_norm: 11.1195 2021-12-04 09:25:51,242 - mmaction - INFO - Epoch [95][700/1345] lr: 1.000e-03, eta: 21:25:58, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0254, top1_acc: 0.6992, top5_acc: 0.9016, loss_cls: 1.1490, loss: 2.1744, grad_norm: 11.0968 2021-12-04 09:26:10,422 - mmaction - INFO - Epoch [95][720/1345] lr: 1.000e-03, eta: 21:25:36, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0574, top1_acc: 0.6836, top5_acc: 0.8625, loss_cls: 1.2635, loss: 2.3210, grad_norm: 11.1839 2021-12-04 09:26:29,598 - mmaction - INFO - Epoch [95][740/1345] lr: 1.000e-03, eta: 21:25:15, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9833, top1_acc: 0.7227, top5_acc: 0.8984, loss_cls: 1.1051, loss: 2.0884, grad_norm: 10.5094 2021-12-04 09:26:48,774 - mmaction - INFO - Epoch [95][760/1345] lr: 1.000e-03, eta: 21:24:53, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9755, top1_acc: 0.7094, top5_acc: 0.9000, loss_cls: 1.1190, loss: 2.0945, grad_norm: 10.5762 2021-12-04 09:27:07,951 - mmaction - INFO - Epoch [95][780/1345] lr: 1.000e-03, eta: 21:24:32, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0399, top1_acc: 0.6969, top5_acc: 0.8922, loss_cls: 1.1353, loss: 2.1753, grad_norm: 10.8043 2021-12-04 09:27:27,156 - mmaction - INFO - Epoch [95][800/1345] lr: 1.000e-03, eta: 21:24:10, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0257, top1_acc: 0.7180, top5_acc: 0.9031, loss_cls: 1.0653, loss: 2.0910, grad_norm: 10.8122 2021-12-04 09:27:46,335 - mmaction - INFO - Epoch [95][820/1345] lr: 1.000e-03, eta: 21:23:49, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9855, top1_acc: 0.7031, top5_acc: 0.8961, loss_cls: 1.1431, loss: 2.1286, grad_norm: 10.9499 2021-12-04 09:28:05,532 - mmaction - INFO - Epoch [95][840/1345] lr: 1.000e-03, eta: 21:23:27, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9872, top1_acc: 0.7000, top5_acc: 0.8875, loss_cls: 1.1642, loss: 2.1514, grad_norm: 10.8674 2021-12-04 09:28:24,703 - mmaction - INFO - Epoch [95][860/1345] lr: 1.000e-03, eta: 21:23:06, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0299, top1_acc: 0.6969, top5_acc: 0.8844, loss_cls: 1.2121, loss: 2.2420, grad_norm: 10.8308 2021-12-04 09:28:43,891 - mmaction - INFO - Epoch [95][880/1345] lr: 1.000e-03, eta: 21:22:44, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9984, top1_acc: 0.7227, top5_acc: 0.8961, loss_cls: 1.0909, loss: 2.0892, grad_norm: 10.7116 2021-12-04 09:29:03,063 - mmaction - INFO - Epoch [95][900/1345] lr: 1.000e-03, eta: 21:22:22, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9946, top1_acc: 0.7266, top5_acc: 0.8930, loss_cls: 1.1217, loss: 2.1162, grad_norm: 10.6373 2021-12-04 09:29:22,288 - mmaction - INFO - Epoch [95][920/1345] lr: 1.000e-03, eta: 21:22:01, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9895, top1_acc: 0.7086, top5_acc: 0.8969, loss_cls: 1.1057, loss: 2.0952, grad_norm: 10.7304 2021-12-04 09:29:41,479 - mmaction - INFO - Epoch [95][940/1345] lr: 1.000e-03, eta: 21:21:39, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0549, top1_acc: 0.6844, top5_acc: 0.8648, loss_cls: 1.2544, loss: 2.3094, grad_norm: 11.0044 2021-12-04 09:30:00,657 - mmaction - INFO - Epoch [95][960/1345] lr: 1.000e-03, eta: 21:21:18, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0142, top1_acc: 0.7016, top5_acc: 0.8992, loss_cls: 1.1543, loss: 2.1685, grad_norm: 11.2785 2021-12-04 09:30:19,878 - mmaction - INFO - Epoch [95][980/1345] lr: 1.000e-03, eta: 21:20:56, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9994, top1_acc: 0.7023, top5_acc: 0.8938, loss_cls: 1.1123, loss: 2.1117, grad_norm: 10.8984 2021-12-04 09:30:39,113 - mmaction - INFO - Epoch [95][1000/1345] lr: 1.000e-03, eta: 21:20:35, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0117, top1_acc: 0.7070, top5_acc: 0.9094, loss_cls: 1.1045, loss: 2.1162, grad_norm: 11.0682 2021-12-04 09:30:58,326 - mmaction - INFO - Epoch [95][1020/1345] lr: 1.000e-03, eta: 21:20:13, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9970, top1_acc: 0.7164, top5_acc: 0.8961, loss_cls: 1.1391, loss: 2.1361, grad_norm: 11.1575 2021-12-04 09:31:17,512 - mmaction - INFO - Epoch [95][1040/1345] lr: 1.000e-03, eta: 21:19:52, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9720, top1_acc: 0.7336, top5_acc: 0.9000, loss_cls: 1.0658, loss: 2.0378, grad_norm: 10.8975 2021-12-04 09:31:36,745 - mmaction - INFO - Epoch [95][1060/1345] lr: 1.000e-03, eta: 21:19:30, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9877, top1_acc: 0.7250, top5_acc: 0.8898, loss_cls: 1.1124, loss: 2.1000, grad_norm: 10.9573 2021-12-04 09:31:55,963 - mmaction - INFO - Epoch [95][1080/1345] lr: 1.000e-03, eta: 21:19:09, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0085, top1_acc: 0.7109, top5_acc: 0.8938, loss_cls: 1.1289, loss: 2.1374, grad_norm: 10.7818 2021-12-04 09:32:15,185 - mmaction - INFO - Epoch [95][1100/1345] lr: 1.000e-03, eta: 21:18:47, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9536, top1_acc: 0.7281, top5_acc: 0.8977, loss_cls: 1.0651, loss: 2.0187, grad_norm: 10.2075 2021-12-04 09:32:34,454 - mmaction - INFO - Epoch [95][1120/1345] lr: 1.000e-03, eta: 21:18:26, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 0.9953, top1_acc: 0.7094, top5_acc: 0.8938, loss_cls: 1.1207, loss: 2.1159, grad_norm: 10.7828 2021-12-04 09:32:53,666 - mmaction - INFO - Epoch [95][1140/1345] lr: 1.000e-03, eta: 21:18:04, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0267, top1_acc: 0.6891, top5_acc: 0.8906, loss_cls: 1.1808, loss: 2.2075, grad_norm: 11.1251 2021-12-04 09:33:12,930 - mmaction - INFO - Epoch [95][1160/1345] lr: 1.000e-03, eta: 21:17:43, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 0.9948, top1_acc: 0.6984, top5_acc: 0.8930, loss_cls: 1.1454, loss: 2.1402, grad_norm: 11.3493 2021-12-04 09:33:32,171 - mmaction - INFO - Epoch [95][1180/1345] lr: 1.000e-03, eta: 21:17:21, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9842, top1_acc: 0.7117, top5_acc: 0.9078, loss_cls: 1.0930, loss: 2.0773, grad_norm: 11.0162 2021-12-04 09:33:51,391 - mmaction - INFO - Epoch [95][1200/1345] lr: 1.000e-03, eta: 21:17:00, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0477, top1_acc: 0.6984, top5_acc: 0.8773, loss_cls: 1.2179, loss: 2.2656, grad_norm: 11.4316 2021-12-04 09:34:10,628 - mmaction - INFO - Epoch [95][1220/1345] lr: 1.000e-03, eta: 21:16:38, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0249, top1_acc: 0.6859, top5_acc: 0.8766, loss_cls: 1.2433, loss: 2.2683, grad_norm: 11.0786 2021-12-04 09:34:29,862 - mmaction - INFO - Epoch [95][1240/1345] lr: 1.000e-03, eta: 21:16:17, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0347, top1_acc: 0.7055, top5_acc: 0.8883, loss_cls: 1.1539, loss: 2.1886, grad_norm: 10.8835 2021-12-04 09:34:49,080 - mmaction - INFO - Epoch [95][1260/1345] lr: 1.000e-03, eta: 21:15:55, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9777, top1_acc: 0.7188, top5_acc: 0.9039, loss_cls: 1.0763, loss: 2.0540, grad_norm: 10.7216 2021-12-04 09:35:08,320 - mmaction - INFO - Epoch [95][1280/1345] lr: 1.000e-03, eta: 21:15:34, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0154, top1_acc: 0.6953, top5_acc: 0.8938, loss_cls: 1.1564, loss: 2.1718, grad_norm: 10.8168 2021-12-04 09:35:27,575 - mmaction - INFO - Epoch [95][1300/1345] lr: 1.000e-03, eta: 21:15:12, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.0733, top1_acc: 0.6789, top5_acc: 0.8727, loss_cls: 1.2608, loss: 2.3340, grad_norm: 11.8662 2021-12-04 09:35:46,812 - mmaction - INFO - Epoch [95][1320/1345] lr: 1.000e-03, eta: 21:14:51, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0485, top1_acc: 0.6914, top5_acc: 0.8836, loss_cls: 1.2405, loss: 2.2890, grad_norm: 11.2309 2021-12-04 09:36:06,084 - mmaction - INFO - Epoch [95][1340/1345] lr: 1.000e-03, eta: 21:14:29, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 1.0176, top1_acc: 0.7000, top5_acc: 0.8867, loss_cls: 1.1800, loss: 2.1976, grad_norm: 11.1380 2021-12-04 09:36:11,750 - mmaction - INFO - Saving checkpoint at 95 epochs 2021-12-04 09:38:18,074 - mmaction - INFO - Epoch [96][20/1345] lr: 1.000e-03, eta: 21:15:01, time: 6.250, data_time: 5.285, memory: 8232, loss_aux: 1.0283, top1_acc: 0.7125, top5_acc: 0.9000, loss_cls: 1.1614, loss: 2.1896, grad_norm: 11.2348 2021-12-04 09:38:37,184 - mmaction - INFO - Epoch [96][40/1345] lr: 1.000e-03, eta: 21:14:39, time: 0.956, data_time: 0.003, memory: 8232, loss_aux: 1.0211, top1_acc: 0.7164, top5_acc: 0.8875, loss_cls: 1.1420, loss: 2.1631, grad_norm: 10.9254 2021-12-04 09:38:56,287 - mmaction - INFO - Epoch [96][60/1345] lr: 1.000e-03, eta: 21:14:17, time: 0.955, data_time: 0.002, memory: 8232, loss_aux: 1.0447, top1_acc: 0.7047, top5_acc: 0.8766, loss_cls: 1.1943, loss: 2.2390, grad_norm: 11.2543 2021-12-04 09:39:15,415 - mmaction - INFO - Epoch [96][80/1345] lr: 1.000e-03, eta: 21:13:56, time: 0.957, data_time: 0.002, memory: 8232, loss_aux: 0.9824, top1_acc: 0.7125, top5_acc: 0.9078, loss_cls: 1.0817, loss: 2.0642, grad_norm: 10.9870 2021-12-04 09:39:34,580 - mmaction - INFO - Epoch [96][100/1345] lr: 1.000e-03, eta: 21:13:34, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.0025, top1_acc: 0.7117, top5_acc: 0.8906, loss_cls: 1.1382, loss: 2.1407, grad_norm: 10.9407 2021-12-04 09:39:53,725 - mmaction - INFO - Epoch [96][120/1345] lr: 1.000e-03, eta: 21:13:13, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 0.9928, top1_acc: 0.7063, top5_acc: 0.8859, loss_cls: 1.1161, loss: 2.1089, grad_norm: 11.0575 2021-12-04 09:40:12,920 - mmaction - INFO - Epoch [96][140/1345] lr: 1.000e-03, eta: 21:12:51, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9996, top1_acc: 0.7125, top5_acc: 0.8789, loss_cls: 1.1549, loss: 2.1544, grad_norm: 10.8285 2021-12-04 09:40:32,085 - mmaction - INFO - Epoch [96][160/1345] lr: 1.000e-03, eta: 21:12:30, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.0029, top1_acc: 0.6945, top5_acc: 0.8938, loss_cls: 1.1731, loss: 2.1761, grad_norm: 11.2693 2021-12-04 09:40:51,277 - mmaction - INFO - Epoch [96][180/1345] lr: 1.000e-03, eta: 21:12:08, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0294, top1_acc: 0.7117, top5_acc: 0.8938, loss_cls: 1.1501, loss: 2.1795, grad_norm: 10.8419 2021-12-04 09:41:10,474 - mmaction - INFO - Epoch [96][200/1345] lr: 1.000e-03, eta: 21:11:46, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0236, top1_acc: 0.6969, top5_acc: 0.8820, loss_cls: 1.2069, loss: 2.2305, grad_norm: 11.0881 2021-12-04 09:41:29,669 - mmaction - INFO - Epoch [96][220/1345] lr: 1.000e-03, eta: 21:11:25, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9981, top1_acc: 0.7070, top5_acc: 0.8898, loss_cls: 1.1363, loss: 2.1344, grad_norm: 11.1575 2021-12-04 09:41:48,846 - mmaction - INFO - Epoch [96][240/1345] lr: 1.000e-03, eta: 21:11:03, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9884, top1_acc: 0.7117, top5_acc: 0.9008, loss_cls: 1.1135, loss: 2.1019, grad_norm: 11.0905 2021-12-04 09:42:08,020 - mmaction - INFO - Epoch [96][260/1345] lr: 1.000e-03, eta: 21:10:42, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9947, top1_acc: 0.7227, top5_acc: 0.9117, loss_cls: 1.0680, loss: 2.0627, grad_norm: 11.0003 2021-12-04 09:42:27,207 - mmaction - INFO - Epoch [96][280/1345] lr: 1.000e-03, eta: 21:10:20, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0087, top1_acc: 0.6898, top5_acc: 0.8711, loss_cls: 1.1956, loss: 2.2043, grad_norm: 10.9899 2021-12-04 09:42:46,393 - mmaction - INFO - Epoch [96][300/1345] lr: 1.000e-03, eta: 21:09:59, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9495, top1_acc: 0.7406, top5_acc: 0.8992, loss_cls: 1.0551, loss: 2.0046, grad_norm: 10.5393 2021-12-04 09:43:05,543 - mmaction - INFO - Epoch [96][320/1345] lr: 1.000e-03, eta: 21:09:37, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 0.9963, top1_acc: 0.7055, top5_acc: 0.8875, loss_cls: 1.1273, loss: 2.1236, grad_norm: 11.1836 2021-12-04 09:43:24,720 - mmaction - INFO - Epoch [96][340/1345] lr: 1.000e-03, eta: 21:09:16, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.0008, top1_acc: 0.7141, top5_acc: 0.8930, loss_cls: 1.1320, loss: 2.1328, grad_norm: 11.0819 2021-12-04 09:43:43,890 - mmaction - INFO - Epoch [96][360/1345] lr: 1.000e-03, eta: 21:08:54, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0474, top1_acc: 0.6867, top5_acc: 0.8922, loss_cls: 1.1829, loss: 2.2303, grad_norm: 11.2231 2021-12-04 09:44:03,065 - mmaction - INFO - Epoch [96][380/1345] lr: 1.000e-03, eta: 21:08:32, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0205, top1_acc: 0.7000, top5_acc: 0.8867, loss_cls: 1.1767, loss: 2.1971, grad_norm: 11.2791 2021-12-04 09:44:22,255 - mmaction - INFO - Epoch [96][400/1345] lr: 1.000e-03, eta: 21:08:11, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0224, top1_acc: 0.7102, top5_acc: 0.8750, loss_cls: 1.1838, loss: 2.2062, grad_norm: 10.9040 2021-12-04 09:44:41,423 - mmaction - INFO - Epoch [96][420/1345] lr: 1.000e-03, eta: 21:07:49, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.0315, top1_acc: 0.6992, top5_acc: 0.8836, loss_cls: 1.1983, loss: 2.2298, grad_norm: 11.5785 2021-12-04 09:45:00,591 - mmaction - INFO - Epoch [96][440/1345] lr: 1.000e-03, eta: 21:07:28, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.0049, top1_acc: 0.7266, top5_acc: 0.9000, loss_cls: 1.0890, loss: 2.0939, grad_norm: 10.9411 2021-12-04 09:45:19,779 - mmaction - INFO - Epoch [96][460/1345] lr: 1.000e-03, eta: 21:07:06, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9817, top1_acc: 0.7133, top5_acc: 0.8977, loss_cls: 1.0992, loss: 2.0809, grad_norm: 10.9336 2021-12-04 09:45:38,918 - mmaction - INFO - Epoch [96][480/1345] lr: 1.000e-03, eta: 21:06:45, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 1.0000, top1_acc: 0.6977, top5_acc: 0.8992, loss_cls: 1.1366, loss: 2.1366, grad_norm: 11.3118 2021-12-04 09:45:58,090 - mmaction - INFO - Epoch [96][500/1345] lr: 1.000e-03, eta: 21:06:23, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9633, top1_acc: 0.7258, top5_acc: 0.9070, loss_cls: 1.0885, loss: 2.0518, grad_norm: 10.8332 2021-12-04 09:46:17,272 - mmaction - INFO - Epoch [96][520/1345] lr: 1.000e-03, eta: 21:06:02, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0453, top1_acc: 0.6828, top5_acc: 0.8727, loss_cls: 1.2199, loss: 2.2652, grad_norm: 11.4283 2021-12-04 09:46:36,446 - mmaction - INFO - Epoch [96][540/1345] lr: 1.000e-03, eta: 21:05:40, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0462, top1_acc: 0.6984, top5_acc: 0.8797, loss_cls: 1.2021, loss: 2.2482, grad_norm: 11.2772 2021-12-04 09:46:55,618 - mmaction - INFO - Epoch [96][560/1345] lr: 1.000e-03, eta: 21:05:19, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9894, top1_acc: 0.6992, top5_acc: 0.9047, loss_cls: 1.1095, loss: 2.0989, grad_norm: 10.9747 2021-12-04 09:47:14,801 - mmaction - INFO - Epoch [96][580/1345] lr: 1.000e-03, eta: 21:04:57, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9858, top1_acc: 0.7227, top5_acc: 0.9016, loss_cls: 1.0826, loss: 2.0684, grad_norm: 10.6581 2021-12-04 09:47:33,943 - mmaction - INFO - Epoch [96][600/1345] lr: 1.000e-03, eta: 21:04:35, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 0.9876, top1_acc: 0.7234, top5_acc: 0.8805, loss_cls: 1.1325, loss: 2.1201, grad_norm: 10.6313 2021-12-04 09:47:53,117 - mmaction - INFO - Epoch [96][620/1345] lr: 1.000e-03, eta: 21:04:14, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9681, top1_acc: 0.7414, top5_acc: 0.9008, loss_cls: 1.0628, loss: 2.0309, grad_norm: 10.5484 2021-12-04 09:48:12,288 - mmaction - INFO - Epoch [96][640/1345] lr: 1.000e-03, eta: 21:03:52, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9863, top1_acc: 0.7359, top5_acc: 0.8992, loss_cls: 1.0399, loss: 2.0262, grad_norm: 10.8331 2021-12-04 09:48:31,487 - mmaction - INFO - Epoch [96][660/1345] lr: 1.000e-03, eta: 21:03:31, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9893, top1_acc: 0.6961, top5_acc: 0.8844, loss_cls: 1.1649, loss: 2.1541, grad_norm: 11.2234 2021-12-04 09:48:50,669 - mmaction - INFO - Epoch [96][680/1345] lr: 1.000e-03, eta: 21:03:09, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0296, top1_acc: 0.7023, top5_acc: 0.8883, loss_cls: 1.1539, loss: 2.1836, grad_norm: 11.0580 2021-12-04 09:49:09,857 - mmaction - INFO - Epoch [96][700/1345] lr: 1.000e-03, eta: 21:02:48, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0296, top1_acc: 0.7234, top5_acc: 0.8977, loss_cls: 1.1224, loss: 2.1520, grad_norm: 11.1928 2021-12-04 09:49:29,061 - mmaction - INFO - Epoch [96][720/1345] lr: 1.000e-03, eta: 21:02:26, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9784, top1_acc: 0.7094, top5_acc: 0.8992, loss_cls: 1.1186, loss: 2.0970, grad_norm: 11.3890 2021-12-04 09:49:48,208 - mmaction - INFO - Epoch [96][740/1345] lr: 1.000e-03, eta: 21:02:05, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 1.0173, top1_acc: 0.6891, top5_acc: 0.9039, loss_cls: 1.1406, loss: 2.1579, grad_norm: 11.5257 2021-12-04 09:50:07,381 - mmaction - INFO - Epoch [96][760/1345] lr: 1.000e-03, eta: 21:01:43, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0143, top1_acc: 0.7125, top5_acc: 0.8859, loss_cls: 1.1593, loss: 2.1736, grad_norm: 11.3661 2021-12-04 09:50:26,585 - mmaction - INFO - Epoch [96][780/1345] lr: 1.000e-03, eta: 21:01:22, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0168, top1_acc: 0.7055, top5_acc: 0.8938, loss_cls: 1.1355, loss: 2.1523, grad_norm: 11.3318 2021-12-04 09:50:45,754 - mmaction - INFO - Epoch [96][800/1345] lr: 1.000e-03, eta: 21:01:00, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0222, top1_acc: 0.7133, top5_acc: 0.8836, loss_cls: 1.1732, loss: 2.1953, grad_norm: 11.3241 2021-12-04 09:51:04,937 - mmaction - INFO - Epoch [96][820/1345] lr: 1.000e-03, eta: 21:00:39, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0367, top1_acc: 0.6883, top5_acc: 0.8781, loss_cls: 1.2232, loss: 2.2598, grad_norm: 11.5025 2021-12-04 09:51:24,123 - mmaction - INFO - Epoch [96][840/1345] lr: 1.000e-03, eta: 21:00:17, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9718, top1_acc: 0.7250, top5_acc: 0.8992, loss_cls: 1.0786, loss: 2.0504, grad_norm: 11.0588 2021-12-04 09:51:43,312 - mmaction - INFO - Epoch [96][860/1345] lr: 1.000e-03, eta: 20:59:56, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9597, top1_acc: 0.7211, top5_acc: 0.8984, loss_cls: 1.0839, loss: 2.0436, grad_norm: 11.1745 2021-12-04 09:52:02,467 - mmaction - INFO - Epoch [96][880/1345] lr: 1.000e-03, eta: 20:59:34, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 0.9997, top1_acc: 0.7312, top5_acc: 0.8859, loss_cls: 1.1444, loss: 2.1441, grad_norm: 11.0224 2021-12-04 09:52:21,631 - mmaction - INFO - Epoch [96][900/1345] lr: 1.000e-03, eta: 20:59:12, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 0.9929, top1_acc: 0.7117, top5_acc: 0.9000, loss_cls: 1.0972, loss: 2.0901, grad_norm: 10.9530 2021-12-04 09:52:40,805 - mmaction - INFO - Epoch [96][920/1345] lr: 1.000e-03, eta: 20:58:51, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0212, top1_acc: 0.6969, top5_acc: 0.8938, loss_cls: 1.1769, loss: 2.1981, grad_norm: 11.6608 2021-12-04 09:52:59,982 - mmaction - INFO - Epoch [96][940/1345] lr: 1.000e-03, eta: 20:58:29, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0122, top1_acc: 0.6992, top5_acc: 0.8734, loss_cls: 1.1638, loss: 2.1760, grad_norm: 11.3544 2021-12-04 09:53:19,154 - mmaction - INFO - Epoch [96][960/1345] lr: 1.000e-03, eta: 20:58:08, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0625, top1_acc: 0.6961, top5_acc: 0.8773, loss_cls: 1.2074, loss: 2.2699, grad_norm: 11.5908 2021-12-04 09:53:38,309 - mmaction - INFO - Epoch [96][980/1345] lr: 1.000e-03, eta: 20:57:46, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.0457, top1_acc: 0.6781, top5_acc: 0.8781, loss_cls: 1.2348, loss: 2.2805, grad_norm: 11.8050 2021-12-04 09:53:57,490 - mmaction - INFO - Epoch [96][1000/1345] lr: 1.000e-03, eta: 20:57:25, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9811, top1_acc: 0.7234, top5_acc: 0.9055, loss_cls: 1.1005, loss: 2.0817, grad_norm: 11.3389 2021-12-04 09:54:16,649 - mmaction - INFO - Epoch [96][1020/1345] lr: 1.000e-03, eta: 20:57:03, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.0385, top1_acc: 0.7078, top5_acc: 0.8812, loss_cls: 1.1666, loss: 2.2052, grad_norm: 11.4497 2021-12-04 09:54:35,832 - mmaction - INFO - Epoch [96][1040/1345] lr: 1.000e-03, eta: 20:56:42, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9988, top1_acc: 0.7172, top5_acc: 0.9008, loss_cls: 1.0946, loss: 2.0934, grad_norm: 10.9269 2021-12-04 09:54:55,016 - mmaction - INFO - Epoch [96][1060/1345] lr: 1.000e-03, eta: 20:56:20, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0316, top1_acc: 0.6977, top5_acc: 0.8906, loss_cls: 1.1801, loss: 2.2117, grad_norm: 11.4011 2021-12-04 09:55:14,220 - mmaction - INFO - Epoch [96][1080/1345] lr: 1.000e-03, eta: 20:55:59, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9881, top1_acc: 0.7016, top5_acc: 0.8953, loss_cls: 1.1150, loss: 2.1031, grad_norm: 11.0099 2021-12-04 09:55:33,371 - mmaction - INFO - Epoch [96][1100/1345] lr: 1.000e-03, eta: 20:55:37, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.0028, top1_acc: 0.7086, top5_acc: 0.8844, loss_cls: 1.1508, loss: 2.1536, grad_norm: 11.1123 2021-12-04 09:55:52,544 - mmaction - INFO - Epoch [96][1120/1345] lr: 1.000e-03, eta: 20:55:16, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0000, top1_acc: 0.7078, top5_acc: 0.8836, loss_cls: 1.1708, loss: 2.1709, grad_norm: 11.3919 2021-12-04 09:56:11,720 - mmaction - INFO - Epoch [96][1140/1345] lr: 1.000e-03, eta: 20:54:54, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0052, top1_acc: 0.7055, top5_acc: 0.9000, loss_cls: 1.1256, loss: 2.1308, grad_norm: 11.3232 2021-12-04 09:56:30,858 - mmaction - INFO - Epoch [96][1160/1345] lr: 1.000e-03, eta: 20:54:33, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 1.0101, top1_acc: 0.7242, top5_acc: 0.8930, loss_cls: 1.1209, loss: 2.1310, grad_norm: 10.8629 2021-12-04 09:56:50,012 - mmaction - INFO - Epoch [96][1180/1345] lr: 1.000e-03, eta: 20:54:11, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 0.9966, top1_acc: 0.7117, top5_acc: 0.8852, loss_cls: 1.1492, loss: 2.1458, grad_norm: 11.2470 2021-12-04 09:57:09,159 - mmaction - INFO - Epoch [96][1200/1345] lr: 1.000e-03, eta: 20:53:49, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 0.9987, top1_acc: 0.6992, top5_acc: 0.8883, loss_cls: 1.1561, loss: 2.1548, grad_norm: 11.4521 2021-12-04 09:57:28,312 - mmaction - INFO - Epoch [96][1220/1345] lr: 1.000e-03, eta: 20:53:28, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.0534, top1_acc: 0.6953, top5_acc: 0.8883, loss_cls: 1.2088, loss: 2.2622, grad_norm: 12.0275 2021-12-04 09:57:47,469 - mmaction - INFO - Epoch [96][1240/1345] lr: 1.000e-03, eta: 20:53:06, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.0487, top1_acc: 0.7023, top5_acc: 0.8828, loss_cls: 1.1772, loss: 2.2259, grad_norm: 11.4568 2021-12-04 09:58:06,635 - mmaction - INFO - Epoch [96][1260/1345] lr: 1.000e-03, eta: 20:52:45, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.0115, top1_acc: 0.7102, top5_acc: 0.8992, loss_cls: 1.1233, loss: 2.1347, grad_norm: 11.1891 2021-12-04 09:58:25,818 - mmaction - INFO - Epoch [96][1280/1345] lr: 1.000e-03, eta: 20:52:23, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0559, top1_acc: 0.6945, top5_acc: 0.8820, loss_cls: 1.2173, loss: 2.2732, grad_norm: 11.7613 2021-12-04 09:58:44,996 - mmaction - INFO - Epoch [96][1300/1345] lr: 1.000e-03, eta: 20:52:02, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0429, top1_acc: 0.6844, top5_acc: 0.8836, loss_cls: 1.2324, loss: 2.2753, grad_norm: 11.5926 2021-12-04 09:59:04,174 - mmaction - INFO - Epoch [96][1320/1345] lr: 1.000e-03, eta: 20:51:40, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0285, top1_acc: 0.7117, top5_acc: 0.8938, loss_cls: 1.1452, loss: 2.1737, grad_norm: 11.1251 2021-12-04 09:59:23,357 - mmaction - INFO - Epoch [96][1340/1345] lr: 1.000e-03, eta: 20:51:19, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0216, top1_acc: 0.7117, top5_acc: 0.8875, loss_cls: 1.1469, loss: 2.1686, grad_norm: 11.0800 2021-12-04 09:59:28,794 - mmaction - INFO - Saving checkpoint at 96 epochs 2021-12-04 10:02:04,646 - mmaction - INFO - Epoch [97][20/1345] lr: 1.000e-03, eta: 20:52:04, time: 7.641, data_time: 6.642, memory: 8232, loss_aux: 1.0122, top1_acc: 0.7211, top5_acc: 0.8875, loss_cls: 1.1352, loss: 2.1474, grad_norm: 11.3609 2021-12-04 10:02:23,743 - mmaction - INFO - Epoch [97][40/1345] lr: 1.000e-03, eta: 20:51:43, time: 0.955, data_time: 0.003, memory: 8232, loss_aux: 1.0206, top1_acc: 0.7039, top5_acc: 0.8906, loss_cls: 1.1590, loss: 2.1796, grad_norm: 11.2491 2021-12-04 10:02:42,868 - mmaction - INFO - Epoch [97][60/1345] lr: 1.000e-03, eta: 20:51:21, time: 0.956, data_time: 0.003, memory: 8232, loss_aux: 0.9604, top1_acc: 0.7367, top5_acc: 0.9000, loss_cls: 1.0610, loss: 2.0214, grad_norm: 10.7413 2021-12-04 10:03:01,983 - mmaction - INFO - Epoch [97][80/1345] lr: 1.000e-03, eta: 20:51:00, time: 0.956, data_time: 0.001, memory: 8232, loss_aux: 1.0526, top1_acc: 0.6922, top5_acc: 0.8953, loss_cls: 1.1833, loss: 2.2359, grad_norm: 11.5429 2021-12-04 10:03:21,130 - mmaction - INFO - Epoch [97][100/1345] lr: 1.000e-03, eta: 20:50:38, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 1.0338, top1_acc: 0.7063, top5_acc: 0.8805, loss_cls: 1.1602, loss: 2.1940, grad_norm: 11.2005 2021-12-04 10:03:40,238 - mmaction - INFO - Epoch [97][120/1345] lr: 1.000e-03, eta: 20:50:17, time: 0.955, data_time: 0.001, memory: 8232, loss_aux: 0.9981, top1_acc: 0.7367, top5_acc: 0.9070, loss_cls: 1.0690, loss: 2.0671, grad_norm: 10.9232 2021-12-04 10:03:59,381 - mmaction - INFO - Epoch [97][140/1345] lr: 1.000e-03, eta: 20:49:55, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 1.0397, top1_acc: 0.7281, top5_acc: 0.8984, loss_cls: 1.1256, loss: 2.1653, grad_norm: 11.4460 2021-12-04 10:04:18,522 - mmaction - INFO - Epoch [97][160/1345] lr: 1.000e-03, eta: 20:49:33, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 0.9861, top1_acc: 0.7141, top5_acc: 0.8914, loss_cls: 1.1228, loss: 2.1088, grad_norm: 11.1066 2021-12-04 10:04:37,681 - mmaction - INFO - Epoch [97][180/1345] lr: 1.000e-03, eta: 20:49:12, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 0.9947, top1_acc: 0.7156, top5_acc: 0.9047, loss_cls: 1.0779, loss: 2.0726, grad_norm: 11.2233 2021-12-04 10:04:56,855 - mmaction - INFO - Epoch [97][200/1345] lr: 1.000e-03, eta: 20:48:50, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9896, top1_acc: 0.7188, top5_acc: 0.8930, loss_cls: 1.1168, loss: 2.1064, grad_norm: 10.8230 2021-12-04 10:05:16,037 - mmaction - INFO - Epoch [97][220/1345] lr: 1.000e-03, eta: 20:48:29, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0164, top1_acc: 0.7289, top5_acc: 0.8984, loss_cls: 1.0996, loss: 2.1160, grad_norm: 11.0007 2021-12-04 10:05:35,216 - mmaction - INFO - Epoch [97][240/1345] lr: 1.000e-03, eta: 20:48:07, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0222, top1_acc: 0.7047, top5_acc: 0.8805, loss_cls: 1.1562, loss: 2.1784, grad_norm: 11.4178 2021-12-04 10:05:54,394 - mmaction - INFO - Epoch [97][260/1345] lr: 1.000e-03, eta: 20:47:46, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9864, top1_acc: 0.7312, top5_acc: 0.9055, loss_cls: 1.0531, loss: 2.0395, grad_norm: 10.6921 2021-12-04 10:06:13,601 - mmaction - INFO - Epoch [97][280/1345] lr: 1.000e-03, eta: 20:47:24, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9744, top1_acc: 0.7273, top5_acc: 0.9070, loss_cls: 1.0588, loss: 2.0332, grad_norm: 10.8922 2021-12-04 10:06:32,793 - mmaction - INFO - Epoch [97][300/1345] lr: 1.000e-03, eta: 20:47:03, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0058, top1_acc: 0.7070, top5_acc: 0.8969, loss_cls: 1.1679, loss: 2.1737, grad_norm: 11.6444 2021-12-04 10:06:52,002 - mmaction - INFO - Epoch [97][320/1345] lr: 1.000e-03, eta: 20:46:41, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0318, top1_acc: 0.7109, top5_acc: 0.8852, loss_cls: 1.1814, loss: 2.2132, grad_norm: 11.2663 2021-12-04 10:07:11,197 - mmaction - INFO - Epoch [97][340/1345] lr: 1.000e-03, eta: 20:46:20, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9890, top1_acc: 0.7328, top5_acc: 0.8922, loss_cls: 1.0804, loss: 2.0693, grad_norm: 11.1088 2021-12-04 10:07:30,414 - mmaction - INFO - Epoch [97][360/1345] lr: 1.000e-03, eta: 20:45:58, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0154, top1_acc: 0.7125, top5_acc: 0.8836, loss_cls: 1.1364, loss: 2.1518, grad_norm: 11.1732 2021-12-04 10:07:49,603 - mmaction - INFO - Epoch [97][380/1345] lr: 1.000e-03, eta: 20:45:37, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0014, top1_acc: 0.7281, top5_acc: 0.8930, loss_cls: 1.0916, loss: 2.0930, grad_norm: 11.1795 2021-12-04 10:08:08,814 - mmaction - INFO - Epoch [97][400/1345] lr: 1.000e-03, eta: 20:45:15, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0513, top1_acc: 0.6992, top5_acc: 0.8758, loss_cls: 1.1931, loss: 2.2443, grad_norm: 11.5536 2021-12-04 10:08:28,006 - mmaction - INFO - Epoch [97][420/1345] lr: 1.000e-03, eta: 20:44:54, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0143, top1_acc: 0.7141, top5_acc: 0.8875, loss_cls: 1.1590, loss: 2.1733, grad_norm: 11.0728 2021-12-04 10:08:47,210 - mmaction - INFO - Epoch [97][440/1345] lr: 1.000e-03, eta: 20:44:32, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0104, top1_acc: 0.7203, top5_acc: 0.8969, loss_cls: 1.0908, loss: 2.1012, grad_norm: 10.8893 2021-12-04 10:09:06,412 - mmaction - INFO - Epoch [97][460/1345] lr: 1.000e-03, eta: 20:44:11, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9931, top1_acc: 0.7117, top5_acc: 0.8844, loss_cls: 1.1297, loss: 2.1228, grad_norm: 11.1021 2021-12-04 10:09:25,629 - mmaction - INFO - Epoch [97][480/1345] lr: 1.000e-03, eta: 20:43:49, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9915, top1_acc: 0.7234, top5_acc: 0.9023, loss_cls: 1.1379, loss: 2.1294, grad_norm: 11.5200 2021-12-04 10:09:44,833 - mmaction - INFO - Epoch [97][500/1345] lr: 1.000e-03, eta: 20:43:27, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9964, top1_acc: 0.7031, top5_acc: 0.8891, loss_cls: 1.1135, loss: 2.1099, grad_norm: 11.2722 2021-12-04 10:10:04,032 - mmaction - INFO - Epoch [97][520/1345] lr: 1.000e-03, eta: 20:43:06, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9867, top1_acc: 0.7141, top5_acc: 0.9039, loss_cls: 1.0816, loss: 2.0683, grad_norm: 11.2376 2021-12-04 10:10:23,223 - mmaction - INFO - Epoch [97][540/1345] lr: 1.000e-03, eta: 20:42:44, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0123, top1_acc: 0.6953, top5_acc: 0.8781, loss_cls: 1.1997, loss: 2.2120, grad_norm: 11.2693 2021-12-04 10:10:42,404 - mmaction - INFO - Epoch [97][560/1345] lr: 1.000e-03, eta: 20:42:23, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9593, top1_acc: 0.7234, top5_acc: 0.9062, loss_cls: 1.0886, loss: 2.0479, grad_norm: 10.9274 2021-12-04 10:11:01,601 - mmaction - INFO - Epoch [97][580/1345] lr: 1.000e-03, eta: 20:42:01, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0052, top1_acc: 0.7250, top5_acc: 0.9047, loss_cls: 1.1045, loss: 2.1097, grad_norm: 11.5251 2021-12-04 10:11:20,815 - mmaction - INFO - Epoch [97][600/1345] lr: 1.000e-03, eta: 20:41:40, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0135, top1_acc: 0.7070, top5_acc: 0.8875, loss_cls: 1.1871, loss: 2.2006, grad_norm: 11.5382 2021-12-04 10:11:39,984 - mmaction - INFO - Epoch [97][620/1345] lr: 1.000e-03, eta: 20:41:18, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.0264, top1_acc: 0.7000, top5_acc: 0.8797, loss_cls: 1.1777, loss: 2.2041, grad_norm: 11.4318 2021-12-04 10:11:59,167 - mmaction - INFO - Epoch [97][640/1345] lr: 1.000e-03, eta: 20:40:57, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9756, top1_acc: 0.6937, top5_acc: 0.8969, loss_cls: 1.1544, loss: 2.1300, grad_norm: 11.3717 2021-12-04 10:12:18,339 - mmaction - INFO - Epoch [97][660/1345] lr: 1.000e-03, eta: 20:40:35, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0038, top1_acc: 0.7078, top5_acc: 0.9016, loss_cls: 1.1165, loss: 2.1203, grad_norm: 11.0297 2021-12-04 10:12:37,519 - mmaction - INFO - Epoch [97][680/1345] lr: 1.000e-03, eta: 20:40:14, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0207, top1_acc: 0.6937, top5_acc: 0.8977, loss_cls: 1.1506, loss: 2.1713, grad_norm: 11.4088 2021-12-04 10:12:56,733 - mmaction - INFO - Epoch [97][700/1345] lr: 1.000e-03, eta: 20:39:52, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0122, top1_acc: 0.7039, top5_acc: 0.8914, loss_cls: 1.1540, loss: 2.1662, grad_norm: 11.2146 2021-12-04 10:13:15,937 - mmaction - INFO - Epoch [97][720/1345] lr: 1.000e-03, eta: 20:39:31, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0057, top1_acc: 0.7039, top5_acc: 0.8734, loss_cls: 1.1750, loss: 2.1807, grad_norm: 11.0438 2021-12-04 10:13:35,106 - mmaction - INFO - Epoch [97][740/1345] lr: 1.000e-03, eta: 20:39:09, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 0.9795, top1_acc: 0.7258, top5_acc: 0.9047, loss_cls: 1.0710, loss: 2.0504, grad_norm: 10.7599 2021-12-04 10:13:54,292 - mmaction - INFO - Epoch [97][760/1345] lr: 1.000e-03, eta: 20:38:48, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9714, top1_acc: 0.7156, top5_acc: 0.9055, loss_cls: 1.1167, loss: 2.0881, grad_norm: 11.1686 2021-12-04 10:14:13,462 - mmaction - INFO - Epoch [97][780/1345] lr: 1.000e-03, eta: 20:38:26, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 0.9926, top1_acc: 0.7258, top5_acc: 0.9023, loss_cls: 1.0848, loss: 2.0774, grad_norm: 11.3417 2021-12-04 10:14:32,654 - mmaction - INFO - Epoch [97][800/1345] lr: 1.000e-03, eta: 20:38:05, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9532, top1_acc: 0.7078, top5_acc: 0.8938, loss_cls: 1.1048, loss: 2.0580, grad_norm: 11.1463 2021-12-04 10:14:51,849 - mmaction - INFO - Epoch [97][820/1345] lr: 1.000e-03, eta: 20:37:43, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0033, top1_acc: 0.7039, top5_acc: 0.8789, loss_cls: 1.1555, loss: 2.1588, grad_norm: 11.4733 2021-12-04 10:15:11,070 - mmaction - INFO - Epoch [97][840/1345] lr: 1.000e-03, eta: 20:37:22, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0169, top1_acc: 0.6797, top5_acc: 0.8867, loss_cls: 1.1748, loss: 2.1917, grad_norm: 11.5694 2021-12-04 10:15:30,267 - mmaction - INFO - Epoch [97][860/1345] lr: 1.000e-03, eta: 20:37:00, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9753, top1_acc: 0.7117, top5_acc: 0.9062, loss_cls: 1.1170, loss: 2.0924, grad_norm: 11.4747 2021-12-04 10:15:49,436 - mmaction - INFO - Epoch [97][880/1345] lr: 1.000e-03, eta: 20:36:39, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0191, top1_acc: 0.7063, top5_acc: 0.8883, loss_cls: 1.1627, loss: 2.1818, grad_norm: 11.2117 2021-12-04 10:16:08,633 - mmaction - INFO - Epoch [97][900/1345] lr: 1.000e-03, eta: 20:36:17, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0035, top1_acc: 0.7289, top5_acc: 0.8961, loss_cls: 1.0826, loss: 2.0861, grad_norm: 11.1090 2021-12-04 10:16:27,833 - mmaction - INFO - Epoch [97][920/1345] lr: 1.000e-03, eta: 20:35:56, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9822, top1_acc: 0.7172, top5_acc: 0.8859, loss_cls: 1.1197, loss: 2.1019, grad_norm: 11.0501 2021-12-04 10:16:47,026 - mmaction - INFO - Epoch [97][940/1345] lr: 1.000e-03, eta: 20:35:34, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0335, top1_acc: 0.7148, top5_acc: 0.8836, loss_cls: 1.1587, loss: 2.1922, grad_norm: 11.5300 2021-12-04 10:17:06,242 - mmaction - INFO - Epoch [97][960/1345] lr: 1.000e-03, eta: 20:35:13, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9948, top1_acc: 0.7172, top5_acc: 0.9047, loss_cls: 1.1207, loss: 2.1156, grad_norm: 11.3377 2021-12-04 10:17:25,468 - mmaction - INFO - Epoch [97][980/1345] lr: 1.000e-03, eta: 20:34:51, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9641, top1_acc: 0.7195, top5_acc: 0.9023, loss_cls: 1.0796, loss: 2.0437, grad_norm: 11.0935 2021-12-04 10:17:44,692 - mmaction - INFO - Epoch [97][1000/1345] lr: 1.000e-03, eta: 20:34:30, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0010, top1_acc: 0.7156, top5_acc: 0.8984, loss_cls: 1.1051, loss: 2.1061, grad_norm: 11.3773 2021-12-04 10:18:03,904 - mmaction - INFO - Epoch [97][1020/1345] lr: 1.000e-03, eta: 20:34:08, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0081, top1_acc: 0.6961, top5_acc: 0.8883, loss_cls: 1.1913, loss: 2.1994, grad_norm: 11.4024 2021-12-04 10:18:23,097 - mmaction - INFO - Epoch [97][1040/1345] lr: 1.000e-03, eta: 20:33:47, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9997, top1_acc: 0.7047, top5_acc: 0.8875, loss_cls: 1.1464, loss: 2.1461, grad_norm: 10.9698 2021-12-04 10:18:42,307 - mmaction - INFO - Epoch [97][1060/1345] lr: 1.000e-03, eta: 20:33:25, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0074, top1_acc: 0.7266, top5_acc: 0.8906, loss_cls: 1.1361, loss: 2.1435, grad_norm: 10.9518 2021-12-04 10:19:01,526 - mmaction - INFO - Epoch [97][1080/1345] lr: 1.000e-03, eta: 20:33:04, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9968, top1_acc: 0.7086, top5_acc: 0.8797, loss_cls: 1.1636, loss: 2.1605, grad_norm: 11.3056 2021-12-04 10:19:20,774 - mmaction - INFO - Epoch [97][1100/1345] lr: 1.000e-03, eta: 20:32:42, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9933, top1_acc: 0.6742, top5_acc: 0.8930, loss_cls: 1.1755, loss: 2.1688, grad_norm: 11.6464 2021-12-04 10:19:40,014 - mmaction - INFO - Epoch [97][1120/1345] lr: 1.000e-03, eta: 20:32:21, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9831, top1_acc: 0.7211, top5_acc: 0.8875, loss_cls: 1.1021, loss: 2.0852, grad_norm: 11.1936 2021-12-04 10:19:59,228 - mmaction - INFO - Epoch [97][1140/1345] lr: 1.000e-03, eta: 20:31:59, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0355, top1_acc: 0.7000, top5_acc: 0.8820, loss_cls: 1.1670, loss: 2.2025, grad_norm: 11.4763 2021-12-04 10:20:18,480 - mmaction - INFO - Epoch [97][1160/1345] lr: 1.000e-03, eta: 20:31:38, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 0.9441, top1_acc: 0.7273, top5_acc: 0.9023, loss_cls: 1.0416, loss: 1.9857, grad_norm: 11.2611 2021-12-04 10:20:37,705 - mmaction - INFO - Epoch [97][1180/1345] lr: 1.000e-03, eta: 20:31:16, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9623, top1_acc: 0.7234, top5_acc: 0.8953, loss_cls: 1.0956, loss: 2.0579, grad_norm: 11.0434 2021-12-04 10:20:56,958 - mmaction - INFO - Epoch [97][1200/1345] lr: 1.000e-03, eta: 20:30:55, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.0312, top1_acc: 0.7063, top5_acc: 0.8945, loss_cls: 1.1437, loss: 2.1748, grad_norm: 11.3965 2021-12-04 10:21:16,220 - mmaction - INFO - Epoch [97][1220/1345] lr: 1.000e-03, eta: 20:30:34, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.0046, top1_acc: 0.6914, top5_acc: 0.8945, loss_cls: 1.1600, loss: 2.1646, grad_norm: 11.2715 2021-12-04 10:21:35,481 - mmaction - INFO - Epoch [97][1240/1345] lr: 1.000e-03, eta: 20:30:12, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.0197, top1_acc: 0.7023, top5_acc: 0.8961, loss_cls: 1.1508, loss: 2.1705, grad_norm: 11.7027 2021-12-04 10:21:54,727 - mmaction - INFO - Epoch [97][1260/1345] lr: 1.000e-03, eta: 20:29:51, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0393, top1_acc: 0.7031, top5_acc: 0.8938, loss_cls: 1.1594, loss: 2.1987, grad_norm: 11.2201 2021-12-04 10:22:13,984 - mmaction - INFO - Epoch [97][1280/1345] lr: 1.000e-03, eta: 20:29:29, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.0393, top1_acc: 0.6906, top5_acc: 0.8695, loss_cls: 1.2402, loss: 2.2795, grad_norm: 11.6089 2021-12-04 10:22:33,228 - mmaction - INFO - Epoch [97][1300/1345] lr: 1.000e-03, eta: 20:29:08, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0020, top1_acc: 0.7195, top5_acc: 0.9000, loss_cls: 1.1133, loss: 2.1152, grad_norm: 11.2617 2021-12-04 10:22:52,441 - mmaction - INFO - Epoch [97][1320/1345] lr: 1.000e-03, eta: 20:28:46, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0221, top1_acc: 0.7242, top5_acc: 0.8930, loss_cls: 1.1118, loss: 2.1338, grad_norm: 11.0888 2021-12-04 10:23:11,685 - mmaction - INFO - Epoch [97][1340/1345] lr: 1.000e-03, eta: 20:28:25, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0076, top1_acc: 0.7102, top5_acc: 0.8977, loss_cls: 1.1339, loss: 2.1415, grad_norm: 11.4718 2021-12-04 10:23:17,241 - mmaction - INFO - Saving checkpoint at 97 epochs 2021-12-04 10:25:23,614 - mmaction - INFO - Epoch [98][20/1345] lr: 1.000e-03, eta: 20:28:52, time: 6.173, data_time: 5.217, memory: 8232, loss_aux: 0.9836, top1_acc: 0.7250, top5_acc: 0.8992, loss_cls: 1.0643, loss: 2.0479, grad_norm: 11.4617 2021-12-04 10:25:42,726 - mmaction - INFO - Epoch [98][40/1345] lr: 1.000e-03, eta: 20:28:31, time: 0.956, data_time: 0.003, memory: 8232, loss_aux: 0.9738, top1_acc: 0.7258, top5_acc: 0.8992, loss_cls: 1.0900, loss: 2.0637, grad_norm: 11.0776 2021-12-04 10:26:01,858 - mmaction - INFO - Epoch [98][60/1345] lr: 1.000e-03, eta: 20:28:09, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 1.0062, top1_acc: 0.7258, top5_acc: 0.8930, loss_cls: 1.1293, loss: 2.1355, grad_norm: 11.2051 2021-12-04 10:26:20,983 - mmaction - INFO - Epoch [98][80/1345] lr: 1.000e-03, eta: 20:27:48, time: 0.956, data_time: 0.002, memory: 8232, loss_aux: 0.9616, top1_acc: 0.7250, top5_acc: 0.8812, loss_cls: 1.0979, loss: 2.0595, grad_norm: 10.6687 2021-12-04 10:26:40,131 - mmaction - INFO - Epoch [98][100/1345] lr: 1.000e-03, eta: 20:27:26, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 1.0098, top1_acc: 0.6844, top5_acc: 0.8906, loss_cls: 1.1456, loss: 2.1554, grad_norm: 11.5733 2021-12-04 10:26:59,260 - mmaction - INFO - Epoch [98][120/1345] lr: 1.000e-03, eta: 20:27:04, time: 0.956, data_time: 0.001, memory: 8232, loss_aux: 1.0107, top1_acc: 0.7102, top5_acc: 0.9000, loss_cls: 1.1171, loss: 2.1279, grad_norm: 11.2548 2021-12-04 10:27:18,460 - mmaction - INFO - Epoch [98][140/1345] lr: 1.000e-03, eta: 20:26:43, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9571, top1_acc: 0.7352, top5_acc: 0.9078, loss_cls: 1.0428, loss: 1.9999, grad_norm: 11.2446 2021-12-04 10:27:37,593 - mmaction - INFO - Epoch [98][160/1345] lr: 1.000e-03, eta: 20:26:21, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 1.0013, top1_acc: 0.7086, top5_acc: 0.8891, loss_cls: 1.1134, loss: 2.1148, grad_norm: 11.3533 2021-12-04 10:27:56,741 - mmaction - INFO - Epoch [98][180/1345] lr: 1.000e-03, eta: 20:26:00, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 1.0095, top1_acc: 0.7070, top5_acc: 0.8867, loss_cls: 1.1541, loss: 2.1636, grad_norm: 11.6537 2021-12-04 10:28:15,906 - mmaction - INFO - Epoch [98][200/1345] lr: 1.000e-03, eta: 20:25:38, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 0.9973, top1_acc: 0.7180, top5_acc: 0.8914, loss_cls: 1.1085, loss: 2.1057, grad_norm: 11.1024 2021-12-04 10:28:35,058 - mmaction - INFO - Epoch [98][220/1345] lr: 1.000e-03, eta: 20:25:17, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 0.9807, top1_acc: 0.7344, top5_acc: 0.9094, loss_cls: 1.0180, loss: 1.9987, grad_norm: 10.9857 2021-12-04 10:28:54,216 - mmaction - INFO - Epoch [98][240/1345] lr: 1.000e-03, eta: 20:24:55, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.0186, top1_acc: 0.7117, top5_acc: 0.8820, loss_cls: 1.1169, loss: 2.1355, grad_norm: 10.9791 2021-12-04 10:29:13,385 - mmaction - INFO - Epoch [98][260/1345] lr: 1.000e-03, eta: 20:24:34, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 0.9807, top1_acc: 0.7125, top5_acc: 0.8930, loss_cls: 1.0973, loss: 2.0780, grad_norm: 11.2916 2021-12-04 10:29:32,548 - mmaction - INFO - Epoch [98][280/1345] lr: 1.000e-03, eta: 20:24:12, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.0058, top1_acc: 0.7102, top5_acc: 0.8969, loss_cls: 1.1351, loss: 2.1410, grad_norm: 11.0986 2021-12-04 10:29:51,716 - mmaction - INFO - Epoch [98][300/1345] lr: 1.000e-03, eta: 20:23:51, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 0.9847, top1_acc: 0.7055, top5_acc: 0.8805, loss_cls: 1.1429, loss: 2.1275, grad_norm: 11.0890 2021-12-04 10:30:10,902 - mmaction - INFO - Epoch [98][320/1345] lr: 1.000e-03, eta: 20:23:29, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0025, top1_acc: 0.7016, top5_acc: 0.8875, loss_cls: 1.1288, loss: 2.1313, grad_norm: 10.9842 2021-12-04 10:30:30,089 - mmaction - INFO - Epoch [98][340/1345] lr: 1.000e-03, eta: 20:23:08, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9888, top1_acc: 0.7156, top5_acc: 0.9062, loss_cls: 1.0604, loss: 2.0492, grad_norm: 11.4944 2021-12-04 10:30:49,279 - mmaction - INFO - Epoch [98][360/1345] lr: 1.000e-03, eta: 20:22:46, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0272, top1_acc: 0.7063, top5_acc: 0.8977, loss_cls: 1.1556, loss: 2.1828, grad_norm: 11.5347 2021-12-04 10:31:08,461 - mmaction - INFO - Epoch [98][380/1345] lr: 1.000e-03, eta: 20:22:25, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0530, top1_acc: 0.6953, top5_acc: 0.8859, loss_cls: 1.2211, loss: 2.2742, grad_norm: 11.8149 2021-12-04 10:31:27,657 - mmaction - INFO - Epoch [98][400/1345] lr: 1.000e-03, eta: 20:22:03, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0074, top1_acc: 0.7039, top5_acc: 0.8781, loss_cls: 1.1639, loss: 2.1713, grad_norm: 11.1474 2021-12-04 10:31:46,879 - mmaction - INFO - Epoch [98][420/1345] lr: 1.000e-03, eta: 20:21:42, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9903, top1_acc: 0.7148, top5_acc: 0.8969, loss_cls: 1.1133, loss: 2.1037, grad_norm: 11.1014 2021-12-04 10:32:06,081 - mmaction - INFO - Epoch [98][440/1345] lr: 1.000e-03, eta: 20:21:20, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9768, top1_acc: 0.7242, top5_acc: 0.8812, loss_cls: 1.1415, loss: 2.1182, grad_norm: 11.1513 2021-12-04 10:32:25,305 - mmaction - INFO - Epoch [98][460/1345] lr: 1.000e-03, eta: 20:20:59, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0109, top1_acc: 0.7320, top5_acc: 0.8906, loss_cls: 1.1040, loss: 2.1149, grad_norm: 11.2065 2021-12-04 10:32:44,511 - mmaction - INFO - Epoch [98][480/1345] lr: 1.000e-03, eta: 20:20:37, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9504, top1_acc: 0.7227, top5_acc: 0.9086, loss_cls: 1.0605, loss: 2.0109, grad_norm: 11.2790 2021-12-04 10:33:03,745 - mmaction - INFO - Epoch [98][500/1345] lr: 1.000e-03, eta: 20:20:16, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9779, top1_acc: 0.7195, top5_acc: 0.8961, loss_cls: 1.0852, loss: 2.0631, grad_norm: 11.2852 2021-12-04 10:33:22,967 - mmaction - INFO - Epoch [98][520/1345] lr: 1.000e-03, eta: 20:19:54, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9908, top1_acc: 0.7117, top5_acc: 0.8930, loss_cls: 1.1201, loss: 2.1109, grad_norm: 11.0814 2021-12-04 10:33:42,174 - mmaction - INFO - Epoch [98][540/1345] lr: 1.000e-03, eta: 20:19:33, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0024, top1_acc: 0.7125, top5_acc: 0.9000, loss_cls: 1.0767, loss: 2.0790, grad_norm: 11.5033 2021-12-04 10:34:01,366 - mmaction - INFO - Epoch [98][560/1345] lr: 1.000e-03, eta: 20:19:11, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9529, top1_acc: 0.7273, top5_acc: 0.9062, loss_cls: 1.0639, loss: 2.0168, grad_norm: 11.4067 2021-12-04 10:34:20,566 - mmaction - INFO - Epoch [98][580/1345] lr: 1.000e-03, eta: 20:18:50, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0194, top1_acc: 0.7102, top5_acc: 0.8875, loss_cls: 1.1333, loss: 2.1527, grad_norm: 10.9385 2021-12-04 10:34:39,772 - mmaction - INFO - Epoch [98][600/1345] lr: 1.000e-03, eta: 20:18:28, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9792, top1_acc: 0.7125, top5_acc: 0.9023, loss_cls: 1.0936, loss: 2.0728, grad_norm: 11.1844 2021-12-04 10:34:58,974 - mmaction - INFO - Epoch [98][620/1345] lr: 1.000e-03, eta: 20:18:07, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9484, top1_acc: 0.7234, top5_acc: 0.9031, loss_cls: 1.0832, loss: 2.0316, grad_norm: 11.2341 2021-12-04 10:35:18,222 - mmaction - INFO - Epoch [98][640/1345] lr: 1.000e-03, eta: 20:17:45, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9482, top1_acc: 0.7414, top5_acc: 0.9062, loss_cls: 1.0227, loss: 1.9710, grad_norm: 11.0771 2021-12-04 10:35:37,409 - mmaction - INFO - Epoch [98][660/1345] lr: 1.000e-03, eta: 20:17:24, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0152, top1_acc: 0.7180, top5_acc: 0.8977, loss_cls: 1.1102, loss: 2.1254, grad_norm: 11.4447 2021-12-04 10:35:56,575 - mmaction - INFO - Epoch [98][680/1345] lr: 1.000e-03, eta: 20:17:02, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.0241, top1_acc: 0.6961, top5_acc: 0.8844, loss_cls: 1.1829, loss: 2.2069, grad_norm: 11.6918 2021-12-04 10:36:15,797 - mmaction - INFO - Epoch [98][700/1345] lr: 1.000e-03, eta: 20:16:41, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9855, top1_acc: 0.7242, top5_acc: 0.8953, loss_cls: 1.1011, loss: 2.0866, grad_norm: 11.4462 2021-12-04 10:36:35,005 - mmaction - INFO - Epoch [98][720/1345] lr: 1.000e-03, eta: 20:16:20, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9802, top1_acc: 0.7289, top5_acc: 0.8953, loss_cls: 1.0749, loss: 2.0551, grad_norm: 11.5821 2021-12-04 10:36:54,211 - mmaction - INFO - Epoch [98][740/1345] lr: 1.000e-03, eta: 20:15:58, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0288, top1_acc: 0.7016, top5_acc: 0.8742, loss_cls: 1.1864, loss: 2.2152, grad_norm: 11.1567 2021-12-04 10:37:13,387 - mmaction - INFO - Epoch [98][760/1345] lr: 1.000e-03, eta: 20:15:37, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0165, top1_acc: 0.7047, top5_acc: 0.8852, loss_cls: 1.1493, loss: 2.1658, grad_norm: 11.5164 2021-12-04 10:37:32,606 - mmaction - INFO - Epoch [98][780/1345] lr: 1.000e-03, eta: 20:15:15, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0140, top1_acc: 0.7172, top5_acc: 0.8969, loss_cls: 1.1056, loss: 2.1196, grad_norm: 11.5197 2021-12-04 10:37:51,796 - mmaction - INFO - Epoch [98][800/1345] lr: 1.000e-03, eta: 20:14:54, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9829, top1_acc: 0.7125, top5_acc: 0.8852, loss_cls: 1.1412, loss: 2.1241, grad_norm: 11.0399 2021-12-04 10:38:10,975 - mmaction - INFO - Epoch [98][820/1345] lr: 1.000e-03, eta: 20:14:32, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9934, top1_acc: 0.7219, top5_acc: 0.8891, loss_cls: 1.1242, loss: 2.1175, grad_norm: 11.1282 2021-12-04 10:38:30,205 - mmaction - INFO - Epoch [98][840/1345] lr: 1.000e-03, eta: 20:14:11, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9950, top1_acc: 0.7039, top5_acc: 0.8844, loss_cls: 1.1390, loss: 2.1340, grad_norm: 11.3342 2021-12-04 10:38:49,379 - mmaction - INFO - Epoch [98][860/1345] lr: 1.000e-03, eta: 20:13:49, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0031, top1_acc: 0.7070, top5_acc: 0.8914, loss_cls: 1.1324, loss: 2.1354, grad_norm: 11.4304 2021-12-04 10:39:08,564 - mmaction - INFO - Epoch [98][880/1345] lr: 1.000e-03, eta: 20:13:28, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0668, top1_acc: 0.6977, top5_acc: 0.8719, loss_cls: 1.2021, loss: 2.2689, grad_norm: 11.6483 2021-12-04 10:39:27,735 - mmaction - INFO - Epoch [98][900/1345] lr: 1.000e-03, eta: 20:13:06, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0188, top1_acc: 0.7141, top5_acc: 0.8969, loss_cls: 1.1107, loss: 2.1295, grad_norm: 11.4713 2021-12-04 10:39:46,916 - mmaction - INFO - Epoch [98][920/1345] lr: 1.000e-03, eta: 20:12:45, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9881, top1_acc: 0.7102, top5_acc: 0.8961, loss_cls: 1.1262, loss: 2.1142, grad_norm: 11.2416 2021-12-04 10:40:06,116 - mmaction - INFO - Epoch [98][940/1345] lr: 1.000e-03, eta: 20:12:23, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9786, top1_acc: 0.7164, top5_acc: 0.8961, loss_cls: 1.0946, loss: 2.0732, grad_norm: 11.1938 2021-12-04 10:40:25,301 - mmaction - INFO - Epoch [98][960/1345] lr: 1.000e-03, eta: 20:12:02, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0523, top1_acc: 0.6922, top5_acc: 0.8773, loss_cls: 1.2521, loss: 2.3044, grad_norm: 11.8824 2021-12-04 10:40:44,494 - mmaction - INFO - Epoch [98][980/1345] lr: 1.000e-03, eta: 20:11:40, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9727, top1_acc: 0.7070, top5_acc: 0.9023, loss_cls: 1.1107, loss: 2.0834, grad_norm: 11.6001 2021-12-04 10:41:03,694 - mmaction - INFO - Epoch [98][1000/1345] lr: 1.000e-03, eta: 20:11:19, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9782, top1_acc: 0.7203, top5_acc: 0.8930, loss_cls: 1.1012, loss: 2.0794, grad_norm: 10.9771 2021-12-04 10:41:22,871 - mmaction - INFO - Epoch [98][1020/1345] lr: 1.000e-03, eta: 20:10:57, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9800, top1_acc: 0.7180, top5_acc: 0.9000, loss_cls: 1.0954, loss: 2.0755, grad_norm: 11.1010 2021-12-04 10:41:42,063 - mmaction - INFO - Epoch [98][1040/1345] lr: 1.000e-03, eta: 20:10:36, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9564, top1_acc: 0.7328, top5_acc: 0.9055, loss_cls: 1.0274, loss: 1.9838, grad_norm: 10.9416 2021-12-04 10:42:01,278 - mmaction - INFO - Epoch [98][1060/1345] lr: 1.000e-03, eta: 20:10:14, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0053, top1_acc: 0.6961, top5_acc: 0.8875, loss_cls: 1.1479, loss: 2.1532, grad_norm: 11.2962 2021-12-04 10:42:20,481 - mmaction - INFO - Epoch [98][1080/1345] lr: 1.000e-03, eta: 20:09:53, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9908, top1_acc: 0.7125, top5_acc: 0.8992, loss_cls: 1.1092, loss: 2.1000, grad_norm: 11.2421 2021-12-04 10:42:39,685 - mmaction - INFO - Epoch [98][1100/1345] lr: 1.000e-03, eta: 20:09:31, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9644, top1_acc: 0.7203, top5_acc: 0.9078, loss_cls: 1.0777, loss: 2.0421, grad_norm: 11.2014 2021-12-04 10:42:58,892 - mmaction - INFO - Epoch [98][1120/1345] lr: 1.000e-03, eta: 20:09:10, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0000, top1_acc: 0.6961, top5_acc: 0.8875, loss_cls: 1.1314, loss: 2.1314, grad_norm: 11.7875 2021-12-04 10:43:18,088 - mmaction - INFO - Epoch [98][1140/1345] lr: 1.000e-03, eta: 20:08:48, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0197, top1_acc: 0.7055, top5_acc: 0.8812, loss_cls: 1.1559, loss: 2.1756, grad_norm: 11.4331 2021-12-04 10:43:37,282 - mmaction - INFO - Epoch [98][1160/1345] lr: 1.000e-03, eta: 20:08:27, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9860, top1_acc: 0.7234, top5_acc: 0.8906, loss_cls: 1.1032, loss: 2.0892, grad_norm: 11.1206 2021-12-04 10:43:56,465 - mmaction - INFO - Epoch [98][1180/1345] lr: 1.000e-03, eta: 20:08:06, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0323, top1_acc: 0.7070, top5_acc: 0.8977, loss_cls: 1.1427, loss: 2.1749, grad_norm: 11.6232 2021-12-04 10:44:15,648 - mmaction - INFO - Epoch [98][1200/1345] lr: 1.000e-03, eta: 20:07:44, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0262, top1_acc: 0.6937, top5_acc: 0.8883, loss_cls: 1.1579, loss: 2.1841, grad_norm: 11.7648 2021-12-04 10:44:34,838 - mmaction - INFO - Epoch [98][1220/1345] lr: 1.000e-03, eta: 20:07:23, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0118, top1_acc: 0.7094, top5_acc: 0.8852, loss_cls: 1.1488, loss: 2.1606, grad_norm: 11.5911 2021-12-04 10:44:54,036 - mmaction - INFO - Epoch [98][1240/1345] lr: 1.000e-03, eta: 20:07:01, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0301, top1_acc: 0.7008, top5_acc: 0.8852, loss_cls: 1.1584, loss: 2.1885, grad_norm: 11.3998 2021-12-04 10:45:13,250 - mmaction - INFO - Epoch [98][1260/1345] lr: 1.000e-03, eta: 20:06:40, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9993, top1_acc: 0.7172, top5_acc: 0.8977, loss_cls: 1.0988, loss: 2.0981, grad_norm: 11.6279 2021-12-04 10:45:32,440 - mmaction - INFO - Epoch [98][1280/1345] lr: 1.000e-03, eta: 20:06:18, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0075, top1_acc: 0.7094, top5_acc: 0.8836, loss_cls: 1.1325, loss: 2.1400, grad_norm: 11.4842 2021-12-04 10:45:51,628 - mmaction - INFO - Epoch [98][1300/1345] lr: 1.000e-03, eta: 20:05:57, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9965, top1_acc: 0.7242, top5_acc: 0.8977, loss_cls: 1.0933, loss: 2.0898, grad_norm: 11.3740 2021-12-04 10:46:10,808 - mmaction - INFO - Epoch [98][1320/1345] lr: 1.000e-03, eta: 20:05:35, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9731, top1_acc: 0.7125, top5_acc: 0.9023, loss_cls: 1.0840, loss: 2.0571, grad_norm: 11.6066 2021-12-04 10:46:30,004 - mmaction - INFO - Epoch [98][1340/1345] lr: 1.000e-03, eta: 20:05:14, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0128, top1_acc: 0.7039, top5_acc: 0.8953, loss_cls: 1.1596, loss: 2.1724, grad_norm: 11.8136 2021-12-04 10:46:35,648 - mmaction - INFO - Saving checkpoint at 98 epochs 2021-12-04 10:48:41,645 - mmaction - INFO - Epoch [99][20/1345] lr: 1.000e-03, eta: 20:05:40, time: 6.162, data_time: 5.209, memory: 8232, loss_aux: 0.9640, top1_acc: 0.7312, top5_acc: 0.9008, loss_cls: 1.0462, loss: 2.0101, grad_norm: 10.8746 2021-12-04 10:49:00,707 - mmaction - INFO - Epoch [99][40/1345] lr: 1.000e-03, eta: 20:05:18, time: 0.953, data_time: 0.003, memory: 8232, loss_aux: 1.0188, top1_acc: 0.7195, top5_acc: 0.9000, loss_cls: 1.0824, loss: 2.1012, grad_norm: 11.0881 2021-12-04 10:49:19,770 - mmaction - INFO - Epoch [99][60/1345] lr: 1.000e-03, eta: 20:04:56, time: 0.953, data_time: 0.002, memory: 8232, loss_aux: 1.0237, top1_acc: 0.7305, top5_acc: 0.8812, loss_cls: 1.1415, loss: 2.1653, grad_norm: 11.6569 2021-12-04 10:49:38,888 - mmaction - INFO - Epoch [99][80/1345] lr: 1.000e-03, eta: 20:04:35, time: 0.956, data_time: 0.002, memory: 8232, loss_aux: 1.0389, top1_acc: 0.7148, top5_acc: 0.8797, loss_cls: 1.1593, loss: 2.1983, grad_norm: 11.5509 2021-12-04 10:49:58,003 - mmaction - INFO - Epoch [99][100/1345] lr: 1.000e-03, eta: 20:04:13, time: 0.956, data_time: 0.001, memory: 8232, loss_aux: 0.9943, top1_acc: 0.7148, top5_acc: 0.8992, loss_cls: 1.0729, loss: 2.0672, grad_norm: 11.2257 2021-12-04 10:50:17,124 - mmaction - INFO - Epoch [99][120/1345] lr: 1.000e-03, eta: 20:03:52, time: 0.956, data_time: 0.001, memory: 8232, loss_aux: 0.9880, top1_acc: 0.7227, top5_acc: 0.8984, loss_cls: 1.0783, loss: 2.0663, grad_norm: 11.5132 2021-12-04 10:50:36,278 - mmaction - INFO - Epoch [99][140/1345] lr: 1.000e-03, eta: 20:03:30, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 0.9723, top1_acc: 0.7273, top5_acc: 0.8961, loss_cls: 1.0658, loss: 2.0381, grad_norm: 11.1752 2021-12-04 10:50:55,419 - mmaction - INFO - Epoch [99][160/1345] lr: 1.000e-03, eta: 20:03:09, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 1.0122, top1_acc: 0.7133, top5_acc: 0.8961, loss_cls: 1.1162, loss: 2.1284, grad_norm: 11.5560 2021-12-04 10:51:14,586 - mmaction - INFO - Epoch [99][180/1345] lr: 1.000e-03, eta: 20:02:47, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.0100, top1_acc: 0.7133, top5_acc: 0.8938, loss_cls: 1.1158, loss: 2.1259, grad_norm: 11.4719 2021-12-04 10:51:33,762 - mmaction - INFO - Epoch [99][200/1345] lr: 1.000e-03, eta: 20:02:26, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9516, top1_acc: 0.7227, top5_acc: 0.9070, loss_cls: 1.0514, loss: 2.0030, grad_norm: 11.0187 2021-12-04 10:51:52,942 - mmaction - INFO - Epoch [99][220/1345] lr: 1.000e-03, eta: 20:02:04, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9853, top1_acc: 0.7328, top5_acc: 0.8891, loss_cls: 1.1118, loss: 2.0971, grad_norm: 11.5201 2021-12-04 10:52:12,108 - mmaction - INFO - Epoch [99][240/1345] lr: 1.000e-03, eta: 20:01:43, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 0.9979, top1_acc: 0.7227, top5_acc: 0.8953, loss_cls: 1.1354, loss: 2.1334, grad_norm: 11.1280 2021-12-04 10:52:31,293 - mmaction - INFO - Epoch [99][260/1345] lr: 1.000e-03, eta: 20:01:21, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0138, top1_acc: 0.7039, top5_acc: 0.8828, loss_cls: 1.1315, loss: 2.1453, grad_norm: 11.3524 2021-12-04 10:52:50,470 - mmaction - INFO - Epoch [99][280/1345] lr: 1.000e-03, eta: 20:01:00, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0139, top1_acc: 0.7172, top5_acc: 0.9031, loss_cls: 1.1353, loss: 2.1492, grad_norm: 11.9737 2021-12-04 10:53:09,643 - mmaction - INFO - Epoch [99][300/1345] lr: 1.000e-03, eta: 20:00:38, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9956, top1_acc: 0.7133, top5_acc: 0.8914, loss_cls: 1.1251, loss: 2.1207, grad_norm: 11.4064 2021-12-04 10:53:28,804 - mmaction - INFO - Epoch [99][320/1345] lr: 1.000e-03, eta: 20:00:17, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.0290, top1_acc: 0.7117, top5_acc: 0.8781, loss_cls: 1.1558, loss: 2.1848, grad_norm: 11.3964 2021-12-04 10:53:47,968 - mmaction - INFO - Epoch [99][340/1345] lr: 1.000e-03, eta: 19:59:55, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 0.9906, top1_acc: 0.7188, top5_acc: 0.9094, loss_cls: 1.0606, loss: 2.0512, grad_norm: 11.4909 2021-12-04 10:54:07,145 - mmaction - INFO - Epoch [99][360/1345] lr: 1.000e-03, eta: 19:59:34, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9988, top1_acc: 0.7094, top5_acc: 0.8984, loss_cls: 1.1019, loss: 2.1007, grad_norm: 11.6444 2021-12-04 10:54:26,312 - mmaction - INFO - Epoch [99][380/1345] lr: 1.000e-03, eta: 19:59:13, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.0055, top1_acc: 0.6914, top5_acc: 0.8867, loss_cls: 1.1658, loss: 2.1713, grad_norm: 11.9829 2021-12-04 10:54:45,502 - mmaction - INFO - Epoch [99][400/1345] lr: 1.000e-03, eta: 19:58:51, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9983, top1_acc: 0.7227, top5_acc: 0.8852, loss_cls: 1.1311, loss: 2.1293, grad_norm: 11.3634 2021-12-04 10:55:04,689 - mmaction - INFO - Epoch [99][420/1345] lr: 1.000e-03, eta: 19:58:30, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0171, top1_acc: 0.7164, top5_acc: 0.8906, loss_cls: 1.1305, loss: 2.1476, grad_norm: 11.5340 2021-12-04 10:55:23,864 - mmaction - INFO - Epoch [99][440/1345] lr: 1.000e-03, eta: 19:58:08, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0083, top1_acc: 0.7141, top5_acc: 0.8906, loss_cls: 1.1223, loss: 2.1305, grad_norm: 11.7150 2021-12-04 10:55:43,050 - mmaction - INFO - Epoch [99][460/1345] lr: 1.000e-03, eta: 19:57:47, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0297, top1_acc: 0.6937, top5_acc: 0.8812, loss_cls: 1.1757, loss: 2.2054, grad_norm: 11.9165 2021-12-04 10:56:02,239 - mmaction - INFO - Epoch [99][480/1345] lr: 1.000e-03, eta: 19:57:25, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0085, top1_acc: 0.7242, top5_acc: 0.8977, loss_cls: 1.0948, loss: 2.1033, grad_norm: 11.6344 2021-12-04 10:56:21,400 - mmaction - INFO - Epoch [99][500/1345] lr: 1.000e-03, eta: 19:57:04, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.0119, top1_acc: 0.7109, top5_acc: 0.8828, loss_cls: 1.1628, loss: 2.1747, grad_norm: 11.6492 2021-12-04 10:56:40,566 - mmaction - INFO - Epoch [99][520/1345] lr: 1.000e-03, eta: 19:56:42, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 0.9898, top1_acc: 0.7312, top5_acc: 0.9031, loss_cls: 1.0644, loss: 2.0542, grad_norm: 11.4465 2021-12-04 10:56:59,730 - mmaction - INFO - Epoch [99][540/1345] lr: 1.000e-03, eta: 19:56:21, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.0049, top1_acc: 0.7008, top5_acc: 0.8961, loss_cls: 1.1313, loss: 2.1362, grad_norm: 11.8744 2021-12-04 10:57:18,934 - mmaction - INFO - Epoch [99][560/1345] lr: 1.000e-03, eta: 19:55:59, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9516, top1_acc: 0.7336, top5_acc: 0.9000, loss_cls: 1.0340, loss: 1.9856, grad_norm: 10.9756 2021-12-04 10:57:38,120 - mmaction - INFO - Epoch [99][580/1345] lr: 1.000e-03, eta: 19:55:38, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9740, top1_acc: 0.7227, top5_acc: 0.8945, loss_cls: 1.1323, loss: 2.1063, grad_norm: 11.6461 2021-12-04 10:57:57,295 - mmaction - INFO - Epoch [99][600/1345] lr: 1.000e-03, eta: 19:55:16, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0148, top1_acc: 0.6977, top5_acc: 0.8836, loss_cls: 1.1392, loss: 2.1540, grad_norm: 11.7613 2021-12-04 10:58:16,475 - mmaction - INFO - Epoch [99][620/1345] lr: 1.000e-03, eta: 19:54:55, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0179, top1_acc: 0.7188, top5_acc: 0.8984, loss_cls: 1.1127, loss: 2.1305, grad_norm: 11.8810 2021-12-04 10:58:35,641 - mmaction - INFO - Epoch [99][640/1345] lr: 1.000e-03, eta: 19:54:33, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 0.9842, top1_acc: 0.7305, top5_acc: 0.8961, loss_cls: 1.1159, loss: 2.1001, grad_norm: 11.2013 2021-12-04 10:58:54,822 - mmaction - INFO - Epoch [99][660/1345] lr: 1.000e-03, eta: 19:54:12, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0168, top1_acc: 0.7055, top5_acc: 0.9000, loss_cls: 1.1126, loss: 2.1294, grad_norm: 11.5747 2021-12-04 10:59:13,997 - mmaction - INFO - Epoch [99][680/1345] lr: 1.000e-03, eta: 19:53:50, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9885, top1_acc: 0.7312, top5_acc: 0.9016, loss_cls: 1.0713, loss: 2.0598, grad_norm: 11.3880 2021-12-04 10:59:33,144 - mmaction - INFO - Epoch [99][700/1345] lr: 1.000e-03, eta: 19:53:29, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 1.0030, top1_acc: 0.7117, top5_acc: 0.9031, loss_cls: 1.1102, loss: 2.1132, grad_norm: 11.5296 2021-12-04 10:59:52,321 - mmaction - INFO - Epoch [99][720/1345] lr: 1.000e-03, eta: 19:53:07, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9429, top1_acc: 0.7195, top5_acc: 0.9086, loss_cls: 1.0580, loss: 2.0009, grad_norm: 11.3606 2021-12-04 11:00:11,486 - mmaction - INFO - Epoch [99][740/1345] lr: 1.000e-03, eta: 19:52:46, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 0.9825, top1_acc: 0.7258, top5_acc: 0.9031, loss_cls: 1.0712, loss: 2.0538, grad_norm: 11.5889 2021-12-04 11:00:30,658 - mmaction - INFO - Epoch [99][760/1345] lr: 1.000e-03, eta: 19:52:24, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9588, top1_acc: 0.7211, top5_acc: 0.9016, loss_cls: 1.0732, loss: 2.0320, grad_norm: 11.1381 2021-12-04 11:00:49,850 - mmaction - INFO - Epoch [99][780/1345] lr: 1.000e-03, eta: 19:52:03, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0088, top1_acc: 0.7188, top5_acc: 0.8938, loss_cls: 1.1047, loss: 2.1135, grad_norm: 11.2250 2021-12-04 11:01:09,007 - mmaction - INFO - Epoch [99][800/1345] lr: 1.000e-03, eta: 19:51:42, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.0239, top1_acc: 0.7141, top5_acc: 0.8789, loss_cls: 1.1897, loss: 2.2136, grad_norm: 11.9195 2021-12-04 11:01:28,175 - mmaction - INFO - Epoch [99][820/1345] lr: 1.000e-03, eta: 19:51:20, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.0012, top1_acc: 0.7117, top5_acc: 0.9109, loss_cls: 1.1096, loss: 2.1108, grad_norm: 11.7845 2021-12-04 11:01:47,372 - mmaction - INFO - Epoch [99][840/1345] lr: 1.000e-03, eta: 19:50:59, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9818, top1_acc: 0.7180, top5_acc: 0.8875, loss_cls: 1.0854, loss: 2.0672, grad_norm: 11.4824 2021-12-04 11:02:06,539 - mmaction - INFO - Epoch [99][860/1345] lr: 1.000e-03, eta: 19:50:37, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.0131, top1_acc: 0.7117, top5_acc: 0.8961, loss_cls: 1.1137, loss: 2.1269, grad_norm: 11.4497 2021-12-04 11:02:25,712 - mmaction - INFO - Epoch [99][880/1345] lr: 1.000e-03, eta: 19:50:16, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9951, top1_acc: 0.7281, top5_acc: 0.9031, loss_cls: 1.0780, loss: 2.0731, grad_norm: 11.3490 2021-12-04 11:02:44,895 - mmaction - INFO - Epoch [99][900/1345] lr: 1.000e-03, eta: 19:49:54, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9903, top1_acc: 0.7180, top5_acc: 0.9031, loss_cls: 1.1304, loss: 2.1207, grad_norm: 11.6826 2021-12-04 11:03:04,103 - mmaction - INFO - Epoch [99][920/1345] lr: 1.000e-03, eta: 19:49:33, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9720, top1_acc: 0.7258, top5_acc: 0.9031, loss_cls: 1.0453, loss: 2.0173, grad_norm: 10.7819 2021-12-04 11:03:23,276 - mmaction - INFO - Epoch [99][940/1345] lr: 1.000e-03, eta: 19:49:11, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0243, top1_acc: 0.7242, top5_acc: 0.8930, loss_cls: 1.1373, loss: 2.1616, grad_norm: 11.6597 2021-12-04 11:03:42,477 - mmaction - INFO - Epoch [99][960/1345] lr: 1.000e-03, eta: 19:48:50, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0158, top1_acc: 0.7172, top5_acc: 0.9008, loss_cls: 1.1088, loss: 2.1246, grad_norm: 11.8770 2021-12-04 11:04:01,654 - mmaction - INFO - Epoch [99][980/1345] lr: 1.000e-03, eta: 19:48:28, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9761, top1_acc: 0.7102, top5_acc: 0.8930, loss_cls: 1.1244, loss: 2.1005, grad_norm: 11.8149 2021-12-04 11:04:20,815 - mmaction - INFO - Epoch [99][1000/1345] lr: 1.000e-03, eta: 19:48:07, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 0.9858, top1_acc: 0.7352, top5_acc: 0.8891, loss_cls: 1.1232, loss: 2.1091, grad_norm: 11.2823 2021-12-04 11:04:39,987 - mmaction - INFO - Epoch [99][1020/1345] lr: 1.000e-03, eta: 19:47:45, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9831, top1_acc: 0.7070, top5_acc: 0.9023, loss_cls: 1.1111, loss: 2.0942, grad_norm: 11.6108 2021-12-04 11:04:59,156 - mmaction - INFO - Epoch [99][1040/1345] lr: 1.000e-03, eta: 19:47:24, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9644, top1_acc: 0.7320, top5_acc: 0.9055, loss_cls: 1.0361, loss: 2.0006, grad_norm: 11.2379 2021-12-04 11:05:18,323 - mmaction - INFO - Epoch [99][1060/1345] lr: 1.000e-03, eta: 19:47:02, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.0246, top1_acc: 0.7211, top5_acc: 0.8820, loss_cls: 1.1400, loss: 2.1646, grad_norm: 11.7499 2021-12-04 11:05:37,492 - mmaction - INFO - Epoch [99][1080/1345] lr: 1.000e-03, eta: 19:46:41, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 0.9624, top1_acc: 0.7102, top5_acc: 0.9117, loss_cls: 1.0813, loss: 2.0437, grad_norm: 11.6629 2021-12-04 11:05:56,666 - mmaction - INFO - Epoch [99][1100/1345] lr: 1.000e-03, eta: 19:46:20, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0134, top1_acc: 0.6984, top5_acc: 0.8875, loss_cls: 1.1615, loss: 2.1750, grad_norm: 12.2458 2021-12-04 11:06:15,834 - mmaction - INFO - Epoch [99][1120/1345] lr: 1.000e-03, eta: 19:45:58, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 0.9989, top1_acc: 0.7109, top5_acc: 0.8969, loss_cls: 1.0955, loss: 2.0944, grad_norm: 11.5584 2021-12-04 11:06:35,001 - mmaction - INFO - Epoch [99][1140/1345] lr: 1.000e-03, eta: 19:45:37, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 0.9978, top1_acc: 0.7141, top5_acc: 0.9023, loss_cls: 1.1111, loss: 2.1089, grad_norm: 11.7073 2021-12-04 11:06:54,151 - mmaction - INFO - Epoch [99][1160/1345] lr: 1.000e-03, eta: 19:45:15, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.0151, top1_acc: 0.6977, top5_acc: 0.9000, loss_cls: 1.1226, loss: 2.1376, grad_norm: 11.5578 2021-12-04 11:07:13,317 - mmaction - INFO - Epoch [99][1180/1345] lr: 1.000e-03, eta: 19:44:54, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 0.9760, top1_acc: 0.7180, top5_acc: 0.9086, loss_cls: 1.0507, loss: 2.0267, grad_norm: 11.4373 2021-12-04 11:07:32,527 - mmaction - INFO - Epoch [99][1200/1345] lr: 1.000e-03, eta: 19:44:32, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9968, top1_acc: 0.7273, top5_acc: 0.8906, loss_cls: 1.1192, loss: 2.1159, grad_norm: 11.6674 2021-12-04 11:07:51,695 - mmaction - INFO - Epoch [99][1220/1345] lr: 1.000e-03, eta: 19:44:11, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.0166, top1_acc: 0.7117, top5_acc: 0.8867, loss_cls: 1.1416, loss: 2.1582, grad_norm: 11.6253 2021-12-04 11:08:10,859 - mmaction - INFO - Epoch [99][1240/1345] lr: 1.000e-03, eta: 19:43:49, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.0416, top1_acc: 0.7008, top5_acc: 0.8797, loss_cls: 1.1971, loss: 2.2388, grad_norm: 12.0647 2021-12-04 11:08:30,032 - mmaction - INFO - Epoch [99][1260/1345] lr: 1.000e-03, eta: 19:43:28, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9812, top1_acc: 0.7266, top5_acc: 0.8961, loss_cls: 1.0640, loss: 2.0451, grad_norm: 11.2084 2021-12-04 11:08:49,206 - mmaction - INFO - Epoch [99][1280/1345] lr: 1.000e-03, eta: 19:43:06, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9943, top1_acc: 0.7305, top5_acc: 0.8969, loss_cls: 1.0956, loss: 2.0899, grad_norm: 11.5609 2021-12-04 11:09:08,360 - mmaction - INFO - Epoch [99][1300/1345] lr: 1.000e-03, eta: 19:42:45, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.0163, top1_acc: 0.7086, top5_acc: 0.8898, loss_cls: 1.1453, loss: 2.1616, grad_norm: 11.7579 2021-12-04 11:09:27,543 - mmaction - INFO - Epoch [99][1320/1345] lr: 1.000e-03, eta: 19:42:24, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0039, top1_acc: 0.7109, top5_acc: 0.9141, loss_cls: 1.0794, loss: 2.0833, grad_norm: 11.5182 2021-12-04 11:09:46,753 - mmaction - INFO - Epoch [99][1340/1345] lr: 1.000e-03, eta: 19:42:02, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0101, top1_acc: 0.7063, top5_acc: 0.8867, loss_cls: 1.1436, loss: 2.1537, grad_norm: 11.7995 2021-12-04 11:09:52,281 - mmaction - INFO - Saving checkpoint at 99 epochs 2021-12-04 11:11:58,382 - mmaction - INFO - Epoch [100][20/1345] lr: 1.000e-03, eta: 19:42:26, time: 6.164, data_time: 5.188, memory: 8232, loss_aux: 1.0039, top1_acc: 0.7203, top5_acc: 0.8961, loss_cls: 1.0978, loss: 2.1017, grad_norm: 11.7848 2021-12-04 11:12:17,439 - mmaction - INFO - Epoch [100][40/1345] lr: 1.000e-03, eta: 19:42:05, time: 0.953, data_time: 0.003, memory: 8232, loss_aux: 0.9781, top1_acc: 0.7289, top5_acc: 0.8977, loss_cls: 1.0644, loss: 2.0424, grad_norm: 11.6231 2021-12-04 11:12:36,549 - mmaction - INFO - Epoch [100][60/1345] lr: 1.000e-03, eta: 19:41:43, time: 0.956, data_time: 0.001, memory: 8232, loss_aux: 0.9920, top1_acc: 0.7164, top5_acc: 0.8883, loss_cls: 1.1071, loss: 2.0991, grad_norm: 11.5814 2021-12-04 11:12:55,665 - mmaction - INFO - Epoch [100][80/1345] lr: 1.000e-03, eta: 19:41:22, time: 0.956, data_time: 0.002, memory: 8232, loss_aux: 0.9671, top1_acc: 0.7164, top5_acc: 0.9055, loss_cls: 1.0768, loss: 2.0440, grad_norm: 11.6180 2021-12-04 11:13:14,806 - mmaction - INFO - Epoch [100][100/1345] lr: 1.000e-03, eta: 19:41:00, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 0.9907, top1_acc: 0.7242, top5_acc: 0.8930, loss_cls: 1.0769, loss: 2.0676, grad_norm: 11.1930 2021-12-04 11:13:33,949 - mmaction - INFO - Epoch [100][120/1345] lr: 1.000e-03, eta: 19:40:39, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 1.0134, top1_acc: 0.7273, top5_acc: 0.9094, loss_cls: 1.0686, loss: 2.0821, grad_norm: 11.3816 2021-12-04 11:13:53,121 - mmaction - INFO - Epoch [100][140/1345] lr: 1.000e-03, eta: 19:40:17, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9882, top1_acc: 0.7234, top5_acc: 0.9016, loss_cls: 1.1102, loss: 2.0983, grad_norm: 11.7117 2021-12-04 11:14:12,285 - mmaction - INFO - Epoch [100][160/1345] lr: 1.000e-03, eta: 19:39:56, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 0.9936, top1_acc: 0.7266, top5_acc: 0.9031, loss_cls: 1.0766, loss: 2.0702, grad_norm: 11.7326 2021-12-04 11:14:31,458 - mmaction - INFO - Epoch [100][180/1345] lr: 1.000e-03, eta: 19:39:34, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0135, top1_acc: 0.7258, top5_acc: 0.8930, loss_cls: 1.0935, loss: 2.1070, grad_norm: 11.3809 2021-12-04 11:14:50,639 - mmaction - INFO - Epoch [100][200/1345] lr: 1.000e-03, eta: 19:39:13, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0202, top1_acc: 0.7305, top5_acc: 0.8906, loss_cls: 1.1103, loss: 2.1304, grad_norm: 11.4085 2021-12-04 11:15:09,832 - mmaction - INFO - Epoch [100][220/1345] lr: 1.000e-03, eta: 19:38:52, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0240, top1_acc: 0.7180, top5_acc: 0.9039, loss_cls: 1.0862, loss: 2.1102, grad_norm: 11.4562 2021-12-04 11:15:28,993 - mmaction - INFO - Epoch [100][240/1345] lr: 1.000e-03, eta: 19:38:30, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 0.9790, top1_acc: 0.7234, top5_acc: 0.8961, loss_cls: 1.1060, loss: 2.0849, grad_norm: 11.5527 2021-12-04 11:15:48,171 - mmaction - INFO - Epoch [100][260/1345] lr: 1.000e-03, eta: 19:38:09, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9680, top1_acc: 0.7297, top5_acc: 0.9000, loss_cls: 1.0313, loss: 1.9993, grad_norm: 11.4719 2021-12-04 11:16:07,373 - mmaction - INFO - Epoch [100][280/1345] lr: 1.000e-03, eta: 19:37:47, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0050, top1_acc: 0.7281, top5_acc: 0.8953, loss_cls: 1.1001, loss: 2.1051, grad_norm: 11.4394 2021-12-04 11:16:26,569 - mmaction - INFO - Epoch [100][300/1345] lr: 1.000e-03, eta: 19:37:26, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0398, top1_acc: 0.7133, top5_acc: 0.8992, loss_cls: 1.1133, loss: 2.1531, grad_norm: 11.7419 2021-12-04 11:16:45,747 - mmaction - INFO - Epoch [100][320/1345] lr: 1.000e-03, eta: 19:37:04, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9977, top1_acc: 0.7047, top5_acc: 0.8938, loss_cls: 1.1250, loss: 2.1227, grad_norm: 11.6713 2021-12-04 11:17:04,929 - mmaction - INFO - Epoch [100][340/1345] lr: 1.000e-03, eta: 19:36:43, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9265, top1_acc: 0.7461, top5_acc: 0.9180, loss_cls: 0.9865, loss: 1.9129, grad_norm: 11.2929 2021-12-04 11:17:24,143 - mmaction - INFO - Epoch [100][360/1345] lr: 1.000e-03, eta: 19:36:21, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9946, top1_acc: 0.7234, top5_acc: 0.8914, loss_cls: 1.0984, loss: 2.0930, grad_norm: 11.6478 2021-12-04 11:17:43,338 - mmaction - INFO - Epoch [100][380/1345] lr: 1.000e-03, eta: 19:36:00, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9879, top1_acc: 0.7195, top5_acc: 0.8898, loss_cls: 1.1255, loss: 2.1135, grad_norm: 11.5462 2021-12-04 11:18:02,514 - mmaction - INFO - Epoch [100][400/1345] lr: 1.000e-03, eta: 19:35:38, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9842, top1_acc: 0.7234, top5_acc: 0.8828, loss_cls: 1.1084, loss: 2.0926, grad_norm: 10.9164 2021-12-04 11:18:21,735 - mmaction - INFO - Epoch [100][420/1345] lr: 1.000e-03, eta: 19:35:17, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9997, top1_acc: 0.7102, top5_acc: 0.8930, loss_cls: 1.1421, loss: 2.1418, grad_norm: 11.9745 2021-12-04 11:18:40,926 - mmaction - INFO - Epoch [100][440/1345] lr: 1.000e-03, eta: 19:34:56, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0008, top1_acc: 0.7258, top5_acc: 0.9031, loss_cls: 1.0754, loss: 2.0762, grad_norm: 11.2446 2021-12-04 11:19:00,120 - mmaction - INFO - Epoch [100][460/1345] lr: 1.000e-03, eta: 19:34:34, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0040, top1_acc: 0.7344, top5_acc: 0.8992, loss_cls: 1.0806, loss: 2.0847, grad_norm: 11.4501 2021-12-04 11:19:19,320 - mmaction - INFO - Epoch [100][480/1345] lr: 1.000e-03, eta: 19:34:13, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0115, top1_acc: 0.7242, top5_acc: 0.8922, loss_cls: 1.1005, loss: 2.1120, grad_norm: 11.6695 2021-12-04 11:19:38,535 - mmaction - INFO - Epoch [100][500/1345] lr: 1.000e-03, eta: 19:33:51, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0132, top1_acc: 0.7016, top5_acc: 0.8875, loss_cls: 1.1439, loss: 2.1570, grad_norm: 12.0225 2021-12-04 11:19:57,736 - mmaction - INFO - Epoch [100][520/1345] lr: 1.000e-03, eta: 19:33:30, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9607, top1_acc: 0.7344, top5_acc: 0.9055, loss_cls: 1.0495, loss: 2.0102, grad_norm: 11.0599 2021-12-04 11:20:16,941 - mmaction - INFO - Epoch [100][540/1345] lr: 1.000e-03, eta: 19:33:08, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9881, top1_acc: 0.7172, top5_acc: 0.8828, loss_cls: 1.1149, loss: 2.1031, grad_norm: 11.4810 2021-12-04 11:20:36,127 - mmaction - INFO - Epoch [100][560/1345] lr: 1.000e-03, eta: 19:32:47, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0154, top1_acc: 0.7047, top5_acc: 0.8836, loss_cls: 1.1686, loss: 2.1840, grad_norm: 12.1200 2021-12-04 11:20:55,344 - mmaction - INFO - Epoch [100][580/1345] lr: 1.000e-03, eta: 19:32:25, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0398, top1_acc: 0.6852, top5_acc: 0.8773, loss_cls: 1.2062, loss: 2.2460, grad_norm: 11.8218 2021-12-04 11:21:14,548 - mmaction - INFO - Epoch [100][600/1345] lr: 1.000e-03, eta: 19:32:04, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0056, top1_acc: 0.7195, top5_acc: 0.9055, loss_cls: 1.1026, loss: 2.1081, grad_norm: 11.8287 2021-12-04 11:21:33,765 - mmaction - INFO - Epoch [100][620/1345] lr: 1.000e-03, eta: 19:31:43, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9583, top1_acc: 0.7273, top5_acc: 0.8953, loss_cls: 1.0655, loss: 2.0238, grad_norm: 11.2499 2021-12-04 11:21:52,962 - mmaction - INFO - Epoch [100][640/1345] lr: 1.000e-03, eta: 19:31:21, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9765, top1_acc: 0.7320, top5_acc: 0.8984, loss_cls: 1.0884, loss: 2.0648, grad_norm: 11.5232 2021-12-04 11:22:12,162 - mmaction - INFO - Epoch [100][660/1345] lr: 1.000e-03, eta: 19:31:00, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9735, top1_acc: 0.7430, top5_acc: 0.9016, loss_cls: 1.0671, loss: 2.0405, grad_norm: 11.3992 2021-12-04 11:22:31,358 - mmaction - INFO - Epoch [100][680/1345] lr: 1.000e-03, eta: 19:30:38, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9757, top1_acc: 0.7109, top5_acc: 0.9023, loss_cls: 1.1045, loss: 2.0802, grad_norm: 11.8967 2021-12-04 11:22:50,583 - mmaction - INFO - Epoch [100][700/1345] lr: 1.000e-03, eta: 19:30:17, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9730, top1_acc: 0.7273, top5_acc: 0.9008, loss_cls: 1.0619, loss: 2.0349, grad_norm: 11.2067 2021-12-04 11:23:09,823 - mmaction - INFO - Epoch [100][720/1345] lr: 1.000e-03, eta: 19:29:55, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9787, top1_acc: 0.7203, top5_acc: 0.8961, loss_cls: 1.0934, loss: 2.0721, grad_norm: 11.7300 2021-12-04 11:23:29,023 - mmaction - INFO - Epoch [100][740/1345] lr: 1.000e-03, eta: 19:29:34, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9707, top1_acc: 0.7367, top5_acc: 0.9008, loss_cls: 1.0630, loss: 2.0338, grad_norm: 11.8065 2021-12-04 11:23:48,222 - mmaction - INFO - Epoch [100][760/1345] lr: 1.000e-03, eta: 19:29:13, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9822, top1_acc: 0.7164, top5_acc: 0.8977, loss_cls: 1.0949, loss: 2.0771, grad_norm: 11.6332 2021-12-04 11:24:07,441 - mmaction - INFO - Epoch [100][780/1345] lr: 1.000e-03, eta: 19:28:51, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0073, top1_acc: 0.7047, top5_acc: 0.8938, loss_cls: 1.1423, loss: 2.1495, grad_norm: 11.9878 2021-12-04 11:24:26,662 - mmaction - INFO - Epoch [100][800/1345] lr: 1.000e-03, eta: 19:28:30, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9919, top1_acc: 0.6977, top5_acc: 0.9000, loss_cls: 1.1062, loss: 2.0981, grad_norm: 11.6636 2021-12-04 11:24:45,897 - mmaction - INFO - Epoch [100][820/1345] lr: 1.000e-03, eta: 19:28:08, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9965, top1_acc: 0.7344, top5_acc: 0.8953, loss_cls: 1.0741, loss: 2.0706, grad_norm: 11.3446 2021-12-04 11:25:05,117 - mmaction - INFO - Epoch [100][840/1345] lr: 1.000e-03, eta: 19:27:47, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9916, top1_acc: 0.7141, top5_acc: 0.8969, loss_cls: 1.1348, loss: 2.1264, grad_norm: 11.8698 2021-12-04 11:25:24,327 - mmaction - INFO - Epoch [100][860/1345] lr: 1.000e-03, eta: 19:27:25, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9704, top1_acc: 0.7195, top5_acc: 0.9016, loss_cls: 1.0683, loss: 2.0387, grad_norm: 11.6310 2021-12-04 11:25:43,515 - mmaction - INFO - Epoch [100][880/1345] lr: 1.000e-03, eta: 19:27:04, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9685, top1_acc: 0.7273, top5_acc: 0.8891, loss_cls: 1.1020, loss: 2.0705, grad_norm: 11.6870 2021-12-04 11:26:02,703 - mmaction - INFO - Epoch [100][900/1345] lr: 1.000e-03, eta: 19:26:43, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0285, top1_acc: 0.6937, top5_acc: 0.8906, loss_cls: 1.1579, loss: 2.1864, grad_norm: 11.8301 2021-12-04 11:26:21,910 - mmaction - INFO - Epoch [100][920/1345] lr: 1.000e-03, eta: 19:26:21, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0159, top1_acc: 0.7141, top5_acc: 0.8992, loss_cls: 1.1131, loss: 2.1290, grad_norm: 11.6905 2021-12-04 11:26:41,116 - mmaction - INFO - Epoch [100][940/1345] lr: 1.000e-03, eta: 19:26:00, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9832, top1_acc: 0.7203, top5_acc: 0.8961, loss_cls: 1.0987, loss: 2.0819, grad_norm: 11.6519 2021-12-04 11:27:00,320 - mmaction - INFO - Epoch [100][960/1345] lr: 1.000e-03, eta: 19:25:38, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0014, top1_acc: 0.7117, top5_acc: 0.8859, loss_cls: 1.0942, loss: 2.0956, grad_norm: 11.5281 2021-12-04 11:27:19,517 - mmaction - INFO - Epoch [100][980/1345] lr: 1.000e-03, eta: 19:25:17, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0222, top1_acc: 0.7188, top5_acc: 0.8773, loss_cls: 1.1652, loss: 2.1874, grad_norm: 11.8382 2021-12-04 11:27:38,726 - mmaction - INFO - Epoch [100][1000/1345] lr: 1.000e-03, eta: 19:24:55, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9771, top1_acc: 0.7180, top5_acc: 0.8938, loss_cls: 1.0816, loss: 2.0586, grad_norm: 11.3970 2021-12-04 11:27:57,919 - mmaction - INFO - Epoch [100][1020/1345] lr: 1.000e-03, eta: 19:24:34, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0153, top1_acc: 0.7195, top5_acc: 0.8969, loss_cls: 1.1050, loss: 2.1203, grad_norm: 11.8338 2021-12-04 11:28:17,092 - mmaction - INFO - Epoch [100][1040/1345] lr: 1.000e-03, eta: 19:24:13, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9327, top1_acc: 0.7398, top5_acc: 0.9055, loss_cls: 1.0264, loss: 1.9591, grad_norm: 11.4586 2021-12-04 11:28:36,294 - mmaction - INFO - Epoch [100][1060/1345] lr: 1.000e-03, eta: 19:23:51, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9618, top1_acc: 0.7250, top5_acc: 0.8984, loss_cls: 1.0541, loss: 2.0160, grad_norm: 11.3834 2021-12-04 11:28:55,484 - mmaction - INFO - Epoch [100][1080/1345] lr: 1.000e-03, eta: 19:23:30, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9683, top1_acc: 0.7312, top5_acc: 0.9023, loss_cls: 1.0509, loss: 2.0192, grad_norm: 11.1864 2021-12-04 11:29:14,718 - mmaction - INFO - Epoch [100][1100/1345] lr: 1.000e-03, eta: 19:23:08, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0001, top1_acc: 0.7148, top5_acc: 0.8984, loss_cls: 1.0845, loss: 2.0847, grad_norm: 11.8891 2021-12-04 11:29:33,939 - mmaction - INFO - Epoch [100][1120/1345] lr: 1.000e-03, eta: 19:22:47, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9788, top1_acc: 0.7094, top5_acc: 0.8914, loss_cls: 1.1048, loss: 2.0836, grad_norm: 11.5024 2021-12-04 11:29:53,123 - mmaction - INFO - Epoch [100][1140/1345] lr: 1.000e-03, eta: 19:22:25, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9537, top1_acc: 0.7305, top5_acc: 0.9109, loss_cls: 1.0374, loss: 1.9911, grad_norm: 11.5059 2021-12-04 11:30:12,320 - mmaction - INFO - Epoch [100][1160/1345] lr: 1.000e-03, eta: 19:22:04, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9827, top1_acc: 0.7219, top5_acc: 0.8906, loss_cls: 1.1023, loss: 2.0850, grad_norm: 11.8610 2021-12-04 11:30:31,511 - mmaction - INFO - Epoch [100][1180/1345] lr: 1.000e-03, eta: 19:21:43, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9945, top1_acc: 0.7320, top5_acc: 0.9078, loss_cls: 1.0697, loss: 2.0643, grad_norm: 11.5100 2021-12-04 11:30:50,713 - mmaction - INFO - Epoch [100][1200/1345] lr: 1.000e-03, eta: 19:21:21, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9771, top1_acc: 0.7258, top5_acc: 0.9016, loss_cls: 1.0800, loss: 2.0571, grad_norm: 11.6683 2021-12-04 11:31:09,931 - mmaction - INFO - Epoch [100][1220/1345] lr: 1.000e-03, eta: 19:21:00, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9906, top1_acc: 0.7289, top5_acc: 0.8914, loss_cls: 1.0967, loss: 2.0873, grad_norm: 11.5004 2021-12-04 11:31:29,169 - mmaction - INFO - Epoch [100][1240/1345] lr: 1.000e-03, eta: 19:20:38, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0024, top1_acc: 0.7266, top5_acc: 0.8844, loss_cls: 1.1304, loss: 2.1328, grad_norm: 11.4326 2021-12-04 11:31:48,367 - mmaction - INFO - Epoch [100][1260/1345] lr: 1.000e-03, eta: 19:20:17, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9756, top1_acc: 0.7250, top5_acc: 0.8961, loss_cls: 1.0669, loss: 2.0425, grad_norm: 11.8626 2021-12-04 11:32:07,570 - mmaction - INFO - Epoch [100][1280/1345] lr: 1.000e-03, eta: 19:19:56, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0035, top1_acc: 0.7344, top5_acc: 0.8930, loss_cls: 1.0785, loss: 2.0821, grad_norm: 11.4065 2021-12-04 11:32:26,761 - mmaction - INFO - Epoch [100][1300/1345] lr: 1.000e-03, eta: 19:19:34, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9974, top1_acc: 0.7172, top5_acc: 0.8930, loss_cls: 1.1039, loss: 2.1013, grad_norm: 11.6265 2021-12-04 11:32:45,963 - mmaction - INFO - Epoch [100][1320/1345] lr: 1.000e-03, eta: 19:19:13, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9735, top1_acc: 0.7242, top5_acc: 0.9133, loss_cls: 1.0617, loss: 2.0352, grad_norm: 12.0248 2021-12-04 11:33:05,189 - mmaction - INFO - Epoch [100][1340/1345] lr: 1.000e-03, eta: 19:18:51, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0035, top1_acc: 0.7109, top5_acc: 0.8891, loss_cls: 1.1306, loss: 2.1341, grad_norm: 12.0006 2021-12-04 11:33:10,753 - mmaction - INFO - Saving checkpoint at 100 epochs 2021-12-04 11:35:17,805 - mmaction - INFO - Epoch [101][20/1345] lr: 1.000e-03, eta: 19:19:15, time: 6.283, data_time: 5.298, memory: 8232, loss_aux: 0.9917, top1_acc: 0.7328, top5_acc: 0.9102, loss_cls: 1.0285, loss: 2.0202, grad_norm: 11.7979 2021-12-04 11:35:36,882 - mmaction - INFO - Epoch [101][40/1345] lr: 1.000e-03, eta: 19:18:54, time: 0.954, data_time: 0.003, memory: 8232, loss_aux: 1.0013, top1_acc: 0.7172, top5_acc: 0.8969, loss_cls: 1.0959, loss: 2.0973, grad_norm: 11.7431 2021-12-04 11:35:55,991 - mmaction - INFO - Epoch [101][60/1345] lr: 1.000e-03, eta: 19:18:32, time: 0.955, data_time: 0.001, memory: 8232, loss_aux: 0.9979, top1_acc: 0.7148, top5_acc: 0.9016, loss_cls: 1.0846, loss: 2.0825, grad_norm: 11.9910 2021-12-04 11:36:15,143 - mmaction - INFO - Epoch [101][80/1345] lr: 1.000e-03, eta: 19:18:11, time: 0.958, data_time: 0.002, memory: 8232, loss_aux: 1.0126, top1_acc: 0.7023, top5_acc: 0.8898, loss_cls: 1.1456, loss: 2.1582, grad_norm: 11.9745 2021-12-04 11:36:34,263 - mmaction - INFO - Epoch [101][100/1345] lr: 1.000e-03, eta: 19:17:49, time: 0.956, data_time: 0.001, memory: 8232, loss_aux: 0.9741, top1_acc: 0.7289, top5_acc: 0.9039, loss_cls: 1.0585, loss: 2.0325, grad_norm: 11.6762 2021-12-04 11:36:53,397 - mmaction - INFO - Epoch [101][120/1345] lr: 1.000e-03, eta: 19:17:28, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 1.0419, top1_acc: 0.7234, top5_acc: 0.8898, loss_cls: 1.1401, loss: 2.1820, grad_norm: 12.0269 2021-12-04 11:37:12,561 - mmaction - INFO - Epoch [101][140/1345] lr: 1.000e-03, eta: 19:17:07, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 0.9673, top1_acc: 0.7234, top5_acc: 0.8938, loss_cls: 1.0596, loss: 2.0269, grad_norm: 11.5056 2021-12-04 11:37:31,774 - mmaction - INFO - Epoch [101][160/1345] lr: 1.000e-03, eta: 19:16:45, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9719, top1_acc: 0.7320, top5_acc: 0.8914, loss_cls: 1.0785, loss: 2.0505, grad_norm: 11.7536 2021-12-04 11:37:50,972 - mmaction - INFO - Epoch [101][180/1345] lr: 1.000e-03, eta: 19:16:24, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9891, top1_acc: 0.7203, top5_acc: 0.9016, loss_cls: 1.0681, loss: 2.0572, grad_norm: 11.2188 2021-12-04 11:38:10,186 - mmaction - INFO - Epoch [101][200/1345] lr: 1.000e-03, eta: 19:16:02, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9828, top1_acc: 0.7250, top5_acc: 0.8945, loss_cls: 1.1246, loss: 2.1075, grad_norm: 11.6177 2021-12-04 11:38:29,360 - mmaction - INFO - Epoch [101][220/1345] lr: 1.000e-03, eta: 19:15:41, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0108, top1_acc: 0.7023, top5_acc: 0.8891, loss_cls: 1.1355, loss: 2.1463, grad_norm: 12.0051 2021-12-04 11:38:48,543 - mmaction - INFO - Epoch [101][240/1345] lr: 1.000e-03, eta: 19:15:19, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0081, top1_acc: 0.7023, top5_acc: 0.8852, loss_cls: 1.1638, loss: 2.1720, grad_norm: 12.0491 2021-12-04 11:39:07,736 - mmaction - INFO - Epoch [101][260/1345] lr: 1.000e-03, eta: 19:14:58, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9717, top1_acc: 0.7320, top5_acc: 0.8883, loss_cls: 1.0726, loss: 2.0443, grad_norm: 11.5154 2021-12-04 11:39:26,942 - mmaction - INFO - Epoch [101][280/1345] lr: 1.000e-03, eta: 19:14:36, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0044, top1_acc: 0.7031, top5_acc: 0.9062, loss_cls: 1.0945, loss: 2.0989, grad_norm: 11.8163 2021-12-04 11:39:46,095 - mmaction - INFO - Epoch [101][300/1345] lr: 1.000e-03, eta: 19:14:15, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 0.9839, top1_acc: 0.7039, top5_acc: 0.9078, loss_cls: 1.0889, loss: 2.0728, grad_norm: 12.0602 2021-12-04 11:40:05,279 - mmaction - INFO - Epoch [101][320/1345] lr: 1.000e-03, eta: 19:13:54, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9510, top1_acc: 0.7438, top5_acc: 0.9109, loss_cls: 1.0263, loss: 1.9773, grad_norm: 11.4805 2021-12-04 11:40:24,486 - mmaction - INFO - Epoch [101][340/1345] lr: 1.000e-03, eta: 19:13:32, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9999, top1_acc: 0.7047, top5_acc: 0.8906, loss_cls: 1.1207, loss: 2.1206, grad_norm: 12.0464 2021-12-04 11:40:43,707 - mmaction - INFO - Epoch [101][360/1345] lr: 1.000e-03, eta: 19:13:11, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0000, top1_acc: 0.7133, top5_acc: 0.9008, loss_cls: 1.0767, loss: 2.0766, grad_norm: 11.3962 2021-12-04 11:41:02,894 - mmaction - INFO - Epoch [101][380/1345] lr: 1.000e-03, eta: 19:12:49, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9368, top1_acc: 0.7500, top5_acc: 0.9133, loss_cls: 0.9946, loss: 1.9315, grad_norm: 11.2923 2021-12-04 11:41:22,086 - mmaction - INFO - Epoch [101][400/1345] lr: 1.000e-03, eta: 19:12:28, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9978, top1_acc: 0.7344, top5_acc: 0.8961, loss_cls: 1.0788, loss: 2.0766, grad_norm: 11.7943 2021-12-04 11:41:41,263 - mmaction - INFO - Epoch [101][420/1345] lr: 1.000e-03, eta: 19:12:06, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0158, top1_acc: 0.6984, top5_acc: 0.8984, loss_cls: 1.1564, loss: 2.1723, grad_norm: 12.0901 2021-12-04 11:42:00,426 - mmaction - INFO - Epoch [101][440/1345] lr: 1.000e-03, eta: 19:11:45, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.0236, top1_acc: 0.7109, top5_acc: 0.8961, loss_cls: 1.1253, loss: 2.1490, grad_norm: 12.1894 2021-12-04 11:42:19,610 - mmaction - INFO - Epoch [101][460/1345] lr: 1.000e-03, eta: 19:11:24, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0204, top1_acc: 0.7094, top5_acc: 0.8820, loss_cls: 1.1653, loss: 2.1857, grad_norm: 12.0607 2021-12-04 11:42:38,792 - mmaction - INFO - Epoch [101][480/1345] lr: 1.000e-03, eta: 19:11:02, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9732, top1_acc: 0.7453, top5_acc: 0.9125, loss_cls: 1.0036, loss: 1.9767, grad_norm: 11.6421 2021-12-04 11:42:58,020 - mmaction - INFO - Epoch [101][500/1345] lr: 1.000e-03, eta: 19:10:41, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9670, top1_acc: 0.7234, top5_acc: 0.8961, loss_cls: 1.0759, loss: 2.0428, grad_norm: 11.6257 2021-12-04 11:43:17,247 - mmaction - INFO - Epoch [101][520/1345] lr: 1.000e-03, eta: 19:10:19, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9938, top1_acc: 0.7312, top5_acc: 0.9008, loss_cls: 1.0791, loss: 2.0729, grad_norm: 12.0397 2021-12-04 11:43:36,421 - mmaction - INFO - Epoch [101][540/1345] lr: 1.000e-03, eta: 19:09:58, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9672, top1_acc: 0.7211, top5_acc: 0.9016, loss_cls: 1.1022, loss: 2.0694, grad_norm: 11.6770 2021-12-04 11:43:55,638 - mmaction - INFO - Epoch [101][560/1345] lr: 1.000e-03, eta: 19:09:36, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9680, top1_acc: 0.7063, top5_acc: 0.8961, loss_cls: 1.1009, loss: 2.0689, grad_norm: 11.8051 2021-12-04 11:44:14,849 - mmaction - INFO - Epoch [101][580/1345] lr: 1.000e-03, eta: 19:09:15, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0115, top1_acc: 0.7156, top5_acc: 0.8953, loss_cls: 1.1052, loss: 2.1168, grad_norm: 11.5667 2021-12-04 11:44:34,043 - mmaction - INFO - Epoch [101][600/1345] lr: 1.000e-03, eta: 19:08:54, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9831, top1_acc: 0.7344, top5_acc: 0.9039, loss_cls: 1.0780, loss: 2.0611, grad_norm: 11.6539 2021-12-04 11:44:53,243 - mmaction - INFO - Epoch [101][620/1345] lr: 1.000e-03, eta: 19:08:32, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9521, top1_acc: 0.7312, top5_acc: 0.9062, loss_cls: 1.0197, loss: 1.9719, grad_norm: 11.2778 2021-12-04 11:45:12,418 - mmaction - INFO - Epoch [101][640/1345] lr: 1.000e-03, eta: 19:08:11, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0217, top1_acc: 0.7102, top5_acc: 0.9031, loss_cls: 1.1010, loss: 2.1227, grad_norm: 12.3334 2021-12-04 11:45:31,560 - mmaction - INFO - Epoch [101][660/1345] lr: 1.000e-03, eta: 19:07:49, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 0.9917, top1_acc: 0.7203, top5_acc: 0.9094, loss_cls: 1.0738, loss: 2.0655, grad_norm: 11.6415 2021-12-04 11:45:50,786 - mmaction - INFO - Epoch [101][680/1345] lr: 1.000e-03, eta: 19:07:28, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0336, top1_acc: 0.7086, top5_acc: 0.8781, loss_cls: 1.1464, loss: 2.1800, grad_norm: 11.7270 2021-12-04 11:46:09,972 - mmaction - INFO - Epoch [101][700/1345] lr: 1.000e-03, eta: 19:07:07, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9942, top1_acc: 0.6977, top5_acc: 0.9023, loss_cls: 1.0956, loss: 2.0898, grad_norm: 12.0513 2021-12-04 11:46:29,214 - mmaction - INFO - Epoch [101][720/1345] lr: 1.000e-03, eta: 19:06:45, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0231, top1_acc: 0.7141, top5_acc: 0.8906, loss_cls: 1.1133, loss: 2.1364, grad_norm: 11.8803 2021-12-04 11:46:48,407 - mmaction - INFO - Epoch [101][740/1345] lr: 1.000e-03, eta: 19:06:24, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9487, top1_acc: 0.7320, top5_acc: 0.9125, loss_cls: 1.0168, loss: 1.9655, grad_norm: 11.5864 2021-12-04 11:47:07,581 - mmaction - INFO - Epoch [101][760/1345] lr: 1.000e-03, eta: 19:06:02, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0103, top1_acc: 0.7227, top5_acc: 0.9070, loss_cls: 1.0979, loss: 2.1082, grad_norm: 12.2130 2021-12-04 11:47:26,759 - mmaction - INFO - Epoch [101][780/1345] lr: 1.000e-03, eta: 19:05:41, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0021, top1_acc: 0.7211, top5_acc: 0.8891, loss_cls: 1.1366, loss: 2.1387, grad_norm: 11.7576 2021-12-04 11:47:45,963 - mmaction - INFO - Epoch [101][800/1345] lr: 1.000e-03, eta: 19:05:19, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0194, top1_acc: 0.7180, top5_acc: 0.9008, loss_cls: 1.0655, loss: 2.0849, grad_norm: 11.6029 2021-12-04 11:48:05,152 - mmaction - INFO - Epoch [101][820/1345] lr: 1.000e-03, eta: 19:04:58, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9743, top1_acc: 0.7477, top5_acc: 0.9055, loss_cls: 1.0314, loss: 2.0056, grad_norm: 11.5411 2021-12-04 11:48:24,382 - mmaction - INFO - Epoch [101][840/1345] lr: 1.000e-03, eta: 19:04:37, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9401, top1_acc: 0.7430, top5_acc: 0.9125, loss_cls: 0.9809, loss: 1.9210, grad_norm: 11.6720 2021-12-04 11:48:43,587 - mmaction - INFO - Epoch [101][860/1345] lr: 1.000e-03, eta: 19:04:15, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0071, top1_acc: 0.7109, top5_acc: 0.8914, loss_cls: 1.0849, loss: 2.0920, grad_norm: 12.0069 2021-12-04 11:49:02,781 - mmaction - INFO - Epoch [101][880/1345] lr: 1.000e-03, eta: 19:03:54, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0008, top1_acc: 0.7039, top5_acc: 0.9016, loss_cls: 1.0983, loss: 2.0990, grad_norm: 12.2663 2021-12-04 11:49:22,002 - mmaction - INFO - Epoch [101][900/1345] lr: 1.000e-03, eta: 19:03:32, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0200, top1_acc: 0.7164, top5_acc: 0.8961, loss_cls: 1.1287, loss: 2.1487, grad_norm: 12.1903 2021-12-04 11:49:41,228 - mmaction - INFO - Epoch [101][920/1345] lr: 1.000e-03, eta: 19:03:11, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0277, top1_acc: 0.7031, top5_acc: 0.8789, loss_cls: 1.1939, loss: 2.2216, grad_norm: 12.1251 2021-12-04 11:50:00,435 - mmaction - INFO - Epoch [101][940/1345] lr: 1.000e-03, eta: 19:02:50, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9689, top1_acc: 0.7359, top5_acc: 0.9008, loss_cls: 1.0620, loss: 2.0309, grad_norm: 11.4903 2021-12-04 11:50:19,657 - mmaction - INFO - Epoch [101][960/1345] lr: 1.000e-03, eta: 19:02:28, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9828, top1_acc: 0.7273, top5_acc: 0.8969, loss_cls: 1.0864, loss: 2.0692, grad_norm: 11.5203 2021-12-04 11:50:38,870 - mmaction - INFO - Epoch [101][980/1345] lr: 1.000e-03, eta: 19:02:07, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9947, top1_acc: 0.7063, top5_acc: 0.8930, loss_cls: 1.1046, loss: 2.0993, grad_norm: 11.9455 2021-12-04 11:50:58,065 - mmaction - INFO - Epoch [101][1000/1345] lr: 1.000e-03, eta: 19:01:45, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0110, top1_acc: 0.7094, top5_acc: 0.8930, loss_cls: 1.1130, loss: 2.1239, grad_norm: 12.0344 2021-12-04 11:51:17,257 - mmaction - INFO - Epoch [101][1020/1345] lr: 1.000e-03, eta: 19:01:24, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9537, top1_acc: 0.7508, top5_acc: 0.9141, loss_cls: 1.0128, loss: 1.9666, grad_norm: 11.6393 2021-12-04 11:51:36,460 - mmaction - INFO - Epoch [101][1040/1345] lr: 1.000e-03, eta: 19:01:03, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0370, top1_acc: 0.7039, top5_acc: 0.8836, loss_cls: 1.1828, loss: 2.2197, grad_norm: 12.1014 2021-12-04 11:51:55,648 - mmaction - INFO - Epoch [101][1060/1345] lr: 1.000e-03, eta: 19:00:41, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9985, top1_acc: 0.7195, top5_acc: 0.8852, loss_cls: 1.1088, loss: 2.1073, grad_norm: 11.6981 2021-12-04 11:52:14,839 - mmaction - INFO - Epoch [101][1080/1345] lr: 1.000e-03, eta: 19:00:20, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9856, top1_acc: 0.7211, top5_acc: 0.8992, loss_cls: 1.1137, loss: 2.0993, grad_norm: 12.0562 2021-12-04 11:52:34,038 - mmaction - INFO - Epoch [101][1100/1345] lr: 1.000e-03, eta: 18:59:58, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0094, top1_acc: 0.7164, top5_acc: 0.8898, loss_cls: 1.1279, loss: 2.1373, grad_norm: 11.7300 2021-12-04 11:52:53,245 - mmaction - INFO - Epoch [101][1120/1345] lr: 1.000e-03, eta: 18:59:37, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9867, top1_acc: 0.7195, top5_acc: 0.8992, loss_cls: 1.0721, loss: 2.0587, grad_norm: 11.7674 2021-12-04 11:53:12,453 - mmaction - INFO - Epoch [101][1140/1345] lr: 1.000e-03, eta: 18:59:16, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9882, top1_acc: 0.7141, top5_acc: 0.8875, loss_cls: 1.1080, loss: 2.0963, grad_norm: 11.9184 2021-12-04 11:53:31,669 - mmaction - INFO - Epoch [101][1160/1345] lr: 1.000e-03, eta: 18:58:54, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9485, top1_acc: 0.7227, top5_acc: 0.9000, loss_cls: 1.0452, loss: 1.9937, grad_norm: 11.4550 2021-12-04 11:53:50,858 - mmaction - INFO - Epoch [101][1180/1345] lr: 1.000e-03, eta: 18:58:33, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0238, top1_acc: 0.7156, top5_acc: 0.8992, loss_cls: 1.1139, loss: 2.1376, grad_norm: 12.0229 2021-12-04 11:54:10,052 - mmaction - INFO - Epoch [101][1200/1345] lr: 1.000e-03, eta: 18:58:11, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9971, top1_acc: 0.7008, top5_acc: 0.8891, loss_cls: 1.1457, loss: 2.1428, grad_norm: 11.8781 2021-12-04 11:54:29,217 - mmaction - INFO - Epoch [101][1220/1345] lr: 1.000e-03, eta: 18:57:50, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 0.9911, top1_acc: 0.7234, top5_acc: 0.9047, loss_cls: 1.0977, loss: 2.0887, grad_norm: 11.8922 2021-12-04 11:54:48,448 - mmaction - INFO - Epoch [101][1240/1345] lr: 1.000e-03, eta: 18:57:29, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9846, top1_acc: 0.7219, top5_acc: 0.8930, loss_cls: 1.1045, loss: 2.0891, grad_norm: 11.7994 2021-12-04 11:55:07,641 - mmaction - INFO - Epoch [101][1260/1345] lr: 1.000e-03, eta: 18:57:07, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9795, top1_acc: 0.7141, top5_acc: 0.9078, loss_cls: 1.0904, loss: 2.0699, grad_norm: 11.8005 2021-12-04 11:55:26,858 - mmaction - INFO - Epoch [101][1280/1345] lr: 1.000e-03, eta: 18:56:46, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9807, top1_acc: 0.7094, top5_acc: 0.8984, loss_cls: 1.0875, loss: 2.0681, grad_norm: 11.7794 2021-12-04 11:55:46,073 - mmaction - INFO - Epoch [101][1300/1345] lr: 1.000e-03, eta: 18:56:24, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0179, top1_acc: 0.7070, top5_acc: 0.8961, loss_cls: 1.1436, loss: 2.1615, grad_norm: 12.0784 2021-12-04 11:56:05,263 - mmaction - INFO - Epoch [101][1320/1345] lr: 1.000e-03, eta: 18:56:03, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9549, top1_acc: 0.7422, top5_acc: 0.9102, loss_cls: 1.0161, loss: 1.9710, grad_norm: 11.8112 2021-12-04 11:56:24,484 - mmaction - INFO - Epoch [101][1340/1345] lr: 1.000e-03, eta: 18:55:42, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0313, top1_acc: 0.7070, top5_acc: 0.8727, loss_cls: 1.2267, loss: 2.2580, grad_norm: 12.0822 2021-12-04 11:56:30,130 - mmaction - INFO - Saving checkpoint at 101 epochs 2021-12-04 11:58:35,765 - mmaction - INFO - Epoch [102][20/1345] lr: 1.000e-03, eta: 18:56:03, time: 6.119, data_time: 5.151, memory: 8232, loss_aux: 1.0134, top1_acc: 0.7273, top5_acc: 0.9078, loss_cls: 1.0649, loss: 2.0783, grad_norm: 11.7555 2021-12-04 11:58:54,858 - mmaction - INFO - Epoch [102][40/1345] lr: 1.000e-03, eta: 18:55:41, time: 0.955, data_time: 0.003, memory: 8232, loss_aux: 0.9921, top1_acc: 0.7289, top5_acc: 0.9031, loss_cls: 1.0399, loss: 2.0320, grad_norm: 11.6294 2021-12-04 11:59:13,980 - mmaction - INFO - Epoch [102][60/1345] lr: 1.000e-03, eta: 18:55:20, time: 0.956, data_time: 0.002, memory: 8232, loss_aux: 1.0201, top1_acc: 0.7258, top5_acc: 0.8984, loss_cls: 1.0837, loss: 2.1037, grad_norm: 12.0642 2021-12-04 11:59:33,100 - mmaction - INFO - Epoch [102][80/1345] lr: 1.000e-03, eta: 18:54:58, time: 0.956, data_time: 0.002, memory: 8232, loss_aux: 0.9765, top1_acc: 0.7344, top5_acc: 0.8984, loss_cls: 1.0364, loss: 2.0130, grad_norm: 11.5129 2021-12-04 11:59:52,269 - mmaction - INFO - Epoch [102][100/1345] lr: 1.000e-03, eta: 18:54:37, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 0.9838, top1_acc: 0.7422, top5_acc: 0.9102, loss_cls: 1.0334, loss: 2.0172, grad_norm: 11.7274 2021-12-04 12:00:11,435 - mmaction - INFO - Epoch [102][120/1345] lr: 1.000e-03, eta: 18:54:15, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 0.9476, top1_acc: 0.7406, top5_acc: 0.9031, loss_cls: 1.0108, loss: 1.9585, grad_norm: 11.3876 2021-12-04 12:00:30,615 - mmaction - INFO - Epoch [102][140/1345] lr: 1.000e-03, eta: 18:53:54, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9846, top1_acc: 0.7312, top5_acc: 0.8930, loss_cls: 1.0381, loss: 2.0227, grad_norm: 11.7246 2021-12-04 12:00:49,809 - mmaction - INFO - Epoch [102][160/1345] lr: 1.000e-03, eta: 18:53:33, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9640, top1_acc: 0.7469, top5_acc: 0.9047, loss_cls: 1.0467, loss: 2.0107, grad_norm: 11.7848 2021-12-04 12:01:08,985 - mmaction - INFO - Epoch [102][180/1345] lr: 1.000e-03, eta: 18:53:11, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0094, top1_acc: 0.7211, top5_acc: 0.8891, loss_cls: 1.1016, loss: 2.1110, grad_norm: 12.0481 2021-12-04 12:01:28,129 - mmaction - INFO - Epoch [102][200/1345] lr: 1.000e-03, eta: 18:52:50, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 0.9808, top1_acc: 0.7305, top5_acc: 0.9047, loss_cls: 1.0485, loss: 2.0292, grad_norm: 11.6719 2021-12-04 12:01:47,319 - mmaction - INFO - Epoch [102][220/1345] lr: 1.000e-03, eta: 18:52:28, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0118, top1_acc: 0.7156, top5_acc: 0.9062, loss_cls: 1.0773, loss: 2.0891, grad_norm: 12.2657 2021-12-04 12:02:06,488 - mmaction - INFO - Epoch [102][240/1345] lr: 1.000e-03, eta: 18:52:07, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.0106, top1_acc: 0.7336, top5_acc: 0.8922, loss_cls: 1.0988, loss: 2.1094, grad_norm: 12.1264 2021-12-04 12:02:25,687 - mmaction - INFO - Epoch [102][260/1345] lr: 1.000e-03, eta: 18:51:45, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9870, top1_acc: 0.7219, top5_acc: 0.9086, loss_cls: 1.0667, loss: 2.0536, grad_norm: 12.0128 2021-12-04 12:02:44,864 - mmaction - INFO - Epoch [102][280/1345] lr: 1.000e-03, eta: 18:51:24, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9966, top1_acc: 0.7453, top5_acc: 0.9062, loss_cls: 1.0460, loss: 2.0426, grad_norm: 11.6703 2021-12-04 12:03:04,041 - mmaction - INFO - Epoch [102][300/1345] lr: 1.000e-03, eta: 18:51:03, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9806, top1_acc: 0.7258, top5_acc: 0.9055, loss_cls: 1.0796, loss: 2.0602, grad_norm: 11.9222 2021-12-04 12:03:23,229 - mmaction - INFO - Epoch [102][320/1345] lr: 1.000e-03, eta: 18:50:41, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9978, top1_acc: 0.7125, top5_acc: 0.8930, loss_cls: 1.1321, loss: 2.1299, grad_norm: 12.1862 2021-12-04 12:03:42,407 - mmaction - INFO - Epoch [102][340/1345] lr: 1.000e-03, eta: 18:50:20, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9922, top1_acc: 0.7312, top5_acc: 0.9000, loss_cls: 1.0525, loss: 2.0448, grad_norm: 11.5138 2021-12-04 12:04:01,615 - mmaction - INFO - Epoch [102][360/1345] lr: 1.000e-03, eta: 18:49:58, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9495, top1_acc: 0.7398, top5_acc: 0.9023, loss_cls: 1.0246, loss: 1.9740, grad_norm: 11.4326 2021-12-04 12:04:20,803 - mmaction - INFO - Epoch [102][380/1345] lr: 1.000e-03, eta: 18:49:37, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9689, top1_acc: 0.7234, top5_acc: 0.8969, loss_cls: 1.0578, loss: 2.0267, grad_norm: 11.7600 2021-12-04 12:04:39,977 - mmaction - INFO - Epoch [102][400/1345] lr: 1.000e-03, eta: 18:49:16, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9732, top1_acc: 0.7344, top5_acc: 0.9039, loss_cls: 1.0191, loss: 1.9923, grad_norm: 11.5335 2021-12-04 12:04:59,184 - mmaction - INFO - Epoch [102][420/1345] lr: 1.000e-03, eta: 18:48:54, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9738, top1_acc: 0.7133, top5_acc: 0.9023, loss_cls: 1.0698, loss: 2.0437, grad_norm: 12.1469 2021-12-04 12:05:18,368 - mmaction - INFO - Epoch [102][440/1345] lr: 1.000e-03, eta: 18:48:33, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9685, top1_acc: 0.7211, top5_acc: 0.9125, loss_cls: 1.0151, loss: 1.9836, grad_norm: 11.8735 2021-12-04 12:05:37,550 - mmaction - INFO - Epoch [102][460/1345] lr: 1.000e-03, eta: 18:48:11, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0079, top1_acc: 0.7109, top5_acc: 0.8812, loss_cls: 1.1476, loss: 2.1554, grad_norm: 12.0753 2021-12-04 12:05:56,754 - mmaction - INFO - Epoch [102][480/1345] lr: 1.000e-03, eta: 18:47:50, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0047, top1_acc: 0.7164, top5_acc: 0.8969, loss_cls: 1.1097, loss: 2.1144, grad_norm: 11.9198 2021-12-04 12:06:15,917 - mmaction - INFO - Epoch [102][500/1345] lr: 1.000e-03, eta: 18:47:29, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.0021, top1_acc: 0.7336, top5_acc: 0.8953, loss_cls: 1.0681, loss: 2.0702, grad_norm: 11.7974 2021-12-04 12:06:35,102 - mmaction - INFO - Epoch [102][520/1345] lr: 1.000e-03, eta: 18:47:07, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0022, top1_acc: 0.7211, top5_acc: 0.9180, loss_cls: 1.0242, loss: 2.0265, grad_norm: 11.8006 2021-12-04 12:06:54,273 - mmaction - INFO - Epoch [102][540/1345] lr: 1.000e-03, eta: 18:46:46, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9656, top1_acc: 0.7367, top5_acc: 0.8992, loss_cls: 1.0541, loss: 2.0197, grad_norm: 11.5982 2021-12-04 12:07:13,437 - mmaction - INFO - Epoch [102][560/1345] lr: 1.000e-03, eta: 18:46:24, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.0184, top1_acc: 0.7109, top5_acc: 0.8977, loss_cls: 1.1155, loss: 2.1339, grad_norm: 11.9553 2021-12-04 12:07:32,612 - mmaction - INFO - Epoch [102][580/1345] lr: 1.000e-03, eta: 18:46:03, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9931, top1_acc: 0.7094, top5_acc: 0.8938, loss_cls: 1.1055, loss: 2.0985, grad_norm: 11.9106 2021-12-04 12:07:51,786 - mmaction - INFO - Epoch [102][600/1345] lr: 1.000e-03, eta: 18:45:41, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9744, top1_acc: 0.7188, top5_acc: 0.8992, loss_cls: 1.0552, loss: 2.0296, grad_norm: 11.6463 2021-12-04 12:08:10,943 - mmaction - INFO - Epoch [102][620/1345] lr: 1.000e-03, eta: 18:45:20, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.0106, top1_acc: 0.7211, top5_acc: 0.8961, loss_cls: 1.1039, loss: 2.1145, grad_norm: 11.8307 2021-12-04 12:08:30,120 - mmaction - INFO - Epoch [102][640/1345] lr: 1.000e-03, eta: 18:44:59, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0057, top1_acc: 0.7320, top5_acc: 0.9016, loss_cls: 1.0818, loss: 2.0875, grad_norm: 11.9570 2021-12-04 12:08:49,301 - mmaction - INFO - Epoch [102][660/1345] lr: 1.000e-03, eta: 18:44:37, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9528, top1_acc: 0.7266, top5_acc: 0.9102, loss_cls: 1.0406, loss: 1.9934, grad_norm: 11.4854 2021-12-04 12:09:08,474 - mmaction - INFO - Epoch [102][680/1345] lr: 1.000e-03, eta: 18:44:16, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.0247, top1_acc: 0.7086, top5_acc: 0.8898, loss_cls: 1.1520, loss: 2.1767, grad_norm: 12.2823 2021-12-04 12:09:27,653 - mmaction - INFO - Epoch [102][700/1345] lr: 1.000e-03, eta: 18:43:54, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9742, top1_acc: 0.7438, top5_acc: 0.9164, loss_cls: 1.0214, loss: 1.9956, grad_norm: 11.7818 2021-12-04 12:09:46,804 - mmaction - INFO - Epoch [102][720/1345] lr: 1.000e-03, eta: 18:43:33, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.0116, top1_acc: 0.7094, top5_acc: 0.8844, loss_cls: 1.1283, loss: 2.1399, grad_norm: 12.1912 2021-12-04 12:10:06,030 - mmaction - INFO - Epoch [102][740/1345] lr: 1.000e-03, eta: 18:43:12, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9872, top1_acc: 0.7133, top5_acc: 0.8891, loss_cls: 1.1271, loss: 2.1143, grad_norm: 12.1450 2021-12-04 12:10:25,218 - mmaction - INFO - Epoch [102][760/1345] lr: 1.000e-03, eta: 18:42:50, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9820, top1_acc: 0.7242, top5_acc: 0.8898, loss_cls: 1.1121, loss: 2.0941, grad_norm: 11.9682 2021-12-04 12:10:44,423 - mmaction - INFO - Epoch [102][780/1345] lr: 1.000e-03, eta: 18:42:29, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0072, top1_acc: 0.7203, top5_acc: 0.8867, loss_cls: 1.1225, loss: 2.1298, grad_norm: 12.0662 2021-12-04 12:11:03,598 - mmaction - INFO - Epoch [102][800/1345] lr: 1.000e-03, eta: 18:42:07, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9756, top1_acc: 0.7320, top5_acc: 0.9125, loss_cls: 1.0328, loss: 2.0084, grad_norm: 11.9010 2021-12-04 12:11:22,768 - mmaction - INFO - Epoch [102][820/1345] lr: 1.000e-03, eta: 18:41:46, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9787, top1_acc: 0.7328, top5_acc: 0.9227, loss_cls: 0.9972, loss: 1.9759, grad_norm: 11.8241 2021-12-04 12:11:41,931 - mmaction - INFO - Epoch [102][840/1345] lr: 1.000e-03, eta: 18:41:25, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 0.9950, top1_acc: 0.7195, top5_acc: 0.8984, loss_cls: 1.1224, loss: 2.1174, grad_norm: 12.3239 2021-12-04 12:12:01,119 - mmaction - INFO - Epoch [102][860/1345] lr: 1.000e-03, eta: 18:41:03, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9901, top1_acc: 0.7180, top5_acc: 0.8875, loss_cls: 1.1397, loss: 2.1298, grad_norm: 12.1128 2021-12-04 12:12:20,296 - mmaction - INFO - Epoch [102][880/1345] lr: 1.000e-03, eta: 18:40:42, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9786, top1_acc: 0.7312, top5_acc: 0.9086, loss_cls: 1.0434, loss: 2.0220, grad_norm: 11.5757 2021-12-04 12:12:39,469 - mmaction - INFO - Epoch [102][900/1345] lr: 1.000e-03, eta: 18:40:20, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9864, top1_acc: 0.7141, top5_acc: 0.8977, loss_cls: 1.1040, loss: 2.0904, grad_norm: 11.8519 2021-12-04 12:12:58,663 - mmaction - INFO - Epoch [102][920/1345] lr: 1.000e-03, eta: 18:39:59, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9721, top1_acc: 0.7219, top5_acc: 0.9117, loss_cls: 1.0440, loss: 2.0161, grad_norm: 11.9083 2021-12-04 12:13:17,866 - mmaction - INFO - Epoch [102][940/1345] lr: 1.000e-03, eta: 18:39:38, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0183, top1_acc: 0.7383, top5_acc: 0.8953, loss_cls: 1.0983, loss: 2.1166, grad_norm: 12.1894 2021-12-04 12:13:37,051 - mmaction - INFO - Epoch [102][960/1345] lr: 1.000e-03, eta: 18:39:16, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0233, top1_acc: 0.7016, top5_acc: 0.8766, loss_cls: 1.1651, loss: 2.1884, grad_norm: 12.0734 2021-12-04 12:13:56,225 - mmaction - INFO - Epoch [102][980/1345] lr: 1.000e-03, eta: 18:38:55, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0086, top1_acc: 0.6977, top5_acc: 0.8836, loss_cls: 1.1403, loss: 2.1489, grad_norm: 12.1880 2021-12-04 12:14:15,400 - mmaction - INFO - Epoch [102][1000/1345] lr: 1.000e-03, eta: 18:38:34, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9935, top1_acc: 0.7305, top5_acc: 0.9039, loss_cls: 1.0787, loss: 2.0722, grad_norm: 11.8389 2021-12-04 12:14:34,599 - mmaction - INFO - Epoch [102][1020/1345] lr: 1.000e-03, eta: 18:38:12, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0055, top1_acc: 0.7258, top5_acc: 0.8984, loss_cls: 1.0919, loss: 2.0974, grad_norm: 12.2100 2021-12-04 12:14:53,799 - mmaction - INFO - Epoch [102][1040/1345] lr: 1.000e-03, eta: 18:37:51, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9983, top1_acc: 0.7070, top5_acc: 0.8898, loss_cls: 1.1213, loss: 2.1196, grad_norm: 11.9867 2021-12-04 12:15:12,955 - mmaction - INFO - Epoch [102][1060/1345] lr: 1.000e-03, eta: 18:37:29, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 0.9721, top1_acc: 0.7312, top5_acc: 0.9062, loss_cls: 1.0545, loss: 2.0266, grad_norm: 11.7477 2021-12-04 12:15:32,132 - mmaction - INFO - Epoch [102][1080/1345] lr: 1.000e-03, eta: 18:37:08, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9773, top1_acc: 0.7289, top5_acc: 0.8930, loss_cls: 1.0948, loss: 2.0721, grad_norm: 11.8176 2021-12-04 12:15:51,315 - mmaction - INFO - Epoch [102][1100/1345] lr: 1.000e-03, eta: 18:36:47, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9797, top1_acc: 0.7188, top5_acc: 0.9039, loss_cls: 1.0729, loss: 2.0526, grad_norm: 12.1475 2021-12-04 12:16:10,494 - mmaction - INFO - Epoch [102][1120/1345] lr: 1.000e-03, eta: 18:36:25, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9742, top1_acc: 0.7258, top5_acc: 0.9047, loss_cls: 1.0597, loss: 2.0338, grad_norm: 12.0936 2021-12-04 12:16:29,661 - mmaction - INFO - Epoch [102][1140/1345] lr: 1.000e-03, eta: 18:36:04, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.0464, top1_acc: 0.7039, top5_acc: 0.8883, loss_cls: 1.1773, loss: 2.2236, grad_norm: 12.4087 2021-12-04 12:16:48,850 - mmaction - INFO - Epoch [102][1160/1345] lr: 1.000e-03, eta: 18:35:42, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9817, top1_acc: 0.7133, top5_acc: 0.9078, loss_cls: 1.0640, loss: 2.0457, grad_norm: 11.8633 2021-12-04 12:17:08,054 - mmaction - INFO - Epoch [102][1180/1345] lr: 1.000e-03, eta: 18:35:21, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0053, top1_acc: 0.6961, top5_acc: 0.8961, loss_cls: 1.1619, loss: 2.1672, grad_norm: 12.3663 2021-12-04 12:17:27,216 - mmaction - INFO - Epoch [102][1200/1345] lr: 1.000e-03, eta: 18:35:00, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 0.9665, top1_acc: 0.7289, top5_acc: 0.9031, loss_cls: 1.0518, loss: 2.0183, grad_norm: 11.6218 2021-12-04 12:17:46,395 - mmaction - INFO - Epoch [102][1220/1345] lr: 1.000e-03, eta: 18:34:38, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9652, top1_acc: 0.7297, top5_acc: 0.9031, loss_cls: 1.0477, loss: 2.0129, grad_norm: 12.0330 2021-12-04 12:18:05,568 - mmaction - INFO - Epoch [102][1240/1345] lr: 1.000e-03, eta: 18:34:17, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9890, top1_acc: 0.7164, top5_acc: 0.8977, loss_cls: 1.0928, loss: 2.0818, grad_norm: 12.0736 2021-12-04 12:18:24,745 - mmaction - INFO - Epoch [102][1260/1345] lr: 1.000e-03, eta: 18:33:55, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0238, top1_acc: 0.7023, top5_acc: 0.8938, loss_cls: 1.1733, loss: 2.1971, grad_norm: 12.6018 2021-12-04 12:18:43,915 - mmaction - INFO - Epoch [102][1280/1345] lr: 1.000e-03, eta: 18:33:34, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0130, top1_acc: 0.7188, top5_acc: 0.8953, loss_cls: 1.1237, loss: 2.1367, grad_norm: 12.0270 2021-12-04 12:19:03,070 - mmaction - INFO - Epoch [102][1300/1345] lr: 1.000e-03, eta: 18:33:13, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 0.9812, top1_acc: 0.7250, top5_acc: 0.8961, loss_cls: 1.0754, loss: 2.0566, grad_norm: 11.8204 2021-12-04 12:19:22,266 - mmaction - INFO - Epoch [102][1320/1345] lr: 1.000e-03, eta: 18:32:51, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9596, top1_acc: 0.7375, top5_acc: 0.9070, loss_cls: 1.0215, loss: 1.9811, grad_norm: 12.0396 2021-12-04 12:19:41,454 - mmaction - INFO - Epoch [102][1340/1345] lr: 1.000e-03, eta: 18:32:30, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9553, top1_acc: 0.7281, top5_acc: 0.9008, loss_cls: 1.0660, loss: 2.0213, grad_norm: 11.7676 2021-12-04 12:19:47,140 - mmaction - INFO - Saving checkpoint at 102 epochs 2021-12-04 12:21:53,184 - mmaction - INFO - Epoch [103][20/1345] lr: 1.000e-03, eta: 18:32:50, time: 6.174, data_time: 5.225, memory: 8232, loss_aux: 0.9827, top1_acc: 0.7312, top5_acc: 0.9094, loss_cls: 1.0460, loss: 2.0287, grad_norm: 11.7127 2021-12-04 12:22:12,291 - mmaction - INFO - Epoch [103][40/1345] lr: 1.000e-03, eta: 18:32:29, time: 0.955, data_time: 0.003, memory: 8232, loss_aux: 0.9793, top1_acc: 0.7438, top5_acc: 0.9070, loss_cls: 1.0250, loss: 2.0043, grad_norm: 11.3813 2021-12-04 12:22:31,373 - mmaction - INFO - Epoch [103][60/1345] lr: 1.000e-03, eta: 18:32:07, time: 0.954, data_time: 0.002, memory: 8232, loss_aux: 0.9864, top1_acc: 0.7258, top5_acc: 0.9102, loss_cls: 1.0340, loss: 2.0204, grad_norm: 11.5911 2021-12-04 12:22:50,514 - mmaction - INFO - Epoch [103][80/1345] lr: 1.000e-03, eta: 18:31:46, time: 0.957, data_time: 0.002, memory: 8232, loss_aux: 1.0027, top1_acc: 0.7242, top5_acc: 0.9016, loss_cls: 1.0753, loss: 2.0780, grad_norm: 11.8116 2021-12-04 12:23:09,666 - mmaction - INFO - Epoch [103][100/1345] lr: 1.000e-03, eta: 18:31:24, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 0.9933, top1_acc: 0.7078, top5_acc: 0.8906, loss_cls: 1.1102, loss: 2.1035, grad_norm: 12.1115 2021-12-04 12:23:28,792 - mmaction - INFO - Epoch [103][120/1345] lr: 1.000e-03, eta: 18:31:03, time: 0.956, data_time: 0.001, memory: 8232, loss_aux: 1.0124, top1_acc: 0.7266, top5_acc: 0.8945, loss_cls: 1.0985, loss: 2.1109, grad_norm: 12.1489 2021-12-04 12:23:47,968 - mmaction - INFO - Epoch [103][140/1345] lr: 1.000e-03, eta: 18:30:41, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0036, top1_acc: 0.7266, top5_acc: 0.8945, loss_cls: 1.1132, loss: 2.1169, grad_norm: 11.9889 2021-12-04 12:24:07,145 - mmaction - INFO - Epoch [103][160/1345] lr: 1.000e-03, eta: 18:30:20, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9964, top1_acc: 0.7383, top5_acc: 0.8961, loss_cls: 1.0673, loss: 2.0637, grad_norm: 12.0035 2021-12-04 12:24:26,298 - mmaction - INFO - Epoch [103][180/1345] lr: 1.000e-03, eta: 18:29:59, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 0.9690, top1_acc: 0.7211, top5_acc: 0.9047, loss_cls: 1.0441, loss: 2.0131, grad_norm: 12.1229 2021-12-04 12:24:45,471 - mmaction - INFO - Epoch [103][200/1345] lr: 1.000e-03, eta: 18:29:37, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0059, top1_acc: 0.7320, top5_acc: 0.8906, loss_cls: 1.1139, loss: 2.1198, grad_norm: 11.8310 2021-12-04 12:25:04,643 - mmaction - INFO - Epoch [103][220/1345] lr: 1.000e-03, eta: 18:29:16, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9545, top1_acc: 0.7578, top5_acc: 0.8945, loss_cls: 1.0127, loss: 1.9672, grad_norm: 11.6100 2021-12-04 12:25:23,825 - mmaction - INFO - Epoch [103][240/1345] lr: 1.000e-03, eta: 18:28:54, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0157, top1_acc: 0.7250, top5_acc: 0.8914, loss_cls: 1.0978, loss: 2.1135, grad_norm: 11.8949 2021-12-04 12:25:43,016 - mmaction - INFO - Epoch [103][260/1345] lr: 1.000e-03, eta: 18:28:33, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9697, top1_acc: 0.7516, top5_acc: 0.9125, loss_cls: 1.0046, loss: 1.9743, grad_norm: 11.6512 2021-12-04 12:26:02,170 - mmaction - INFO - Epoch [103][280/1345] lr: 1.000e-03, eta: 18:28:12, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 0.9643, top1_acc: 0.7352, top5_acc: 0.9156, loss_cls: 1.0153, loss: 1.9796, grad_norm: 11.8996 2021-12-04 12:26:21,355 - mmaction - INFO - Epoch [103][300/1345] lr: 1.000e-03, eta: 18:27:50, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9843, top1_acc: 0.7336, top5_acc: 0.8953, loss_cls: 1.0519, loss: 2.0363, grad_norm: 11.9650 2021-12-04 12:26:40,543 - mmaction - INFO - Epoch [103][320/1345] lr: 1.000e-03, eta: 18:27:29, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9253, top1_acc: 0.7414, top5_acc: 0.9047, loss_cls: 0.9772, loss: 1.9025, grad_norm: 11.3182 2021-12-04 12:26:59,715 - mmaction - INFO - Epoch [103][340/1345] lr: 1.000e-03, eta: 18:27:07, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9710, top1_acc: 0.7375, top5_acc: 0.9031, loss_cls: 1.0523, loss: 2.0233, grad_norm: 11.8907 2021-12-04 12:27:18,911 - mmaction - INFO - Epoch [103][360/1345] lr: 1.000e-03, eta: 18:26:46, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9595, top1_acc: 0.7375, top5_acc: 0.9125, loss_cls: 1.0249, loss: 1.9844, grad_norm: 11.6946 2021-12-04 12:27:38,097 - mmaction - INFO - Epoch [103][380/1345] lr: 1.000e-03, eta: 18:26:25, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9732, top1_acc: 0.7242, top5_acc: 0.9133, loss_cls: 1.0007, loss: 1.9740, grad_norm: 12.2417 2021-12-04 12:27:57,284 - mmaction - INFO - Epoch [103][400/1345] lr: 1.000e-03, eta: 18:26:03, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9882, top1_acc: 0.7289, top5_acc: 0.9016, loss_cls: 1.0846, loss: 2.0728, grad_norm: 12.5410 2021-12-04 12:28:16,438 - mmaction - INFO - Epoch [103][420/1345] lr: 1.000e-03, eta: 18:25:42, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.0115, top1_acc: 0.7141, top5_acc: 0.9000, loss_cls: 1.1139, loss: 2.1254, grad_norm: 12.4269 2021-12-04 12:28:35,608 - mmaction - INFO - Epoch [103][440/1345] lr: 1.000e-03, eta: 18:25:21, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 0.9473, top1_acc: 0.7305, top5_acc: 0.8992, loss_cls: 1.0547, loss: 2.0021, grad_norm: 11.9447 2021-12-04 12:28:54,786 - mmaction - INFO - Epoch [103][460/1345] lr: 1.000e-03, eta: 18:24:59, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9919, top1_acc: 0.7391, top5_acc: 0.9078, loss_cls: 1.0217, loss: 2.0135, grad_norm: 11.6201 2021-12-04 12:29:13,956 - mmaction - INFO - Epoch [103][480/1345] lr: 1.000e-03, eta: 18:24:38, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0039, top1_acc: 0.7109, top5_acc: 0.8828, loss_cls: 1.1246, loss: 2.1284, grad_norm: 12.0203 2021-12-04 12:29:33,141 - mmaction - INFO - Epoch [103][500/1345] lr: 1.000e-03, eta: 18:24:16, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9979, top1_acc: 0.7344, top5_acc: 0.9016, loss_cls: 1.0473, loss: 2.0452, grad_norm: 11.9355 2021-12-04 12:29:52,328 - mmaction - INFO - Epoch [103][520/1345] lr: 1.000e-03, eta: 18:23:55, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9603, top1_acc: 0.7336, top5_acc: 0.9094, loss_cls: 1.0011, loss: 1.9613, grad_norm: 11.8053 2021-12-04 12:30:11,547 - mmaction - INFO - Epoch [103][540/1345] lr: 1.000e-03, eta: 18:23:34, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0020, top1_acc: 0.7148, top5_acc: 0.9008, loss_cls: 1.1088, loss: 2.1108, grad_norm: 12.5288 2021-12-04 12:30:30,746 - mmaction - INFO - Epoch [103][560/1345] lr: 1.000e-03, eta: 18:23:12, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9599, top1_acc: 0.7305, top5_acc: 0.9039, loss_cls: 1.0382, loss: 1.9980, grad_norm: 11.5691 2021-12-04 12:30:49,924 - mmaction - INFO - Epoch [103][580/1345] lr: 1.000e-03, eta: 18:22:51, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9586, top1_acc: 0.7344, top5_acc: 0.9039, loss_cls: 1.0269, loss: 1.9855, grad_norm: 11.9315 2021-12-04 12:31:09,137 - mmaction - INFO - Epoch [103][600/1345] lr: 1.000e-03, eta: 18:22:29, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9931, top1_acc: 0.7352, top5_acc: 0.8984, loss_cls: 1.0732, loss: 2.0663, grad_norm: 11.8098 2021-12-04 12:31:28,357 - mmaction - INFO - Epoch [103][620/1345] lr: 1.000e-03, eta: 18:22:08, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9965, top1_acc: 0.7234, top5_acc: 0.9055, loss_cls: 1.0617, loss: 2.0582, grad_norm: 12.0821 2021-12-04 12:31:47,544 - mmaction - INFO - Epoch [103][640/1345] lr: 1.000e-03, eta: 18:21:47, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9835, top1_acc: 0.7336, top5_acc: 0.8922, loss_cls: 1.0501, loss: 2.0336, grad_norm: 11.4979 2021-12-04 12:32:06,755 - mmaction - INFO - Epoch [103][660/1345] lr: 1.000e-03, eta: 18:21:25, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0071, top1_acc: 0.7031, top5_acc: 0.8883, loss_cls: 1.1223, loss: 2.1294, grad_norm: 12.2127 2021-12-04 12:32:25,939 - mmaction - INFO - Epoch [103][680/1345] lr: 1.000e-03, eta: 18:21:04, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9876, top1_acc: 0.7273, top5_acc: 0.8992, loss_cls: 1.0859, loss: 2.0735, grad_norm: 12.5483 2021-12-04 12:32:45,145 - mmaction - INFO - Epoch [103][700/1345] lr: 1.000e-03, eta: 18:20:43, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0035, top1_acc: 0.7266, top5_acc: 0.9094, loss_cls: 1.0412, loss: 2.0447, grad_norm: 11.8070 2021-12-04 12:33:04,354 - mmaction - INFO - Epoch [103][720/1345] lr: 1.000e-03, eta: 18:20:21, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9765, top1_acc: 0.7445, top5_acc: 0.9008, loss_cls: 1.0213, loss: 1.9978, grad_norm: 11.7798 2021-12-04 12:33:23,554 - mmaction - INFO - Epoch [103][740/1345] lr: 1.000e-03, eta: 18:20:00, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9722, top1_acc: 0.7273, top5_acc: 0.9062, loss_cls: 1.0653, loss: 2.0375, grad_norm: 12.1172 2021-12-04 12:33:42,766 - mmaction - INFO - Epoch [103][760/1345] lr: 1.000e-03, eta: 18:19:39, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0269, top1_acc: 0.7141, top5_acc: 0.8969, loss_cls: 1.1203, loss: 2.1472, grad_norm: 12.4883 2021-12-04 12:34:01,977 - mmaction - INFO - Epoch [103][780/1345] lr: 1.000e-03, eta: 18:19:17, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9825, top1_acc: 0.7219, top5_acc: 0.8961, loss_cls: 1.0828, loss: 2.0653, grad_norm: 11.9878 2021-12-04 12:34:21,162 - mmaction - INFO - Epoch [103][800/1345] lr: 1.000e-03, eta: 18:18:56, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9650, top1_acc: 0.7367, top5_acc: 0.8984, loss_cls: 1.0484, loss: 2.0134, grad_norm: 12.0198 2021-12-04 12:34:40,355 - mmaction - INFO - Epoch [103][820/1345] lr: 1.000e-03, eta: 18:18:34, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9563, top1_acc: 0.7266, top5_acc: 0.9047, loss_cls: 1.0379, loss: 1.9942, grad_norm: 11.5091 2021-12-04 12:34:59,528 - mmaction - INFO - Epoch [103][840/1345] lr: 1.000e-03, eta: 18:18:13, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9485, top1_acc: 0.7352, top5_acc: 0.9055, loss_cls: 1.0392, loss: 1.9877, grad_norm: 11.7079 2021-12-04 12:35:18,731 - mmaction - INFO - Epoch [103][860/1345] lr: 1.000e-03, eta: 18:17:52, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9488, top1_acc: 0.7297, top5_acc: 0.8938, loss_cls: 1.0258, loss: 1.9746, grad_norm: 11.9633 2021-12-04 12:35:37,941 - mmaction - INFO - Epoch [103][880/1345] lr: 1.000e-03, eta: 18:17:30, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9687, top1_acc: 0.7352, top5_acc: 0.9070, loss_cls: 1.0305, loss: 1.9992, grad_norm: 11.6815 2021-12-04 12:35:57,190 - mmaction - INFO - Epoch [103][900/1345] lr: 1.000e-03, eta: 18:17:09, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9622, top1_acc: 0.7398, top5_acc: 0.8992, loss_cls: 1.0445, loss: 2.0067, grad_norm: 11.5791 2021-12-04 12:36:16,387 - mmaction - INFO - Epoch [103][920/1345] lr: 1.000e-03, eta: 18:16:48, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0152, top1_acc: 0.7320, top5_acc: 0.9055, loss_cls: 1.0636, loss: 2.0788, grad_norm: 12.1929 2021-12-04 12:36:35,599 - mmaction - INFO - Epoch [103][940/1345] lr: 1.000e-03, eta: 18:16:26, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0137, top1_acc: 0.7195, top5_acc: 0.8906, loss_cls: 1.1146, loss: 2.1283, grad_norm: 12.5830 2021-12-04 12:36:54,789 - mmaction - INFO - Epoch [103][960/1345] lr: 1.000e-03, eta: 18:16:05, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9970, top1_acc: 0.7383, top5_acc: 0.9070, loss_cls: 1.0614, loss: 2.0584, grad_norm: 11.7434 2021-12-04 12:37:13,976 - mmaction - INFO - Epoch [103][980/1345] lr: 1.000e-03, eta: 18:15:44, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9791, top1_acc: 0.7328, top5_acc: 0.8938, loss_cls: 1.0663, loss: 2.0454, grad_norm: 12.0333 2021-12-04 12:37:33,208 - mmaction - INFO - Epoch [103][1000/1345] lr: 1.000e-03, eta: 18:15:22, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9586, top1_acc: 0.7297, top5_acc: 0.9039, loss_cls: 1.0568, loss: 2.0154, grad_norm: 11.6853 2021-12-04 12:37:52,409 - mmaction - INFO - Epoch [103][1020/1345] lr: 1.000e-03, eta: 18:15:01, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9772, top1_acc: 0.7344, top5_acc: 0.9023, loss_cls: 1.0399, loss: 2.0171, grad_norm: 12.0504 2021-12-04 12:38:11,607 - mmaction - INFO - Epoch [103][1040/1345] lr: 1.000e-03, eta: 18:14:39, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9925, top1_acc: 0.7125, top5_acc: 0.9000, loss_cls: 1.0909, loss: 2.0835, grad_norm: 12.4170 2021-12-04 12:38:30,811 - mmaction - INFO - Epoch [103][1060/1345] lr: 1.000e-03, eta: 18:14:18, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9876, top1_acc: 0.7375, top5_acc: 0.8984, loss_cls: 1.0616, loss: 2.0493, grad_norm: 12.0593 2021-12-04 12:38:50,034 - mmaction - INFO - Epoch [103][1080/1345] lr: 1.000e-03, eta: 18:13:57, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9918, top1_acc: 0.7117, top5_acc: 0.8938, loss_cls: 1.1190, loss: 2.1107, grad_norm: 12.5223 2021-12-04 12:39:09,204 - mmaction - INFO - Epoch [103][1100/1345] lr: 1.000e-03, eta: 18:13:35, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9804, top1_acc: 0.7328, top5_acc: 0.8938, loss_cls: 1.0467, loss: 2.0271, grad_norm: 11.5433 2021-12-04 12:39:28,407 - mmaction - INFO - Epoch [103][1120/1345] lr: 1.000e-03, eta: 18:13:14, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0055, top1_acc: 0.7133, top5_acc: 0.8961, loss_cls: 1.1220, loss: 2.1276, grad_norm: 12.4626 2021-12-04 12:39:47,596 - mmaction - INFO - Epoch [103][1140/1345] lr: 1.000e-03, eta: 18:12:53, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0052, top1_acc: 0.7063, top5_acc: 0.8891, loss_cls: 1.1273, loss: 2.1325, grad_norm: 12.5473 2021-12-04 12:40:06,813 - mmaction - INFO - Epoch [103][1160/1345] lr: 1.000e-03, eta: 18:12:31, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9919, top1_acc: 0.7164, top5_acc: 0.8984, loss_cls: 1.1088, loss: 2.1007, grad_norm: 12.2409 2021-12-04 12:40:26,016 - mmaction - INFO - Epoch [103][1180/1345] lr: 1.000e-03, eta: 18:12:10, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0029, top1_acc: 0.7125, top5_acc: 0.8992, loss_cls: 1.1264, loss: 2.1293, grad_norm: 12.1180 2021-12-04 12:40:45,214 - mmaction - INFO - Epoch [103][1200/1345] lr: 1.000e-03, eta: 18:11:49, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0112, top1_acc: 0.7125, top5_acc: 0.8891, loss_cls: 1.1487, loss: 2.1600, grad_norm: 12.3625 2021-12-04 12:41:04,417 - mmaction - INFO - Epoch [103][1220/1345] lr: 1.000e-03, eta: 18:11:27, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0181, top1_acc: 0.7141, top5_acc: 0.8961, loss_cls: 1.1061, loss: 2.1242, grad_norm: 12.3011 2021-12-04 12:41:23,617 - mmaction - INFO - Epoch [103][1240/1345] lr: 1.000e-03, eta: 18:11:06, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9856, top1_acc: 0.7352, top5_acc: 0.9031, loss_cls: 1.0315, loss: 2.0171, grad_norm: 12.0240 2021-12-04 12:41:42,822 - mmaction - INFO - Epoch [103][1260/1345] lr: 1.000e-03, eta: 18:10:45, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9950, top1_acc: 0.7000, top5_acc: 0.8977, loss_cls: 1.1088, loss: 2.1038, grad_norm: 12.0020 2021-12-04 12:42:02,037 - mmaction - INFO - Epoch [103][1280/1345] lr: 1.000e-03, eta: 18:10:23, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9761, top1_acc: 0.7391, top5_acc: 0.9031, loss_cls: 1.0255, loss: 2.0016, grad_norm: 11.8063 2021-12-04 12:42:21,239 - mmaction - INFO - Epoch [103][1300/1345] lr: 1.000e-03, eta: 18:10:02, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9650, top1_acc: 0.7312, top5_acc: 0.9086, loss_cls: 1.0503, loss: 2.0153, grad_norm: 12.0062 2021-12-04 12:42:40,442 - mmaction - INFO - Epoch [103][1320/1345] lr: 1.000e-03, eta: 18:09:40, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9671, top1_acc: 0.7453, top5_acc: 0.8984, loss_cls: 1.0255, loss: 1.9926, grad_norm: 11.7318 2021-12-04 12:42:59,660 - mmaction - INFO - Epoch [103][1340/1345] lr: 1.000e-03, eta: 18:09:19, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0131, top1_acc: 0.7117, top5_acc: 0.8992, loss_cls: 1.0943, loss: 2.1074, grad_norm: 12.6843 2021-12-04 12:43:05,351 - mmaction - INFO - Saving checkpoint at 103 epochs 2021-12-04 12:45:11,914 - mmaction - INFO - Epoch [104][20/1345] lr: 1.000e-03, eta: 18:09:38, time: 6.235, data_time: 5.261, memory: 8232, loss_aux: 1.0228, top1_acc: 0.7188, top5_acc: 0.8898, loss_cls: 1.1528, loss: 2.1756, grad_norm: 12.2471 2021-12-04 12:45:31,002 - mmaction - INFO - Epoch [104][40/1345] lr: 1.000e-03, eta: 18:09:17, time: 0.954, data_time: 0.004, memory: 8232, loss_aux: 0.9810, top1_acc: 0.7289, top5_acc: 0.9125, loss_cls: 1.0486, loss: 2.0296, grad_norm: 11.9273 2021-12-04 12:45:50,076 - mmaction - INFO - Epoch [104][60/1345] lr: 1.000e-03, eta: 18:08:56, time: 0.954, data_time: 0.002, memory: 8232, loss_aux: 0.9582, top1_acc: 0.7484, top5_acc: 0.9125, loss_cls: 0.9959, loss: 1.9541, grad_norm: 11.5353 2021-12-04 12:46:09,175 - mmaction - INFO - Epoch [104][80/1345] lr: 1.000e-03, eta: 18:08:34, time: 0.955, data_time: 0.001, memory: 8232, loss_aux: 0.9918, top1_acc: 0.7195, top5_acc: 0.8953, loss_cls: 1.0968, loss: 2.0885, grad_norm: 12.6209 2021-12-04 12:46:28,316 - mmaction - INFO - Epoch [104][100/1345] lr: 1.000e-03, eta: 18:08:13, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 0.9900, top1_acc: 0.7242, top5_acc: 0.8930, loss_cls: 1.1047, loss: 2.0947, grad_norm: 11.8877 2021-12-04 12:46:47,474 - mmaction - INFO - Epoch [104][120/1345] lr: 1.000e-03, eta: 18:07:51, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 0.9651, top1_acc: 0.7383, top5_acc: 0.8992, loss_cls: 1.0382, loss: 2.0033, grad_norm: 11.4722 2021-12-04 12:47:06,607 - mmaction - INFO - Epoch [104][140/1345] lr: 1.000e-03, eta: 18:07:30, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 0.9868, top1_acc: 0.7172, top5_acc: 0.8984, loss_cls: 1.1040, loss: 2.0908, grad_norm: 12.3406 2021-12-04 12:47:25,726 - mmaction - INFO - Epoch [104][160/1345] lr: 1.000e-03, eta: 18:07:09, time: 0.956, data_time: 0.001, memory: 8232, loss_aux: 1.0146, top1_acc: 0.7125, top5_acc: 0.8906, loss_cls: 1.1136, loss: 2.1282, grad_norm: 12.2877 2021-12-04 12:47:44,895 - mmaction - INFO - Epoch [104][180/1345] lr: 1.000e-03, eta: 18:06:47, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 0.9988, top1_acc: 0.7312, top5_acc: 0.9117, loss_cls: 1.0409, loss: 2.0397, grad_norm: 12.0589 2021-12-04 12:48:04,041 - mmaction - INFO - Epoch [104][200/1345] lr: 1.000e-03, eta: 18:06:26, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 0.9955, top1_acc: 0.7227, top5_acc: 0.8945, loss_cls: 1.1171, loss: 2.1126, grad_norm: 12.2598 2021-12-04 12:48:23,233 - mmaction - INFO - Epoch [104][220/1345] lr: 1.000e-03, eta: 18:06:04, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9418, top1_acc: 0.7617, top5_acc: 0.9187, loss_cls: 0.9496, loss: 1.8914, grad_norm: 11.8015 2021-12-04 12:48:42,436 - mmaction - INFO - Epoch [104][240/1345] lr: 1.000e-03, eta: 18:05:43, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0228, top1_acc: 0.7148, top5_acc: 0.8805, loss_cls: 1.1507, loss: 2.1735, grad_norm: 12.5391 2021-12-04 12:49:01,630 - mmaction - INFO - Epoch [104][260/1345] lr: 1.000e-03, eta: 18:05:22, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9869, top1_acc: 0.7109, top5_acc: 0.8922, loss_cls: 1.1184, loss: 2.1053, grad_norm: 12.4491 2021-12-04 12:49:20,840 - mmaction - INFO - Epoch [104][280/1345] lr: 1.000e-03, eta: 18:05:00, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9640, top1_acc: 0.7383, top5_acc: 0.9086, loss_cls: 1.0347, loss: 1.9987, grad_norm: 12.0820 2021-12-04 12:49:40,006 - mmaction - INFO - Epoch [104][300/1345] lr: 1.000e-03, eta: 18:04:39, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 0.9668, top1_acc: 0.7477, top5_acc: 0.9000, loss_cls: 1.0320, loss: 1.9988, grad_norm: 11.7517 2021-12-04 12:49:59,207 - mmaction - INFO - Epoch [104][320/1345] lr: 1.000e-03, eta: 18:04:18, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9996, top1_acc: 0.7352, top5_acc: 0.9031, loss_cls: 1.0670, loss: 2.0666, grad_norm: 12.6916 2021-12-04 12:50:18,415 - mmaction - INFO - Epoch [104][340/1345] lr: 1.000e-03, eta: 18:03:56, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9990, top1_acc: 0.7289, top5_acc: 0.8898, loss_cls: 1.0955, loss: 2.0945, grad_norm: 11.9101 2021-12-04 12:50:37,613 - mmaction - INFO - Epoch [104][360/1345] lr: 1.000e-03, eta: 18:03:35, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9550, top1_acc: 0.7398, top5_acc: 0.9148, loss_cls: 0.9917, loss: 1.9467, grad_norm: 11.8714 2021-12-04 12:50:56,803 - mmaction - INFO - Epoch [104][380/1345] lr: 1.000e-03, eta: 18:03:13, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9821, top1_acc: 0.7406, top5_acc: 0.9234, loss_cls: 0.9739, loss: 1.9560, grad_norm: 11.9255 2021-12-04 12:51:16,006 - mmaction - INFO - Epoch [104][400/1345] lr: 1.000e-03, eta: 18:02:52, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0122, top1_acc: 0.7266, top5_acc: 0.8789, loss_cls: 1.1295, loss: 2.1418, grad_norm: 12.1330 2021-12-04 12:51:35,196 - mmaction - INFO - Epoch [104][420/1345] lr: 1.000e-03, eta: 18:02:31, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9537, top1_acc: 0.7258, top5_acc: 0.9125, loss_cls: 1.0358, loss: 1.9895, grad_norm: 12.1871 2021-12-04 12:51:54,407 - mmaction - INFO - Epoch [104][440/1345] lr: 1.000e-03, eta: 18:02:09, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9702, top1_acc: 0.7180, top5_acc: 0.9000, loss_cls: 1.0825, loss: 2.0528, grad_norm: 11.9665 2021-12-04 12:52:13,586 - mmaction - INFO - Epoch [104][460/1345] lr: 1.000e-03, eta: 18:01:48, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0059, top1_acc: 0.7234, top5_acc: 0.8898, loss_cls: 1.0955, loss: 2.1014, grad_norm: 12.0994 2021-12-04 12:52:32,782 - mmaction - INFO - Epoch [104][480/1345] lr: 1.000e-03, eta: 18:01:27, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9909, top1_acc: 0.7297, top5_acc: 0.9039, loss_cls: 1.0640, loss: 2.0548, grad_norm: 11.9824 2021-12-04 12:52:51,956 - mmaction - INFO - Epoch [104][500/1345] lr: 1.000e-03, eta: 18:01:05, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9790, top1_acc: 0.7133, top5_acc: 0.8812, loss_cls: 1.1284, loss: 2.1073, grad_norm: 12.3527 2021-12-04 12:53:11,163 - mmaction - INFO - Epoch [104][520/1345] lr: 1.000e-03, eta: 18:00:44, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9783, top1_acc: 0.7461, top5_acc: 0.9055, loss_cls: 1.0137, loss: 1.9921, grad_norm: 11.7210 2021-12-04 12:53:30,358 - mmaction - INFO - Epoch [104][540/1345] lr: 1.000e-03, eta: 18:00:23, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0105, top1_acc: 0.7164, top5_acc: 0.8922, loss_cls: 1.1133, loss: 2.1238, grad_norm: 12.1668 2021-12-04 12:53:49,545 - mmaction - INFO - Epoch [104][560/1345] lr: 1.000e-03, eta: 18:00:01, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9906, top1_acc: 0.7383, top5_acc: 0.9070, loss_cls: 1.0553, loss: 2.0459, grad_norm: 12.0547 2021-12-04 12:54:08,744 - mmaction - INFO - Epoch [104][580/1345] lr: 1.000e-03, eta: 17:59:40, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9563, top1_acc: 0.7422, top5_acc: 0.9117, loss_cls: 1.0380, loss: 1.9943, grad_norm: 12.0547 2021-12-04 12:54:27,945 - mmaction - INFO - Epoch [104][600/1345] lr: 1.000e-03, eta: 17:59:19, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9987, top1_acc: 0.7000, top5_acc: 0.8875, loss_cls: 1.1233, loss: 2.1220, grad_norm: 12.6145 2021-12-04 12:54:47,153 - mmaction - INFO - Epoch [104][620/1345] lr: 1.000e-03, eta: 17:58:57, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0095, top1_acc: 0.7211, top5_acc: 0.8891, loss_cls: 1.1045, loss: 2.1140, grad_norm: 12.2776 2021-12-04 12:55:06,374 - mmaction - INFO - Epoch [104][640/1345] lr: 1.000e-03, eta: 17:58:36, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9633, top1_acc: 0.7414, top5_acc: 0.9148, loss_cls: 1.0013, loss: 1.9647, grad_norm: 12.0589 2021-12-04 12:55:25,561 - mmaction - INFO - Epoch [104][660/1345] lr: 1.000e-03, eta: 17:58:14, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9591, top1_acc: 0.7492, top5_acc: 0.9102, loss_cls: 1.0084, loss: 1.9675, grad_norm: 11.9087 2021-12-04 12:55:44,769 - mmaction - INFO - Epoch [104][680/1345] lr: 1.000e-03, eta: 17:57:53, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0301, top1_acc: 0.7180, top5_acc: 0.8852, loss_cls: 1.1194, loss: 2.1495, grad_norm: 12.3207 2021-12-04 12:56:03,977 - mmaction - INFO - Epoch [104][700/1345] lr: 1.000e-03, eta: 17:57:32, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9571, top1_acc: 0.7375, top5_acc: 0.9078, loss_cls: 1.0207, loss: 1.9778, grad_norm: 12.0608 2021-12-04 12:56:23,171 - mmaction - INFO - Epoch [104][720/1345] lr: 1.000e-03, eta: 17:57:10, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0097, top1_acc: 0.7141, top5_acc: 0.8859, loss_cls: 1.1444, loss: 2.1541, grad_norm: 12.2114 2021-12-04 12:56:42,381 - mmaction - INFO - Epoch [104][740/1345] lr: 1.000e-03, eta: 17:56:49, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9863, top1_acc: 0.7188, top5_acc: 0.9055, loss_cls: 1.0715, loss: 2.0578, grad_norm: 12.2195 2021-12-04 12:57:01,565 - mmaction - INFO - Epoch [104][760/1345] lr: 1.000e-03, eta: 17:56:28, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9688, top1_acc: 0.7266, top5_acc: 0.8938, loss_cls: 1.0693, loss: 2.0381, grad_norm: 12.2583 2021-12-04 12:57:20,779 - mmaction - INFO - Epoch [104][780/1345] lr: 1.000e-03, eta: 17:56:06, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0036, top1_acc: 0.7031, top5_acc: 0.8969, loss_cls: 1.1349, loss: 2.1385, grad_norm: 12.6959 2021-12-04 12:57:39,964 - mmaction - INFO - Epoch [104][800/1345] lr: 1.000e-03, eta: 17:55:45, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0359, top1_acc: 0.7250, top5_acc: 0.8867, loss_cls: 1.1473, loss: 2.1832, grad_norm: 12.8346 2021-12-04 12:57:59,208 - mmaction - INFO - Epoch [104][820/1345] lr: 1.000e-03, eta: 17:55:24, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9336, top1_acc: 0.7523, top5_acc: 0.9133, loss_cls: 1.0094, loss: 1.9430, grad_norm: 12.2376 2021-12-04 12:58:18,417 - mmaction - INFO - Epoch [104][840/1345] lr: 1.000e-03, eta: 17:55:02, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9686, top1_acc: 0.7305, top5_acc: 0.8969, loss_cls: 1.0402, loss: 2.0089, grad_norm: 11.9483 2021-12-04 12:58:37,629 - mmaction - INFO - Epoch [104][860/1345] lr: 1.000e-03, eta: 17:54:41, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9564, top1_acc: 0.7453, top5_acc: 0.9062, loss_cls: 1.0166, loss: 1.9731, grad_norm: 12.1977 2021-12-04 12:58:56,817 - mmaction - INFO - Epoch [104][880/1345] lr: 1.000e-03, eta: 17:54:20, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0057, top1_acc: 0.7156, top5_acc: 0.8867, loss_cls: 1.1066, loss: 2.1123, grad_norm: 12.4531 2021-12-04 12:59:16,048 - mmaction - INFO - Epoch [104][900/1345] lr: 1.000e-03, eta: 17:53:58, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9914, top1_acc: 0.7211, top5_acc: 0.8891, loss_cls: 1.1152, loss: 2.1066, grad_norm: 12.3154 2021-12-04 12:59:35,254 - mmaction - INFO - Epoch [104][920/1345] lr: 1.000e-03, eta: 17:53:37, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9985, top1_acc: 0.7125, top5_acc: 0.8930, loss_cls: 1.1282, loss: 2.1268, grad_norm: 12.3609 2021-12-04 12:59:54,476 - mmaction - INFO - Epoch [104][940/1345] lr: 1.000e-03, eta: 17:53:16, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9887, top1_acc: 0.7078, top5_acc: 0.8938, loss_cls: 1.0886, loss: 2.0773, grad_norm: 12.1036 2021-12-04 13:00:13,716 - mmaction - INFO - Epoch [104][960/1345] lr: 1.000e-03, eta: 17:52:54, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0188, top1_acc: 0.7180, top5_acc: 0.8867, loss_cls: 1.1335, loss: 2.1523, grad_norm: 12.7274 2021-12-04 13:00:32,924 - mmaction - INFO - Epoch [104][980/1345] lr: 1.000e-03, eta: 17:52:33, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9859, top1_acc: 0.7125, top5_acc: 0.9023, loss_cls: 1.0876, loss: 2.0735, grad_norm: 12.3755 2021-12-04 13:00:52,130 - mmaction - INFO - Epoch [104][1000/1345] lr: 1.000e-03, eta: 17:52:12, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9586, top1_acc: 0.7438, top5_acc: 0.9023, loss_cls: 1.0080, loss: 1.9665, grad_norm: 11.7869 2021-12-04 13:01:11,368 - mmaction - INFO - Epoch [104][1020/1345] lr: 1.000e-03, eta: 17:51:50, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9969, top1_acc: 0.7305, top5_acc: 0.8922, loss_cls: 1.0985, loss: 2.0954, grad_norm: 12.2154 2021-12-04 13:01:30,597 - mmaction - INFO - Epoch [104][1040/1345] lr: 1.000e-03, eta: 17:51:29, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9838, top1_acc: 0.7320, top5_acc: 0.9203, loss_cls: 1.0337, loss: 2.0175, grad_norm: 12.1375 2021-12-04 13:01:49,800 - mmaction - INFO - Epoch [104][1060/1345] lr: 1.000e-03, eta: 17:51:08, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0099, top1_acc: 0.7312, top5_acc: 0.8875, loss_cls: 1.1195, loss: 2.1295, grad_norm: 12.3127 2021-12-04 13:02:09,011 - mmaction - INFO - Epoch [104][1080/1345] lr: 1.000e-03, eta: 17:50:46, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9849, top1_acc: 0.7297, top5_acc: 0.8969, loss_cls: 1.0646, loss: 2.0495, grad_norm: 12.0531 2021-12-04 13:02:28,215 - mmaction - INFO - Epoch [104][1100/1345] lr: 1.000e-03, eta: 17:50:25, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9548, top1_acc: 0.7508, top5_acc: 0.9195, loss_cls: 0.9732, loss: 1.9280, grad_norm: 11.9389 2021-12-04 13:02:47,402 - mmaction - INFO - Epoch [104][1120/1345] lr: 1.000e-03, eta: 17:50:04, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9821, top1_acc: 0.7180, top5_acc: 0.8961, loss_cls: 1.0783, loss: 2.0603, grad_norm: 12.1459 2021-12-04 13:03:06,616 - mmaction - INFO - Epoch [104][1140/1345] lr: 1.000e-03, eta: 17:49:42, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9926, top1_acc: 0.7195, top5_acc: 0.9062, loss_cls: 1.0986, loss: 2.0912, grad_norm: 12.2567 2021-12-04 13:03:25,823 - mmaction - INFO - Epoch [104][1160/1345] lr: 1.000e-03, eta: 17:49:21, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0394, top1_acc: 0.7109, top5_acc: 0.8977, loss_cls: 1.0891, loss: 2.1284, grad_norm: 12.1612 2021-12-04 13:03:45,043 - mmaction - INFO - Epoch [104][1180/1345] lr: 1.000e-03, eta: 17:49:00, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9704, top1_acc: 0.7180, top5_acc: 0.9125, loss_cls: 1.0701, loss: 2.0405, grad_norm: 12.2038 2021-12-04 13:04:04,270 - mmaction - INFO - Epoch [104][1200/1345] lr: 1.000e-03, eta: 17:48:38, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0098, top1_acc: 0.7398, top5_acc: 0.9000, loss_cls: 1.0771, loss: 2.0869, grad_norm: 11.8737 2021-12-04 13:04:23,474 - mmaction - INFO - Epoch [104][1220/1345] lr: 1.000e-03, eta: 17:48:17, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9921, top1_acc: 0.7117, top5_acc: 0.9008, loss_cls: 1.1359, loss: 2.1280, grad_norm: 12.2572 2021-12-04 13:04:42,705 - mmaction - INFO - Epoch [104][1240/1345] lr: 1.000e-03, eta: 17:47:56, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0101, top1_acc: 0.7102, top5_acc: 0.8883, loss_cls: 1.1392, loss: 2.1493, grad_norm: 12.3100 2021-12-04 13:05:01,919 - mmaction - INFO - Epoch [104][1260/1345] lr: 1.000e-03, eta: 17:47:34, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9803, top1_acc: 0.7422, top5_acc: 0.9078, loss_cls: 1.0285, loss: 2.0088, grad_norm: 11.9451 2021-12-04 13:05:21,123 - mmaction - INFO - Epoch [104][1280/1345] lr: 1.000e-03, eta: 17:47:13, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0111, top1_acc: 0.7344, top5_acc: 0.8945, loss_cls: 1.0699, loss: 2.0810, grad_norm: 12.3133 2021-12-04 13:05:40,334 - mmaction - INFO - Epoch [104][1300/1345] lr: 1.000e-03, eta: 17:46:52, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9999, top1_acc: 0.7320, top5_acc: 0.9109, loss_cls: 1.0431, loss: 2.0429, grad_norm: 12.6377 2021-12-04 13:05:59,539 - mmaction - INFO - Epoch [104][1320/1345] lr: 1.000e-03, eta: 17:46:30, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0015, top1_acc: 0.7422, top5_acc: 0.8938, loss_cls: 1.0875, loss: 2.0890, grad_norm: 12.7486 2021-12-04 13:06:18,768 - mmaction - INFO - Epoch [104][1340/1345] lr: 1.000e-03, eta: 17:46:09, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9766, top1_acc: 0.7172, top5_acc: 0.9055, loss_cls: 1.0585, loss: 2.0351, grad_norm: 12.4667 2021-12-04 13:06:24,498 - mmaction - INFO - Saving checkpoint at 104 epochs 2021-12-04 13:08:30,990 - mmaction - INFO - Epoch [105][20/1345] lr: 1.000e-03, eta: 17:46:27, time: 6.259, data_time: 5.282, memory: 8232, loss_aux: 0.9608, top1_acc: 0.7430, top5_acc: 0.9062, loss_cls: 1.0210, loss: 1.9818, grad_norm: 11.8833 2021-12-04 13:08:50,071 - mmaction - INFO - Epoch [105][40/1345] lr: 1.000e-03, eta: 17:46:06, time: 0.954, data_time: 0.003, memory: 8232, loss_aux: 0.9807, top1_acc: 0.7188, top5_acc: 0.9039, loss_cls: 1.0550, loss: 2.0356, grad_norm: 12.2919 2021-12-04 13:09:09,157 - mmaction - INFO - Epoch [105][60/1345] lr: 1.000e-03, eta: 17:45:44, time: 0.954, data_time: 0.001, memory: 8232, loss_aux: 0.9640, top1_acc: 0.7242, top5_acc: 0.9039, loss_cls: 1.0317, loss: 1.9957, grad_norm: 11.9264 2021-12-04 13:09:28,281 - mmaction - INFO - Epoch [105][80/1345] lr: 1.000e-03, eta: 17:45:23, time: 0.956, data_time: 0.002, memory: 8232, loss_aux: 0.9753, top1_acc: 0.7258, top5_acc: 0.9078, loss_cls: 1.0354, loss: 2.0107, grad_norm: 12.3981 2021-12-04 13:09:47,417 - mmaction - INFO - Epoch [105][100/1345] lr: 1.000e-03, eta: 17:45:02, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 0.9726, top1_acc: 0.7438, top5_acc: 0.9102, loss_cls: 1.0054, loss: 1.9780, grad_norm: 12.0244 2021-12-04 13:10:06,586 - mmaction - INFO - Epoch [105][120/1345] lr: 1.000e-03, eta: 17:44:40, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9493, top1_acc: 0.7547, top5_acc: 0.9094, loss_cls: 0.9821, loss: 1.9314, grad_norm: 11.8760 2021-12-04 13:10:25,765 - mmaction - INFO - Epoch [105][140/1345] lr: 1.000e-03, eta: 17:44:19, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9967, top1_acc: 0.7367, top5_acc: 0.9055, loss_cls: 1.0427, loss: 2.0394, grad_norm: 12.2373 2021-12-04 13:10:44,937 - mmaction - INFO - Epoch [105][160/1345] lr: 1.000e-03, eta: 17:43:58, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9639, top1_acc: 0.7383, top5_acc: 0.9070, loss_cls: 1.0266, loss: 1.9904, grad_norm: 11.9881 2021-12-04 13:11:04,136 - mmaction - INFO - Epoch [105][180/1345] lr: 1.000e-03, eta: 17:43:36, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9841, top1_acc: 0.7289, top5_acc: 0.9062, loss_cls: 1.0393, loss: 2.0235, grad_norm: 12.1125 2021-12-04 13:11:23,288 - mmaction - INFO - Epoch [105][200/1345] lr: 1.000e-03, eta: 17:43:15, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.0157, top1_acc: 0.7227, top5_acc: 0.9016, loss_cls: 1.0803, loss: 2.0960, grad_norm: 12.1695 2021-12-04 13:11:42,472 - mmaction - INFO - Epoch [105][220/1345] lr: 1.000e-03, eta: 17:42:53, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9538, top1_acc: 0.7242, top5_acc: 0.9039, loss_cls: 1.0617, loss: 2.0155, grad_norm: 12.2989 2021-12-04 13:12:01,650 - mmaction - INFO - Epoch [105][240/1345] lr: 1.000e-03, eta: 17:42:32, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9844, top1_acc: 0.7406, top5_acc: 0.9070, loss_cls: 1.0311, loss: 2.0154, grad_norm: 12.0856 2021-12-04 13:12:20,849 - mmaction - INFO - Epoch [105][260/1345] lr: 1.000e-03, eta: 17:42:11, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9464, top1_acc: 0.7461, top5_acc: 0.9055, loss_cls: 0.9865, loss: 1.9328, grad_norm: 11.6517 2021-12-04 13:12:40,045 - mmaction - INFO - Epoch [105][280/1345] lr: 1.000e-03, eta: 17:41:49, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9571, top1_acc: 0.7320, top5_acc: 0.8977, loss_cls: 1.0247, loss: 1.9818, grad_norm: 11.8011 2021-12-04 13:12:59,230 - mmaction - INFO - Epoch [105][300/1345] lr: 1.000e-03, eta: 17:41:28, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9809, top1_acc: 0.7477, top5_acc: 0.9062, loss_cls: 1.0027, loss: 1.9836, grad_norm: 11.8584 2021-12-04 13:13:18,427 - mmaction - INFO - Epoch [105][320/1345] lr: 1.000e-03, eta: 17:41:07, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9424, top1_acc: 0.7586, top5_acc: 0.9219, loss_cls: 0.9484, loss: 1.8908, grad_norm: 12.1161 2021-12-04 13:13:37,624 - mmaction - INFO - Epoch [105][340/1345] lr: 1.000e-03, eta: 17:40:45, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9873, top1_acc: 0.7406, top5_acc: 0.9039, loss_cls: 1.0295, loss: 2.0168, grad_norm: 12.0710 2021-12-04 13:13:56,795 - mmaction - INFO - Epoch [105][360/1345] lr: 1.000e-03, eta: 17:40:24, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 0.9488, top1_acc: 0.7336, top5_acc: 0.9141, loss_cls: 1.0206, loss: 1.9694, grad_norm: 12.5170 2021-12-04 13:14:15,987 - mmaction - INFO - Epoch [105][380/1345] lr: 1.000e-03, eta: 17:40:03, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9708, top1_acc: 0.7430, top5_acc: 0.9086, loss_cls: 1.0215, loss: 1.9923, grad_norm: 12.4820 2021-12-04 13:14:35,153 - mmaction - INFO - Epoch [105][400/1345] lr: 1.000e-03, eta: 17:39:41, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 0.9780, top1_acc: 0.7305, top5_acc: 0.9047, loss_cls: 1.0604, loss: 2.0384, grad_norm: 12.2211 2021-12-04 13:14:54,363 - mmaction - INFO - Epoch [105][420/1345] lr: 1.000e-03, eta: 17:39:20, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9805, top1_acc: 0.7266, top5_acc: 0.9008, loss_cls: 1.0444, loss: 2.0249, grad_norm: 12.1377 2021-12-04 13:15:13,577 - mmaction - INFO - Epoch [105][440/1345] lr: 1.000e-03, eta: 17:38:59, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9819, top1_acc: 0.7516, top5_acc: 0.9062, loss_cls: 0.9993, loss: 1.9811, grad_norm: 12.1528 2021-12-04 13:15:32,786 - mmaction - INFO - Epoch [105][460/1345] lr: 1.000e-03, eta: 17:38:37, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0047, top1_acc: 0.7188, top5_acc: 0.9047, loss_cls: 1.0940, loss: 2.0987, grad_norm: 12.3738 2021-12-04 13:15:51,986 - mmaction - INFO - Epoch [105][480/1345] lr: 1.000e-03, eta: 17:38:16, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9938, top1_acc: 0.7344, top5_acc: 0.9047, loss_cls: 1.0394, loss: 2.0332, grad_norm: 12.3091 2021-12-04 13:16:11,180 - mmaction - INFO - Epoch [105][500/1345] lr: 1.000e-03, eta: 17:37:55, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9460, top1_acc: 0.7297, top5_acc: 0.9141, loss_cls: 1.0382, loss: 1.9841, grad_norm: 12.4677 2021-12-04 13:16:30,395 - mmaction - INFO - Epoch [105][520/1345] lr: 1.000e-03, eta: 17:37:33, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9612, top1_acc: 0.7281, top5_acc: 0.9047, loss_cls: 1.0502, loss: 2.0114, grad_norm: 12.3717 2021-12-04 13:16:49,558 - mmaction - INFO - Epoch [105][540/1345] lr: 1.000e-03, eta: 17:37:12, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 0.9750, top1_acc: 0.7414, top5_acc: 0.9039, loss_cls: 1.0579, loss: 2.0329, grad_norm: 12.2240 2021-12-04 13:17:08,751 - mmaction - INFO - Epoch [105][560/1345] lr: 1.000e-03, eta: 17:36:51, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9514, top1_acc: 0.7445, top5_acc: 0.9062, loss_cls: 1.0248, loss: 1.9761, grad_norm: 12.0510 2021-12-04 13:17:27,974 - mmaction - INFO - Epoch [105][580/1345] lr: 1.000e-03, eta: 17:36:29, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9395, top1_acc: 0.7422, top5_acc: 0.9094, loss_cls: 0.9909, loss: 1.9304, grad_norm: 12.2135 2021-12-04 13:17:47,142 - mmaction - INFO - Epoch [105][600/1345] lr: 1.000e-03, eta: 17:36:08, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 0.9488, top1_acc: 0.7445, top5_acc: 0.8977, loss_cls: 1.0325, loss: 1.9813, grad_norm: 12.1131 2021-12-04 13:18:06,336 - mmaction - INFO - Epoch [105][620/1345] lr: 1.000e-03, eta: 17:35:47, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9822, top1_acc: 0.7484, top5_acc: 0.9031, loss_cls: 1.0105, loss: 1.9927, grad_norm: 12.0985 2021-12-04 13:18:25,518 - mmaction - INFO - Epoch [105][640/1345] lr: 1.000e-03, eta: 17:35:25, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9787, top1_acc: 0.7539, top5_acc: 0.9094, loss_cls: 1.0041, loss: 1.9829, grad_norm: 12.0164 2021-12-04 13:18:44,692 - mmaction - INFO - Epoch [105][660/1345] lr: 1.000e-03, eta: 17:35:04, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9865, top1_acc: 0.7273, top5_acc: 0.9078, loss_cls: 1.0454, loss: 2.0319, grad_norm: 12.6050 2021-12-04 13:19:03,924 - mmaction - INFO - Epoch [105][680/1345] lr: 1.000e-03, eta: 17:34:43, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0058, top1_acc: 0.7164, top5_acc: 0.8922, loss_cls: 1.1161, loss: 2.1219, grad_norm: 12.6223 2021-12-04 13:19:23,115 - mmaction - INFO - Epoch [105][700/1345] lr: 1.000e-03, eta: 17:34:21, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0049, top1_acc: 0.7227, top5_acc: 0.8953, loss_cls: 1.0765, loss: 2.0814, grad_norm: 12.4241 2021-12-04 13:19:42,299 - mmaction - INFO - Epoch [105][720/1345] lr: 1.000e-03, eta: 17:34:00, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9821, top1_acc: 0.7352, top5_acc: 0.9016, loss_cls: 1.0413, loss: 2.0234, grad_norm: 12.2612 2021-12-04 13:20:01,472 - mmaction - INFO - Epoch [105][740/1345] lr: 1.000e-03, eta: 17:33:39, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9918, top1_acc: 0.7406, top5_acc: 0.9086, loss_cls: 1.0106, loss: 2.0024, grad_norm: 12.4169 2021-12-04 13:20:20,688 - mmaction - INFO - Epoch [105][760/1345] lr: 1.000e-03, eta: 17:33:17, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9962, top1_acc: 0.7188, top5_acc: 0.8898, loss_cls: 1.0925, loss: 2.0888, grad_norm: 12.5782 2021-12-04 13:20:39,885 - mmaction - INFO - Epoch [105][780/1345] lr: 1.000e-03, eta: 17:32:56, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9939, top1_acc: 0.7102, top5_acc: 0.8992, loss_cls: 1.0714, loss: 2.0653, grad_norm: 12.8267 2021-12-04 13:20:59,075 - mmaction - INFO - Epoch [105][800/1345] lr: 1.000e-03, eta: 17:32:35, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9871, top1_acc: 0.7219, top5_acc: 0.8883, loss_cls: 1.0864, loss: 2.0734, grad_norm: 12.6475 2021-12-04 13:21:18,263 - mmaction - INFO - Epoch [105][820/1345] lr: 1.000e-03, eta: 17:32:13, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9985, top1_acc: 0.7148, top5_acc: 0.9047, loss_cls: 1.0935, loss: 2.0920, grad_norm: 12.7451 2021-12-04 13:21:37,462 - mmaction - INFO - Epoch [105][840/1345] lr: 1.000e-03, eta: 17:31:52, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9969, top1_acc: 0.7234, top5_acc: 0.9000, loss_cls: 1.0861, loss: 2.0830, grad_norm: 12.1766 2021-12-04 13:21:56,659 - mmaction - INFO - Epoch [105][860/1345] lr: 1.000e-03, eta: 17:31:31, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0004, top1_acc: 0.7023, top5_acc: 0.8875, loss_cls: 1.1106, loss: 2.1110, grad_norm: 12.8723 2021-12-04 13:22:15,872 - mmaction - INFO - Epoch [105][880/1345] lr: 1.000e-03, eta: 17:31:09, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0230, top1_acc: 0.7250, top5_acc: 0.8898, loss_cls: 1.0886, loss: 2.1117, grad_norm: 12.3055 2021-12-04 13:22:35,084 - mmaction - INFO - Epoch [105][900/1345] lr: 1.000e-03, eta: 17:30:48, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9699, top1_acc: 0.7203, top5_acc: 0.8867, loss_cls: 1.1024, loss: 2.0723, grad_norm: 12.4141 2021-12-04 13:22:54,279 - mmaction - INFO - Epoch [105][920/1345] lr: 1.000e-03, eta: 17:30:27, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9653, top1_acc: 0.7344, top5_acc: 0.9086, loss_cls: 0.9981, loss: 1.9635, grad_norm: 12.0008 2021-12-04 13:23:13,474 - mmaction - INFO - Epoch [105][940/1345] lr: 1.000e-03, eta: 17:30:05, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9776, top1_acc: 0.7375, top5_acc: 0.9078, loss_cls: 1.0527, loss: 2.0304, grad_norm: 12.3671 2021-12-04 13:23:32,663 - mmaction - INFO - Epoch [105][960/1345] lr: 1.000e-03, eta: 17:29:44, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0145, top1_acc: 0.6937, top5_acc: 0.8922, loss_cls: 1.1514, loss: 2.1659, grad_norm: 13.0431 2021-12-04 13:23:51,866 - mmaction - INFO - Epoch [105][980/1345] lr: 1.000e-03, eta: 17:29:23, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9978, top1_acc: 0.7414, top5_acc: 0.9086, loss_cls: 1.0544, loss: 2.0522, grad_norm: 12.7225 2021-12-04 13:24:11,053 - mmaction - INFO - Epoch [105][1000/1345] lr: 1.000e-03, eta: 17:29:01, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9546, top1_acc: 0.7359, top5_acc: 0.9047, loss_cls: 1.0316, loss: 1.9862, grad_norm: 12.0546 2021-12-04 13:24:30,240 - mmaction - INFO - Epoch [105][1020/1345] lr: 1.000e-03, eta: 17:28:40, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9949, top1_acc: 0.7188, top5_acc: 0.9117, loss_cls: 1.0498, loss: 2.0448, grad_norm: 12.5941 2021-12-04 13:24:49,465 - mmaction - INFO - Epoch [105][1040/1345] lr: 1.000e-03, eta: 17:28:19, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9617, top1_acc: 0.7352, top5_acc: 0.9094, loss_cls: 1.0384, loss: 2.0001, grad_norm: 12.5928 2021-12-04 13:25:08,671 - mmaction - INFO - Epoch [105][1060/1345] lr: 1.000e-03, eta: 17:27:57, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0085, top1_acc: 0.7125, top5_acc: 0.9023, loss_cls: 1.0853, loss: 2.0937, grad_norm: 12.6638 2021-12-04 13:25:27,864 - mmaction - INFO - Epoch [105][1080/1345] lr: 1.000e-03, eta: 17:27:36, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9562, top1_acc: 0.7508, top5_acc: 0.9164, loss_cls: 0.9952, loss: 1.9514, grad_norm: 12.2774 2021-12-04 13:25:47,055 - mmaction - INFO - Epoch [105][1100/1345] lr: 1.000e-03, eta: 17:27:15, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9853, top1_acc: 0.7164, top5_acc: 0.9102, loss_cls: 1.0657, loss: 2.0510, grad_norm: 12.4039 2021-12-04 13:26:06,234 - mmaction - INFO - Epoch [105][1120/1345] lr: 1.000e-03, eta: 17:26:53, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9688, top1_acc: 0.7422, top5_acc: 0.9102, loss_cls: 1.0367, loss: 2.0055, grad_norm: 12.2533 2021-12-04 13:26:25,427 - mmaction - INFO - Epoch [105][1140/1345] lr: 1.000e-03, eta: 17:26:32, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9996, top1_acc: 0.7266, top5_acc: 0.8938, loss_cls: 1.0900, loss: 2.0896, grad_norm: 12.6940 2021-12-04 13:26:44,638 - mmaction - INFO - Epoch [105][1160/1345] lr: 1.000e-03, eta: 17:26:11, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0160, top1_acc: 0.7195, top5_acc: 0.9000, loss_cls: 1.0956, loss: 2.1116, grad_norm: 12.8239 2021-12-04 13:27:03,861 - mmaction - INFO - Epoch [105][1180/1345] lr: 1.000e-03, eta: 17:25:50, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9738, top1_acc: 0.7133, top5_acc: 0.8945, loss_cls: 1.0803, loss: 2.0541, grad_norm: 12.7582 2021-12-04 13:27:23,071 - mmaction - INFO - Epoch [105][1200/1345] lr: 1.000e-03, eta: 17:25:28, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0142, top1_acc: 0.7352, top5_acc: 0.8984, loss_cls: 1.1322, loss: 2.1464, grad_norm: 12.8784 2021-12-04 13:27:42,243 - mmaction - INFO - Epoch [105][1220/1345] lr: 1.000e-03, eta: 17:25:07, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9962, top1_acc: 0.7320, top5_acc: 0.9000, loss_cls: 1.0934, loss: 2.0896, grad_norm: 12.7599 2021-12-04 13:28:01,457 - mmaction - INFO - Epoch [105][1240/1345] lr: 1.000e-03, eta: 17:24:46, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9994, top1_acc: 0.7109, top5_acc: 0.8922, loss_cls: 1.1018, loss: 2.1012, grad_norm: 12.6236 2021-12-04 13:28:20,665 - mmaction - INFO - Epoch [105][1260/1345] lr: 1.000e-03, eta: 17:24:24, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9821, top1_acc: 0.7063, top5_acc: 0.8938, loss_cls: 1.0941, loss: 2.0762, grad_norm: 12.4554 2021-12-04 13:28:39,877 - mmaction - INFO - Epoch [105][1280/1345] lr: 1.000e-03, eta: 17:24:03, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9640, top1_acc: 0.7430, top5_acc: 0.9039, loss_cls: 1.0322, loss: 1.9962, grad_norm: 11.9809 2021-12-04 13:28:59,071 - mmaction - INFO - Epoch [105][1300/1345] lr: 1.000e-03, eta: 17:23:42, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9847, top1_acc: 0.7031, top5_acc: 0.8820, loss_cls: 1.1317, loss: 2.1163, grad_norm: 12.5975 2021-12-04 13:29:18,254 - mmaction - INFO - Epoch [105][1320/1345] lr: 1.000e-03, eta: 17:23:20, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9941, top1_acc: 0.7453, top5_acc: 0.9023, loss_cls: 1.0505, loss: 2.0446, grad_norm: 12.4102 2021-12-04 13:29:37,472 - mmaction - INFO - Epoch [105][1340/1345] lr: 1.000e-03, eta: 17:22:59, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9862, top1_acc: 0.7438, top5_acc: 0.8992, loss_cls: 1.0434, loss: 2.0297, grad_norm: 12.2544 2021-12-04 13:29:42,987 - mmaction - INFO - Saving checkpoint at 105 epochs 2021-12-04 13:31:50,039 - mmaction - INFO - Epoch [106][20/1345] lr: 1.000e-03, eta: 17:23:15, time: 6.224, data_time: 5.256, memory: 8232, loss_aux: 0.9687, top1_acc: 0.7438, top5_acc: 0.9031, loss_cls: 1.0271, loss: 1.9958, grad_norm: 12.1859 2021-12-04 13:32:09,161 - mmaction - INFO - Epoch [106][40/1345] lr: 1.000e-03, eta: 17:22:54, time: 0.956, data_time: 0.003, memory: 8232, loss_aux: 0.9718, top1_acc: 0.7484, top5_acc: 0.9023, loss_cls: 1.0193, loss: 1.9911, grad_norm: 12.1130 2021-12-04 13:32:28,234 - mmaction - INFO - Epoch [106][60/1345] lr: 1.000e-03, eta: 17:22:33, time: 0.954, data_time: 0.002, memory: 8232, loss_aux: 0.9683, top1_acc: 0.7477, top5_acc: 0.9141, loss_cls: 0.9974, loss: 1.9657, grad_norm: 12.0741 2021-12-04 13:32:47,375 - mmaction - INFO - Epoch [106][80/1345] lr: 1.000e-03, eta: 17:22:11, time: 0.957, data_time: 0.002, memory: 8232, loss_aux: 0.9854, top1_acc: 0.7414, top5_acc: 0.9000, loss_cls: 1.0341, loss: 2.0194, grad_norm: 12.0336 2021-12-04 13:33:06,521 - mmaction - INFO - Epoch [106][100/1345] lr: 1.000e-03, eta: 17:21:50, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 0.9341, top1_acc: 0.7430, top5_acc: 0.9156, loss_cls: 0.9716, loss: 1.9057, grad_norm: 12.1503 2021-12-04 13:33:25,679 - mmaction - INFO - Epoch [106][120/1345] lr: 1.000e-03, eta: 17:21:29, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 0.9332, top1_acc: 0.7523, top5_acc: 0.9133, loss_cls: 0.9691, loss: 1.9023, grad_norm: 11.7426 2021-12-04 13:33:44,848 - mmaction - INFO - Epoch [106][140/1345] lr: 1.000e-03, eta: 17:21:07, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 0.9995, top1_acc: 0.7406, top5_acc: 0.9086, loss_cls: 1.0346, loss: 2.0341, grad_norm: 12.4973 2021-12-04 13:34:03,996 - mmaction - INFO - Epoch [106][160/1345] lr: 1.000e-03, eta: 17:20:46, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 0.9866, top1_acc: 0.7398, top5_acc: 0.8969, loss_cls: 1.0349, loss: 2.0214, grad_norm: 12.0471 2021-12-04 13:34:23,220 - mmaction - INFO - Epoch [106][180/1345] lr: 1.000e-03, eta: 17:20:25, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9707, top1_acc: 0.7359, top5_acc: 0.9031, loss_cls: 1.0487, loss: 2.0193, grad_norm: 12.6085 2021-12-04 13:34:42,428 - mmaction - INFO - Epoch [106][200/1345] lr: 1.000e-03, eta: 17:20:03, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9212, top1_acc: 0.7492, top5_acc: 0.9023, loss_cls: 0.9806, loss: 1.9018, grad_norm: 12.0338 2021-12-04 13:35:01,648 - mmaction - INFO - Epoch [106][220/1345] lr: 1.000e-03, eta: 17:19:42, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9327, top1_acc: 0.7406, top5_acc: 0.9023, loss_cls: 1.0123, loss: 1.9450, grad_norm: 12.3612 2021-12-04 13:35:20,834 - mmaction - INFO - Epoch [106][240/1345] lr: 1.000e-03, eta: 17:19:21, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9481, top1_acc: 0.7406, top5_acc: 0.8961, loss_cls: 1.0204, loss: 1.9685, grad_norm: 12.1320 2021-12-04 13:35:40,015 - mmaction - INFO - Epoch [106][260/1345] lr: 1.000e-03, eta: 17:18:59, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0085, top1_acc: 0.7219, top5_acc: 0.8945, loss_cls: 1.0896, loss: 2.0981, grad_norm: 12.4030 2021-12-04 13:35:59,212 - mmaction - INFO - Epoch [106][280/1345] lr: 1.000e-03, eta: 17:18:38, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9676, top1_acc: 0.7344, top5_acc: 0.9047, loss_cls: 1.0226, loss: 1.9902, grad_norm: 12.2965 2021-12-04 13:36:18,415 - mmaction - INFO - Epoch [106][300/1345] lr: 1.000e-03, eta: 17:18:17, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9709, top1_acc: 0.7336, top5_acc: 0.9094, loss_cls: 1.0106, loss: 1.9815, grad_norm: 12.1342 2021-12-04 13:36:37,605 - mmaction - INFO - Epoch [106][320/1345] lr: 1.000e-03, eta: 17:17:55, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9707, top1_acc: 0.7289, top5_acc: 0.9109, loss_cls: 1.0553, loss: 2.0260, grad_norm: 12.5468 2021-12-04 13:36:56,809 - mmaction - INFO - Epoch [106][340/1345] lr: 1.000e-03, eta: 17:17:34, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9942, top1_acc: 0.7188, top5_acc: 0.8875, loss_cls: 1.0813, loss: 2.0756, grad_norm: 12.1331 2021-12-04 13:37:16,023 - mmaction - INFO - Epoch [106][360/1345] lr: 1.000e-03, eta: 17:17:13, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9817, top1_acc: 0.7289, top5_acc: 0.8953, loss_cls: 1.0862, loss: 2.0679, grad_norm: 12.4014 2021-12-04 13:37:35,209 - mmaction - INFO - Epoch [106][380/1345] lr: 1.000e-03, eta: 17:16:51, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9739, top1_acc: 0.7266, top5_acc: 0.9070, loss_cls: 1.0270, loss: 2.0008, grad_norm: 11.9736 2021-12-04 13:37:54,364 - mmaction - INFO - Epoch [106][400/1345] lr: 1.000e-03, eta: 17:16:30, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 0.9534, top1_acc: 0.7312, top5_acc: 0.9000, loss_cls: 1.0846, loss: 2.0380, grad_norm: 12.3840 2021-12-04 13:38:13,557 - mmaction - INFO - Epoch [106][420/1345] lr: 1.000e-03, eta: 17:16:09, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9982, top1_acc: 0.7078, top5_acc: 0.8922, loss_cls: 1.1266, loss: 2.1249, grad_norm: 12.8267 2021-12-04 13:38:32,771 - mmaction - INFO - Epoch [106][440/1345] lr: 1.000e-03, eta: 17:15:47, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9969, top1_acc: 0.7203, top5_acc: 0.8945, loss_cls: 1.0950, loss: 2.0919, grad_norm: 12.2919 2021-12-04 13:38:51,969 - mmaction - INFO - Epoch [106][460/1345] lr: 1.000e-03, eta: 17:15:26, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9807, top1_acc: 0.7422, top5_acc: 0.9062, loss_cls: 1.0148, loss: 1.9956, grad_norm: 12.1844 2021-12-04 13:39:11,166 - mmaction - INFO - Epoch [106][480/1345] lr: 1.000e-03, eta: 17:15:05, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9905, top1_acc: 0.7258, top5_acc: 0.9055, loss_cls: 1.0496, loss: 2.0402, grad_norm: 12.5733 2021-12-04 13:39:30,367 - mmaction - INFO - Epoch [106][500/1345] lr: 1.000e-03, eta: 17:14:43, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0184, top1_acc: 0.7133, top5_acc: 0.8977, loss_cls: 1.1159, loss: 2.1343, grad_norm: 12.4923 2021-12-04 13:39:49,555 - mmaction - INFO - Epoch [106][520/1345] lr: 1.000e-03, eta: 17:14:22, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9809, top1_acc: 0.7289, top5_acc: 0.9055, loss_cls: 1.0586, loss: 2.0396, grad_norm: 12.5044 2021-12-04 13:40:08,746 - mmaction - INFO - Epoch [106][540/1345] lr: 1.000e-03, eta: 17:14:01, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9994, top1_acc: 0.7219, top5_acc: 0.8977, loss_cls: 1.0953, loss: 2.0947, grad_norm: 12.8677 2021-12-04 13:40:27,945 - mmaction - INFO - Epoch [106][560/1345] lr: 1.000e-03, eta: 17:13:40, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0383, top1_acc: 0.7148, top5_acc: 0.8852, loss_cls: 1.1094, loss: 2.1477, grad_norm: 12.3702 2021-12-04 13:40:47,129 - mmaction - INFO - Epoch [106][580/1345] lr: 1.000e-03, eta: 17:13:18, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9589, top1_acc: 0.7461, top5_acc: 0.9156, loss_cls: 0.9986, loss: 1.9576, grad_norm: 12.5625 2021-12-04 13:41:06,339 - mmaction - INFO - Epoch [106][600/1345] lr: 1.000e-03, eta: 17:12:57, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0053, top1_acc: 0.7203, top5_acc: 0.9023, loss_cls: 1.0908, loss: 2.0960, grad_norm: 12.9987 2021-12-04 13:41:25,556 - mmaction - INFO - Epoch [106][620/1345] lr: 1.000e-03, eta: 17:12:36, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9873, top1_acc: 0.7445, top5_acc: 0.8898, loss_cls: 1.0987, loss: 2.0860, grad_norm: 12.6033 2021-12-04 13:41:44,755 - mmaction - INFO - Epoch [106][640/1345] lr: 1.000e-03, eta: 17:12:14, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9883, top1_acc: 0.7242, top5_acc: 0.9016, loss_cls: 1.0469, loss: 2.0352, grad_norm: 12.4706 2021-12-04 13:42:03,958 - mmaction - INFO - Epoch [106][660/1345] lr: 1.000e-03, eta: 17:11:53, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9627, top1_acc: 0.7352, top5_acc: 0.9016, loss_cls: 1.0490, loss: 2.0117, grad_norm: 12.5786 2021-12-04 13:42:23,152 - mmaction - INFO - Epoch [106][680/1345] lr: 1.000e-03, eta: 17:11:32, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9643, top1_acc: 0.7602, top5_acc: 0.9109, loss_cls: 0.9795, loss: 1.9438, grad_norm: 11.9822 2021-12-04 13:42:42,365 - mmaction - INFO - Epoch [106][700/1345] lr: 1.000e-03, eta: 17:11:10, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9500, top1_acc: 0.7273, top5_acc: 0.9109, loss_cls: 1.0270, loss: 1.9769, grad_norm: 12.2361 2021-12-04 13:43:01,546 - mmaction - INFO - Epoch [106][720/1345] lr: 1.000e-03, eta: 17:10:49, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9346, top1_acc: 0.7508, top5_acc: 0.9102, loss_cls: 0.9940, loss: 1.9287, grad_norm: 11.7756 2021-12-04 13:43:20,753 - mmaction - INFO - Epoch [106][740/1345] lr: 1.000e-03, eta: 17:10:28, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9935, top1_acc: 0.7438, top5_acc: 0.8977, loss_cls: 1.0526, loss: 2.0461, grad_norm: 12.4557 2021-12-04 13:43:39,951 - mmaction - INFO - Epoch [106][760/1345] lr: 1.000e-03, eta: 17:10:06, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9967, top1_acc: 0.7258, top5_acc: 0.8914, loss_cls: 1.0762, loss: 2.0729, grad_norm: 12.7481 2021-12-04 13:43:59,145 - mmaction - INFO - Epoch [106][780/1345] lr: 1.000e-03, eta: 17:09:45, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9915, top1_acc: 0.7258, top5_acc: 0.9078, loss_cls: 1.0452, loss: 2.0367, grad_norm: 12.4735 2021-12-04 13:44:18,334 - mmaction - INFO - Epoch [106][800/1345] lr: 1.000e-03, eta: 17:09:24, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9970, top1_acc: 0.7094, top5_acc: 0.8898, loss_cls: 1.1116, loss: 2.1087, grad_norm: 12.3448 2021-12-04 13:44:37,496 - mmaction - INFO - Epoch [106][820/1345] lr: 1.000e-03, eta: 17:09:02, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 0.9955, top1_acc: 0.7125, top5_acc: 0.8969, loss_cls: 1.0834, loss: 2.0789, grad_norm: 12.4208 2021-12-04 13:44:56,675 - mmaction - INFO - Epoch [106][840/1345] lr: 1.000e-03, eta: 17:08:41, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9754, top1_acc: 0.7469, top5_acc: 0.9148, loss_cls: 0.9953, loss: 1.9707, grad_norm: 11.8826 2021-12-04 13:45:15,862 - mmaction - INFO - Epoch [106][860/1345] lr: 1.000e-03, eta: 17:08:20, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9574, top1_acc: 0.7406, top5_acc: 0.9086, loss_cls: 0.9963, loss: 1.9537, grad_norm: 12.0148 2021-12-04 13:45:35,032 - mmaction - INFO - Epoch [106][880/1345] lr: 1.000e-03, eta: 17:07:59, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0260, top1_acc: 0.7203, top5_acc: 0.8961, loss_cls: 1.0888, loss: 2.1149, grad_norm: 12.7476 2021-12-04 13:45:54,226 - mmaction - INFO - Epoch [106][900/1345] lr: 1.000e-03, eta: 17:07:37, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9901, top1_acc: 0.7234, top5_acc: 0.8914, loss_cls: 1.1068, loss: 2.0968, grad_norm: 12.2272 2021-12-04 13:46:13,418 - mmaction - INFO - Epoch [106][920/1345] lr: 1.000e-03, eta: 17:07:16, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9780, top1_acc: 0.7234, top5_acc: 0.9094, loss_cls: 1.0635, loss: 2.0415, grad_norm: 12.4425 2021-12-04 13:46:32,636 - mmaction - INFO - Epoch [106][940/1345] lr: 1.000e-03, eta: 17:06:55, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9920, top1_acc: 0.7250, top5_acc: 0.9109, loss_cls: 1.0614, loss: 2.0534, grad_norm: 12.7113 2021-12-04 13:46:51,843 - mmaction - INFO - Epoch [106][960/1345] lr: 1.000e-03, eta: 17:06:33, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9913, top1_acc: 0.7469, top5_acc: 0.9086, loss_cls: 1.0462, loss: 2.0375, grad_norm: 12.6124 2021-12-04 13:47:11,038 - mmaction - INFO - Epoch [106][980/1345] lr: 1.000e-03, eta: 17:06:12, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9816, top1_acc: 0.7453, top5_acc: 0.9133, loss_cls: 1.0230, loss: 2.0046, grad_norm: 12.6678 2021-12-04 13:47:30,250 - mmaction - INFO - Epoch [106][1000/1345] lr: 1.000e-03, eta: 17:05:51, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9920, top1_acc: 0.7477, top5_acc: 0.8969, loss_cls: 1.0561, loss: 2.0481, grad_norm: 12.6155 2021-12-04 13:47:49,459 - mmaction - INFO - Epoch [106][1020/1345] lr: 1.000e-03, eta: 17:05:29, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9872, top1_acc: 0.7188, top5_acc: 0.8992, loss_cls: 1.0703, loss: 2.0575, grad_norm: 12.6271 2021-12-04 13:48:08,648 - mmaction - INFO - Epoch [106][1040/1345] lr: 1.000e-03, eta: 17:05:08, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9649, top1_acc: 0.7438, top5_acc: 0.9023, loss_cls: 1.0134, loss: 1.9784, grad_norm: 12.3011 2021-12-04 13:48:27,867 - mmaction - INFO - Epoch [106][1060/1345] lr: 1.000e-03, eta: 17:04:47, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0191, top1_acc: 0.7219, top5_acc: 0.8945, loss_cls: 1.0848, loss: 2.1039, grad_norm: 12.8124 2021-12-04 13:48:47,054 - mmaction - INFO - Epoch [106][1080/1345] lr: 1.000e-03, eta: 17:04:26, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0074, top1_acc: 0.7234, top5_acc: 0.9008, loss_cls: 1.0702, loss: 2.0775, grad_norm: 12.5519 2021-12-04 13:49:06,243 - mmaction - INFO - Epoch [106][1100/1345] lr: 1.000e-03, eta: 17:04:04, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9477, top1_acc: 0.7406, top5_acc: 0.9187, loss_cls: 0.9780, loss: 1.9257, grad_norm: 12.5280 2021-12-04 13:49:25,431 - mmaction - INFO - Epoch [106][1120/1345] lr: 1.000e-03, eta: 17:03:43, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9866, top1_acc: 0.7289, top5_acc: 0.9039, loss_cls: 1.0423, loss: 2.0289, grad_norm: 12.3993 2021-12-04 13:49:44,621 - mmaction - INFO - Epoch [106][1140/1345] lr: 1.000e-03, eta: 17:03:22, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0210, top1_acc: 0.7016, top5_acc: 0.8883, loss_cls: 1.1308, loss: 2.1517, grad_norm: 12.9905 2021-12-04 13:50:03,812 - mmaction - INFO - Epoch [106][1160/1345] lr: 1.000e-03, eta: 17:03:00, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0016, top1_acc: 0.7188, top5_acc: 0.8914, loss_cls: 1.1164, loss: 2.1179, grad_norm: 12.7763 2021-12-04 13:50:23,024 - mmaction - INFO - Epoch [106][1180/1345] lr: 1.000e-03, eta: 17:02:39, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9886, top1_acc: 0.7352, top5_acc: 0.9055, loss_cls: 1.0602, loss: 2.0488, grad_norm: 12.7557 2021-12-04 13:50:42,223 - mmaction - INFO - Epoch [106][1200/1345] lr: 1.000e-03, eta: 17:02:18, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9758, top1_acc: 0.7289, top5_acc: 0.9023, loss_cls: 1.0654, loss: 2.0412, grad_norm: 12.5860 2021-12-04 13:51:01,443 - mmaction - INFO - Epoch [106][1220/1345] lr: 1.000e-03, eta: 17:01:56, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0271, top1_acc: 0.7289, top5_acc: 0.8891, loss_cls: 1.0917, loss: 2.1188, grad_norm: 12.5212 2021-12-04 13:51:20,634 - mmaction - INFO - Epoch [106][1240/1345] lr: 1.000e-03, eta: 17:01:35, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0223, top1_acc: 0.7172, top5_acc: 0.8938, loss_cls: 1.0964, loss: 2.1187, grad_norm: 12.9221 2021-12-04 13:51:39,820 - mmaction - INFO - Epoch [106][1260/1345] lr: 1.000e-03, eta: 17:01:14, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9796, top1_acc: 0.7180, top5_acc: 0.8992, loss_cls: 1.0976, loss: 2.0772, grad_norm: 12.5256 2021-12-04 13:51:59,020 - mmaction - INFO - Epoch [106][1280/1345] lr: 1.000e-03, eta: 17:00:53, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9524, top1_acc: 0.7273, top5_acc: 0.9187, loss_cls: 1.0311, loss: 1.9835, grad_norm: 12.3196 2021-12-04 13:52:18,218 - mmaction - INFO - Epoch [106][1300/1345] lr: 1.000e-03, eta: 17:00:31, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9470, top1_acc: 0.7164, top5_acc: 0.8977, loss_cls: 1.0673, loss: 2.0142, grad_norm: 12.4898 2021-12-04 13:52:37,396 - mmaction - INFO - Epoch [106][1320/1345] lr: 1.000e-03, eta: 17:00:10, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0023, top1_acc: 0.7266, top5_acc: 0.8992, loss_cls: 1.0815, loss: 2.0838, grad_norm: 12.9459 2021-12-04 13:52:56,619 - mmaction - INFO - Epoch [106][1340/1345] lr: 1.000e-03, eta: 16:59:49, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9771, top1_acc: 0.7336, top5_acc: 0.8953, loss_cls: 1.0812, loss: 2.0584, grad_norm: 12.4052 2021-12-04 13:53:02,250 - mmaction - INFO - Saving checkpoint at 106 epochs 2021-12-04 13:55:09,705 - mmaction - INFO - Epoch [107][20/1345] lr: 1.000e-03, eta: 17:00:04, time: 6.238, data_time: 5.272, memory: 8232, loss_aux: 0.9973, top1_acc: 0.7328, top5_acc: 0.9055, loss_cls: 1.0701, loss: 2.0674, grad_norm: 12.7338 2021-12-04 13:55:28,794 - mmaction - INFO - Epoch [107][40/1345] lr: 1.000e-03, eta: 16:59:43, time: 0.954, data_time: 0.003, memory: 8232, loss_aux: 0.9635, top1_acc: 0.7422, top5_acc: 0.9062, loss_cls: 0.9917, loss: 1.9551, grad_norm: 12.2208 2021-12-04 13:55:47,901 - mmaction - INFO - Epoch [107][60/1345] lr: 1.000e-03, eta: 16:59:21, time: 0.955, data_time: 0.001, memory: 8232, loss_aux: 0.9855, top1_acc: 0.7516, top5_acc: 0.8992, loss_cls: 1.0310, loss: 2.0165, grad_norm: 12.5797 2021-12-04 13:56:07,027 - mmaction - INFO - Epoch [107][80/1345] lr: 1.000e-03, eta: 16:59:00, time: 0.956, data_time: 0.002, memory: 8232, loss_aux: 0.9306, top1_acc: 0.7578, top5_acc: 0.9117, loss_cls: 0.9506, loss: 1.8812, grad_norm: 12.0522 2021-12-04 13:56:26,181 - mmaction - INFO - Epoch [107][100/1345] lr: 1.000e-03, eta: 16:58:39, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.0096, top1_acc: 0.7406, top5_acc: 0.9008, loss_cls: 1.0265, loss: 2.0362, grad_norm: 12.5967 2021-12-04 13:56:45,328 - mmaction - INFO - Epoch [107][120/1345] lr: 1.000e-03, eta: 16:58:17, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 0.9487, top1_acc: 0.7336, top5_acc: 0.9227, loss_cls: 0.9811, loss: 1.9298, grad_norm: 12.4430 2021-12-04 13:57:04,494 - mmaction - INFO - Epoch [107][140/1345] lr: 1.000e-03, eta: 16:57:56, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 0.9755, top1_acc: 0.7391, top5_acc: 0.8984, loss_cls: 1.0509, loss: 2.0264, grad_norm: 12.7266 2021-12-04 13:57:23,641 - mmaction - INFO - Epoch [107][160/1345] lr: 1.000e-03, eta: 16:57:35, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 0.9273, top1_acc: 0.7375, top5_acc: 0.9258, loss_cls: 0.9671, loss: 1.8944, grad_norm: 12.2996 2021-12-04 13:57:42,826 - mmaction - INFO - Epoch [107][180/1345] lr: 1.000e-03, eta: 16:57:13, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9726, top1_acc: 0.7320, top5_acc: 0.9078, loss_cls: 1.0022, loss: 1.9747, grad_norm: 12.1337 2021-12-04 13:58:02,027 - mmaction - INFO - Epoch [107][200/1345] lr: 1.000e-03, eta: 16:56:52, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0087, top1_acc: 0.7352, top5_acc: 0.8906, loss_cls: 1.0682, loss: 2.0768, grad_norm: 12.6012 2021-12-04 13:58:21,227 - mmaction - INFO - Epoch [107][220/1345] lr: 1.000e-03, eta: 16:56:31, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9623, top1_acc: 0.7266, top5_acc: 0.9016, loss_cls: 1.0391, loss: 2.0014, grad_norm: 12.4469 2021-12-04 13:58:40,430 - mmaction - INFO - Epoch [107][240/1345] lr: 1.000e-03, eta: 16:56:09, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9791, top1_acc: 0.7445, top5_acc: 0.9078, loss_cls: 0.9996, loss: 1.9787, grad_norm: 12.3826 2021-12-04 13:58:59,627 - mmaction - INFO - Epoch [107][260/1345] lr: 1.000e-03, eta: 16:55:48, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9655, top1_acc: 0.7500, top5_acc: 0.9086, loss_cls: 0.9799, loss: 1.9454, grad_norm: 12.3762 2021-12-04 13:59:18,867 - mmaction - INFO - Epoch [107][280/1345] lr: 1.000e-03, eta: 16:55:27, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9904, top1_acc: 0.7398, top5_acc: 0.9000, loss_cls: 1.0800, loss: 2.0705, grad_norm: 12.7500 2021-12-04 13:59:38,089 - mmaction - INFO - Epoch [107][300/1345] lr: 1.000e-03, eta: 16:55:05, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0008, top1_acc: 0.7250, top5_acc: 0.9070, loss_cls: 1.0731, loss: 2.0739, grad_norm: 12.4893 2021-12-04 13:59:57,312 - mmaction - INFO - Epoch [107][320/1345] lr: 1.000e-03, eta: 16:54:44, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9748, top1_acc: 0.7422, top5_acc: 0.9062, loss_cls: 1.0350, loss: 2.0098, grad_norm: 12.2763 2021-12-04 14:00:16,521 - mmaction - INFO - Epoch [107][340/1345] lr: 1.000e-03, eta: 16:54:23, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9896, top1_acc: 0.7344, top5_acc: 0.8953, loss_cls: 1.0471, loss: 2.0367, grad_norm: 12.5097 2021-12-04 14:00:35,754 - mmaction - INFO - Epoch [107][360/1345] lr: 1.000e-03, eta: 16:54:02, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9769, top1_acc: 0.7500, top5_acc: 0.9141, loss_cls: 1.0158, loss: 1.9927, grad_norm: 12.7632 2021-12-04 14:00:54,994 - mmaction - INFO - Epoch [107][380/1345] lr: 1.000e-03, eta: 16:53:40, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9911, top1_acc: 0.7398, top5_acc: 0.9117, loss_cls: 1.0022, loss: 1.9933, grad_norm: 12.3385 2021-12-04 14:01:14,231 - mmaction - INFO - Epoch [107][400/1345] lr: 1.000e-03, eta: 16:53:19, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0032, top1_acc: 0.6992, top5_acc: 0.8930, loss_cls: 1.1251, loss: 2.1283, grad_norm: 13.0747 2021-12-04 14:01:33,466 - mmaction - INFO - Epoch [107][420/1345] lr: 1.000e-03, eta: 16:52:58, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0281, top1_acc: 0.7266, top5_acc: 0.9000, loss_cls: 1.0762, loss: 2.1043, grad_norm: 12.8474 2021-12-04 14:01:52,693 - mmaction - INFO - Epoch [107][440/1345] lr: 1.000e-03, eta: 16:52:36, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9797, top1_acc: 0.7578, top5_acc: 0.9078, loss_cls: 0.9854, loss: 1.9651, grad_norm: 12.2705 2021-12-04 14:02:11,929 - mmaction - INFO - Epoch [107][460/1345] lr: 1.000e-03, eta: 16:52:15, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9758, top1_acc: 0.7219, top5_acc: 0.8891, loss_cls: 1.0857, loss: 2.0615, grad_norm: 12.9347 2021-12-04 14:02:31,166 - mmaction - INFO - Epoch [107][480/1345] lr: 1.000e-03, eta: 16:51:54, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9934, top1_acc: 0.7336, top5_acc: 0.9047, loss_cls: 1.0529, loss: 2.0463, grad_norm: 12.6346 2021-12-04 14:02:50,392 - mmaction - INFO - Epoch [107][500/1345] lr: 1.000e-03, eta: 16:51:33, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9818, top1_acc: 0.7336, top5_acc: 0.9016, loss_cls: 1.0487, loss: 2.0305, grad_norm: 12.5759 2021-12-04 14:03:09,665 - mmaction - INFO - Epoch [107][520/1345] lr: 1.000e-03, eta: 16:51:11, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 0.9874, top1_acc: 0.7211, top5_acc: 0.9008, loss_cls: 1.0406, loss: 2.0280, grad_norm: 12.4521 2021-12-04 14:03:28,930 - mmaction - INFO - Epoch [107][540/1345] lr: 1.000e-03, eta: 16:50:50, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 0.9713, top1_acc: 0.7375, top5_acc: 0.8969, loss_cls: 1.0363, loss: 2.0076, grad_norm: 12.3321 2021-12-04 14:03:48,162 - mmaction - INFO - Epoch [107][560/1345] lr: 1.000e-03, eta: 16:50:29, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0108, top1_acc: 0.7273, top5_acc: 0.8945, loss_cls: 1.1118, loss: 2.1226, grad_norm: 12.5829 2021-12-04 14:04:07,386 - mmaction - INFO - Epoch [107][580/1345] lr: 1.000e-03, eta: 16:50:07, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9737, top1_acc: 0.7234, top5_acc: 0.9055, loss_cls: 1.0600, loss: 2.0337, grad_norm: 12.7172 2021-12-04 14:04:26,588 - mmaction - INFO - Epoch [107][600/1345] lr: 1.000e-03, eta: 16:49:46, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9254, top1_acc: 0.7508, top5_acc: 0.9086, loss_cls: 0.9687, loss: 1.8941, grad_norm: 12.1802 2021-12-04 14:04:45,798 - mmaction - INFO - Epoch [107][620/1345] lr: 1.000e-03, eta: 16:49:25, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9557, top1_acc: 0.7461, top5_acc: 0.9156, loss_cls: 1.0042, loss: 1.9600, grad_norm: 12.5528 2021-12-04 14:05:05,033 - mmaction - INFO - Epoch [107][640/1345] lr: 1.000e-03, eta: 16:49:04, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9912, top1_acc: 0.7383, top5_acc: 0.9109, loss_cls: 1.0406, loss: 2.0318, grad_norm: 12.7488 2021-12-04 14:05:24,275 - mmaction - INFO - Epoch [107][660/1345] lr: 1.000e-03, eta: 16:48:42, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9814, top1_acc: 0.7320, top5_acc: 0.8977, loss_cls: 1.0614, loss: 2.0428, grad_norm: 12.8076 2021-12-04 14:05:43,491 - mmaction - INFO - Epoch [107][680/1345] lr: 1.000e-03, eta: 16:48:21, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9453, top1_acc: 0.7484, top5_acc: 0.9125, loss_cls: 0.9908, loss: 1.9362, grad_norm: 12.4095 2021-12-04 14:06:02,706 - mmaction - INFO - Epoch [107][700/1345] lr: 1.000e-03, eta: 16:48:00, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9707, top1_acc: 0.7273, top5_acc: 0.9039, loss_cls: 1.0448, loss: 2.0155, grad_norm: 12.5937 2021-12-04 14:06:21,935 - mmaction - INFO - Epoch [107][720/1345] lr: 1.000e-03, eta: 16:47:39, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9643, top1_acc: 0.7156, top5_acc: 0.9094, loss_cls: 1.0351, loss: 1.9994, grad_norm: 12.2472 2021-12-04 14:06:41,164 - mmaction - INFO - Epoch [107][740/1345] lr: 1.000e-03, eta: 16:47:17, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0171, top1_acc: 0.7375, top5_acc: 0.8953, loss_cls: 1.1030, loss: 2.1201, grad_norm: 12.5172 2021-12-04 14:07:00,372 - mmaction - INFO - Epoch [107][760/1345] lr: 1.000e-03, eta: 16:46:56, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9737, top1_acc: 0.7336, top5_acc: 0.9055, loss_cls: 1.0384, loss: 2.0121, grad_norm: 12.2630 2021-12-04 14:07:19,567 - mmaction - INFO - Epoch [107][780/1345] lr: 1.000e-03, eta: 16:46:35, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9735, top1_acc: 0.7266, top5_acc: 0.9000, loss_cls: 1.0682, loss: 2.0416, grad_norm: 12.4845 2021-12-04 14:07:38,772 - mmaction - INFO - Epoch [107][800/1345] lr: 1.000e-03, eta: 16:46:13, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9788, top1_acc: 0.7305, top5_acc: 0.8844, loss_cls: 1.1088, loss: 2.0876, grad_norm: 12.7752 2021-12-04 14:07:57,966 - mmaction - INFO - Epoch [107][820/1345] lr: 1.000e-03, eta: 16:45:52, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9702, top1_acc: 0.7242, top5_acc: 0.9078, loss_cls: 1.0254, loss: 1.9957, grad_norm: 12.0949 2021-12-04 14:08:17,168 - mmaction - INFO - Epoch [107][840/1345] lr: 1.000e-03, eta: 16:45:31, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9535, top1_acc: 0.7391, top5_acc: 0.9117, loss_cls: 0.9928, loss: 1.9463, grad_norm: 12.3283 2021-12-04 14:08:36,392 - mmaction - INFO - Epoch [107][860/1345] lr: 1.000e-03, eta: 16:45:10, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9856, top1_acc: 0.7344, top5_acc: 0.8938, loss_cls: 1.0697, loss: 2.0552, grad_norm: 12.5736 2021-12-04 14:08:55,595 - mmaction - INFO - Epoch [107][880/1345] lr: 1.000e-03, eta: 16:44:48, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9818, top1_acc: 0.7305, top5_acc: 0.9055, loss_cls: 1.0337, loss: 2.0155, grad_norm: 12.7658 2021-12-04 14:09:14,798 - mmaction - INFO - Epoch [107][900/1345] lr: 1.000e-03, eta: 16:44:27, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9490, top1_acc: 0.7328, top5_acc: 0.9078, loss_cls: 0.9961, loss: 1.9451, grad_norm: 12.2490 2021-12-04 14:09:34,018 - mmaction - INFO - Epoch [107][920/1345] lr: 1.000e-03, eta: 16:44:06, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9703, top1_acc: 0.7172, top5_acc: 0.8969, loss_cls: 1.1038, loss: 2.0741, grad_norm: 12.9031 2021-12-04 14:09:53,192 - mmaction - INFO - Epoch [107][940/1345] lr: 1.000e-03, eta: 16:43:44, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0052, top1_acc: 0.7180, top5_acc: 0.8836, loss_cls: 1.1252, loss: 2.1305, grad_norm: 12.8289 2021-12-04 14:10:12,412 - mmaction - INFO - Epoch [107][960/1345] lr: 1.000e-03, eta: 16:43:23, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9907, top1_acc: 0.7258, top5_acc: 0.9016, loss_cls: 1.0825, loss: 2.0732, grad_norm: 12.9481 2021-12-04 14:10:31,611 - mmaction - INFO - Epoch [107][980/1345] lr: 1.000e-03, eta: 16:43:02, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0019, top1_acc: 0.7328, top5_acc: 0.8852, loss_cls: 1.1060, loss: 2.1079, grad_norm: 12.7255 2021-12-04 14:10:50,824 - mmaction - INFO - Epoch [107][1000/1345] lr: 1.000e-03, eta: 16:42:41, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9890, top1_acc: 0.7391, top5_acc: 0.9078, loss_cls: 1.0363, loss: 2.0254, grad_norm: 12.5317 2021-12-04 14:11:10,037 - mmaction - INFO - Epoch [107][1020/1345] lr: 1.000e-03, eta: 16:42:19, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9601, top1_acc: 0.7500, top5_acc: 0.8938, loss_cls: 1.0540, loss: 2.0141, grad_norm: 12.1104 2021-12-04 14:11:29,253 - mmaction - INFO - Epoch [107][1040/1345] lr: 1.000e-03, eta: 16:41:58, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9495, top1_acc: 0.7289, top5_acc: 0.9031, loss_cls: 1.0361, loss: 1.9856, grad_norm: 12.6828 2021-12-04 14:11:48,458 - mmaction - INFO - Epoch [107][1060/1345] lr: 1.000e-03, eta: 16:41:37, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0042, top1_acc: 0.7180, top5_acc: 0.9023, loss_cls: 1.0600, loss: 2.0641, grad_norm: 12.9061 2021-12-04 14:12:07,674 - mmaction - INFO - Epoch [107][1080/1345] lr: 1.000e-03, eta: 16:41:15, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9872, top1_acc: 0.7328, top5_acc: 0.8922, loss_cls: 1.0713, loss: 2.0585, grad_norm: 12.3108 2021-12-04 14:12:26,868 - mmaction - INFO - Epoch [107][1100/1345] lr: 1.000e-03, eta: 16:40:54, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9998, top1_acc: 0.7234, top5_acc: 0.9016, loss_cls: 1.0864, loss: 2.0863, grad_norm: 12.6921 2021-12-04 14:12:46,056 - mmaction - INFO - Epoch [107][1120/1345] lr: 1.000e-03, eta: 16:40:33, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9800, top1_acc: 0.7219, top5_acc: 0.8969, loss_cls: 1.0953, loss: 2.0753, grad_norm: 12.9903 2021-12-04 14:13:05,250 - mmaction - INFO - Epoch [107][1140/1345] lr: 1.000e-03, eta: 16:40:12, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9596, top1_acc: 0.7555, top5_acc: 0.8977, loss_cls: 1.0029, loss: 1.9625, grad_norm: 12.2980 2021-12-04 14:13:24,468 - mmaction - INFO - Epoch [107][1160/1345] lr: 1.000e-03, eta: 16:39:50, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9976, top1_acc: 0.7367, top5_acc: 0.9047, loss_cls: 1.0594, loss: 2.0570, grad_norm: 12.7470 2021-12-04 14:13:43,681 - mmaction - INFO - Epoch [107][1180/1345] lr: 1.000e-03, eta: 16:39:29, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9659, top1_acc: 0.7266, top5_acc: 0.9031, loss_cls: 1.0295, loss: 1.9954, grad_norm: 12.8685 2021-12-04 14:14:02,896 - mmaction - INFO - Epoch [107][1200/1345] lr: 1.000e-03, eta: 16:39:08, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0262, top1_acc: 0.7102, top5_acc: 0.8922, loss_cls: 1.1403, loss: 2.1665, grad_norm: 12.5580 2021-12-04 14:14:22,148 - mmaction - INFO - Epoch [107][1220/1345] lr: 1.000e-03, eta: 16:38:47, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 0.9926, top1_acc: 0.7039, top5_acc: 0.8969, loss_cls: 1.1155, loss: 2.1081, grad_norm: 13.2387 2021-12-04 14:14:41,349 - mmaction - INFO - Epoch [107][1240/1345] lr: 1.000e-03, eta: 16:38:25, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9786, top1_acc: 0.7258, top5_acc: 0.9000, loss_cls: 1.0599, loss: 2.0385, grad_norm: 12.5708 2021-12-04 14:15:00,581 - mmaction - INFO - Epoch [107][1260/1345] lr: 1.000e-03, eta: 16:38:04, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9602, top1_acc: 0.7312, top5_acc: 0.9039, loss_cls: 1.0346, loss: 1.9949, grad_norm: 12.7065 2021-12-04 14:15:19,801 - mmaction - INFO - Epoch [107][1280/1345] lr: 1.000e-03, eta: 16:37:43, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9689, top1_acc: 0.7133, top5_acc: 0.8945, loss_cls: 1.0904, loss: 2.0593, grad_norm: 12.8846 2021-12-04 14:15:39,007 - mmaction - INFO - Epoch [107][1300/1345] lr: 1.000e-03, eta: 16:37:21, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0155, top1_acc: 0.7211, top5_acc: 0.8945, loss_cls: 1.0909, loss: 2.1065, grad_norm: 13.0858 2021-12-04 14:15:58,224 - mmaction - INFO - Epoch [107][1320/1345] lr: 1.000e-03, eta: 16:37:00, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9650, top1_acc: 0.7391, top5_acc: 0.9164, loss_cls: 0.9934, loss: 1.9584, grad_norm: 12.8735 2021-12-04 14:16:17,424 - mmaction - INFO - Epoch [107][1340/1345] lr: 1.000e-03, eta: 16:36:39, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9720, top1_acc: 0.7250, top5_acc: 0.9062, loss_cls: 1.0346, loss: 2.0066, grad_norm: 12.9228 2021-12-04 14:16:22,953 - mmaction - INFO - Saving checkpoint at 107 epochs 2021-12-04 14:18:29,207 - mmaction - INFO - Epoch [108][20/1345] lr: 1.000e-03, eta: 16:36:52, time: 6.156, data_time: 5.199, memory: 8232, loss_aux: 0.9842, top1_acc: 0.7273, top5_acc: 0.8992, loss_cls: 1.0516, loss: 2.0357, grad_norm: 12.8585 2021-12-04 14:18:48,359 - mmaction - INFO - Epoch [108][40/1345] lr: 1.000e-03, eta: 16:36:31, time: 0.958, data_time: 0.003, memory: 8232, loss_aux: 0.9935, top1_acc: 0.7398, top5_acc: 0.9039, loss_cls: 1.0427, loss: 2.0362, grad_norm: 12.4977 2021-12-04 14:19:07,465 - mmaction - INFO - Epoch [108][60/1345] lr: 1.000e-03, eta: 16:36:10, time: 0.955, data_time: 0.002, memory: 8232, loss_aux: 0.9266, top1_acc: 0.7539, top5_acc: 0.9133, loss_cls: 0.9544, loss: 1.8810, grad_norm: 12.3083 2021-12-04 14:19:26,623 - mmaction - INFO - Epoch [108][80/1345] lr: 1.000e-03, eta: 16:35:48, time: 0.958, data_time: 0.002, memory: 8232, loss_aux: 0.9439, top1_acc: 0.7477, top5_acc: 0.9164, loss_cls: 0.9583, loss: 1.9022, grad_norm: 12.3100 2021-12-04 14:19:45,801 - mmaction - INFO - Epoch [108][100/1345] lr: 1.000e-03, eta: 16:35:27, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9927, top1_acc: 0.7258, top5_acc: 0.8984, loss_cls: 1.0607, loss: 2.0534, grad_norm: 13.0504 2021-12-04 14:20:04,974 - mmaction - INFO - Epoch [108][120/1345] lr: 1.000e-03, eta: 16:35:06, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9741, top1_acc: 0.7398, top5_acc: 0.9062, loss_cls: 1.0793, loss: 2.0534, grad_norm: 12.4804 2021-12-04 14:20:24,144 - mmaction - INFO - Epoch [108][140/1345] lr: 1.000e-03, eta: 16:34:44, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9261, top1_acc: 0.7375, top5_acc: 0.9055, loss_cls: 1.0049, loss: 1.9310, grad_norm: 12.6058 2021-12-04 14:20:43,318 - mmaction - INFO - Epoch [108][160/1345] lr: 1.000e-03, eta: 16:34:23, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9512, top1_acc: 0.7289, top5_acc: 0.9008, loss_cls: 1.0354, loss: 1.9866, grad_norm: 12.4070 2021-12-04 14:21:02,515 - mmaction - INFO - Epoch [108][180/1345] lr: 1.000e-03, eta: 16:34:02, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0164, top1_acc: 0.7156, top5_acc: 0.8844, loss_cls: 1.1470, loss: 2.1635, grad_norm: 12.9350 2021-12-04 14:21:21,680 - mmaction - INFO - Epoch [108][200/1345] lr: 1.000e-03, eta: 16:33:40, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 0.9963, top1_acc: 0.7453, top5_acc: 0.8969, loss_cls: 1.0203, loss: 2.0165, grad_norm: 11.9315 2021-12-04 14:21:40,850 - mmaction - INFO - Epoch [108][220/1345] lr: 1.000e-03, eta: 16:33:19, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 0.9630, top1_acc: 0.7352, top5_acc: 0.8961, loss_cls: 1.0531, loss: 2.0161, grad_norm: 12.6034 2021-12-04 14:22:00,021 - mmaction - INFO - Epoch [108][240/1345] lr: 1.000e-03, eta: 16:32:58, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9616, top1_acc: 0.7516, top5_acc: 0.9062, loss_cls: 1.0043, loss: 1.9658, grad_norm: 12.0751 2021-12-04 14:22:19,190 - mmaction - INFO - Epoch [108][260/1345] lr: 1.000e-03, eta: 16:32:37, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 0.9565, top1_acc: 0.7406, top5_acc: 0.9109, loss_cls: 0.9945, loss: 1.9510, grad_norm: 12.3772 2021-12-04 14:22:38,368 - mmaction - INFO - Epoch [108][280/1345] lr: 1.000e-03, eta: 16:32:15, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9660, top1_acc: 0.7469, top5_acc: 0.9156, loss_cls: 0.9903, loss: 1.9563, grad_norm: 12.8643 2021-12-04 14:22:57,517 - mmaction - INFO - Epoch [108][300/1345] lr: 1.000e-03, eta: 16:31:54, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 0.9831, top1_acc: 0.7422, top5_acc: 0.9117, loss_cls: 1.0071, loss: 1.9902, grad_norm: 12.6447 2021-12-04 14:23:16,686 - mmaction - INFO - Epoch [108][320/1345] lr: 1.000e-03, eta: 16:31:33, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 0.9746, top1_acc: 0.7250, top5_acc: 0.9023, loss_cls: 1.0453, loss: 2.0199, grad_norm: 12.6487 2021-12-04 14:23:35,881 - mmaction - INFO - Epoch [108][340/1345] lr: 1.000e-03, eta: 16:31:11, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0105, top1_acc: 0.7227, top5_acc: 0.8930, loss_cls: 1.0710, loss: 2.0815, grad_norm: 12.9443 2021-12-04 14:23:55,047 - mmaction - INFO - Epoch [108][360/1345] lr: 1.000e-03, eta: 16:30:50, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 0.9494, top1_acc: 0.7359, top5_acc: 0.9078, loss_cls: 1.0211, loss: 1.9705, grad_norm: 12.5139 2021-12-04 14:24:14,237 - mmaction - INFO - Epoch [108][380/1345] lr: 1.000e-03, eta: 16:30:29, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9734, top1_acc: 0.7398, top5_acc: 0.9047, loss_cls: 1.0184, loss: 1.9918, grad_norm: 12.3480 2021-12-04 14:24:33,419 - mmaction - INFO - Epoch [108][400/1345] lr: 1.000e-03, eta: 16:30:08, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9829, top1_acc: 0.7188, top5_acc: 0.8984, loss_cls: 1.0823, loss: 2.0652, grad_norm: 12.9631 2021-12-04 14:24:52,613 - mmaction - INFO - Epoch [108][420/1345] lr: 1.000e-03, eta: 16:29:46, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9502, top1_acc: 0.7531, top5_acc: 0.9109, loss_cls: 0.9825, loss: 1.9327, grad_norm: 12.2839 2021-12-04 14:25:11,828 - mmaction - INFO - Epoch [108][440/1345] lr: 1.000e-03, eta: 16:29:25, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9335, top1_acc: 0.7578, top5_acc: 0.9156, loss_cls: 0.9670, loss: 1.9004, grad_norm: 12.0566 2021-12-04 14:25:31,029 - mmaction - INFO - Epoch [108][460/1345] lr: 1.000e-03, eta: 16:29:04, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9658, top1_acc: 0.7477, top5_acc: 0.9109, loss_cls: 1.0178, loss: 1.9835, grad_norm: 12.6866 2021-12-04 14:25:50,264 - mmaction - INFO - Epoch [108][480/1345] lr: 1.000e-03, eta: 16:28:42, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9845, top1_acc: 0.7461, top5_acc: 0.9062, loss_cls: 1.0348, loss: 2.0194, grad_norm: 13.0420 2021-12-04 14:26:09,446 - mmaction - INFO - Epoch [108][500/1345] lr: 1.000e-03, eta: 16:28:21, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9403, top1_acc: 0.7516, top5_acc: 0.9219, loss_cls: 0.9552, loss: 1.8955, grad_norm: 12.3065 2021-12-04 14:26:28,643 - mmaction - INFO - Epoch [108][520/1345] lr: 1.000e-03, eta: 16:28:00, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9659, top1_acc: 0.7234, top5_acc: 0.8922, loss_cls: 1.0853, loss: 2.0511, grad_norm: 13.0020 2021-12-04 14:26:47,818 - mmaction - INFO - Epoch [108][540/1345] lr: 1.000e-03, eta: 16:27:39, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9691, top1_acc: 0.7289, top5_acc: 0.9016, loss_cls: 1.0288, loss: 1.9979, grad_norm: 12.6947 2021-12-04 14:27:06,981 - mmaction - INFO - Epoch [108][560/1345] lr: 1.000e-03, eta: 16:27:17, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.0065, top1_acc: 0.7312, top5_acc: 0.9008, loss_cls: 1.0991, loss: 2.1057, grad_norm: 12.8930 2021-12-04 14:27:26,152 - mmaction - INFO - Epoch [108][580/1345] lr: 1.000e-03, eta: 16:26:56, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9939, top1_acc: 0.7383, top5_acc: 0.9102, loss_cls: 1.0183, loss: 2.0122, grad_norm: 12.5565 2021-12-04 14:27:45,319 - mmaction - INFO - Epoch [108][600/1345] lr: 1.000e-03, eta: 16:26:35, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 0.9888, top1_acc: 0.7063, top5_acc: 0.8859, loss_cls: 1.1204, loss: 2.1093, grad_norm: 13.3917 2021-12-04 14:28:04,497 - mmaction - INFO - Epoch [108][620/1345] lr: 1.000e-03, eta: 16:26:13, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9774, top1_acc: 0.7438, top5_acc: 0.9062, loss_cls: 0.9961, loss: 1.9735, grad_norm: 12.3451 2021-12-04 14:28:23,667 - mmaction - INFO - Epoch [108][640/1345] lr: 1.000e-03, eta: 16:25:52, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9726, top1_acc: 0.7281, top5_acc: 0.9086, loss_cls: 1.0442, loss: 2.0168, grad_norm: 12.8617 2021-12-04 14:28:42,853 - mmaction - INFO - Epoch [108][660/1345] lr: 1.000e-03, eta: 16:25:31, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9967, top1_acc: 0.7172, top5_acc: 0.9070, loss_cls: 1.0620, loss: 2.0587, grad_norm: 12.9351 2021-12-04 14:29:02,010 - mmaction - INFO - Epoch [108][680/1345] lr: 1.000e-03, eta: 16:25:10, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 0.9472, top1_acc: 0.7438, top5_acc: 0.9016, loss_cls: 1.0325, loss: 1.9797, grad_norm: 11.9392 2021-12-04 14:29:21,192 - mmaction - INFO - Epoch [108][700/1345] lr: 1.000e-03, eta: 16:24:48, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9804, top1_acc: 0.7312, top5_acc: 0.9078, loss_cls: 1.0320, loss: 2.0124, grad_norm: 12.5706 2021-12-04 14:29:40,350 - mmaction - INFO - Epoch [108][720/1345] lr: 1.000e-03, eta: 16:24:27, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.0056, top1_acc: 0.7141, top5_acc: 0.8938, loss_cls: 1.0924, loss: 2.0980, grad_norm: 13.1313 2021-12-04 14:29:59,540 - mmaction - INFO - Epoch [108][740/1345] lr: 1.000e-03, eta: 16:24:06, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0101, top1_acc: 0.7211, top5_acc: 0.8953, loss_cls: 1.0973, loss: 2.1074, grad_norm: 12.9369 2021-12-04 14:30:18,718 - mmaction - INFO - Epoch [108][760/1345] lr: 1.000e-03, eta: 16:23:44, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9619, top1_acc: 0.7336, top5_acc: 0.9078, loss_cls: 1.0317, loss: 1.9936, grad_norm: 12.8492 2021-12-04 14:30:37,881 - mmaction - INFO - Epoch [108][780/1345] lr: 1.000e-03, eta: 16:23:23, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 0.9808, top1_acc: 0.7445, top5_acc: 0.9078, loss_cls: 1.0077, loss: 1.9885, grad_norm: 12.7833 2021-12-04 14:30:57,039 - mmaction - INFO - Epoch [108][800/1345] lr: 1.000e-03, eta: 16:23:02, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.0068, top1_acc: 0.7117, top5_acc: 0.8984, loss_cls: 1.1026, loss: 2.1094, grad_norm: 13.4035 2021-12-04 14:31:16,216 - mmaction - INFO - Epoch [108][820/1345] lr: 1.000e-03, eta: 16:22:41, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9655, top1_acc: 0.7453, top5_acc: 0.9062, loss_cls: 1.0166, loss: 1.9820, grad_norm: 12.7120 2021-12-04 14:31:35,408 - mmaction - INFO - Epoch [108][840/1345] lr: 1.000e-03, eta: 16:22:19, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9581, top1_acc: 0.7383, top5_acc: 0.9008, loss_cls: 1.0337, loss: 1.9918, grad_norm: 13.0663 2021-12-04 14:31:54,604 - mmaction - INFO - Epoch [108][860/1345] lr: 1.000e-03, eta: 16:21:58, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9605, top1_acc: 0.7359, top5_acc: 0.9016, loss_cls: 1.0339, loss: 1.9944, grad_norm: 12.5391 2021-12-04 14:32:13,786 - mmaction - INFO - Epoch [108][880/1345] lr: 1.000e-03, eta: 16:21:37, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9873, top1_acc: 0.7469, top5_acc: 0.9086, loss_cls: 1.0143, loss: 2.0016, grad_norm: 12.5957 2021-12-04 14:32:32,978 - mmaction - INFO - Epoch [108][900/1345] lr: 1.000e-03, eta: 16:21:16, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9763, top1_acc: 0.7562, top5_acc: 0.9086, loss_cls: 1.0302, loss: 2.0065, grad_norm: 12.4996 2021-12-04 14:32:52,132 - mmaction - INFO - Epoch [108][920/1345] lr: 1.000e-03, eta: 16:20:54, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.0151, top1_acc: 0.7133, top5_acc: 0.9008, loss_cls: 1.0786, loss: 2.0937, grad_norm: 13.1422 2021-12-04 14:33:11,339 - mmaction - INFO - Epoch [108][940/1345] lr: 1.000e-03, eta: 16:20:33, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9877, top1_acc: 0.7242, top5_acc: 0.8992, loss_cls: 1.0660, loss: 2.0537, grad_norm: 12.9201 2021-12-04 14:33:30,522 - mmaction - INFO - Epoch [108][960/1345] lr: 1.000e-03, eta: 16:20:12, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9893, top1_acc: 0.7195, top5_acc: 0.9055, loss_cls: 1.0627, loss: 2.0520, grad_norm: 13.0971 2021-12-04 14:33:49,692 - mmaction - INFO - Epoch [108][980/1345] lr: 1.000e-03, eta: 16:19:50, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.0043, top1_acc: 0.7328, top5_acc: 0.8945, loss_cls: 1.0510, loss: 2.0553, grad_norm: 12.7022 2021-12-04 14:34:08,877 - mmaction - INFO - Epoch [108][1000/1345] lr: 1.000e-03, eta: 16:19:29, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9253, top1_acc: 0.7469, top5_acc: 0.9172, loss_cls: 0.9559, loss: 1.8812, grad_norm: 12.6108 2021-12-04 14:34:28,047 - mmaction - INFO - Epoch [108][1020/1345] lr: 1.000e-03, eta: 16:19:08, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9549, top1_acc: 0.7383, top5_acc: 0.9133, loss_cls: 0.9978, loss: 1.9527, grad_norm: 12.7348 2021-12-04 14:34:47,238 - mmaction - INFO - Epoch [108][1040/1345] lr: 1.000e-03, eta: 16:18:47, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0031, top1_acc: 0.7406, top5_acc: 0.9000, loss_cls: 1.0557, loss: 2.0587, grad_norm: 13.2776 2021-12-04 14:35:06,402 - mmaction - INFO - Epoch [108][1060/1345] lr: 1.000e-03, eta: 16:18:25, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 0.9304, top1_acc: 0.7547, top5_acc: 0.9062, loss_cls: 0.9793, loss: 1.9097, grad_norm: 12.3636 2021-12-04 14:35:25,584 - mmaction - INFO - Epoch [108][1080/1345] lr: 1.000e-03, eta: 16:18:04, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9574, top1_acc: 0.7352, top5_acc: 0.9070, loss_cls: 0.9820, loss: 1.9394, grad_norm: 12.4977 2021-12-04 14:35:44,792 - mmaction - INFO - Epoch [108][1100/1345] lr: 1.000e-03, eta: 16:17:43, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9763, top1_acc: 0.7219, top5_acc: 0.9055, loss_cls: 1.0561, loss: 2.0325, grad_norm: 12.9463 2021-12-04 14:36:03,969 - mmaction - INFO - Epoch [108][1120/1345] lr: 1.000e-03, eta: 16:17:22, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9579, top1_acc: 0.7344, top5_acc: 0.9109, loss_cls: 1.0067, loss: 1.9646, grad_norm: 12.5246 2021-12-04 14:36:23,149 - mmaction - INFO - Epoch [108][1140/1345] lr: 1.000e-03, eta: 16:17:00, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9841, top1_acc: 0.7312, top5_acc: 0.9070, loss_cls: 1.0636, loss: 2.0477, grad_norm: 13.2697 2021-12-04 14:36:42,331 - mmaction - INFO - Epoch [108][1160/1345] lr: 1.000e-03, eta: 16:16:39, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9995, top1_acc: 0.7188, top5_acc: 0.8953, loss_cls: 1.1002, loss: 2.0998, grad_norm: 13.1368 2021-12-04 14:37:01,495 - mmaction - INFO - Epoch [108][1180/1345] lr: 1.000e-03, eta: 16:16:18, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.0052, top1_acc: 0.7273, top5_acc: 0.8992, loss_cls: 1.0764, loss: 2.0816, grad_norm: 12.7098 2021-12-04 14:37:20,663 - mmaction - INFO - Epoch [108][1200/1345] lr: 1.000e-03, eta: 16:15:57, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 0.9761, top1_acc: 0.7391, top5_acc: 0.9172, loss_cls: 0.9987, loss: 1.9748, grad_norm: 12.7173 2021-12-04 14:37:39,825 - mmaction - INFO - Epoch [108][1220/1345] lr: 1.000e-03, eta: 16:15:35, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.0203, top1_acc: 0.7063, top5_acc: 0.8867, loss_cls: 1.1507, loss: 2.1710, grad_norm: 13.1609 2021-12-04 14:37:58,984 - mmaction - INFO - Epoch [108][1240/1345] lr: 1.000e-03, eta: 16:15:14, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 0.9790, top1_acc: 0.7398, top5_acc: 0.9078, loss_cls: 1.0164, loss: 1.9954, grad_norm: 12.3459 2021-12-04 14:38:18,164 - mmaction - INFO - Epoch [108][1260/1345] lr: 1.000e-03, eta: 16:14:53, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9578, top1_acc: 0.7336, top5_acc: 0.9117, loss_cls: 1.0265, loss: 1.9843, grad_norm: 13.0762 2021-12-04 14:38:37,322 - mmaction - INFO - Epoch [108][1280/1345] lr: 1.000e-03, eta: 16:14:31, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.0160, top1_acc: 0.7258, top5_acc: 0.8930, loss_cls: 1.0721, loss: 2.0880, grad_norm: 12.8745 2021-12-04 14:38:56,517 - mmaction - INFO - Epoch [108][1300/1345] lr: 1.000e-03, eta: 16:14:10, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9790, top1_acc: 0.7305, top5_acc: 0.8875, loss_cls: 1.1046, loss: 2.0837, grad_norm: 13.1558 2021-12-04 14:39:15,701 - mmaction - INFO - Epoch [108][1320/1345] lr: 1.000e-03, eta: 16:13:49, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9570, top1_acc: 0.7414, top5_acc: 0.9023, loss_cls: 1.0480, loss: 2.0050, grad_norm: 12.6517 2021-12-04 14:39:34,876 - mmaction - INFO - Epoch [108][1340/1345] lr: 1.000e-03, eta: 16:13:28, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9639, top1_acc: 0.7289, top5_acc: 0.9094, loss_cls: 1.0152, loss: 1.9791, grad_norm: 12.2373 2021-12-04 14:39:40,298 - mmaction - INFO - Saving checkpoint at 108 epochs 2021-12-04 14:41:46,879 - mmaction - INFO - Epoch [109][20/1345] lr: 1.000e-03, eta: 16:13:40, time: 6.175, data_time: 5.213, memory: 8232, loss_aux: 1.0158, top1_acc: 0.7312, top5_acc: 0.8977, loss_cls: 1.0666, loss: 2.0825, grad_norm: 12.7260 2021-12-04 14:42:06,020 - mmaction - INFO - Epoch [109][40/1345] lr: 1.000e-03, eta: 16:13:19, time: 0.957, data_time: 0.003, memory: 8232, loss_aux: 0.9905, top1_acc: 0.7656, top5_acc: 0.9164, loss_cls: 0.9671, loss: 1.9575, grad_norm: 12.5063 2021-12-04 14:42:25,149 - mmaction - INFO - Epoch [109][60/1345] lr: 1.000e-03, eta: 16:12:57, time: 0.956, data_time: 0.002, memory: 8232, loss_aux: 0.9911, top1_acc: 0.7398, top5_acc: 0.8945, loss_cls: 1.0434, loss: 2.0345, grad_norm: 12.6233 2021-12-04 14:42:44,300 - mmaction - INFO - Epoch [109][80/1345] lr: 1.000e-03, eta: 16:12:36, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 0.9647, top1_acc: 0.7516, top5_acc: 0.9133, loss_cls: 0.9565, loss: 1.9212, grad_norm: 12.4603 2021-12-04 14:43:03,441 - mmaction - INFO - Epoch [109][100/1345] lr: 1.000e-03, eta: 16:12:15, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 0.9672, top1_acc: 0.7484, top5_acc: 0.9094, loss_cls: 1.0018, loss: 1.9690, grad_norm: 12.5429 2021-12-04 14:43:22,591 - mmaction - INFO - Epoch [109][120/1345] lr: 1.000e-03, eta: 16:11:53, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 0.9568, top1_acc: 0.7445, top5_acc: 0.9047, loss_cls: 0.9979, loss: 1.9547, grad_norm: 12.3248 2021-12-04 14:43:41,762 - mmaction - INFO - Epoch [109][140/1345] lr: 1.000e-03, eta: 16:11:32, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0008, top1_acc: 0.7328, top5_acc: 0.9000, loss_cls: 1.0729, loss: 2.0737, grad_norm: 13.0572 2021-12-04 14:44:00,930 - mmaction - INFO - Epoch [109][160/1345] lr: 1.000e-03, eta: 16:11:11, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 0.9658, top1_acc: 0.7383, top5_acc: 0.9109, loss_cls: 0.9882, loss: 1.9541, grad_norm: 12.5273 2021-12-04 14:44:20,120 - mmaction - INFO - Epoch [109][180/1345] lr: 1.000e-03, eta: 16:10:50, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0028, top1_acc: 0.7148, top5_acc: 0.8938, loss_cls: 1.1194, loss: 2.1222, grad_norm: 13.2757 2021-12-04 14:44:39,347 - mmaction - INFO - Epoch [109][200/1345] lr: 1.000e-03, eta: 16:10:28, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9694, top1_acc: 0.7414, top5_acc: 0.9055, loss_cls: 1.0022, loss: 1.9716, grad_norm: 12.6568 2021-12-04 14:44:58,557 - mmaction - INFO - Epoch [109][220/1345] lr: 1.000e-03, eta: 16:10:07, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9957, top1_acc: 0.7438, top5_acc: 0.9070, loss_cls: 1.0295, loss: 2.0251, grad_norm: 12.8227 2021-12-04 14:45:17,772 - mmaction - INFO - Epoch [109][240/1345] lr: 1.000e-03, eta: 16:09:46, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9635, top1_acc: 0.7398, top5_acc: 0.8984, loss_cls: 1.0423, loss: 2.0058, grad_norm: 12.8244 2021-12-04 14:45:36,999 - mmaction - INFO - Epoch [109][260/1345] lr: 1.000e-03, eta: 16:09:24, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9541, top1_acc: 0.7461, top5_acc: 0.9141, loss_cls: 0.9802, loss: 1.9343, grad_norm: 12.7244 2021-12-04 14:45:56,216 - mmaction - INFO - Epoch [109][280/1345] lr: 1.000e-03, eta: 16:09:03, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9466, top1_acc: 0.7406, top5_acc: 0.9117, loss_cls: 0.9956, loss: 1.9422, grad_norm: 12.4037 2021-12-04 14:46:15,438 - mmaction - INFO - Epoch [109][300/1345] lr: 1.000e-03, eta: 16:08:42, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9708, top1_acc: 0.7430, top5_acc: 0.9039, loss_cls: 1.0333, loss: 2.0041, grad_norm: 12.6769 2021-12-04 14:46:34,668 - mmaction - INFO - Epoch [109][320/1345] lr: 1.000e-03, eta: 16:08:21, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9780, top1_acc: 0.7523, top5_acc: 0.9016, loss_cls: 1.0368, loss: 2.0148, grad_norm: 12.5278 2021-12-04 14:46:53,854 - mmaction - INFO - Epoch [109][340/1345] lr: 1.000e-03, eta: 16:07:59, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0242, top1_acc: 0.7188, top5_acc: 0.9039, loss_cls: 1.0813, loss: 2.1056, grad_norm: 13.0715 2021-12-04 14:47:13,099 - mmaction - INFO - Epoch [109][360/1345] lr: 1.000e-03, eta: 16:07:38, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9924, top1_acc: 0.7523, top5_acc: 0.8984, loss_cls: 1.0531, loss: 2.0455, grad_norm: 12.9620 2021-12-04 14:47:32,310 - mmaction - INFO - Epoch [109][380/1345] lr: 1.000e-03, eta: 16:07:17, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9348, top1_acc: 0.7625, top5_acc: 0.9062, loss_cls: 0.9883, loss: 1.9231, grad_norm: 12.1678 2021-12-04 14:47:51,506 - mmaction - INFO - Epoch [109][400/1345] lr: 1.000e-03, eta: 16:06:56, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9621, top1_acc: 0.7438, top5_acc: 0.9000, loss_cls: 1.0125, loss: 1.9746, grad_norm: 12.6986 2021-12-04 14:48:10,692 - mmaction - INFO - Epoch [109][420/1345] lr: 1.000e-03, eta: 16:06:34, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9791, top1_acc: 0.7156, top5_acc: 0.9055, loss_cls: 1.0479, loss: 2.0271, grad_norm: 12.9872 2021-12-04 14:48:29,939 - mmaction - INFO - Epoch [109][440/1345] lr: 1.000e-03, eta: 16:06:13, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9642, top1_acc: 0.7625, top5_acc: 0.9133, loss_cls: 0.9539, loss: 1.9181, grad_norm: 12.0605 2021-12-04 14:48:49,132 - mmaction - INFO - Epoch [109][460/1345] lr: 1.000e-03, eta: 16:05:52, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9840, top1_acc: 0.7297, top5_acc: 0.8938, loss_cls: 1.0661, loss: 2.0501, grad_norm: 12.7986 2021-12-04 14:49:08,364 - mmaction - INFO - Epoch [109][480/1345] lr: 1.000e-03, eta: 16:05:31, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9839, top1_acc: 0.7320, top5_acc: 0.9031, loss_cls: 1.0381, loss: 2.0220, grad_norm: 12.8173 2021-12-04 14:49:27,547 - mmaction - INFO - Epoch [109][500/1345] lr: 1.000e-03, eta: 16:05:09, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9979, top1_acc: 0.7453, top5_acc: 0.9070, loss_cls: 1.0044, loss: 2.0023, grad_norm: 12.3354 2021-12-04 14:49:46,778 - mmaction - INFO - Epoch [109][520/1345] lr: 1.000e-03, eta: 16:04:48, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9650, top1_acc: 0.7297, top5_acc: 0.9055, loss_cls: 1.0314, loss: 1.9964, grad_norm: 12.9479 2021-12-04 14:50:05,962 - mmaction - INFO - Epoch [109][540/1345] lr: 1.000e-03, eta: 16:04:27, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9857, top1_acc: 0.7305, top5_acc: 0.9102, loss_cls: 1.0501, loss: 2.0358, grad_norm: 13.1580 2021-12-04 14:50:25,200 - mmaction - INFO - Epoch [109][560/1345] lr: 1.000e-03, eta: 16:04:06, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9877, top1_acc: 0.7125, top5_acc: 0.8906, loss_cls: 1.1046, loss: 2.0922, grad_norm: 12.9676 2021-12-04 14:50:44,433 - mmaction - INFO - Epoch [109][580/1345] lr: 1.000e-03, eta: 16:03:44, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9835, top1_acc: 0.7281, top5_acc: 0.9031, loss_cls: 1.0508, loss: 2.0343, grad_norm: 13.0178 2021-12-04 14:51:03,652 - mmaction - INFO - Epoch [109][600/1345] lr: 1.000e-03, eta: 16:03:23, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9534, top1_acc: 0.7430, top5_acc: 0.9070, loss_cls: 1.0102, loss: 1.9636, grad_norm: 12.8662 2021-12-04 14:51:22,877 - mmaction - INFO - Epoch [109][620/1345] lr: 1.000e-03, eta: 16:03:02, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9854, top1_acc: 0.7594, top5_acc: 0.9039, loss_cls: 0.9964, loss: 1.9818, grad_norm: 12.6598 2021-12-04 14:51:42,087 - mmaction - INFO - Epoch [109][640/1345] lr: 1.000e-03, eta: 16:02:41, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9605, top1_acc: 0.7531, top5_acc: 0.9125, loss_cls: 0.9824, loss: 1.9428, grad_norm: 12.3294 2021-12-04 14:52:01,307 - mmaction - INFO - Epoch [109][660/1345] lr: 1.000e-03, eta: 16:02:19, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9366, top1_acc: 0.7461, top5_acc: 0.9211, loss_cls: 0.9561, loss: 1.8927, grad_norm: 12.5776 2021-12-04 14:52:20,513 - mmaction - INFO - Epoch [109][680/1345] lr: 1.000e-03, eta: 16:01:58, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9525, top1_acc: 0.7391, top5_acc: 0.9109, loss_cls: 0.9953, loss: 1.9478, grad_norm: 13.1813 2021-12-04 14:52:39,711 - mmaction - INFO - Epoch [109][700/1345] lr: 1.000e-03, eta: 16:01:37, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9531, top1_acc: 0.7539, top5_acc: 0.9133, loss_cls: 1.0020, loss: 1.9551, grad_norm: 13.0469 2021-12-04 14:52:58,936 - mmaction - INFO - Epoch [109][720/1345] lr: 1.000e-03, eta: 16:01:16, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9764, top1_acc: 0.7281, top5_acc: 0.9109, loss_cls: 1.0325, loss: 2.0089, grad_norm: 13.0884 2021-12-04 14:53:18,131 - mmaction - INFO - Epoch [109][740/1345] lr: 1.000e-03, eta: 16:00:54, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9765, top1_acc: 0.7352, top5_acc: 0.9102, loss_cls: 1.0111, loss: 1.9877, grad_norm: 12.7929 2021-12-04 14:53:37,320 - mmaction - INFO - Epoch [109][760/1345] lr: 1.000e-03, eta: 16:00:33, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9573, top1_acc: 0.7430, top5_acc: 0.9031, loss_cls: 1.0139, loss: 1.9712, grad_norm: 12.7892 2021-12-04 14:53:56,521 - mmaction - INFO - Epoch [109][780/1345] lr: 1.000e-03, eta: 16:00:12, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9410, top1_acc: 0.7438, top5_acc: 0.9062, loss_cls: 0.9699, loss: 1.9108, grad_norm: 12.4868 2021-12-04 14:54:15,731 - mmaction - INFO - Epoch [109][800/1345] lr: 1.000e-03, eta: 15:59:51, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9766, top1_acc: 0.7352, top5_acc: 0.8945, loss_cls: 1.0549, loss: 2.0315, grad_norm: 12.9733 2021-12-04 14:54:34,943 - mmaction - INFO - Epoch [109][820/1345] lr: 1.000e-03, eta: 15:59:29, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9764, top1_acc: 0.7344, top5_acc: 0.9141, loss_cls: 1.0326, loss: 2.0090, grad_norm: 13.2707 2021-12-04 14:54:54,158 - mmaction - INFO - Epoch [109][840/1345] lr: 1.000e-03, eta: 15:59:08, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9504, top1_acc: 0.7477, top5_acc: 0.9070, loss_cls: 0.9904, loss: 1.9408, grad_norm: 12.5471 2021-12-04 14:55:13,339 - mmaction - INFO - Epoch [109][860/1345] lr: 1.000e-03, eta: 15:58:47, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9798, top1_acc: 0.7344, top5_acc: 0.8922, loss_cls: 1.0522, loss: 2.0320, grad_norm: 12.7680 2021-12-04 14:55:32,549 - mmaction - INFO - Epoch [109][880/1345] lr: 1.000e-03, eta: 15:58:26, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9525, top1_acc: 0.7211, top5_acc: 0.9047, loss_cls: 1.0609, loss: 2.0134, grad_norm: 12.9379 2021-12-04 14:55:51,758 - mmaction - INFO - Epoch [109][900/1345] lr: 1.000e-03, eta: 15:58:04, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0171, top1_acc: 0.7391, top5_acc: 0.9023, loss_cls: 1.0490, loss: 2.0661, grad_norm: 12.5536 2021-12-04 14:56:10,986 - mmaction - INFO - Epoch [109][920/1345] lr: 1.000e-03, eta: 15:57:43, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9732, top1_acc: 0.7406, top5_acc: 0.9031, loss_cls: 1.0415, loss: 2.0147, grad_norm: 13.1472 2021-12-04 14:56:30,196 - mmaction - INFO - Epoch [109][940/1345] lr: 1.000e-03, eta: 15:57:22, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9729, top1_acc: 0.7391, top5_acc: 0.9117, loss_cls: 0.9986, loss: 1.9715, grad_norm: 12.5801 2021-12-04 14:56:49,394 - mmaction - INFO - Epoch [109][960/1345] lr: 1.000e-03, eta: 15:57:01, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0060, top1_acc: 0.7461, top5_acc: 0.8898, loss_cls: 1.0844, loss: 2.0904, grad_norm: 13.0956 2021-12-04 14:57:08,605 - mmaction - INFO - Epoch [109][980/1345] lr: 1.000e-03, eta: 15:56:40, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9670, top1_acc: 0.7461, top5_acc: 0.9055, loss_cls: 0.9913, loss: 1.9584, grad_norm: 12.3234 2021-12-04 14:57:27,783 - mmaction - INFO - Epoch [109][1000/1345] lr: 1.000e-03, eta: 15:56:18, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9863, top1_acc: 0.7250, top5_acc: 0.9023, loss_cls: 1.0523, loss: 2.0386, grad_norm: 12.9977 2021-12-04 14:57:46,994 - mmaction - INFO - Epoch [109][1020/1345] lr: 1.000e-03, eta: 15:55:57, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9751, top1_acc: 0.7422, top5_acc: 0.9023, loss_cls: 1.0352, loss: 2.0103, grad_norm: 12.7204 2021-12-04 14:58:06,181 - mmaction - INFO - Epoch [109][1040/1345] lr: 1.000e-03, eta: 15:55:36, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9992, top1_acc: 0.7352, top5_acc: 0.9070, loss_cls: 1.0497, loss: 2.0490, grad_norm: 13.1819 2021-12-04 14:58:25,404 - mmaction - INFO - Epoch [109][1060/1345] lr: 1.000e-03, eta: 15:55:15, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9725, top1_acc: 0.7180, top5_acc: 0.9047, loss_cls: 1.0666, loss: 2.0392, grad_norm: 12.9633 2021-12-04 14:58:44,611 - mmaction - INFO - Epoch [109][1080/1345] lr: 1.000e-03, eta: 15:54:53, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0047, top1_acc: 0.7461, top5_acc: 0.9117, loss_cls: 1.0247, loss: 2.0293, grad_norm: 12.6617 2021-12-04 14:59:03,810 - mmaction - INFO - Epoch [109][1100/1345] lr: 1.000e-03, eta: 15:54:32, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9785, top1_acc: 0.7219, top5_acc: 0.8984, loss_cls: 1.1017, loss: 2.0801, grad_norm: 12.9395 2021-12-04 14:59:23,022 - mmaction - INFO - Epoch [109][1120/1345] lr: 1.000e-03, eta: 15:54:11, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9964, top1_acc: 0.7305, top5_acc: 0.8969, loss_cls: 1.0704, loss: 2.0669, grad_norm: 13.2382 2021-12-04 14:59:42,207 - mmaction - INFO - Epoch [109][1140/1345] lr: 1.000e-03, eta: 15:53:50, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9317, top1_acc: 0.7367, top5_acc: 0.9039, loss_cls: 1.0184, loss: 1.9501, grad_norm: 12.6260 2021-12-04 15:00:01,408 - mmaction - INFO - Epoch [109][1160/1345] lr: 1.000e-03, eta: 15:53:28, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9730, top1_acc: 0.7328, top5_acc: 0.9047, loss_cls: 1.0486, loss: 2.0215, grad_norm: 12.8757 2021-12-04 15:00:20,634 - mmaction - INFO - Epoch [109][1180/1345] lr: 1.000e-03, eta: 15:53:07, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9452, top1_acc: 0.7422, top5_acc: 0.9047, loss_cls: 0.9972, loss: 1.9423, grad_norm: 12.0458 2021-12-04 15:00:39,828 - mmaction - INFO - Epoch [109][1200/1345] lr: 1.000e-03, eta: 15:52:46, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0070, top1_acc: 0.7414, top5_acc: 0.9102, loss_cls: 1.0583, loss: 2.0652, grad_norm: 13.3025 2021-12-04 15:00:59,043 - mmaction - INFO - Epoch [109][1220/1345] lr: 1.000e-03, eta: 15:52:25, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9734, top1_acc: 0.7242, top5_acc: 0.9016, loss_cls: 1.0567, loss: 2.0302, grad_norm: 13.3136 2021-12-04 15:01:18,274 - mmaction - INFO - Epoch [109][1240/1345] lr: 1.000e-03, eta: 15:52:03, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9700, top1_acc: 0.7312, top5_acc: 0.9008, loss_cls: 1.0913, loss: 2.0614, grad_norm: 13.3058 2021-12-04 15:01:37,500 - mmaction - INFO - Epoch [109][1260/1345] lr: 1.000e-03, eta: 15:51:42, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0246, top1_acc: 0.7039, top5_acc: 0.8914, loss_cls: 1.1561, loss: 2.1807, grad_norm: 13.3995 2021-12-04 15:01:56,702 - mmaction - INFO - Epoch [109][1280/1345] lr: 1.000e-03, eta: 15:51:21, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9353, top1_acc: 0.7352, top5_acc: 0.9141, loss_cls: 0.9797, loss: 1.9151, grad_norm: 13.1772 2021-12-04 15:02:15,916 - mmaction - INFO - Epoch [109][1300/1345] lr: 1.000e-03, eta: 15:51:00, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9598, top1_acc: 0.7273, top5_acc: 0.9031, loss_cls: 1.0378, loss: 1.9976, grad_norm: 12.9306 2021-12-04 15:02:35,117 - mmaction - INFO - Epoch [109][1320/1345] lr: 1.000e-03, eta: 15:50:39, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9850, top1_acc: 0.7391, top5_acc: 0.9086, loss_cls: 1.0203, loss: 2.0053, grad_norm: 13.1381 2021-12-04 15:02:54,340 - mmaction - INFO - Epoch [109][1340/1345] lr: 1.000e-03, eta: 15:50:17, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9606, top1_acc: 0.7367, top5_acc: 0.9000, loss_cls: 1.0454, loss: 2.0059, grad_norm: 13.1737 2021-12-04 15:03:00,063 - mmaction - INFO - Saving checkpoint at 109 epochs 2021-12-04 15:05:06,979 - mmaction - INFO - Epoch [110][20/1345] lr: 1.000e-03, eta: 15:50:29, time: 6.273, data_time: 5.309, memory: 8232, loss_aux: 0.9622, top1_acc: 0.7414, top5_acc: 0.9172, loss_cls: 0.9940, loss: 1.9562, grad_norm: 13.1790 2021-12-04 15:05:26,076 - mmaction - INFO - Epoch [110][40/1345] lr: 1.000e-03, eta: 15:50:08, time: 0.955, data_time: 0.003, memory: 8232, loss_aux: 0.9673, top1_acc: 0.7438, top5_acc: 0.9141, loss_cls: 1.0051, loss: 1.9724, grad_norm: 12.9041 2021-12-04 15:05:45,189 - mmaction - INFO - Epoch [110][60/1345] lr: 1.000e-03, eta: 15:49:46, time: 0.956, data_time: 0.001, memory: 8232, loss_aux: 0.9738, top1_acc: 0.7531, top5_acc: 0.9164, loss_cls: 0.9846, loss: 1.9584, grad_norm: 12.8478 2021-12-04 15:06:04,333 - mmaction - INFO - Epoch [110][80/1345] lr: 1.000e-03, eta: 15:49:25, time: 0.957, data_time: 0.002, memory: 8232, loss_aux: 0.9564, top1_acc: 0.7328, top5_acc: 0.9125, loss_cls: 0.9934, loss: 1.9497, grad_norm: 12.5455 2021-12-04 15:06:23,463 - mmaction - INFO - Epoch [110][100/1345] lr: 1.000e-03, eta: 15:49:04, time: 0.956, data_time: 0.001, memory: 8232, loss_aux: 1.0075, top1_acc: 0.7312, top5_acc: 0.8984, loss_cls: 1.0447, loss: 2.0522, grad_norm: 13.2209 2021-12-04 15:06:42,613 - mmaction - INFO - Epoch [110][120/1345] lr: 1.000e-03, eta: 15:48:43, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 0.9756, top1_acc: 0.7242, top5_acc: 0.9016, loss_cls: 1.0438, loss: 2.0194, grad_norm: 13.1092 2021-12-04 15:07:01,759 - mmaction - INFO - Epoch [110][140/1345] lr: 1.000e-03, eta: 15:48:21, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 1.0193, top1_acc: 0.7266, top5_acc: 0.8906, loss_cls: 1.1216, loss: 2.1410, grad_norm: 12.8205 2021-12-04 15:07:20,930 - mmaction - INFO - Epoch [110][160/1345] lr: 1.000e-03, eta: 15:48:00, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 0.9391, top1_acc: 0.7500, top5_acc: 0.9141, loss_cls: 1.0081, loss: 1.9472, grad_norm: 12.7675 2021-12-04 15:07:40,117 - mmaction - INFO - Epoch [110][180/1345] lr: 1.000e-03, eta: 15:47:39, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9625, top1_acc: 0.7367, top5_acc: 0.9000, loss_cls: 1.0222, loss: 1.9847, grad_norm: 12.9813 2021-12-04 15:07:59,325 - mmaction - INFO - Epoch [110][200/1345] lr: 1.000e-03, eta: 15:47:17, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9828, top1_acc: 0.7383, top5_acc: 0.8945, loss_cls: 1.0450, loss: 2.0278, grad_norm: 13.1486 2021-12-04 15:08:18,536 - mmaction - INFO - Epoch [110][220/1345] lr: 1.000e-03, eta: 15:46:56, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9380, top1_acc: 0.7438, top5_acc: 0.9086, loss_cls: 0.9676, loss: 1.9057, grad_norm: 12.1665 2021-12-04 15:08:37,757 - mmaction - INFO - Epoch [110][240/1345] lr: 1.000e-03, eta: 15:46:35, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9574, top1_acc: 0.7414, top5_acc: 0.9062, loss_cls: 0.9823, loss: 1.9397, grad_norm: 12.6138 2021-12-04 15:08:56,956 - mmaction - INFO - Epoch [110][260/1345] lr: 1.000e-03, eta: 15:46:14, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9538, top1_acc: 0.7492, top5_acc: 0.9031, loss_cls: 1.0028, loss: 1.9566, grad_norm: 12.4277 2021-12-04 15:09:16,177 - mmaction - INFO - Epoch [110][280/1345] lr: 1.000e-03, eta: 15:45:53, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9788, top1_acc: 0.7266, top5_acc: 0.9109, loss_cls: 1.0432, loss: 2.0220, grad_norm: 12.7779 2021-12-04 15:09:35,378 - mmaction - INFO - Epoch [110][300/1345] lr: 1.000e-03, eta: 15:45:31, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9513, top1_acc: 0.7469, top5_acc: 0.9164, loss_cls: 0.9866, loss: 1.9379, grad_norm: 12.3468 2021-12-04 15:09:54,597 - mmaction - INFO - Epoch [110][320/1345] lr: 1.000e-03, eta: 15:45:10, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9863, top1_acc: 0.7406, top5_acc: 0.8984, loss_cls: 1.0565, loss: 2.0429, grad_norm: 12.8434 2021-12-04 15:10:13,804 - mmaction - INFO - Epoch [110][340/1345] lr: 1.000e-03, eta: 15:44:49, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9655, top1_acc: 0.7445, top5_acc: 0.9227, loss_cls: 0.9669, loss: 1.9324, grad_norm: 12.8339 2021-12-04 15:10:33,011 - mmaction - INFO - Epoch [110][360/1345] lr: 1.000e-03, eta: 15:44:28, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9473, top1_acc: 0.7594, top5_acc: 0.9172, loss_cls: 0.9462, loss: 1.8936, grad_norm: 12.4921 2021-12-04 15:10:52,255 - mmaction - INFO - Epoch [110][380/1345] lr: 1.000e-03, eta: 15:44:06, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9916, top1_acc: 0.7453, top5_acc: 0.8992, loss_cls: 1.0217, loss: 2.0133, grad_norm: 12.9842 2021-12-04 15:11:11,455 - mmaction - INFO - Epoch [110][400/1345] lr: 1.000e-03, eta: 15:43:45, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0025, top1_acc: 0.7352, top5_acc: 0.8961, loss_cls: 1.0482, loss: 2.0506, grad_norm: 12.7988 2021-12-04 15:11:30,671 - mmaction - INFO - Epoch [110][420/1345] lr: 1.000e-03, eta: 15:43:24, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9933, top1_acc: 0.7180, top5_acc: 0.9008, loss_cls: 1.0889, loss: 2.0822, grad_norm: 12.9808 2021-12-04 15:11:49,891 - mmaction - INFO - Epoch [110][440/1345] lr: 1.000e-03, eta: 15:43:03, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9547, top1_acc: 0.7500, top5_acc: 0.9094, loss_cls: 0.9976, loss: 1.9523, grad_norm: 12.7657 2021-12-04 15:12:09,132 - mmaction - INFO - Epoch [110][460/1345] lr: 1.000e-03, eta: 15:42:41, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9440, top1_acc: 0.7547, top5_acc: 0.9031, loss_cls: 0.9909, loss: 1.9349, grad_norm: 13.1909 2021-12-04 15:12:28,332 - mmaction - INFO - Epoch [110][480/1345] lr: 1.000e-03, eta: 15:42:20, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9955, top1_acc: 0.7250, top5_acc: 0.9016, loss_cls: 1.0630, loss: 2.0585, grad_norm: 13.2408 2021-12-04 15:12:47,545 - mmaction - INFO - Epoch [110][500/1345] lr: 1.000e-03, eta: 15:41:59, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9714, top1_acc: 0.7281, top5_acc: 0.8906, loss_cls: 1.0618, loss: 2.0332, grad_norm: 13.1709 2021-12-04 15:13:06,741 - mmaction - INFO - Epoch [110][520/1345] lr: 1.000e-03, eta: 15:41:38, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9518, top1_acc: 0.7453, top5_acc: 0.9156, loss_cls: 0.9935, loss: 1.9453, grad_norm: 12.7210 2021-12-04 15:13:25,930 - mmaction - INFO - Epoch [110][540/1345] lr: 1.000e-03, eta: 15:41:16, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9971, top1_acc: 0.7414, top5_acc: 0.9047, loss_cls: 1.0112, loss: 2.0083, grad_norm: 12.8271 2021-12-04 15:13:45,138 - mmaction - INFO - Epoch [110][560/1345] lr: 1.000e-03, eta: 15:40:55, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9590, top1_acc: 0.7367, top5_acc: 0.9008, loss_cls: 1.0569, loss: 2.0160, grad_norm: 12.9387 2021-12-04 15:14:04,366 - mmaction - INFO - Epoch [110][580/1345] lr: 1.000e-03, eta: 15:40:34, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9517, top1_acc: 0.7555, top5_acc: 0.9227, loss_cls: 0.9353, loss: 1.8870, grad_norm: 12.4798 2021-12-04 15:14:23,571 - mmaction - INFO - Epoch [110][600/1345] lr: 1.000e-03, eta: 15:40:13, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9794, top1_acc: 0.7422, top5_acc: 0.8961, loss_cls: 1.0262, loss: 2.0057, grad_norm: 12.6770 2021-12-04 15:14:42,779 - mmaction - INFO - Epoch [110][620/1345] lr: 1.000e-03, eta: 15:39:52, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9863, top1_acc: 0.7336, top5_acc: 0.9109, loss_cls: 1.0412, loss: 2.0275, grad_norm: 13.1139 2021-12-04 15:15:01,978 - mmaction - INFO - Epoch [110][640/1345] lr: 1.000e-03, eta: 15:39:30, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9711, top1_acc: 0.7391, top5_acc: 0.8953, loss_cls: 1.0760, loss: 2.0472, grad_norm: 12.9832 2021-12-04 15:15:21,158 - mmaction - INFO - Epoch [110][660/1345] lr: 1.000e-03, eta: 15:39:09, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9534, top1_acc: 0.7492, top5_acc: 0.9070, loss_cls: 1.0112, loss: 1.9646, grad_norm: 12.6455 2021-12-04 15:15:40,369 - mmaction - INFO - Epoch [110][680/1345] lr: 1.000e-03, eta: 15:38:48, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9472, top1_acc: 0.7367, top5_acc: 0.9047, loss_cls: 1.0326, loss: 1.9797, grad_norm: 12.7632 2021-12-04 15:15:59,566 - mmaction - INFO - Epoch [110][700/1345] lr: 1.000e-03, eta: 15:38:27, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9490, top1_acc: 0.7484, top5_acc: 0.9172, loss_cls: 0.9489, loss: 1.8979, grad_norm: 12.4496 2021-12-04 15:16:18,774 - mmaction - INFO - Epoch [110][720/1345] lr: 1.000e-03, eta: 15:38:05, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9841, top1_acc: 0.7305, top5_acc: 0.9055, loss_cls: 1.0086, loss: 1.9927, grad_norm: 12.7874 2021-12-04 15:16:37,970 - mmaction - INFO - Epoch [110][740/1345] lr: 1.000e-03, eta: 15:37:44, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9796, top1_acc: 0.7383, top5_acc: 0.9039, loss_cls: 1.0343, loss: 2.0139, grad_norm: 12.7634 2021-12-04 15:16:57,162 - mmaction - INFO - Epoch [110][760/1345] lr: 1.000e-03, eta: 15:37:23, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0085, top1_acc: 0.7234, top5_acc: 0.8961, loss_cls: 1.0681, loss: 2.0767, grad_norm: 12.9206 2021-12-04 15:17:16,370 - mmaction - INFO - Epoch [110][780/1345] lr: 1.000e-03, eta: 15:37:02, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9895, top1_acc: 0.7273, top5_acc: 0.8969, loss_cls: 1.0968, loss: 2.0863, grad_norm: 13.5884 2021-12-04 15:17:35,574 - mmaction - INFO - Epoch [110][800/1345] lr: 1.000e-03, eta: 15:36:40, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9552, top1_acc: 0.7625, top5_acc: 0.9102, loss_cls: 0.9702, loss: 1.9254, grad_norm: 12.2992 2021-12-04 15:17:54,812 - mmaction - INFO - Epoch [110][820/1345] lr: 1.000e-03, eta: 15:36:19, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9407, top1_acc: 0.7477, top5_acc: 0.9234, loss_cls: 0.9659, loss: 1.9066, grad_norm: 12.7980 2021-12-04 15:18:13,989 - mmaction - INFO - Epoch [110][840/1345] lr: 1.000e-03, eta: 15:35:58, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9641, top1_acc: 0.7305, top5_acc: 0.9008, loss_cls: 1.0392, loss: 2.0033, grad_norm: 12.8938 2021-12-04 15:18:33,186 - mmaction - INFO - Epoch [110][860/1345] lr: 1.000e-03, eta: 15:35:37, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9796, top1_acc: 0.7312, top5_acc: 0.8953, loss_cls: 1.0376, loss: 2.0172, grad_norm: 12.9406 2021-12-04 15:18:52,393 - mmaction - INFO - Epoch [110][880/1345] lr: 1.000e-03, eta: 15:35:16, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9581, top1_acc: 0.7406, top5_acc: 0.9055, loss_cls: 1.0412, loss: 1.9994, grad_norm: 13.1483 2021-12-04 15:19:11,618 - mmaction - INFO - Epoch [110][900/1345] lr: 1.000e-03, eta: 15:34:54, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9505, top1_acc: 0.7516, top5_acc: 0.9078, loss_cls: 1.0064, loss: 1.9570, grad_norm: 12.9786 2021-12-04 15:19:30,820 - mmaction - INFO - Epoch [110][920/1345] lr: 1.000e-03, eta: 15:34:33, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9993, top1_acc: 0.7281, top5_acc: 0.8961, loss_cls: 1.0496, loss: 2.0489, grad_norm: 13.0225 2021-12-04 15:19:50,027 - mmaction - INFO - Epoch [110][940/1345] lr: 1.000e-03, eta: 15:34:12, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9834, top1_acc: 0.7398, top5_acc: 0.9023, loss_cls: 1.0339, loss: 2.0173, grad_norm: 13.0962 2021-12-04 15:20:09,253 - mmaction - INFO - Epoch [110][960/1345] lr: 1.000e-03, eta: 15:33:51, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9548, top1_acc: 0.7203, top5_acc: 0.9047, loss_cls: 1.0566, loss: 2.0114, grad_norm: 12.9921 2021-12-04 15:20:28,461 - mmaction - INFO - Epoch [110][980/1345] lr: 1.000e-03, eta: 15:33:29, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9795, top1_acc: 0.7383, top5_acc: 0.9039, loss_cls: 1.0416, loss: 2.0211, grad_norm: 12.8541 2021-12-04 15:20:47,686 - mmaction - INFO - Epoch [110][1000/1345] lr: 1.000e-03, eta: 15:33:08, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9600, top1_acc: 0.7328, top5_acc: 0.9078, loss_cls: 1.0571, loss: 2.0170, grad_norm: 13.0497 2021-12-04 15:21:06,896 - mmaction - INFO - Epoch [110][1020/1345] lr: 1.000e-03, eta: 15:32:47, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9874, top1_acc: 0.7219, top5_acc: 0.8922, loss_cls: 1.0751, loss: 2.0625, grad_norm: 13.2914 2021-12-04 15:21:26,090 - mmaction - INFO - Epoch [110][1040/1345] lr: 1.000e-03, eta: 15:32:26, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0140, top1_acc: 0.7164, top5_acc: 0.8914, loss_cls: 1.1007, loss: 2.1147, grad_norm: 13.3861 2021-12-04 15:21:45,305 - mmaction - INFO - Epoch [110][1060/1345] lr: 1.000e-03, eta: 15:32:05, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9934, top1_acc: 0.7375, top5_acc: 0.9047, loss_cls: 1.0452, loss: 2.0386, grad_norm: 13.3434 2021-12-04 15:22:04,518 - mmaction - INFO - Epoch [110][1080/1345] lr: 1.000e-03, eta: 15:31:43, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9593, top1_acc: 0.7359, top5_acc: 0.9117, loss_cls: 1.0403, loss: 1.9996, grad_norm: 12.8516 2021-12-04 15:22:23,737 - mmaction - INFO - Epoch [110][1100/1345] lr: 1.000e-03, eta: 15:31:22, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9704, top1_acc: 0.7562, top5_acc: 0.9023, loss_cls: 1.0085, loss: 1.9789, grad_norm: 13.0330 2021-12-04 15:22:42,949 - mmaction - INFO - Epoch [110][1120/1345] lr: 1.000e-03, eta: 15:31:01, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9896, top1_acc: 0.7273, top5_acc: 0.9078, loss_cls: 1.0544, loss: 2.0441, grad_norm: 13.3479 2021-12-04 15:23:02,154 - mmaction - INFO - Epoch [110][1140/1345] lr: 1.000e-03, eta: 15:30:40, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0013, top1_acc: 0.7164, top5_acc: 0.8953, loss_cls: 1.0764, loss: 2.0777, grad_norm: 13.1436 2021-12-04 15:23:21,343 - mmaction - INFO - Epoch [110][1160/1345] lr: 1.000e-03, eta: 15:30:18, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9307, top1_acc: 0.7648, top5_acc: 0.9203, loss_cls: 0.9207, loss: 1.8513, grad_norm: 12.5172 2021-12-04 15:23:40,531 - mmaction - INFO - Epoch [110][1180/1345] lr: 1.000e-03, eta: 15:29:57, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9730, top1_acc: 0.7273, top5_acc: 0.8953, loss_cls: 1.0669, loss: 2.0399, grad_norm: 13.0602 2021-12-04 15:23:59,719 - mmaction - INFO - Epoch [110][1200/1345] lr: 1.000e-03, eta: 15:29:36, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9597, top1_acc: 0.7305, top5_acc: 0.9133, loss_cls: 1.0152, loss: 1.9749, grad_norm: 13.0889 2021-12-04 15:24:18,902 - mmaction - INFO - Epoch [110][1220/1345] lr: 1.000e-03, eta: 15:29:15, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0048, top1_acc: 0.7391, top5_acc: 0.8930, loss_cls: 1.0357, loss: 2.0405, grad_norm: 12.8783 2021-12-04 15:24:38,120 - mmaction - INFO - Epoch [110][1240/1345] lr: 1.000e-03, eta: 15:28:54, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9701, top1_acc: 0.7297, top5_acc: 0.8961, loss_cls: 1.0692, loss: 2.0393, grad_norm: 13.4342 2021-12-04 15:24:57,328 - mmaction - INFO - Epoch [110][1260/1345] lr: 1.000e-03, eta: 15:28:32, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9741, top1_acc: 0.7266, top5_acc: 0.8992, loss_cls: 1.0487, loss: 2.0228, grad_norm: 13.3299 2021-12-04 15:25:16,510 - mmaction - INFO - Epoch [110][1280/1345] lr: 1.000e-03, eta: 15:28:11, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9153, top1_acc: 0.7320, top5_acc: 0.9195, loss_cls: 0.9698, loss: 1.8851, grad_norm: 12.6793 2021-12-04 15:25:35,708 - mmaction - INFO - Epoch [110][1300/1345] lr: 1.000e-03, eta: 15:27:50, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9755, top1_acc: 0.7375, top5_acc: 0.9008, loss_cls: 1.0367, loss: 2.0122, grad_norm: 12.4636 2021-12-04 15:25:54,900 - mmaction - INFO - Epoch [110][1320/1345] lr: 1.000e-03, eta: 15:27:29, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0136, top1_acc: 0.7148, top5_acc: 0.8938, loss_cls: 1.1147, loss: 2.1283, grad_norm: 13.6589 2021-12-04 15:26:14,108 - mmaction - INFO - Epoch [110][1340/1345] lr: 1.000e-03, eta: 15:27:07, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9661, top1_acc: 0.7148, top5_acc: 0.9078, loss_cls: 1.0634, loss: 2.0295, grad_norm: 12.9179 2021-12-04 15:26:19,886 - mmaction - INFO - Saving checkpoint at 110 epochs 2021-12-04 15:28:24,980 - mmaction - INFO - Epoch [111][20/1345] lr: 1.000e-03, eta: 15:27:17, time: 6.095, data_time: 5.135, memory: 8232, loss_aux: 0.9864, top1_acc: 0.7477, top5_acc: 0.9109, loss_cls: 0.9782, loss: 1.9646, grad_norm: 12.9091 2021-12-04 15:28:44,134 - mmaction - INFO - Epoch [111][40/1345] lr: 1.000e-03, eta: 15:26:55, time: 0.957, data_time: 0.003, memory: 8232, loss_aux: 1.0106, top1_acc: 0.7367, top5_acc: 0.9047, loss_cls: 1.0417, loss: 2.0523, grad_norm: 13.5061 2021-12-04 15:29:03,244 - mmaction - INFO - Epoch [111][60/1345] lr: 1.000e-03, eta: 15:26:34, time: 0.956, data_time: 0.002, memory: 8232, loss_aux: 0.9409, top1_acc: 0.7516, top5_acc: 0.9156, loss_cls: 0.9570, loss: 1.8979, grad_norm: 13.2569 2021-12-04 15:29:22,418 - mmaction - INFO - Epoch [111][80/1345] lr: 1.000e-03, eta: 15:26:13, time: 0.959, data_time: 0.002, memory: 8232, loss_aux: 0.9143, top1_acc: 0.7555, top5_acc: 0.9086, loss_cls: 0.9682, loss: 1.8825, grad_norm: 12.4580 2021-12-04 15:29:41,588 - mmaction - INFO - Epoch [111][100/1345] lr: 1.000e-03, eta: 15:25:52, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 0.9375, top1_acc: 0.7562, top5_acc: 0.9117, loss_cls: 0.9597, loss: 1.8972, grad_norm: 12.9393 2021-12-04 15:30:00,737 - mmaction - INFO - Epoch [111][120/1345] lr: 1.000e-03, eta: 15:25:30, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 0.9403, top1_acc: 0.7500, top5_acc: 0.9094, loss_cls: 0.9950, loss: 1.9353, grad_norm: 12.8150 2021-12-04 15:30:19,886 - mmaction - INFO - Epoch [111][140/1345] lr: 1.000e-03, eta: 15:25:09, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 0.9288, top1_acc: 0.7516, top5_acc: 0.9234, loss_cls: 0.9547, loss: 1.8834, grad_norm: 12.7069 2021-12-04 15:30:39,069 - mmaction - INFO - Epoch [111][160/1345] lr: 1.000e-03, eta: 15:24:48, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9882, top1_acc: 0.7461, top5_acc: 0.9031, loss_cls: 1.0218, loss: 2.0100, grad_norm: 13.4244 2021-12-04 15:30:58,247 - mmaction - INFO - Epoch [111][180/1345] lr: 1.000e-03, eta: 15:24:27, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9568, top1_acc: 0.7430, top5_acc: 0.9187, loss_cls: 0.9521, loss: 1.9088, grad_norm: 12.9562 2021-12-04 15:31:17,439 - mmaction - INFO - Epoch [111][200/1345] lr: 1.000e-03, eta: 15:24:05, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0005, top1_acc: 0.7242, top5_acc: 0.8984, loss_cls: 1.0686, loss: 2.0691, grad_norm: 13.5235 2021-12-04 15:31:36,616 - mmaction - INFO - Epoch [111][220/1345] lr: 1.000e-03, eta: 15:23:44, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9761, top1_acc: 0.7492, top5_acc: 0.9039, loss_cls: 0.9888, loss: 1.9648, grad_norm: 12.7933 2021-12-04 15:31:55,831 - mmaction - INFO - Epoch [111][240/1345] lr: 1.000e-03, eta: 15:23:23, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9963, top1_acc: 0.7359, top5_acc: 0.9039, loss_cls: 1.0345, loss: 2.0308, grad_norm: 13.0021 2021-12-04 15:32:15,026 - mmaction - INFO - Epoch [111][260/1345] lr: 1.000e-03, eta: 15:23:02, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9517, top1_acc: 0.7547, top5_acc: 0.9187, loss_cls: 0.9497, loss: 1.9015, grad_norm: 12.8190 2021-12-04 15:32:34,238 - mmaction - INFO - Epoch [111][280/1345] lr: 1.000e-03, eta: 15:22:40, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9745, top1_acc: 0.7375, top5_acc: 0.9133, loss_cls: 1.0276, loss: 2.0021, grad_norm: 13.1736 2021-12-04 15:32:53,452 - mmaction - INFO - Epoch [111][300/1345] lr: 1.000e-03, eta: 15:22:19, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9247, top1_acc: 0.7492, top5_acc: 0.9242, loss_cls: 0.9551, loss: 1.8798, grad_norm: 12.7426 2021-12-04 15:33:12,654 - mmaction - INFO - Epoch [111][320/1345] lr: 1.000e-03, eta: 15:21:58, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9978, top1_acc: 0.7422, top5_acc: 0.9031, loss_cls: 1.0323, loss: 2.0301, grad_norm: 13.0155 2021-12-04 15:33:31,838 - mmaction - INFO - Epoch [111][340/1345] lr: 1.000e-03, eta: 15:21:37, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9667, top1_acc: 0.7430, top5_acc: 0.9023, loss_cls: 1.0218, loss: 1.9885, grad_norm: 12.8900 2021-12-04 15:33:51,057 - mmaction - INFO - Epoch [111][360/1345] lr: 1.000e-03, eta: 15:21:16, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9529, top1_acc: 0.7484, top5_acc: 0.9141, loss_cls: 0.9918, loss: 1.9447, grad_norm: 13.4482 2021-12-04 15:34:10,284 - mmaction - INFO - Epoch [111][380/1345] lr: 1.000e-03, eta: 15:20:54, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9683, top1_acc: 0.7398, top5_acc: 0.9008, loss_cls: 1.0149, loss: 1.9831, grad_norm: 13.2889 2021-12-04 15:34:29,501 - mmaction - INFO - Epoch [111][400/1345] lr: 1.000e-03, eta: 15:20:33, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9816, top1_acc: 0.7305, top5_acc: 0.9094, loss_cls: 1.0416, loss: 2.0233, grad_norm: 13.2848 2021-12-04 15:34:48,714 - mmaction - INFO - Epoch [111][420/1345] lr: 1.000e-03, eta: 15:20:12, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9828, top1_acc: 0.7234, top5_acc: 0.9094, loss_cls: 1.0500, loss: 2.0328, grad_norm: 13.1598 2021-12-04 15:35:07,918 - mmaction - INFO - Epoch [111][440/1345] lr: 1.000e-03, eta: 15:19:51, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0158, top1_acc: 0.7266, top5_acc: 0.8992, loss_cls: 1.0481, loss: 2.0639, grad_norm: 13.6287 2021-12-04 15:35:27,136 - mmaction - INFO - Epoch [111][460/1345] lr: 1.000e-03, eta: 15:19:29, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9780, top1_acc: 0.7391, top5_acc: 0.8930, loss_cls: 1.0469, loss: 2.0249, grad_norm: 13.1606 2021-12-04 15:35:46,347 - mmaction - INFO - Epoch [111][480/1345] lr: 1.000e-03, eta: 15:19:08, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9817, top1_acc: 0.7438, top5_acc: 0.9055, loss_cls: 1.0366, loss: 2.0183, grad_norm: 13.0222 2021-12-04 15:36:05,537 - mmaction - INFO - Epoch [111][500/1345] lr: 1.000e-03, eta: 15:18:47, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9852, top1_acc: 0.7328, top5_acc: 0.9031, loss_cls: 1.0552, loss: 2.0403, grad_norm: 13.2898 2021-12-04 15:36:24,733 - mmaction - INFO - Epoch [111][520/1345] lr: 1.000e-03, eta: 15:18:26, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9817, top1_acc: 0.7453, top5_acc: 0.9109, loss_cls: 0.9907, loss: 1.9724, grad_norm: 12.8748 2021-12-04 15:36:43,928 - mmaction - INFO - Epoch [111][540/1345] lr: 1.000e-03, eta: 15:18:05, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0057, top1_acc: 0.7219, top5_acc: 0.8969, loss_cls: 1.0755, loss: 2.0812, grad_norm: 13.1654 2021-12-04 15:37:03,140 - mmaction - INFO - Epoch [111][560/1345] lr: 1.000e-03, eta: 15:17:43, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9670, top1_acc: 0.7289, top5_acc: 0.9094, loss_cls: 1.0100, loss: 1.9769, grad_norm: 13.0036 2021-12-04 15:37:22,320 - mmaction - INFO - Epoch [111][580/1345] lr: 1.000e-03, eta: 15:17:22, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9692, top1_acc: 0.7406, top5_acc: 0.8984, loss_cls: 1.0104, loss: 1.9797, grad_norm: 13.0406 2021-12-04 15:37:41,546 - mmaction - INFO - Epoch [111][600/1345] lr: 1.000e-03, eta: 15:17:01, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9805, top1_acc: 0.7289, top5_acc: 0.9023, loss_cls: 1.0472, loss: 2.0277, grad_norm: 13.1606 2021-12-04 15:38:00,727 - mmaction - INFO - Epoch [111][620/1345] lr: 1.000e-03, eta: 15:16:40, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9879, top1_acc: 0.7516, top5_acc: 0.8992, loss_cls: 1.0386, loss: 2.0265, grad_norm: 13.0882 2021-12-04 15:38:19,939 - mmaction - INFO - Epoch [111][640/1345] lr: 1.000e-03, eta: 15:16:19, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9720, top1_acc: 0.7344, top5_acc: 0.9055, loss_cls: 1.0208, loss: 1.9928, grad_norm: 12.9168 2021-12-04 15:38:39,138 - mmaction - INFO - Epoch [111][660/1345] lr: 1.000e-03, eta: 15:15:57, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9378, top1_acc: 0.7555, top5_acc: 0.9086, loss_cls: 0.9761, loss: 1.9139, grad_norm: 12.4942 2021-12-04 15:38:58,347 - mmaction - INFO - Epoch [111][680/1345] lr: 1.000e-03, eta: 15:15:36, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9823, top1_acc: 0.7344, top5_acc: 0.8914, loss_cls: 1.0549, loss: 2.0371, grad_norm: 13.0473 2021-12-04 15:39:17,553 - mmaction - INFO - Epoch [111][700/1345] lr: 1.000e-03, eta: 15:15:15, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9564, top1_acc: 0.7641, top5_acc: 0.9086, loss_cls: 0.9555, loss: 1.9119, grad_norm: 12.4325 2021-12-04 15:39:36,786 - mmaction - INFO - Epoch [111][720/1345] lr: 1.000e-03, eta: 15:14:54, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9869, top1_acc: 0.7414, top5_acc: 0.9016, loss_cls: 1.0413, loss: 2.0282, grad_norm: 13.1201 2021-12-04 15:39:56,002 - mmaction - INFO - Epoch [111][740/1345] lr: 1.000e-03, eta: 15:14:32, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0011, top1_acc: 0.7359, top5_acc: 0.9023, loss_cls: 1.0471, loss: 2.0482, grad_norm: 13.2967 2021-12-04 15:40:15,202 - mmaction - INFO - Epoch [111][760/1345] lr: 1.000e-03, eta: 15:14:11, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0004, top1_acc: 0.7172, top5_acc: 0.9016, loss_cls: 1.0966, loss: 2.0970, grad_norm: 13.5491 2021-12-04 15:40:34,435 - mmaction - INFO - Epoch [111][780/1345] lr: 1.000e-03, eta: 15:13:50, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9674, top1_acc: 0.7367, top5_acc: 0.8984, loss_cls: 1.0278, loss: 1.9952, grad_norm: 12.8752 2021-12-04 15:40:53,661 - mmaction - INFO - Epoch [111][800/1345] lr: 1.000e-03, eta: 15:13:29, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9847, top1_acc: 0.7281, top5_acc: 0.9055, loss_cls: 1.0444, loss: 2.0291, grad_norm: 13.1627 2021-12-04 15:41:12,900 - mmaction - INFO - Epoch [111][820/1345] lr: 1.000e-03, eta: 15:13:08, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9314, top1_acc: 0.7539, top5_acc: 0.9125, loss_cls: 0.9587, loss: 1.8901, grad_norm: 12.7603 2021-12-04 15:41:32,103 - mmaction - INFO - Epoch [111][840/1345] lr: 1.000e-03, eta: 15:12:46, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9781, top1_acc: 0.7570, top5_acc: 0.9141, loss_cls: 0.9658, loss: 1.9438, grad_norm: 12.3822 2021-12-04 15:41:51,349 - mmaction - INFO - Epoch [111][860/1345] lr: 1.000e-03, eta: 15:12:25, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9746, top1_acc: 0.7414, top5_acc: 0.9156, loss_cls: 1.0034, loss: 1.9781, grad_norm: 13.0829 2021-12-04 15:42:10,556 - mmaction - INFO - Epoch [111][880/1345] lr: 1.000e-03, eta: 15:12:04, time: 0.960, data_time: 0.000, memory: 8232, loss_aux: 0.9585, top1_acc: 0.7422, top5_acc: 0.9078, loss_cls: 1.0098, loss: 1.9683, grad_norm: 13.1504 2021-12-04 15:42:29,769 - mmaction - INFO - Epoch [111][900/1345] lr: 1.000e-03, eta: 15:11:43, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9809, top1_acc: 0.7258, top5_acc: 0.8969, loss_cls: 1.0692, loss: 2.0501, grad_norm: 13.2011 2021-12-04 15:42:49,005 - mmaction - INFO - Epoch [111][920/1345] lr: 1.000e-03, eta: 15:11:22, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9863, top1_acc: 0.7328, top5_acc: 0.9008, loss_cls: 1.0423, loss: 2.0286, grad_norm: 12.8332 2021-12-04 15:43:08,220 - mmaction - INFO - Epoch [111][940/1345] lr: 1.000e-03, eta: 15:11:00, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9514, top1_acc: 0.7414, top5_acc: 0.9180, loss_cls: 0.9720, loss: 1.9234, grad_norm: 13.1244 2021-12-04 15:43:27,462 - mmaction - INFO - Epoch [111][960/1345] lr: 1.000e-03, eta: 15:10:39, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9721, top1_acc: 0.7273, top5_acc: 0.8977, loss_cls: 1.0772, loss: 2.0493, grad_norm: 12.9906 2021-12-04 15:43:46,662 - mmaction - INFO - Epoch [111][980/1345] lr: 1.000e-03, eta: 15:10:18, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9645, top1_acc: 0.7547, top5_acc: 0.9148, loss_cls: 0.9778, loss: 1.9423, grad_norm: 13.1196 2021-12-04 15:44:05,892 - mmaction - INFO - Epoch [111][1000/1345] lr: 1.000e-03, eta: 15:09:57, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9758, top1_acc: 0.7250, top5_acc: 0.9016, loss_cls: 1.0693, loss: 2.0451, grad_norm: 13.1587 2021-12-04 15:44:25,102 - mmaction - INFO - Epoch [111][1020/1345] lr: 1.000e-03, eta: 15:09:36, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9571, top1_acc: 0.7297, top5_acc: 0.8961, loss_cls: 1.0696, loss: 2.0267, grad_norm: 13.2078 2021-12-04 15:44:44,341 - mmaction - INFO - Epoch [111][1040/1345] lr: 1.000e-03, eta: 15:09:14, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9800, top1_acc: 0.7312, top5_acc: 0.9047, loss_cls: 1.0450, loss: 2.0250, grad_norm: 13.0778 2021-12-04 15:45:03,553 - mmaction - INFO - Epoch [111][1060/1345] lr: 1.000e-03, eta: 15:08:53, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9844, top1_acc: 0.7570, top5_acc: 0.9117, loss_cls: 1.0103, loss: 1.9947, grad_norm: 12.9172 2021-12-04 15:45:22,754 - mmaction - INFO - Epoch [111][1080/1345] lr: 1.000e-03, eta: 15:08:32, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9460, top1_acc: 0.7430, top5_acc: 0.9086, loss_cls: 0.9843, loss: 1.9303, grad_norm: 12.6996 2021-12-04 15:45:41,980 - mmaction - INFO - Epoch [111][1100/1345] lr: 1.000e-03, eta: 15:08:11, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0046, top1_acc: 0.7336, top5_acc: 0.9109, loss_cls: 1.0439, loss: 2.0485, grad_norm: 13.3619 2021-12-04 15:46:01,222 - mmaction - INFO - Epoch [111][1120/1345] lr: 1.000e-03, eta: 15:07:50, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9972, top1_acc: 0.7430, top5_acc: 0.9000, loss_cls: 1.0419, loss: 2.0391, grad_norm: 13.0516 2021-12-04 15:46:20,480 - mmaction - INFO - Epoch [111][1140/1345] lr: 1.000e-03, eta: 15:07:28, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 0.9552, top1_acc: 0.7484, top5_acc: 0.9094, loss_cls: 0.9966, loss: 1.9519, grad_norm: 12.8843 2021-12-04 15:46:39,709 - mmaction - INFO - Epoch [111][1160/1345] lr: 1.000e-03, eta: 15:07:07, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9489, top1_acc: 0.7250, top5_acc: 0.9102, loss_cls: 1.0171, loss: 1.9661, grad_norm: 13.5819 2021-12-04 15:46:58,924 - mmaction - INFO - Epoch [111][1180/1345] lr: 1.000e-03, eta: 15:06:46, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0095, top1_acc: 0.7219, top5_acc: 0.8945, loss_cls: 1.0827, loss: 2.0922, grad_norm: 13.3865 2021-12-04 15:47:18,141 - mmaction - INFO - Epoch [111][1200/1345] lr: 1.000e-03, eta: 15:06:25, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9540, top1_acc: 0.7258, top5_acc: 0.9164, loss_cls: 1.0005, loss: 1.9545, grad_norm: 13.2300 2021-12-04 15:47:37,348 - mmaction - INFO - Epoch [111][1220/1345] lr: 1.000e-03, eta: 15:06:04, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9634, top1_acc: 0.7570, top5_acc: 0.9227, loss_cls: 0.9593, loss: 1.9226, grad_norm: 13.1180 2021-12-04 15:47:56,577 - mmaction - INFO - Epoch [111][1240/1345] lr: 1.000e-03, eta: 15:05:43, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9903, top1_acc: 0.7383, top5_acc: 0.8984, loss_cls: 1.0410, loss: 2.0313, grad_norm: 12.8835 2021-12-04 15:48:15,793 - mmaction - INFO - Epoch [111][1260/1345] lr: 1.000e-03, eta: 15:05:21, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9712, top1_acc: 0.7391, top5_acc: 0.9047, loss_cls: 1.0144, loss: 1.9857, grad_norm: 12.8319 2021-12-04 15:48:35,063 - mmaction - INFO - Epoch [111][1280/1345] lr: 1.000e-03, eta: 15:05:00, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 0.9800, top1_acc: 0.7289, top5_acc: 0.8875, loss_cls: 1.0878, loss: 2.0679, grad_norm: 13.3105 2021-12-04 15:48:54,311 - mmaction - INFO - Epoch [111][1300/1345] lr: 1.000e-03, eta: 15:04:39, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9697, top1_acc: 0.7414, top5_acc: 0.9062, loss_cls: 1.0149, loss: 1.9846, grad_norm: 13.1738 2021-12-04 15:49:13,515 - mmaction - INFO - Epoch [111][1320/1345] lr: 1.000e-03, eta: 15:04:18, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9556, top1_acc: 0.7492, top5_acc: 0.9000, loss_cls: 1.0135, loss: 1.9691, grad_norm: 13.1090 2021-12-04 15:49:32,726 - mmaction - INFO - Epoch [111][1340/1345] lr: 1.000e-03, eta: 15:03:57, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9566, top1_acc: 0.7367, top5_acc: 0.8961, loss_cls: 1.0563, loss: 2.0129, grad_norm: 13.2002 2021-12-04 15:49:38,081 - mmaction - INFO - Saving checkpoint at 111 epochs 2021-12-04 15:51:39,522 - mmaction - INFO - Epoch [112][20/1345] lr: 1.000e-03, eta: 15:04:03, time: 5.852, data_time: 4.900, memory: 8232, loss_aux: 0.9708, top1_acc: 0.7156, top5_acc: 0.9047, loss_cls: 1.0565, loss: 2.0273, grad_norm: 13.1401 2021-12-04 15:51:58,671 - mmaction - INFO - Epoch [112][40/1345] lr: 1.000e-03, eta: 15:03:42, time: 0.957, data_time: 0.003, memory: 8232, loss_aux: 0.9335, top1_acc: 0.7594, top5_acc: 0.9203, loss_cls: 0.9571, loss: 1.8906, grad_norm: 12.9637 2021-12-04 15:52:17,878 - mmaction - INFO - Epoch [112][60/1345] lr: 1.000e-03, eta: 15:03:20, time: 0.960, data_time: 0.003, memory: 8232, loss_aux: 0.9520, top1_acc: 0.7594, top5_acc: 0.9070, loss_cls: 0.9841, loss: 1.9361, grad_norm: 12.5578 2021-12-04 15:52:37,086 - mmaction - INFO - Epoch [112][80/1345] lr: 1.000e-03, eta: 15:02:59, time: 0.960, data_time: 0.002, memory: 8232, loss_aux: 0.9248, top1_acc: 0.7797, top5_acc: 0.9133, loss_cls: 0.9311, loss: 1.8559, grad_norm: 12.3445 2021-12-04 15:52:56,279 - mmaction - INFO - Epoch [112][100/1345] lr: 1.000e-03, eta: 15:02:38, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9098, top1_acc: 0.7547, top5_acc: 0.9109, loss_cls: 0.9206, loss: 1.8304, grad_norm: 12.3723 2021-12-04 15:53:15,449 - mmaction - INFO - Epoch [112][120/1345] lr: 1.000e-03, eta: 15:02:17, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9335, top1_acc: 0.7508, top5_acc: 0.9070, loss_cls: 0.9596, loss: 1.8931, grad_norm: 12.7900 2021-12-04 15:53:34,632 - mmaction - INFO - Epoch [112][140/1345] lr: 1.000e-03, eta: 15:01:55, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9799, top1_acc: 0.7227, top5_acc: 0.9039, loss_cls: 1.0407, loss: 2.0206, grad_norm: 13.3791 2021-12-04 15:53:53,836 - mmaction - INFO - Epoch [112][160/1345] lr: 1.000e-03, eta: 15:01:34, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9977, top1_acc: 0.7445, top5_acc: 0.9047, loss_cls: 1.0713, loss: 2.0690, grad_norm: 13.7878 2021-12-04 15:54:13,021 - mmaction - INFO - Epoch [112][180/1345] lr: 1.000e-03, eta: 15:01:13, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9847, top1_acc: 0.7469, top5_acc: 0.8977, loss_cls: 1.0277, loss: 2.0124, grad_norm: 13.0301 2021-12-04 15:54:32,229 - mmaction - INFO - Epoch [112][200/1345] lr: 1.000e-03, eta: 15:00:52, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9530, top1_acc: 0.7523, top5_acc: 0.9062, loss_cls: 0.9906, loss: 1.9436, grad_norm: 12.8990 2021-12-04 15:54:51,431 - mmaction - INFO - Epoch [112][220/1345] lr: 1.000e-03, eta: 15:00:31, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0101, top1_acc: 0.7383, top5_acc: 0.8969, loss_cls: 1.0647, loss: 2.0748, grad_norm: 13.3964 2021-12-04 15:55:10,593 - mmaction - INFO - Epoch [112][240/1345] lr: 1.000e-03, eta: 15:00:09, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.0135, top1_acc: 0.7289, top5_acc: 0.9070, loss_cls: 1.0469, loss: 2.0604, grad_norm: 13.1116 2021-12-04 15:55:29,794 - mmaction - INFO - Epoch [112][260/1345] lr: 1.000e-03, eta: 14:59:48, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9871, top1_acc: 0.7438, top5_acc: 0.9109, loss_cls: 1.0051, loss: 1.9922, grad_norm: 13.2505 2021-12-04 15:55:48,988 - mmaction - INFO - Epoch [112][280/1345] lr: 1.000e-03, eta: 14:59:27, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0040, top1_acc: 0.7328, top5_acc: 0.8984, loss_cls: 1.0690, loss: 2.0730, grad_norm: 13.4037 2021-12-04 15:56:08,170 - mmaction - INFO - Epoch [112][300/1345] lr: 1.000e-03, eta: 14:59:06, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9673, top1_acc: 0.7438, top5_acc: 0.9070, loss_cls: 0.9749, loss: 1.9422, grad_norm: 13.1592 2021-12-04 15:56:27,329 - mmaction - INFO - Epoch [112][320/1345] lr: 1.000e-03, eta: 14:58:45, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 0.9501, top1_acc: 0.7469, top5_acc: 0.9000, loss_cls: 1.0304, loss: 1.9805, grad_norm: 13.1685 2021-12-04 15:56:46,551 - mmaction - INFO - Epoch [112][340/1345] lr: 1.000e-03, eta: 14:58:23, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9860, top1_acc: 0.7273, top5_acc: 0.8922, loss_cls: 1.0821, loss: 2.0680, grad_norm: 13.1192 2021-12-04 15:57:05,731 - mmaction - INFO - Epoch [112][360/1345] lr: 1.000e-03, eta: 14:58:02, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9587, top1_acc: 0.7500, top5_acc: 0.8969, loss_cls: 1.0299, loss: 1.9886, grad_norm: 12.9038 2021-12-04 15:57:24,931 - mmaction - INFO - Epoch [112][380/1345] lr: 1.000e-03, eta: 14:57:41, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9804, top1_acc: 0.7305, top5_acc: 0.8977, loss_cls: 1.0479, loss: 2.0283, grad_norm: 13.0516 2021-12-04 15:57:44,115 - mmaction - INFO - Epoch [112][400/1345] lr: 1.000e-03, eta: 14:57:20, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9479, top1_acc: 0.7609, top5_acc: 0.9148, loss_cls: 0.9490, loss: 1.8969, grad_norm: 12.9445 2021-12-04 15:58:03,324 - mmaction - INFO - Epoch [112][420/1345] lr: 1.000e-03, eta: 14:56:59, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9541, top1_acc: 0.7492, top5_acc: 0.9125, loss_cls: 0.9646, loss: 1.9188, grad_norm: 12.9981 2021-12-04 15:58:22,495 - mmaction - INFO - Epoch [112][440/1345] lr: 1.000e-03, eta: 14:56:37, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9353, top1_acc: 0.7523, top5_acc: 0.9133, loss_cls: 0.9705, loss: 1.9058, grad_norm: 13.0042 2021-12-04 15:58:41,714 - mmaction - INFO - Epoch [112][460/1345] lr: 1.000e-03, eta: 14:56:16, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9643, top1_acc: 0.7531, top5_acc: 0.9062, loss_cls: 0.9840, loss: 1.9484, grad_norm: 13.2441 2021-12-04 15:59:00,913 - mmaction - INFO - Epoch [112][480/1345] lr: 1.000e-03, eta: 14:55:55, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9882, top1_acc: 0.7344, top5_acc: 0.8930, loss_cls: 1.0301, loss: 2.0183, grad_norm: 13.1252 2021-12-04 15:59:20,098 - mmaction - INFO - Epoch [112][500/1345] lr: 1.000e-03, eta: 14:55:34, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9555, top1_acc: 0.7516, top5_acc: 0.9070, loss_cls: 0.9850, loss: 1.9405, grad_norm: 12.8595 2021-12-04 15:59:39,339 - mmaction - INFO - Epoch [112][520/1345] lr: 1.000e-03, eta: 14:55:13, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9448, top1_acc: 0.7648, top5_acc: 0.9211, loss_cls: 0.9508, loss: 1.8956, grad_norm: 12.7125 2021-12-04 15:59:58,549 - mmaction - INFO - Epoch [112][540/1345] lr: 1.000e-03, eta: 14:54:51, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9484, top1_acc: 0.7547, top5_acc: 0.9172, loss_cls: 0.9489, loss: 1.8973, grad_norm: 12.7954 2021-12-04 16:00:17,767 - mmaction - INFO - Epoch [112][560/1345] lr: 1.000e-03, eta: 14:54:30, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9926, top1_acc: 0.7531, top5_acc: 0.9062, loss_cls: 1.0542, loss: 2.0468, grad_norm: 13.5889 2021-12-04 16:00:36,961 - mmaction - INFO - Epoch [112][580/1345] lr: 1.000e-03, eta: 14:54:09, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9776, top1_acc: 0.7383, top5_acc: 0.9141, loss_cls: 1.0050, loss: 1.9826, grad_norm: 13.1309 2021-12-04 16:00:56,168 - mmaction - INFO - Epoch [112][600/1345] lr: 1.000e-03, eta: 14:53:48, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9851, top1_acc: 0.7242, top5_acc: 0.8992, loss_cls: 1.0586, loss: 2.0438, grad_norm: 13.6260 2021-12-04 16:01:15,360 - mmaction - INFO - Epoch [112][620/1345] lr: 1.000e-03, eta: 14:53:27, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0021, top1_acc: 0.7180, top5_acc: 0.8883, loss_cls: 1.0813, loss: 2.0834, grad_norm: 13.2009 2021-12-04 16:01:34,544 - mmaction - INFO - Epoch [112][640/1345] lr: 1.000e-03, eta: 14:53:05, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9404, top1_acc: 0.7406, top5_acc: 0.9078, loss_cls: 1.0136, loss: 1.9540, grad_norm: 12.9420 2021-12-04 16:01:53,740 - mmaction - INFO - Epoch [112][660/1345] lr: 1.000e-03, eta: 14:52:44, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9699, top1_acc: 0.7195, top5_acc: 0.9078, loss_cls: 1.0349, loss: 2.0048, grad_norm: 13.3577 2021-12-04 16:02:12,928 - mmaction - INFO - Epoch [112][680/1345] lr: 1.000e-03, eta: 14:52:23, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9742, top1_acc: 0.7477, top5_acc: 0.9125, loss_cls: 0.9988, loss: 1.9730, grad_norm: 13.3072 2021-12-04 16:02:32,146 - mmaction - INFO - Epoch [112][700/1345] lr: 1.000e-03, eta: 14:52:02, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9824, top1_acc: 0.7344, top5_acc: 0.9023, loss_cls: 1.0317, loss: 2.0141, grad_norm: 13.2986 2021-12-04 16:02:51,325 - mmaction - INFO - Epoch [112][720/1345] lr: 1.000e-03, eta: 14:51:41, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9586, top1_acc: 0.7289, top5_acc: 0.9086, loss_cls: 1.0475, loss: 2.0060, grad_norm: 13.6593 2021-12-04 16:03:10,510 - mmaction - INFO - Epoch [112][740/1345] lr: 1.000e-03, eta: 14:51:19, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9965, top1_acc: 0.7156, top5_acc: 0.9055, loss_cls: 1.0563, loss: 2.0528, grad_norm: 13.2110 2021-12-04 16:03:29,720 - mmaction - INFO - Epoch [112][760/1345] lr: 1.000e-03, eta: 14:50:58, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9998, top1_acc: 0.7422, top5_acc: 0.8789, loss_cls: 1.0825, loss: 2.0824, grad_norm: 13.2911 2021-12-04 16:03:48,935 - mmaction - INFO - Epoch [112][780/1345] lr: 1.000e-03, eta: 14:50:37, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0158, top1_acc: 0.7242, top5_acc: 0.8891, loss_cls: 1.0851, loss: 2.1009, grad_norm: 13.0181 2021-12-04 16:04:08,147 - mmaction - INFO - Epoch [112][800/1345] lr: 1.000e-03, eta: 14:50:16, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0059, top1_acc: 0.7258, top5_acc: 0.8930, loss_cls: 1.0619, loss: 2.0679, grad_norm: 13.5892 2021-12-04 16:04:27,338 - mmaction - INFO - Epoch [112][820/1345] lr: 1.000e-03, eta: 14:49:55, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9773, top1_acc: 0.7359, top5_acc: 0.9102, loss_cls: 1.0107, loss: 1.9880, grad_norm: 13.0467 2021-12-04 16:04:46,534 - mmaction - INFO - Epoch [112][840/1345] lr: 1.000e-03, eta: 14:49:33, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9371, top1_acc: 0.7461, top5_acc: 0.9047, loss_cls: 1.0018, loss: 1.9389, grad_norm: 12.9488 2021-12-04 16:05:05,717 - mmaction - INFO - Epoch [112][860/1345] lr: 1.000e-03, eta: 14:49:12, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9468, top1_acc: 0.7562, top5_acc: 0.9062, loss_cls: 1.0121, loss: 1.9589, grad_norm: 12.8185 2021-12-04 16:05:24,932 - mmaction - INFO - Epoch [112][880/1345] lr: 1.000e-03, eta: 14:48:51, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9744, top1_acc: 0.7320, top5_acc: 0.9086, loss_cls: 1.0210, loss: 1.9954, grad_norm: 13.2391 2021-12-04 16:05:44,092 - mmaction - INFO - Epoch [112][900/1345] lr: 1.000e-03, eta: 14:48:30, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.0030, top1_acc: 0.7094, top5_acc: 0.9016, loss_cls: 1.0798, loss: 2.0828, grad_norm: 13.8326 2021-12-04 16:06:03,270 - mmaction - INFO - Epoch [112][920/1345] lr: 1.000e-03, eta: 14:48:09, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9621, top1_acc: 0.7312, top5_acc: 0.9109, loss_cls: 1.0230, loss: 1.9851, grad_norm: 13.0809 2021-12-04 16:06:22,486 - mmaction - INFO - Epoch [112][940/1345] lr: 1.000e-03, eta: 14:47:47, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9829, top1_acc: 0.7305, top5_acc: 0.9008, loss_cls: 1.0392, loss: 2.0221, grad_norm: 13.4078 2021-12-04 16:06:41,677 - mmaction - INFO - Epoch [112][960/1345] lr: 1.000e-03, eta: 14:47:26, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9608, top1_acc: 0.7438, top5_acc: 0.9141, loss_cls: 1.0031, loss: 1.9639, grad_norm: 13.3019 2021-12-04 16:07:00,840 - mmaction - INFO - Epoch [112][980/1345] lr: 1.000e-03, eta: 14:47:05, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 0.9797, top1_acc: 0.7539, top5_acc: 0.9070, loss_cls: 1.0080, loss: 1.9877, grad_norm: 13.0684 2021-12-04 16:07:19,997 - mmaction - INFO - Epoch [112][1000/1345] lr: 1.000e-03, eta: 14:46:44, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 0.9528, top1_acc: 0.7406, top5_acc: 0.9109, loss_cls: 0.9907, loss: 1.9435, grad_norm: 13.1578 2021-12-04 16:07:39,181 - mmaction - INFO - Epoch [112][1020/1345] lr: 1.000e-03, eta: 14:46:23, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9621, top1_acc: 0.7586, top5_acc: 0.9094, loss_cls: 0.9879, loss: 1.9500, grad_norm: 13.0417 2021-12-04 16:07:58,376 - mmaction - INFO - Epoch [112][1040/1345] lr: 1.000e-03, eta: 14:46:01, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9253, top1_acc: 0.7516, top5_acc: 0.9109, loss_cls: 0.9567, loss: 1.8820, grad_norm: 12.5413 2021-12-04 16:08:17,558 - mmaction - INFO - Epoch [112][1060/1345] lr: 1.000e-03, eta: 14:45:40, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0234, top1_acc: 0.7391, top5_acc: 0.9094, loss_cls: 1.0352, loss: 2.0586, grad_norm: 13.2052 2021-12-04 16:08:36,738 - mmaction - INFO - Epoch [112][1080/1345] lr: 1.000e-03, eta: 14:45:19, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9535, top1_acc: 0.7469, top5_acc: 0.9039, loss_cls: 0.9856, loss: 1.9391, grad_norm: 13.0925 2021-12-04 16:08:55,916 - mmaction - INFO - Epoch [112][1100/1345] lr: 1.000e-03, eta: 14:44:58, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9209, top1_acc: 0.7609, top5_acc: 0.9109, loss_cls: 0.9493, loss: 1.8703, grad_norm: 12.5001 2021-12-04 16:09:15,113 - mmaction - INFO - Epoch [112][1120/1345] lr: 1.000e-03, eta: 14:44:37, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9641, top1_acc: 0.7352, top5_acc: 0.9023, loss_cls: 1.0312, loss: 1.9953, grad_norm: 13.2887 2021-12-04 16:09:34,307 - mmaction - INFO - Epoch [112][1140/1345] lr: 1.000e-03, eta: 14:44:16, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9725, top1_acc: 0.7484, top5_acc: 0.8977, loss_cls: 1.0202, loss: 1.9927, grad_norm: 13.0464 2021-12-04 16:09:53,481 - mmaction - INFO - Epoch [112][1160/1345] lr: 1.000e-03, eta: 14:43:54, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0166, top1_acc: 0.7281, top5_acc: 0.8977, loss_cls: 1.0622, loss: 2.0788, grad_norm: 13.9830 2021-12-04 16:10:12,677 - mmaction - INFO - Epoch [112][1180/1345] lr: 1.000e-03, eta: 14:43:33, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9632, top1_acc: 0.7445, top5_acc: 0.9062, loss_cls: 1.0055, loss: 1.9688, grad_norm: 13.2799 2021-12-04 16:10:31,871 - mmaction - INFO - Epoch [112][1200/1345] lr: 1.000e-03, eta: 14:43:12, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9769, top1_acc: 0.7227, top5_acc: 0.8945, loss_cls: 1.0604, loss: 2.0373, grad_norm: 13.3617 2021-12-04 16:10:51,080 - mmaction - INFO - Epoch [112][1220/1345] lr: 1.000e-03, eta: 14:42:51, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9904, top1_acc: 0.7266, top5_acc: 0.9008, loss_cls: 1.0384, loss: 2.0288, grad_norm: 13.1097 2021-12-04 16:11:10,271 - mmaction - INFO - Epoch [112][1240/1345] lr: 1.000e-03, eta: 14:42:30, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9606, top1_acc: 0.7312, top5_acc: 0.9117, loss_cls: 1.0246, loss: 1.9852, grad_norm: 13.5817 2021-12-04 16:11:29,475 - mmaction - INFO - Epoch [112][1260/1345] lr: 1.000e-03, eta: 14:42:08, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9594, top1_acc: 0.7438, top5_acc: 0.9227, loss_cls: 0.9762, loss: 1.9357, grad_norm: 13.4574 2021-12-04 16:11:48,697 - mmaction - INFO - Epoch [112][1280/1345] lr: 1.000e-03, eta: 14:41:47, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9225, top1_acc: 0.7492, top5_acc: 0.9117, loss_cls: 0.9686, loss: 1.8910, grad_norm: 12.6325 2021-12-04 16:12:07,890 - mmaction - INFO - Epoch [112][1300/1345] lr: 1.000e-03, eta: 14:41:26, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9683, top1_acc: 0.7422, top5_acc: 0.9117, loss_cls: 0.9957, loss: 1.9640, grad_norm: 13.3837 2021-12-04 16:12:27,052 - mmaction - INFO - Epoch [112][1320/1345] lr: 1.000e-03, eta: 14:41:05, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 0.9369, top1_acc: 0.7484, top5_acc: 0.9141, loss_cls: 0.9538, loss: 1.8908, grad_norm: 13.0109 2021-12-04 16:12:46,263 - mmaction - INFO - Epoch [112][1340/1345] lr: 1.000e-03, eta: 14:40:44, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9758, top1_acc: 0.7328, top5_acc: 0.9039, loss_cls: 1.0242, loss: 2.0000, grad_norm: 13.4200 2021-12-04 16:12:51,828 - mmaction - INFO - Saving checkpoint at 112 epochs 2021-12-04 16:14:58,553 - mmaction - INFO - Epoch [113][20/1345] lr: 1.000e-03, eta: 14:40:51, time: 6.218, data_time: 5.254, memory: 8232, loss_aux: 0.9533, top1_acc: 0.7422, top5_acc: 0.9016, loss_cls: 1.0067, loss: 1.9600, grad_norm: 13.3330 2021-12-04 16:15:17,679 - mmaction - INFO - Epoch [113][40/1345] lr: 1.000e-03, eta: 14:40:30, time: 0.956, data_time: 0.003, memory: 8232, loss_aux: 0.9978, top1_acc: 0.7391, top5_acc: 0.8930, loss_cls: 1.0750, loss: 2.0728, grad_norm: 13.4402 2021-12-04 16:15:36,831 - mmaction - INFO - Epoch [113][60/1345] lr: 1.000e-03, eta: 14:40:09, time: 0.958, data_time: 0.003, memory: 8232, loss_aux: 0.9259, top1_acc: 0.7734, top5_acc: 0.9164, loss_cls: 0.9218, loss: 1.8476, grad_norm: 12.4639 2021-12-04 16:15:55,978 - mmaction - INFO - Epoch [113][80/1345] lr: 1.000e-03, eta: 14:39:48, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 0.9716, top1_acc: 0.7508, top5_acc: 0.9117, loss_cls: 0.9806, loss: 1.9522, grad_norm: 13.1436 2021-12-04 16:16:15,124 - mmaction - INFO - Epoch [113][100/1345] lr: 1.000e-03, eta: 14:39:26, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 0.9528, top1_acc: 0.7531, top5_acc: 0.9187, loss_cls: 0.9408, loss: 1.8936, grad_norm: 12.7830 2021-12-04 16:16:34,243 - mmaction - INFO - Epoch [113][120/1345] lr: 1.000e-03, eta: 14:39:05, time: 0.956, data_time: 0.001, memory: 8232, loss_aux: 0.9495, top1_acc: 0.7461, top5_acc: 0.9195, loss_cls: 0.9755, loss: 1.9250, grad_norm: 12.7563 2021-12-04 16:16:53,400 - mmaction - INFO - Epoch [113][140/1345] lr: 1.000e-03, eta: 14:38:44, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 0.9320, top1_acc: 0.7406, top5_acc: 0.8992, loss_cls: 1.0234, loss: 1.9554, grad_norm: 13.1295 2021-12-04 16:17:12,599 - mmaction - INFO - Epoch [113][160/1345] lr: 1.000e-03, eta: 14:38:23, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9085, top1_acc: 0.7438, top5_acc: 0.9031, loss_cls: 0.9721, loss: 1.8806, grad_norm: 12.8507 2021-12-04 16:17:31,798 - mmaction - INFO - Epoch [113][180/1345] lr: 1.000e-03, eta: 14:38:02, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9843, top1_acc: 0.7539, top5_acc: 0.9109, loss_cls: 0.9614, loss: 1.9457, grad_norm: 12.9991 2021-12-04 16:17:50,985 - mmaction - INFO - Epoch [113][200/1345] lr: 1.000e-03, eta: 14:37:40, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9809, top1_acc: 0.7383, top5_acc: 0.9016, loss_cls: 1.0397, loss: 2.0206, grad_norm: 13.1683 2021-12-04 16:18:10,176 - mmaction - INFO - Epoch [113][220/1345] lr: 1.000e-03, eta: 14:37:19, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9831, top1_acc: 0.7344, top5_acc: 0.9164, loss_cls: 1.0114, loss: 1.9945, grad_norm: 13.9392 2021-12-04 16:18:29,380 - mmaction - INFO - Epoch [113][240/1345] lr: 1.000e-03, eta: 14:36:58, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9558, top1_acc: 0.7289, top5_acc: 0.9070, loss_cls: 1.0546, loss: 2.0104, grad_norm: 13.4500 2021-12-04 16:18:48,591 - mmaction - INFO - Epoch [113][260/1345] lr: 1.000e-03, eta: 14:36:37, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9588, top1_acc: 0.7594, top5_acc: 0.9109, loss_cls: 0.9537, loss: 1.9126, grad_norm: 12.9781 2021-12-04 16:19:07,806 - mmaction - INFO - Epoch [113][280/1345] lr: 1.000e-03, eta: 14:36:16, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9991, top1_acc: 0.7297, top5_acc: 0.8938, loss_cls: 1.0765, loss: 2.0756, grad_norm: 13.8847 2021-12-04 16:19:27,011 - mmaction - INFO - Epoch [113][300/1345] lr: 1.000e-03, eta: 14:35:54, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9709, top1_acc: 0.7258, top5_acc: 0.9031, loss_cls: 1.0562, loss: 2.0271, grad_norm: 13.3580 2021-12-04 16:19:46,210 - mmaction - INFO - Epoch [113][320/1345] lr: 1.000e-03, eta: 14:35:33, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9620, top1_acc: 0.7445, top5_acc: 0.9086, loss_cls: 0.9837, loss: 1.9457, grad_norm: 12.7640 2021-12-04 16:20:05,426 - mmaction - INFO - Epoch [113][340/1345] lr: 1.000e-03, eta: 14:35:12, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9498, top1_acc: 0.7578, top5_acc: 0.9109, loss_cls: 0.9660, loss: 1.9159, grad_norm: 12.8507 2021-12-04 16:20:24,609 - mmaction - INFO - Epoch [113][360/1345] lr: 1.000e-03, eta: 14:34:51, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9706, top1_acc: 0.7445, top5_acc: 0.9117, loss_cls: 0.9870, loss: 1.9576, grad_norm: 13.1339 2021-12-04 16:20:43,791 - mmaction - INFO - Epoch [113][380/1345] lr: 1.000e-03, eta: 14:34:30, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9368, top1_acc: 0.7570, top5_acc: 0.9195, loss_cls: 0.9639, loss: 1.9008, grad_norm: 13.4711 2021-12-04 16:21:02,986 - mmaction - INFO - Epoch [113][400/1345] lr: 1.000e-03, eta: 14:34:09, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9852, top1_acc: 0.7375, top5_acc: 0.9016, loss_cls: 1.0272, loss: 2.0124, grad_norm: 13.5723 2021-12-04 16:21:22,192 - mmaction - INFO - Epoch [113][420/1345] lr: 1.000e-03, eta: 14:33:47, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9609, top1_acc: 0.7469, top5_acc: 0.8992, loss_cls: 0.9950, loss: 1.9559, grad_norm: 12.9886 2021-12-04 16:21:41,387 - mmaction - INFO - Epoch [113][440/1345] lr: 1.000e-03, eta: 14:33:26, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9593, top1_acc: 0.7594, top5_acc: 0.9000, loss_cls: 0.9606, loss: 1.9199, grad_norm: 12.8373 2021-12-04 16:22:00,585 - mmaction - INFO - Epoch [113][460/1345] lr: 1.000e-03, eta: 14:33:05, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9875, top1_acc: 0.7242, top5_acc: 0.9086, loss_cls: 1.0169, loss: 2.0044, grad_norm: 13.5436 2021-12-04 16:22:19,793 - mmaction - INFO - Epoch [113][480/1345] lr: 1.000e-03, eta: 14:32:44, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9881, top1_acc: 0.7461, top5_acc: 0.9055, loss_cls: 0.9971, loss: 1.9852, grad_norm: 13.3333 2021-12-04 16:22:38,993 - mmaction - INFO - Epoch [113][500/1345] lr: 1.000e-03, eta: 14:32:23, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9962, top1_acc: 0.7391, top5_acc: 0.9125, loss_cls: 1.0174, loss: 2.0136, grad_norm: 13.6427 2021-12-04 16:22:58,210 - mmaction - INFO - Epoch [113][520/1345] lr: 1.000e-03, eta: 14:32:01, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9433, top1_acc: 0.7594, top5_acc: 0.9141, loss_cls: 0.9648, loss: 1.9081, grad_norm: 12.9581 2021-12-04 16:23:17,384 - mmaction - INFO - Epoch [113][540/1345] lr: 1.000e-03, eta: 14:31:40, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9829, top1_acc: 0.7492, top5_acc: 0.9000, loss_cls: 1.0155, loss: 1.9983, grad_norm: 13.4298 2021-12-04 16:23:36,579 - mmaction - INFO - Epoch [113][560/1345] lr: 1.000e-03, eta: 14:31:19, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9670, top1_acc: 0.7375, top5_acc: 0.9070, loss_cls: 1.0267, loss: 1.9937, grad_norm: 13.5822 2021-12-04 16:23:55,766 - mmaction - INFO - Epoch [113][580/1345] lr: 1.000e-03, eta: 14:30:58, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0161, top1_acc: 0.7297, top5_acc: 0.9031, loss_cls: 1.0449, loss: 2.0609, grad_norm: 13.5065 2021-12-04 16:24:14,967 - mmaction - INFO - Epoch [113][600/1345] lr: 1.000e-03, eta: 14:30:37, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9603, top1_acc: 0.7375, top5_acc: 0.9164, loss_cls: 0.9974, loss: 1.9577, grad_norm: 13.6940 2021-12-04 16:24:34,141 - mmaction - INFO - Epoch [113][620/1345] lr: 1.000e-03, eta: 14:30:16, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9379, top1_acc: 0.7398, top5_acc: 0.9133, loss_cls: 0.9808, loss: 1.9187, grad_norm: 13.3324 2021-12-04 16:24:53,325 - mmaction - INFO - Epoch [113][640/1345] lr: 1.000e-03, eta: 14:29:54, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0263, top1_acc: 0.7281, top5_acc: 0.8922, loss_cls: 1.0856, loss: 2.1120, grad_norm: 14.0515 2021-12-04 16:25:12,514 - mmaction - INFO - Epoch [113][660/1345] lr: 1.000e-03, eta: 14:29:33, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9986, top1_acc: 0.7016, top5_acc: 0.9008, loss_cls: 1.0787, loss: 2.0773, grad_norm: 13.9236 2021-12-04 16:25:31,672 - mmaction - INFO - Epoch [113][680/1345] lr: 1.000e-03, eta: 14:29:12, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 0.9292, top1_acc: 0.7625, top5_acc: 0.9133, loss_cls: 0.9311, loss: 1.8603, grad_norm: 12.6313 2021-12-04 16:25:50,856 - mmaction - INFO - Epoch [113][700/1345] lr: 1.000e-03, eta: 14:28:51, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9141, top1_acc: 0.7688, top5_acc: 0.9141, loss_cls: 0.9371, loss: 1.8512, grad_norm: 12.7483 2021-12-04 16:26:10,046 - mmaction - INFO - Epoch [113][720/1345] lr: 1.000e-03, eta: 14:28:30, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0060, top1_acc: 0.7297, top5_acc: 0.9031, loss_cls: 1.0485, loss: 2.0545, grad_norm: 13.5580 2021-12-04 16:26:29,219 - mmaction - INFO - Epoch [113][740/1345] lr: 1.000e-03, eta: 14:28:08, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9728, top1_acc: 0.7375, top5_acc: 0.9016, loss_cls: 1.0108, loss: 1.9836, grad_norm: 13.3690 2021-12-04 16:26:48,438 - mmaction - INFO - Epoch [113][760/1345] lr: 1.000e-03, eta: 14:27:47, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9873, top1_acc: 0.7234, top5_acc: 0.9023, loss_cls: 1.0458, loss: 2.0331, grad_norm: 13.6129 2021-12-04 16:27:07,613 - mmaction - INFO - Epoch [113][780/1345] lr: 1.000e-03, eta: 14:27:26, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9936, top1_acc: 0.7352, top5_acc: 0.8945, loss_cls: 1.0466, loss: 2.0403, grad_norm: 13.6236 2021-12-04 16:27:26,817 - mmaction - INFO - Epoch [113][800/1345] lr: 1.000e-03, eta: 14:27:05, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9946, top1_acc: 0.7359, top5_acc: 0.8953, loss_cls: 1.0564, loss: 2.0509, grad_norm: 13.2943 2021-12-04 16:27:46,012 - mmaction - INFO - Epoch [113][820/1345] lr: 1.000e-03, eta: 14:26:44, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0065, top1_acc: 0.7156, top5_acc: 0.8977, loss_cls: 1.0607, loss: 2.0672, grad_norm: 13.5498 2021-12-04 16:28:05,236 - mmaction - INFO - Epoch [113][840/1345] lr: 1.000e-03, eta: 14:26:23, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9374, top1_acc: 0.7367, top5_acc: 0.9055, loss_cls: 1.0219, loss: 1.9594, grad_norm: 13.0972 2021-12-04 16:28:24,466 - mmaction - INFO - Epoch [113][860/1345] lr: 1.000e-03, eta: 14:26:01, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9696, top1_acc: 0.7258, top5_acc: 0.9039, loss_cls: 1.0444, loss: 2.0140, grad_norm: 13.2392 2021-12-04 16:28:43,683 - mmaction - INFO - Epoch [113][880/1345] lr: 1.000e-03, eta: 14:25:40, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9765, top1_acc: 0.7336, top5_acc: 0.9133, loss_cls: 1.0177, loss: 1.9942, grad_norm: 14.1087 2021-12-04 16:29:02,857 - mmaction - INFO - Epoch [113][900/1345] lr: 1.000e-03, eta: 14:25:19, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9209, top1_acc: 0.7617, top5_acc: 0.9211, loss_cls: 0.9399, loss: 1.8607, grad_norm: 12.9520 2021-12-04 16:29:22,069 - mmaction - INFO - Epoch [113][920/1345] lr: 1.000e-03, eta: 14:24:58, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9217, top1_acc: 0.7422, top5_acc: 0.9094, loss_cls: 0.9584, loss: 1.8801, grad_norm: 12.9236 2021-12-04 16:29:41,259 - mmaction - INFO - Epoch [113][940/1345] lr: 1.000e-03, eta: 14:24:37, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9821, top1_acc: 0.7461, top5_acc: 0.8984, loss_cls: 1.0450, loss: 2.0271, grad_norm: 13.3964 2021-12-04 16:30:00,467 - mmaction - INFO - Epoch [113][960/1345] lr: 1.000e-03, eta: 14:24:16, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9351, top1_acc: 0.7594, top5_acc: 0.9211, loss_cls: 0.9520, loss: 1.8872, grad_norm: 12.9525 2021-12-04 16:30:19,680 - mmaction - INFO - Epoch [113][980/1345] lr: 1.000e-03, eta: 14:23:54, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9725, top1_acc: 0.7320, top5_acc: 0.9000, loss_cls: 1.0290, loss: 2.0016, grad_norm: 13.0511 2021-12-04 16:30:38,882 - mmaction - INFO - Epoch [113][1000/1345] lr: 1.000e-03, eta: 14:23:33, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9950, top1_acc: 0.7250, top5_acc: 0.9008, loss_cls: 1.0363, loss: 2.0313, grad_norm: 13.7719 2021-12-04 16:30:58,063 - mmaction - INFO - Epoch [113][1020/1345] lr: 1.000e-03, eta: 14:23:12, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9753, top1_acc: 0.7594, top5_acc: 0.9055, loss_cls: 0.9844, loss: 1.9597, grad_norm: 12.9379 2021-12-04 16:31:17,272 - mmaction - INFO - Epoch [113][1040/1345] lr: 1.000e-03, eta: 14:22:51, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9901, top1_acc: 0.7398, top5_acc: 0.9008, loss_cls: 1.0435, loss: 2.0336, grad_norm: 13.3211 2021-12-04 16:31:36,479 - mmaction - INFO - Epoch [113][1060/1345] lr: 1.000e-03, eta: 14:22:30, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9577, top1_acc: 0.7531, top5_acc: 0.9133, loss_cls: 0.9761, loss: 1.9338, grad_norm: 13.3460 2021-12-04 16:31:55,662 - mmaction - INFO - Epoch [113][1080/1345] lr: 1.000e-03, eta: 14:22:09, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9635, top1_acc: 0.7703, top5_acc: 0.9078, loss_cls: 0.9672, loss: 1.9306, grad_norm: 12.6302 2021-12-04 16:32:14,868 - mmaction - INFO - Epoch [113][1100/1345] lr: 1.000e-03, eta: 14:21:47, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9505, top1_acc: 0.7352, top5_acc: 0.9031, loss_cls: 1.0102, loss: 1.9607, grad_norm: 13.2218 2021-12-04 16:32:34,084 - mmaction - INFO - Epoch [113][1120/1345] lr: 1.000e-03, eta: 14:21:26, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9508, top1_acc: 0.7477, top5_acc: 0.9078, loss_cls: 0.9882, loss: 1.9389, grad_norm: 13.0189 2021-12-04 16:32:53,292 - mmaction - INFO - Epoch [113][1140/1345] lr: 1.000e-03, eta: 14:21:05, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9439, top1_acc: 0.7609, top5_acc: 0.9141, loss_cls: 0.9558, loss: 1.8997, grad_norm: 12.9762 2021-12-04 16:33:12,470 - mmaction - INFO - Epoch [113][1160/1345] lr: 1.000e-03, eta: 14:20:44, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0141, top1_acc: 0.7219, top5_acc: 0.9102, loss_cls: 1.0476, loss: 2.0617, grad_norm: 13.5662 2021-12-04 16:33:31,673 - mmaction - INFO - Epoch [113][1180/1345] lr: 1.000e-03, eta: 14:20:23, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9840, top1_acc: 0.7445, top5_acc: 0.9047, loss_cls: 1.0045, loss: 1.9885, grad_norm: 13.3832 2021-12-04 16:33:50,872 - mmaction - INFO - Epoch [113][1200/1345] lr: 1.000e-03, eta: 14:20:02, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9838, top1_acc: 0.7289, top5_acc: 0.8984, loss_cls: 1.0807, loss: 2.0645, grad_norm: 13.4656 2021-12-04 16:34:10,071 - mmaction - INFO - Epoch [113][1220/1345] lr: 1.000e-03, eta: 14:19:40, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9771, top1_acc: 0.7273, top5_acc: 0.8953, loss_cls: 1.0862, loss: 2.0633, grad_norm: 13.7000 2021-12-04 16:34:29,262 - mmaction - INFO - Epoch [113][1240/1345] lr: 1.000e-03, eta: 14:19:19, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9355, top1_acc: 0.7547, top5_acc: 0.9250, loss_cls: 0.9282, loss: 1.8637, grad_norm: 12.9799 2021-12-04 16:34:48,452 - mmaction - INFO - Epoch [113][1260/1345] lr: 1.000e-03, eta: 14:18:58, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9422, top1_acc: 0.7648, top5_acc: 0.9031, loss_cls: 0.9788, loss: 1.9210, grad_norm: 12.7776 2021-12-04 16:35:07,663 - mmaction - INFO - Epoch [113][1280/1345] lr: 1.000e-03, eta: 14:18:37, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9684, top1_acc: 0.7344, top5_acc: 0.9055, loss_cls: 1.0525, loss: 2.0208, grad_norm: 13.5663 2021-12-04 16:35:26,870 - mmaction - INFO - Epoch [113][1300/1345] lr: 1.000e-03, eta: 14:18:16, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9773, top1_acc: 0.7297, top5_acc: 0.9039, loss_cls: 1.0304, loss: 2.0077, grad_norm: 13.5632 2021-12-04 16:35:46,051 - mmaction - INFO - Epoch [113][1320/1345] lr: 1.000e-03, eta: 14:17:55, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9601, top1_acc: 0.7281, top5_acc: 0.9109, loss_cls: 1.0207, loss: 1.9808, grad_norm: 13.5384 2021-12-04 16:36:05,250 - mmaction - INFO - Epoch [113][1340/1345] lr: 1.000e-03, eta: 14:17:33, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9541, top1_acc: 0.7375, top5_acc: 0.9047, loss_cls: 0.9979, loss: 1.9520, grad_norm: 13.2953 2021-12-04 16:36:10,767 - mmaction - INFO - Saving checkpoint at 113 epochs 2021-12-04 16:38:17,545 - mmaction - INFO - Epoch [114][20/1345] lr: 1.000e-03, eta: 14:17:40, time: 6.249, data_time: 5.293, memory: 8232, loss_aux: 0.9652, top1_acc: 0.7570, top5_acc: 0.9109, loss_cls: 0.9970, loss: 1.9622, grad_norm: 13.2234 2021-12-04 16:38:36,685 - mmaction - INFO - Epoch [114][40/1345] lr: 1.000e-03, eta: 14:17:19, time: 0.957, data_time: 0.004, memory: 8232, loss_aux: 0.9302, top1_acc: 0.7648, top5_acc: 0.9133, loss_cls: 0.9531, loss: 1.8833, grad_norm: 12.4664 2021-12-04 16:38:55,830 - mmaction - INFO - Epoch [114][60/1345] lr: 1.000e-03, eta: 14:16:58, time: 0.957, data_time: 0.002, memory: 8232, loss_aux: 0.9532, top1_acc: 0.7547, top5_acc: 0.9141, loss_cls: 0.9649, loss: 1.9180, grad_norm: 13.1819 2021-12-04 16:39:15,013 - mmaction - INFO - Epoch [114][80/1345] lr: 1.000e-03, eta: 14:16:36, time: 0.959, data_time: 0.002, memory: 8232, loss_aux: 0.9808, top1_acc: 0.7508, top5_acc: 0.9031, loss_cls: 1.0172, loss: 1.9980, grad_norm: 12.9369 2021-12-04 16:39:34,164 - mmaction - INFO - Epoch [114][100/1345] lr: 1.000e-03, eta: 14:16:15, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 0.9685, top1_acc: 0.7750, top5_acc: 0.9094, loss_cls: 0.9594, loss: 1.9278, grad_norm: 12.6968 2021-12-04 16:39:53,326 - mmaction - INFO - Epoch [114][120/1345] lr: 1.000e-03, eta: 14:15:54, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 0.9528, top1_acc: 0.7578, top5_acc: 0.9141, loss_cls: 0.9756, loss: 1.9283, grad_norm: 13.0390 2021-12-04 16:40:12,521 - mmaction - INFO - Epoch [114][140/1345] lr: 1.000e-03, eta: 14:15:33, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9718, top1_acc: 0.7617, top5_acc: 0.9234, loss_cls: 0.9227, loss: 1.8946, grad_norm: 13.2645 2021-12-04 16:40:31,709 - mmaction - INFO - Epoch [114][160/1345] lr: 1.000e-03, eta: 14:15:12, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9545, top1_acc: 0.7555, top5_acc: 0.9156, loss_cls: 0.9555, loss: 1.9099, grad_norm: 12.9603 2021-12-04 16:40:50,887 - mmaction - INFO - Epoch [114][180/1345] lr: 1.000e-03, eta: 14:14:51, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9733, top1_acc: 0.7383, top5_acc: 0.9117, loss_cls: 0.9936, loss: 1.9669, grad_norm: 13.2797 2021-12-04 16:41:10,089 - mmaction - INFO - Epoch [114][200/1345] lr: 1.000e-03, eta: 14:14:29, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9419, top1_acc: 0.7523, top5_acc: 0.9148, loss_cls: 0.9422, loss: 1.8841, grad_norm: 13.3696 2021-12-04 16:41:29,284 - mmaction - INFO - Epoch [114][220/1345] lr: 1.000e-03, eta: 14:14:08, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9642, top1_acc: 0.7492, top5_acc: 0.9016, loss_cls: 0.9951, loss: 1.9593, grad_norm: 13.0481 2021-12-04 16:41:48,477 - mmaction - INFO - Epoch [114][240/1345] lr: 1.000e-03, eta: 14:13:47, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9638, top1_acc: 0.7664, top5_acc: 0.9094, loss_cls: 0.9821, loss: 1.9459, grad_norm: 13.1839 2021-12-04 16:42:07,669 - mmaction - INFO - Epoch [114][260/1345] lr: 1.000e-03, eta: 14:13:26, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9866, top1_acc: 0.7125, top5_acc: 0.8945, loss_cls: 1.1038, loss: 2.0903, grad_norm: 13.8858 2021-12-04 16:42:26,876 - mmaction - INFO - Epoch [114][280/1345] lr: 1.000e-03, eta: 14:13:05, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9844, top1_acc: 0.7500, top5_acc: 0.9094, loss_cls: 1.0041, loss: 1.9885, grad_norm: 13.0904 2021-12-04 16:42:46,079 - mmaction - INFO - Epoch [114][300/1345] lr: 1.000e-03, eta: 14:12:43, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9566, top1_acc: 0.7430, top5_acc: 0.9047, loss_cls: 0.9878, loss: 1.9444, grad_norm: 13.1079 2021-12-04 16:43:05,284 - mmaction - INFO - Epoch [114][320/1345] lr: 1.000e-03, eta: 14:12:22, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9316, top1_acc: 0.7633, top5_acc: 0.9133, loss_cls: 0.9259, loss: 1.8575, grad_norm: 13.0661 2021-12-04 16:43:24,490 - mmaction - INFO - Epoch [114][340/1345] lr: 1.000e-03, eta: 14:12:01, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9585, top1_acc: 0.7453, top5_acc: 0.9133, loss_cls: 0.9914, loss: 1.9499, grad_norm: 13.7570 2021-12-04 16:43:43,709 - mmaction - INFO - Epoch [114][360/1345] lr: 1.000e-03, eta: 14:11:40, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9774, top1_acc: 0.7477, top5_acc: 0.9180, loss_cls: 0.9847, loss: 1.9621, grad_norm: 13.3640 2021-12-04 16:44:02,919 - mmaction - INFO - Epoch [114][380/1345] lr: 1.000e-03, eta: 14:11:19, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9500, top1_acc: 0.7500, top5_acc: 0.9148, loss_cls: 0.9732, loss: 1.9232, grad_norm: 12.8717 2021-12-04 16:44:22,110 - mmaction - INFO - Epoch [114][400/1345] lr: 1.000e-03, eta: 14:10:58, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9454, top1_acc: 0.7344, top5_acc: 0.9125, loss_cls: 0.9773, loss: 1.9226, grad_norm: 13.2774 2021-12-04 16:44:41,302 - mmaction - INFO - Epoch [114][420/1345] lr: 1.000e-03, eta: 14:10:36, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9322, top1_acc: 0.7586, top5_acc: 0.9172, loss_cls: 0.9498, loss: 1.8820, grad_norm: 12.8990 2021-12-04 16:45:00,505 - mmaction - INFO - Epoch [114][440/1345] lr: 1.000e-03, eta: 14:10:15, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9572, top1_acc: 0.7492, top5_acc: 0.8992, loss_cls: 1.0225, loss: 1.9797, grad_norm: 13.4449 2021-12-04 16:45:19,761 - mmaction - INFO - Epoch [114][460/1345] lr: 1.000e-03, eta: 14:09:54, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 1.0135, top1_acc: 0.7109, top5_acc: 0.8984, loss_cls: 1.0844, loss: 2.0979, grad_norm: 14.3639 2021-12-04 16:45:38,956 - mmaction - INFO - Epoch [114][480/1345] lr: 1.000e-03, eta: 14:09:33, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9730, top1_acc: 0.7562, top5_acc: 0.9000, loss_cls: 1.0197, loss: 1.9927, grad_norm: 13.5317 2021-12-04 16:45:58,152 - mmaction - INFO - Epoch [114][500/1345] lr: 1.000e-03, eta: 14:09:12, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9704, top1_acc: 0.7359, top5_acc: 0.9117, loss_cls: 1.0085, loss: 1.9789, grad_norm: 13.5758 2021-12-04 16:46:17,361 - mmaction - INFO - Epoch [114][520/1345] lr: 1.000e-03, eta: 14:08:51, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9440, top1_acc: 0.7570, top5_acc: 0.9187, loss_cls: 0.9218, loss: 1.8658, grad_norm: 12.7318 2021-12-04 16:46:36,606 - mmaction - INFO - Epoch [114][540/1345] lr: 1.000e-03, eta: 14:08:30, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9553, top1_acc: 0.7531, top5_acc: 0.9062, loss_cls: 0.9981, loss: 1.9534, grad_norm: 13.5650 2021-12-04 16:46:55,838 - mmaction - INFO - Epoch [114][560/1345] lr: 1.000e-03, eta: 14:08:08, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9585, top1_acc: 0.7320, top5_acc: 0.9062, loss_cls: 1.0107, loss: 1.9692, grad_norm: 13.7726 2021-12-04 16:47:15,087 - mmaction - INFO - Epoch [114][580/1345] lr: 1.000e-03, eta: 14:07:47, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9721, top1_acc: 0.7406, top5_acc: 0.9047, loss_cls: 1.0055, loss: 1.9776, grad_norm: 13.7779 2021-12-04 16:47:34,282 - mmaction - INFO - Epoch [114][600/1345] lr: 1.000e-03, eta: 14:07:26, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9689, top1_acc: 0.7461, top5_acc: 0.9016, loss_cls: 1.0171, loss: 1.9860, grad_norm: 13.5971 2021-12-04 16:47:53,494 - mmaction - INFO - Epoch [114][620/1345] lr: 1.000e-03, eta: 14:07:05, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9700, top1_acc: 0.7500, top5_acc: 0.8984, loss_cls: 1.0155, loss: 1.9855, grad_norm: 13.4434 2021-12-04 16:48:12,695 - mmaction - INFO - Epoch [114][640/1345] lr: 1.000e-03, eta: 14:06:44, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9700, top1_acc: 0.7453, top5_acc: 0.8977, loss_cls: 1.0230, loss: 1.9930, grad_norm: 13.6016 2021-12-04 16:48:31,926 - mmaction - INFO - Epoch [114][660/1345] lr: 1.000e-03, eta: 14:06:23, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9735, top1_acc: 0.7344, top5_acc: 0.9055, loss_cls: 1.0217, loss: 1.9952, grad_norm: 13.5567 2021-12-04 16:48:51,122 - mmaction - INFO - Epoch [114][680/1345] lr: 1.000e-03, eta: 14:06:01, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9517, top1_acc: 0.7438, top5_acc: 0.9102, loss_cls: 0.9823, loss: 1.9340, grad_norm: 13.3563 2021-12-04 16:49:10,334 - mmaction - INFO - Epoch [114][700/1345] lr: 1.000e-03, eta: 14:05:40, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9766, top1_acc: 0.7555, top5_acc: 0.9180, loss_cls: 0.9885, loss: 1.9651, grad_norm: 13.3661 2021-12-04 16:49:29,546 - mmaction - INFO - Epoch [114][720/1345] lr: 1.000e-03, eta: 14:05:19, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9484, top1_acc: 0.7602, top5_acc: 0.9117, loss_cls: 0.9469, loss: 1.8953, grad_norm: 12.7708 2021-12-04 16:49:48,752 - mmaction - INFO - Epoch [114][740/1345] lr: 1.000e-03, eta: 14:04:58, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9538, top1_acc: 0.7445, top5_acc: 0.9094, loss_cls: 1.0040, loss: 1.9578, grad_norm: 13.0453 2021-12-04 16:50:07,967 - mmaction - INFO - Epoch [114][760/1345] lr: 1.000e-03, eta: 14:04:37, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9848, top1_acc: 0.7250, top5_acc: 0.8961, loss_cls: 1.0570, loss: 2.0419, grad_norm: 13.9439 2021-12-04 16:50:27,179 - mmaction - INFO - Epoch [114][780/1345] lr: 1.000e-03, eta: 14:04:16, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9759, top1_acc: 0.7453, top5_acc: 0.9062, loss_cls: 1.0270, loss: 2.0029, grad_norm: 13.3863 2021-12-04 16:50:46,392 - mmaction - INFO - Epoch [114][800/1345] lr: 1.000e-03, eta: 14:03:54, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0012, top1_acc: 0.7438, top5_acc: 0.8953, loss_cls: 1.0320, loss: 2.0332, grad_norm: 13.2726 2021-12-04 16:51:05,602 - mmaction - INFO - Epoch [114][820/1345] lr: 1.000e-03, eta: 14:03:33, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9446, top1_acc: 0.7484, top5_acc: 0.9148, loss_cls: 0.9825, loss: 1.9272, grad_norm: 13.2060 2021-12-04 16:51:24,815 - mmaction - INFO - Epoch [114][840/1345] lr: 1.000e-03, eta: 14:03:12, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9633, top1_acc: 0.7688, top5_acc: 0.9211, loss_cls: 0.9634, loss: 1.9268, grad_norm: 13.4018 2021-12-04 16:51:44,023 - mmaction - INFO - Epoch [114][860/1345] lr: 1.000e-03, eta: 14:02:51, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9628, top1_acc: 0.7469, top5_acc: 0.9031, loss_cls: 0.9974, loss: 1.9602, grad_norm: 13.3192 2021-12-04 16:52:03,251 - mmaction - INFO - Epoch [114][880/1345] lr: 1.000e-03, eta: 14:02:30, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9282, top1_acc: 0.7453, top5_acc: 0.9148, loss_cls: 0.9552, loss: 1.8834, grad_norm: 13.1713 2021-12-04 16:52:22,479 - mmaction - INFO - Epoch [114][900/1345] lr: 1.000e-03, eta: 14:02:09, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9492, top1_acc: 0.7438, top5_acc: 0.9086, loss_cls: 0.9893, loss: 1.9385, grad_norm: 13.3824 2021-12-04 16:52:41,666 - mmaction - INFO - Epoch [114][920/1345] lr: 1.000e-03, eta: 14:01:48, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9605, top1_acc: 0.7289, top5_acc: 0.9086, loss_cls: 1.0392, loss: 1.9997, grad_norm: 13.8339 2021-12-04 16:53:00,862 - mmaction - INFO - Epoch [114][940/1345] lr: 1.000e-03, eta: 14:01:26, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9641, top1_acc: 0.7312, top5_acc: 0.9023, loss_cls: 1.0202, loss: 1.9843, grad_norm: 13.4733 2021-12-04 16:53:20,047 - mmaction - INFO - Epoch [114][960/1345] lr: 1.000e-03, eta: 14:01:05, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9671, top1_acc: 0.7547, top5_acc: 0.9172, loss_cls: 0.9837, loss: 1.9509, grad_norm: 13.3518 2021-12-04 16:53:39,240 - mmaction - INFO - Epoch [114][980/1345] lr: 1.000e-03, eta: 14:00:44, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9978, top1_acc: 0.7391, top5_acc: 0.9133, loss_cls: 1.0226, loss: 2.0205, grad_norm: 13.4742 2021-12-04 16:53:58,427 - mmaction - INFO - Epoch [114][1000/1345] lr: 1.000e-03, eta: 14:00:23, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9507, top1_acc: 0.7547, top5_acc: 0.9125, loss_cls: 0.9582, loss: 1.9089, grad_norm: 12.9758 2021-12-04 16:54:17,605 - mmaction - INFO - Epoch [114][1020/1345] lr: 1.000e-03, eta: 14:00:02, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9893, top1_acc: 0.7305, top5_acc: 0.9000, loss_cls: 1.0686, loss: 2.0579, grad_norm: 13.9018 2021-12-04 16:54:36,782 - mmaction - INFO - Epoch [114][1040/1345] lr: 1.000e-03, eta: 13:59:41, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9747, top1_acc: 0.7359, top5_acc: 0.9055, loss_cls: 1.0344, loss: 2.0091, grad_norm: 13.5406 2021-12-04 16:54:55,967 - mmaction - INFO - Epoch [114][1060/1345] lr: 1.000e-03, eta: 13:59:19, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9683, top1_acc: 0.7414, top5_acc: 0.9008, loss_cls: 1.0453, loss: 2.0136, grad_norm: 13.4733 2021-12-04 16:55:15,166 - mmaction - INFO - Epoch [114][1080/1345] lr: 1.000e-03, eta: 13:58:58, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9509, top1_acc: 0.7609, top5_acc: 0.9164, loss_cls: 0.9703, loss: 1.9212, grad_norm: 13.1172 2021-12-04 16:55:34,383 - mmaction - INFO - Epoch [114][1100/1345] lr: 1.000e-03, eta: 13:58:37, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9536, top1_acc: 0.7398, top5_acc: 0.9125, loss_cls: 0.9931, loss: 1.9467, grad_norm: 13.2291 2021-12-04 16:55:53,602 - mmaction - INFO - Epoch [114][1120/1345] lr: 1.000e-03, eta: 13:58:16, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9782, top1_acc: 0.7391, top5_acc: 0.9102, loss_cls: 1.0210, loss: 1.9991, grad_norm: 13.7317 2021-12-04 16:56:12,807 - mmaction - INFO - Epoch [114][1140/1345] lr: 1.000e-03, eta: 13:57:55, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0027, top1_acc: 0.7336, top5_acc: 0.8992, loss_cls: 1.0736, loss: 2.0763, grad_norm: 13.7999 2021-12-04 16:56:31,999 - mmaction - INFO - Epoch [114][1160/1345] lr: 1.000e-03, eta: 13:57:34, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9723, top1_acc: 0.7367, top5_acc: 0.8953, loss_cls: 1.0423, loss: 2.0146, grad_norm: 13.8362 2021-12-04 16:56:51,206 - mmaction - INFO - Epoch [114][1180/1345] lr: 1.000e-03, eta: 13:57:13, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9639, top1_acc: 0.7430, top5_acc: 0.9070, loss_cls: 1.0151, loss: 1.9790, grad_norm: 13.6424 2021-12-04 16:57:10,421 - mmaction - INFO - Epoch [114][1200/1345] lr: 1.000e-03, eta: 13:56:51, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9551, top1_acc: 0.7547, top5_acc: 0.9133, loss_cls: 0.9694, loss: 1.9245, grad_norm: 13.4269 2021-12-04 16:57:29,629 - mmaction - INFO - Epoch [114][1220/1345] lr: 1.000e-03, eta: 13:56:30, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9752, top1_acc: 0.7344, top5_acc: 0.9102, loss_cls: 1.0193, loss: 1.9944, grad_norm: 13.2066 2021-12-04 16:57:48,856 - mmaction - INFO - Epoch [114][1240/1345] lr: 1.000e-03, eta: 13:56:09, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0064, top1_acc: 0.7289, top5_acc: 0.9039, loss_cls: 1.0956, loss: 2.1020, grad_norm: 13.7130 2021-12-04 16:58:08,071 - mmaction - INFO - Epoch [114][1260/1345] lr: 1.000e-03, eta: 13:55:48, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9988, top1_acc: 0.7359, top5_acc: 0.9078, loss_cls: 1.0439, loss: 2.0427, grad_norm: 13.7951 2021-12-04 16:58:27,269 - mmaction - INFO - Epoch [114][1280/1345] lr: 1.000e-03, eta: 13:55:27, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9653, top1_acc: 0.7312, top5_acc: 0.8945, loss_cls: 1.0436, loss: 2.0089, grad_norm: 13.6605 2021-12-04 16:58:46,489 - mmaction - INFO - Epoch [114][1300/1345] lr: 1.000e-03, eta: 13:55:06, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9870, top1_acc: 0.7297, top5_acc: 0.9023, loss_cls: 1.0282, loss: 2.0151, grad_norm: 13.8882 2021-12-04 16:59:05,709 - mmaction - INFO - Epoch [114][1320/1345] lr: 1.000e-03, eta: 13:54:45, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9673, top1_acc: 0.7406, top5_acc: 0.8883, loss_cls: 1.0392, loss: 2.0065, grad_norm: 13.1713 2021-12-04 16:59:24,932 - mmaction - INFO - Epoch [114][1340/1345] lr: 1.000e-03, eta: 13:54:23, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9890, top1_acc: 0.7312, top5_acc: 0.9055, loss_cls: 1.0832, loss: 2.0722, grad_norm: 13.9346 2021-12-04 16:59:30,533 - mmaction - INFO - Saving checkpoint at 114 epochs 2021-12-04 17:01:37,876 - mmaction - INFO - Epoch [115][20/1345] lr: 1.000e-03, eta: 13:54:29, time: 6.193, data_time: 5.243, memory: 8232, loss_aux: 0.9343, top1_acc: 0.7648, top5_acc: 0.9172, loss_cls: 0.9130, loss: 1.8473, grad_norm: 12.9249 2021-12-04 17:01:56,984 - mmaction - INFO - Epoch [115][40/1345] lr: 1.000e-03, eta: 13:54:07, time: 0.955, data_time: 0.003, memory: 8232, loss_aux: 0.9247, top1_acc: 0.7758, top5_acc: 0.9211, loss_cls: 0.9222, loss: 1.8470, grad_norm: 12.7217 2021-12-04 17:02:16,095 - mmaction - INFO - Epoch [115][60/1345] lr: 1.000e-03, eta: 13:53:46, time: 0.956, data_time: 0.002, memory: 8232, loss_aux: 0.9414, top1_acc: 0.7633, top5_acc: 0.9250, loss_cls: 0.9178, loss: 1.8591, grad_norm: 13.0355 2021-12-04 17:02:35,282 - mmaction - INFO - Epoch [115][80/1345] lr: 1.000e-03, eta: 13:53:25, time: 0.959, data_time: 0.002, memory: 8232, loss_aux: 0.9136, top1_acc: 0.7492, top5_acc: 0.9117, loss_cls: 0.9469, loss: 1.8605, grad_norm: 12.9565 2021-12-04 17:02:54,440 - mmaction - INFO - Epoch [115][100/1345] lr: 1.000e-03, eta: 13:53:04, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 0.9888, top1_acc: 0.7516, top5_acc: 0.9039, loss_cls: 1.0277, loss: 2.0165, grad_norm: 13.7222 2021-12-04 17:03:13,611 - mmaction - INFO - Epoch [115][120/1345] lr: 1.000e-03, eta: 13:52:43, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9813, top1_acc: 0.7523, top5_acc: 0.9156, loss_cls: 0.9885, loss: 1.9698, grad_norm: 13.5947 2021-12-04 17:03:32,767 - mmaction - INFO - Epoch [115][140/1345] lr: 1.000e-03, eta: 13:52:22, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 0.9576, top1_acc: 0.7516, top5_acc: 0.9133, loss_cls: 0.9767, loss: 1.9344, grad_norm: 14.0830 2021-12-04 17:03:51,932 - mmaction - INFO - Epoch [115][160/1345] lr: 1.000e-03, eta: 13:52:00, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 0.9598, top1_acc: 0.7594, top5_acc: 0.9203, loss_cls: 0.9434, loss: 1.9032, grad_norm: 13.2614 2021-12-04 17:04:11,129 - mmaction - INFO - Epoch [115][180/1345] lr: 1.000e-03, eta: 13:51:39, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9891, top1_acc: 0.7414, top5_acc: 0.9148, loss_cls: 0.9979, loss: 1.9869, grad_norm: 13.7546 2021-12-04 17:04:30,297 - mmaction - INFO - Epoch [115][200/1345] lr: 1.000e-03, eta: 13:51:18, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9714, top1_acc: 0.7523, top5_acc: 0.9141, loss_cls: 0.9940, loss: 1.9655, grad_norm: 13.6879 2021-12-04 17:04:49,490 - mmaction - INFO - Epoch [115][220/1345] lr: 1.000e-03, eta: 13:50:57, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9731, top1_acc: 0.7562, top5_acc: 0.9094, loss_cls: 0.9940, loss: 1.9671, grad_norm: 13.4286 2021-12-04 17:05:08,683 - mmaction - INFO - Epoch [115][240/1345] lr: 1.000e-03, eta: 13:50:36, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9215, top1_acc: 0.7641, top5_acc: 0.9164, loss_cls: 0.9232, loss: 1.8447, grad_norm: 13.1770 2021-12-04 17:05:27,879 - mmaction - INFO - Epoch [115][260/1345] lr: 1.000e-03, eta: 13:50:15, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9556, top1_acc: 0.7562, top5_acc: 0.9156, loss_cls: 0.9799, loss: 1.9355, grad_norm: 13.2693 2021-12-04 17:05:47,067 - mmaction - INFO - Epoch [115][280/1345] lr: 1.000e-03, eta: 13:49:53, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9793, top1_acc: 0.7508, top5_acc: 0.9086, loss_cls: 0.9757, loss: 1.9550, grad_norm: 13.3735 2021-12-04 17:06:06,251 - mmaction - INFO - Epoch [115][300/1345] lr: 1.000e-03, eta: 13:49:32, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9986, top1_acc: 0.7281, top5_acc: 0.9039, loss_cls: 1.0834, loss: 2.0820, grad_norm: 13.7923 2021-12-04 17:06:25,454 - mmaction - INFO - Epoch [115][320/1345] lr: 1.000e-03, eta: 13:49:11, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9682, top1_acc: 0.7453, top5_acc: 0.9086, loss_cls: 1.0010, loss: 1.9692, grad_norm: 13.7600 2021-12-04 17:06:44,666 - mmaction - INFO - Epoch [115][340/1345] lr: 1.000e-03, eta: 13:48:50, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9257, top1_acc: 0.7570, top5_acc: 0.9164, loss_cls: 0.9394, loss: 1.8651, grad_norm: 13.1664 2021-12-04 17:07:03,874 - mmaction - INFO - Epoch [115][360/1345] lr: 1.000e-03, eta: 13:48:29, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9586, top1_acc: 0.7641, top5_acc: 0.9141, loss_cls: 0.9778, loss: 1.9363, grad_norm: 13.5833 2021-12-04 17:07:23,106 - mmaction - INFO - Epoch [115][380/1345] lr: 1.000e-03, eta: 13:48:08, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9638, top1_acc: 0.7469, top5_acc: 0.9070, loss_cls: 0.9816, loss: 1.9454, grad_norm: 13.4026 2021-12-04 17:07:42,311 - mmaction - INFO - Epoch [115][400/1345] lr: 1.000e-03, eta: 13:47:47, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9509, top1_acc: 0.7422, top5_acc: 0.9070, loss_cls: 0.9969, loss: 1.9479, grad_norm: 13.2801 2021-12-04 17:08:01,520 - mmaction - INFO - Epoch [115][420/1345] lr: 1.000e-03, eta: 13:47:25, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9784, top1_acc: 0.7234, top5_acc: 0.9023, loss_cls: 1.0755, loss: 2.0539, grad_norm: 14.3866 2021-12-04 17:08:20,753 - mmaction - INFO - Epoch [115][440/1345] lr: 1.000e-03, eta: 13:47:04, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9019, top1_acc: 0.7734, top5_acc: 0.9227, loss_cls: 0.8859, loss: 1.7877, grad_norm: 12.7019 2021-12-04 17:08:39,971 - mmaction - INFO - Epoch [115][460/1345] lr: 1.000e-03, eta: 13:46:43, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9815, top1_acc: 0.7438, top5_acc: 0.9117, loss_cls: 1.0033, loss: 1.9848, grad_norm: 13.1522 2021-12-04 17:08:59,191 - mmaction - INFO - Epoch [115][480/1345] lr: 1.000e-03, eta: 13:46:22, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9940, top1_acc: 0.7375, top5_acc: 0.8953, loss_cls: 1.0455, loss: 2.0395, grad_norm: 13.5246 2021-12-04 17:09:18,396 - mmaction - INFO - Epoch [115][500/1345] lr: 1.000e-03, eta: 13:46:01, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9591, top1_acc: 0.7664, top5_acc: 0.9141, loss_cls: 0.9747, loss: 1.9337, grad_norm: 13.3486 2021-12-04 17:09:37,592 - mmaction - INFO - Epoch [115][520/1345] lr: 1.000e-03, eta: 13:45:40, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9677, top1_acc: 0.7688, top5_acc: 0.9094, loss_cls: 0.9578, loss: 1.9255, grad_norm: 13.3818 2021-12-04 17:09:56,779 - mmaction - INFO - Epoch [115][540/1345] lr: 1.000e-03, eta: 13:45:18, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9581, top1_acc: 0.7445, top5_acc: 0.9086, loss_cls: 1.0056, loss: 1.9638, grad_norm: 13.5888 2021-12-04 17:10:16,016 - mmaction - INFO - Epoch [115][560/1345] lr: 1.000e-03, eta: 13:44:57, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9564, top1_acc: 0.7656, top5_acc: 0.9156, loss_cls: 0.9583, loss: 1.9147, grad_norm: 13.2447 2021-12-04 17:10:35,249 - mmaction - INFO - Epoch [115][580/1345] lr: 1.000e-03, eta: 13:44:36, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9514, top1_acc: 0.7664, top5_acc: 0.9172, loss_cls: 0.9434, loss: 1.8948, grad_norm: 12.8487 2021-12-04 17:10:54,456 - mmaction - INFO - Epoch [115][600/1345] lr: 1.000e-03, eta: 13:44:15, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9581, top1_acc: 0.7570, top5_acc: 0.9156, loss_cls: 0.9753, loss: 1.9335, grad_norm: 13.7700 2021-12-04 17:11:13,643 - mmaction - INFO - Epoch [115][620/1345] lr: 1.000e-03, eta: 13:43:54, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9704, top1_acc: 0.7508, top5_acc: 0.9102, loss_cls: 1.0075, loss: 1.9779, grad_norm: 13.5148 2021-12-04 17:11:32,860 - mmaction - INFO - Epoch [115][640/1345] lr: 1.000e-03, eta: 13:43:33, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0001, top1_acc: 0.7398, top5_acc: 0.9016, loss_cls: 1.0393, loss: 2.0394, grad_norm: 13.8895 2021-12-04 17:11:52,076 - mmaction - INFO - Epoch [115][660/1345] lr: 1.000e-03, eta: 13:43:12, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9658, top1_acc: 0.7500, top5_acc: 0.9172, loss_cls: 0.9843, loss: 1.9500, grad_norm: 13.5932 2021-12-04 17:12:11,266 - mmaction - INFO - Epoch [115][680/1345] lr: 1.000e-03, eta: 13:42:51, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9663, top1_acc: 0.7500, top5_acc: 0.9141, loss_cls: 0.9765, loss: 1.9428, grad_norm: 13.7029 2021-12-04 17:12:30,459 - mmaction - INFO - Epoch [115][700/1345] lr: 1.000e-03, eta: 13:42:29, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9699, top1_acc: 0.7375, top5_acc: 0.9117, loss_cls: 1.0141, loss: 1.9839, grad_norm: 13.8561 2021-12-04 17:12:49,641 - mmaction - INFO - Epoch [115][720/1345] lr: 1.000e-03, eta: 13:42:08, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9616, top1_acc: 0.7469, top5_acc: 0.9055, loss_cls: 0.9907, loss: 1.9523, grad_norm: 13.5937 2021-12-04 17:13:08,830 - mmaction - INFO - Epoch [115][740/1345] lr: 1.000e-03, eta: 13:41:47, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9750, top1_acc: 0.7484, top5_acc: 0.9109, loss_cls: 0.9840, loss: 1.9591, grad_norm: 13.1110 2021-12-04 17:13:28,000 - mmaction - INFO - Epoch [115][760/1345] lr: 1.000e-03, eta: 13:41:26, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9470, top1_acc: 0.7469, top5_acc: 0.9078, loss_cls: 0.9875, loss: 1.9345, grad_norm: 13.7348 2021-12-04 17:13:47,186 - mmaction - INFO - Epoch [115][780/1345] lr: 1.000e-03, eta: 13:41:05, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9624, top1_acc: 0.7516, top5_acc: 0.9078, loss_cls: 0.9698, loss: 1.9321, grad_norm: 13.1466 2021-12-04 17:14:06,404 - mmaction - INFO - Epoch [115][800/1345] lr: 1.000e-03, eta: 13:40:44, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9937, top1_acc: 0.7289, top5_acc: 0.8984, loss_cls: 1.0449, loss: 2.0386, grad_norm: 14.0406 2021-12-04 17:14:25,602 - mmaction - INFO - Epoch [115][820/1345] lr: 1.000e-03, eta: 13:40:22, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9551, top1_acc: 0.7602, top5_acc: 0.9164, loss_cls: 0.9489, loss: 1.9039, grad_norm: 13.3062 2021-12-04 17:14:44,779 - mmaction - INFO - Epoch [115][840/1345] lr: 1.000e-03, eta: 13:40:01, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9909, top1_acc: 0.7359, top5_acc: 0.8891, loss_cls: 1.0613, loss: 2.0522, grad_norm: 13.7985 2021-12-04 17:15:03,967 - mmaction - INFO - Epoch [115][860/1345] lr: 1.000e-03, eta: 13:39:40, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9648, top1_acc: 0.7438, top5_acc: 0.9148, loss_cls: 0.9725, loss: 1.9373, grad_norm: 13.3145 2021-12-04 17:15:23,167 - mmaction - INFO - Epoch [115][880/1345] lr: 1.000e-03, eta: 13:39:19, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9363, top1_acc: 0.7445, top5_acc: 0.9023, loss_cls: 0.9924, loss: 1.9287, grad_norm: 13.2926 2021-12-04 17:15:42,365 - mmaction - INFO - Epoch [115][900/1345] lr: 1.000e-03, eta: 13:38:58, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9347, top1_acc: 0.7523, top5_acc: 0.9164, loss_cls: 0.9708, loss: 1.9054, grad_norm: 13.2992 2021-12-04 17:16:01,569 - mmaction - INFO - Epoch [115][920/1345] lr: 1.000e-03, eta: 13:38:37, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9340, top1_acc: 0.7805, top5_acc: 0.9250, loss_cls: 0.8680, loss: 1.8020, grad_norm: 12.8587 2021-12-04 17:16:20,748 - mmaction - INFO - Epoch [115][940/1345] lr: 1.000e-03, eta: 13:38:16, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9846, top1_acc: 0.7477, top5_acc: 0.9062, loss_cls: 0.9902, loss: 1.9749, grad_norm: 13.3956 2021-12-04 17:16:39,949 - mmaction - INFO - Epoch [115][960/1345] lr: 1.000e-03, eta: 13:37:55, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9687, top1_acc: 0.7414, top5_acc: 0.9016, loss_cls: 1.0211, loss: 1.9899, grad_norm: 13.1665 2021-12-04 17:16:59,116 - mmaction - INFO - Epoch [115][980/1345] lr: 1.000e-03, eta: 13:37:33, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 0.9940, top1_acc: 0.7391, top5_acc: 0.9000, loss_cls: 1.0475, loss: 2.0415, grad_norm: 13.8667 2021-12-04 17:17:18,308 - mmaction - INFO - Epoch [115][1000/1345] lr: 1.000e-03, eta: 13:37:12, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9559, top1_acc: 0.7594, top5_acc: 0.9117, loss_cls: 0.9694, loss: 1.9252, grad_norm: 13.2012 2021-12-04 17:17:37,489 - mmaction - INFO - Epoch [115][1020/1345] lr: 1.000e-03, eta: 13:36:51, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9232, top1_acc: 0.7602, top5_acc: 0.9203, loss_cls: 0.9131, loss: 1.8363, grad_norm: 13.3040 2021-12-04 17:17:56,672 - mmaction - INFO - Epoch [115][1040/1345] lr: 1.000e-03, eta: 13:36:30, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9781, top1_acc: 0.7289, top5_acc: 0.9102, loss_cls: 1.0216, loss: 1.9996, grad_norm: 13.7778 2021-12-04 17:18:15,843 - mmaction - INFO - Epoch [115][1060/1345] lr: 1.000e-03, eta: 13:36:09, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9641, top1_acc: 0.7523, top5_acc: 0.9078, loss_cls: 1.0230, loss: 1.9870, grad_norm: 13.5389 2021-12-04 17:18:35,028 - mmaction - INFO - Epoch [115][1080/1345] lr: 1.000e-03, eta: 13:35:48, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9437, top1_acc: 0.7570, top5_acc: 0.9141, loss_cls: 0.9464, loss: 1.8901, grad_norm: 13.4136 2021-12-04 17:18:54,207 - mmaction - INFO - Epoch [115][1100/1345] lr: 1.000e-03, eta: 13:35:27, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9366, top1_acc: 0.7656, top5_acc: 0.9180, loss_cls: 0.9469, loss: 1.8835, grad_norm: 13.4573 2021-12-04 17:19:13,378 - mmaction - INFO - Epoch [115][1120/1345] lr: 1.000e-03, eta: 13:35:05, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9468, top1_acc: 0.7477, top5_acc: 0.9109, loss_cls: 0.9699, loss: 1.9166, grad_norm: 13.3543 2021-12-04 17:19:32,579 - mmaction - INFO - Epoch [115][1140/1345] lr: 1.000e-03, eta: 13:34:44, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9869, top1_acc: 0.7328, top5_acc: 0.8938, loss_cls: 1.0787, loss: 2.0655, grad_norm: 14.1552 2021-12-04 17:19:51,739 - mmaction - INFO - Epoch [115][1160/1345] lr: 1.000e-03, eta: 13:34:23, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 0.9743, top1_acc: 0.7445, top5_acc: 0.8875, loss_cls: 1.0441, loss: 2.0183, grad_norm: 13.3075 2021-12-04 17:20:10,903 - mmaction - INFO - Epoch [115][1180/1345] lr: 1.000e-03, eta: 13:34:02, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 0.9775, top1_acc: 0.7484, top5_acc: 0.9086, loss_cls: 0.9943, loss: 1.9718, grad_norm: 13.5712 2021-12-04 17:20:30,083 - mmaction - INFO - Epoch [115][1200/1345] lr: 1.000e-03, eta: 13:33:41, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9944, top1_acc: 0.7438, top5_acc: 0.8969, loss_cls: 1.0224, loss: 2.0168, grad_norm: 13.4750 2021-12-04 17:20:49,268 - mmaction - INFO - Epoch [115][1220/1345] lr: 1.000e-03, eta: 13:33:20, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9651, top1_acc: 0.7523, top5_acc: 0.9086, loss_cls: 0.9970, loss: 1.9621, grad_norm: 13.5527 2021-12-04 17:21:08,469 - mmaction - INFO - Epoch [115][1240/1345] lr: 1.000e-03, eta: 13:32:59, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0076, top1_acc: 0.7156, top5_acc: 0.8953, loss_cls: 1.0860, loss: 2.0935, grad_norm: 14.1100 2021-12-04 17:21:27,636 - mmaction - INFO - Epoch [115][1260/1345] lr: 1.000e-03, eta: 13:32:37, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 0.9703, top1_acc: 0.7508, top5_acc: 0.9094, loss_cls: 0.9810, loss: 1.9513, grad_norm: 13.6050 2021-12-04 17:21:46,847 - mmaction - INFO - Epoch [115][1280/1345] lr: 1.000e-03, eta: 13:32:16, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9775, top1_acc: 0.7227, top5_acc: 0.9047, loss_cls: 1.0145, loss: 1.9920, grad_norm: 13.8762 2021-12-04 17:22:06,035 - mmaction - INFO - Epoch [115][1300/1345] lr: 1.000e-03, eta: 13:31:55, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9762, top1_acc: 0.7328, top5_acc: 0.9062, loss_cls: 1.0100, loss: 1.9862, grad_norm: 13.8968 2021-12-04 17:22:25,218 - mmaction - INFO - Epoch [115][1320/1345] lr: 1.000e-03, eta: 13:31:34, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9696, top1_acc: 0.7383, top5_acc: 0.9055, loss_cls: 1.0085, loss: 1.9781, grad_norm: 13.5868 2021-12-04 17:22:44,430 - mmaction - INFO - Epoch [115][1340/1345] lr: 1.000e-03, eta: 13:31:13, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9670, top1_acc: 0.7328, top5_acc: 0.9062, loss_cls: 1.0182, loss: 1.9852, grad_norm: 14.0663 2021-12-04 17:22:49,961 - mmaction - INFO - Saving checkpoint at 115 epochs 2021-12-04 17:24:52,108 - mmaction - INFO - Epoch [116][20/1345] lr: 1.000e-03, eta: 13:31:15, time: 5.891, data_time: 4.941, memory: 8232, loss_aux: 0.9548, top1_acc: 0.7586, top5_acc: 0.9000, loss_cls: 0.9805, loss: 1.9353, grad_norm: 13.0851 2021-12-04 17:25:11,173 - mmaction - INFO - Epoch [116][40/1345] lr: 1.000e-03, eta: 13:30:54, time: 0.953, data_time: 0.003, memory: 8232, loss_aux: 0.9423, top1_acc: 0.7664, top5_acc: 0.9227, loss_cls: 0.9454, loss: 1.8877, grad_norm: 13.1116 2021-12-04 17:25:30,289 - mmaction - INFO - Epoch [116][60/1345] lr: 1.000e-03, eta: 13:30:33, time: 0.956, data_time: 0.003, memory: 8232, loss_aux: 0.9387, top1_acc: 0.7562, top5_acc: 0.9250, loss_cls: 0.9321, loss: 1.8708, grad_norm: 13.2998 2021-12-04 17:25:49,387 - mmaction - INFO - Epoch [116][80/1345] lr: 1.000e-03, eta: 13:30:12, time: 0.955, data_time: 0.001, memory: 8232, loss_aux: 0.9541, top1_acc: 0.7484, top5_acc: 0.9047, loss_cls: 0.9787, loss: 1.9327, grad_norm: 13.4088 2021-12-04 17:26:08,513 - mmaction - INFO - Epoch [116][100/1345] lr: 1.000e-03, eta: 13:29:50, time: 0.956, data_time: 0.001, memory: 8232, loss_aux: 0.9424, top1_acc: 0.7727, top5_acc: 0.9195, loss_cls: 0.9074, loss: 1.8498, grad_norm: 12.6009 2021-12-04 17:26:27,666 - mmaction - INFO - Epoch [116][120/1345] lr: 1.000e-03, eta: 13:29:29, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 0.9535, top1_acc: 0.7484, top5_acc: 0.9156, loss_cls: 0.9809, loss: 1.9345, grad_norm: 13.2820 2021-12-04 17:26:46,807 - mmaction - INFO - Epoch [116][140/1345] lr: 1.000e-03, eta: 13:29:08, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 0.9488, top1_acc: 0.7703, top5_acc: 0.9219, loss_cls: 0.9192, loss: 1.8680, grad_norm: 13.3747 2021-12-04 17:27:05,963 - mmaction - INFO - Epoch [116][160/1345] lr: 1.000e-03, eta: 13:28:47, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 0.9888, top1_acc: 0.7430, top5_acc: 0.9055, loss_cls: 0.9855, loss: 1.9743, grad_norm: 13.7706 2021-12-04 17:27:25,147 - mmaction - INFO - Epoch [116][180/1345] lr: 1.000e-03, eta: 13:28:26, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9760, top1_acc: 0.7609, top5_acc: 0.9109, loss_cls: 0.9707, loss: 1.9467, grad_norm: 13.3630 2021-12-04 17:27:44,314 - mmaction - INFO - Epoch [116][200/1345] lr: 1.000e-03, eta: 13:28:05, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 1.0007, top1_acc: 0.7500, top5_acc: 0.9141, loss_cls: 0.9719, loss: 1.9726, grad_norm: 13.5344 2021-12-04 17:28:03,472 - mmaction - INFO - Epoch [116][220/1345] lr: 1.000e-03, eta: 13:27:43, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 0.9352, top1_acc: 0.7539, top5_acc: 0.9180, loss_cls: 0.9539, loss: 1.8891, grad_norm: 13.2823 2021-12-04 17:28:22,663 - mmaction - INFO - Epoch [116][240/1345] lr: 1.000e-03, eta: 13:27:22, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9812, top1_acc: 0.7438, top5_acc: 0.9102, loss_cls: 0.9911, loss: 1.9723, grad_norm: 13.3971 2021-12-04 17:28:41,833 - mmaction - INFO - Epoch [116][260/1345] lr: 1.000e-03, eta: 13:27:01, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9462, top1_acc: 0.7531, top5_acc: 0.9141, loss_cls: 0.9731, loss: 1.9193, grad_norm: 14.1667 2021-12-04 17:29:01,009 - mmaction - INFO - Epoch [116][280/1345] lr: 1.000e-03, eta: 13:26:40, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9548, top1_acc: 0.7523, top5_acc: 0.9117, loss_cls: 0.9532, loss: 1.9080, grad_norm: 13.4444 2021-12-04 17:29:20,201 - mmaction - INFO - Epoch [116][300/1345] lr: 1.000e-03, eta: 13:26:19, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9476, top1_acc: 0.7625, top5_acc: 0.9141, loss_cls: 0.9465, loss: 1.8940, grad_norm: 13.3349 2021-12-04 17:29:39,417 - mmaction - INFO - Epoch [116][320/1345] lr: 1.000e-03, eta: 13:25:58, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9771, top1_acc: 0.7547, top5_acc: 0.9117, loss_cls: 0.9915, loss: 1.9686, grad_norm: 13.3833 2021-12-04 17:29:58,605 - mmaction - INFO - Epoch [116][340/1345] lr: 1.000e-03, eta: 13:25:37, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9330, top1_acc: 0.7547, top5_acc: 0.9203, loss_cls: 0.9490, loss: 1.8820, grad_norm: 13.6460 2021-12-04 17:30:17,798 - mmaction - INFO - Epoch [116][360/1345] lr: 1.000e-03, eta: 13:25:16, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9470, top1_acc: 0.7594, top5_acc: 0.9148, loss_cls: 0.9414, loss: 1.8884, grad_norm: 13.1961 2021-12-04 17:30:36,977 - mmaction - INFO - Epoch [116][380/1345] lr: 1.000e-03, eta: 13:24:54, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9913, top1_acc: 0.7398, top5_acc: 0.9094, loss_cls: 1.0328, loss: 2.0241, grad_norm: 13.5412 2021-12-04 17:30:56,198 - mmaction - INFO - Epoch [116][400/1345] lr: 1.000e-03, eta: 13:24:33, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9815, top1_acc: 0.7625, top5_acc: 0.9023, loss_cls: 0.9857, loss: 1.9672, grad_norm: 13.3775 2021-12-04 17:31:15,422 - mmaction - INFO - Epoch [116][420/1345] lr: 1.000e-03, eta: 13:24:12, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9943, top1_acc: 0.7273, top5_acc: 0.9039, loss_cls: 1.0494, loss: 2.0437, grad_norm: 13.8792 2021-12-04 17:31:34,615 - mmaction - INFO - Epoch [116][440/1345] lr: 1.000e-03, eta: 13:23:51, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9772, top1_acc: 0.7266, top5_acc: 0.9062, loss_cls: 1.0416, loss: 2.0188, grad_norm: 14.3748 2021-12-04 17:31:53,846 - mmaction - INFO - Epoch [116][460/1345] lr: 1.000e-03, eta: 13:23:30, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9503, top1_acc: 0.7562, top5_acc: 0.9180, loss_cls: 0.9497, loss: 1.9000, grad_norm: 13.3581 2021-12-04 17:32:13,018 - mmaction - INFO - Epoch [116][480/1345] lr: 1.000e-03, eta: 13:23:09, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9774, top1_acc: 0.7383, top5_acc: 0.8969, loss_cls: 1.0575, loss: 2.0349, grad_norm: 13.6924 2021-12-04 17:32:32,268 - mmaction - INFO - Epoch [116][500/1345] lr: 1.000e-03, eta: 13:22:48, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9386, top1_acc: 0.7539, top5_acc: 0.9055, loss_cls: 0.9794, loss: 1.9179, grad_norm: 13.4267 2021-12-04 17:32:51,467 - mmaction - INFO - Epoch [116][520/1345] lr: 1.000e-03, eta: 13:22:26, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9560, top1_acc: 0.7406, top5_acc: 0.9109, loss_cls: 0.9724, loss: 1.9284, grad_norm: 13.5461 2021-12-04 17:33:10,664 - mmaction - INFO - Epoch [116][540/1345] lr: 1.000e-03, eta: 13:22:05, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9752, top1_acc: 0.7508, top5_acc: 0.9109, loss_cls: 1.0058, loss: 1.9810, grad_norm: 13.6308 2021-12-04 17:33:29,856 - mmaction - INFO - Epoch [116][560/1345] lr: 1.000e-03, eta: 13:21:44, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9603, top1_acc: 0.7469, top5_acc: 0.9023, loss_cls: 0.9829, loss: 1.9432, grad_norm: 13.4254 2021-12-04 17:33:49,051 - mmaction - INFO - Epoch [116][580/1345] lr: 1.000e-03, eta: 13:21:23, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9471, top1_acc: 0.7555, top5_acc: 0.9078, loss_cls: 0.9798, loss: 1.9268, grad_norm: 13.4801 2021-12-04 17:34:08,243 - mmaction - INFO - Epoch [116][600/1345] lr: 1.000e-03, eta: 13:21:02, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9374, top1_acc: 0.7500, top5_acc: 0.9180, loss_cls: 0.9757, loss: 1.9131, grad_norm: 13.2502 2021-12-04 17:34:27,455 - mmaction - INFO - Epoch [116][620/1345] lr: 1.000e-03, eta: 13:20:41, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9680, top1_acc: 0.7492, top5_acc: 0.9141, loss_cls: 0.9573, loss: 1.9253, grad_norm: 13.6252 2021-12-04 17:34:46,680 - mmaction - INFO - Epoch [116][640/1345] lr: 1.000e-03, eta: 13:20:20, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9693, top1_acc: 0.7375, top5_acc: 0.9086, loss_cls: 1.0100, loss: 1.9792, grad_norm: 13.9412 2021-12-04 17:35:05,869 - mmaction - INFO - Epoch [116][660/1345] lr: 1.000e-03, eta: 13:19:59, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9388, top1_acc: 0.7375, top5_acc: 0.9055, loss_cls: 0.9836, loss: 1.9224, grad_norm: 13.7696 2021-12-04 17:35:25,063 - mmaction - INFO - Epoch [116][680/1345] lr: 1.000e-03, eta: 13:19:37, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9871, top1_acc: 0.7289, top5_acc: 0.8977, loss_cls: 1.0645, loss: 2.0515, grad_norm: 13.7457 2021-12-04 17:35:44,261 - mmaction - INFO - Epoch [116][700/1345] lr: 1.000e-03, eta: 13:19:16, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9919, top1_acc: 0.7375, top5_acc: 0.9039, loss_cls: 1.0368, loss: 2.0288, grad_norm: 13.7005 2021-12-04 17:36:03,458 - mmaction - INFO - Epoch [116][720/1345] lr: 1.000e-03, eta: 13:18:55, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9484, top1_acc: 0.7430, top5_acc: 0.9211, loss_cls: 0.9858, loss: 1.9343, grad_norm: 13.7193 2021-12-04 17:36:22,643 - mmaction - INFO - Epoch [116][740/1345] lr: 1.000e-03, eta: 13:18:34, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9546, top1_acc: 0.7406, top5_acc: 0.9023, loss_cls: 1.0192, loss: 1.9738, grad_norm: 14.0939 2021-12-04 17:36:41,806 - mmaction - INFO - Epoch [116][760/1345] lr: 1.000e-03, eta: 13:18:13, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 0.9766, top1_acc: 0.7430, top5_acc: 0.9078, loss_cls: 1.0163, loss: 1.9930, grad_norm: 13.7971 2021-12-04 17:37:01,002 - mmaction - INFO - Epoch [116][780/1345] lr: 1.000e-03, eta: 13:17:52, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9727, top1_acc: 0.7484, top5_acc: 0.9000, loss_cls: 1.0154, loss: 1.9881, grad_norm: 13.8711 2021-12-04 17:37:20,196 - mmaction - INFO - Epoch [116][800/1345] lr: 1.000e-03, eta: 13:17:31, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9351, top1_acc: 0.7555, top5_acc: 0.9266, loss_cls: 0.9314, loss: 1.8665, grad_norm: 13.2670 2021-12-04 17:37:39,389 - mmaction - INFO - Epoch [116][820/1345] lr: 1.000e-03, eta: 13:17:10, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9847, top1_acc: 0.7516, top5_acc: 0.9125, loss_cls: 0.9648, loss: 1.9495, grad_norm: 13.3986 2021-12-04 17:37:58,575 - mmaction - INFO - Epoch [116][840/1345] lr: 1.000e-03, eta: 13:16:48, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9471, top1_acc: 0.7578, top5_acc: 0.9062, loss_cls: 0.9775, loss: 1.9246, grad_norm: 13.2334 2021-12-04 17:38:17,775 - mmaction - INFO - Epoch [116][860/1345] lr: 1.000e-03, eta: 13:16:27, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9908, top1_acc: 0.7336, top5_acc: 0.8961, loss_cls: 1.0497, loss: 2.0405, grad_norm: 13.8387 2021-12-04 17:38:36,972 - mmaction - INFO - Epoch [116][880/1345] lr: 1.000e-03, eta: 13:16:06, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9274, top1_acc: 0.7617, top5_acc: 0.9187, loss_cls: 0.9107, loss: 1.8382, grad_norm: 12.7903 2021-12-04 17:38:56,165 - mmaction - INFO - Epoch [116][900/1345] lr: 1.000e-03, eta: 13:15:45, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9681, top1_acc: 0.7430, top5_acc: 0.8898, loss_cls: 1.0503, loss: 2.0183, grad_norm: 13.6267 2021-12-04 17:39:15,359 - mmaction - INFO - Epoch [116][920/1345] lr: 1.000e-03, eta: 13:15:24, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9477, top1_acc: 0.7516, top5_acc: 0.9219, loss_cls: 0.9757, loss: 1.9234, grad_norm: 13.5989 2021-12-04 17:39:34,565 - mmaction - INFO - Epoch [116][940/1345] lr: 1.000e-03, eta: 13:15:03, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9404, top1_acc: 0.7594, top5_acc: 0.9086, loss_cls: 0.9782, loss: 1.9186, grad_norm: 13.3544 2021-12-04 17:39:53,781 - mmaction - INFO - Epoch [116][960/1345] lr: 1.000e-03, eta: 13:14:42, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9407, top1_acc: 0.7531, top5_acc: 0.9039, loss_cls: 0.9865, loss: 1.9272, grad_norm: 13.5820 2021-12-04 17:40:13,008 - mmaction - INFO - Epoch [116][980/1345] lr: 1.000e-03, eta: 13:14:21, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9521, top1_acc: 0.7547, top5_acc: 0.9062, loss_cls: 0.9543, loss: 1.9064, grad_norm: 13.7030 2021-12-04 17:40:32,197 - mmaction - INFO - Epoch [116][1000/1345] lr: 1.000e-03, eta: 13:13:59, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9269, top1_acc: 0.7570, top5_acc: 0.9203, loss_cls: 0.9373, loss: 1.8643, grad_norm: 13.5250 2021-12-04 17:40:51,425 - mmaction - INFO - Epoch [116][1020/1345] lr: 1.000e-03, eta: 13:13:38, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9308, top1_acc: 0.7578, top5_acc: 0.9086, loss_cls: 0.9718, loss: 1.9026, grad_norm: 13.3713 2021-12-04 17:41:10,644 - mmaction - INFO - Epoch [116][1040/1345] lr: 1.000e-03, eta: 13:13:17, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9121, top1_acc: 0.7609, top5_acc: 0.9281, loss_cls: 0.9017, loss: 1.8139, grad_norm: 13.1718 2021-12-04 17:41:29,821 - mmaction - INFO - Epoch [116][1060/1345] lr: 1.000e-03, eta: 13:12:56, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9687, top1_acc: 0.7500, top5_acc: 0.9133, loss_cls: 0.9799, loss: 1.9486, grad_norm: 13.5508 2021-12-04 17:41:49,013 - mmaction - INFO - Epoch [116][1080/1345] lr: 1.000e-03, eta: 13:12:35, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9564, top1_acc: 0.7758, top5_acc: 0.9141, loss_cls: 0.9227, loss: 1.8791, grad_norm: 13.1715 2021-12-04 17:42:08,190 - mmaction - INFO - Epoch [116][1100/1345] lr: 1.000e-03, eta: 13:12:14, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9190, top1_acc: 0.7594, top5_acc: 0.9180, loss_cls: 0.9243, loss: 1.8433, grad_norm: 13.0764 2021-12-04 17:42:27,370 - mmaction - INFO - Epoch [116][1120/1345] lr: 1.000e-03, eta: 13:11:53, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9382, top1_acc: 0.7492, top5_acc: 0.9187, loss_cls: 0.9612, loss: 1.8994, grad_norm: 13.9102 2021-12-04 17:42:46,584 - mmaction - INFO - Epoch [116][1140/1345] lr: 1.000e-03, eta: 13:11:32, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9751, top1_acc: 0.7469, top5_acc: 0.9133, loss_cls: 0.9772, loss: 1.9523, grad_norm: 13.8704 2021-12-04 17:43:05,770 - mmaction - INFO - Epoch [116][1160/1345] lr: 1.000e-03, eta: 13:11:11, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9566, top1_acc: 0.7344, top5_acc: 0.9148, loss_cls: 1.0077, loss: 1.9643, grad_norm: 13.6765 2021-12-04 17:43:24,984 - mmaction - INFO - Epoch [116][1180/1345] lr: 1.000e-03, eta: 13:10:49, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9712, top1_acc: 0.7336, top5_acc: 0.9031, loss_cls: 1.0420, loss: 2.0132, grad_norm: 14.0799 2021-12-04 17:43:44,181 - mmaction - INFO - Epoch [116][1200/1345] lr: 1.000e-03, eta: 13:10:28, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9949, top1_acc: 0.7383, top5_acc: 0.8961, loss_cls: 1.0598, loss: 2.0547, grad_norm: 13.8526 2021-12-04 17:44:03,371 - mmaction - INFO - Epoch [116][1220/1345] lr: 1.000e-03, eta: 13:10:07, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9725, top1_acc: 0.7586, top5_acc: 0.8977, loss_cls: 0.9976, loss: 1.9701, grad_norm: 13.7685 2021-12-04 17:44:22,561 - mmaction - INFO - Epoch [116][1240/1345] lr: 1.000e-03, eta: 13:09:46, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9274, top1_acc: 0.7641, top5_acc: 0.9047, loss_cls: 0.9523, loss: 1.8797, grad_norm: 13.3668 2021-12-04 17:44:41,764 - mmaction - INFO - Epoch [116][1260/1345] lr: 1.000e-03, eta: 13:09:25, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9353, top1_acc: 0.7453, top5_acc: 0.9000, loss_cls: 0.9910, loss: 1.9263, grad_norm: 13.4898 2021-12-04 17:45:00,982 - mmaction - INFO - Epoch [116][1280/1345] lr: 1.000e-03, eta: 13:09:04, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9410, top1_acc: 0.7461, top5_acc: 0.9133, loss_cls: 0.9703, loss: 1.9114, grad_norm: 13.3820 2021-12-04 17:45:20,154 - mmaction - INFO - Epoch [116][1300/1345] lr: 1.000e-03, eta: 13:08:43, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9468, top1_acc: 0.7531, top5_acc: 0.9227, loss_cls: 0.9692, loss: 1.9161, grad_norm: 14.2140 2021-12-04 17:45:39,350 - mmaction - INFO - Epoch [116][1320/1345] lr: 1.000e-03, eta: 13:08:22, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9215, top1_acc: 0.7492, top5_acc: 0.9156, loss_cls: 0.9556, loss: 1.8771, grad_norm: 13.8982 2021-12-04 17:45:58,561 - mmaction - INFO - Epoch [116][1340/1345] lr: 1.000e-03, eta: 13:08:01, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9684, top1_acc: 0.7430, top5_acc: 0.9031, loss_cls: 1.0284, loss: 1.9968, grad_norm: 13.8309 2021-12-04 17:46:04,278 - mmaction - INFO - Saving checkpoint at 116 epochs 2021-12-04 17:48:10,647 - mmaction - INFO - Epoch [117][20/1345] lr: 1.000e-03, eta: 13:08:03, time: 6.087, data_time: 5.128, memory: 8232, loss_aux: 0.9654, top1_acc: 0.7688, top5_acc: 0.9164, loss_cls: 0.9310, loss: 1.8964, grad_norm: 13.4045 2021-12-04 17:48:29,803 - mmaction - INFO - Epoch [117][40/1345] lr: 1.000e-03, eta: 13:07:42, time: 0.958, data_time: 0.004, memory: 8232, loss_aux: 0.9513, top1_acc: 0.7555, top5_acc: 0.9070, loss_cls: 0.9496, loss: 1.9009, grad_norm: 13.4689 2021-12-04 17:48:48,921 - mmaction - INFO - Epoch [117][60/1345] lr: 1.000e-03, eta: 13:07:21, time: 0.956, data_time: 0.002, memory: 8232, loss_aux: 0.9408, top1_acc: 0.7414, top5_acc: 0.9102, loss_cls: 0.9815, loss: 1.9223, grad_norm: 13.5820 2021-12-04 17:49:08,093 - mmaction - INFO - Epoch [117][80/1345] lr: 1.000e-03, eta: 13:06:59, time: 0.958, data_time: 0.002, memory: 8232, loss_aux: 0.9405, top1_acc: 0.7672, top5_acc: 0.9227, loss_cls: 0.9157, loss: 1.8562, grad_norm: 13.4828 2021-12-04 17:49:27,218 - mmaction - INFO - Epoch [117][100/1345] lr: 1.000e-03, eta: 13:06:38, time: 0.956, data_time: 0.001, memory: 8232, loss_aux: 0.9623, top1_acc: 0.7414, top5_acc: 0.9070, loss_cls: 0.9953, loss: 1.9575, grad_norm: 14.0495 2021-12-04 17:49:46,379 - mmaction - INFO - Epoch [117][120/1345] lr: 1.000e-03, eta: 13:06:17, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 0.9804, top1_acc: 0.7586, top5_acc: 0.9047, loss_cls: 0.9730, loss: 1.9534, grad_norm: 13.1239 2021-12-04 17:50:05,537 - mmaction - INFO - Epoch [117][140/1345] lr: 1.000e-03, eta: 13:05:56, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 0.9547, top1_acc: 0.7586, top5_acc: 0.9172, loss_cls: 0.9695, loss: 1.9242, grad_norm: 13.7683 2021-12-04 17:50:24,693 - mmaction - INFO - Epoch [117][160/1345] lr: 1.000e-03, eta: 13:05:35, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 0.9626, top1_acc: 0.7414, top5_acc: 0.9148, loss_cls: 0.9760, loss: 1.9386, grad_norm: 13.9913 2021-12-04 17:50:43,867 - mmaction - INFO - Epoch [117][180/1345] lr: 1.000e-03, eta: 13:05:14, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9709, top1_acc: 0.7562, top5_acc: 0.9141, loss_cls: 0.9621, loss: 1.9330, grad_norm: 13.8093 2021-12-04 17:51:03,047 - mmaction - INFO - Epoch [117][200/1345] lr: 1.000e-03, eta: 13:04:53, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9708, top1_acc: 0.7477, top5_acc: 0.9023, loss_cls: 1.0044, loss: 1.9751, grad_norm: 13.7002 2021-12-04 17:51:22,207 - mmaction - INFO - Epoch [117][220/1345] lr: 1.000e-03, eta: 13:04:31, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 0.9469, top1_acc: 0.7664, top5_acc: 0.9266, loss_cls: 0.8907, loss: 1.8377, grad_norm: 13.4479 2021-12-04 17:51:41,385 - mmaction - INFO - Epoch [117][240/1345] lr: 1.000e-03, eta: 13:04:10, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9484, top1_acc: 0.7703, top5_acc: 0.9086, loss_cls: 0.9373, loss: 1.8858, grad_norm: 13.7376 2021-12-04 17:52:00,577 - mmaction - INFO - Epoch [117][260/1345] lr: 1.000e-03, eta: 13:03:49, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9360, top1_acc: 0.7625, top5_acc: 0.9148, loss_cls: 0.9157, loss: 1.8518, grad_norm: 13.8600 2021-12-04 17:52:19,783 - mmaction - INFO - Epoch [117][280/1345] lr: 1.000e-03, eta: 13:03:28, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9543, top1_acc: 0.7523, top5_acc: 0.9070, loss_cls: 0.9922, loss: 1.9465, grad_norm: 13.6549 2021-12-04 17:52:39,003 - mmaction - INFO - Epoch [117][300/1345] lr: 1.000e-03, eta: 13:03:07, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0074, top1_acc: 0.7461, top5_acc: 0.9086, loss_cls: 1.0077, loss: 2.0150, grad_norm: 13.8062 2021-12-04 17:52:58,196 - mmaction - INFO - Epoch [117][320/1345] lr: 1.000e-03, eta: 13:02:46, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9560, top1_acc: 0.7672, top5_acc: 0.9156, loss_cls: 0.9399, loss: 1.8959, grad_norm: 13.5565 2021-12-04 17:53:17,395 - mmaction - INFO - Epoch [117][340/1345] lr: 1.000e-03, eta: 13:02:25, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9346, top1_acc: 0.7516, top5_acc: 0.9133, loss_cls: 0.9771, loss: 1.9117, grad_norm: 13.7893 2021-12-04 17:53:36,600 - mmaction - INFO - Epoch [117][360/1345] lr: 1.000e-03, eta: 13:02:04, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9652, top1_acc: 0.7406, top5_acc: 0.9016, loss_cls: 1.0061, loss: 1.9713, grad_norm: 13.5951 2021-12-04 17:53:55,798 - mmaction - INFO - Epoch [117][380/1345] lr: 1.000e-03, eta: 13:01:43, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9492, top1_acc: 0.7352, top5_acc: 0.9164, loss_cls: 1.0068, loss: 1.9560, grad_norm: 14.4240 2021-12-04 17:54:14,992 - mmaction - INFO - Epoch [117][400/1345] lr: 1.000e-03, eta: 13:01:21, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9781, top1_acc: 0.7281, top5_acc: 0.9086, loss_cls: 1.0177, loss: 1.9959, grad_norm: 14.4598 2021-12-04 17:54:34,183 - mmaction - INFO - Epoch [117][420/1345] lr: 1.000e-03, eta: 13:01:00, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9388, top1_acc: 0.7500, top5_acc: 0.9195, loss_cls: 0.9350, loss: 1.8738, grad_norm: 13.6033 2021-12-04 17:54:53,379 - mmaction - INFO - Epoch [117][440/1345] lr: 1.000e-03, eta: 13:00:39, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9646, top1_acc: 0.7516, top5_acc: 0.9117, loss_cls: 1.0001, loss: 1.9647, grad_norm: 13.7898 2021-12-04 17:55:12,571 - mmaction - INFO - Epoch [117][460/1345] lr: 1.000e-03, eta: 13:00:18, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9526, top1_acc: 0.7586, top5_acc: 0.9203, loss_cls: 0.9462, loss: 1.8988, grad_norm: 13.6394 2021-12-04 17:55:31,764 - mmaction - INFO - Epoch [117][480/1345] lr: 1.000e-03, eta: 12:59:57, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9494, top1_acc: 0.7477, top5_acc: 0.9078, loss_cls: 0.9819, loss: 1.9314, grad_norm: 13.7596 2021-12-04 17:55:50,976 - mmaction - INFO - Epoch [117][500/1345] lr: 1.000e-03, eta: 12:59:36, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9093, top1_acc: 0.7680, top5_acc: 0.9172, loss_cls: 0.9146, loss: 1.8238, grad_norm: 13.2023 2021-12-04 17:56:10,192 - mmaction - INFO - Epoch [117][520/1345] lr: 1.000e-03, eta: 12:59:15, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0003, top1_acc: 0.7297, top5_acc: 0.9047, loss_cls: 1.0665, loss: 2.0667, grad_norm: 14.3925 2021-12-04 17:56:29,373 - mmaction - INFO - Epoch [117][540/1345] lr: 1.000e-03, eta: 12:58:54, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9358, top1_acc: 0.7680, top5_acc: 0.9250, loss_cls: 0.9054, loss: 1.8412, grad_norm: 13.6748 2021-12-04 17:56:48,566 - mmaction - INFO - Epoch [117][560/1345] lr: 1.000e-03, eta: 12:58:32, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9384, top1_acc: 0.7688, top5_acc: 0.9227, loss_cls: 0.9139, loss: 1.8523, grad_norm: 13.8829 2021-12-04 17:57:07,768 - mmaction - INFO - Epoch [117][580/1345] lr: 1.000e-03, eta: 12:58:11, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9994, top1_acc: 0.7227, top5_acc: 0.9008, loss_cls: 1.0545, loss: 2.0539, grad_norm: 14.2842 2021-12-04 17:57:26,968 - mmaction - INFO - Epoch [117][600/1345] lr: 1.000e-03, eta: 12:57:50, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9246, top1_acc: 0.7477, top5_acc: 0.9102, loss_cls: 0.9475, loss: 1.8722, grad_norm: 13.2312 2021-12-04 17:57:46,176 - mmaction - INFO - Epoch [117][620/1345] lr: 1.000e-03, eta: 12:57:29, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9980, top1_acc: 0.7383, top5_acc: 0.9102, loss_cls: 1.0342, loss: 2.0322, grad_norm: 14.0503 2021-12-04 17:58:05,356 - mmaction - INFO - Epoch [117][640/1345] lr: 1.000e-03, eta: 12:57:08, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9811, top1_acc: 0.7383, top5_acc: 0.9016, loss_cls: 1.0215, loss: 2.0026, grad_norm: 13.9389 2021-12-04 17:58:24,559 - mmaction - INFO - Epoch [117][660/1345] lr: 1.000e-03, eta: 12:56:47, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9505, top1_acc: 0.7359, top5_acc: 0.9187, loss_cls: 0.9716, loss: 1.9221, grad_norm: 14.0564 2021-12-04 17:58:43,746 - mmaction - INFO - Epoch [117][680/1345] lr: 1.000e-03, eta: 12:56:26, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9905, top1_acc: 0.7375, top5_acc: 0.8977, loss_cls: 1.0271, loss: 2.0177, grad_norm: 14.0987 2021-12-04 17:59:02,937 - mmaction - INFO - Epoch [117][700/1345] lr: 1.000e-03, eta: 12:56:05, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9397, top1_acc: 0.7633, top5_acc: 0.9281, loss_cls: 0.9327, loss: 1.8723, grad_norm: 13.9687 2021-12-04 17:59:22,117 - mmaction - INFO - Epoch [117][720/1345] lr: 1.000e-03, eta: 12:55:44, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9300, top1_acc: 0.7609, top5_acc: 0.9156, loss_cls: 0.9359, loss: 1.8659, grad_norm: 12.9906 2021-12-04 17:59:41,296 - mmaction - INFO - Epoch [117][740/1345] lr: 1.000e-03, eta: 12:55:22, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9839, top1_acc: 0.7219, top5_acc: 0.9000, loss_cls: 1.0728, loss: 2.0567, grad_norm: 14.3822 2021-12-04 18:00:00,515 - mmaction - INFO - Epoch [117][760/1345] lr: 1.000e-03, eta: 12:55:01, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9323, top1_acc: 0.7383, top5_acc: 0.8992, loss_cls: 0.9942, loss: 1.9266, grad_norm: 13.6614 2021-12-04 18:00:19,706 - mmaction - INFO - Epoch [117][780/1345] lr: 1.000e-03, eta: 12:54:40, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9614, top1_acc: 0.7445, top5_acc: 0.9047, loss_cls: 1.0186, loss: 1.9800, grad_norm: 13.3770 2021-12-04 18:00:38,877 - mmaction - INFO - Epoch [117][800/1345] lr: 1.000e-03, eta: 12:54:19, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9895, top1_acc: 0.7445, top5_acc: 0.9055, loss_cls: 1.0179, loss: 2.0074, grad_norm: 13.4791 2021-12-04 18:00:58,057 - mmaction - INFO - Epoch [117][820/1345] lr: 1.000e-03, eta: 12:53:58, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9680, top1_acc: 0.7477, top5_acc: 0.9125, loss_cls: 0.9872, loss: 1.9552, grad_norm: 14.0958 2021-12-04 18:01:17,263 - mmaction - INFO - Epoch [117][840/1345] lr: 1.000e-03, eta: 12:53:37, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9549, top1_acc: 0.7633, top5_acc: 0.9078, loss_cls: 0.9583, loss: 1.9131, grad_norm: 12.8822 2021-12-04 18:01:36,430 - mmaction - INFO - Epoch [117][860/1345] lr: 1.000e-03, eta: 12:53:16, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 0.9759, top1_acc: 0.7367, top5_acc: 0.8969, loss_cls: 1.0784, loss: 2.0543, grad_norm: 14.1416 2021-12-04 18:01:55,630 - mmaction - INFO - Epoch [117][880/1345] lr: 1.000e-03, eta: 12:52:55, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9493, top1_acc: 0.7633, top5_acc: 0.9055, loss_cls: 0.9751, loss: 1.9244, grad_norm: 13.5761 2021-12-04 18:02:14,811 - mmaction - INFO - Epoch [117][900/1345] lr: 1.000e-03, eta: 12:52:34, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9674, top1_acc: 0.7703, top5_acc: 0.9180, loss_cls: 0.9420, loss: 1.9094, grad_norm: 13.7641 2021-12-04 18:02:33,964 - mmaction - INFO - Epoch [117][920/1345] lr: 1.000e-03, eta: 12:52:13, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 0.9571, top1_acc: 0.7547, top5_acc: 0.9094, loss_cls: 0.9779, loss: 1.9350, grad_norm: 14.0697 2021-12-04 18:02:53,166 - mmaction - INFO - Epoch [117][940/1345] lr: 1.000e-03, eta: 12:51:51, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9648, top1_acc: 0.7516, top5_acc: 0.9117, loss_cls: 0.9850, loss: 1.9498, grad_norm: 13.5334 2021-12-04 18:03:12,348 - mmaction - INFO - Epoch [117][960/1345] lr: 1.000e-03, eta: 12:51:30, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9959, top1_acc: 0.7461, top5_acc: 0.9070, loss_cls: 0.9879, loss: 1.9838, grad_norm: 14.0378 2021-12-04 18:03:31,535 - mmaction - INFO - Epoch [117][980/1345] lr: 1.000e-03, eta: 12:51:09, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9576, top1_acc: 0.7438, top5_acc: 0.9234, loss_cls: 0.9590, loss: 1.9166, grad_norm: 13.7680 2021-12-04 18:03:50,743 - mmaction - INFO - Epoch [117][1000/1345] lr: 1.000e-03, eta: 12:50:48, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9525, top1_acc: 0.7625, top5_acc: 0.9102, loss_cls: 0.9559, loss: 1.9084, grad_norm: 13.6367 2021-12-04 18:04:09,933 - mmaction - INFO - Epoch [117][1020/1345] lr: 1.000e-03, eta: 12:50:27, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9976, top1_acc: 0.7523, top5_acc: 0.9086, loss_cls: 0.9958, loss: 1.9934, grad_norm: 13.5999 2021-12-04 18:04:29,107 - mmaction - INFO - Epoch [117][1040/1345] lr: 1.000e-03, eta: 12:50:06, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9477, top1_acc: 0.7406, top5_acc: 0.8977, loss_cls: 1.0266, loss: 1.9743, grad_norm: 13.8261 2021-12-04 18:04:48,285 - mmaction - INFO - Epoch [117][1060/1345] lr: 1.000e-03, eta: 12:49:45, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0120, top1_acc: 0.7234, top5_acc: 0.8938, loss_cls: 1.0680, loss: 2.0801, grad_norm: 13.8766 2021-12-04 18:05:07,481 - mmaction - INFO - Epoch [117][1080/1345] lr: 1.000e-03, eta: 12:49:24, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9512, top1_acc: 0.7422, top5_acc: 0.9109, loss_cls: 0.9679, loss: 1.9191, grad_norm: 13.4487 2021-12-04 18:05:26,689 - mmaction - INFO - Epoch [117][1100/1345] lr: 1.000e-03, eta: 12:49:03, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9356, top1_acc: 0.7625, top5_acc: 0.9211, loss_cls: 0.9402, loss: 1.8758, grad_norm: 13.3104 2021-12-04 18:05:45,895 - mmaction - INFO - Epoch [117][1120/1345] lr: 1.000e-03, eta: 12:48:41, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9268, top1_acc: 0.7680, top5_acc: 0.9148, loss_cls: 0.9235, loss: 1.8503, grad_norm: 13.0351 2021-12-04 18:06:05,092 - mmaction - INFO - Epoch [117][1140/1345] lr: 1.000e-03, eta: 12:48:20, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9435, top1_acc: 0.7516, top5_acc: 0.9172, loss_cls: 0.9490, loss: 1.8925, grad_norm: 13.5194 2021-12-04 18:06:24,273 - mmaction - INFO - Epoch [117][1160/1345] lr: 1.000e-03, eta: 12:47:59, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9878, top1_acc: 0.7469, top5_acc: 0.9016, loss_cls: 1.0274, loss: 2.0153, grad_norm: 13.8126 2021-12-04 18:06:43,469 - mmaction - INFO - Epoch [117][1180/1345] lr: 1.000e-03, eta: 12:47:38, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9710, top1_acc: 0.7438, top5_acc: 0.9117, loss_cls: 0.9805, loss: 1.9515, grad_norm: 13.8735 2021-12-04 18:07:02,674 - mmaction - INFO - Epoch [117][1200/1345] lr: 1.000e-03, eta: 12:47:17, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9662, top1_acc: 0.7281, top5_acc: 0.9102, loss_cls: 0.9982, loss: 1.9644, grad_norm: 13.6935 2021-12-04 18:07:21,853 - mmaction - INFO - Epoch [117][1220/1345] lr: 1.000e-03, eta: 12:46:56, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9454, top1_acc: 0.7555, top5_acc: 0.9180, loss_cls: 0.9421, loss: 1.8875, grad_norm: 13.2549 2021-12-04 18:07:41,035 - mmaction - INFO - Epoch [117][1240/1345] lr: 1.000e-03, eta: 12:46:35, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9602, top1_acc: 0.7594, top5_acc: 0.9047, loss_cls: 0.9927, loss: 1.9529, grad_norm: 13.4151 2021-12-04 18:08:00,231 - mmaction - INFO - Epoch [117][1260/1345] lr: 1.000e-03, eta: 12:46:14, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9547, top1_acc: 0.7391, top5_acc: 0.9164, loss_cls: 0.9794, loss: 1.9341, grad_norm: 13.7788 2021-12-04 18:08:19,400 - mmaction - INFO - Epoch [117][1280/1345] lr: 1.000e-03, eta: 12:45:53, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 0.9498, top1_acc: 0.7555, top5_acc: 0.9172, loss_cls: 0.9739, loss: 1.9237, grad_norm: 13.8284 2021-12-04 18:08:38,546 - mmaction - INFO - Epoch [117][1300/1345] lr: 1.000e-03, eta: 12:45:32, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 0.9659, top1_acc: 0.7250, top5_acc: 0.9008, loss_cls: 1.0242, loss: 1.9901, grad_norm: 13.8612 2021-12-04 18:08:57,737 - mmaction - INFO - Epoch [117][1320/1345] lr: 1.000e-03, eta: 12:45:11, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9691, top1_acc: 0.7523, top5_acc: 0.9094, loss_cls: 0.9770, loss: 1.9461, grad_norm: 13.8585 2021-12-04 18:09:16,950 - mmaction - INFO - Epoch [117][1340/1345] lr: 1.000e-03, eta: 12:44:49, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9492, top1_acc: 0.7391, top5_acc: 0.9117, loss_cls: 0.9924, loss: 1.9416, grad_norm: 13.9874 2021-12-04 18:09:22,691 - mmaction - INFO - Saving checkpoint at 117 epochs 2021-12-04 18:11:24,591 - mmaction - INFO - Epoch [118][20/1345] lr: 1.000e-03, eta: 12:44:50, time: 5.927, data_time: 4.957, memory: 8232, loss_aux: 0.9721, top1_acc: 0.7633, top5_acc: 0.9125, loss_cls: 0.9439, loss: 1.9159, grad_norm: 13.8244 2021-12-04 18:11:43,711 - mmaction - INFO - Epoch [118][40/1345] lr: 1.000e-03, eta: 12:44:29, time: 0.956, data_time: 0.004, memory: 8232, loss_aux: 0.9478, top1_acc: 0.7555, top5_acc: 0.9102, loss_cls: 1.0006, loss: 1.9484, grad_norm: 14.0856 2021-12-04 18:12:02,837 - mmaction - INFO - Epoch [118][60/1345] lr: 1.000e-03, eta: 12:44:07, time: 0.956, data_time: 0.002, memory: 8232, loss_aux: 0.9461, top1_acc: 0.7492, top5_acc: 0.9102, loss_cls: 0.9588, loss: 1.9048, grad_norm: 13.3167 2021-12-04 18:12:21,985 - mmaction - INFO - Epoch [118][80/1345] lr: 1.000e-03, eta: 12:43:46, time: 0.957, data_time: 0.002, memory: 8232, loss_aux: 0.9083, top1_acc: 0.7656, top5_acc: 0.9227, loss_cls: 0.9040, loss: 1.8123, grad_norm: 13.1849 2021-12-04 18:12:41,117 - mmaction - INFO - Epoch [118][100/1345] lr: 1.000e-03, eta: 12:43:25, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 0.9634, top1_acc: 0.7508, top5_acc: 0.9164, loss_cls: 0.9754, loss: 1.9388, grad_norm: 14.0192 2021-12-04 18:13:00,263 - mmaction - INFO - Epoch [118][120/1345] lr: 1.000e-03, eta: 12:43:04, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 0.9654, top1_acc: 0.7344, top5_acc: 0.9055, loss_cls: 0.9815, loss: 1.9469, grad_norm: 13.7001 2021-12-04 18:13:19,428 - mmaction - INFO - Epoch [118][140/1345] lr: 1.000e-03, eta: 12:42:43, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 0.9531, top1_acc: 0.7500, top5_acc: 0.9055, loss_cls: 0.9793, loss: 1.9324, grad_norm: 13.3242 2021-12-04 18:13:38,605 - mmaction - INFO - Epoch [118][160/1345] lr: 1.000e-03, eta: 12:42:22, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9244, top1_acc: 0.7641, top5_acc: 0.9250, loss_cls: 0.8962, loss: 1.8206, grad_norm: 13.2694 2021-12-04 18:13:57,814 - mmaction - INFO - Epoch [118][180/1345] lr: 1.000e-03, eta: 12:42:01, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9434, top1_acc: 0.7453, top5_acc: 0.9062, loss_cls: 0.9980, loss: 1.9414, grad_norm: 13.7762 2021-12-04 18:14:16,980 - mmaction - INFO - Epoch [118][200/1345] lr: 1.000e-03, eta: 12:41:40, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 0.9352, top1_acc: 0.7656, top5_acc: 0.9172, loss_cls: 0.9285, loss: 1.8637, grad_norm: 13.2022 2021-12-04 18:14:36,205 - mmaction - INFO - Epoch [118][220/1345] lr: 1.000e-03, eta: 12:41:19, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9579, top1_acc: 0.7711, top5_acc: 0.9156, loss_cls: 0.9321, loss: 1.8899, grad_norm: 13.6429 2021-12-04 18:14:55,409 - mmaction - INFO - Epoch [118][240/1345] lr: 1.000e-03, eta: 12:40:57, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0137, top1_acc: 0.7398, top5_acc: 0.8984, loss_cls: 1.0460, loss: 2.0597, grad_norm: 13.9406 2021-12-04 18:15:14,621 - mmaction - INFO - Epoch [118][260/1345] lr: 1.000e-03, eta: 12:40:36, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0028, top1_acc: 0.7461, top5_acc: 0.9070, loss_cls: 1.0340, loss: 2.0368, grad_norm: 14.3017 2021-12-04 18:15:33,855 - mmaction - INFO - Epoch [118][280/1345] lr: 1.000e-03, eta: 12:40:15, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9311, top1_acc: 0.7539, top5_acc: 0.9070, loss_cls: 0.9879, loss: 1.9191, grad_norm: 13.8378 2021-12-04 18:15:53,105 - mmaction - INFO - Epoch [118][300/1345] lr: 1.000e-03, eta: 12:39:54, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9764, top1_acc: 0.7289, top5_acc: 0.9055, loss_cls: 1.0058, loss: 1.9822, grad_norm: 13.9883 2021-12-04 18:16:12,343 - mmaction - INFO - Epoch [118][320/1345] lr: 1.000e-03, eta: 12:39:33, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9422, top1_acc: 0.7500, top5_acc: 0.9117, loss_cls: 0.9685, loss: 1.9107, grad_norm: 13.6285 2021-12-04 18:16:31,594 - mmaction - INFO - Epoch [118][340/1345] lr: 1.000e-03, eta: 12:39:12, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 0.9566, top1_acc: 0.7375, top5_acc: 0.9133, loss_cls: 0.9769, loss: 1.9336, grad_norm: 13.7335 2021-12-04 18:16:50,845 - mmaction - INFO - Epoch [118][360/1345] lr: 1.000e-03, eta: 12:38:51, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 0.9396, top1_acc: 0.7578, top5_acc: 0.9031, loss_cls: 0.9990, loss: 1.9386, grad_norm: 13.7039 2021-12-04 18:17:10,102 - mmaction - INFO - Epoch [118][380/1345] lr: 1.000e-03, eta: 12:38:30, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 0.9776, top1_acc: 0.7453, top5_acc: 0.9062, loss_cls: 1.0253, loss: 2.0029, grad_norm: 13.9947 2021-12-04 18:17:29,342 - mmaction - INFO - Epoch [118][400/1345] lr: 1.000e-03, eta: 12:38:09, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9651, top1_acc: 0.7617, top5_acc: 0.9133, loss_cls: 0.9437, loss: 1.9087, grad_norm: 13.8736 2021-12-04 18:17:48,613 - mmaction - INFO - Epoch [118][420/1345] lr: 1.000e-03, eta: 12:37:48, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 0.9559, top1_acc: 0.7508, top5_acc: 0.9016, loss_cls: 0.9825, loss: 1.9384, grad_norm: 13.7715 2021-12-04 18:18:07,867 - mmaction - INFO - Epoch [118][440/1345] lr: 1.000e-03, eta: 12:37:27, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 0.9511, top1_acc: 0.7508, top5_acc: 0.9125, loss_cls: 1.0040, loss: 1.9551, grad_norm: 14.3066 2021-12-04 18:18:27,129 - mmaction - INFO - Epoch [118][460/1345] lr: 1.000e-03, eta: 12:37:05, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 0.9697, top1_acc: 0.7523, top5_acc: 0.9156, loss_cls: 0.9997, loss: 1.9694, grad_norm: 13.8014 2021-12-04 18:18:46,387 - mmaction - INFO - Epoch [118][480/1345] lr: 1.000e-03, eta: 12:36:44, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 0.9834, top1_acc: 0.7438, top5_acc: 0.9039, loss_cls: 1.0095, loss: 1.9930, grad_norm: 13.8823 2021-12-04 18:19:05,676 - mmaction - INFO - Epoch [118][500/1345] lr: 1.000e-03, eta: 12:36:23, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 0.9990, top1_acc: 0.7484, top5_acc: 0.9117, loss_cls: 1.0068, loss: 2.0058, grad_norm: 14.2010 2021-12-04 18:19:24,919 - mmaction - INFO - Epoch [118][520/1345] lr: 1.000e-03, eta: 12:36:02, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9572, top1_acc: 0.7555, top5_acc: 0.9039, loss_cls: 0.9790, loss: 1.9362, grad_norm: 14.0761 2021-12-04 18:19:44,182 - mmaction - INFO - Epoch [118][540/1345] lr: 1.000e-03, eta: 12:35:41, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 0.9776, top1_acc: 0.7281, top5_acc: 0.9133, loss_cls: 1.0024, loss: 1.9801, grad_norm: 14.3551 2021-12-04 18:20:03,444 - mmaction - INFO - Epoch [118][560/1345] lr: 1.000e-03, eta: 12:35:20, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 0.9505, top1_acc: 0.7641, top5_acc: 0.9203, loss_cls: 0.9486, loss: 1.8991, grad_norm: 13.8985 2021-12-04 18:20:22,704 - mmaction - INFO - Epoch [118][580/1345] lr: 1.000e-03, eta: 12:34:59, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 0.9875, top1_acc: 0.7594, top5_acc: 0.9133, loss_cls: 0.9974, loss: 1.9849, grad_norm: 13.8355 2021-12-04 18:20:41,954 - mmaction - INFO - Epoch [118][600/1345] lr: 1.000e-03, eta: 12:34:38, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9889, top1_acc: 0.7406, top5_acc: 0.9172, loss_cls: 0.9746, loss: 1.9635, grad_norm: 13.8932 2021-12-04 18:21:01,174 - mmaction - INFO - Epoch [118][620/1345] lr: 1.000e-03, eta: 12:34:17, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9543, top1_acc: 0.7602, top5_acc: 0.9117, loss_cls: 0.9387, loss: 1.8930, grad_norm: 13.7106 2021-12-04 18:21:20,461 - mmaction - INFO - Epoch [118][640/1345] lr: 1.000e-03, eta: 12:33:56, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 0.9772, top1_acc: 0.7336, top5_acc: 0.9148, loss_cls: 1.0211, loss: 1.9983, grad_norm: 14.4285 2021-12-04 18:21:39,691 - mmaction - INFO - Epoch [118][660/1345] lr: 1.000e-03, eta: 12:33:35, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9536, top1_acc: 0.7477, top5_acc: 0.9016, loss_cls: 0.9906, loss: 1.9442, grad_norm: 13.7742 2021-12-04 18:21:58,917 - mmaction - INFO - Epoch [118][680/1345] lr: 1.000e-03, eta: 12:33:14, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9546, top1_acc: 0.7383, top5_acc: 0.9070, loss_cls: 1.0104, loss: 1.9650, grad_norm: 13.7555 2021-12-04 18:22:18,147 - mmaction - INFO - Epoch [118][700/1345] lr: 1.000e-03, eta: 12:32:53, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9439, top1_acc: 0.7484, top5_acc: 0.9117, loss_cls: 0.9790, loss: 1.9229, grad_norm: 13.9324 2021-12-04 18:22:37,406 - mmaction - INFO - Epoch [118][720/1345] lr: 1.000e-03, eta: 12:32:31, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 0.9570, top1_acc: 0.7445, top5_acc: 0.9125, loss_cls: 0.9814, loss: 1.9385, grad_norm: 13.9027 2021-12-04 18:22:56,632 - mmaction - INFO - Epoch [118][740/1345] lr: 1.000e-03, eta: 12:32:10, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9415, top1_acc: 0.7773, top5_acc: 0.9141, loss_cls: 0.9182, loss: 1.8598, grad_norm: 13.4116 2021-12-04 18:23:15,867 - mmaction - INFO - Epoch [118][760/1345] lr: 1.000e-03, eta: 12:31:49, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9478, top1_acc: 0.7531, top5_acc: 0.9117, loss_cls: 0.9557, loss: 1.9034, grad_norm: 13.5688 2021-12-04 18:23:35,069 - mmaction - INFO - Epoch [118][780/1345] lr: 1.000e-03, eta: 12:31:28, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0187, top1_acc: 0.7312, top5_acc: 0.9117, loss_cls: 1.0455, loss: 2.0642, grad_norm: 14.3284 2021-12-04 18:23:54,283 - mmaction - INFO - Epoch [118][800/1345] lr: 1.000e-03, eta: 12:31:07, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9825, top1_acc: 0.7508, top5_acc: 0.9227, loss_cls: 0.9468, loss: 1.9293, grad_norm: 13.2528 2021-12-04 18:24:13,490 - mmaction - INFO - Epoch [118][820/1345] lr: 1.000e-03, eta: 12:30:46, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9643, top1_acc: 0.7461, top5_acc: 0.9109, loss_cls: 0.9795, loss: 1.9438, grad_norm: 13.8573 2021-12-04 18:24:32,716 - mmaction - INFO - Epoch [118][840/1345] lr: 1.000e-03, eta: 12:30:25, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9697, top1_acc: 0.7344, top5_acc: 0.8984, loss_cls: 1.0305, loss: 2.0002, grad_norm: 14.0318 2021-12-04 18:24:51,931 - mmaction - INFO - Epoch [118][860/1345] lr: 1.000e-03, eta: 12:30:04, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9833, top1_acc: 0.7414, top5_acc: 0.9039, loss_cls: 1.0234, loss: 2.0067, grad_norm: 13.8752 2021-12-04 18:25:11,143 - mmaction - INFO - Epoch [118][880/1345] lr: 1.000e-03, eta: 12:29:43, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9403, top1_acc: 0.7594, top5_acc: 0.9172, loss_cls: 0.9511, loss: 1.8915, grad_norm: 13.9385 2021-12-04 18:25:30,375 - mmaction - INFO - Epoch [118][900/1345] lr: 1.000e-03, eta: 12:29:22, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9687, top1_acc: 0.7516, top5_acc: 0.9078, loss_cls: 0.9898, loss: 1.9585, grad_norm: 13.3117 2021-12-04 18:25:49,622 - mmaction - INFO - Epoch [118][920/1345] lr: 1.000e-03, eta: 12:29:01, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9297, top1_acc: 0.7633, top5_acc: 0.9187, loss_cls: 0.9273, loss: 1.8570, grad_norm: 13.4163 2021-12-04 18:26:08,857 - mmaction - INFO - Epoch [118][940/1345] lr: 1.000e-03, eta: 12:28:40, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0007, top1_acc: 0.7391, top5_acc: 0.9070, loss_cls: 1.0231, loss: 2.0238, grad_norm: 14.0156 2021-12-04 18:26:28,100 - mmaction - INFO - Epoch [118][960/1345] lr: 1.000e-03, eta: 12:28:19, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9815, top1_acc: 0.7305, top5_acc: 0.9031, loss_cls: 1.0326, loss: 2.0142, grad_norm: 13.8373 2021-12-04 18:26:47,362 - mmaction - INFO - Epoch [118][980/1345] lr: 1.000e-03, eta: 12:27:57, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 0.9333, top1_acc: 0.7516, top5_acc: 0.9078, loss_cls: 0.9550, loss: 1.8882, grad_norm: 13.7632 2021-12-04 18:27:06,563 - mmaction - INFO - Epoch [118][1000/1345] lr: 1.000e-03, eta: 12:27:36, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9455, top1_acc: 0.7555, top5_acc: 0.9039, loss_cls: 0.9824, loss: 1.9279, grad_norm: 13.5410 2021-12-04 18:27:25,791 - mmaction - INFO - Epoch [118][1020/1345] lr: 1.000e-03, eta: 12:27:15, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9432, top1_acc: 0.7680, top5_acc: 0.9219, loss_cls: 0.9284, loss: 1.8717, grad_norm: 13.1848 2021-12-04 18:27:45,040 - mmaction - INFO - Epoch [118][1040/1345] lr: 1.000e-03, eta: 12:26:54, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9435, top1_acc: 0.7492, top5_acc: 0.9141, loss_cls: 0.9567, loss: 1.9002, grad_norm: 14.0638 2021-12-04 18:28:04,263 - mmaction - INFO - Epoch [118][1060/1345] lr: 1.000e-03, eta: 12:26:33, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9605, top1_acc: 0.7398, top5_acc: 0.9141, loss_cls: 0.9961, loss: 1.9566, grad_norm: 14.0635 2021-12-04 18:28:23,482 - mmaction - INFO - Epoch [118][1080/1345] lr: 1.000e-03, eta: 12:26:12, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9514, top1_acc: 0.7461, top5_acc: 0.9047, loss_cls: 1.0042, loss: 1.9555, grad_norm: 13.9692 2021-12-04 18:28:42,712 - mmaction - INFO - Epoch [118][1100/1345] lr: 1.000e-03, eta: 12:25:51, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9576, top1_acc: 0.7539, top5_acc: 0.9102, loss_cls: 0.9901, loss: 1.9477, grad_norm: 13.8983 2021-12-04 18:29:01,939 - mmaction - INFO - Epoch [118][1120/1345] lr: 1.000e-03, eta: 12:25:30, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9579, top1_acc: 0.7570, top5_acc: 0.9148, loss_cls: 0.9590, loss: 1.9169, grad_norm: 13.8686 2021-12-04 18:29:21,163 - mmaction - INFO - Epoch [118][1140/1345] lr: 1.000e-03, eta: 12:25:09, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9395, top1_acc: 0.7414, top5_acc: 0.9047, loss_cls: 0.9986, loss: 1.9381, grad_norm: 14.0389 2021-12-04 18:29:40,366 - mmaction - INFO - Epoch [118][1160/1345] lr: 1.000e-03, eta: 12:24:48, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9871, top1_acc: 0.7398, top5_acc: 0.9094, loss_cls: 1.0211, loss: 2.0083, grad_norm: 14.0943 2021-12-04 18:29:59,605 - mmaction - INFO - Epoch [118][1180/1345] lr: 1.000e-03, eta: 12:24:27, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9786, top1_acc: 0.7492, top5_acc: 0.9062, loss_cls: 1.0006, loss: 1.9792, grad_norm: 13.9630 2021-12-04 18:30:18,819 - mmaction - INFO - Epoch [118][1200/1345] lr: 1.000e-03, eta: 12:24:06, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9518, top1_acc: 0.7562, top5_acc: 0.9102, loss_cls: 0.9801, loss: 1.9319, grad_norm: 13.9982 2021-12-04 18:30:38,047 - mmaction - INFO - Epoch [118][1220/1345] lr: 1.000e-03, eta: 12:23:45, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9925, top1_acc: 0.7422, top5_acc: 0.9086, loss_cls: 1.0193, loss: 2.0118, grad_norm: 14.3343 2021-12-04 18:30:57,248 - mmaction - INFO - Epoch [118][1240/1345] lr: 1.000e-03, eta: 12:23:23, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9754, top1_acc: 0.7461, top5_acc: 0.9062, loss_cls: 1.0117, loss: 1.9871, grad_norm: 14.1186 2021-12-04 18:31:16,484 - mmaction - INFO - Epoch [118][1260/1345] lr: 1.000e-03, eta: 12:23:02, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9437, top1_acc: 0.7492, top5_acc: 0.9133, loss_cls: 0.9936, loss: 1.9373, grad_norm: 14.2584 2021-12-04 18:31:35,690 - mmaction - INFO - Epoch [118][1280/1345] lr: 1.000e-03, eta: 12:22:41, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9714, top1_acc: 0.7492, top5_acc: 0.9187, loss_cls: 0.9627, loss: 1.9341, grad_norm: 13.9423 2021-12-04 18:31:54,921 - mmaction - INFO - Epoch [118][1300/1345] lr: 1.000e-03, eta: 12:22:20, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9694, top1_acc: 0.7508, top5_acc: 0.9039, loss_cls: 0.9945, loss: 1.9639, grad_norm: 14.0246 2021-12-04 18:32:14,123 - mmaction - INFO - Epoch [118][1320/1345] lr: 1.000e-03, eta: 12:21:59, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9738, top1_acc: 0.7484, top5_acc: 0.9047, loss_cls: 0.9980, loss: 1.9718, grad_norm: 14.1919 2021-12-04 18:32:33,349 - mmaction - INFO - Epoch [118][1340/1345] lr: 1.000e-03, eta: 12:21:38, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9924, top1_acc: 0.7320, top5_acc: 0.9047, loss_cls: 1.0482, loss: 2.0407, grad_norm: 14.3469 2021-12-04 18:32:38,891 - mmaction - INFO - Saving checkpoint at 118 epochs 2021-12-04 18:34:43,747 - mmaction - INFO - Epoch [119][20/1345] lr: 1.000e-03, eta: 12:21:38, time: 6.047, data_time: 5.089, memory: 8232, loss_aux: 0.9324, top1_acc: 0.7617, top5_acc: 0.9219, loss_cls: 0.9156, loss: 1.8481, grad_norm: 13.6935 2021-12-04 18:35:02,880 - mmaction - INFO - Epoch [119][40/1345] lr: 1.000e-03, eta: 12:21:17, time: 0.957, data_time: 0.004, memory: 8232, loss_aux: 0.9762, top1_acc: 0.7430, top5_acc: 0.9031, loss_cls: 1.0213, loss: 1.9975, grad_norm: 14.1105 2021-12-04 18:35:22,030 - mmaction - INFO - Epoch [119][60/1345] lr: 1.000e-03, eta: 12:20:56, time: 0.957, data_time: 0.002, memory: 8232, loss_aux: 0.9694, top1_acc: 0.7617, top5_acc: 0.9109, loss_cls: 0.9690, loss: 1.9385, grad_norm: 14.0799 2021-12-04 18:35:41,187 - mmaction - INFO - Epoch [119][80/1345] lr: 1.000e-03, eta: 12:20:35, time: 0.958, data_time: 0.002, memory: 8232, loss_aux: 0.9395, top1_acc: 0.7656, top5_acc: 0.9102, loss_cls: 0.9217, loss: 1.8611, grad_norm: 13.4066 2021-12-04 18:36:00,358 - mmaction - INFO - Epoch [119][100/1345] lr: 1.000e-03, eta: 12:20:14, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 0.8992, top1_acc: 0.7828, top5_acc: 0.9352, loss_cls: 0.8519, loss: 1.7511, grad_norm: 13.3540 2021-12-04 18:36:19,524 - mmaction - INFO - Epoch [119][120/1345] lr: 1.000e-03, eta: 12:19:53, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 0.9344, top1_acc: 0.7648, top5_acc: 0.9164, loss_cls: 0.9293, loss: 1.8637, grad_norm: 13.5335 2021-12-04 18:36:38,683 - mmaction - INFO - Epoch [119][140/1345] lr: 1.000e-03, eta: 12:19:31, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 0.9689, top1_acc: 0.7492, top5_acc: 0.9031, loss_cls: 0.9911, loss: 1.9601, grad_norm: 13.9510 2021-12-04 18:36:57,899 - mmaction - INFO - Epoch [119][160/1345] lr: 1.000e-03, eta: 12:19:10, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9818, top1_acc: 0.7688, top5_acc: 0.9227, loss_cls: 0.9362, loss: 1.9179, grad_norm: 13.9776 2021-12-04 18:37:17,063 - mmaction - INFO - Epoch [119][180/1345] lr: 1.000e-03, eta: 12:18:49, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 0.9496, top1_acc: 0.7750, top5_acc: 0.9102, loss_cls: 0.9372, loss: 1.8868, grad_norm: 13.2442 2021-12-04 18:37:36,266 - mmaction - INFO - Epoch [119][200/1345] lr: 1.000e-03, eta: 12:18:28, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9826, top1_acc: 0.7438, top5_acc: 0.9078, loss_cls: 1.0249, loss: 2.0075, grad_norm: 14.3961 2021-12-04 18:37:55,484 - mmaction - INFO - Epoch [119][220/1345] lr: 1.000e-03, eta: 12:18:07, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9505, top1_acc: 0.7680, top5_acc: 0.9227, loss_cls: 0.9147, loss: 1.8652, grad_norm: 13.6903 2021-12-04 18:38:14,696 - mmaction - INFO - Epoch [119][240/1345] lr: 1.000e-03, eta: 12:17:46, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9709, top1_acc: 0.7719, top5_acc: 0.9172, loss_cls: 0.9330, loss: 1.9039, grad_norm: 13.5138 2021-12-04 18:38:33,896 - mmaction - INFO - Epoch [119][260/1345] lr: 1.000e-03, eta: 12:17:25, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9659, top1_acc: 0.7547, top5_acc: 0.9086, loss_cls: 0.9582, loss: 1.9241, grad_norm: 13.7645 2021-12-04 18:38:53,067 - mmaction - INFO - Epoch [119][280/1345] lr: 1.000e-03, eta: 12:17:04, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 0.9264, top1_acc: 0.7648, top5_acc: 0.9305, loss_cls: 0.9183, loss: 1.8447, grad_norm: 13.9140 2021-12-04 18:39:12,246 - mmaction - INFO - Epoch [119][300/1345] lr: 1.000e-03, eta: 12:16:43, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9736, top1_acc: 0.7547, top5_acc: 0.9086, loss_cls: 0.9712, loss: 1.9448, grad_norm: 13.9160 2021-12-04 18:39:31,453 - mmaction - INFO - Epoch [119][320/1345] lr: 1.000e-03, eta: 12:16:22, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9706, top1_acc: 0.7688, top5_acc: 0.9148, loss_cls: 0.9179, loss: 1.8884, grad_norm: 13.3945 2021-12-04 18:39:50,656 - mmaction - INFO - Epoch [119][340/1345] lr: 1.000e-03, eta: 12:16:01, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9768, top1_acc: 0.7414, top5_acc: 0.9086, loss_cls: 1.0285, loss: 2.0053, grad_norm: 14.1381 2021-12-04 18:40:09,859 - mmaction - INFO - Epoch [119][360/1345] lr: 1.000e-03, eta: 12:15:39, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9772, top1_acc: 0.7531, top5_acc: 0.9055, loss_cls: 1.0115, loss: 1.9887, grad_norm: 14.3106 2021-12-04 18:40:29,035 - mmaction - INFO - Epoch [119][380/1345] lr: 1.000e-03, eta: 12:15:18, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9775, top1_acc: 0.7477, top5_acc: 0.9164, loss_cls: 0.9618, loss: 1.9394, grad_norm: 14.0699 2021-12-04 18:40:48,242 - mmaction - INFO - Epoch [119][400/1345] lr: 1.000e-03, eta: 12:14:57, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9560, top1_acc: 0.7438, top5_acc: 0.9094, loss_cls: 0.9971, loss: 1.9531, grad_norm: 14.5701 2021-12-04 18:41:07,454 - mmaction - INFO - Epoch [119][420/1345] lr: 1.000e-03, eta: 12:14:36, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9888, top1_acc: 0.7469, top5_acc: 0.9148, loss_cls: 0.9814, loss: 1.9702, grad_norm: 14.3275 2021-12-04 18:41:26,667 - mmaction - INFO - Epoch [119][440/1345] lr: 1.000e-03, eta: 12:14:15, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9410, top1_acc: 0.7562, top5_acc: 0.9062, loss_cls: 0.9386, loss: 1.8796, grad_norm: 13.3212 2021-12-04 18:41:45,856 - mmaction - INFO - Epoch [119][460/1345] lr: 1.000e-03, eta: 12:13:54, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9618, top1_acc: 0.7500, top5_acc: 0.9156, loss_cls: 0.9864, loss: 1.9482, grad_norm: 13.9665 2021-12-04 18:42:05,051 - mmaction - INFO - Epoch [119][480/1345] lr: 1.000e-03, eta: 12:13:33, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9534, top1_acc: 0.7594, top5_acc: 0.9125, loss_cls: 0.9526, loss: 1.9060, grad_norm: 13.6150 2021-12-04 18:42:24,219 - mmaction - INFO - Epoch [119][500/1345] lr: 1.000e-03, eta: 12:13:12, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 0.9560, top1_acc: 0.7672, top5_acc: 0.9125, loss_cls: 0.9368, loss: 1.8928, grad_norm: 13.3887 2021-12-04 18:42:43,419 - mmaction - INFO - Epoch [119][520/1345] lr: 1.000e-03, eta: 12:12:51, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9574, top1_acc: 0.7680, top5_acc: 0.9117, loss_cls: 0.9351, loss: 1.8924, grad_norm: 13.6163 2021-12-04 18:43:02,620 - mmaction - INFO - Epoch [119][540/1345] lr: 1.000e-03, eta: 12:12:30, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9617, top1_acc: 0.7484, top5_acc: 0.9148, loss_cls: 0.9790, loss: 1.9407, grad_norm: 14.0616 2021-12-04 18:43:21,847 - mmaction - INFO - Epoch [119][560/1345] lr: 1.000e-03, eta: 12:12:09, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9813, top1_acc: 0.7547, top5_acc: 0.9094, loss_cls: 0.9677, loss: 1.9491, grad_norm: 13.7222 2021-12-04 18:43:41,036 - mmaction - INFO - Epoch [119][580/1345] lr: 1.000e-03, eta: 12:11:48, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9975, top1_acc: 0.7414, top5_acc: 0.9062, loss_cls: 1.0290, loss: 2.0265, grad_norm: 14.4497 2021-12-04 18:44:00,203 - mmaction - INFO - Epoch [119][600/1345] lr: 1.000e-03, eta: 12:11:27, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 0.9458, top1_acc: 0.7547, top5_acc: 0.9133, loss_cls: 0.9377, loss: 1.8834, grad_norm: 13.3852 2021-12-04 18:44:19,362 - mmaction - INFO - Epoch [119][620/1345] lr: 1.000e-03, eta: 12:11:05, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 0.9348, top1_acc: 0.7648, top5_acc: 0.9180, loss_cls: 0.9289, loss: 1.8637, grad_norm: 13.6254 2021-12-04 18:44:38,566 - mmaction - INFO - Epoch [119][640/1345] lr: 1.000e-03, eta: 12:10:44, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9420, top1_acc: 0.7656, top5_acc: 0.9187, loss_cls: 0.9333, loss: 1.8753, grad_norm: 13.8159 2021-12-04 18:44:57,754 - mmaction - INFO - Epoch [119][660/1345] lr: 1.000e-03, eta: 12:10:23, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0006, top1_acc: 0.7328, top5_acc: 0.9047, loss_cls: 1.0285, loss: 2.0291, grad_norm: 14.2091 2021-12-04 18:45:16,924 - mmaction - INFO - Epoch [119][680/1345] lr: 1.000e-03, eta: 12:10:02, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 0.9793, top1_acc: 0.7438, top5_acc: 0.9102, loss_cls: 0.9896, loss: 1.9689, grad_norm: 14.4151 2021-12-04 18:45:36,112 - mmaction - INFO - Epoch [119][700/1345] lr: 1.000e-03, eta: 12:09:41, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0008, top1_acc: 0.7367, top5_acc: 0.8930, loss_cls: 1.0529, loss: 2.0537, grad_norm: 14.3692 2021-12-04 18:45:55,299 - mmaction - INFO - Epoch [119][720/1345] lr: 1.000e-03, eta: 12:09:20, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9642, top1_acc: 0.7406, top5_acc: 0.9141, loss_cls: 0.9880, loss: 1.9522, grad_norm: 14.3542 2021-12-04 18:46:14,495 - mmaction - INFO - Epoch [119][740/1345] lr: 1.000e-03, eta: 12:08:59, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9319, top1_acc: 0.7461, top5_acc: 0.9148, loss_cls: 0.9670, loss: 1.8989, grad_norm: 14.3162 2021-12-04 18:46:33,674 - mmaction - INFO - Epoch [119][760/1345] lr: 1.000e-03, eta: 12:08:38, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9603, top1_acc: 0.7484, top5_acc: 0.9117, loss_cls: 0.9886, loss: 1.9489, grad_norm: 14.1877 2021-12-04 18:46:52,833 - mmaction - INFO - Epoch [119][780/1345] lr: 1.000e-03, eta: 12:08:17, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 0.9876, top1_acc: 0.7391, top5_acc: 0.9055, loss_cls: 1.0371, loss: 2.0247, grad_norm: 14.5907 2021-12-04 18:47:11,993 - mmaction - INFO - Epoch [119][800/1345] lr: 1.000e-03, eta: 12:07:56, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 0.9419, top1_acc: 0.7414, top5_acc: 0.9133, loss_cls: 0.9977, loss: 1.9396, grad_norm: 14.1048 2021-12-04 18:47:31,155 - mmaction - INFO - Epoch [119][820/1345] lr: 1.000e-03, eta: 12:07:35, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 0.8759, top1_acc: 0.7727, top5_acc: 0.9273, loss_cls: 0.8740, loss: 1.7499, grad_norm: 13.5599 2021-12-04 18:47:50,314 - mmaction - INFO - Epoch [119][840/1345] lr: 1.000e-03, eta: 12:07:14, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 0.9503, top1_acc: 0.7484, top5_acc: 0.8992, loss_cls: 0.9594, loss: 1.9097, grad_norm: 13.5799 2021-12-04 18:48:09,504 - mmaction - INFO - Epoch [119][860/1345] lr: 1.000e-03, eta: 12:06:52, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9468, top1_acc: 0.7758, top5_acc: 0.9141, loss_cls: 0.9435, loss: 1.8903, grad_norm: 13.5418 2021-12-04 18:48:28,662 - mmaction - INFO - Epoch [119][880/1345] lr: 1.000e-03, eta: 12:06:31, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 0.9595, top1_acc: 0.7539, top5_acc: 0.9148, loss_cls: 0.9570, loss: 1.9166, grad_norm: 14.0340 2021-12-04 18:48:47,844 - mmaction - INFO - Epoch [119][900/1345] lr: 1.000e-03, eta: 12:06:10, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0007, top1_acc: 0.7297, top5_acc: 0.9016, loss_cls: 1.0621, loss: 2.0627, grad_norm: 14.1672 2021-12-04 18:49:07,063 - mmaction - INFO - Epoch [119][920/1345] lr: 1.000e-03, eta: 12:05:49, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9498, top1_acc: 0.7570, top5_acc: 0.9078, loss_cls: 0.9869, loss: 1.9367, grad_norm: 13.8070 2021-12-04 18:49:26,251 - mmaction - INFO - Epoch [119][940/1345] lr: 1.000e-03, eta: 12:05:28, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9396, top1_acc: 0.7500, top5_acc: 0.9164, loss_cls: 0.9679, loss: 1.9075, grad_norm: 14.0839 2021-12-04 18:49:45,465 - mmaction - INFO - Epoch [119][960/1345] lr: 1.000e-03, eta: 12:05:07, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9546, top1_acc: 0.7672, top5_acc: 0.9250, loss_cls: 0.8870, loss: 1.8416, grad_norm: 13.5629 2021-12-04 18:50:04,649 - mmaction - INFO - Epoch [119][980/1345] lr: 1.000e-03, eta: 12:04:46, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9647, top1_acc: 0.7477, top5_acc: 0.9016, loss_cls: 0.9910, loss: 1.9557, grad_norm: 14.1042 2021-12-04 18:50:23,881 - mmaction - INFO - Epoch [119][1000/1345] lr: 1.000e-03, eta: 12:04:25, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9580, top1_acc: 0.7328, top5_acc: 0.9187, loss_cls: 0.9994, loss: 1.9575, grad_norm: 14.3532 2021-12-04 18:50:43,067 - mmaction - INFO - Epoch [119][1020/1345] lr: 1.000e-03, eta: 12:04:04, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9102, top1_acc: 0.7937, top5_acc: 0.9195, loss_cls: 0.9022, loss: 1.8124, grad_norm: 13.3619 2021-12-04 18:51:02,240 - mmaction - INFO - Epoch [119][1040/1345] lr: 1.000e-03, eta: 12:03:43, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9293, top1_acc: 0.7586, top5_acc: 0.9141, loss_cls: 0.9703, loss: 1.8996, grad_norm: 14.2937 2021-12-04 18:51:21,400 - mmaction - INFO - Epoch [119][1060/1345] lr: 1.000e-03, eta: 12:03:22, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 0.9560, top1_acc: 0.7492, top5_acc: 0.8977, loss_cls: 1.0032, loss: 1.9592, grad_norm: 13.6888 2021-12-04 18:51:40,590 - mmaction - INFO - Epoch [119][1080/1345] lr: 1.000e-03, eta: 12:03:01, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9395, top1_acc: 0.7477, top5_acc: 0.9109, loss_cls: 0.9582, loss: 1.8977, grad_norm: 13.5661 2021-12-04 18:51:59,767 - mmaction - INFO - Epoch [119][1100/1345] lr: 1.000e-03, eta: 12:02:40, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9624, top1_acc: 0.7383, top5_acc: 0.9227, loss_cls: 0.9792, loss: 1.9416, grad_norm: 14.5524 2021-12-04 18:52:18,943 - mmaction - INFO - Epoch [119][1120/1345] lr: 1.000e-03, eta: 12:02:19, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9969, top1_acc: 0.7391, top5_acc: 0.9000, loss_cls: 1.0561, loss: 2.0530, grad_norm: 14.4165 2021-12-04 18:52:38,108 - mmaction - INFO - Epoch [119][1140/1345] lr: 1.000e-03, eta: 12:01:57, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 0.9274, top1_acc: 0.7641, top5_acc: 0.9195, loss_cls: 0.9318, loss: 1.8592, grad_norm: 14.0536 2021-12-04 18:52:57,271 - mmaction - INFO - Epoch [119][1160/1345] lr: 1.000e-03, eta: 12:01:36, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 0.9648, top1_acc: 0.7414, top5_acc: 0.9078, loss_cls: 1.0049, loss: 1.9696, grad_norm: 14.1013 2021-12-04 18:53:16,442 - mmaction - INFO - Epoch [119][1180/1345] lr: 1.000e-03, eta: 12:01:15, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9103, top1_acc: 0.7781, top5_acc: 0.9078, loss_cls: 0.9251, loss: 1.8354, grad_norm: 13.4346 2021-12-04 18:53:35,643 - mmaction - INFO - Epoch [119][1200/1345] lr: 1.000e-03, eta: 12:00:54, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9836, top1_acc: 0.7531, top5_acc: 0.9109, loss_cls: 0.9857, loss: 1.9693, grad_norm: 14.0781 2021-12-04 18:53:54,833 - mmaction - INFO - Epoch [119][1220/1345] lr: 1.000e-03, eta: 12:00:33, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9779, top1_acc: 0.7617, top5_acc: 0.9109, loss_cls: 0.9510, loss: 1.9290, grad_norm: 13.5926 2021-12-04 18:54:14,026 - mmaction - INFO - Epoch [119][1240/1345] lr: 1.000e-03, eta: 12:00:12, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9341, top1_acc: 0.7484, top5_acc: 0.9133, loss_cls: 0.9668, loss: 1.9008, grad_norm: 13.7472 2021-12-04 18:54:33,214 - mmaction - INFO - Epoch [119][1260/1345] lr: 1.000e-03, eta: 11:59:51, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9550, top1_acc: 0.7578, top5_acc: 0.9062, loss_cls: 0.9794, loss: 1.9344, grad_norm: 13.7125 2021-12-04 18:54:52,383 - mmaction - INFO - Epoch [119][1280/1345] lr: 1.000e-03, eta: 11:59:30, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 0.9363, top1_acc: 0.7609, top5_acc: 0.9133, loss_cls: 0.9410, loss: 1.8773, grad_norm: 13.4390 2021-12-04 18:55:11,564 - mmaction - INFO - Epoch [119][1300/1345] lr: 1.000e-03, eta: 11:59:09, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9483, top1_acc: 0.7367, top5_acc: 0.9125, loss_cls: 1.0154, loss: 1.9637, grad_norm: 14.3655 2021-12-04 18:55:30,772 - mmaction - INFO - Epoch [119][1320/1345] lr: 1.000e-03, eta: 11:58:48, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9807, top1_acc: 0.7328, top5_acc: 0.9070, loss_cls: 1.0146, loss: 1.9953, grad_norm: 14.9693 2021-12-04 18:55:50,006 - mmaction - INFO - Epoch [119][1340/1345] lr: 1.000e-03, eta: 11:58:27, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9203, top1_acc: 0.7672, top5_acc: 0.9141, loss_cls: 0.9118, loss: 1.8321, grad_norm: 13.8842 2021-12-04 18:55:55,582 - mmaction - INFO - Saving checkpoint at 119 epochs 2021-12-04 18:57:58,640 - mmaction - INFO - Epoch [120][20/1345] lr: 1.000e-03, eta: 11:58:25, time: 5.923, data_time: 4.972, memory: 8232, loss_aux: 0.9120, top1_acc: 0.7531, top5_acc: 0.9164, loss_cls: 0.9596, loss: 1.8716, grad_norm: 14.0732 2021-12-04 18:58:17,775 - mmaction - INFO - Epoch [120][40/1345] lr: 1.000e-03, eta: 11:58:04, time: 0.957, data_time: 0.003, memory: 8232, loss_aux: 0.9511, top1_acc: 0.7539, top5_acc: 0.9141, loss_cls: 0.9762, loss: 1.9273, grad_norm: 13.6525 2021-12-04 18:58:36,943 - mmaction - INFO - Epoch [120][60/1345] lr: 1.000e-03, eta: 11:57:43, time: 0.958, data_time: 0.003, memory: 8232, loss_aux: 0.9596, top1_acc: 0.7727, top5_acc: 0.9156, loss_cls: 0.9480, loss: 1.9076, grad_norm: 14.0232 2021-12-04 18:58:56,128 - mmaction - INFO - Epoch [120][80/1345] lr: 1.000e-03, eta: 11:57:22, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9634, top1_acc: 0.7570, top5_acc: 0.9070, loss_cls: 0.9799, loss: 1.9433, grad_norm: 14.0138 2021-12-04 18:59:15,323 - mmaction - INFO - Epoch [120][100/1345] lr: 1.000e-03, eta: 11:57:01, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9596, top1_acc: 0.7617, top5_acc: 0.9203, loss_cls: 0.9294, loss: 1.8891, grad_norm: 13.9173 2021-12-04 18:59:34,545 - mmaction - INFO - Epoch [120][120/1345] lr: 1.000e-03, eta: 11:56:40, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9254, top1_acc: 0.7820, top5_acc: 0.9250, loss_cls: 0.8961, loss: 1.8215, grad_norm: 13.4558 2021-12-04 18:59:53,768 - mmaction - INFO - Epoch [120][140/1345] lr: 1.000e-03, eta: 11:56:19, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9803, top1_acc: 0.7570, top5_acc: 0.9094, loss_cls: 0.9630, loss: 1.9433, grad_norm: 13.9018 2021-12-04 19:00:12,998 - mmaction - INFO - Epoch [120][160/1345] lr: 1.000e-03, eta: 11:55:58, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9529, top1_acc: 0.7508, top5_acc: 0.9133, loss_cls: 0.9457, loss: 1.8986, grad_norm: 13.9221 2021-12-04 19:00:32,256 - mmaction - INFO - Epoch [120][180/1345] lr: 1.000e-03, eta: 11:55:37, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 0.9359, top1_acc: 0.7672, top5_acc: 0.9195, loss_cls: 0.9073, loss: 1.8432, grad_norm: 13.8684 2021-12-04 19:00:51,523 - mmaction - INFO - Epoch [120][200/1345] lr: 1.000e-03, eta: 11:55:15, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 0.9889, top1_acc: 0.7398, top5_acc: 0.9031, loss_cls: 1.0368, loss: 2.0258, grad_norm: 14.5260 2021-12-04 19:01:10,807 - mmaction - INFO - Epoch [120][220/1345] lr: 1.000e-03, eta: 11:54:54, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 0.9105, top1_acc: 0.7750, top5_acc: 0.9211, loss_cls: 0.9193, loss: 1.8298, grad_norm: 13.2705 2021-12-04 19:01:30,031 - mmaction - INFO - Epoch [120][240/1345] lr: 1.000e-03, eta: 11:54:33, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9311, top1_acc: 0.7609, top5_acc: 0.9156, loss_cls: 0.9241, loss: 1.8552, grad_norm: 13.7663 2021-12-04 19:01:49,297 - mmaction - INFO - Epoch [120][260/1345] lr: 1.000e-03, eta: 11:54:12, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 0.9821, top1_acc: 0.7523, top5_acc: 0.9211, loss_cls: 0.9588, loss: 1.9409, grad_norm: 14.5736 2021-12-04 19:02:08,552 - mmaction - INFO - Epoch [120][280/1345] lr: 1.000e-03, eta: 11:53:51, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 0.9536, top1_acc: 0.7477, top5_acc: 0.9109, loss_cls: 0.9757, loss: 1.9292, grad_norm: 13.9700 2021-12-04 19:02:27,803 - mmaction - INFO - Epoch [120][300/1345] lr: 1.000e-03, eta: 11:53:30, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 0.9777, top1_acc: 0.7609, top5_acc: 0.9125, loss_cls: 0.9826, loss: 1.9603, grad_norm: 13.9133 2021-12-04 19:02:47,056 - mmaction - INFO - Epoch [120][320/1345] lr: 1.000e-03, eta: 11:53:09, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 0.9915, top1_acc: 0.7461, top5_acc: 0.9102, loss_cls: 1.0094, loss: 2.0008, grad_norm: 14.4177 2021-12-04 19:03:06,305 - mmaction - INFO - Epoch [120][340/1345] lr: 1.000e-03, eta: 11:52:48, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9950, top1_acc: 0.7445, top5_acc: 0.9016, loss_cls: 1.0393, loss: 2.0342, grad_norm: 14.2447 2021-12-04 19:03:25,544 - mmaction - INFO - Epoch [120][360/1345] lr: 1.000e-03, eta: 11:52:27, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9561, top1_acc: 0.7602, top5_acc: 0.9078, loss_cls: 0.9803, loss: 1.9364, grad_norm: 13.7579 2021-12-04 19:03:44,799 - mmaction - INFO - Epoch [120][380/1345] lr: 1.000e-03, eta: 11:52:06, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 0.9407, top1_acc: 0.7500, top5_acc: 0.9023, loss_cls: 0.9882, loss: 1.9289, grad_norm: 13.5764 2021-12-04 19:04:04,056 - mmaction - INFO - Epoch [120][400/1345] lr: 1.000e-03, eta: 11:51:45, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 0.9762, top1_acc: 0.7547, top5_acc: 0.9148, loss_cls: 0.9373, loss: 1.9135, grad_norm: 13.8914 2021-12-04 19:04:23,295 - mmaction - INFO - Epoch [120][420/1345] lr: 1.000e-03, eta: 11:51:24, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9465, top1_acc: 0.7617, top5_acc: 0.9187, loss_cls: 0.9262, loss: 1.8727, grad_norm: 14.1940 2021-12-04 19:04:42,502 - mmaction - INFO - Epoch [120][440/1345] lr: 1.000e-03, eta: 11:51:03, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9292, top1_acc: 0.7703, top5_acc: 0.9172, loss_cls: 0.9097, loss: 1.8388, grad_norm: 13.2453 2021-12-04 19:05:01,730 - mmaction - INFO - Epoch [120][460/1345] lr: 1.000e-03, eta: 11:50:42, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9526, top1_acc: 0.7578, top5_acc: 0.9180, loss_cls: 0.9211, loss: 1.8737, grad_norm: 13.8777 2021-12-04 19:05:20,961 - mmaction - INFO - Epoch [120][480/1345] lr: 1.000e-03, eta: 11:50:21, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9412, top1_acc: 0.7562, top5_acc: 0.9062, loss_cls: 0.9671, loss: 1.9083, grad_norm: 13.7484 2021-12-04 19:05:40,217 - mmaction - INFO - Epoch [120][500/1345] lr: 1.000e-03, eta: 11:50:00, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 0.9007, top1_acc: 0.7570, top5_acc: 0.9180, loss_cls: 0.9542, loss: 1.8549, grad_norm: 13.8802 2021-12-04 19:05:59,454 - mmaction - INFO - Epoch [120][520/1345] lr: 1.000e-03, eta: 11:49:39, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9460, top1_acc: 0.7492, top5_acc: 0.9102, loss_cls: 0.9818, loss: 1.9278, grad_norm: 13.9894 2021-12-04 19:06:18,662 - mmaction - INFO - Epoch [120][540/1345] lr: 1.000e-03, eta: 11:49:18, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9492, top1_acc: 0.7781, top5_acc: 0.9164, loss_cls: 0.9080, loss: 1.8572, grad_norm: 13.2182 2021-12-04 19:06:37,853 - mmaction - INFO - Epoch [120][560/1345] lr: 1.000e-03, eta: 11:48:57, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9040, top1_acc: 0.7695, top5_acc: 0.9172, loss_cls: 0.9129, loss: 1.8169, grad_norm: 13.4166 2021-12-04 19:06:57,041 - mmaction - INFO - Epoch [120][580/1345] lr: 1.000e-03, eta: 11:48:35, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9352, top1_acc: 0.7547, top5_acc: 0.9156, loss_cls: 0.9374, loss: 1.8726, grad_norm: 14.1000 2021-12-04 19:07:16,234 - mmaction - INFO - Epoch [120][600/1345] lr: 1.000e-03, eta: 11:48:14, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9277, top1_acc: 0.7609, top5_acc: 0.9180, loss_cls: 0.9146, loss: 1.8423, grad_norm: 13.8866 2021-12-04 19:07:35,430 - mmaction - INFO - Epoch [120][620/1345] lr: 1.000e-03, eta: 11:47:53, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0002, top1_acc: 0.7359, top5_acc: 0.9031, loss_cls: 1.0448, loss: 2.0450, grad_norm: 14.2462 2021-12-04 19:07:54,617 - mmaction - INFO - Epoch [120][640/1345] lr: 1.000e-03, eta: 11:47:32, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9414, top1_acc: 0.7508, top5_acc: 0.9281, loss_cls: 0.9309, loss: 1.8723, grad_norm: 14.5539 2021-12-04 19:08:13,825 - mmaction - INFO - Epoch [120][660/1345] lr: 1.000e-03, eta: 11:47:11, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9778, top1_acc: 0.7477, top5_acc: 0.9102, loss_cls: 1.0357, loss: 2.0135, grad_norm: 14.3307 2021-12-04 19:08:33,033 - mmaction - INFO - Epoch [120][680/1345] lr: 1.000e-03, eta: 11:46:50, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9704, top1_acc: 0.7523, top5_acc: 0.9148, loss_cls: 0.9925, loss: 1.9629, grad_norm: 14.1482 2021-12-04 19:08:52,246 - mmaction - INFO - Epoch [120][700/1345] lr: 1.000e-03, eta: 11:46:29, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9826, top1_acc: 0.7391, top5_acc: 0.9070, loss_cls: 1.0516, loss: 2.0342, grad_norm: 14.8120 2021-12-04 19:09:11,460 - mmaction - INFO - Epoch [120][720/1345] lr: 1.000e-03, eta: 11:46:08, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9763, top1_acc: 0.7586, top5_acc: 0.9078, loss_cls: 1.0015, loss: 1.9777, grad_norm: 13.7078 2021-12-04 19:09:30,671 - mmaction - INFO - Epoch [120][740/1345] lr: 1.000e-03, eta: 11:45:47, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9446, top1_acc: 0.7516, top5_acc: 0.9086, loss_cls: 0.9707, loss: 1.9153, grad_norm: 13.8482 2021-12-04 19:09:49,879 - mmaction - INFO - Epoch [120][760/1345] lr: 1.000e-03, eta: 11:45:26, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9359, top1_acc: 0.7547, top5_acc: 0.9055, loss_cls: 0.9576, loss: 1.8936, grad_norm: 13.7633 2021-12-04 19:10:09,065 - mmaction - INFO - Epoch [120][780/1345] lr: 1.000e-03, eta: 11:45:05, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9222, top1_acc: 0.7570, top5_acc: 0.9180, loss_cls: 0.9308, loss: 1.8530, grad_norm: 14.2407 2021-12-04 19:10:28,271 - mmaction - INFO - Epoch [120][800/1345] lr: 1.000e-03, eta: 11:44:44, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9810, top1_acc: 0.7305, top5_acc: 0.9094, loss_cls: 1.0347, loss: 2.0157, grad_norm: 14.9396 2021-12-04 19:10:47,461 - mmaction - INFO - Epoch [120][820/1345] lr: 1.000e-03, eta: 11:44:23, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9656, top1_acc: 0.7453, top5_acc: 0.9102, loss_cls: 0.9807, loss: 1.9463, grad_norm: 14.3287 2021-12-04 19:11:06,667 - mmaction - INFO - Epoch [120][840/1345] lr: 1.000e-03, eta: 11:44:02, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9497, top1_acc: 0.7547, top5_acc: 0.9227, loss_cls: 0.9534, loss: 1.9031, grad_norm: 14.0917 2021-12-04 19:11:25,905 - mmaction - INFO - Epoch [120][860/1345] lr: 1.000e-03, eta: 11:43:41, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9640, top1_acc: 0.7641, top5_acc: 0.9203, loss_cls: 0.9322, loss: 1.8963, grad_norm: 14.1131 2021-12-04 19:11:45,102 - mmaction - INFO - Epoch [120][880/1345] lr: 1.000e-03, eta: 11:43:20, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9268, top1_acc: 0.7711, top5_acc: 0.9242, loss_cls: 0.8943, loss: 1.8211, grad_norm: 13.4676 2021-12-04 19:12:04,324 - mmaction - INFO - Epoch [120][900/1345] lr: 1.000e-03, eta: 11:42:59, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9686, top1_acc: 0.7391, top5_acc: 0.9055, loss_cls: 1.0127, loss: 1.9813, grad_norm: 14.3354 2021-12-04 19:12:23,507 - mmaction - INFO - Epoch [120][920/1345] lr: 1.000e-03, eta: 11:42:37, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9397, top1_acc: 0.7609, top5_acc: 0.9211, loss_cls: 0.9137, loss: 1.8533, grad_norm: 13.9657 2021-12-04 19:12:42,699 - mmaction - INFO - Epoch [120][940/1345] lr: 1.000e-03, eta: 11:42:16, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9586, top1_acc: 0.7688, top5_acc: 0.9062, loss_cls: 0.9663, loss: 1.9249, grad_norm: 13.8730 2021-12-04 19:13:01,895 - mmaction - INFO - Epoch [120][960/1345] lr: 1.000e-03, eta: 11:41:55, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9693, top1_acc: 0.7617, top5_acc: 0.9180, loss_cls: 0.9667, loss: 1.9360, grad_norm: 14.4153 2021-12-04 19:13:21,124 - mmaction - INFO - Epoch [120][980/1345] lr: 1.000e-03, eta: 11:41:34, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9719, top1_acc: 0.7383, top5_acc: 0.9031, loss_cls: 1.0137, loss: 1.9856, grad_norm: 14.1949 2021-12-04 19:13:40,329 - mmaction - INFO - Epoch [120][1000/1345] lr: 1.000e-03, eta: 11:41:13, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9406, top1_acc: 0.7461, top5_acc: 0.9055, loss_cls: 0.9857, loss: 1.9263, grad_norm: 14.0399 2021-12-04 19:13:59,530 - mmaction - INFO - Epoch [120][1020/1345] lr: 1.000e-03, eta: 11:40:52, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9455, top1_acc: 0.7430, top5_acc: 0.9109, loss_cls: 0.9826, loss: 1.9280, grad_norm: 14.1713 2021-12-04 19:14:18,734 - mmaction - INFO - Epoch [120][1040/1345] lr: 1.000e-03, eta: 11:40:31, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9568, top1_acc: 0.7547, top5_acc: 0.9250, loss_cls: 0.9219, loss: 1.8787, grad_norm: 13.7706 2021-12-04 19:14:37,954 - mmaction - INFO - Epoch [120][1060/1345] lr: 1.000e-03, eta: 11:40:10, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9495, top1_acc: 0.7617, top5_acc: 0.9180, loss_cls: 0.9502, loss: 1.8997, grad_norm: 13.8589 2021-12-04 19:14:57,138 - mmaction - INFO - Epoch [120][1080/1345] lr: 1.000e-03, eta: 11:39:49, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9759, top1_acc: 0.7227, top5_acc: 0.9078, loss_cls: 1.0266, loss: 2.0025, grad_norm: 14.1607 2021-12-04 19:15:16,347 - mmaction - INFO - Epoch [120][1100/1345] lr: 1.000e-03, eta: 11:39:28, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9290, top1_acc: 0.7516, top5_acc: 0.9094, loss_cls: 0.9689, loss: 1.8979, grad_norm: 14.0405 2021-12-04 19:15:35,540 - mmaction - INFO - Epoch [120][1120/1345] lr: 1.000e-03, eta: 11:39:07, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9849, top1_acc: 0.7492, top5_acc: 0.9070, loss_cls: 1.0163, loss: 2.0012, grad_norm: 14.5299 2021-12-04 19:15:54,753 - mmaction - INFO - Epoch [120][1140/1345] lr: 1.000e-03, eta: 11:38:46, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9652, top1_acc: 0.7461, top5_acc: 0.9062, loss_cls: 0.9841, loss: 1.9493, grad_norm: 13.8591 2021-12-04 19:16:13,945 - mmaction - INFO - Epoch [120][1160/1345] lr: 1.000e-03, eta: 11:38:25, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9429, top1_acc: 0.7617, top5_acc: 0.9227, loss_cls: 0.9169, loss: 1.8598, grad_norm: 13.8939 2021-12-04 19:16:33,159 - mmaction - INFO - Epoch [120][1180/1345] lr: 1.000e-03, eta: 11:38:04, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9332, top1_acc: 0.7352, top5_acc: 0.9070, loss_cls: 1.0046, loss: 1.9378, grad_norm: 14.5643 2021-12-04 19:16:52,368 - mmaction - INFO - Epoch [120][1200/1345] lr: 1.000e-03, eta: 11:37:43, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9568, top1_acc: 0.7430, top5_acc: 0.9070, loss_cls: 1.0020, loss: 1.9589, grad_norm: 14.2615 2021-12-04 19:17:11,563 - mmaction - INFO - Epoch [120][1220/1345] lr: 1.000e-03, eta: 11:37:22, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9651, top1_acc: 0.7352, top5_acc: 0.9023, loss_cls: 1.0407, loss: 2.0059, grad_norm: 14.5127 2021-12-04 19:17:30,766 - mmaction - INFO - Epoch [120][1240/1345] lr: 1.000e-03, eta: 11:37:01, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9631, top1_acc: 0.7672, top5_acc: 0.9133, loss_cls: 0.9507, loss: 1.9138, grad_norm: 14.3842 2021-12-04 19:17:49,982 - mmaction - INFO - Epoch [120][1260/1345] lr: 1.000e-03, eta: 11:36:40, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9421, top1_acc: 0.7648, top5_acc: 0.9195, loss_cls: 0.9148, loss: 1.8568, grad_norm: 14.0522 2021-12-04 19:18:09,198 - mmaction - INFO - Epoch [120][1280/1345] lr: 1.000e-03, eta: 11:36:19, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9938, top1_acc: 0.7148, top5_acc: 0.9039, loss_cls: 1.0669, loss: 2.0607, grad_norm: 14.7399 2021-12-04 19:18:28,378 - mmaction - INFO - Epoch [120][1300/1345] lr: 1.000e-03, eta: 11:35:58, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9522, top1_acc: 0.7453, top5_acc: 0.9039, loss_cls: 0.9494, loss: 1.9017, grad_norm: 13.8756 2021-12-04 19:18:47,599 - mmaction - INFO - Epoch [120][1320/1345] lr: 1.000e-03, eta: 11:35:37, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9879, top1_acc: 0.7289, top5_acc: 0.8953, loss_cls: 1.0435, loss: 2.0314, grad_norm: 14.4504 2021-12-04 19:19:06,844 - mmaction - INFO - Epoch [120][1340/1345] lr: 1.000e-03, eta: 11:35:16, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9085, top1_acc: 0.7516, top5_acc: 0.9234, loss_cls: 0.9342, loss: 1.8427, grad_norm: 14.0687 2021-12-04 19:19:12,376 - mmaction - INFO - Saving checkpoint at 120 epochs 2021-12-04 19:21:22,818 - mmaction - INFO - Epoch [121][20/1345] lr: 1.000e-03, eta: 11:35:15, time: 6.353, data_time: 5.390, memory: 8232, loss_aux: 0.9610, top1_acc: 0.7680, top5_acc: 0.9187, loss_cls: 0.9447, loss: 1.9057, grad_norm: 13.7495 2021-12-04 19:21:41,981 - mmaction - INFO - Epoch [121][40/1345] lr: 1.000e-03, eta: 11:34:54, time: 0.958, data_time: 0.004, memory: 8232, loss_aux: 0.9479, top1_acc: 0.7742, top5_acc: 0.9172, loss_cls: 0.9304, loss: 1.8782, grad_norm: 13.7275 2021-12-04 19:22:01,129 - mmaction - INFO - Epoch [121][60/1345] lr: 1.000e-03, eta: 11:34:33, time: 0.957, data_time: 0.002, memory: 8232, loss_aux: 0.9451, top1_acc: 0.7758, top5_acc: 0.9195, loss_cls: 0.9501, loss: 1.8952, grad_norm: 14.1047 2021-12-04 19:22:20,328 - mmaction - INFO - Epoch [121][80/1345] lr: 1.000e-03, eta: 11:34:12, time: 0.960, data_time: 0.002, memory: 8232, loss_aux: 0.9917, top1_acc: 0.7594, top5_acc: 0.9094, loss_cls: 0.9965, loss: 1.9882, grad_norm: 13.9978 2021-12-04 19:22:39,520 - mmaction - INFO - Epoch [121][100/1345] lr: 1.000e-03, eta: 11:33:51, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9286, top1_acc: 0.7836, top5_acc: 0.9273, loss_cls: 0.8621, loss: 1.7907, grad_norm: 13.7358 2021-12-04 19:22:58,726 - mmaction - INFO - Epoch [121][120/1345] lr: 1.000e-03, eta: 11:33:30, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9162, top1_acc: 0.7680, top5_acc: 0.9313, loss_cls: 0.8863, loss: 1.8025, grad_norm: 13.6070 2021-12-04 19:23:17,947 - mmaction - INFO - Epoch [121][140/1345] lr: 1.000e-03, eta: 11:33:09, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9395, top1_acc: 0.7703, top5_acc: 0.9125, loss_cls: 0.9379, loss: 1.8774, grad_norm: 13.8690 2021-12-04 19:23:37,194 - mmaction - INFO - Epoch [121][160/1345] lr: 1.000e-03, eta: 11:32:48, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9781, top1_acc: 0.7453, top5_acc: 0.9023, loss_cls: 0.9998, loss: 1.9779, grad_norm: 14.1034 2021-12-04 19:23:56,415 - mmaction - INFO - Epoch [121][180/1345] lr: 1.000e-03, eta: 11:32:27, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9424, top1_acc: 0.7664, top5_acc: 0.9219, loss_cls: 0.9386, loss: 1.8809, grad_norm: 14.2980 2021-12-04 19:24:15,661 - mmaction - INFO - Epoch [121][200/1345] lr: 1.000e-03, eta: 11:32:05, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9430, top1_acc: 0.7531, top5_acc: 0.9203, loss_cls: 0.9277, loss: 1.8707, grad_norm: 14.0894 2021-12-04 19:24:34,892 - mmaction - INFO - Epoch [121][220/1345] lr: 1.000e-03, eta: 11:31:44, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9396, top1_acc: 0.7594, top5_acc: 0.9133, loss_cls: 0.9286, loss: 1.8682, grad_norm: 14.1595 2021-12-04 19:24:54,144 - mmaction - INFO - Epoch [121][240/1345] lr: 1.000e-03, eta: 11:31:23, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 0.9725, top1_acc: 0.7641, top5_acc: 0.9219, loss_cls: 0.9368, loss: 1.9092, grad_norm: 13.9507 2021-12-04 19:25:13,383 - mmaction - INFO - Epoch [121][260/1345] lr: 1.000e-03, eta: 11:31:02, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9946, top1_acc: 0.7492, top5_acc: 0.9148, loss_cls: 0.9609, loss: 1.9554, grad_norm: 14.0146 2021-12-04 19:25:32,623 - mmaction - INFO - Epoch [121][280/1345] lr: 1.000e-03, eta: 11:30:41, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9345, top1_acc: 0.7656, top5_acc: 0.9250, loss_cls: 0.9005, loss: 1.8350, grad_norm: 13.8126 2021-12-04 19:25:51,858 - mmaction - INFO - Epoch [121][300/1345] lr: 1.000e-03, eta: 11:30:20, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9400, top1_acc: 0.7844, top5_acc: 0.9281, loss_cls: 0.8611, loss: 1.8011, grad_norm: 13.5494 2021-12-04 19:26:11,096 - mmaction - INFO - Epoch [121][320/1345] lr: 1.000e-03, eta: 11:29:59, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9538, top1_acc: 0.7688, top5_acc: 0.9219, loss_cls: 0.9183, loss: 1.8721, grad_norm: 13.8760 2021-12-04 19:26:30,352 - mmaction - INFO - Epoch [121][340/1345] lr: 1.000e-03, eta: 11:29:38, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 0.9790, top1_acc: 0.7570, top5_acc: 0.9117, loss_cls: 0.9597, loss: 1.9387, grad_norm: 14.3903 2021-12-04 19:26:49,599 - mmaction - INFO - Epoch [121][360/1345] lr: 1.000e-03, eta: 11:29:17, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9255, top1_acc: 0.7594, top5_acc: 0.9203, loss_cls: 0.9147, loss: 1.8402, grad_norm: 14.1319 2021-12-04 19:27:08,848 - mmaction - INFO - Epoch [121][380/1345] lr: 1.000e-03, eta: 11:28:56, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9239, top1_acc: 0.7570, top5_acc: 0.9273, loss_cls: 0.8945, loss: 1.8184, grad_norm: 13.8514 2021-12-04 19:27:28,089 - mmaction - INFO - Epoch [121][400/1345] lr: 1.000e-03, eta: 11:28:35, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9414, top1_acc: 0.7648, top5_acc: 0.9187, loss_cls: 0.9107, loss: 1.8522, grad_norm: 14.0225 2021-12-04 19:27:47,352 - mmaction - INFO - Epoch [121][420/1345] lr: 1.000e-03, eta: 11:28:14, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 0.9803, top1_acc: 0.7492, top5_acc: 0.9141, loss_cls: 0.9876, loss: 1.9679, grad_norm: 14.6101 2021-12-04 19:28:06,573 - mmaction - INFO - Epoch [121][440/1345] lr: 1.000e-03, eta: 11:27:53, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9559, top1_acc: 0.7391, top5_acc: 0.9055, loss_cls: 0.9944, loss: 1.9503, grad_norm: 14.4167 2021-12-04 19:28:25,789 - mmaction - INFO - Epoch [121][460/1345] lr: 1.000e-03, eta: 11:27:32, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9621, top1_acc: 0.7500, top5_acc: 0.9156, loss_cls: 0.9435, loss: 1.9056, grad_norm: 14.6584 2021-12-04 19:28:45,030 - mmaction - INFO - Epoch [121][480/1345] lr: 1.000e-03, eta: 11:27:11, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9577, top1_acc: 0.7438, top5_acc: 0.9156, loss_cls: 0.9572, loss: 1.9149, grad_norm: 14.3191 2021-12-04 19:29:04,248 - mmaction - INFO - Epoch [121][500/1345] lr: 1.000e-03, eta: 11:26:50, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9504, top1_acc: 0.7703, top5_acc: 0.9234, loss_cls: 0.9055, loss: 1.8559, grad_norm: 13.7743 2021-12-04 19:29:23,441 - mmaction - INFO - Epoch [121][520/1345] lr: 1.000e-03, eta: 11:26:29, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9719, top1_acc: 0.7508, top5_acc: 0.9164, loss_cls: 0.9656, loss: 1.9375, grad_norm: 14.3949 2021-12-04 19:29:42,666 - mmaction - INFO - Epoch [121][540/1345] lr: 1.000e-03, eta: 11:26:08, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9565, top1_acc: 0.7305, top5_acc: 0.9102, loss_cls: 1.0299, loss: 1.9864, grad_norm: 14.5036 2021-12-04 19:30:01,892 - mmaction - INFO - Epoch [121][560/1345] lr: 1.000e-03, eta: 11:25:47, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9719, top1_acc: 0.7367, top5_acc: 0.9164, loss_cls: 0.9667, loss: 1.9386, grad_norm: 14.2699 2021-12-04 19:30:21,121 - mmaction - INFO - Epoch [121][580/1345] lr: 1.000e-03, eta: 11:25:26, time: 0.961, data_time: 0.000, memory: 8232, loss_aux: 0.9928, top1_acc: 0.7359, top5_acc: 0.9031, loss_cls: 1.0492, loss: 2.0420, grad_norm: 14.8903 2021-12-04 19:30:40,314 - mmaction - INFO - Epoch [121][600/1345] lr: 1.000e-03, eta: 11:25:05, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9002, top1_acc: 0.7797, top5_acc: 0.9180, loss_cls: 0.8775, loss: 1.7777, grad_norm: 13.5626 2021-12-04 19:30:59,514 - mmaction - INFO - Epoch [121][620/1345] lr: 1.000e-03, eta: 11:24:44, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9852, top1_acc: 0.7461, top5_acc: 0.9047, loss_cls: 1.0090, loss: 1.9942, grad_norm: 14.6105 2021-12-04 19:31:18,713 - mmaction - INFO - Epoch [121][640/1345] lr: 1.000e-03, eta: 11:24:23, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9790, top1_acc: 0.7562, top5_acc: 0.9078, loss_cls: 0.9869, loss: 1.9659, grad_norm: 14.3338 2021-12-04 19:31:37,956 - mmaction - INFO - Epoch [121][660/1345] lr: 1.000e-03, eta: 11:24:02, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9546, top1_acc: 0.7508, top5_acc: 0.9117, loss_cls: 0.9643, loss: 1.9188, grad_norm: 13.8793 2021-12-04 19:31:57,173 - mmaction - INFO - Epoch [121][680/1345] lr: 1.000e-03, eta: 11:23:40, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0143, top1_acc: 0.7289, top5_acc: 0.9008, loss_cls: 1.0231, loss: 2.0373, grad_norm: 14.3858 2021-12-04 19:32:16,398 - mmaction - INFO - Epoch [121][700/1345] lr: 1.000e-03, eta: 11:23:19, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9654, top1_acc: 0.7531, top5_acc: 0.9094, loss_cls: 0.9707, loss: 1.9361, grad_norm: 14.1656 2021-12-04 19:32:35,614 - mmaction - INFO - Epoch [121][720/1345] lr: 1.000e-03, eta: 11:22:58, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.8886, top1_acc: 0.7812, top5_acc: 0.9258, loss_cls: 0.8640, loss: 1.7527, grad_norm: 13.3565 2021-12-04 19:32:54,791 - mmaction - INFO - Epoch [121][740/1345] lr: 1.000e-03, eta: 11:22:37, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 1.0045, top1_acc: 0.7617, top5_acc: 0.9148, loss_cls: 0.9610, loss: 1.9655, grad_norm: 14.4542 2021-12-04 19:33:14,015 - mmaction - INFO - Epoch [121][760/1345] lr: 1.000e-03, eta: 11:22:16, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9958, top1_acc: 0.7484, top5_acc: 0.9156, loss_cls: 1.0029, loss: 1.9987, grad_norm: 14.6149 2021-12-04 19:33:33,228 - mmaction - INFO - Epoch [121][780/1345] lr: 1.000e-03, eta: 11:21:55, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9498, top1_acc: 0.7578, top5_acc: 0.9180, loss_cls: 0.9613, loss: 1.9111, grad_norm: 14.3395 2021-12-04 19:33:52,440 - mmaction - INFO - Epoch [121][800/1345] lr: 1.000e-03, eta: 11:21:34, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9170, top1_acc: 0.7641, top5_acc: 0.9148, loss_cls: 0.9292, loss: 1.8462, grad_norm: 14.0192 2021-12-04 19:34:11,689 - mmaction - INFO - Epoch [121][820/1345] lr: 1.000e-03, eta: 11:21:13, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9571, top1_acc: 0.7461, top5_acc: 0.9055, loss_cls: 1.0068, loss: 1.9639, grad_norm: 13.9943 2021-12-04 19:34:30,930 - mmaction - INFO - Epoch [121][840/1345] lr: 1.000e-03, eta: 11:20:52, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9326, top1_acc: 0.7617, top5_acc: 0.9141, loss_cls: 0.9350, loss: 1.8677, grad_norm: 14.0680 2021-12-04 19:34:50,120 - mmaction - INFO - Epoch [121][860/1345] lr: 1.000e-03, eta: 11:20:31, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9590, top1_acc: 0.7508, top5_acc: 0.9047, loss_cls: 1.0023, loss: 1.9613, grad_norm: 14.6528 2021-12-04 19:35:09,380 - mmaction - INFO - Epoch [121][880/1345] lr: 1.000e-03, eta: 11:20:10, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 0.9363, top1_acc: 0.7680, top5_acc: 0.9227, loss_cls: 0.9039, loss: 1.8402, grad_norm: 14.1151 2021-12-04 19:35:28,577 - mmaction - INFO - Epoch [121][900/1345] lr: 1.000e-03, eta: 11:19:49, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9614, top1_acc: 0.7398, top5_acc: 0.9039, loss_cls: 0.9821, loss: 1.9436, grad_norm: 14.3386 2021-12-04 19:35:47,804 - mmaction - INFO - Epoch [121][920/1345] lr: 1.000e-03, eta: 11:19:28, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9364, top1_acc: 0.7547, top5_acc: 0.9242, loss_cls: 0.9439, loss: 1.8803, grad_norm: 14.4643 2021-12-04 19:36:07,046 - mmaction - INFO - Epoch [121][940/1345] lr: 1.000e-03, eta: 11:19:07, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9478, top1_acc: 0.7617, top5_acc: 0.9141, loss_cls: 0.9652, loss: 1.9130, grad_norm: 14.0910 2021-12-04 19:36:26,296 - mmaction - INFO - Epoch [121][960/1345] lr: 1.000e-03, eta: 11:18:46, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9573, top1_acc: 0.7500, top5_acc: 0.9094, loss_cls: 0.9886, loss: 1.9459, grad_norm: 14.3852 2021-12-04 19:36:45,526 - mmaction - INFO - Epoch [121][980/1345] lr: 1.000e-03, eta: 11:18:25, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9467, top1_acc: 0.7453, top5_acc: 0.9148, loss_cls: 0.9471, loss: 1.8938, grad_norm: 14.0345 2021-12-04 19:37:04,759 - mmaction - INFO - Epoch [121][1000/1345] lr: 1.000e-03, eta: 11:18:04, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9308, top1_acc: 0.7617, top5_acc: 0.9203, loss_cls: 0.9126, loss: 1.8434, grad_norm: 13.6560 2021-12-04 19:37:24,004 - mmaction - INFO - Epoch [121][1020/1345] lr: 1.000e-03, eta: 11:17:43, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9434, top1_acc: 0.7555, top5_acc: 0.9227, loss_cls: 0.9451, loss: 1.8884, grad_norm: 13.9556 2021-12-04 19:37:43,275 - mmaction - INFO - Epoch [121][1040/1345] lr: 1.000e-03, eta: 11:17:22, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 0.9320, top1_acc: 0.7656, top5_acc: 0.9219, loss_cls: 0.8997, loss: 1.8317, grad_norm: 14.2911 2021-12-04 19:38:02,519 - mmaction - INFO - Epoch [121][1060/1345] lr: 1.000e-03, eta: 11:17:01, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9293, top1_acc: 0.7484, top5_acc: 0.9094, loss_cls: 0.9747, loss: 1.9040, grad_norm: 14.1039 2021-12-04 19:38:21,759 - mmaction - INFO - Epoch [121][1080/1345] lr: 1.000e-03, eta: 11:16:40, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9253, top1_acc: 0.7617, top5_acc: 0.9242, loss_cls: 0.9235, loss: 1.8488, grad_norm: 14.1506 2021-12-04 19:38:41,012 - mmaction - INFO - Epoch [121][1100/1345] lr: 1.000e-03, eta: 11:16:19, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 0.9936, top1_acc: 0.7289, top5_acc: 0.9047, loss_cls: 1.0618, loss: 2.0554, grad_norm: 15.1274 2021-12-04 19:39:00,233 - mmaction - INFO - Epoch [121][1120/1345] lr: 1.000e-03, eta: 11:15:58, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9988, top1_acc: 0.7320, top5_acc: 0.9055, loss_cls: 1.0302, loss: 2.0290, grad_norm: 14.6666 2021-12-04 19:39:19,479 - mmaction - INFO - Epoch [121][1140/1345] lr: 1.000e-03, eta: 11:15:37, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9406, top1_acc: 0.7664, top5_acc: 0.9156, loss_cls: 0.8934, loss: 1.8340, grad_norm: 13.9213 2021-12-04 19:39:38,729 - mmaction - INFO - Epoch [121][1160/1345] lr: 1.000e-03, eta: 11:15:16, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 0.9667, top1_acc: 0.7391, top5_acc: 0.9078, loss_cls: 1.0178, loss: 1.9845, grad_norm: 14.5571 2021-12-04 19:39:58,013 - mmaction - INFO - Epoch [121][1180/1345] lr: 1.000e-03, eta: 11:14:55, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 0.9823, top1_acc: 0.7500, top5_acc: 0.9117, loss_cls: 0.9814, loss: 1.9637, grad_norm: 14.2502 2021-12-04 19:40:17,262 - mmaction - INFO - Epoch [121][1200/1345] lr: 1.000e-03, eta: 11:14:34, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9198, top1_acc: 0.7578, top5_acc: 0.9187, loss_cls: 0.9231, loss: 1.8429, grad_norm: 13.8713 2021-12-04 19:40:36,513 - mmaction - INFO - Epoch [121][1220/1345] lr: 1.000e-03, eta: 11:14:13, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 0.9865, top1_acc: 0.7445, top5_acc: 0.9148, loss_cls: 1.0009, loss: 1.9874, grad_norm: 14.6820 2021-12-04 19:40:55,740 - mmaction - INFO - Epoch [121][1240/1345] lr: 1.000e-03, eta: 11:13:52, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9485, top1_acc: 0.7648, top5_acc: 0.9250, loss_cls: 0.9228, loss: 1.8713, grad_norm: 13.9336 2021-12-04 19:41:14,961 - mmaction - INFO - Epoch [121][1260/1345] lr: 1.000e-03, eta: 11:13:31, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9856, top1_acc: 0.7578, top5_acc: 0.9078, loss_cls: 0.9687, loss: 1.9543, grad_norm: 14.4619 2021-12-04 19:41:34,222 - mmaction - INFO - Epoch [121][1280/1345] lr: 1.000e-03, eta: 11:13:10, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 0.9365, top1_acc: 0.7492, top5_acc: 0.9078, loss_cls: 0.9931, loss: 1.9295, grad_norm: 14.1461 2021-12-04 19:41:53,425 - mmaction - INFO - Epoch [121][1300/1345] lr: 1.000e-03, eta: 11:12:49, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9435, top1_acc: 0.7656, top5_acc: 0.9141, loss_cls: 0.9241, loss: 1.8675, grad_norm: 13.3617 2021-12-04 19:42:12,627 - mmaction - INFO - Epoch [121][1320/1345] lr: 1.000e-03, eta: 11:12:28, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9308, top1_acc: 0.7602, top5_acc: 0.9352, loss_cls: 0.9174, loss: 1.8482, grad_norm: 14.3346 2021-12-04 19:42:31,881 - mmaction - INFO - Epoch [121][1340/1345] lr: 1.000e-03, eta: 11:12:07, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 0.9395, top1_acc: 0.7586, top5_acc: 0.9242, loss_cls: 0.9325, loss: 1.8721, grad_norm: 14.4212 2021-12-04 19:42:37,505 - mmaction - INFO - Saving checkpoint at 121 epochs 2021-12-04 19:44:44,987 - mmaction - INFO - Epoch [122][20/1345] lr: 1.000e-03, eta: 11:12:04, time: 6.238, data_time: 5.268, memory: 8232, loss_aux: 0.9232, top1_acc: 0.7703, top5_acc: 0.9164, loss_cls: 0.9463, loss: 1.8696, grad_norm: 13.9881 2021-12-04 19:45:04,079 - mmaction - INFO - Epoch [122][40/1345] lr: 1.000e-03, eta: 11:11:43, time: 0.955, data_time: 0.004, memory: 8232, loss_aux: 0.9315, top1_acc: 0.7805, top5_acc: 0.9195, loss_cls: 0.8999, loss: 1.8313, grad_norm: 13.5270 2021-12-04 19:45:23,209 - mmaction - INFO - Epoch [122][60/1345] lr: 1.000e-03, eta: 11:11:22, time: 0.956, data_time: 0.002, memory: 8232, loss_aux: 0.9609, top1_acc: 0.7656, top5_acc: 0.9164, loss_cls: 0.9359, loss: 1.8968, grad_norm: 13.8872 2021-12-04 19:45:42,275 - mmaction - INFO - Epoch [122][80/1345] lr: 1.000e-03, eta: 11:11:01, time: 0.953, data_time: 0.001, memory: 8232, loss_aux: 0.9151, top1_acc: 0.7688, top5_acc: 0.9219, loss_cls: 0.8772, loss: 1.7923, grad_norm: 13.3915 2021-12-04 19:46:01,410 - mmaction - INFO - Epoch [122][100/1345] lr: 1.000e-03, eta: 11:10:40, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 0.9669, top1_acc: 0.7664, top5_acc: 0.9102, loss_cls: 0.9515, loss: 1.9185, grad_norm: 13.7330 2021-12-04 19:46:20,554 - mmaction - INFO - Epoch [122][120/1345] lr: 1.000e-03, eta: 11:10:19, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 0.9484, top1_acc: 0.7539, top5_acc: 0.9086, loss_cls: 0.9430, loss: 1.8914, grad_norm: 13.7376 2021-12-04 19:46:39,744 - mmaction - INFO - Epoch [122][140/1345] lr: 1.000e-03, eta: 11:09:58, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9426, top1_acc: 0.7695, top5_acc: 0.9141, loss_cls: 0.8971, loss: 1.8397, grad_norm: 13.1591 2021-12-04 19:46:58,914 - mmaction - INFO - Epoch [122][160/1345] lr: 1.000e-03, eta: 11:09:37, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9168, top1_acc: 0.7695, top5_acc: 0.9211, loss_cls: 0.9089, loss: 1.8257, grad_norm: 13.4674 2021-12-04 19:47:18,093 - mmaction - INFO - Epoch [122][180/1345] lr: 1.000e-03, eta: 11:09:16, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9530, top1_acc: 0.7625, top5_acc: 0.9125, loss_cls: 0.9423, loss: 1.8952, grad_norm: 13.5215 2021-12-04 19:47:37,292 - mmaction - INFO - Epoch [122][200/1345] lr: 1.000e-03, eta: 11:08:55, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9517, top1_acc: 0.7609, top5_acc: 0.9148, loss_cls: 0.9376, loss: 1.8893, grad_norm: 13.8363 2021-12-04 19:47:56,470 - mmaction - INFO - Epoch [122][220/1345] lr: 1.000e-03, eta: 11:08:34, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9677, top1_acc: 0.7617, top5_acc: 0.9078, loss_cls: 0.9454, loss: 1.9131, grad_norm: 14.1763 2021-12-04 19:48:15,664 - mmaction - INFO - Epoch [122][240/1345] lr: 1.000e-03, eta: 11:08:13, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9548, top1_acc: 0.7688, top5_acc: 0.9156, loss_cls: 0.9188, loss: 1.8736, grad_norm: 13.8707 2021-12-04 19:48:34,869 - mmaction - INFO - Epoch [122][260/1345] lr: 1.000e-03, eta: 11:07:52, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9439, top1_acc: 0.7609, top5_acc: 0.9062, loss_cls: 0.9549, loss: 1.8988, grad_norm: 13.9562 2021-12-04 19:48:54,063 - mmaction - INFO - Epoch [122][280/1345] lr: 1.000e-03, eta: 11:07:31, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9560, top1_acc: 0.7641, top5_acc: 0.9180, loss_cls: 0.9242, loss: 1.8803, grad_norm: 14.1212 2021-12-04 19:49:13,271 - mmaction - INFO - Epoch [122][300/1345] lr: 1.000e-03, eta: 11:07:10, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9366, top1_acc: 0.7781, top5_acc: 0.9305, loss_cls: 0.9016, loss: 1.8382, grad_norm: 13.9917 2021-12-04 19:49:32,528 - mmaction - INFO - Epoch [122][320/1345] lr: 1.000e-03, eta: 11:06:49, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 0.9381, top1_acc: 0.7633, top5_acc: 0.9195, loss_cls: 0.9325, loss: 1.8706, grad_norm: 14.1456 2021-12-04 19:49:51,770 - mmaction - INFO - Epoch [122][340/1345] lr: 1.000e-03, eta: 11:06:28, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9554, top1_acc: 0.7367, top5_acc: 0.9031, loss_cls: 0.9971, loss: 1.9525, grad_norm: 14.5745 2021-12-04 19:50:10,985 - mmaction - INFO - Epoch [122][360/1345] lr: 1.000e-03, eta: 11:06:07, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 1.0033, top1_acc: 0.7344, top5_acc: 0.8953, loss_cls: 1.0253, loss: 2.0285, grad_norm: 14.8860 2021-12-04 19:50:30,226 - mmaction - INFO - Epoch [122][380/1345] lr: 1.000e-03, eta: 11:05:46, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9706, top1_acc: 0.7492, top5_acc: 0.9195, loss_cls: 0.9569, loss: 1.9275, grad_norm: 14.4396 2021-12-04 19:50:49,452 - mmaction - INFO - Epoch [122][400/1345] lr: 1.000e-03, eta: 11:05:25, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9618, top1_acc: 0.7469, top5_acc: 0.9086, loss_cls: 0.9982, loss: 1.9600, grad_norm: 14.5387 2021-12-04 19:51:08,671 - mmaction - INFO - Epoch [122][420/1345] lr: 1.000e-03, eta: 11:05:04, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9563, top1_acc: 0.7461, top5_acc: 0.9039, loss_cls: 0.9826, loss: 1.9389, grad_norm: 14.4355 2021-12-04 19:51:27,873 - mmaction - INFO - Epoch [122][440/1345] lr: 1.000e-03, eta: 11:04:42, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9388, top1_acc: 0.7766, top5_acc: 0.9250, loss_cls: 0.8836, loss: 1.8225, grad_norm: 13.6462 2021-12-04 19:51:47,098 - mmaction - INFO - Epoch [122][460/1345] lr: 1.000e-03, eta: 11:04:21, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9644, top1_acc: 0.7539, top5_acc: 0.9078, loss_cls: 0.9797, loss: 1.9441, grad_norm: 14.3349 2021-12-04 19:52:06,302 - mmaction - INFO - Epoch [122][480/1345] lr: 1.000e-03, eta: 11:04:00, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9911, top1_acc: 0.7375, top5_acc: 0.9008, loss_cls: 1.0456, loss: 2.0367, grad_norm: 14.7115 2021-12-04 19:52:25,525 - mmaction - INFO - Epoch [122][500/1345] lr: 1.000e-03, eta: 11:03:39, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9776, top1_acc: 0.7562, top5_acc: 0.9047, loss_cls: 0.9986, loss: 1.9761, grad_norm: 14.4352 2021-12-04 19:52:44,751 - mmaction - INFO - Epoch [122][520/1345] lr: 1.000e-03, eta: 11:03:18, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9602, top1_acc: 0.7594, top5_acc: 0.9172, loss_cls: 0.9618, loss: 1.9221, grad_norm: 14.2206 2021-12-04 19:53:03,955 - mmaction - INFO - Epoch [122][540/1345] lr: 1.000e-03, eta: 11:02:57, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9405, top1_acc: 0.7578, top5_acc: 0.9187, loss_cls: 0.9392, loss: 1.8798, grad_norm: 14.2634 2021-12-04 19:53:23,140 - mmaction - INFO - Epoch [122][560/1345] lr: 1.000e-03, eta: 11:02:36, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9744, top1_acc: 0.7648, top5_acc: 0.9242, loss_cls: 0.9310, loss: 1.9054, grad_norm: 14.0700 2021-12-04 19:53:42,354 - mmaction - INFO - Epoch [122][580/1345] lr: 1.000e-03, eta: 11:02:15, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9262, top1_acc: 0.7586, top5_acc: 0.9148, loss_cls: 0.9370, loss: 1.8632, grad_norm: 13.7851 2021-12-04 19:54:01,573 - mmaction - INFO - Epoch [122][600/1345] lr: 1.000e-03, eta: 11:01:54, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9163, top1_acc: 0.7586, top5_acc: 0.9203, loss_cls: 0.9286, loss: 1.8449, grad_norm: 14.2926 2021-12-04 19:54:20,795 - mmaction - INFO - Epoch [122][620/1345] lr: 1.000e-03, eta: 11:01:33, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9327, top1_acc: 0.7516, top5_acc: 0.9141, loss_cls: 0.9514, loss: 1.8840, grad_norm: 14.2856 2021-12-04 19:54:39,993 - mmaction - INFO - Epoch [122][640/1345] lr: 1.000e-03, eta: 11:01:12, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9400, top1_acc: 0.7586, top5_acc: 0.9102, loss_cls: 0.9511, loss: 1.8912, grad_norm: 13.9302 2021-12-04 19:54:59,206 - mmaction - INFO - Epoch [122][660/1345] lr: 1.000e-03, eta: 11:00:51, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9616, top1_acc: 0.7625, top5_acc: 0.9078, loss_cls: 0.9350, loss: 1.8966, grad_norm: 13.8529 2021-12-04 19:55:18,433 - mmaction - INFO - Epoch [122][680/1345] lr: 1.000e-03, eta: 11:00:30, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9419, top1_acc: 0.7477, top5_acc: 0.9141, loss_cls: 0.9562, loss: 1.8981, grad_norm: 14.4180 2021-12-04 19:55:37,630 - mmaction - INFO - Epoch [122][700/1345] lr: 1.000e-03, eta: 11:00:09, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9789, top1_acc: 0.7484, top5_acc: 0.9070, loss_cls: 0.9677, loss: 1.9466, grad_norm: 14.0908 2021-12-04 19:55:56,829 - mmaction - INFO - Epoch [122][720/1345] lr: 1.000e-03, eta: 10:59:48, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9916, top1_acc: 0.7320, top5_acc: 0.9094, loss_cls: 1.0336, loss: 2.0252, grad_norm: 15.2271 2021-12-04 19:56:16,019 - mmaction - INFO - Epoch [122][740/1345] lr: 1.000e-03, eta: 10:59:27, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9616, top1_acc: 0.7672, top5_acc: 0.9102, loss_cls: 0.9646, loss: 1.9261, grad_norm: 13.9140 2021-12-04 19:56:35,220 - mmaction - INFO - Epoch [122][760/1345] lr: 1.000e-03, eta: 10:59:06, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9449, top1_acc: 0.7664, top5_acc: 0.9187, loss_cls: 0.9296, loss: 1.8745, grad_norm: 13.8683 2021-12-04 19:56:54,447 - mmaction - INFO - Epoch [122][780/1345] lr: 1.000e-03, eta: 10:58:45, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9751, top1_acc: 0.7500, top5_acc: 0.9141, loss_cls: 0.9895, loss: 1.9646, grad_norm: 14.4173 2021-12-04 19:57:13,679 - mmaction - INFO - Epoch [122][800/1345] lr: 1.000e-03, eta: 10:58:24, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9487, top1_acc: 0.7531, top5_acc: 0.9156, loss_cls: 0.9782, loss: 1.9269, grad_norm: 14.5220 2021-12-04 19:57:32,892 - mmaction - INFO - Epoch [122][820/1345] lr: 1.000e-03, eta: 10:58:03, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9351, top1_acc: 0.7734, top5_acc: 0.9133, loss_cls: 0.9409, loss: 1.8760, grad_norm: 13.5513 2021-12-04 19:57:52,096 - mmaction - INFO - Epoch [122][840/1345] lr: 1.000e-03, eta: 10:57:42, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9364, top1_acc: 0.7469, top5_acc: 0.9133, loss_cls: 0.9798, loss: 1.9163, grad_norm: 14.4991 2021-12-04 19:58:11,308 - mmaction - INFO - Epoch [122][860/1345] lr: 1.000e-03, eta: 10:57:21, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9161, top1_acc: 0.7664, top5_acc: 0.9180, loss_cls: 0.9277, loss: 1.8438, grad_norm: 14.0789 2021-12-04 19:58:30,547 - mmaction - INFO - Epoch [122][880/1345] lr: 1.000e-03, eta: 10:57:00, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9235, top1_acc: 0.7508, top5_acc: 0.9281, loss_cls: 0.9472, loss: 1.8707, grad_norm: 14.7411 2021-12-04 19:58:49,783 - mmaction - INFO - Epoch [122][900/1345] lr: 1.000e-03, eta: 10:56:39, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9727, top1_acc: 0.7438, top5_acc: 0.9164, loss_cls: 0.9966, loss: 1.9694, grad_norm: 14.7884 2021-12-04 19:59:09,020 - mmaction - INFO - Epoch [122][920/1345] lr: 1.000e-03, eta: 10:56:18, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 1.0036, top1_acc: 0.7266, top5_acc: 0.9055, loss_cls: 1.0480, loss: 2.0515, grad_norm: 14.9915 2021-12-04 19:59:28,296 - mmaction - INFO - Epoch [122][940/1345] lr: 1.000e-03, eta: 10:55:57, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 0.9730, top1_acc: 0.7430, top5_acc: 0.9086, loss_cls: 1.0157, loss: 1.9887, grad_norm: 14.5139 2021-12-04 19:59:47,543 - mmaction - INFO - Epoch [122][960/1345] lr: 1.000e-03, eta: 10:55:36, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9704, top1_acc: 0.7531, top5_acc: 0.9102, loss_cls: 0.9624, loss: 1.9327, grad_norm: 14.6677 2021-12-04 20:00:06,793 - mmaction - INFO - Epoch [122][980/1345] lr: 1.000e-03, eta: 10:55:15, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 0.9535, top1_acc: 0.7680, top5_acc: 0.9164, loss_cls: 0.9445, loss: 1.8980, grad_norm: 14.2591 2021-12-04 20:00:26,057 - mmaction - INFO - Epoch [122][1000/1345] lr: 1.000e-03, eta: 10:54:54, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 0.9683, top1_acc: 0.7578, top5_acc: 0.9164, loss_cls: 0.9733, loss: 1.9416, grad_norm: 14.4003 2021-12-04 20:00:45,321 - mmaction - INFO - Epoch [122][1020/1345] lr: 1.000e-03, eta: 10:54:33, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 0.9336, top1_acc: 0.7672, top5_acc: 0.9195, loss_cls: 0.9146, loss: 1.8482, grad_norm: 13.9980 2021-12-04 20:01:04,568 - mmaction - INFO - Epoch [122][1040/1345] lr: 1.000e-03, eta: 10:54:12, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9743, top1_acc: 0.7602, top5_acc: 0.9133, loss_cls: 0.9483, loss: 1.9227, grad_norm: 14.1995 2021-12-04 20:01:23,816 - mmaction - INFO - Epoch [122][1060/1345] lr: 1.000e-03, eta: 10:53:51, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9828, top1_acc: 0.7477, top5_acc: 0.9109, loss_cls: 0.9843, loss: 1.9671, grad_norm: 14.3800 2021-12-04 20:01:43,047 - mmaction - INFO - Epoch [122][1080/1345] lr: 1.000e-03, eta: 10:53:30, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9418, top1_acc: 0.7523, top5_acc: 0.9117, loss_cls: 0.9726, loss: 1.9143, grad_norm: 14.3983 2021-12-04 20:02:02,299 - mmaction - INFO - Epoch [122][1100/1345] lr: 1.000e-03, eta: 10:53:09, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 0.9424, top1_acc: 0.7578, top5_acc: 0.9102, loss_cls: 0.9726, loss: 1.9149, grad_norm: 14.3099 2021-12-04 20:02:21,524 - mmaction - INFO - Epoch [122][1120/1345] lr: 1.000e-03, eta: 10:52:48, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9724, top1_acc: 0.7547, top5_acc: 0.9117, loss_cls: 0.9780, loss: 1.9504, grad_norm: 14.3593 2021-12-04 20:02:40,766 - mmaction - INFO - Epoch [122][1140/1345] lr: 1.000e-03, eta: 10:52:27, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9158, top1_acc: 0.7555, top5_acc: 0.9148, loss_cls: 0.9258, loss: 1.8416, grad_norm: 14.0602 2021-12-04 20:03:00,013 - mmaction - INFO - Epoch [122][1160/1345] lr: 1.000e-03, eta: 10:52:06, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9610, top1_acc: 0.7477, top5_acc: 0.9109, loss_cls: 0.9892, loss: 1.9502, grad_norm: 14.4060 2021-12-04 20:03:19,250 - mmaction - INFO - Epoch [122][1180/1345] lr: 1.000e-03, eta: 10:51:45, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9889, top1_acc: 0.7352, top5_acc: 0.9078, loss_cls: 1.0196, loss: 2.0084, grad_norm: 14.6670 2021-12-04 20:03:38,475 - mmaction - INFO - Epoch [122][1200/1345] lr: 1.000e-03, eta: 10:51:24, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9662, top1_acc: 0.7406, top5_acc: 0.9070, loss_cls: 1.0234, loss: 1.9896, grad_norm: 14.8924 2021-12-04 20:03:57,684 - mmaction - INFO - Epoch [122][1220/1345] lr: 1.000e-03, eta: 10:51:03, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9640, top1_acc: 0.7492, top5_acc: 0.9109, loss_cls: 0.9695, loss: 1.9335, grad_norm: 14.2604 2021-12-04 20:04:16,934 - mmaction - INFO - Epoch [122][1240/1345] lr: 1.000e-03, eta: 10:50:42, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9477, top1_acc: 0.7539, top5_acc: 0.9164, loss_cls: 0.9576, loss: 1.9053, grad_norm: 14.6653 2021-12-04 20:04:36,157 - mmaction - INFO - Epoch [122][1260/1345] lr: 1.000e-03, eta: 10:50:21, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9511, top1_acc: 0.7516, top5_acc: 0.9133, loss_cls: 0.9699, loss: 1.9210, grad_norm: 14.4094 2021-12-04 20:04:55,368 - mmaction - INFO - Epoch [122][1280/1345] lr: 1.000e-03, eta: 10:50:00, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9202, top1_acc: 0.7516, top5_acc: 0.9180, loss_cls: 0.9751, loss: 1.8953, grad_norm: 14.5223 2021-12-04 20:05:14,619 - mmaction - INFO - Epoch [122][1300/1345] lr: 1.000e-03, eta: 10:49:39, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 0.9757, top1_acc: 0.7516, top5_acc: 0.9055, loss_cls: 0.9923, loss: 1.9679, grad_norm: 13.7857 2021-12-04 20:05:33,858 - mmaction - INFO - Epoch [122][1320/1345] lr: 1.000e-03, eta: 10:49:18, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9337, top1_acc: 0.7617, top5_acc: 0.9148, loss_cls: 0.9201, loss: 1.8538, grad_norm: 13.7039 2021-12-04 20:05:53,094 - mmaction - INFO - Epoch [122][1340/1345] lr: 1.000e-03, eta: 10:48:57, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9409, top1_acc: 0.7688, top5_acc: 0.9156, loss_cls: 0.9169, loss: 1.8579, grad_norm: 13.8963 2021-12-04 20:05:58,729 - mmaction - INFO - Saving checkpoint at 122 epochs 2021-12-04 20:08:06,211 - mmaction - INFO - Epoch [123][20/1345] lr: 1.000e-03, eta: 10:48:54, time: 6.266, data_time: 5.315, memory: 8232, loss_aux: 0.9517, top1_acc: 0.7727, top5_acc: 0.9070, loss_cls: 0.9498, loss: 1.9015, grad_norm: 13.9346 2021-12-04 20:08:25,343 - mmaction - INFO - Epoch [123][40/1345] lr: 1.000e-03, eta: 10:48:33, time: 0.957, data_time: 0.004, memory: 8232, loss_aux: 0.8916, top1_acc: 0.7688, top5_acc: 0.9070, loss_cls: 0.9485, loss: 1.8401, grad_norm: 13.9608 2021-12-04 20:08:44,515 - mmaction - INFO - Epoch [123][60/1345] lr: 1.000e-03, eta: 10:48:12, time: 0.959, data_time: 0.002, memory: 8232, loss_aux: 0.9456, top1_acc: 0.7758, top5_acc: 0.9211, loss_cls: 0.9185, loss: 1.8641, grad_norm: 13.8122 2021-12-04 20:09:03,682 - mmaction - INFO - Epoch [123][80/1345] lr: 1.000e-03, eta: 10:47:51, time: 0.958, data_time: 0.002, memory: 8232, loss_aux: 0.9245, top1_acc: 0.7703, top5_acc: 0.9266, loss_cls: 0.8834, loss: 1.8079, grad_norm: 13.4969 2021-12-04 20:09:22,855 - mmaction - INFO - Epoch [123][100/1345] lr: 1.000e-03, eta: 10:47:30, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9404, top1_acc: 0.7711, top5_acc: 0.9102, loss_cls: 0.9412, loss: 1.8816, grad_norm: 14.3251 2021-12-04 20:09:42,044 - mmaction - INFO - Epoch [123][120/1345] lr: 1.000e-03, eta: 10:47:08, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9321, top1_acc: 0.7648, top5_acc: 0.9234, loss_cls: 0.8922, loss: 1.8243, grad_norm: 14.3201 2021-12-04 20:10:01,225 - mmaction - INFO - Epoch [123][140/1345] lr: 1.000e-03, eta: 10:46:47, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9410, top1_acc: 0.7570, top5_acc: 0.9133, loss_cls: 0.9267, loss: 1.8677, grad_norm: 14.2579 2021-12-04 20:10:20,399 - mmaction - INFO - Epoch [123][160/1345] lr: 1.000e-03, eta: 10:46:26, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9784, top1_acc: 0.7484, top5_acc: 0.9039, loss_cls: 0.9932, loss: 1.9716, grad_norm: 14.5061 2021-12-04 20:10:39,584 - mmaction - INFO - Epoch [123][180/1345] lr: 1.000e-03, eta: 10:46:05, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9569, top1_acc: 0.7602, top5_acc: 0.9031, loss_cls: 0.9694, loss: 1.9263, grad_norm: 14.0653 2021-12-04 20:10:58,775 - mmaction - INFO - Epoch [123][200/1345] lr: 1.000e-03, eta: 10:45:44, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9632, top1_acc: 0.7422, top5_acc: 0.9148, loss_cls: 0.9650, loss: 1.9282, grad_norm: 14.7631 2021-12-04 20:11:17,970 - mmaction - INFO - Epoch [123][220/1345] lr: 1.000e-03, eta: 10:45:23, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9217, top1_acc: 0.7641, top5_acc: 0.9172, loss_cls: 0.9123, loss: 1.8340, grad_norm: 14.0683 2021-12-04 20:11:37,189 - mmaction - INFO - Epoch [123][240/1345] lr: 1.000e-03, eta: 10:45:02, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9578, top1_acc: 0.7578, top5_acc: 0.9141, loss_cls: 0.9385, loss: 1.8964, grad_norm: 13.8519 2021-12-04 20:11:56,395 - mmaction - INFO - Epoch [123][260/1345] lr: 1.000e-03, eta: 10:44:41, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9717, top1_acc: 0.7492, top5_acc: 0.9203, loss_cls: 0.9550, loss: 1.9268, grad_norm: 14.4782 2021-12-04 20:12:15,588 - mmaction - INFO - Epoch [123][280/1345] lr: 1.000e-03, eta: 10:44:20, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9516, top1_acc: 0.7555, top5_acc: 0.9031, loss_cls: 0.9556, loss: 1.9071, grad_norm: 14.0804 2021-12-04 20:12:34,796 - mmaction - INFO - Epoch [123][300/1345] lr: 1.000e-03, eta: 10:43:59, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9417, top1_acc: 0.7844, top5_acc: 0.9141, loss_cls: 0.9273, loss: 1.8690, grad_norm: 14.3973 2021-12-04 20:12:54,009 - mmaction - INFO - Epoch [123][320/1345] lr: 1.000e-03, eta: 10:43:38, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9587, top1_acc: 0.7469, top5_acc: 0.9078, loss_cls: 0.9739, loss: 1.9326, grad_norm: 14.5422 2021-12-04 20:13:13,197 - mmaction - INFO - Epoch [123][340/1345] lr: 1.000e-03, eta: 10:43:17, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9596, top1_acc: 0.7375, top5_acc: 0.9047, loss_cls: 0.9854, loss: 1.9450, grad_norm: 14.2923 2021-12-04 20:13:32,377 - mmaction - INFO - Epoch [123][360/1345] lr: 1.000e-03, eta: 10:42:56, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9446, top1_acc: 0.7680, top5_acc: 0.9141, loss_cls: 0.9419, loss: 1.8866, grad_norm: 14.0698 2021-12-04 20:13:51,555 - mmaction - INFO - Epoch [123][380/1345] lr: 1.000e-03, eta: 10:42:35, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9402, top1_acc: 0.7523, top5_acc: 0.9062, loss_cls: 0.9807, loss: 1.9208, grad_norm: 14.2606 2021-12-04 20:14:10,714 - mmaction - INFO - Epoch [123][400/1345] lr: 1.000e-03, eta: 10:42:14, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 0.9465, top1_acc: 0.7609, top5_acc: 0.9164, loss_cls: 0.9378, loss: 1.8844, grad_norm: 14.2616 2021-12-04 20:14:29,909 - mmaction - INFO - Epoch [123][420/1345] lr: 1.000e-03, eta: 10:41:53, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9327, top1_acc: 0.7625, top5_acc: 0.9187, loss_cls: 0.9207, loss: 1.8534, grad_norm: 14.0358 2021-12-04 20:14:49,119 - mmaction - INFO - Epoch [123][440/1345] lr: 1.000e-03, eta: 10:41:32, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9245, top1_acc: 0.7672, top5_acc: 0.9133, loss_cls: 0.8999, loss: 1.8244, grad_norm: 14.0319 2021-12-04 20:15:08,320 - mmaction - INFO - Epoch [123][460/1345] lr: 1.000e-03, eta: 10:41:11, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9600, top1_acc: 0.7578, top5_acc: 0.9094, loss_cls: 0.9501, loss: 1.9100, grad_norm: 14.1903 2021-12-04 20:15:27,519 - mmaction - INFO - Epoch [123][480/1345] lr: 1.000e-03, eta: 10:40:50, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9390, top1_acc: 0.7805, top5_acc: 0.9219, loss_cls: 0.8770, loss: 1.8160, grad_norm: 13.5968 2021-12-04 20:15:46,706 - mmaction - INFO - Epoch [123][500/1345] lr: 1.000e-03, eta: 10:40:29, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9667, top1_acc: 0.7539, top5_acc: 0.9125, loss_cls: 0.9560, loss: 1.9227, grad_norm: 14.2416 2021-12-04 20:16:05,887 - mmaction - INFO - Epoch [123][520/1345] lr: 1.000e-03, eta: 10:40:08, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9458, top1_acc: 0.7625, top5_acc: 0.9187, loss_cls: 0.9341, loss: 1.8800, grad_norm: 14.3091 2021-12-04 20:16:25,058 - mmaction - INFO - Epoch [123][540/1345] lr: 1.000e-03, eta: 10:39:47, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9587, top1_acc: 0.7641, top5_acc: 0.9070, loss_cls: 0.9443, loss: 1.9031, grad_norm: 13.8467 2021-12-04 20:16:44,264 - mmaction - INFO - Epoch [123][560/1345] lr: 1.000e-03, eta: 10:39:26, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9354, top1_acc: 0.7531, top5_acc: 0.9234, loss_cls: 0.8953, loss: 1.8307, grad_norm: 13.9652 2021-12-04 20:17:03,436 - mmaction - INFO - Epoch [123][580/1345] lr: 1.000e-03, eta: 10:39:05, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9883, top1_acc: 0.7562, top5_acc: 0.9117, loss_cls: 0.9639, loss: 1.9522, grad_norm: 14.3002 2021-12-04 20:17:22,603 - mmaction - INFO - Epoch [123][600/1345] lr: 1.000e-03, eta: 10:38:44, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 0.9481, top1_acc: 0.7523, top5_acc: 0.9070, loss_cls: 1.0068, loss: 1.9549, grad_norm: 14.9485 2021-12-04 20:17:41,785 - mmaction - INFO - Epoch [123][620/1345] lr: 1.000e-03, eta: 10:38:23, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9226, top1_acc: 0.7734, top5_acc: 0.9297, loss_cls: 0.8572, loss: 1.7798, grad_norm: 13.9836 2021-12-04 20:18:00,961 - mmaction - INFO - Epoch [123][640/1345] lr: 1.000e-03, eta: 10:38:02, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9633, top1_acc: 0.7406, top5_acc: 0.9062, loss_cls: 0.9907, loss: 1.9540, grad_norm: 14.4579 2021-12-04 20:18:20,137 - mmaction - INFO - Epoch [123][660/1345] lr: 1.000e-03, eta: 10:37:41, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9872, top1_acc: 0.7656, top5_acc: 0.9195, loss_cls: 0.9536, loss: 1.9408, grad_norm: 14.6917 2021-12-04 20:18:39,318 - mmaction - INFO - Epoch [123][680/1345] lr: 1.000e-03, eta: 10:37:20, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9885, top1_acc: 0.7430, top5_acc: 0.9125, loss_cls: 0.9793, loss: 1.9678, grad_norm: 14.5520 2021-12-04 20:18:58,485 - mmaction - INFO - Epoch [123][700/1345] lr: 1.000e-03, eta: 10:36:59, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 0.9277, top1_acc: 0.7828, top5_acc: 0.9203, loss_cls: 0.8898, loss: 1.8174, grad_norm: 14.0126 2021-12-04 20:19:17,659 - mmaction - INFO - Epoch [123][720/1345] lr: 1.000e-03, eta: 10:36:38, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9612, top1_acc: 0.7625, top5_acc: 0.9164, loss_cls: 0.9467, loss: 1.9079, grad_norm: 14.1984 2021-12-04 20:19:36,835 - mmaction - INFO - Epoch [123][740/1345] lr: 1.000e-03, eta: 10:36:17, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9407, top1_acc: 0.7648, top5_acc: 0.9156, loss_cls: 0.9084, loss: 1.8490, grad_norm: 14.2791 2021-12-04 20:19:56,009 - mmaction - INFO - Epoch [123][760/1345] lr: 1.000e-03, eta: 10:35:56, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9339, top1_acc: 0.7742, top5_acc: 0.9141, loss_cls: 0.9302, loss: 1.8641, grad_norm: 14.0280 2021-12-04 20:20:15,205 - mmaction - INFO - Epoch [123][780/1345] lr: 1.000e-03, eta: 10:35:35, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9419, top1_acc: 0.7570, top5_acc: 0.9109, loss_cls: 0.9411, loss: 1.8829, grad_norm: 14.4001 2021-12-04 20:20:34,370 - mmaction - INFO - Epoch [123][800/1345] lr: 1.000e-03, eta: 10:35:14, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 0.9595, top1_acc: 0.7508, top5_acc: 0.9195, loss_cls: 0.9496, loss: 1.9091, grad_norm: 14.3088 2021-12-04 20:20:53,557 - mmaction - INFO - Epoch [123][820/1345] lr: 1.000e-03, eta: 10:34:53, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9424, top1_acc: 0.7492, top5_acc: 0.9117, loss_cls: 0.9632, loss: 1.9056, grad_norm: 14.5042 2021-12-04 20:21:12,734 - mmaction - INFO - Epoch [123][840/1345] lr: 1.000e-03, eta: 10:34:32, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9845, top1_acc: 0.7359, top5_acc: 0.9094, loss_cls: 1.0235, loss: 2.0080, grad_norm: 14.5934 2021-12-04 20:21:31,936 - mmaction - INFO - Epoch [123][860/1345] lr: 1.000e-03, eta: 10:34:11, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9449, top1_acc: 0.7500, top5_acc: 0.9172, loss_cls: 0.9484, loss: 1.8933, grad_norm: 14.5477 2021-12-04 20:21:51,139 - mmaction - INFO - Epoch [123][880/1345] lr: 1.000e-03, eta: 10:33:50, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9383, top1_acc: 0.7570, top5_acc: 0.9117, loss_cls: 0.9660, loss: 1.9044, grad_norm: 14.1374 2021-12-04 20:22:10,318 - mmaction - INFO - Epoch [123][900/1345] lr: 1.000e-03, eta: 10:33:29, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9905, top1_acc: 0.7328, top5_acc: 0.8961, loss_cls: 1.0326, loss: 2.0231, grad_norm: 15.0154 2021-12-04 20:22:29,527 - mmaction - INFO - Epoch [123][920/1345] lr: 1.000e-03, eta: 10:33:08, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9415, top1_acc: 0.7742, top5_acc: 0.9164, loss_cls: 0.9300, loss: 1.8715, grad_norm: 14.3051 2021-12-04 20:22:48,730 - mmaction - INFO - Epoch [123][940/1345] lr: 1.000e-03, eta: 10:32:47, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9796, top1_acc: 0.7445, top5_acc: 0.9109, loss_cls: 0.9927, loss: 1.9723, grad_norm: 14.7557 2021-12-04 20:23:07,967 - mmaction - INFO - Epoch [123][960/1345] lr: 1.000e-03, eta: 10:32:26, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9399, top1_acc: 0.7469, top5_acc: 0.9187, loss_cls: 0.9345, loss: 1.8744, grad_norm: 14.3762 2021-12-04 20:23:27,161 - mmaction - INFO - Epoch [123][980/1345] lr: 1.000e-03, eta: 10:32:05, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9581, top1_acc: 0.7383, top5_acc: 0.9047, loss_cls: 0.9993, loss: 1.9575, grad_norm: 14.6757 2021-12-04 20:23:46,385 - mmaction - INFO - Epoch [123][1000/1345] lr: 1.000e-03, eta: 10:31:44, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9307, top1_acc: 0.7625, top5_acc: 0.9148, loss_cls: 0.9388, loss: 1.8695, grad_norm: 14.2514 2021-12-04 20:24:05,569 - mmaction - INFO - Epoch [123][1020/1345] lr: 1.000e-03, eta: 10:31:23, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9395, top1_acc: 0.7625, top5_acc: 0.9094, loss_cls: 0.9531, loss: 1.8926, grad_norm: 13.9882 2021-12-04 20:24:24,764 - mmaction - INFO - Epoch [123][1040/1345] lr: 1.000e-03, eta: 10:31:02, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9332, top1_acc: 0.7781, top5_acc: 0.9250, loss_cls: 0.9012, loss: 1.8345, grad_norm: 14.2725 2021-12-04 20:24:43,957 - mmaction - INFO - Epoch [123][1060/1345] lr: 1.000e-03, eta: 10:30:41, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9438, top1_acc: 0.7508, top5_acc: 0.9055, loss_cls: 0.9613, loss: 1.9051, grad_norm: 14.6092 2021-12-04 20:25:03,146 - mmaction - INFO - Epoch [123][1080/1345] lr: 1.000e-03, eta: 10:30:20, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9433, top1_acc: 0.7609, top5_acc: 0.9234, loss_cls: 0.9262, loss: 1.8696, grad_norm: 14.2029 2021-12-04 20:25:22,346 - mmaction - INFO - Epoch [123][1100/1345] lr: 1.000e-03, eta: 10:29:59, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9197, top1_acc: 0.7883, top5_acc: 0.9187, loss_cls: 0.8817, loss: 1.8014, grad_norm: 13.7966 2021-12-04 20:25:41,545 - mmaction - INFO - Epoch [123][1120/1345] lr: 1.000e-03, eta: 10:29:38, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9303, top1_acc: 0.7625, top5_acc: 0.9195, loss_cls: 0.9244, loss: 1.8547, grad_norm: 13.6528 2021-12-04 20:26:00,709 - mmaction - INFO - Epoch [123][1140/1345] lr: 1.000e-03, eta: 10:29:17, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 0.9921, top1_acc: 0.7508, top5_acc: 0.9039, loss_cls: 1.0051, loss: 1.9972, grad_norm: 14.8104 2021-12-04 20:26:19,903 - mmaction - INFO - Epoch [123][1160/1345] lr: 1.000e-03, eta: 10:28:56, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9230, top1_acc: 0.7664, top5_acc: 0.9148, loss_cls: 0.9130, loss: 1.8360, grad_norm: 14.1283 2021-12-04 20:26:39,082 - mmaction - INFO - Epoch [123][1180/1345] lr: 1.000e-03, eta: 10:28:35, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9767, top1_acc: 0.7539, top5_acc: 0.9102, loss_cls: 0.9984, loss: 1.9751, grad_norm: 14.6055 2021-12-04 20:26:58,267 - mmaction - INFO - Epoch [123][1200/1345] lr: 1.000e-03, eta: 10:28:14, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9632, top1_acc: 0.7586, top5_acc: 0.9211, loss_cls: 0.9232, loss: 1.8864, grad_norm: 14.2798 2021-12-04 20:27:17,442 - mmaction - INFO - Epoch [123][1220/1345] lr: 1.000e-03, eta: 10:27:53, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9691, top1_acc: 0.7523, top5_acc: 0.9055, loss_cls: 0.9883, loss: 1.9574, grad_norm: 14.5256 2021-12-04 20:27:36,607 - mmaction - INFO - Epoch [123][1240/1345] lr: 1.000e-03, eta: 10:27:32, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 0.9338, top1_acc: 0.7516, top5_acc: 0.9156, loss_cls: 0.9712, loss: 1.9050, grad_norm: 14.4432 2021-12-04 20:27:55,780 - mmaction - INFO - Epoch [123][1260/1345] lr: 1.000e-03, eta: 10:27:11, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 0.9403, top1_acc: 0.7734, top5_acc: 0.9164, loss_cls: 0.9285, loss: 1.8689, grad_norm: 14.4211 2021-12-04 20:28:14,961 - mmaction - INFO - Epoch [123][1280/1345] lr: 1.000e-03, eta: 10:26:50, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9387, top1_acc: 0.7492, top5_acc: 0.9133, loss_cls: 0.9635, loss: 1.9022, grad_norm: 14.4525 2021-12-04 20:28:34,100 - mmaction - INFO - Epoch [123][1300/1345] lr: 1.000e-03, eta: 10:26:29, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 0.9733, top1_acc: 0.7258, top5_acc: 0.9039, loss_cls: 1.0268, loss: 2.0001, grad_norm: 15.4785 2021-12-04 20:28:53,286 - mmaction - INFO - Epoch [123][1320/1345] lr: 1.000e-03, eta: 10:26:08, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9488, top1_acc: 0.7680, top5_acc: 0.9195, loss_cls: 0.9202, loss: 1.8690, grad_norm: 14.1131 2021-12-04 20:29:12,461 - mmaction - INFO - Epoch [123][1340/1345] lr: 1.000e-03, eta: 10:25:47, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9144, top1_acc: 0.7602, top5_acc: 0.9172, loss_cls: 0.9129, loss: 1.8273, grad_norm: 14.5116 2021-12-04 20:29:17,963 - mmaction - INFO - Saving checkpoint at 123 epochs 2021-12-04 20:31:27,151 - mmaction - INFO - Epoch [124][20/1345] lr: 1.000e-03, eta: 10:25:42, time: 6.264, data_time: 5.310, memory: 8232, loss_aux: 0.9381, top1_acc: 0.7758, top5_acc: 0.9164, loss_cls: 0.9096, loss: 1.8477, grad_norm: 14.0131 2021-12-04 20:31:46,291 - mmaction - INFO - Epoch [124][40/1345] lr: 1.000e-03, eta: 10:25:21, time: 0.957, data_time: 0.004, memory: 8232, loss_aux: 0.9501, top1_acc: 0.7625, top5_acc: 0.9180, loss_cls: 0.9110, loss: 1.8611, grad_norm: 14.2959 2021-12-04 20:32:05,433 - mmaction - INFO - Epoch [124][60/1345] lr: 1.000e-03, eta: 10:25:00, time: 0.957, data_time: 0.002, memory: 8232, loss_aux: 0.9046, top1_acc: 0.7844, top5_acc: 0.9289, loss_cls: 0.8604, loss: 1.7650, grad_norm: 13.7219 2021-12-04 20:32:24,593 - mmaction - INFO - Epoch [124][80/1345] lr: 1.000e-03, eta: 10:24:39, time: 0.958, data_time: 0.002, memory: 8232, loss_aux: 0.9407, top1_acc: 0.7656, top5_acc: 0.9250, loss_cls: 0.9090, loss: 1.8498, grad_norm: 14.1622 2021-12-04 20:32:43,775 - mmaction - INFO - Epoch [124][100/1345] lr: 1.000e-03, eta: 10:24:18, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9395, top1_acc: 0.7664, top5_acc: 0.8977, loss_cls: 0.9639, loss: 1.9035, grad_norm: 14.4627 2021-12-04 20:33:02,954 - mmaction - INFO - Epoch [124][120/1345] lr: 1.000e-03, eta: 10:23:57, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9390, top1_acc: 0.7508, top5_acc: 0.9258, loss_cls: 0.9203, loss: 1.8592, grad_norm: 14.7258 2021-12-04 20:33:22,177 - mmaction - INFO - Epoch [124][140/1345] lr: 1.000e-03, eta: 10:23:36, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9731, top1_acc: 0.7547, top5_acc: 0.9094, loss_cls: 0.9894, loss: 1.9625, grad_norm: 14.8634 2021-12-04 20:33:41,362 - mmaction - INFO - Epoch [124][160/1345] lr: 1.000e-03, eta: 10:23:15, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.8806, top1_acc: 0.7828, top5_acc: 0.9234, loss_cls: 0.8616, loss: 1.7422, grad_norm: 13.9517 2021-12-04 20:34:00,558 - mmaction - INFO - Epoch [124][180/1345] lr: 1.000e-03, eta: 10:22:54, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9475, top1_acc: 0.7594, top5_acc: 0.9102, loss_cls: 0.9664, loss: 1.9138, grad_norm: 14.4644 2021-12-04 20:34:19,741 - mmaction - INFO - Epoch [124][200/1345] lr: 1.000e-03, eta: 10:22:33, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9695, top1_acc: 0.7500, top5_acc: 0.9109, loss_cls: 0.9557, loss: 1.9252, grad_norm: 14.4203 2021-12-04 20:34:38,962 - mmaction - INFO - Epoch [124][220/1345] lr: 1.000e-03, eta: 10:22:12, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9967, top1_acc: 0.7305, top5_acc: 0.9078, loss_cls: 1.0327, loss: 2.0294, grad_norm: 14.7487 2021-12-04 20:34:58,155 - mmaction - INFO - Epoch [124][240/1345] lr: 1.000e-03, eta: 10:21:51, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 1.0289, top1_acc: 0.7273, top5_acc: 0.8977, loss_cls: 1.0473, loss: 2.0761, grad_norm: 14.8742 2021-12-04 20:35:17,374 - mmaction - INFO - Epoch [124][260/1345] lr: 1.000e-03, eta: 10:21:30, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9606, top1_acc: 0.7617, top5_acc: 0.9289, loss_cls: 0.9148, loss: 1.8754, grad_norm: 14.5199 2021-12-04 20:35:36,601 - mmaction - INFO - Epoch [124][280/1345] lr: 1.000e-03, eta: 10:21:09, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9536, top1_acc: 0.7391, top5_acc: 0.9180, loss_cls: 0.9787, loss: 1.9322, grad_norm: 14.9349 2021-12-04 20:35:55,852 - mmaction - INFO - Epoch [124][300/1345] lr: 1.000e-03, eta: 10:20:48, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 0.9796, top1_acc: 0.7594, top5_acc: 0.9117, loss_cls: 0.9925, loss: 1.9721, grad_norm: 14.7743 2021-12-04 20:36:15,102 - mmaction - INFO - Epoch [124][320/1345] lr: 1.000e-03, eta: 10:20:27, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 0.9762, top1_acc: 0.7625, top5_acc: 0.9070, loss_cls: 0.9734, loss: 1.9495, grad_norm: 14.4929 2021-12-04 20:36:34,336 - mmaction - INFO - Epoch [124][340/1345] lr: 1.000e-03, eta: 10:20:06, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9452, top1_acc: 0.7734, top5_acc: 0.9148, loss_cls: 0.9124, loss: 1.8576, grad_norm: 14.1376 2021-12-04 20:36:53,583 - mmaction - INFO - Epoch [124][360/1345] lr: 1.000e-03, eta: 10:19:45, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9751, top1_acc: 0.7547, top5_acc: 0.9070, loss_cls: 0.9752, loss: 1.9503, grad_norm: 14.4731 2021-12-04 20:37:12,847 - mmaction - INFO - Epoch [124][380/1345] lr: 1.000e-03, eta: 10:19:24, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 0.9424, top1_acc: 0.7461, top5_acc: 0.8953, loss_cls: 1.0311, loss: 1.9734, grad_norm: 15.2992 2021-12-04 20:37:32,077 - mmaction - INFO - Epoch [124][400/1345] lr: 1.000e-03, eta: 10:19:03, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9668, top1_acc: 0.7719, top5_acc: 0.9211, loss_cls: 0.9106, loss: 1.8774, grad_norm: 14.2120 2021-12-04 20:37:51,326 - mmaction - INFO - Epoch [124][420/1345] lr: 1.000e-03, eta: 10:18:42, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9332, top1_acc: 0.7719, top5_acc: 0.9289, loss_cls: 0.9132, loss: 1.8464, grad_norm: 14.0607 2021-12-04 20:38:10,548 - mmaction - INFO - Epoch [124][440/1345] lr: 1.000e-03, eta: 10:18:21, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9295, top1_acc: 0.7609, top5_acc: 0.9117, loss_cls: 0.9565, loss: 1.8860, grad_norm: 14.4246 2021-12-04 20:38:29,763 - mmaction - INFO - Epoch [124][460/1345] lr: 1.000e-03, eta: 10:18:00, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9596, top1_acc: 0.7602, top5_acc: 0.9164, loss_cls: 0.9421, loss: 1.9017, grad_norm: 13.9493 2021-12-04 20:38:48,997 - mmaction - INFO - Epoch [124][480/1345] lr: 1.000e-03, eta: 10:17:39, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9541, top1_acc: 0.7508, top5_acc: 0.9156, loss_cls: 0.9381, loss: 1.8922, grad_norm: 14.1025 2021-12-04 20:39:08,258 - mmaction - INFO - Epoch [124][500/1345] lr: 1.000e-03, eta: 10:17:18, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 0.8963, top1_acc: 0.7672, top5_acc: 0.9133, loss_cls: 0.8889, loss: 1.7852, grad_norm: 14.3115 2021-12-04 20:39:27,476 - mmaction - INFO - Epoch [124][520/1345] lr: 1.000e-03, eta: 10:16:57, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9340, top1_acc: 0.7758, top5_acc: 0.9289, loss_cls: 0.9045, loss: 1.8384, grad_norm: 14.3717 2021-12-04 20:39:46,722 - mmaction - INFO - Epoch [124][540/1345] lr: 1.000e-03, eta: 10:16:36, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9325, top1_acc: 0.7734, top5_acc: 0.9125, loss_cls: 0.9118, loss: 1.8443, grad_norm: 14.1136 2021-12-04 20:40:05,961 - mmaction - INFO - Epoch [124][560/1345] lr: 1.000e-03, eta: 10:16:15, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9811, top1_acc: 0.7773, top5_acc: 0.9023, loss_cls: 0.9678, loss: 1.9489, grad_norm: 14.4433 2021-12-04 20:40:25,208 - mmaction - INFO - Epoch [124][580/1345] lr: 1.000e-03, eta: 10:15:54, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9415, top1_acc: 0.7578, top5_acc: 0.9125, loss_cls: 0.9533, loss: 1.8949, grad_norm: 14.2156 2021-12-04 20:40:44,418 - mmaction - INFO - Epoch [124][600/1345] lr: 1.000e-03, eta: 10:15:33, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9234, top1_acc: 0.7648, top5_acc: 0.9187, loss_cls: 0.9335, loss: 1.8569, grad_norm: 14.3312 2021-12-04 20:41:03,674 - mmaction - INFO - Epoch [124][620/1345] lr: 1.000e-03, eta: 10:15:12, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 0.9855, top1_acc: 0.7383, top5_acc: 0.9109, loss_cls: 1.0261, loss: 2.0116, grad_norm: 15.2316 2021-12-04 20:41:22,874 - mmaction - INFO - Epoch [124][640/1345] lr: 1.000e-03, eta: 10:14:51, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9567, top1_acc: 0.7633, top5_acc: 0.9070, loss_cls: 0.9727, loss: 1.9294, grad_norm: 14.6125 2021-12-04 20:41:42,116 - mmaction - INFO - Epoch [124][660/1345] lr: 1.000e-03, eta: 10:14:30, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9318, top1_acc: 0.7586, top5_acc: 0.9133, loss_cls: 0.9547, loss: 1.8865, grad_norm: 14.1947 2021-12-04 20:42:01,345 - mmaction - INFO - Epoch [124][680/1345] lr: 1.000e-03, eta: 10:14:09, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9726, top1_acc: 0.7508, top5_acc: 0.9055, loss_cls: 0.9807, loss: 1.9533, grad_norm: 14.5974 2021-12-04 20:42:20,578 - mmaction - INFO - Epoch [124][700/1345] lr: 1.000e-03, eta: 10:13:48, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9759, top1_acc: 0.7484, top5_acc: 0.8977, loss_cls: 1.0155, loss: 1.9914, grad_norm: 14.5465 2021-12-04 20:42:39,795 - mmaction - INFO - Epoch [124][720/1345] lr: 1.000e-03, eta: 10:13:27, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9341, top1_acc: 0.7531, top5_acc: 0.9141, loss_cls: 0.9437, loss: 1.8778, grad_norm: 14.2836 2021-12-04 20:42:58,998 - mmaction - INFO - Epoch [124][740/1345] lr: 1.000e-03, eta: 10:13:06, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9274, top1_acc: 0.7516, top5_acc: 0.9086, loss_cls: 0.9605, loss: 1.8879, grad_norm: 14.3183 2021-12-04 20:43:18,195 - mmaction - INFO - Epoch [124][760/1345] lr: 1.000e-03, eta: 10:12:45, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9428, top1_acc: 0.7500, top5_acc: 0.9180, loss_cls: 0.9621, loss: 1.9048, grad_norm: 14.4279 2021-12-04 20:43:37,398 - mmaction - INFO - Epoch [124][780/1345] lr: 1.000e-03, eta: 10:12:24, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9328, top1_acc: 0.7367, top5_acc: 0.9008, loss_cls: 0.9948, loss: 1.9275, grad_norm: 14.3050 2021-12-04 20:43:56,580 - mmaction - INFO - Epoch [124][800/1345] lr: 1.000e-03, eta: 10:12:03, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.8932, top1_acc: 0.7648, top5_acc: 0.9313, loss_cls: 0.8641, loss: 1.7573, grad_norm: 14.0697 2021-12-04 20:44:15,798 - mmaction - INFO - Epoch [124][820/1345] lr: 1.000e-03, eta: 10:11:42, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9565, top1_acc: 0.7711, top5_acc: 0.9227, loss_cls: 0.9181, loss: 1.8746, grad_norm: 13.9057 2021-12-04 20:44:35,007 - mmaction - INFO - Epoch [124][840/1345] lr: 1.000e-03, eta: 10:11:21, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9523, top1_acc: 0.7523, top5_acc: 0.9172, loss_cls: 0.9499, loss: 1.9023, grad_norm: 14.3525 2021-12-04 20:44:54,199 - mmaction - INFO - Epoch [124][860/1345] lr: 1.000e-03, eta: 10:11:00, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9596, top1_acc: 0.7711, top5_acc: 0.9094, loss_cls: 0.9552, loss: 1.9148, grad_norm: 14.1884 2021-12-04 20:45:13,433 - mmaction - INFO - Epoch [124][880/1345] lr: 1.000e-03, eta: 10:10:39, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9441, top1_acc: 0.7531, top5_acc: 0.9164, loss_cls: 0.9688, loss: 1.9129, grad_norm: 14.6127 2021-12-04 20:45:32,650 - mmaction - INFO - Epoch [124][900/1345] lr: 1.000e-03, eta: 10:10:18, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9477, top1_acc: 0.7609, top5_acc: 0.9125, loss_cls: 0.9554, loss: 1.9032, grad_norm: 14.4858 2021-12-04 20:45:51,857 - mmaction - INFO - Epoch [124][920/1345] lr: 1.000e-03, eta: 10:09:57, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9405, top1_acc: 0.7570, top5_acc: 0.9164, loss_cls: 0.9268, loss: 1.8673, grad_norm: 14.4287 2021-12-04 20:46:11,079 - mmaction - INFO - Epoch [124][940/1345] lr: 1.000e-03, eta: 10:09:36, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9848, top1_acc: 0.7445, top5_acc: 0.9133, loss_cls: 0.9899, loss: 1.9747, grad_norm: 14.9605 2021-12-04 20:46:30,295 - mmaction - INFO - Epoch [124][960/1345] lr: 1.000e-03, eta: 10:09:15, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9741, top1_acc: 0.7398, top5_acc: 0.9094, loss_cls: 1.0186, loss: 1.9927, grad_norm: 15.3364 2021-12-04 20:46:49,490 - mmaction - INFO - Epoch [124][980/1345] lr: 1.000e-03, eta: 10:08:54, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9661, top1_acc: 0.7492, top5_acc: 0.9102, loss_cls: 1.0014, loss: 1.9675, grad_norm: 14.6521 2021-12-04 20:47:08,667 - mmaction - INFO - Epoch [124][1000/1345] lr: 1.000e-03, eta: 10:08:33, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9345, top1_acc: 0.7703, top5_acc: 0.9227, loss_cls: 0.8956, loss: 1.8301, grad_norm: 14.2303 2021-12-04 20:47:27,911 - mmaction - INFO - Epoch [124][1020/1345] lr: 1.000e-03, eta: 10:08:12, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9533, top1_acc: 0.7562, top5_acc: 0.9133, loss_cls: 0.9638, loss: 1.9171, grad_norm: 14.8544 2021-12-04 20:47:47,146 - mmaction - INFO - Epoch [124][1040/1345] lr: 1.000e-03, eta: 10:07:51, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9588, top1_acc: 0.7812, top5_acc: 0.9070, loss_cls: 0.9397, loss: 1.8985, grad_norm: 14.3194 2021-12-04 20:48:06,371 - mmaction - INFO - Epoch [124][1060/1345] lr: 1.000e-03, eta: 10:07:31, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9578, top1_acc: 0.7719, top5_acc: 0.9117, loss_cls: 0.9412, loss: 1.8990, grad_norm: 14.2719 2021-12-04 20:48:25,565 - mmaction - INFO - Epoch [124][1080/1345] lr: 1.000e-03, eta: 10:07:10, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9325, top1_acc: 0.7617, top5_acc: 0.9148, loss_cls: 0.9688, loss: 1.9013, grad_norm: 14.9233 2021-12-04 20:48:44,796 - mmaction - INFO - Epoch [124][1100/1345] lr: 1.000e-03, eta: 10:06:49, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.8991, top1_acc: 0.7867, top5_acc: 0.9313, loss_cls: 0.8502, loss: 1.7493, grad_norm: 14.1579 2021-12-04 20:49:04,001 - mmaction - INFO - Epoch [124][1120/1345] lr: 1.000e-03, eta: 10:06:28, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9724, top1_acc: 0.7508, top5_acc: 0.9148, loss_cls: 0.9689, loss: 1.9413, grad_norm: 14.7000 2021-12-04 20:49:23,245 - mmaction - INFO - Epoch [124][1140/1345] lr: 1.000e-03, eta: 10:06:07, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9524, top1_acc: 0.7562, top5_acc: 0.9016, loss_cls: 0.9946, loss: 1.9470, grad_norm: 14.4689 2021-12-04 20:49:42,468 - mmaction - INFO - Epoch [124][1160/1345] lr: 1.000e-03, eta: 10:05:46, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9635, top1_acc: 0.7484, top5_acc: 0.9141, loss_cls: 0.9924, loss: 1.9559, grad_norm: 15.0174 2021-12-04 20:50:01,688 - mmaction - INFO - Epoch [124][1180/1345] lr: 1.000e-03, eta: 10:05:25, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9430, top1_acc: 0.7562, top5_acc: 0.9094, loss_cls: 0.9693, loss: 1.9123, grad_norm: 14.8038 2021-12-04 20:50:20,929 - mmaction - INFO - Epoch [124][1200/1345] lr: 1.000e-03, eta: 10:05:04, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9432, top1_acc: 0.7578, top5_acc: 0.9195, loss_cls: 0.9415, loss: 1.8846, grad_norm: 14.8920 2021-12-04 20:50:40,152 - mmaction - INFO - Epoch [124][1220/1345] lr: 1.000e-03, eta: 10:04:43, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9604, top1_acc: 0.7352, top5_acc: 0.9180, loss_cls: 0.9714, loss: 1.9317, grad_norm: 14.6673 2021-12-04 20:50:59,415 - mmaction - INFO - Epoch [124][1240/1345] lr: 1.000e-03, eta: 10:04:22, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 0.9505, top1_acc: 0.7523, top5_acc: 0.9039, loss_cls: 0.9597, loss: 1.9102, grad_norm: 14.3546 2021-12-04 20:51:18,618 - mmaction - INFO - Epoch [124][1260/1345] lr: 1.000e-03, eta: 10:04:01, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9722, top1_acc: 0.7430, top5_acc: 0.9156, loss_cls: 0.9809, loss: 1.9531, grad_norm: 14.6909 2021-12-04 20:51:37,867 - mmaction - INFO - Epoch [124][1280/1345] lr: 1.000e-03, eta: 10:03:40, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 0.9131, top1_acc: 0.7695, top5_acc: 0.9187, loss_cls: 0.9051, loss: 1.8183, grad_norm: 14.2762 2021-12-04 20:51:57,115 - mmaction - INFO - Epoch [124][1300/1345] lr: 1.000e-03, eta: 10:03:19, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9547, top1_acc: 0.7578, top5_acc: 0.9156, loss_cls: 0.9747, loss: 1.9294, grad_norm: 14.7384 2021-12-04 20:52:16,362 - mmaction - INFO - Epoch [124][1320/1345] lr: 1.000e-03, eta: 10:02:58, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9447, top1_acc: 0.7656, top5_acc: 0.9164, loss_cls: 0.9225, loss: 1.8671, grad_norm: 14.2264 2021-12-04 20:52:35,626 - mmaction - INFO - Epoch [124][1340/1345] lr: 1.000e-03, eta: 10:02:37, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 0.9630, top1_acc: 0.7539, top5_acc: 0.9102, loss_cls: 0.9903, loss: 1.9534, grad_norm: 14.4580 2021-12-04 20:52:41,344 - mmaction - INFO - Saving checkpoint at 124 epochs 2021-12-04 20:54:42,199 - mmaction - INFO - Epoch [125][20/1345] lr: 1.000e-03, eta: 10:02:30, time: 5.844, data_time: 4.893, memory: 8232, loss_aux: 0.9112, top1_acc: 0.7836, top5_acc: 0.9234, loss_cls: 0.8867, loss: 1.7979, grad_norm: 13.8053 2021-12-04 20:55:01,344 - mmaction - INFO - Epoch [125][40/1345] lr: 1.000e-03, eta: 10:02:09, time: 0.957, data_time: 0.004, memory: 8232, loss_aux: 0.9344, top1_acc: 0.7664, top5_acc: 0.9148, loss_cls: 0.9346, loss: 1.8689, grad_norm: 14.1811 2021-12-04 20:55:20,486 - mmaction - INFO - Epoch [125][60/1345] lr: 1.000e-03, eta: 10:01:48, time: 0.957, data_time: 0.002, memory: 8232, loss_aux: 0.9328, top1_acc: 0.7703, top5_acc: 0.9164, loss_cls: 0.8953, loss: 1.8282, grad_norm: 14.1593 2021-12-04 20:55:39,658 - mmaction - INFO - Epoch [125][80/1345] lr: 1.000e-03, eta: 10:01:27, time: 0.959, data_time: 0.002, memory: 8232, loss_aux: 0.9109, top1_acc: 0.7797, top5_acc: 0.9227, loss_cls: 0.8613, loss: 1.7722, grad_norm: 13.6007 2021-12-04 20:55:58,813 - mmaction - INFO - Epoch [125][100/1345] lr: 1.000e-03, eta: 10:01:06, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 0.9792, top1_acc: 0.7648, top5_acc: 0.8961, loss_cls: 1.0003, loss: 1.9795, grad_norm: 13.8952 2021-12-04 20:56:17,985 - mmaction - INFO - Epoch [125][120/1345] lr: 1.000e-03, eta: 10:00:45, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9186, top1_acc: 0.7617, top5_acc: 0.9227, loss_cls: 0.9003, loss: 1.8190, grad_norm: 14.2354 2021-12-04 20:56:37,144 - mmaction - INFO - Epoch [125][140/1345] lr: 1.000e-03, eta: 10:00:24, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 0.8998, top1_acc: 0.7766, top5_acc: 0.9250, loss_cls: 0.8597, loss: 1.7594, grad_norm: 13.8133 2021-12-04 20:56:56,352 - mmaction - INFO - Epoch [125][160/1345] lr: 1.000e-03, eta: 10:00:03, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9511, top1_acc: 0.7828, top5_acc: 0.9234, loss_cls: 0.8682, loss: 1.8193, grad_norm: 13.7199 2021-12-04 20:57:15,528 - mmaction - INFO - Epoch [125][180/1345] lr: 1.000e-03, eta: 9:59:42, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9655, top1_acc: 0.7609, top5_acc: 0.9195, loss_cls: 0.9375, loss: 1.9030, grad_norm: 14.9580 2021-12-04 20:57:34,734 - mmaction - INFO - Epoch [125][200/1345] lr: 1.000e-03, eta: 9:59:21, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9521, top1_acc: 0.7500, top5_acc: 0.9211, loss_cls: 0.9374, loss: 1.8895, grad_norm: 15.0597 2021-12-04 20:57:53,930 - mmaction - INFO - Epoch [125][220/1345] lr: 1.000e-03, eta: 9:59:00, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9161, top1_acc: 0.7594, top5_acc: 0.9187, loss_cls: 0.9170, loss: 1.8331, grad_norm: 14.4287 2021-12-04 20:58:13,112 - mmaction - INFO - Epoch [125][240/1345] lr: 1.000e-03, eta: 9:58:39, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9403, top1_acc: 0.7648, top5_acc: 0.9156, loss_cls: 0.9101, loss: 1.8504, grad_norm: 14.3699 2021-12-04 20:58:32,301 - mmaction - INFO - Epoch [125][260/1345] lr: 1.000e-03, eta: 9:58:18, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9347, top1_acc: 0.7719, top5_acc: 0.9180, loss_cls: 0.9457, loss: 1.8804, grad_norm: 14.2308 2021-12-04 20:58:51,502 - mmaction - INFO - Epoch [125][280/1345] lr: 1.000e-03, eta: 9:57:57, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9282, top1_acc: 0.7586, top5_acc: 0.9211, loss_cls: 0.9192, loss: 1.8474, grad_norm: 14.4688 2021-12-04 20:59:10,688 - mmaction - INFO - Epoch [125][300/1345] lr: 1.000e-03, eta: 9:57:36, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9164, top1_acc: 0.7781, top5_acc: 0.9180, loss_cls: 0.8876, loss: 1.8039, grad_norm: 14.1219 2021-12-04 20:59:29,857 - mmaction - INFO - Epoch [125][320/1345] lr: 1.000e-03, eta: 9:57:15, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 0.9733, top1_acc: 0.7688, top5_acc: 0.9211, loss_cls: 0.9082, loss: 1.8815, grad_norm: 14.4000 2021-12-04 20:59:49,054 - mmaction - INFO - Epoch [125][340/1345] lr: 1.000e-03, eta: 9:56:54, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9858, top1_acc: 0.7547, top5_acc: 0.9094, loss_cls: 0.9845, loss: 1.9704, grad_norm: 14.6501 2021-12-04 21:00:08,238 - mmaction - INFO - Epoch [125][360/1345] lr: 1.000e-03, eta: 9:56:33, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9658, top1_acc: 0.7672, top5_acc: 0.9016, loss_cls: 0.9463, loss: 1.9121, grad_norm: 14.4305 2021-12-04 21:00:27,424 - mmaction - INFO - Epoch [125][380/1345] lr: 1.000e-03, eta: 9:56:12, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9659, top1_acc: 0.7523, top5_acc: 0.9102, loss_cls: 0.9746, loss: 1.9405, grad_norm: 14.4587 2021-12-04 21:00:46,627 - mmaction - INFO - Epoch [125][400/1345] lr: 1.000e-03, eta: 9:55:51, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9462, top1_acc: 0.7578, top5_acc: 0.9195, loss_cls: 0.9265, loss: 1.8727, grad_norm: 14.3308 2021-12-04 21:01:05,819 - mmaction - INFO - Epoch [125][420/1345] lr: 1.000e-03, eta: 9:55:30, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9475, top1_acc: 0.7547, top5_acc: 0.9180, loss_cls: 0.9342, loss: 1.8818, grad_norm: 14.6943 2021-12-04 21:01:25,008 - mmaction - INFO - Epoch [125][440/1345] lr: 1.000e-03, eta: 9:55:09, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9819, top1_acc: 0.7422, top5_acc: 0.9086, loss_cls: 0.9862, loss: 1.9681, grad_norm: 14.7978 2021-12-04 21:01:44,190 - mmaction - INFO - Epoch [125][460/1345] lr: 1.000e-03, eta: 9:54:48, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9349, top1_acc: 0.7602, top5_acc: 0.9187, loss_cls: 0.9222, loss: 1.8571, grad_norm: 14.7670 2021-12-04 21:02:03,399 - mmaction - INFO - Epoch [125][480/1345] lr: 1.000e-03, eta: 9:54:27, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9530, top1_acc: 0.7719, top5_acc: 0.9180, loss_cls: 0.8962, loss: 1.8492, grad_norm: 13.4919 2021-12-04 21:02:22,607 - mmaction - INFO - Epoch [125][500/1345] lr: 1.000e-03, eta: 9:54:06, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9648, top1_acc: 0.7539, top5_acc: 0.9008, loss_cls: 0.9974, loss: 1.9621, grad_norm: 14.6613 2021-12-04 21:02:41,805 - mmaction - INFO - Epoch [125][520/1345] lr: 1.000e-03, eta: 9:53:45, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9973, top1_acc: 0.7328, top5_acc: 0.9039, loss_cls: 1.0340, loss: 2.0313, grad_norm: 14.8949 2021-12-04 21:03:00,972 - mmaction - INFO - Epoch [125][540/1345] lr: 1.000e-03, eta: 9:53:24, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 0.9655, top1_acc: 0.7625, top5_acc: 0.9125, loss_cls: 0.9410, loss: 1.9064, grad_norm: 14.6310 2021-12-04 21:03:20,119 - mmaction - INFO - Epoch [125][560/1345] lr: 1.000e-03, eta: 9:53:03, time: 0.957, data_time: 0.001, memory: 8232, loss_aux: 0.9843, top1_acc: 0.7500, top5_acc: 0.9023, loss_cls: 0.9923, loss: 1.9766, grad_norm: 14.4351 2021-12-04 21:03:39,293 - mmaction - INFO - Epoch [125][580/1345] lr: 1.000e-03, eta: 9:52:42, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9628, top1_acc: 0.7617, top5_acc: 0.9086, loss_cls: 0.9419, loss: 1.9047, grad_norm: 14.5586 2021-12-04 21:03:58,481 - mmaction - INFO - Epoch [125][600/1345] lr: 1.000e-03, eta: 9:52:21, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9670, top1_acc: 0.7430, top5_acc: 0.9187, loss_cls: 0.9491, loss: 1.9160, grad_norm: 14.5788 2021-12-04 21:04:17,644 - mmaction - INFO - Epoch [125][620/1345] lr: 1.000e-03, eta: 9:52:00, time: 0.958, data_time: 0.001, memory: 8232, loss_aux: 0.9653, top1_acc: 0.7602, top5_acc: 0.9086, loss_cls: 0.9654, loss: 1.9307, grad_norm: 14.7882 2021-12-04 21:04:36,857 - mmaction - INFO - Epoch [125][640/1345] lr: 1.000e-03, eta: 9:51:39, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9339, top1_acc: 0.7445, top5_acc: 0.9094, loss_cls: 0.9450, loss: 1.8789, grad_norm: 14.8767 2021-12-04 21:04:56,075 - mmaction - INFO - Epoch [125][660/1345] lr: 1.000e-03, eta: 9:51:18, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9315, top1_acc: 0.7688, top5_acc: 0.9148, loss_cls: 0.9232, loss: 1.8547, grad_norm: 14.1486 2021-12-04 21:05:15,279 - mmaction - INFO - Epoch [125][680/1345] lr: 1.000e-03, eta: 9:50:57, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9903, top1_acc: 0.7359, top5_acc: 0.9070, loss_cls: 1.0147, loss: 2.0050, grad_norm: 14.9896 2021-12-04 21:05:34,537 - mmaction - INFO - Epoch [125][700/1345] lr: 1.000e-03, eta: 9:50:36, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 0.9490, top1_acc: 0.7602, top5_acc: 0.9117, loss_cls: 0.9368, loss: 1.8858, grad_norm: 14.0352 2021-12-04 21:05:53,753 - mmaction - INFO - Epoch [125][720/1345] lr: 1.000e-03, eta: 9:50:15, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9391, top1_acc: 0.7758, top5_acc: 0.9250, loss_cls: 0.8989, loss: 1.8380, grad_norm: 13.8961 2021-12-04 21:06:12,960 - mmaction - INFO - Epoch [125][740/1345] lr: 1.000e-03, eta: 9:49:54, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9482, top1_acc: 0.7516, top5_acc: 0.9180, loss_cls: 0.9696, loss: 1.9178, grad_norm: 14.8649 2021-12-04 21:06:32,193 - mmaction - INFO - Epoch [125][760/1345] lr: 1.000e-03, eta: 9:49:33, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9263, top1_acc: 0.7625, top5_acc: 0.9164, loss_cls: 0.9389, loss: 1.8652, grad_norm: 14.3782 2021-12-04 21:06:51,423 - mmaction - INFO - Epoch [125][780/1345] lr: 1.000e-03, eta: 9:49:12, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9604, top1_acc: 0.7586, top5_acc: 0.9078, loss_cls: 0.9699, loss: 1.9304, grad_norm: 14.3090 2021-12-04 21:07:10,660 - mmaction - INFO - Epoch [125][800/1345] lr: 1.000e-03, eta: 9:48:51, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9709, top1_acc: 0.7633, top5_acc: 0.9172, loss_cls: 0.9328, loss: 1.9037, grad_norm: 13.9582 2021-12-04 21:07:29,877 - mmaction - INFO - Epoch [125][820/1345] lr: 1.000e-03, eta: 9:48:30, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9204, top1_acc: 0.7688, top5_acc: 0.9125, loss_cls: 0.9443, loss: 1.8646, grad_norm: 14.0497 2021-12-04 21:07:49,149 - mmaction - INFO - Epoch [125][840/1345] lr: 1.000e-03, eta: 9:48:09, time: 0.964, data_time: 0.001, memory: 8232, loss_aux: 0.9306, top1_acc: 0.7500, top5_acc: 0.9133, loss_cls: 0.9597, loss: 1.8903, grad_norm: 14.0512 2021-12-04 21:08:08,369 - mmaction - INFO - Epoch [125][860/1345] lr: 1.000e-03, eta: 9:47:48, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9540, top1_acc: 0.7453, top5_acc: 0.9203, loss_cls: 0.9598, loss: 1.9138, grad_norm: 14.8412 2021-12-04 21:08:27,585 - mmaction - INFO - Epoch [125][880/1345] lr: 1.000e-03, eta: 9:47:27, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9342, top1_acc: 0.7734, top5_acc: 0.9203, loss_cls: 0.9073, loss: 1.8415, grad_norm: 14.2501 2021-12-04 21:08:46,824 - mmaction - INFO - Epoch [125][900/1345] lr: 1.000e-03, eta: 9:47:06, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9475, top1_acc: 0.7523, top5_acc: 0.9039, loss_cls: 0.9920, loss: 1.9395, grad_norm: 14.5589 2021-12-04 21:09:06,115 - mmaction - INFO - Epoch [125][920/1345] lr: 1.000e-03, eta: 9:46:45, time: 0.965, data_time: 0.001, memory: 8232, loss_aux: 0.9425, top1_acc: 0.7547, top5_acc: 0.9141, loss_cls: 0.9374, loss: 1.8799, grad_norm: 14.6109 2021-12-04 21:09:25,375 - mmaction - INFO - Epoch [125][940/1345] lr: 1.000e-03, eta: 9:46:25, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 0.9732, top1_acc: 0.7594, top5_acc: 0.9187, loss_cls: 0.9660, loss: 1.9392, grad_norm: 14.7728 2021-12-04 21:09:44,623 - mmaction - INFO - Epoch [125][960/1345] lr: 1.000e-03, eta: 9:46:04, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9819, top1_acc: 0.7570, top5_acc: 0.9078, loss_cls: 0.9790, loss: 1.9610, grad_norm: 14.2594 2021-12-04 21:10:03,865 - mmaction - INFO - Epoch [125][980/1345] lr: 1.000e-03, eta: 9:45:43, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9841, top1_acc: 0.7250, top5_acc: 0.8969, loss_cls: 1.0612, loss: 2.0453, grad_norm: 15.5530 2021-12-04 21:10:23,134 - mmaction - INFO - Epoch [125][1000/1345] lr: 1.000e-03, eta: 9:45:22, time: 0.963, data_time: 0.001, memory: 8232, loss_aux: 0.9543, top1_acc: 0.7602, top5_acc: 0.9148, loss_cls: 0.9346, loss: 1.8889, grad_norm: 14.1892 2021-12-04 21:10:42,370 - mmaction - INFO - Epoch [125][1020/1345] lr: 1.000e-03, eta: 9:45:01, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9660, top1_acc: 0.7664, top5_acc: 0.9172, loss_cls: 0.9510, loss: 1.9170, grad_norm: 14.6286 2021-12-04 21:11:01,614 - mmaction - INFO - Epoch [125][1040/1345] lr: 1.000e-03, eta: 9:44:40, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9461, top1_acc: 0.7562, top5_acc: 0.9187, loss_cls: 0.9448, loss: 1.8909, grad_norm: 14.6512 2021-12-04 21:11:20,838 - mmaction - INFO - Epoch [125][1060/1345] lr: 1.000e-03, eta: 9:44:19, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9659, top1_acc: 0.7477, top5_acc: 0.9148, loss_cls: 0.9842, loss: 1.9501, grad_norm: 15.2090 2021-12-04 21:11:40,083 - mmaction - INFO - Epoch [125][1080/1345] lr: 1.000e-03, eta: 9:43:58, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9817, top1_acc: 0.7484, top5_acc: 0.9031, loss_cls: 1.0242, loss: 2.0059, grad_norm: 14.8965 2021-12-04 21:11:59,297 - mmaction - INFO - Epoch [125][1100/1345] lr: 1.000e-03, eta: 9:43:37, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9203, top1_acc: 0.7703, top5_acc: 0.9141, loss_cls: 0.9329, loss: 1.8532, grad_norm: 14.2640 2021-12-04 21:12:18,504 - mmaction - INFO - Epoch [125][1120/1345] lr: 1.000e-03, eta: 9:43:16, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9652, top1_acc: 0.7633, top5_acc: 0.9070, loss_cls: 0.9404, loss: 1.9056, grad_norm: 14.2431 2021-12-04 21:12:37,720 - mmaction - INFO - Epoch [125][1140/1345] lr: 1.000e-03, eta: 9:42:55, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9450, top1_acc: 0.7680, top5_acc: 0.9062, loss_cls: 0.9326, loss: 1.8776, grad_norm: 13.8946 2021-12-04 21:12:56,959 - mmaction - INFO - Epoch [125][1160/1345] lr: 1.000e-03, eta: 9:42:34, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9932, top1_acc: 0.7453, top5_acc: 0.9016, loss_cls: 1.0250, loss: 2.0182, grad_norm: 15.1030 2021-12-04 21:13:16,185 - mmaction - INFO - Epoch [125][1180/1345] lr: 1.000e-03, eta: 9:42:13, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9273, top1_acc: 0.7594, top5_acc: 0.9141, loss_cls: 0.9429, loss: 1.8702, grad_norm: 14.5853 2021-12-04 21:13:35,433 - mmaction - INFO - Epoch [125][1200/1345] lr: 1.000e-03, eta: 9:41:52, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9445, top1_acc: 0.7672, top5_acc: 0.9125, loss_cls: 0.9262, loss: 1.8707, grad_norm: 14.2478 2021-12-04 21:13:54,636 - mmaction - INFO - Epoch [125][1220/1345] lr: 1.000e-03, eta: 9:41:31, time: 0.960, data_time: 0.001, memory: 8232, loss_aux: 0.9528, top1_acc: 0.7422, top5_acc: 0.9039, loss_cls: 0.9891, loss: 1.9419, grad_norm: 14.6090 2021-12-04 21:14:13,872 - mmaction - INFO - Epoch [125][1240/1345] lr: 1.000e-03, eta: 9:41:10, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9610, top1_acc: 0.7648, top5_acc: 0.9023, loss_cls: 0.9798, loss: 1.9408, grad_norm: 14.1020 2021-12-04 21:14:33,124 - mmaction - INFO - Epoch [125][1260/1345] lr: 1.000e-03, eta: 9:40:49, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9240, top1_acc: 0.7836, top5_acc: 0.9258, loss_cls: 0.8580, loss: 1.7820, grad_norm: 13.9909 2021-12-04 21:14:52,357 - mmaction - INFO - Epoch [125][1280/1345] lr: 1.000e-03, eta: 9:40:28, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9409, top1_acc: 0.7539, top5_acc: 0.9102, loss_cls: 0.9324, loss: 1.8732, grad_norm: 14.3192 2021-12-04 21:15:11,589 - mmaction - INFO - Epoch [125][1300/1345] lr: 1.000e-03, eta: 9:40:07, time: 0.962, data_time: 0.001, memory: 8232, loss_aux: 0.9551, top1_acc: 0.7625, top5_acc: 0.9180, loss_cls: 0.9566, loss: 1.9117, grad_norm: 14.7617 2021-12-04 21:15:30,772 - mmaction - INFO - Epoch [125][1320/1345] lr: 1.000e-03, eta: 9:39:46, time: 0.959, data_time: 0.001, memory: 8232, loss_aux: 0.9873, top1_acc: 0.7367, top5_acc: 0.9078, loss_cls: 1.0109, loss: 1.9981, grad_norm: 15.3114 2021-12-04 21:15:49,984 - mmaction - INFO - Epoch [125][1340/1345] lr: 1.000e-03, eta: 9:39:25, time: 0.961, data_time: 0.001, memory: 8232, loss_aux: 0.9752, top1_acc: 0.7477, top5_acc: 0.9016, loss_cls: 0.9838, loss: 1.9590, grad_norm: 14.7621 2021-12-04 21:18:09,512 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-04 21:18:09,670 - mmaction - INFO - top1_acc 0.4698 top5_acc 0.7658 2021-12-04 21:18:09,670 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-04 21:18:09,680 - mmaction - INFO - mean_acc 0.4390 2021-12-04 21:18:12,379 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_125.pth. 2021-12-04 21:18:12,379 - mmaction - INFO - Best top1_acc is 0.4698 at 125 epoch. 2021-12-04 21:18:12,401 - mmaction - INFO - Saving checkpoint at 125 epochs 2021-12-04 21:18:17,133 - mmaction - INFO - Epoch(val) [125][181] top1_acc: 0.4698, top5_acc: 0.7658, mean_class_accuracy: 0.4390 2021-12-04 21:20:15,812 - mmaction - INFO - Epoch [126][20/1345] lr: 1.000e-04, eta: 9:39:18, time: 5.933, data_time: 4.983, memory: 8233, loss_aux: 0.9688, top1_acc: 0.7711, top5_acc: 0.9141, loss_cls: 0.8932, loss: 1.8621, grad_norm: 14.2378 2021-12-04 21:20:34,927 - mmaction - INFO - Epoch [126][40/1345] lr: 1.000e-04, eta: 9:38:57, time: 0.956, data_time: 0.003, memory: 8233, loss_aux: 0.9525, top1_acc: 0.7625, top5_acc: 0.9070, loss_cls: 0.9498, loss: 1.9023, grad_norm: 13.9381 2021-12-04 21:20:54,101 - mmaction - INFO - Epoch [126][60/1345] lr: 1.000e-04, eta: 9:38:36, time: 0.959, data_time: 0.003, memory: 8233, loss_aux: 0.9456, top1_acc: 0.7836, top5_acc: 0.9320, loss_cls: 0.8497, loss: 1.7953, grad_norm: 13.7099 2021-12-04 21:21:13,252 - mmaction - INFO - Epoch [126][80/1345] lr: 1.000e-04, eta: 9:38:15, time: 0.958, data_time: 0.001, memory: 8233, loss_aux: 0.9487, top1_acc: 0.7797, top5_acc: 0.9195, loss_cls: 0.8739, loss: 1.8226, grad_norm: 13.5147 2021-12-04 21:21:32,420 - mmaction - INFO - Epoch [126][100/1345] lr: 1.000e-04, eta: 9:37:54, time: 0.958, data_time: 0.001, memory: 8233, loss_aux: 0.9640, top1_acc: 0.7820, top5_acc: 0.9203, loss_cls: 0.8941, loss: 1.8581, grad_norm: 14.1235 2021-12-04 21:21:51,581 - mmaction - INFO - Epoch [126][120/1345] lr: 1.000e-04, eta: 9:37:33, time: 0.958, data_time: 0.001, memory: 8233, loss_aux: 0.9351, top1_acc: 0.7844, top5_acc: 0.9258, loss_cls: 0.8423, loss: 1.7774, grad_norm: 13.9133 2021-12-04 21:22:10,754 - mmaction - INFO - Epoch [126][140/1345] lr: 1.000e-04, eta: 9:37:12, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.9189, top1_acc: 0.7727, top5_acc: 0.9219, loss_cls: 0.8747, loss: 1.7936, grad_norm: 13.5630 2021-12-04 21:22:29,914 - mmaction - INFO - Epoch [126][160/1345] lr: 1.000e-04, eta: 9:36:51, time: 0.958, data_time: 0.001, memory: 8233, loss_aux: 0.9430, top1_acc: 0.7930, top5_acc: 0.9187, loss_cls: 0.8666, loss: 1.8096, grad_norm: 13.5618 2021-12-04 21:22:49,132 - mmaction - INFO - Epoch [126][180/1345] lr: 1.000e-04, eta: 9:36:30, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.9445, top1_acc: 0.7711, top5_acc: 0.9148, loss_cls: 0.9184, loss: 1.8629, grad_norm: 14.6293 2021-12-04 21:23:08,311 - mmaction - INFO - Epoch [126][200/1345] lr: 1.000e-04, eta: 9:36:09, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.9333, top1_acc: 0.7859, top5_acc: 0.9227, loss_cls: 0.8622, loss: 1.7955, grad_norm: 13.5434 2021-12-04 21:23:27,548 - mmaction - INFO - Epoch [126][220/1345] lr: 1.000e-04, eta: 9:35:48, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8895, top1_acc: 0.7937, top5_acc: 0.9273, loss_cls: 0.8191, loss: 1.7086, grad_norm: 13.3384 2021-12-04 21:23:46,761 - mmaction - INFO - Epoch [126][240/1345] lr: 1.000e-04, eta: 9:35:27, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.9594, top1_acc: 0.7898, top5_acc: 0.9234, loss_cls: 0.8272, loss: 1.7866, grad_norm: 13.6990 2021-12-04 21:24:06,023 - mmaction - INFO - Epoch [126][260/1345] lr: 1.000e-04, eta: 9:35:06, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8616, top1_acc: 0.8078, top5_acc: 0.9437, loss_cls: 0.7752, loss: 1.6368, grad_norm: 13.3825 2021-12-04 21:24:25,207 - mmaction - INFO - Epoch [126][280/1345] lr: 1.000e-04, eta: 9:34:45, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.9183, top1_acc: 0.7836, top5_acc: 0.9211, loss_cls: 0.8626, loss: 1.7809, grad_norm: 14.0094 2021-12-04 21:24:44,408 - mmaction - INFO - Epoch [126][300/1345] lr: 1.000e-04, eta: 9:34:24, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.9168, top1_acc: 0.7891, top5_acc: 0.9187, loss_cls: 0.8578, loss: 1.7746, grad_norm: 13.4748 2021-12-04 21:25:03,599 - mmaction - INFO - Epoch [126][320/1345] lr: 1.000e-04, eta: 9:34:03, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8925, top1_acc: 0.7914, top5_acc: 0.9313, loss_cls: 0.8220, loss: 1.7145, grad_norm: 13.6744 2021-12-04 21:25:22,837 - mmaction - INFO - Epoch [126][340/1345] lr: 1.000e-04, eta: 9:33:42, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8961, top1_acc: 0.8055, top5_acc: 0.9141, loss_cls: 0.8268, loss: 1.7229, grad_norm: 13.1133 2021-12-04 21:25:42,051 - mmaction - INFO - Epoch [126][360/1345] lr: 1.000e-04, eta: 9:33:21, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8909, top1_acc: 0.7930, top5_acc: 0.9289, loss_cls: 0.8042, loss: 1.6952, grad_norm: 13.3688 2021-12-04 21:26:01,246 - mmaction - INFO - Epoch [126][380/1345] lr: 1.000e-04, eta: 9:33:00, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.9198, top1_acc: 0.8055, top5_acc: 0.9297, loss_cls: 0.8216, loss: 1.7414, grad_norm: 13.5741 2021-12-04 21:26:20,436 - mmaction - INFO - Epoch [126][400/1345] lr: 1.000e-04, eta: 9:32:39, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.9343, top1_acc: 0.7883, top5_acc: 0.9297, loss_cls: 0.8420, loss: 1.7763, grad_norm: 13.8529 2021-12-04 21:26:39,668 - mmaction - INFO - Epoch [126][420/1345] lr: 1.000e-04, eta: 9:32:18, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.9308, top1_acc: 0.7797, top5_acc: 0.9187, loss_cls: 0.8833, loss: 1.8141, grad_norm: 13.5895 2021-12-04 21:26:58,892 - mmaction - INFO - Epoch [126][440/1345] lr: 1.000e-04, eta: 9:31:57, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.9525, top1_acc: 0.7812, top5_acc: 0.9203, loss_cls: 0.8840, loss: 1.8365, grad_norm: 13.6905 2021-12-04 21:27:18,147 - mmaction - INFO - Epoch [126][460/1345] lr: 1.000e-04, eta: 9:31:36, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.9300, top1_acc: 0.7820, top5_acc: 0.9227, loss_cls: 0.8478, loss: 1.7778, grad_norm: 13.6965 2021-12-04 21:27:37,370 - mmaction - INFO - Epoch [126][480/1345] lr: 1.000e-04, eta: 9:31:15, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.9085, top1_acc: 0.7773, top5_acc: 0.9203, loss_cls: 0.8760, loss: 1.7845, grad_norm: 14.0773 2021-12-04 21:27:56,603 - mmaction - INFO - Epoch [126][500/1345] lr: 1.000e-04, eta: 9:30:54, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.9414, top1_acc: 0.7828, top5_acc: 0.9250, loss_cls: 0.8525, loss: 1.7939, grad_norm: 13.8003 2021-12-04 21:28:15,817 - mmaction - INFO - Epoch [126][520/1345] lr: 1.000e-04, eta: 9:30:33, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.9485, top1_acc: 0.7641, top5_acc: 0.9094, loss_cls: 0.9313, loss: 1.8798, grad_norm: 14.5963 2021-12-04 21:28:34,997 - mmaction - INFO - Epoch [126][540/1345] lr: 1.000e-04, eta: 9:30:12, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.9052, top1_acc: 0.7898, top5_acc: 0.9313, loss_cls: 0.8127, loss: 1.7180, grad_norm: 13.5023 2021-12-04 21:28:54,215 - mmaction - INFO - Epoch [126][560/1345] lr: 1.000e-04, eta: 9:29:51, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.9127, top1_acc: 0.7852, top5_acc: 0.9320, loss_cls: 0.8129, loss: 1.7256, grad_norm: 13.3144 2021-12-04 21:29:13,440 - mmaction - INFO - Epoch [126][580/1345] lr: 1.000e-04, eta: 9:29:30, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.9466, top1_acc: 0.7898, top5_acc: 0.9164, loss_cls: 0.8759, loss: 1.8225, grad_norm: 14.0572 2021-12-04 21:29:32,616 - mmaction - INFO - Epoch [126][600/1345] lr: 1.000e-04, eta: 9:29:10, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.9516, top1_acc: 0.7703, top5_acc: 0.9195, loss_cls: 0.9032, loss: 1.8548, grad_norm: 13.8077 2021-12-04 21:29:51,840 - mmaction - INFO - Epoch [126][620/1345] lr: 1.000e-04, eta: 9:28:49, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.9197, top1_acc: 0.7984, top5_acc: 0.9227, loss_cls: 0.7895, loss: 1.7092, grad_norm: 13.2417 2021-12-04 21:30:11,079 - mmaction - INFO - Epoch [126][640/1345] lr: 1.000e-04, eta: 9:28:28, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.9323, top1_acc: 0.8000, top5_acc: 0.9281, loss_cls: 0.8340, loss: 1.7663, grad_norm: 13.9981 2021-12-04 21:30:30,319 - mmaction - INFO - Epoch [126][660/1345] lr: 1.000e-04, eta: 9:28:07, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.9020, top1_acc: 0.8063, top5_acc: 0.9305, loss_cls: 0.7867, loss: 1.6887, grad_norm: 13.2831 2021-12-04 21:30:49,548 - mmaction - INFO - Epoch [126][680/1345] lr: 1.000e-04, eta: 9:27:46, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8958, top1_acc: 0.7992, top5_acc: 0.9227, loss_cls: 0.8353, loss: 1.7311, grad_norm: 13.3796 2021-12-04 21:31:08,765 - mmaction - INFO - Epoch [126][700/1345] lr: 1.000e-04, eta: 9:27:25, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.9070, top1_acc: 0.7977, top5_acc: 0.9313, loss_cls: 0.8240, loss: 1.7310, grad_norm: 13.3163 2021-12-04 21:31:27,998 - mmaction - INFO - Epoch [126][720/1345] lr: 1.000e-04, eta: 9:27:04, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.9298, top1_acc: 0.7930, top5_acc: 0.9359, loss_cls: 0.8120, loss: 1.7418, grad_norm: 13.8304 2021-12-04 21:31:47,229 - mmaction - INFO - Epoch [126][740/1345] lr: 1.000e-04, eta: 9:26:43, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.9021, top1_acc: 0.8094, top5_acc: 0.9328, loss_cls: 0.7924, loss: 1.6945, grad_norm: 13.4669 2021-12-04 21:32:06,480 - mmaction - INFO - Epoch [126][760/1345] lr: 1.000e-04, eta: 9:26:22, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.9464, top1_acc: 0.7812, top5_acc: 0.9250, loss_cls: 0.8646, loss: 1.8111, grad_norm: 14.0334 2021-12-04 21:32:25,721 - mmaction - INFO - Epoch [126][780/1345] lr: 1.000e-04, eta: 9:26:01, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.9181, top1_acc: 0.7883, top5_acc: 0.9172, loss_cls: 0.8505, loss: 1.7686, grad_norm: 13.6698 2021-12-04 21:32:44,928 - mmaction - INFO - Epoch [126][800/1345] lr: 1.000e-04, eta: 9:25:40, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.9206, top1_acc: 0.7859, top5_acc: 0.9234, loss_cls: 0.8401, loss: 1.7607, grad_norm: 13.7860 2021-12-04 21:33:04,145 - mmaction - INFO - Epoch [126][820/1345] lr: 1.000e-04, eta: 9:25:19, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.9083, top1_acc: 0.8102, top5_acc: 0.9187, loss_cls: 0.8219, loss: 1.7301, grad_norm: 13.5727 2021-12-04 21:33:23,359 - mmaction - INFO - Epoch [126][840/1345] lr: 1.000e-04, eta: 9:24:58, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8719, top1_acc: 0.8250, top5_acc: 0.9328, loss_cls: 0.7480, loss: 1.6199, grad_norm: 13.0435 2021-12-04 21:33:42,596 - mmaction - INFO - Epoch [126][860/1345] lr: 1.000e-04, eta: 9:24:37, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.9347, top1_acc: 0.7828, top5_acc: 0.9187, loss_cls: 0.8649, loss: 1.7995, grad_norm: 13.9173 2021-12-04 21:34:01,775 - mmaction - INFO - Epoch [126][880/1345] lr: 1.000e-04, eta: 9:24:16, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.8970, top1_acc: 0.7820, top5_acc: 0.9313, loss_cls: 0.8030, loss: 1.7000, grad_norm: 13.4137 2021-12-04 21:34:20,978 - mmaction - INFO - Epoch [126][900/1345] lr: 1.000e-04, eta: 9:23:55, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.9176, top1_acc: 0.8023, top5_acc: 0.9336, loss_cls: 0.8105, loss: 1.7281, grad_norm: 13.5712 2021-12-04 21:34:40,167 - mmaction - INFO - Epoch [126][920/1345] lr: 1.000e-04, eta: 9:23:34, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.9343, top1_acc: 0.7953, top5_acc: 0.9242, loss_cls: 0.8488, loss: 1.7831, grad_norm: 13.8357 2021-12-04 21:34:59,364 - mmaction - INFO - Epoch [126][940/1345] lr: 1.000e-04, eta: 9:23:13, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8982, top1_acc: 0.8094, top5_acc: 0.9406, loss_cls: 0.7553, loss: 1.6534, grad_norm: 12.8017 2021-12-04 21:35:18,561 - mmaction - INFO - Epoch [126][960/1345] lr: 1.000e-04, eta: 9:22:52, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.9030, top1_acc: 0.7992, top5_acc: 0.9305, loss_cls: 0.8310, loss: 1.7340, grad_norm: 14.0662 2021-12-04 21:35:37,771 - mmaction - INFO - Epoch [126][980/1345] lr: 1.000e-04, eta: 9:22:31, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.9229, top1_acc: 0.7984, top5_acc: 0.9297, loss_cls: 0.8011, loss: 1.7239, grad_norm: 13.3839 2021-12-04 21:35:56,983 - mmaction - INFO - Epoch [126][1000/1345] lr: 1.000e-04, eta: 9:22:10, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8906, top1_acc: 0.7992, top5_acc: 0.9242, loss_cls: 0.8342, loss: 1.7248, grad_norm: 13.6666 2021-12-04 21:36:16,177 - mmaction - INFO - Epoch [126][1020/1345] lr: 1.000e-04, eta: 9:21:49, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.9261, top1_acc: 0.7977, top5_acc: 0.9219, loss_cls: 0.8332, loss: 1.7593, grad_norm: 13.3085 2021-12-04 21:36:35,360 - mmaction - INFO - Epoch [126][1040/1345] lr: 1.000e-04, eta: 9:21:28, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.8937, top1_acc: 0.8055, top5_acc: 0.9344, loss_cls: 0.7604, loss: 1.6541, grad_norm: 13.4085 2021-12-04 21:36:54,573 - mmaction - INFO - Epoch [126][1060/1345] lr: 1.000e-04, eta: 9:21:07, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.9078, top1_acc: 0.7867, top5_acc: 0.9242, loss_cls: 0.8447, loss: 1.7525, grad_norm: 13.8776 2021-12-04 21:37:13,810 - mmaction - INFO - Epoch [126][1080/1345] lr: 1.000e-04, eta: 9:20:46, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.9023, top1_acc: 0.8117, top5_acc: 0.9328, loss_cls: 0.7806, loss: 1.6829, grad_norm: 13.2483 2021-12-04 21:37:33,049 - mmaction - INFO - Epoch [126][1100/1345] lr: 1.000e-04, eta: 9:20:25, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8974, top1_acc: 0.8008, top5_acc: 0.9281, loss_cls: 0.7606, loss: 1.6581, grad_norm: 13.4053 2021-12-04 21:37:52,269 - mmaction - INFO - Epoch [126][1120/1345] lr: 1.000e-04, eta: 9:20:04, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.9339, top1_acc: 0.7969, top5_acc: 0.9281, loss_cls: 0.8065, loss: 1.7404, grad_norm: 13.8954 2021-12-04 21:38:11,507 - mmaction - INFO - Epoch [126][1140/1345] lr: 1.000e-04, eta: 9:19:44, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.9128, top1_acc: 0.7914, top5_acc: 0.9320, loss_cls: 0.8249, loss: 1.7377, grad_norm: 13.9722 2021-12-04 21:38:30,746 - mmaction - INFO - Epoch [126][1160/1345] lr: 1.000e-04, eta: 9:19:23, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.9286, top1_acc: 0.7867, top5_acc: 0.9156, loss_cls: 0.8710, loss: 1.7997, grad_norm: 14.0840 2021-12-04 21:38:49,995 - mmaction - INFO - Epoch [126][1180/1345] lr: 1.000e-04, eta: 9:19:02, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.9433, top1_acc: 0.7688, top5_acc: 0.9172, loss_cls: 0.8870, loss: 1.8303, grad_norm: 14.6923 2021-12-04 21:39:09,243 - mmaction - INFO - Epoch [126][1200/1345] lr: 1.000e-04, eta: 9:18:41, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.9551, top1_acc: 0.8031, top5_acc: 0.9227, loss_cls: 0.8313, loss: 1.7864, grad_norm: 13.6725 2021-12-04 21:39:28,487 - mmaction - INFO - Epoch [126][1220/1345] lr: 1.000e-04, eta: 9:18:20, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8974, top1_acc: 0.7883, top5_acc: 0.9391, loss_cls: 0.7967, loss: 1.6940, grad_norm: 13.6076 2021-12-04 21:39:47,718 - mmaction - INFO - Epoch [126][1240/1345] lr: 1.000e-04, eta: 9:17:59, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8933, top1_acc: 0.7977, top5_acc: 0.9297, loss_cls: 0.8255, loss: 1.7187, grad_norm: 14.0922 2021-12-04 21:40:06,963 - mmaction - INFO - Epoch [126][1260/1345] lr: 1.000e-04, eta: 9:17:38, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.9058, top1_acc: 0.7977, top5_acc: 0.9289, loss_cls: 0.7900, loss: 1.6958, grad_norm: 13.6555 2021-12-04 21:40:26,214 - mmaction - INFO - Epoch [126][1280/1345] lr: 1.000e-04, eta: 9:17:17, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8846, top1_acc: 0.8031, top5_acc: 0.9289, loss_cls: 0.7779, loss: 1.6625, grad_norm: 13.3076 2021-12-04 21:40:45,476 - mmaction - INFO - Epoch [126][1300/1345] lr: 1.000e-04, eta: 9:16:56, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8765, top1_acc: 0.8125, top5_acc: 0.9250, loss_cls: 0.7543, loss: 1.6307, grad_norm: 13.2296 2021-12-04 21:41:04,734 - mmaction - INFO - Epoch [126][1320/1345] lr: 1.000e-04, eta: 9:16:35, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.9053, top1_acc: 0.8148, top5_acc: 0.9359, loss_cls: 0.7625, loss: 1.6678, grad_norm: 13.2859 2021-12-04 21:41:24,020 - mmaction - INFO - Epoch [126][1340/1345] lr: 1.000e-04, eta: 9:16:14, time: 0.964, data_time: 0.001, memory: 8233, loss_aux: 0.9072, top1_acc: 0.7906, top5_acc: 0.9336, loss_cls: 0.8115, loss: 1.7186, grad_norm: 14.4740 2021-12-04 21:43:44,913 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-04 21:43:45,065 - mmaction - INFO - top1_acc 0.4843 top5_acc 0.7782 2021-12-04 21:43:45,065 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-04 21:43:45,075 - mmaction - INFO - mean_acc 0.4522 2021-12-04 21:43:48,394 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_126.pth. 2021-12-04 21:43:48,395 - mmaction - INFO - Best top1_acc is 0.4843 at 126 epoch. 2021-12-04 21:43:48,398 - mmaction - INFO - Saving checkpoint at 126 epochs 2021-12-04 21:43:51,569 - mmaction - INFO - Epoch(val) [126][181] top1_acc: 0.4843, top5_acc: 0.7782, mean_class_accuracy: 0.4522 2021-12-04 21:45:53,994 - mmaction - INFO - Epoch [127][20/1345] lr: 1.000e-04, eta: 9:16:07, time: 6.121, data_time: 5.148, memory: 8233, loss_aux: 0.9253, top1_acc: 0.8055, top5_acc: 0.9273, loss_cls: 0.8411, loss: 1.7664, grad_norm: 14.3395 2021-12-04 21:46:13,206 - mmaction - INFO - Epoch [127][40/1345] lr: 1.000e-04, eta: 9:15:46, time: 0.961, data_time: 0.004, memory: 8233, loss_aux: 0.9229, top1_acc: 0.7961, top5_acc: 0.9242, loss_cls: 0.8388, loss: 1.7616, grad_norm: 13.8468 2021-12-04 21:46:32,374 - mmaction - INFO - Epoch [127][60/1345] lr: 1.000e-04, eta: 9:15:25, time: 0.958, data_time: 0.002, memory: 8233, loss_aux: 0.9289, top1_acc: 0.8063, top5_acc: 0.9297, loss_cls: 0.8103, loss: 1.7392, grad_norm: 13.6048 2021-12-04 21:46:51,553 - mmaction - INFO - Epoch [127][80/1345] lr: 1.000e-04, eta: 9:15:04, time: 0.959, data_time: 0.002, memory: 8233, loss_aux: 0.8963, top1_acc: 0.8047, top5_acc: 0.9344, loss_cls: 0.7784, loss: 1.6746, grad_norm: 13.8417 2021-12-04 21:47:10,705 - mmaction - INFO - Epoch [127][100/1345] lr: 1.000e-04, eta: 9:14:43, time: 0.958, data_time: 0.001, memory: 8233, loss_aux: 0.9422, top1_acc: 0.7805, top5_acc: 0.9164, loss_cls: 0.8785, loss: 1.8206, grad_norm: 13.9540 2021-12-04 21:47:29,890 - mmaction - INFO - Epoch [127][120/1345] lr: 1.000e-04, eta: 9:14:22, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.8758, top1_acc: 0.7945, top5_acc: 0.9227, loss_cls: 0.8195, loss: 1.6953, grad_norm: 13.6514 2021-12-04 21:47:49,111 - mmaction - INFO - Epoch [127][140/1345] lr: 1.000e-04, eta: 9:14:01, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.9017, top1_acc: 0.7992, top5_acc: 0.9234, loss_cls: 0.8081, loss: 1.7097, grad_norm: 13.6454 2021-12-04 21:48:08,319 - mmaction - INFO - Epoch [127][160/1345] lr: 1.000e-04, eta: 9:13:40, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.9221, top1_acc: 0.8055, top5_acc: 0.9258, loss_cls: 0.8061, loss: 1.7282, grad_norm: 13.7465 2021-12-04 21:48:27,500 - mmaction - INFO - Epoch [127][180/1345] lr: 1.000e-04, eta: 9:13:19, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.8944, top1_acc: 0.8094, top5_acc: 0.9445, loss_cls: 0.7401, loss: 1.6345, grad_norm: 13.5127 2021-12-04 21:48:46,698 - mmaction - INFO - Epoch [127][200/1345] lr: 1.000e-04, eta: 9:12:58, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.9031, top1_acc: 0.8109, top5_acc: 0.9328, loss_cls: 0.7814, loss: 1.6845, grad_norm: 13.7996 2021-12-04 21:49:05,885 - mmaction - INFO - Epoch [127][220/1345] lr: 1.000e-04, eta: 9:12:37, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.8711, top1_acc: 0.8133, top5_acc: 0.9398, loss_cls: 0.7283, loss: 1.5994, grad_norm: 13.0280 2021-12-04 21:49:25,091 - mmaction - INFO - Epoch [127][240/1345] lr: 1.000e-04, eta: 9:12:16, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8900, top1_acc: 0.8031, top5_acc: 0.9414, loss_cls: 0.7459, loss: 1.6359, grad_norm: 13.5820 2021-12-04 21:49:44,280 - mmaction - INFO - Epoch [127][260/1345] lr: 1.000e-04, eta: 9:11:55, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.9209, top1_acc: 0.8016, top5_acc: 0.9250, loss_cls: 0.8084, loss: 1.7293, grad_norm: 13.5823 2021-12-04 21:50:03,476 - mmaction - INFO - Epoch [127][280/1345] lr: 1.000e-04, eta: 9:11:34, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8899, top1_acc: 0.8094, top5_acc: 0.9344, loss_cls: 0.7659, loss: 1.6558, grad_norm: 13.5692 2021-12-04 21:50:22,660 - mmaction - INFO - Epoch [127][300/1345] lr: 1.000e-04, eta: 9:11:13, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.9175, top1_acc: 0.8141, top5_acc: 0.9203, loss_cls: 0.8244, loss: 1.7418, grad_norm: 13.6818 2021-12-04 21:50:41,819 - mmaction - INFO - Epoch [127][320/1345] lr: 1.000e-04, eta: 9:10:52, time: 0.958, data_time: 0.001, memory: 8233, loss_aux: 0.9141, top1_acc: 0.7953, top5_acc: 0.9320, loss_cls: 0.8064, loss: 1.7205, grad_norm: 14.0973 2021-12-04 21:51:01,030 - mmaction - INFO - Epoch [127][340/1345] lr: 1.000e-04, eta: 9:10:31, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8838, top1_acc: 0.8187, top5_acc: 0.9352, loss_cls: 0.7650, loss: 1.6489, grad_norm: 13.0893 2021-12-04 21:51:20,243 - mmaction - INFO - Epoch [127][360/1345] lr: 1.000e-04, eta: 9:10:10, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.9040, top1_acc: 0.7781, top5_acc: 0.9070, loss_cls: 0.8823, loss: 1.7863, grad_norm: 13.6858 2021-12-04 21:51:39,445 - mmaction - INFO - Epoch [127][380/1345] lr: 1.000e-04, eta: 9:09:49, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8991, top1_acc: 0.7977, top5_acc: 0.9375, loss_cls: 0.7730, loss: 1.6722, grad_norm: 13.7353 2021-12-04 21:51:58,672 - mmaction - INFO - Epoch [127][400/1345] lr: 1.000e-04, eta: 9:09:28, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8969, top1_acc: 0.7953, top5_acc: 0.9313, loss_cls: 0.7897, loss: 1.6865, grad_norm: 13.5206 2021-12-04 21:52:17,888 - mmaction - INFO - Epoch [127][420/1345] lr: 1.000e-04, eta: 9:09:07, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.9090, top1_acc: 0.8086, top5_acc: 0.9297, loss_cls: 0.7941, loss: 1.7031, grad_norm: 13.7628 2021-12-04 21:52:37,114 - mmaction - INFO - Epoch [127][440/1345] lr: 1.000e-04, eta: 9:08:46, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.9092, top1_acc: 0.7867, top5_acc: 0.9227, loss_cls: 0.8341, loss: 1.7433, grad_norm: 13.9471 2021-12-04 21:52:56,302 - mmaction - INFO - Epoch [127][460/1345] lr: 1.000e-04, eta: 9:08:25, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.8410, top1_acc: 0.8266, top5_acc: 0.9344, loss_cls: 0.7005, loss: 1.5415, grad_norm: 12.8316 2021-12-04 21:53:15,510 - mmaction - INFO - Epoch [127][480/1345] lr: 1.000e-04, eta: 9:08:04, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.9296, top1_acc: 0.7969, top5_acc: 0.9273, loss_cls: 0.8360, loss: 1.7656, grad_norm: 14.2878 2021-12-04 21:53:34,743 - mmaction - INFO - Epoch [127][500/1345] lr: 1.000e-04, eta: 9:07:43, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.9308, top1_acc: 0.7984, top5_acc: 0.9227, loss_cls: 0.8161, loss: 1.7469, grad_norm: 13.5114 2021-12-04 21:53:53,954 - mmaction - INFO - Epoch [127][520/1345] lr: 1.000e-04, eta: 9:07:22, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.9402, top1_acc: 0.7781, top5_acc: 0.9234, loss_cls: 0.8540, loss: 1.7942, grad_norm: 14.1943 2021-12-04 21:54:13,161 - mmaction - INFO - Epoch [127][540/1345] lr: 1.000e-04, eta: 9:07:02, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8497, top1_acc: 0.8117, top5_acc: 0.9336, loss_cls: 0.7369, loss: 1.5865, grad_norm: 13.3720 2021-12-04 21:54:32,375 - mmaction - INFO - Epoch [127][560/1345] lr: 1.000e-04, eta: 9:06:41, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.9147, top1_acc: 0.8070, top5_acc: 0.9336, loss_cls: 0.7760, loss: 1.6908, grad_norm: 13.6135 2021-12-04 21:54:51,562 - mmaction - INFO - Epoch [127][580/1345] lr: 1.000e-04, eta: 9:06:20, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.8799, top1_acc: 0.7953, top5_acc: 0.9219, loss_cls: 0.7991, loss: 1.6790, grad_norm: 13.5227 2021-12-04 21:55:10,740 - mmaction - INFO - Epoch [127][600/1345] lr: 1.000e-04, eta: 9:05:59, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.9348, top1_acc: 0.7945, top5_acc: 0.9203, loss_cls: 0.8451, loss: 1.7799, grad_norm: 13.9538 2021-12-04 21:55:29,941 - mmaction - INFO - Epoch [127][620/1345] lr: 1.000e-04, eta: 9:05:38, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8930, top1_acc: 0.8180, top5_acc: 0.9352, loss_cls: 0.7636, loss: 1.6566, grad_norm: 13.7703 2021-12-04 21:55:49,129 - mmaction - INFO - Epoch [127][640/1345] lr: 1.000e-04, eta: 9:05:17, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.8790, top1_acc: 0.8141, top5_acc: 0.9406, loss_cls: 0.7522, loss: 1.6312, grad_norm: 13.6277 2021-12-04 21:56:08,306 - mmaction - INFO - Epoch [127][660/1345] lr: 1.000e-04, eta: 9:04:56, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.9228, top1_acc: 0.7945, top5_acc: 0.9227, loss_cls: 0.8065, loss: 1.7294, grad_norm: 13.5215 2021-12-04 21:56:27,485 - mmaction - INFO - Epoch [127][680/1345] lr: 1.000e-04, eta: 9:04:35, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.9049, top1_acc: 0.7984, top5_acc: 0.9344, loss_cls: 0.8002, loss: 1.7051, grad_norm: 13.8119 2021-12-04 21:56:46,693 - mmaction - INFO - Epoch [127][700/1345] lr: 1.000e-04, eta: 9:04:14, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8497, top1_acc: 0.8156, top5_acc: 0.9383, loss_cls: 0.7247, loss: 1.5744, grad_norm: 13.0189 2021-12-04 21:57:05,885 - mmaction - INFO - Epoch [127][720/1345] lr: 1.000e-04, eta: 9:03:53, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.9281, top1_acc: 0.8063, top5_acc: 0.9305, loss_cls: 0.8058, loss: 1.7340, grad_norm: 13.8066 2021-12-04 21:57:25,088 - mmaction - INFO - Epoch [127][740/1345] lr: 1.000e-04, eta: 9:03:32, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.9304, top1_acc: 0.8094, top5_acc: 0.9344, loss_cls: 0.7822, loss: 1.7125, grad_norm: 13.7367 2021-12-04 21:57:44,299 - mmaction - INFO - Epoch [127][760/1345] lr: 1.000e-04, eta: 9:03:11, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.9204, top1_acc: 0.7922, top5_acc: 0.9266, loss_cls: 0.8243, loss: 1.7447, grad_norm: 14.2546 2021-12-04 21:58:03,493 - mmaction - INFO - Epoch [127][780/1345] lr: 1.000e-04, eta: 9:02:50, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8787, top1_acc: 0.8063, top5_acc: 0.9406, loss_cls: 0.7669, loss: 1.6456, grad_norm: 13.9189 2021-12-04 21:58:22,670 - mmaction - INFO - Epoch [127][800/1345] lr: 1.000e-04, eta: 9:02:29, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.8913, top1_acc: 0.8063, top5_acc: 0.9320, loss_cls: 0.7607, loss: 1.6520, grad_norm: 13.6206 2021-12-04 21:58:41,894 - mmaction - INFO - Epoch [127][820/1345] lr: 1.000e-04, eta: 9:02:08, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8997, top1_acc: 0.8031, top5_acc: 0.9375, loss_cls: 0.7521, loss: 1.6518, grad_norm: 13.5891 2021-12-04 21:59:01,089 - mmaction - INFO - Epoch [127][840/1345] lr: 1.000e-04, eta: 9:01:47, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.9127, top1_acc: 0.8094, top5_acc: 0.9359, loss_cls: 0.7591, loss: 1.6719, grad_norm: 13.3993 2021-12-04 21:59:20,276 - mmaction - INFO - Epoch [127][860/1345] lr: 1.000e-04, eta: 9:01:26, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.8995, top1_acc: 0.8281, top5_acc: 0.9391, loss_cls: 0.7221, loss: 1.6216, grad_norm: 13.1223 2021-12-04 21:59:39,483 - mmaction - INFO - Epoch [127][880/1345] lr: 1.000e-04, eta: 9:01:05, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.9001, top1_acc: 0.8047, top5_acc: 0.9328, loss_cls: 0.7973, loss: 1.6974, grad_norm: 13.7534 2021-12-04 21:59:58,694 - mmaction - INFO - Epoch [127][900/1345] lr: 1.000e-04, eta: 9:00:44, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.9229, top1_acc: 0.7750, top5_acc: 0.9273, loss_cls: 0.8247, loss: 1.7476, grad_norm: 14.1557 2021-12-04 22:00:17,906 - mmaction - INFO - Epoch [127][920/1345] lr: 1.000e-04, eta: 9:00:23, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8733, top1_acc: 0.8133, top5_acc: 0.9398, loss_cls: 0.7526, loss: 1.6259, grad_norm: 13.5375 2021-12-04 22:00:37,137 - mmaction - INFO - Epoch [127][940/1345] lr: 1.000e-04, eta: 9:00:02, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8788, top1_acc: 0.8000, top5_acc: 0.9422, loss_cls: 0.7735, loss: 1.6523, grad_norm: 13.8943 2021-12-04 22:00:56,368 - mmaction - INFO - Epoch [127][960/1345] lr: 1.000e-04, eta: 8:59:41, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.9104, top1_acc: 0.7937, top5_acc: 0.9187, loss_cls: 0.8430, loss: 1.7534, grad_norm: 14.2395 2021-12-04 22:01:15,542 - mmaction - INFO - Epoch [127][980/1345] lr: 1.000e-04, eta: 8:59:21, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.9025, top1_acc: 0.8023, top5_acc: 0.9367, loss_cls: 0.7740, loss: 1.6765, grad_norm: 13.5932 2021-12-04 22:01:34,751 - mmaction - INFO - Epoch [127][1000/1345] lr: 1.000e-04, eta: 8:59:00, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8661, top1_acc: 0.8078, top5_acc: 0.9281, loss_cls: 0.7733, loss: 1.6394, grad_norm: 13.3037 2021-12-04 22:01:53,968 - mmaction - INFO - Epoch [127][1020/1345] lr: 1.000e-04, eta: 8:58:39, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8884, top1_acc: 0.7922, top5_acc: 0.9258, loss_cls: 0.8075, loss: 1.6958, grad_norm: 13.8363 2021-12-04 22:02:13,188 - mmaction - INFO - Epoch [127][1040/1345] lr: 1.000e-04, eta: 8:58:18, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8788, top1_acc: 0.8156, top5_acc: 0.9398, loss_cls: 0.7466, loss: 1.6254, grad_norm: 13.5472 2021-12-04 22:02:32,430 - mmaction - INFO - Epoch [127][1060/1345] lr: 1.000e-04, eta: 8:57:57, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.9178, top1_acc: 0.8180, top5_acc: 0.9344, loss_cls: 0.7816, loss: 1.6995, grad_norm: 13.5502 2021-12-04 22:02:51,644 - mmaction - INFO - Epoch [127][1080/1345] lr: 1.000e-04, eta: 8:57:36, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.9196, top1_acc: 0.8078, top5_acc: 0.9219, loss_cls: 0.7988, loss: 1.7184, grad_norm: 13.8288 2021-12-04 22:03:10,889 - mmaction - INFO - Epoch [127][1100/1345] lr: 1.000e-04, eta: 8:57:15, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.9012, top1_acc: 0.7914, top5_acc: 0.9250, loss_cls: 0.7977, loss: 1.6989, grad_norm: 13.7563 2021-12-04 22:03:30,135 - mmaction - INFO - Epoch [127][1120/1345] lr: 1.000e-04, eta: 8:56:54, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.9185, top1_acc: 0.7906, top5_acc: 0.9352, loss_cls: 0.8090, loss: 1.7275, grad_norm: 13.7138 2021-12-04 22:03:49,371 - mmaction - INFO - Epoch [127][1140/1345] lr: 1.000e-04, eta: 8:56:33, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.9235, top1_acc: 0.7953, top5_acc: 0.9313, loss_cls: 0.8231, loss: 1.7467, grad_norm: 14.2473 2021-12-04 22:04:08,636 - mmaction - INFO - Epoch [127][1160/1345] lr: 1.000e-04, eta: 8:56:12, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.9034, top1_acc: 0.8078, top5_acc: 0.9367, loss_cls: 0.7595, loss: 1.6628, grad_norm: 13.3513 2021-12-04 22:04:27,877 - mmaction - INFO - Epoch [127][1180/1345] lr: 1.000e-04, eta: 8:55:51, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.9238, top1_acc: 0.8117, top5_acc: 0.9258, loss_cls: 0.7830, loss: 1.7068, grad_norm: 13.7039 2021-12-04 22:04:47,136 - mmaction - INFO - Epoch [127][1200/1345] lr: 1.000e-04, eta: 8:55:30, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.9151, top1_acc: 0.7969, top5_acc: 0.9227, loss_cls: 0.8151, loss: 1.7302, grad_norm: 14.1984 2021-12-04 22:05:06,369 - mmaction - INFO - Epoch [127][1220/1345] lr: 1.000e-04, eta: 8:55:09, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8671, top1_acc: 0.8156, top5_acc: 0.9391, loss_cls: 0.7515, loss: 1.6185, grad_norm: 13.9253 2021-12-04 22:05:25,621 - mmaction - INFO - Epoch [127][1240/1345] lr: 1.000e-04, eta: 8:54:48, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8809, top1_acc: 0.7984, top5_acc: 0.9242, loss_cls: 0.8034, loss: 1.6842, grad_norm: 13.5476 2021-12-04 22:05:44,895 - mmaction - INFO - Epoch [127][1260/1345] lr: 1.000e-04, eta: 8:54:27, time: 0.964, data_time: 0.001, memory: 8233, loss_aux: 0.9450, top1_acc: 0.8148, top5_acc: 0.9328, loss_cls: 0.7754, loss: 1.7204, grad_norm: 13.7249 2021-12-04 22:06:04,165 - mmaction - INFO - Epoch [127][1280/1345] lr: 1.000e-04, eta: 8:54:06, time: 0.964, data_time: 0.001, memory: 8233, loss_aux: 0.8879, top1_acc: 0.8102, top5_acc: 0.9344, loss_cls: 0.7653, loss: 1.6532, grad_norm: 13.4852 2021-12-04 22:06:23,415 - mmaction - INFO - Epoch [127][1300/1345] lr: 1.000e-04, eta: 8:53:46, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8896, top1_acc: 0.8047, top5_acc: 0.9375, loss_cls: 0.7683, loss: 1.6579, grad_norm: 13.8420 2021-12-04 22:06:42,649 - mmaction - INFO - Epoch [127][1320/1345] lr: 1.000e-04, eta: 8:53:25, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8600, top1_acc: 0.8070, top5_acc: 0.9313, loss_cls: 0.7768, loss: 1.6368, grad_norm: 13.8361 2021-12-04 22:07:01,911 - mmaction - INFO - Epoch [127][1340/1345] lr: 1.000e-04, eta: 8:53:04, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.9103, top1_acc: 0.8125, top5_acc: 0.9313, loss_cls: 0.7702, loss: 1.6805, grad_norm: 13.9570 2021-12-04 22:09:23,008 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-04 22:09:23,162 - mmaction - INFO - top1_acc 0.4819 top5_acc 0.7759 2021-12-04 22:09:23,162 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-04 22:09:23,172 - mmaction - INFO - mean_acc 0.4463 2021-12-04 22:09:23,177 - mmaction - INFO - Saving checkpoint at 127 epochs 2021-12-04 22:09:31,028 - mmaction - INFO - Epoch(val) [127][181] top1_acc: 0.4819, top5_acc: 0.7759, mean_class_accuracy: 0.4463 2021-12-04 22:11:46,150 - mmaction - INFO - Epoch [128][20/1345] lr: 1.000e-04, eta: 8:52:58, time: 6.755, data_time: 5.663, memory: 8233, loss_aux: 0.9108, top1_acc: 0.8070, top5_acc: 0.9398, loss_cls: 0.7565, loss: 1.6674, grad_norm: 13.8694 2021-12-04 22:12:05,254 - mmaction - INFO - Epoch [128][40/1345] lr: 1.000e-04, eta: 8:52:37, time: 0.955, data_time: 0.004, memory: 8233, loss_aux: 0.9092, top1_acc: 0.8172, top5_acc: 0.9313, loss_cls: 0.7598, loss: 1.6690, grad_norm: 14.0629 2021-12-04 22:12:24,311 - mmaction - INFO - Epoch [128][60/1345] lr: 1.000e-04, eta: 8:52:16, time: 0.953, data_time: 0.002, memory: 8233, loss_aux: 0.8969, top1_acc: 0.7984, top5_acc: 0.9289, loss_cls: 0.7917, loss: 1.6886, grad_norm: 14.0042 2021-12-04 22:12:43,415 - mmaction - INFO - Epoch [128][80/1345] lr: 1.000e-04, eta: 8:51:55, time: 0.955, data_time: 0.002, memory: 8233, loss_aux: 0.8538, top1_acc: 0.8203, top5_acc: 0.9375, loss_cls: 0.7176, loss: 1.5714, grad_norm: 13.4134 2021-12-04 22:13:02,566 - mmaction - INFO - Epoch [128][100/1345] lr: 1.000e-04, eta: 8:51:34, time: 0.958, data_time: 0.001, memory: 8233, loss_aux: 0.9041, top1_acc: 0.8094, top5_acc: 0.9352, loss_cls: 0.7571, loss: 1.6612, grad_norm: 13.7607 2021-12-04 22:13:21,682 - mmaction - INFO - Epoch [128][120/1345] lr: 1.000e-04, eta: 8:51:13, time: 0.956, data_time: 0.001, memory: 8233, loss_aux: 0.9381, top1_acc: 0.7875, top5_acc: 0.9211, loss_cls: 0.8350, loss: 1.7731, grad_norm: 13.7842 2021-12-04 22:13:40,860 - mmaction - INFO - Epoch [128][140/1345] lr: 1.000e-04, eta: 8:50:52, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.8945, top1_acc: 0.8133, top5_acc: 0.9344, loss_cls: 0.7510, loss: 1.6455, grad_norm: 13.3123 2021-12-04 22:14:00,009 - mmaction - INFO - Epoch [128][160/1345] lr: 1.000e-04, eta: 8:50:31, time: 0.957, data_time: 0.001, memory: 8233, loss_aux: 0.9348, top1_acc: 0.8016, top5_acc: 0.9313, loss_cls: 0.7904, loss: 1.7252, grad_norm: 13.8393 2021-12-04 22:14:19,163 - mmaction - INFO - Epoch [128][180/1345] lr: 1.000e-04, eta: 8:50:10, time: 0.958, data_time: 0.001, memory: 8233, loss_aux: 0.8839, top1_acc: 0.8117, top5_acc: 0.9375, loss_cls: 0.7703, loss: 1.6541, grad_norm: 13.6543 2021-12-04 22:14:38,376 - mmaction - INFO - Epoch [128][200/1345] lr: 1.000e-04, eta: 8:49:49, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.9224, top1_acc: 0.7867, top5_acc: 0.9266, loss_cls: 0.8478, loss: 1.7702, grad_norm: 14.4084 2021-12-04 22:14:57,581 - mmaction - INFO - Epoch [128][220/1345] lr: 1.000e-04, eta: 8:49:28, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8838, top1_acc: 0.8242, top5_acc: 0.9281, loss_cls: 0.7408, loss: 1.6246, grad_norm: 13.2901 2021-12-04 22:15:16,756 - mmaction - INFO - Epoch [128][240/1345] lr: 1.000e-04, eta: 8:49:07, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.9055, top1_acc: 0.7937, top5_acc: 0.9297, loss_cls: 0.7944, loss: 1.6998, grad_norm: 14.2808 2021-12-04 22:15:35,946 - mmaction - INFO - Epoch [128][260/1345] lr: 1.000e-04, eta: 8:48:46, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8536, top1_acc: 0.8234, top5_acc: 0.9391, loss_cls: 0.7187, loss: 1.5723, grad_norm: 13.7763 2021-12-04 22:15:55,159 - mmaction - INFO - Epoch [128][280/1345] lr: 1.000e-04, eta: 8:48:25, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8684, top1_acc: 0.8203, top5_acc: 0.9266, loss_cls: 0.7568, loss: 1.6251, grad_norm: 13.1162 2021-12-04 22:16:14,337 - mmaction - INFO - Epoch [128][300/1345] lr: 1.000e-04, eta: 8:48:04, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.9466, top1_acc: 0.7945, top5_acc: 0.9219, loss_cls: 0.8395, loss: 1.7861, grad_norm: 14.2993 2021-12-04 22:16:33,551 - mmaction - INFO - Epoch [128][320/1345] lr: 1.000e-04, eta: 8:47:43, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8918, top1_acc: 0.8016, top5_acc: 0.9227, loss_cls: 0.7881, loss: 1.6798, grad_norm: 13.6546 2021-12-04 22:16:52,742 - mmaction - INFO - Epoch [128][340/1345] lr: 1.000e-04, eta: 8:47:22, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8937, top1_acc: 0.8094, top5_acc: 0.9305, loss_cls: 0.7659, loss: 1.6596, grad_norm: 13.6591 2021-12-04 22:17:11,928 - mmaction - INFO - Epoch [128][360/1345] lr: 1.000e-04, eta: 8:47:01, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.9115, top1_acc: 0.8070, top5_acc: 0.9297, loss_cls: 0.7947, loss: 1.7061, grad_norm: 13.6207 2021-12-04 22:17:31,131 - mmaction - INFO - Epoch [128][380/1345] lr: 1.000e-04, eta: 8:46:40, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8840, top1_acc: 0.8070, top5_acc: 0.9391, loss_cls: 0.7241, loss: 1.6081, grad_norm: 13.4253 2021-12-04 22:17:50,335 - mmaction - INFO - Epoch [128][400/1345] lr: 1.000e-04, eta: 8:46:19, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.9202, top1_acc: 0.7937, top5_acc: 0.9289, loss_cls: 0.7882, loss: 1.7083, grad_norm: 14.1702 2021-12-04 22:18:09,543 - mmaction - INFO - Epoch [128][420/1345] lr: 1.000e-04, eta: 8:45:58, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.9496, top1_acc: 0.7773, top5_acc: 0.9133, loss_cls: 0.9158, loss: 1.8654, grad_norm: 14.7195 2021-12-04 22:18:28,774 - mmaction - INFO - Epoch [128][440/1345] lr: 1.000e-04, eta: 8:45:37, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.9010, top1_acc: 0.8125, top5_acc: 0.9375, loss_cls: 0.7868, loss: 1.6878, grad_norm: 13.5820 2021-12-04 22:18:48,033 - mmaction - INFO - Epoch [128][460/1345] lr: 1.000e-04, eta: 8:45:17, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.9112, top1_acc: 0.8227, top5_acc: 0.9383, loss_cls: 0.7353, loss: 1.6464, grad_norm: 13.3087 2021-12-04 22:19:07,253 - mmaction - INFO - Epoch [128][480/1345] lr: 1.000e-04, eta: 8:44:56, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.9058, top1_acc: 0.8117, top5_acc: 0.9273, loss_cls: 0.7855, loss: 1.6913, grad_norm: 13.7780 2021-12-04 22:19:26,455 - mmaction - INFO - Epoch [128][500/1345] lr: 1.000e-04, eta: 8:44:35, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.9006, top1_acc: 0.8016, top5_acc: 0.9273, loss_cls: 0.7991, loss: 1.6996, grad_norm: 14.1727 2021-12-04 22:19:45,661 - mmaction - INFO - Epoch [128][520/1345] lr: 1.000e-04, eta: 8:44:14, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.9118, top1_acc: 0.8086, top5_acc: 0.9320, loss_cls: 0.7648, loss: 1.6766, grad_norm: 13.8776 2021-12-04 22:20:04,853 - mmaction - INFO - Epoch [128][540/1345] lr: 1.000e-04, eta: 8:43:53, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8707, top1_acc: 0.8156, top5_acc: 0.9359, loss_cls: 0.7499, loss: 1.6205, grad_norm: 13.5684 2021-12-04 22:20:24,068 - mmaction - INFO - Epoch [128][560/1345] lr: 1.000e-04, eta: 8:43:32, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8697, top1_acc: 0.8164, top5_acc: 0.9414, loss_cls: 0.7366, loss: 1.6063, grad_norm: 13.6111 2021-12-04 22:20:43,274 - mmaction - INFO - Epoch [128][580/1345] lr: 1.000e-04, eta: 8:43:11, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.9364, top1_acc: 0.7953, top5_acc: 0.9258, loss_cls: 0.8307, loss: 1.7671, grad_norm: 14.1158 2021-12-04 22:21:02,507 - mmaction - INFO - Epoch [128][600/1345] lr: 1.000e-04, eta: 8:42:50, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.9080, top1_acc: 0.8063, top5_acc: 0.9250, loss_cls: 0.8195, loss: 1.7274, grad_norm: 14.0508 2021-12-04 22:21:21,696 - mmaction - INFO - Epoch [128][620/1345] lr: 1.000e-04, eta: 8:42:29, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8816, top1_acc: 0.7930, top5_acc: 0.9266, loss_cls: 0.7721, loss: 1.6537, grad_norm: 13.6535 2021-12-04 22:21:40,909 - mmaction - INFO - Epoch [128][640/1345] lr: 1.000e-04, eta: 8:42:08, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.9509, top1_acc: 0.7867, top5_acc: 0.9234, loss_cls: 0.8591, loss: 1.8100, grad_norm: 14.4519 2021-12-04 22:22:00,122 - mmaction - INFO - Epoch [128][660/1345] lr: 1.000e-04, eta: 8:41:47, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.9150, top1_acc: 0.8094, top5_acc: 0.9344, loss_cls: 0.7864, loss: 1.7014, grad_norm: 14.2287 2021-12-04 22:22:19,324 - mmaction - INFO - Epoch [128][680/1345] lr: 1.000e-04, eta: 8:41:26, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8404, top1_acc: 0.8187, top5_acc: 0.9344, loss_cls: 0.7082, loss: 1.5486, grad_norm: 13.2460 2021-12-04 22:22:38,534 - mmaction - INFO - Epoch [128][700/1345] lr: 1.000e-04, eta: 8:41:05, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8618, top1_acc: 0.8141, top5_acc: 0.9367, loss_cls: 0.7376, loss: 1.5993, grad_norm: 13.2788 2021-12-04 22:22:57,751 - mmaction - INFO - Epoch [128][720/1345] lr: 1.000e-04, eta: 8:40:44, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8904, top1_acc: 0.8047, top5_acc: 0.9344, loss_cls: 0.7619, loss: 1.6523, grad_norm: 14.1657 2021-12-04 22:23:16,913 - mmaction - INFO - Epoch [128][740/1345] lr: 1.000e-04, eta: 8:40:23, time: 0.958, data_time: 0.001, memory: 8233, loss_aux: 0.9148, top1_acc: 0.8055, top5_acc: 0.9258, loss_cls: 0.7957, loss: 1.7105, grad_norm: 13.5662 2021-12-04 22:23:36,092 - mmaction - INFO - Epoch [128][760/1345] lr: 1.000e-04, eta: 8:40:02, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.8874, top1_acc: 0.7953, top5_acc: 0.9289, loss_cls: 0.7949, loss: 1.6823, grad_norm: 14.0685 2021-12-04 22:23:55,276 - mmaction - INFO - Epoch [128][780/1345] lr: 1.000e-04, eta: 8:39:41, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.8834, top1_acc: 0.8102, top5_acc: 0.9313, loss_cls: 0.7457, loss: 1.6290, grad_norm: 13.4754 2021-12-04 22:24:14,459 - mmaction - INFO - Epoch [128][800/1345] lr: 1.000e-04, eta: 8:39:20, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.8625, top1_acc: 0.8070, top5_acc: 0.9453, loss_cls: 0.7204, loss: 1.5830, grad_norm: 13.5763 2021-12-04 22:24:33,691 - mmaction - INFO - Epoch [128][820/1345] lr: 1.000e-04, eta: 8:39:00, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8493, top1_acc: 0.8289, top5_acc: 0.9453, loss_cls: 0.6819, loss: 1.5312, grad_norm: 13.2450 2021-12-04 22:24:52,908 - mmaction - INFO - Epoch [128][840/1345] lr: 1.000e-04, eta: 8:38:39, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.9181, top1_acc: 0.8211, top5_acc: 0.9320, loss_cls: 0.7633, loss: 1.6814, grad_norm: 13.6000 2021-12-04 22:25:12,090 - mmaction - INFO - Epoch [128][860/1345] lr: 1.000e-04, eta: 8:38:18, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.9126, top1_acc: 0.8086, top5_acc: 0.9281, loss_cls: 0.7861, loss: 1.6988, grad_norm: 14.0335 2021-12-04 22:25:31,302 - mmaction - INFO - Epoch [128][880/1345] lr: 1.000e-04, eta: 8:37:57, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8878, top1_acc: 0.8016, top5_acc: 0.9391, loss_cls: 0.7528, loss: 1.6407, grad_norm: 13.9603 2021-12-04 22:25:50,549 - mmaction - INFO - Epoch [128][900/1345] lr: 1.000e-04, eta: 8:37:36, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.9399, top1_acc: 0.7953, top5_acc: 0.9219, loss_cls: 0.8244, loss: 1.7643, grad_norm: 14.4927 2021-12-04 22:26:09,767 - mmaction - INFO - Epoch [128][920/1345] lr: 1.000e-04, eta: 8:37:15, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8856, top1_acc: 0.8031, top5_acc: 0.9352, loss_cls: 0.7816, loss: 1.6672, grad_norm: 14.0599 2021-12-04 22:26:28,998 - mmaction - INFO - Epoch [128][940/1345] lr: 1.000e-04, eta: 8:36:54, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.9041, top1_acc: 0.8078, top5_acc: 0.9313, loss_cls: 0.7753, loss: 1.6794, grad_norm: 13.9228 2021-12-04 22:26:48,207 - mmaction - INFO - Epoch [128][960/1345] lr: 1.000e-04, eta: 8:36:33, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.9243, top1_acc: 0.7867, top5_acc: 0.9266, loss_cls: 0.8143, loss: 1.7386, grad_norm: 13.8466 2021-12-04 22:27:07,450 - mmaction - INFO - Epoch [128][980/1345] lr: 1.000e-04, eta: 8:36:12, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.9159, top1_acc: 0.8016, top5_acc: 0.9344, loss_cls: 0.7716, loss: 1.6875, grad_norm: 13.8205 2021-12-04 22:27:26,671 - mmaction - INFO - Epoch [128][1000/1345] lr: 1.000e-04, eta: 8:35:51, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8631, top1_acc: 0.8227, top5_acc: 0.9422, loss_cls: 0.7293, loss: 1.5925, grad_norm: 13.6766 2021-12-04 22:27:45,911 - mmaction - INFO - Epoch [128][1020/1345] lr: 1.000e-04, eta: 8:35:30, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8763, top1_acc: 0.8070, top5_acc: 0.9313, loss_cls: 0.7493, loss: 1.6257, grad_norm: 13.7841 2021-12-04 22:28:05,135 - mmaction - INFO - Epoch [128][1040/1345] lr: 1.000e-04, eta: 8:35:09, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.9046, top1_acc: 0.7977, top5_acc: 0.9266, loss_cls: 0.8079, loss: 1.7125, grad_norm: 14.3477 2021-12-04 22:28:24,402 - mmaction - INFO - Epoch [128][1060/1345] lr: 1.000e-04, eta: 8:34:48, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8720, top1_acc: 0.8141, top5_acc: 0.9398, loss_cls: 0.7430, loss: 1.6150, grad_norm: 13.6956 2021-12-04 22:28:43,638 - mmaction - INFO - Epoch [128][1080/1345] lr: 1.000e-04, eta: 8:34:27, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8858, top1_acc: 0.7992, top5_acc: 0.9375, loss_cls: 0.7470, loss: 1.6327, grad_norm: 13.4132 2021-12-04 22:29:02,882 - mmaction - INFO - Epoch [128][1100/1345] lr: 1.000e-04, eta: 8:34:06, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.9081, top1_acc: 0.8063, top5_acc: 0.9398, loss_cls: 0.7624, loss: 1.6705, grad_norm: 14.0259 2021-12-04 22:29:22,112 - mmaction - INFO - Epoch [128][1120/1345] lr: 1.000e-04, eta: 8:33:46, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.9278, top1_acc: 0.8148, top5_acc: 0.9359, loss_cls: 0.7627, loss: 1.6905, grad_norm: 14.1038 2021-12-04 22:29:41,338 - mmaction - INFO - Epoch [128][1140/1345] lr: 1.000e-04, eta: 8:33:25, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.9440, top1_acc: 0.7914, top5_acc: 0.9070, loss_cls: 0.8838, loss: 1.8279, grad_norm: 14.3476 2021-12-04 22:30:00,577 - mmaction - INFO - Epoch [128][1160/1345] lr: 1.000e-04, eta: 8:33:04, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.9344, top1_acc: 0.8016, top5_acc: 0.9258, loss_cls: 0.8202, loss: 1.7546, grad_norm: 13.9764 2021-12-04 22:30:19,821 - mmaction - INFO - Epoch [128][1180/1345] lr: 1.000e-04, eta: 8:32:43, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8932, top1_acc: 0.7922, top5_acc: 0.9289, loss_cls: 0.7982, loss: 1.6914, grad_norm: 13.9571 2021-12-04 22:30:39,071 - mmaction - INFO - Epoch [128][1200/1345] lr: 1.000e-04, eta: 8:32:22, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.9210, top1_acc: 0.7914, top5_acc: 0.9266, loss_cls: 0.8080, loss: 1.7290, grad_norm: 14.1098 2021-12-04 22:30:58,300 - mmaction - INFO - Epoch [128][1220/1345] lr: 1.000e-04, eta: 8:32:01, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8800, top1_acc: 0.8031, top5_acc: 0.9422, loss_cls: 0.7290, loss: 1.6091, grad_norm: 14.1172 2021-12-04 22:31:17,522 - mmaction - INFO - Epoch [128][1240/1345] lr: 1.000e-04, eta: 8:31:40, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8953, top1_acc: 0.8141, top5_acc: 0.9359, loss_cls: 0.7415, loss: 1.6367, grad_norm: 13.3981 2021-12-04 22:31:36,738 - mmaction - INFO - Epoch [128][1260/1345] lr: 1.000e-04, eta: 8:31:19, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8869, top1_acc: 0.8117, top5_acc: 0.9430, loss_cls: 0.7672, loss: 1.6541, grad_norm: 14.1427 2021-12-04 22:31:55,954 - mmaction - INFO - Epoch [128][1280/1345] lr: 1.000e-04, eta: 8:30:58, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8575, top1_acc: 0.8273, top5_acc: 0.9430, loss_cls: 0.7167, loss: 1.5741, grad_norm: 13.7744 2021-12-04 22:32:15,149 - mmaction - INFO - Epoch [128][1300/1345] lr: 1.000e-04, eta: 8:30:37, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8662, top1_acc: 0.8117, top5_acc: 0.9398, loss_cls: 0.7457, loss: 1.6118, grad_norm: 13.8682 2021-12-04 22:32:34,351 - mmaction - INFO - Epoch [128][1320/1345] lr: 1.000e-04, eta: 8:30:16, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8705, top1_acc: 0.7992, top5_acc: 0.9406, loss_cls: 0.7482, loss: 1.6187, grad_norm: 13.6794 2021-12-04 22:32:53,608 - mmaction - INFO - Epoch [128][1340/1345] lr: 1.000e-04, eta: 8:29:55, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8630, top1_acc: 0.8234, top5_acc: 0.9336, loss_cls: 0.7300, loss: 1.5930, grad_norm: 13.3650 2021-12-04 22:35:16,461 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-04 22:35:16,613 - mmaction - INFO - top1_acc 0.4859 top5_acc 0.7818 2021-12-04 22:35:16,613 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-04 22:35:16,622 - mmaction - INFO - mean_acc 0.4538 2021-12-04 22:35:22,085 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_128.pth. 2021-12-04 22:35:22,085 - mmaction - INFO - Best top1_acc is 0.4859 at 128 epoch. 2021-12-04 22:35:22,090 - mmaction - INFO - Saving checkpoint at 128 epochs 2021-12-04 22:35:24,927 - mmaction - INFO - Epoch(val) [128][181] top1_acc: 0.4859, top5_acc: 0.7818, mean_class_accuracy: 0.4538 2021-12-04 22:37:28,777 - mmaction - INFO - Epoch [129][20/1345] lr: 1.000e-04, eta: 8:29:46, time: 6.192, data_time: 5.242, memory: 8233, loss_aux: 0.8934, top1_acc: 0.8133, top5_acc: 0.9328, loss_cls: 0.7359, loss: 1.6293, grad_norm: 13.6590 2021-12-04 22:37:47,894 - mmaction - INFO - Epoch [129][40/1345] lr: 1.000e-04, eta: 8:29:25, time: 0.956, data_time: 0.004, memory: 8233, loss_aux: 0.8841, top1_acc: 0.8156, top5_acc: 0.9289, loss_cls: 0.7454, loss: 1.6294, grad_norm: 13.7242 2021-12-04 22:38:07,011 - mmaction - INFO - Epoch [129][60/1345] lr: 1.000e-04, eta: 8:29:04, time: 0.956, data_time: 0.002, memory: 8233, loss_aux: 0.8847, top1_acc: 0.8094, top5_acc: 0.9422, loss_cls: 0.7383, loss: 1.6230, grad_norm: 13.8009 2021-12-04 22:38:26,170 - mmaction - INFO - Epoch [129][80/1345] lr: 1.000e-04, eta: 8:28:43, time: 0.958, data_time: 0.002, memory: 8233, loss_aux: 0.8543, top1_acc: 0.8133, top5_acc: 0.9336, loss_cls: 0.7192, loss: 1.5735, grad_norm: 13.5811 2021-12-04 22:38:45,308 - mmaction - INFO - Epoch [129][100/1345] lr: 1.000e-04, eta: 8:28:23, time: 0.957, data_time: 0.001, memory: 8233, loss_aux: 0.8834, top1_acc: 0.8008, top5_acc: 0.9352, loss_cls: 0.7661, loss: 1.6495, grad_norm: 13.9249 2021-12-04 22:39:04,499 - mmaction - INFO - Epoch [129][120/1345] lr: 1.000e-04, eta: 8:28:02, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8840, top1_acc: 0.8211, top5_acc: 0.9359, loss_cls: 0.7498, loss: 1.6338, grad_norm: 13.3036 2021-12-04 22:39:23,648 - mmaction - INFO - Epoch [129][140/1345] lr: 1.000e-04, eta: 8:27:41, time: 0.957, data_time: 0.001, memory: 8233, loss_aux: 0.9187, top1_acc: 0.7992, top5_acc: 0.9227, loss_cls: 0.8145, loss: 1.7333, grad_norm: 14.2210 2021-12-04 22:39:42,813 - mmaction - INFO - Epoch [129][160/1345] lr: 1.000e-04, eta: 8:27:20, time: 0.958, data_time: 0.001, memory: 8233, loss_aux: 0.9101, top1_acc: 0.7992, top5_acc: 0.9344, loss_cls: 0.8216, loss: 1.7317, grad_norm: 14.2984 2021-12-04 22:40:01,980 - mmaction - INFO - Epoch [129][180/1345] lr: 1.000e-04, eta: 8:26:59, time: 0.958, data_time: 0.001, memory: 8233, loss_aux: 0.8753, top1_acc: 0.8023, top5_acc: 0.9398, loss_cls: 0.7604, loss: 1.6357, grad_norm: 14.0298 2021-12-04 22:40:21,151 - mmaction - INFO - Epoch [129][200/1345] lr: 1.000e-04, eta: 8:26:38, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.8800, top1_acc: 0.8187, top5_acc: 0.9445, loss_cls: 0.7183, loss: 1.5983, grad_norm: 13.9290 2021-12-04 22:40:40,320 - mmaction - INFO - Epoch [129][220/1345] lr: 1.000e-04, eta: 8:26:17, time: 0.958, data_time: 0.001, memory: 8233, loss_aux: 0.8566, top1_acc: 0.8133, top5_acc: 0.9398, loss_cls: 0.7405, loss: 1.5971, grad_norm: 13.9448 2021-12-04 22:40:59,515 - mmaction - INFO - Epoch [129][240/1345] lr: 1.000e-04, eta: 8:25:56, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8804, top1_acc: 0.8187, top5_acc: 0.9250, loss_cls: 0.7703, loss: 1.6506, grad_norm: 13.7032 2021-12-04 22:41:18,705 - mmaction - INFO - Epoch [129][260/1345] lr: 1.000e-04, eta: 8:25:35, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.9393, top1_acc: 0.8016, top5_acc: 0.9258, loss_cls: 0.8353, loss: 1.7746, grad_norm: 14.4720 2021-12-04 22:41:37,923 - mmaction - INFO - Epoch [129][280/1345] lr: 1.000e-04, eta: 8:25:14, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8716, top1_acc: 0.8203, top5_acc: 0.9297, loss_cls: 0.7499, loss: 1.6216, grad_norm: 13.3716 2021-12-04 22:41:57,142 - mmaction - INFO - Epoch [129][300/1345] lr: 1.000e-04, eta: 8:24:53, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8437, top1_acc: 0.8141, top5_acc: 0.9484, loss_cls: 0.7012, loss: 1.5449, grad_norm: 13.6057 2021-12-04 22:42:16,352 - mmaction - INFO - Epoch [129][320/1345] lr: 1.000e-04, eta: 8:24:32, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.9138, top1_acc: 0.8078, top5_acc: 0.9289, loss_cls: 0.7769, loss: 1.6907, grad_norm: 14.3032 2021-12-04 22:42:35,552 - mmaction - INFO - Epoch [129][340/1345] lr: 1.000e-04, eta: 8:24:11, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8602, top1_acc: 0.8180, top5_acc: 0.9453, loss_cls: 0.7100, loss: 1.5702, grad_norm: 13.7280 2021-12-04 22:42:54,778 - mmaction - INFO - Epoch [129][360/1345] lr: 1.000e-04, eta: 8:23:50, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8806, top1_acc: 0.8313, top5_acc: 0.9430, loss_cls: 0.7135, loss: 1.5941, grad_norm: 13.4037 2021-12-04 22:43:13,957 - mmaction - INFO - Epoch [129][380/1345] lr: 1.000e-04, eta: 8:23:29, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.8941, top1_acc: 0.8180, top5_acc: 0.9367, loss_cls: 0.7411, loss: 1.6351, grad_norm: 13.4882 2021-12-04 22:43:33,178 - mmaction - INFO - Epoch [129][400/1345] lr: 1.000e-04, eta: 8:23:08, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8708, top1_acc: 0.8156, top5_acc: 0.9391, loss_cls: 0.7375, loss: 1.6083, grad_norm: 13.4757 2021-12-04 22:43:52,369 - mmaction - INFO - Epoch [129][420/1345] lr: 1.000e-04, eta: 8:22:47, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8746, top1_acc: 0.8063, top5_acc: 0.9422, loss_cls: 0.7359, loss: 1.6105, grad_norm: 14.1585 2021-12-04 22:44:11,592 - mmaction - INFO - Epoch [129][440/1345] lr: 1.000e-04, eta: 8:22:27, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8883, top1_acc: 0.8078, top5_acc: 0.9367, loss_cls: 0.7666, loss: 1.6550, grad_norm: 14.0457 2021-12-04 22:44:30,787 - mmaction - INFO - Epoch [129][460/1345] lr: 1.000e-04, eta: 8:22:06, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8925, top1_acc: 0.8148, top5_acc: 0.9422, loss_cls: 0.7498, loss: 1.6423, grad_norm: 14.0195 2021-12-04 22:44:49,961 - mmaction - INFO - Epoch [129][480/1345] lr: 1.000e-04, eta: 8:21:45, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.9142, top1_acc: 0.7953, top5_acc: 0.9375, loss_cls: 0.7841, loss: 1.6983, grad_norm: 13.7588 2021-12-04 22:45:09,141 - mmaction - INFO - Epoch [129][500/1345] lr: 1.000e-04, eta: 8:21:24, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.9096, top1_acc: 0.7984, top5_acc: 0.9320, loss_cls: 0.7846, loss: 1.6942, grad_norm: 14.7100 2021-12-04 22:45:28,328 - mmaction - INFO - Epoch [129][520/1345] lr: 1.000e-04, eta: 8:21:03, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.8852, top1_acc: 0.8289, top5_acc: 0.9367, loss_cls: 0.7150, loss: 1.6002, grad_norm: 13.6086 2021-12-04 22:45:47,512 - mmaction - INFO - Epoch [129][540/1345] lr: 1.000e-04, eta: 8:20:42, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.8990, top1_acc: 0.8023, top5_acc: 0.9234, loss_cls: 0.8124, loss: 1.7114, grad_norm: 14.2546 2021-12-04 22:46:06,697 - mmaction - INFO - Epoch [129][560/1345] lr: 1.000e-04, eta: 8:20:21, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8777, top1_acc: 0.8141, top5_acc: 0.9414, loss_cls: 0.7120, loss: 1.5897, grad_norm: 13.5249 2021-12-04 22:46:25,900 - mmaction - INFO - Epoch [129][580/1345] lr: 1.000e-04, eta: 8:20:00, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8960, top1_acc: 0.8086, top5_acc: 0.9391, loss_cls: 0.7651, loss: 1.6611, grad_norm: 13.9684 2021-12-04 22:46:45,074 - mmaction - INFO - Epoch [129][600/1345] lr: 1.000e-04, eta: 8:19:39, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.8779, top1_acc: 0.8234, top5_acc: 0.9359, loss_cls: 0.7297, loss: 1.6075, grad_norm: 13.5483 2021-12-04 22:47:04,277 - mmaction - INFO - Epoch [129][620/1345] lr: 1.000e-04, eta: 8:19:18, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.9124, top1_acc: 0.8102, top5_acc: 0.9320, loss_cls: 0.7943, loss: 1.7067, grad_norm: 14.2332 2021-12-04 22:47:23,466 - mmaction - INFO - Epoch [129][640/1345] lr: 1.000e-04, eta: 8:18:57, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.9182, top1_acc: 0.7992, top5_acc: 0.9125, loss_cls: 0.8307, loss: 1.7489, grad_norm: 13.8582 2021-12-04 22:47:42,686 - mmaction - INFO - Epoch [129][660/1345] lr: 1.000e-04, eta: 8:18:36, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.9244, top1_acc: 0.8109, top5_acc: 0.9313, loss_cls: 0.7834, loss: 1.7078, grad_norm: 13.6786 2021-12-04 22:48:01,908 - mmaction - INFO - Epoch [129][680/1345] lr: 1.000e-04, eta: 8:18:15, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8729, top1_acc: 0.8102, top5_acc: 0.9352, loss_cls: 0.7706, loss: 1.6435, grad_norm: 13.9168 2021-12-04 22:48:21,124 - mmaction - INFO - Epoch [129][700/1345] lr: 1.000e-04, eta: 8:17:54, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.9093, top1_acc: 0.8133, top5_acc: 0.9336, loss_cls: 0.7720, loss: 1.6813, grad_norm: 13.8606 2021-12-04 22:48:40,378 - mmaction - INFO - Epoch [129][720/1345] lr: 1.000e-04, eta: 8:17:33, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.9302, top1_acc: 0.8055, top5_acc: 0.9352, loss_cls: 0.7724, loss: 1.7026, grad_norm: 13.8430 2021-12-04 22:48:59,610 - mmaction - INFO - Epoch [129][740/1345] lr: 1.000e-04, eta: 8:17:13, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8786, top1_acc: 0.8125, top5_acc: 0.9359, loss_cls: 0.7762, loss: 1.6548, grad_norm: 13.7187 2021-12-04 22:49:18,837 - mmaction - INFO - Epoch [129][760/1345] lr: 1.000e-04, eta: 8:16:52, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8888, top1_acc: 0.7945, top5_acc: 0.9336, loss_cls: 0.8051, loss: 1.6939, grad_norm: 14.0118 2021-12-04 22:49:38,077 - mmaction - INFO - Epoch [129][780/1345] lr: 1.000e-04, eta: 8:16:31, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8819, top1_acc: 0.7984, top5_acc: 0.9266, loss_cls: 0.7952, loss: 1.6771, grad_norm: 13.8047 2021-12-04 22:49:57,317 - mmaction - INFO - Epoch [129][800/1345] lr: 1.000e-04, eta: 8:16:10, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8734, top1_acc: 0.8164, top5_acc: 0.9336, loss_cls: 0.7407, loss: 1.6142, grad_norm: 13.2166 2021-12-04 22:50:16,577 - mmaction - INFO - Epoch [129][820/1345] lr: 1.000e-04, eta: 8:15:49, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8330, top1_acc: 0.8234, top5_acc: 0.9437, loss_cls: 0.6692, loss: 1.5022, grad_norm: 13.3525 2021-12-04 22:50:35,825 - mmaction - INFO - Epoch [129][840/1345] lr: 1.000e-04, eta: 8:15:28, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.9000, top1_acc: 0.7969, top5_acc: 0.9297, loss_cls: 0.7944, loss: 1.6944, grad_norm: 14.4922 2021-12-04 22:50:55,063 - mmaction - INFO - Epoch [129][860/1345] lr: 1.000e-04, eta: 8:15:07, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.9166, top1_acc: 0.7812, top5_acc: 0.9156, loss_cls: 0.8521, loss: 1.7687, grad_norm: 14.2257 2021-12-04 22:51:14,300 - mmaction - INFO - Epoch [129][880/1345] lr: 1.000e-04, eta: 8:14:46, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8791, top1_acc: 0.8133, top5_acc: 0.9336, loss_cls: 0.7681, loss: 1.6472, grad_norm: 13.8772 2021-12-04 22:51:33,553 - mmaction - INFO - Epoch [129][900/1345] lr: 1.000e-04, eta: 8:14:25, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8716, top1_acc: 0.8141, top5_acc: 0.9289, loss_cls: 0.7530, loss: 1.6245, grad_norm: 13.2183 2021-12-04 22:51:52,821 - mmaction - INFO - Epoch [129][920/1345] lr: 1.000e-04, eta: 8:14:04, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8639, top1_acc: 0.7875, top5_acc: 0.9398, loss_cls: 0.7755, loss: 1.6394, grad_norm: 14.2752 2021-12-04 22:52:12,079 - mmaction - INFO - Epoch [129][940/1345] lr: 1.000e-04, eta: 8:13:43, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8463, top1_acc: 0.8227, top5_acc: 0.9383, loss_cls: 0.7085, loss: 1.5548, grad_norm: 13.8368 2021-12-04 22:52:31,348 - mmaction - INFO - Epoch [129][960/1345] lr: 1.000e-04, eta: 8:13:22, time: 0.964, data_time: 0.001, memory: 8233, loss_aux: 0.9258, top1_acc: 0.8031, top5_acc: 0.9250, loss_cls: 0.8077, loss: 1.7335, grad_norm: 13.8774 2021-12-04 22:52:50,603 - mmaction - INFO - Epoch [129][980/1345] lr: 1.000e-04, eta: 8:13:02, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8737, top1_acc: 0.8172, top5_acc: 0.9383, loss_cls: 0.7202, loss: 1.5938, grad_norm: 13.1900 2021-12-04 22:53:09,873 - mmaction - INFO - Epoch [129][1000/1345] lr: 1.000e-04, eta: 8:12:41, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8937, top1_acc: 0.8063, top5_acc: 0.9391, loss_cls: 0.7602, loss: 1.6539, grad_norm: 13.8971 2021-12-04 22:53:29,079 - mmaction - INFO - Epoch [129][1020/1345] lr: 1.000e-04, eta: 8:12:20, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8575, top1_acc: 0.8234, top5_acc: 0.9305, loss_cls: 0.7525, loss: 1.6100, grad_norm: 13.5802 2021-12-04 22:53:48,319 - mmaction - INFO - Epoch [129][1040/1345] lr: 1.000e-04, eta: 8:11:59, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8841, top1_acc: 0.8133, top5_acc: 0.9500, loss_cls: 0.7214, loss: 1.6055, grad_norm: 13.7626 2021-12-04 22:54:07,562 - mmaction - INFO - Epoch [129][1060/1345] lr: 1.000e-04, eta: 8:11:38, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8981, top1_acc: 0.8141, top5_acc: 0.9352, loss_cls: 0.7397, loss: 1.6378, grad_norm: 14.0840 2021-12-04 22:54:26,812 - mmaction - INFO - Epoch [129][1080/1345] lr: 1.000e-04, eta: 8:11:17, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8718, top1_acc: 0.8187, top5_acc: 0.9437, loss_cls: 0.7020, loss: 1.5738, grad_norm: 13.5718 2021-12-04 22:54:46,049 - mmaction - INFO - Epoch [129][1100/1345] lr: 1.000e-04, eta: 8:10:56, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.9140, top1_acc: 0.8133, top5_acc: 0.9266, loss_cls: 0.7587, loss: 1.6727, grad_norm: 13.5008 2021-12-04 22:55:05,284 - mmaction - INFO - Epoch [129][1120/1345] lr: 1.000e-04, eta: 8:10:35, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8942, top1_acc: 0.8117, top5_acc: 0.9414, loss_cls: 0.7344, loss: 1.6286, grad_norm: 14.1808 2021-12-04 22:55:24,510 - mmaction - INFO - Epoch [129][1140/1345] lr: 1.000e-04, eta: 8:10:14, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8767, top1_acc: 0.8102, top5_acc: 0.9313, loss_cls: 0.7550, loss: 1.6317, grad_norm: 13.9456 2021-12-04 22:55:43,761 - mmaction - INFO - Epoch [129][1160/1345] lr: 1.000e-04, eta: 8:09:53, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.9385, top1_acc: 0.7867, top5_acc: 0.9234, loss_cls: 0.8436, loss: 1.7821, grad_norm: 14.5315 2021-12-04 22:56:02,974 - mmaction - INFO - Epoch [129][1180/1345] lr: 1.000e-04, eta: 8:09:32, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.9037, top1_acc: 0.8102, top5_acc: 0.9320, loss_cls: 0.7849, loss: 1.6886, grad_norm: 13.7097 2021-12-04 22:56:22,170 - mmaction - INFO - Epoch [129][1200/1345] lr: 1.000e-04, eta: 8:09:11, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8542, top1_acc: 0.8195, top5_acc: 0.9336, loss_cls: 0.7651, loss: 1.6193, grad_norm: 13.6437 2021-12-04 22:56:41,401 - mmaction - INFO - Epoch [129][1220/1345] lr: 1.000e-04, eta: 8:08:51, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8648, top1_acc: 0.8078, top5_acc: 0.9352, loss_cls: 0.7330, loss: 1.5978, grad_norm: 13.6210 2021-12-04 22:57:00,628 - mmaction - INFO - Epoch [129][1240/1345] lr: 1.000e-04, eta: 8:08:30, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8725, top1_acc: 0.8148, top5_acc: 0.9313, loss_cls: 0.7408, loss: 1.6133, grad_norm: 13.8151 2021-12-04 22:57:19,821 - mmaction - INFO - Epoch [129][1260/1345] lr: 1.000e-04, eta: 8:08:09, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8666, top1_acc: 0.8258, top5_acc: 0.9391, loss_cls: 0.7189, loss: 1.5856, grad_norm: 13.3253 2021-12-04 22:57:39,026 - mmaction - INFO - Epoch [129][1280/1345] lr: 1.000e-04, eta: 8:07:48, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.9025, top1_acc: 0.8016, top5_acc: 0.9320, loss_cls: 0.7667, loss: 1.6692, grad_norm: 14.3333 2021-12-04 22:57:58,220 - mmaction - INFO - Epoch [129][1300/1345] lr: 1.000e-04, eta: 8:07:27, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8845, top1_acc: 0.8125, top5_acc: 0.9289, loss_cls: 0.7632, loss: 1.6478, grad_norm: 14.0307 2021-12-04 22:58:17,446 - mmaction - INFO - Epoch [129][1320/1345] lr: 1.000e-04, eta: 8:07:06, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8798, top1_acc: 0.8164, top5_acc: 0.9344, loss_cls: 0.7281, loss: 1.6078, grad_norm: 13.2384 2021-12-04 22:58:36,676 - mmaction - INFO - Epoch [129][1340/1345] lr: 1.000e-04, eta: 8:06:45, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8664, top1_acc: 0.7977, top5_acc: 0.9289, loss_cls: 0.7853, loss: 1.6517, grad_norm: 13.9364 2021-12-04 23:00:58,275 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-04 23:00:58,441 - mmaction - INFO - top1_acc 0.4842 top5_acc 0.7788 2021-12-04 23:00:58,441 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-04 23:00:58,452 - mmaction - INFO - mean_acc 0.4503 2021-12-04 23:00:58,454 - mmaction - INFO - Saving checkpoint at 129 epochs 2021-12-04 23:01:02,786 - mmaction - INFO - Epoch(val) [129][181] top1_acc: 0.4842, top5_acc: 0.7788, mean_class_accuracy: 0.4503 2021-12-04 23:03:13,293 - mmaction - INFO - Epoch [130][20/1345] lr: 1.000e-04, eta: 8:06:36, time: 6.525, data_time: 5.562, memory: 8233, loss_aux: 0.8965, top1_acc: 0.8070, top5_acc: 0.9219, loss_cls: 0.8284, loss: 1.7249, grad_norm: 14.3349 2021-12-04 23:03:32,440 - mmaction - INFO - Epoch [130][40/1345] lr: 1.000e-04, eta: 8:06:15, time: 0.957, data_time: 0.005, memory: 8233, loss_aux: 0.9111, top1_acc: 0.8016, top5_acc: 0.9250, loss_cls: 0.7855, loss: 1.6966, grad_norm: 14.1580 2021-12-04 23:03:51,589 - mmaction - INFO - Epoch [130][60/1345] lr: 1.000e-04, eta: 8:05:54, time: 0.958, data_time: 0.002, memory: 8233, loss_aux: 0.8762, top1_acc: 0.8227, top5_acc: 0.9367, loss_cls: 0.7247, loss: 1.6009, grad_norm: 14.1076 2021-12-04 23:04:10,740 - mmaction - INFO - Epoch [130][80/1345] lr: 1.000e-04, eta: 8:05:33, time: 0.958, data_time: 0.002, memory: 8233, loss_aux: 0.9000, top1_acc: 0.8078, top5_acc: 0.9391, loss_cls: 0.7755, loss: 1.6755, grad_norm: 14.0275 2021-12-04 23:04:29,898 - mmaction - INFO - Epoch [130][100/1345] lr: 1.000e-04, eta: 8:05:12, time: 0.958, data_time: 0.001, memory: 8233, loss_aux: 0.9114, top1_acc: 0.8195, top5_acc: 0.9289, loss_cls: 0.7836, loss: 1.6950, grad_norm: 13.6599 2021-12-04 23:04:49,028 - mmaction - INFO - Epoch [130][120/1345] lr: 1.000e-04, eta: 8:04:52, time: 0.957, data_time: 0.001, memory: 8233, loss_aux: 0.8711, top1_acc: 0.8148, top5_acc: 0.9289, loss_cls: 0.7688, loss: 1.6399, grad_norm: 13.6852 2021-12-04 23:05:08,154 - mmaction - INFO - Epoch [130][140/1345] lr: 1.000e-04, eta: 8:04:31, time: 0.956, data_time: 0.001, memory: 8233, loss_aux: 0.9144, top1_acc: 0.7969, top5_acc: 0.9297, loss_cls: 0.7935, loss: 1.7080, grad_norm: 14.1612 2021-12-04 23:05:27,297 - mmaction - INFO - Epoch [130][160/1345] lr: 1.000e-04, eta: 8:04:10, time: 0.957, data_time: 0.001, memory: 8233, loss_aux: 0.8810, top1_acc: 0.8305, top5_acc: 0.9461, loss_cls: 0.6906, loss: 1.5716, grad_norm: 13.4050 2021-12-04 23:05:46,441 - mmaction - INFO - Epoch [130][180/1345] lr: 1.000e-04, eta: 8:03:49, time: 0.957, data_time: 0.001, memory: 8233, loss_aux: 0.8915, top1_acc: 0.8141, top5_acc: 0.9328, loss_cls: 0.7577, loss: 1.6491, grad_norm: 13.5862 2021-12-04 23:06:05,604 - mmaction - INFO - Epoch [130][200/1345] lr: 1.000e-04, eta: 8:03:28, time: 0.958, data_time: 0.001, memory: 8233, loss_aux: 0.8901, top1_acc: 0.7969, top5_acc: 0.9211, loss_cls: 0.8076, loss: 1.6977, grad_norm: 14.1819 2021-12-04 23:06:24,792 - mmaction - INFO - Epoch [130][220/1345] lr: 1.000e-04, eta: 8:03:07, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.8843, top1_acc: 0.8281, top5_acc: 0.9484, loss_cls: 0.7252, loss: 1.6094, grad_norm: 13.9782 2021-12-04 23:06:43,982 - mmaction - INFO - Epoch [130][240/1345] lr: 1.000e-04, eta: 8:02:46, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8939, top1_acc: 0.8133, top5_acc: 0.9320, loss_cls: 0.7465, loss: 1.6404, grad_norm: 14.1817 2021-12-04 23:07:03,160 - mmaction - INFO - Epoch [130][260/1345] lr: 1.000e-04, eta: 8:02:25, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.8716, top1_acc: 0.8227, top5_acc: 0.9430, loss_cls: 0.7189, loss: 1.5905, grad_norm: 13.4993 2021-12-04 23:07:22,374 - mmaction - INFO - Epoch [130][280/1345] lr: 1.000e-04, eta: 8:02:04, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8908, top1_acc: 0.8164, top5_acc: 0.9383, loss_cls: 0.7411, loss: 1.6318, grad_norm: 13.6834 2021-12-04 23:07:41,592 - mmaction - INFO - Epoch [130][300/1345] lr: 1.000e-04, eta: 8:01:43, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8673, top1_acc: 0.8336, top5_acc: 0.9383, loss_cls: 0.6995, loss: 1.5667, grad_norm: 13.2439 2021-12-04 23:08:00,823 - mmaction - INFO - Epoch [130][320/1345] lr: 1.000e-04, eta: 8:01:22, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8953, top1_acc: 0.8266, top5_acc: 0.9445, loss_cls: 0.7212, loss: 1.6165, grad_norm: 13.7290 2021-12-04 23:08:20,064 - mmaction - INFO - Epoch [130][340/1345] lr: 1.000e-04, eta: 8:01:01, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8835, top1_acc: 0.7922, top5_acc: 0.9242, loss_cls: 0.8086, loss: 1.6921, grad_norm: 14.3421 2021-12-04 23:08:39,240 - mmaction - INFO - Epoch [130][360/1345] lr: 1.000e-04, eta: 8:00:40, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.9028, top1_acc: 0.8219, top5_acc: 0.9398, loss_cls: 0.7638, loss: 1.6667, grad_norm: 13.8810 2021-12-04 23:08:58,431 - mmaction - INFO - Epoch [130][380/1345] lr: 1.000e-04, eta: 8:00:19, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8749, top1_acc: 0.8125, top5_acc: 0.9383, loss_cls: 0.7415, loss: 1.6164, grad_norm: 13.6440 2021-12-04 23:09:17,609 - mmaction - INFO - Epoch [130][400/1345] lr: 1.000e-04, eta: 7:59:59, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.9199, top1_acc: 0.7852, top5_acc: 0.9219, loss_cls: 0.8181, loss: 1.7380, grad_norm: 14.1327 2021-12-04 23:09:36,814 - mmaction - INFO - Epoch [130][420/1345] lr: 1.000e-04, eta: 7:59:38, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8816, top1_acc: 0.8070, top5_acc: 0.9383, loss_cls: 0.7722, loss: 1.6539, grad_norm: 14.0795 2021-12-04 23:09:56,000 - mmaction - INFO - Epoch [130][440/1345] lr: 1.000e-04, eta: 7:59:17, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.8756, top1_acc: 0.8281, top5_acc: 0.9383, loss_cls: 0.7315, loss: 1.6071, grad_norm: 13.7181 2021-12-04 23:10:15,214 - mmaction - INFO - Epoch [130][460/1345] lr: 1.000e-04, eta: 7:58:56, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8494, top1_acc: 0.8211, top5_acc: 0.9437, loss_cls: 0.6853, loss: 1.5347, grad_norm: 13.3955 2021-12-04 23:10:34,402 - mmaction - INFO - Epoch [130][480/1345] lr: 1.000e-04, eta: 7:58:35, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.8990, top1_acc: 0.8102, top5_acc: 0.9320, loss_cls: 0.7934, loss: 1.6923, grad_norm: 14.1234 2021-12-04 23:10:53,612 - mmaction - INFO - Epoch [130][500/1345] lr: 1.000e-04, eta: 7:58:14, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8608, top1_acc: 0.8109, top5_acc: 0.9383, loss_cls: 0.7396, loss: 1.6004, grad_norm: 14.3679 2021-12-04 23:11:12,813 - mmaction - INFO - Epoch [130][520/1345] lr: 1.000e-04, eta: 7:57:53, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8814, top1_acc: 0.8156, top5_acc: 0.9414, loss_cls: 0.7630, loss: 1.6444, grad_norm: 13.9161 2021-12-04 23:11:32,016 - mmaction - INFO - Epoch [130][540/1345] lr: 1.000e-04, eta: 7:57:32, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8959, top1_acc: 0.8133, top5_acc: 0.9391, loss_cls: 0.7453, loss: 1.6411, grad_norm: 13.8328 2021-12-04 23:11:51,220 - mmaction - INFO - Epoch [130][560/1345] lr: 1.000e-04, eta: 7:57:11, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8880, top1_acc: 0.8227, top5_acc: 0.9344, loss_cls: 0.7298, loss: 1.6179, grad_norm: 13.7796 2021-12-04 23:12:10,419 - mmaction - INFO - Epoch [130][580/1345] lr: 1.000e-04, eta: 7:56:50, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8814, top1_acc: 0.7969, top5_acc: 0.9273, loss_cls: 0.7879, loss: 1.6692, grad_norm: 14.0035 2021-12-04 23:12:29,651 - mmaction - INFO - Epoch [130][600/1345] lr: 1.000e-04, eta: 7:56:29, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8824, top1_acc: 0.8023, top5_acc: 0.9375, loss_cls: 0.7455, loss: 1.6279, grad_norm: 13.2326 2021-12-04 23:12:48,889 - mmaction - INFO - Epoch [130][620/1345] lr: 1.000e-04, eta: 7:56:08, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8681, top1_acc: 0.8141, top5_acc: 0.9352, loss_cls: 0.7403, loss: 1.6083, grad_norm: 13.9440 2021-12-04 23:13:08,106 - mmaction - INFO - Epoch [130][640/1345] lr: 1.000e-04, eta: 7:55:48, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8970, top1_acc: 0.8148, top5_acc: 0.9398, loss_cls: 0.7427, loss: 1.6397, grad_norm: 14.0453 2021-12-04 23:13:27,313 - mmaction - INFO - Epoch [130][660/1345] lr: 1.000e-04, eta: 7:55:27, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8833, top1_acc: 0.8117, top5_acc: 0.9398, loss_cls: 0.7405, loss: 1.6238, grad_norm: 13.4315 2021-12-04 23:13:46,564 - mmaction - INFO - Epoch [130][680/1345] lr: 1.000e-04, eta: 7:55:06, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.9016, top1_acc: 0.8195, top5_acc: 0.9422, loss_cls: 0.7230, loss: 1.6245, grad_norm: 13.8640 2021-12-04 23:14:05,798 - mmaction - INFO - Epoch [130][700/1345] lr: 1.000e-04, eta: 7:54:45, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.9348, top1_acc: 0.8180, top5_acc: 0.9328, loss_cls: 0.7816, loss: 1.7164, grad_norm: 14.1948 2021-12-04 23:14:25,018 - mmaction - INFO - Epoch [130][720/1345] lr: 1.000e-04, eta: 7:54:24, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8868, top1_acc: 0.8234, top5_acc: 0.9414, loss_cls: 0.7255, loss: 1.6123, grad_norm: 13.4257 2021-12-04 23:14:44,242 - mmaction - INFO - Epoch [130][740/1345] lr: 1.000e-04, eta: 7:54:03, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8716, top1_acc: 0.8023, top5_acc: 0.9437, loss_cls: 0.7460, loss: 1.6175, grad_norm: 14.6746 2021-12-04 23:15:03,458 - mmaction - INFO - Epoch [130][760/1345] lr: 1.000e-04, eta: 7:53:42, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.9077, top1_acc: 0.8109, top5_acc: 0.9344, loss_cls: 0.7695, loss: 1.6772, grad_norm: 14.3170 2021-12-04 23:15:22,674 - mmaction - INFO - Epoch [130][780/1345] lr: 1.000e-04, eta: 7:53:21, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8583, top1_acc: 0.8148, top5_acc: 0.9453, loss_cls: 0.7110, loss: 1.5693, grad_norm: 13.9488 2021-12-04 23:15:41,891 - mmaction - INFO - Epoch [130][800/1345] lr: 1.000e-04, eta: 7:53:00, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8660, top1_acc: 0.8242, top5_acc: 0.9367, loss_cls: 0.7056, loss: 1.5715, grad_norm: 13.2433 2021-12-04 23:16:01,137 - mmaction - INFO - Epoch [130][820/1345] lr: 1.000e-04, eta: 7:52:39, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8775, top1_acc: 0.7969, top5_acc: 0.9398, loss_cls: 0.7488, loss: 1.6263, grad_norm: 14.0699 2021-12-04 23:16:20,330 - mmaction - INFO - Epoch [130][840/1345] lr: 1.000e-04, eta: 7:52:18, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8636, top1_acc: 0.8172, top5_acc: 0.9336, loss_cls: 0.7315, loss: 1.5951, grad_norm: 13.4304 2021-12-04 23:16:39,563 - mmaction - INFO - Epoch [130][860/1345] lr: 1.000e-04, eta: 7:51:57, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8690, top1_acc: 0.8211, top5_acc: 0.9383, loss_cls: 0.7345, loss: 1.6035, grad_norm: 13.9261 2021-12-04 23:16:58,837 - mmaction - INFO - Epoch [130][880/1345] lr: 1.000e-04, eta: 7:51:37, time: 0.964, data_time: 0.001, memory: 8233, loss_aux: 0.8903, top1_acc: 0.7984, top5_acc: 0.9383, loss_cls: 0.7521, loss: 1.6423, grad_norm: 13.9328 2021-12-04 23:17:18,074 - mmaction - INFO - Epoch [130][900/1345] lr: 1.000e-04, eta: 7:51:16, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.9182, top1_acc: 0.8117, top5_acc: 0.9266, loss_cls: 0.7966, loss: 1.7149, grad_norm: 14.0379 2021-12-04 23:17:37,280 - mmaction - INFO - Epoch [130][920/1345] lr: 1.000e-04, eta: 7:50:55, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8862, top1_acc: 0.8078, top5_acc: 0.9313, loss_cls: 0.7548, loss: 1.6411, grad_norm: 13.8707 2021-12-04 23:17:56,516 - mmaction - INFO - Epoch [130][940/1345] lr: 1.000e-04, eta: 7:50:34, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.9228, top1_acc: 0.7828, top5_acc: 0.9250, loss_cls: 0.8415, loss: 1.7643, grad_norm: 14.7506 2021-12-04 23:18:15,750 - mmaction - INFO - Epoch [130][960/1345] lr: 1.000e-04, eta: 7:50:13, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8962, top1_acc: 0.8008, top5_acc: 0.9250, loss_cls: 0.7864, loss: 1.6826, grad_norm: 13.8401 2021-12-04 23:18:35,011 - mmaction - INFO - Epoch [130][980/1345] lr: 1.000e-04, eta: 7:49:52, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.9101, top1_acc: 0.8102, top5_acc: 0.9195, loss_cls: 0.7885, loss: 1.6986, grad_norm: 13.9675 2021-12-04 23:18:54,256 - mmaction - INFO - Epoch [130][1000/1345] lr: 1.000e-04, eta: 7:49:31, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8788, top1_acc: 0.8250, top5_acc: 0.9375, loss_cls: 0.7186, loss: 1.5973, grad_norm: 13.6497 2021-12-04 23:19:13,491 - mmaction - INFO - Epoch [130][1020/1345] lr: 1.000e-04, eta: 7:49:10, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8546, top1_acc: 0.8109, top5_acc: 0.9406, loss_cls: 0.7410, loss: 1.5956, grad_norm: 13.4472 2021-12-04 23:19:32,705 - mmaction - INFO - Epoch [130][1040/1345] lr: 1.000e-04, eta: 7:48:49, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8655, top1_acc: 0.7977, top5_acc: 0.9297, loss_cls: 0.7981, loss: 1.6635, grad_norm: 14.4564 2021-12-04 23:19:51,926 - mmaction - INFO - Epoch [130][1060/1345] lr: 1.000e-04, eta: 7:48:28, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8673, top1_acc: 0.8156, top5_acc: 0.9414, loss_cls: 0.7089, loss: 1.5762, grad_norm: 13.7805 2021-12-04 23:20:11,155 - mmaction - INFO - Epoch [130][1080/1345] lr: 1.000e-04, eta: 7:48:08, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8787, top1_acc: 0.8148, top5_acc: 0.9242, loss_cls: 0.7851, loss: 1.6638, grad_norm: 13.8967 2021-12-04 23:20:30,371 - mmaction - INFO - Epoch [130][1100/1345] lr: 1.000e-04, eta: 7:47:47, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8645, top1_acc: 0.8148, top5_acc: 0.9289, loss_cls: 0.7564, loss: 1.6209, grad_norm: 14.0148 2021-12-04 23:20:49,587 - mmaction - INFO - Epoch [130][1120/1345] lr: 1.000e-04, eta: 7:47:26, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8856, top1_acc: 0.8055, top5_acc: 0.9281, loss_cls: 0.8005, loss: 1.6861, grad_norm: 14.1047 2021-12-04 23:21:08,797 - mmaction - INFO - Epoch [130][1140/1345] lr: 1.000e-04, eta: 7:47:05, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.9246, top1_acc: 0.8047, top5_acc: 0.9383, loss_cls: 0.7638, loss: 1.6884, grad_norm: 14.2867 2021-12-04 23:21:28,017 - mmaction - INFO - Epoch [130][1160/1345] lr: 1.000e-04, eta: 7:46:44, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.9171, top1_acc: 0.8164, top5_acc: 0.9336, loss_cls: 0.7580, loss: 1.6751, grad_norm: 13.7835 2021-12-04 23:21:47,236 - mmaction - INFO - Epoch [130][1180/1345] lr: 1.000e-04, eta: 7:46:23, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8994, top1_acc: 0.8070, top5_acc: 0.9352, loss_cls: 0.7338, loss: 1.6333, grad_norm: 14.2786 2021-12-04 23:22:06,450 - mmaction - INFO - Epoch [130][1200/1345] lr: 1.000e-04, eta: 7:46:02, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8285, top1_acc: 0.8320, top5_acc: 0.9469, loss_cls: 0.6578, loss: 1.4863, grad_norm: 13.2570 2021-12-04 23:22:25,666 - mmaction - INFO - Epoch [130][1220/1345] lr: 1.000e-04, eta: 7:45:41, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8820, top1_acc: 0.8078, top5_acc: 0.9422, loss_cls: 0.7349, loss: 1.6169, grad_norm: 14.0928 2021-12-04 23:22:44,876 - mmaction - INFO - Epoch [130][1240/1345] lr: 1.000e-04, eta: 7:45:20, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.9159, top1_acc: 0.8070, top5_acc: 0.9305, loss_cls: 0.7667, loss: 1.6826, grad_norm: 14.2244 2021-12-04 23:23:04,088 - mmaction - INFO - Epoch [130][1260/1345] lr: 1.000e-04, eta: 7:44:59, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8893, top1_acc: 0.8016, top5_acc: 0.9242, loss_cls: 0.8021, loss: 1.6914, grad_norm: 13.9331 2021-12-04 23:23:23,298 - mmaction - INFO - Epoch [130][1280/1345] lr: 1.000e-04, eta: 7:44:38, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8611, top1_acc: 0.8156, top5_acc: 0.9492, loss_cls: 0.6894, loss: 1.5505, grad_norm: 13.7251 2021-12-04 23:23:42,514 - mmaction - INFO - Epoch [130][1300/1345] lr: 1.000e-04, eta: 7:44:18, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.9157, top1_acc: 0.8031, top5_acc: 0.9320, loss_cls: 0.7596, loss: 1.6753, grad_norm: 14.5156 2021-12-04 23:24:01,699 - mmaction - INFO - Epoch [130][1320/1345] lr: 1.000e-04, eta: 7:43:57, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.8765, top1_acc: 0.8258, top5_acc: 0.9422, loss_cls: 0.7115, loss: 1.5880, grad_norm: 13.8233 2021-12-04 23:24:20,922 - mmaction - INFO - Epoch [130][1340/1345] lr: 1.000e-04, eta: 7:43:36, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8919, top1_acc: 0.8242, top5_acc: 0.9297, loss_cls: 0.7510, loss: 1.6429, grad_norm: 13.9928 2021-12-04 23:26:42,675 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-04 23:26:42,827 - mmaction - INFO - top1_acc 0.4817 top5_acc 0.7778 2021-12-04 23:26:42,827 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-04 23:26:42,836 - mmaction - INFO - mean_acc 0.4497 2021-12-04 23:26:42,842 - mmaction - INFO - Saving checkpoint at 130 epochs 2021-12-04 23:26:46,960 - mmaction - INFO - Epoch(val) [130][181] top1_acc: 0.4817, top5_acc: 0.7778, mean_class_accuracy: 0.4497 2021-12-04 23:28:52,962 - mmaction - INFO - Epoch [131][20/1345] lr: 1.000e-04, eta: 7:43:25, time: 6.300, data_time: 5.335, memory: 8233, loss_aux: 0.9166, top1_acc: 0.8086, top5_acc: 0.9328, loss_cls: 0.7684, loss: 1.6850, grad_norm: 13.8718 2021-12-04 23:29:12,067 - mmaction - INFO - Epoch [131][40/1345] lr: 1.000e-04, eta: 7:43:04, time: 0.955, data_time: 0.004, memory: 8233, loss_aux: 0.8997, top1_acc: 0.8047, top5_acc: 0.9289, loss_cls: 0.7786, loss: 1.6782, grad_norm: 14.3569 2021-12-04 23:29:31,174 - mmaction - INFO - Epoch [131][60/1345] lr: 1.000e-04, eta: 7:42:43, time: 0.955, data_time: 0.002, memory: 8233, loss_aux: 0.9059, top1_acc: 0.8031, top5_acc: 0.9320, loss_cls: 0.7778, loss: 1.6836, grad_norm: 14.2877 2021-12-04 23:29:50,353 - mmaction - INFO - Epoch [131][80/1345] lr: 1.000e-04, eta: 7:42:23, time: 0.959, data_time: 0.002, memory: 8233, loss_aux: 0.8941, top1_acc: 0.8219, top5_acc: 0.9477, loss_cls: 0.7078, loss: 1.6019, grad_norm: 14.0038 2021-12-04 23:30:09,524 - mmaction - INFO - Epoch [131][100/1345] lr: 1.000e-04, eta: 7:42:02, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.8321, top1_acc: 0.8367, top5_acc: 0.9422, loss_cls: 0.6990, loss: 1.5311, grad_norm: 13.5123 2021-12-04 23:30:28,698 - mmaction - INFO - Epoch [131][120/1345] lr: 1.000e-04, eta: 7:41:41, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.8553, top1_acc: 0.8398, top5_acc: 0.9508, loss_cls: 0.6478, loss: 1.5031, grad_norm: 13.4981 2021-12-04 23:30:47,884 - mmaction - INFO - Epoch [131][140/1345] lr: 1.000e-04, eta: 7:41:20, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.8951, top1_acc: 0.8156, top5_acc: 0.9422, loss_cls: 0.7518, loss: 1.6469, grad_norm: 14.4641 2021-12-04 23:31:07,101 - mmaction - INFO - Epoch [131][160/1345] lr: 1.000e-04, eta: 7:40:59, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.9078, top1_acc: 0.7945, top5_acc: 0.9344, loss_cls: 0.7746, loss: 1.6824, grad_norm: 14.4743 2021-12-04 23:31:26,345 - mmaction - INFO - Epoch [131][180/1345] lr: 1.000e-04, eta: 7:40:38, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.9176, top1_acc: 0.8094, top5_acc: 0.9328, loss_cls: 0.7750, loss: 1.6926, grad_norm: 14.0279 2021-12-04 23:31:45,598 - mmaction - INFO - Epoch [131][200/1345] lr: 1.000e-04, eta: 7:40:17, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.9171, top1_acc: 0.8117, top5_acc: 0.9281, loss_cls: 0.7607, loss: 1.6778, grad_norm: 13.9428 2021-12-04 23:32:04,827 - mmaction - INFO - Epoch [131][220/1345] lr: 1.000e-04, eta: 7:39:56, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8720, top1_acc: 0.8133, top5_acc: 0.9359, loss_cls: 0.7377, loss: 1.6097, grad_norm: 13.5078 2021-12-04 23:32:24,049 - mmaction - INFO - Epoch [131][240/1345] lr: 1.000e-04, eta: 7:39:35, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8606, top1_acc: 0.8187, top5_acc: 0.9398, loss_cls: 0.7263, loss: 1.5869, grad_norm: 13.8552 2021-12-04 23:32:43,297 - mmaction - INFO - Epoch [131][260/1345] lr: 1.000e-04, eta: 7:39:14, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8891, top1_acc: 0.8141, top5_acc: 0.9383, loss_cls: 0.7371, loss: 1.6262, grad_norm: 13.5303 2021-12-04 23:33:02,556 - mmaction - INFO - Epoch [131][280/1345] lr: 1.000e-04, eta: 7:38:53, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.9010, top1_acc: 0.8031, top5_acc: 0.9281, loss_cls: 0.7927, loss: 1.6937, grad_norm: 14.4144 2021-12-04 23:33:21,793 - mmaction - INFO - Epoch [131][300/1345] lr: 1.000e-04, eta: 7:38:32, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8642, top1_acc: 0.8070, top5_acc: 0.9250, loss_cls: 0.7523, loss: 1.6164, grad_norm: 13.6261 2021-12-04 23:33:41,030 - mmaction - INFO - Epoch [131][320/1345] lr: 1.000e-04, eta: 7:38:12, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8905, top1_acc: 0.8234, top5_acc: 0.9422, loss_cls: 0.7240, loss: 1.6145, grad_norm: 13.9464 2021-12-04 23:34:00,258 - mmaction - INFO - Epoch [131][340/1345] lr: 1.000e-04, eta: 7:37:51, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.9061, top1_acc: 0.7875, top5_acc: 0.9289, loss_cls: 0.7987, loss: 1.7048, grad_norm: 14.5089 2021-12-04 23:34:19,465 - mmaction - INFO - Epoch [131][360/1345] lr: 1.000e-04, eta: 7:37:30, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8544, top1_acc: 0.8070, top5_acc: 0.9266, loss_cls: 0.7652, loss: 1.6196, grad_norm: 13.6697 2021-12-04 23:34:38,718 - mmaction - INFO - Epoch [131][380/1345] lr: 1.000e-04, eta: 7:37:09, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8889, top1_acc: 0.8211, top5_acc: 0.9344, loss_cls: 0.7298, loss: 1.6187, grad_norm: 13.8487 2021-12-04 23:34:57,983 - mmaction - INFO - Epoch [131][400/1345] lr: 1.000e-04, eta: 7:36:48, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8618, top1_acc: 0.8023, top5_acc: 0.9391, loss_cls: 0.7459, loss: 1.6077, grad_norm: 13.8841 2021-12-04 23:35:17,224 - mmaction - INFO - Epoch [131][420/1345] lr: 1.000e-04, eta: 7:36:27, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.9141, top1_acc: 0.8180, top5_acc: 0.9344, loss_cls: 0.7610, loss: 1.6751, grad_norm: 14.3192 2021-12-04 23:35:36,471 - mmaction - INFO - Epoch [131][440/1345] lr: 1.000e-04, eta: 7:36:06, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.9317, top1_acc: 0.7937, top5_acc: 0.9328, loss_cls: 0.8124, loss: 1.7440, grad_norm: 14.6827 2021-12-04 23:35:55,705 - mmaction - INFO - Epoch [131][460/1345] lr: 1.000e-04, eta: 7:35:45, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8761, top1_acc: 0.8148, top5_acc: 0.9352, loss_cls: 0.7680, loss: 1.6442, grad_norm: 14.2363 2021-12-04 23:36:14,930 - mmaction - INFO - Epoch [131][480/1345] lr: 1.000e-04, eta: 7:35:24, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.9234, top1_acc: 0.8086, top5_acc: 0.9281, loss_cls: 0.7781, loss: 1.7015, grad_norm: 14.4076 2021-12-04 23:36:34,154 - mmaction - INFO - Epoch [131][500/1345] lr: 1.000e-04, eta: 7:35:03, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8613, top1_acc: 0.8234, top5_acc: 0.9547, loss_cls: 0.6650, loss: 1.5263, grad_norm: 13.4825 2021-12-04 23:36:53,408 - mmaction - INFO - Epoch [131][520/1345] lr: 1.000e-04, eta: 7:34:43, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8804, top1_acc: 0.8070, top5_acc: 0.9398, loss_cls: 0.7588, loss: 1.6392, grad_norm: 13.9139 2021-12-04 23:37:12,631 - mmaction - INFO - Epoch [131][540/1345] lr: 1.000e-04, eta: 7:34:22, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8889, top1_acc: 0.8039, top5_acc: 0.9352, loss_cls: 0.7549, loss: 1.6438, grad_norm: 13.8897 2021-12-04 23:37:31,883 - mmaction - INFO - Epoch [131][560/1345] lr: 1.000e-04, eta: 7:34:01, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.9047, top1_acc: 0.8070, top5_acc: 0.9336, loss_cls: 0.7649, loss: 1.6696, grad_norm: 14.4374 2021-12-04 23:37:51,119 - mmaction - INFO - Epoch [131][580/1345] lr: 1.000e-04, eta: 7:33:40, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8877, top1_acc: 0.8297, top5_acc: 0.9391, loss_cls: 0.7299, loss: 1.6176, grad_norm: 13.9333 2021-12-04 23:38:10,374 - mmaction - INFO - Epoch [131][600/1345] lr: 1.000e-04, eta: 7:33:19, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8544, top1_acc: 0.8297, top5_acc: 0.9414, loss_cls: 0.6756, loss: 1.5300, grad_norm: 13.3284 2021-12-04 23:38:29,583 - mmaction - INFO - Epoch [131][620/1345] lr: 1.000e-04, eta: 7:32:58, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8729, top1_acc: 0.8117, top5_acc: 0.9305, loss_cls: 0.7557, loss: 1.6286, grad_norm: 13.9928 2021-12-04 23:38:48,802 - mmaction - INFO - Epoch [131][640/1345] lr: 1.000e-04, eta: 7:32:37, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8887, top1_acc: 0.8055, top5_acc: 0.9273, loss_cls: 0.7965, loss: 1.6853, grad_norm: 14.3910 2021-12-04 23:39:08,027 - mmaction - INFO - Epoch [131][660/1345] lr: 1.000e-04, eta: 7:32:16, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8728, top1_acc: 0.8219, top5_acc: 0.9391, loss_cls: 0.7135, loss: 1.5863, grad_norm: 13.6483 2021-12-04 23:39:27,248 - mmaction - INFO - Epoch [131][680/1345] lr: 1.000e-04, eta: 7:31:55, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8653, top1_acc: 0.8102, top5_acc: 0.9375, loss_cls: 0.7312, loss: 1.5965, grad_norm: 14.2177 2021-12-04 23:39:46,469 - mmaction - INFO - Epoch [131][700/1345] lr: 1.000e-04, eta: 7:31:34, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.9268, top1_acc: 0.8148, top5_acc: 0.9453, loss_cls: 0.7289, loss: 1.6557, grad_norm: 14.5145 2021-12-04 23:40:05,686 - mmaction - INFO - Epoch [131][720/1345] lr: 1.000e-04, eta: 7:31:14, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8531, top1_acc: 0.8273, top5_acc: 0.9422, loss_cls: 0.6959, loss: 1.5490, grad_norm: 13.5594 2021-12-04 23:40:24,900 - mmaction - INFO - Epoch [131][740/1345] lr: 1.000e-04, eta: 7:30:53, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8949, top1_acc: 0.8195, top5_acc: 0.9414, loss_cls: 0.7314, loss: 1.6264, grad_norm: 13.9019 2021-12-04 23:40:44,087 - mmaction - INFO - Epoch [131][760/1345] lr: 1.000e-04, eta: 7:30:32, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.8381, top1_acc: 0.8109, top5_acc: 0.9445, loss_cls: 0.6961, loss: 1.5343, grad_norm: 13.8486 2021-12-04 23:41:03,265 - mmaction - INFO - Epoch [131][780/1345] lr: 1.000e-04, eta: 7:30:11, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.8933, top1_acc: 0.7914, top5_acc: 0.9258, loss_cls: 0.8113, loss: 1.7045, grad_norm: 14.9110 2021-12-04 23:41:22,468 - mmaction - INFO - Epoch [131][800/1345] lr: 1.000e-04, eta: 7:29:50, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8783, top1_acc: 0.8281, top5_acc: 0.9250, loss_cls: 0.7649, loss: 1.6432, grad_norm: 13.8612 2021-12-04 23:41:41,663 - mmaction - INFO - Epoch [131][820/1345] lr: 1.000e-04, eta: 7:29:29, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8540, top1_acc: 0.8156, top5_acc: 0.9313, loss_cls: 0.7251, loss: 1.5791, grad_norm: 13.3547 2021-12-04 23:42:00,876 - mmaction - INFO - Epoch [131][840/1345] lr: 1.000e-04, eta: 7:29:08, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8717, top1_acc: 0.8141, top5_acc: 0.9352, loss_cls: 0.7380, loss: 1.6097, grad_norm: 14.2290 2021-12-04 23:42:20,070 - mmaction - INFO - Epoch [131][860/1345] lr: 1.000e-04, eta: 7:28:47, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8995, top1_acc: 0.8094, top5_acc: 0.9344, loss_cls: 0.7691, loss: 1.6687, grad_norm: 14.6482 2021-12-04 23:42:39,286 - mmaction - INFO - Epoch [131][880/1345] lr: 1.000e-04, eta: 7:28:26, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8441, top1_acc: 0.8148, top5_acc: 0.9539, loss_cls: 0.6829, loss: 1.5270, grad_norm: 13.8864 2021-12-04 23:42:58,511 - mmaction - INFO - Epoch [131][900/1345] lr: 1.000e-04, eta: 7:28:05, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8794, top1_acc: 0.8219, top5_acc: 0.9313, loss_cls: 0.7578, loss: 1.6371, grad_norm: 13.6627 2021-12-04 23:43:17,702 - mmaction - INFO - Epoch [131][920/1345] lr: 1.000e-04, eta: 7:27:44, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8594, top1_acc: 0.8227, top5_acc: 0.9437, loss_cls: 0.7068, loss: 1.5662, grad_norm: 13.8297 2021-12-04 23:43:36,923 - mmaction - INFO - Epoch [131][940/1345] lr: 1.000e-04, eta: 7:27:24, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8861, top1_acc: 0.8250, top5_acc: 0.9453, loss_cls: 0.7225, loss: 1.6086, grad_norm: 14.1156 2021-12-04 23:43:56,141 - mmaction - INFO - Epoch [131][960/1345] lr: 1.000e-04, eta: 7:27:03, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8763, top1_acc: 0.8266, top5_acc: 0.9391, loss_cls: 0.7108, loss: 1.5871, grad_norm: 13.8336 2021-12-04 23:44:15,357 - mmaction - INFO - Epoch [131][980/1345] lr: 1.000e-04, eta: 7:26:42, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.9158, top1_acc: 0.8102, top5_acc: 0.9344, loss_cls: 0.7966, loss: 1.7125, grad_norm: 14.3849 2021-12-04 23:44:34,558 - mmaction - INFO - Epoch [131][1000/1345] lr: 1.000e-04, eta: 7:26:21, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8842, top1_acc: 0.8219, top5_acc: 0.9422, loss_cls: 0.7258, loss: 1.6100, grad_norm: 14.2904 2021-12-04 23:44:53,775 - mmaction - INFO - Epoch [131][1020/1345] lr: 1.000e-04, eta: 7:26:00, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8605, top1_acc: 0.8172, top5_acc: 0.9422, loss_cls: 0.6956, loss: 1.5561, grad_norm: 13.6084 2021-12-04 23:45:12,988 - mmaction - INFO - Epoch [131][1040/1345] lr: 1.000e-04, eta: 7:25:39, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8697, top1_acc: 0.8148, top5_acc: 0.9398, loss_cls: 0.7414, loss: 1.6111, grad_norm: 13.8685 2021-12-04 23:45:32,217 - mmaction - INFO - Epoch [131][1060/1345] lr: 1.000e-04, eta: 7:25:18, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8878, top1_acc: 0.8141, top5_acc: 0.9383, loss_cls: 0.7364, loss: 1.6241, grad_norm: 13.7483 2021-12-04 23:45:51,422 - mmaction - INFO - Epoch [131][1080/1345] lr: 1.000e-04, eta: 7:24:57, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8271, top1_acc: 0.8344, top5_acc: 0.9437, loss_cls: 0.6649, loss: 1.4920, grad_norm: 13.6115 2021-12-04 23:46:10,650 - mmaction - INFO - Epoch [131][1100/1345] lr: 1.000e-04, eta: 7:24:36, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.9065, top1_acc: 0.8195, top5_acc: 0.9359, loss_cls: 0.7245, loss: 1.6310, grad_norm: 13.5161 2021-12-04 23:46:29,892 - mmaction - INFO - Epoch [131][1120/1345] lr: 1.000e-04, eta: 7:24:16, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.9009, top1_acc: 0.8086, top5_acc: 0.9320, loss_cls: 0.7789, loss: 1.6798, grad_norm: 14.5185 2021-12-04 23:46:49,114 - mmaction - INFO - Epoch [131][1140/1345] lr: 1.000e-04, eta: 7:23:55, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8559, top1_acc: 0.8320, top5_acc: 0.9430, loss_cls: 0.6723, loss: 1.5282, grad_norm: 12.9855 2021-12-04 23:47:08,339 - mmaction - INFO - Epoch [131][1160/1345] lr: 1.000e-04, eta: 7:23:34, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.9085, top1_acc: 0.8063, top5_acc: 0.9328, loss_cls: 0.7574, loss: 1.6659, grad_norm: 14.2872 2021-12-04 23:47:27,575 - mmaction - INFO - Epoch [131][1180/1345] lr: 1.000e-04, eta: 7:23:13, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8890, top1_acc: 0.7992, top5_acc: 0.9328, loss_cls: 0.7858, loss: 1.6748, grad_norm: 14.3750 2021-12-04 23:47:46,843 - mmaction - INFO - Epoch [131][1200/1345] lr: 1.000e-04, eta: 7:22:52, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8916, top1_acc: 0.8164, top5_acc: 0.9344, loss_cls: 0.7569, loss: 1.6485, grad_norm: 13.9957 2021-12-04 23:48:06,093 - mmaction - INFO - Epoch [131][1220/1345] lr: 1.000e-04, eta: 7:22:31, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8674, top1_acc: 0.8258, top5_acc: 0.9430, loss_cls: 0.6820, loss: 1.5494, grad_norm: 13.2852 2021-12-04 23:48:25,325 - mmaction - INFO - Epoch [131][1240/1345] lr: 1.000e-04, eta: 7:22:10, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8614, top1_acc: 0.8195, top5_acc: 0.9336, loss_cls: 0.7369, loss: 1.5983, grad_norm: 13.5526 2021-12-04 23:48:44,567 - mmaction - INFO - Epoch [131][1260/1345] lr: 1.000e-04, eta: 7:21:49, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8877, top1_acc: 0.8047, top5_acc: 0.9445, loss_cls: 0.7508, loss: 1.6385, grad_norm: 14.1852 2021-12-04 23:49:03,821 - mmaction - INFO - Epoch [131][1280/1345] lr: 1.000e-04, eta: 7:21:28, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.9064, top1_acc: 0.8008, top5_acc: 0.9461, loss_cls: 0.7500, loss: 1.6565, grad_norm: 14.1596 2021-12-04 23:49:23,076 - mmaction - INFO - Epoch [131][1300/1345] lr: 1.000e-04, eta: 7:21:08, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8782, top1_acc: 0.8203, top5_acc: 0.9406, loss_cls: 0.7031, loss: 1.5813, grad_norm: 13.5037 2021-12-04 23:49:42,338 - mmaction - INFO - Epoch [131][1320/1345] lr: 1.000e-04, eta: 7:20:47, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8693, top1_acc: 0.8156, top5_acc: 0.9336, loss_cls: 0.7274, loss: 1.5967, grad_norm: 13.7693 2021-12-04 23:50:01,584 - mmaction - INFO - Epoch [131][1340/1345] lr: 1.000e-04, eta: 7:20:26, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8954, top1_acc: 0.8039, top5_acc: 0.9305, loss_cls: 0.7696, loss: 1.6650, grad_norm: 13.9355 2021-12-04 23:52:23,763 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-04 23:52:23,915 - mmaction - INFO - top1_acc 0.4830 top5_acc 0.7766 2021-12-04 23:52:23,915 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-04 23:52:23,925 - mmaction - INFO - mean_acc 0.4493 2021-12-04 23:52:23,927 - mmaction - INFO - Saving checkpoint at 131 epochs 2021-12-04 23:52:32,574 - mmaction - INFO - Epoch(val) [131][181] top1_acc: 0.4830, top5_acc: 0.7766, mean_class_accuracy: 0.4493 2021-12-04 23:54:35,918 - mmaction - INFO - Epoch [132][20/1345] lr: 1.000e-04, eta: 7:20:14, time: 6.167, data_time: 5.210, memory: 8233, loss_aux: 0.9342, top1_acc: 0.8023, top5_acc: 0.9211, loss_cls: 0.8302, loss: 1.7645, grad_norm: 14.3557 2021-12-04 23:54:55,031 - mmaction - INFO - Epoch [132][40/1345] lr: 1.000e-04, eta: 7:19:53, time: 0.956, data_time: 0.004, memory: 8233, loss_aux: 0.9115, top1_acc: 0.8109, top5_acc: 0.9383, loss_cls: 0.7478, loss: 1.6592, grad_norm: 14.0050 2021-12-04 23:55:14,101 - mmaction - INFO - Epoch [132][60/1345] lr: 1.000e-04, eta: 7:19:32, time: 0.953, data_time: 0.002, memory: 8233, loss_aux: 0.8232, top1_acc: 0.8242, top5_acc: 0.9492, loss_cls: 0.6779, loss: 1.5011, grad_norm: 13.5023 2021-12-04 23:55:33,226 - mmaction - INFO - Epoch [132][80/1345] lr: 1.000e-04, eta: 7:19:11, time: 0.956, data_time: 0.002, memory: 8233, loss_aux: 0.8703, top1_acc: 0.8164, top5_acc: 0.9344, loss_cls: 0.7329, loss: 1.6032, grad_norm: 13.7823 2021-12-04 23:55:52,387 - mmaction - INFO - Epoch [132][100/1345] lr: 1.000e-04, eta: 7:18:50, time: 0.958, data_time: 0.001, memory: 8233, loss_aux: 0.8644, top1_acc: 0.8086, top5_acc: 0.9367, loss_cls: 0.7372, loss: 1.6016, grad_norm: 13.9713 2021-12-04 23:56:11,547 - mmaction - INFO - Epoch [132][120/1345] lr: 1.000e-04, eta: 7:18:29, time: 0.958, data_time: 0.001, memory: 8233, loss_aux: 0.8675, top1_acc: 0.8250, top5_acc: 0.9398, loss_cls: 0.7130, loss: 1.5805, grad_norm: 13.9203 2021-12-04 23:56:30,721 - mmaction - INFO - Epoch [132][140/1345] lr: 1.000e-04, eta: 7:18:09, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.8678, top1_acc: 0.8203, top5_acc: 0.9445, loss_cls: 0.7276, loss: 1.5954, grad_norm: 13.5978 2021-12-04 23:56:49,871 - mmaction - INFO - Epoch [132][160/1345] lr: 1.000e-04, eta: 7:17:48, time: 0.957, data_time: 0.001, memory: 8233, loss_aux: 0.8754, top1_acc: 0.8219, top5_acc: 0.9305, loss_cls: 0.7372, loss: 1.6126, grad_norm: 13.8330 2021-12-04 23:57:09,034 - mmaction - INFO - Epoch [132][180/1345] lr: 1.000e-04, eta: 7:17:27, time: 0.958, data_time: 0.001, memory: 8233, loss_aux: 0.9097, top1_acc: 0.8078, top5_acc: 0.9281, loss_cls: 0.7651, loss: 1.6748, grad_norm: 13.7129 2021-12-04 23:57:28,193 - mmaction - INFO - Epoch [132][200/1345] lr: 1.000e-04, eta: 7:17:06, time: 0.958, data_time: 0.001, memory: 8233, loss_aux: 0.9061, top1_acc: 0.8172, top5_acc: 0.9375, loss_cls: 0.7561, loss: 1.6621, grad_norm: 14.4006 2021-12-04 23:57:47,384 - mmaction - INFO - Epoch [132][220/1345] lr: 1.000e-04, eta: 7:16:45, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8999, top1_acc: 0.7961, top5_acc: 0.9320, loss_cls: 0.8063, loss: 1.7062, grad_norm: 14.9695 2021-12-04 23:58:06,548 - mmaction - INFO - Epoch [132][240/1345] lr: 1.000e-04, eta: 7:16:24, time: 0.958, data_time: 0.001, memory: 8233, loss_aux: 0.8854, top1_acc: 0.8148, top5_acc: 0.9336, loss_cls: 0.7492, loss: 1.6346, grad_norm: 14.1454 2021-12-04 23:58:25,712 - mmaction - INFO - Epoch [132][260/1345] lr: 1.000e-04, eta: 7:16:03, time: 0.958, data_time: 0.001, memory: 8233, loss_aux: 0.8593, top1_acc: 0.8266, top5_acc: 0.9469, loss_cls: 0.6826, loss: 1.5419, grad_norm: 13.8099 2021-12-04 23:58:44,896 - mmaction - INFO - Epoch [132][280/1345] lr: 1.000e-04, eta: 7:15:42, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.8736, top1_acc: 0.8258, top5_acc: 0.9305, loss_cls: 0.7251, loss: 1.5987, grad_norm: 13.8272 2021-12-04 23:59:04,055 - mmaction - INFO - Epoch [132][300/1345] lr: 1.000e-04, eta: 7:15:21, time: 0.958, data_time: 0.001, memory: 8233, loss_aux: 0.8511, top1_acc: 0.8422, top5_acc: 0.9469, loss_cls: 0.6562, loss: 1.5073, grad_norm: 13.3543 2021-12-04 23:59:23,235 - mmaction - INFO - Epoch [132][320/1345] lr: 1.000e-04, eta: 7:15:00, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.8913, top1_acc: 0.8156, top5_acc: 0.9398, loss_cls: 0.7384, loss: 1.6296, grad_norm: 13.6399 2021-12-04 23:59:42,419 - mmaction - INFO - Epoch [132][340/1345] lr: 1.000e-04, eta: 7:14:40, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.9008, top1_acc: 0.8047, top5_acc: 0.9289, loss_cls: 0.7947, loss: 1.6955, grad_norm: 14.3609 2021-12-05 00:00:01,596 - mmaction - INFO - Epoch [132][360/1345] lr: 1.000e-04, eta: 7:14:19, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.8664, top1_acc: 0.8219, top5_acc: 0.9336, loss_cls: 0.7104, loss: 1.5768, grad_norm: 13.8456 2021-12-05 00:00:20,789 - mmaction - INFO - Epoch [132][380/1345] lr: 1.000e-04, eta: 7:13:58, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8462, top1_acc: 0.8391, top5_acc: 0.9453, loss_cls: 0.6600, loss: 1.5062, grad_norm: 13.7885 2021-12-05 00:00:39,967 - mmaction - INFO - Epoch [132][400/1345] lr: 1.000e-04, eta: 7:13:37, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.9019, top1_acc: 0.8219, top5_acc: 0.9320, loss_cls: 0.7848, loss: 1.6867, grad_norm: 14.4446 2021-12-05 00:00:59,202 - mmaction - INFO - Epoch [132][420/1345] lr: 1.000e-04, eta: 7:13:16, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8778, top1_acc: 0.8117, top5_acc: 0.9305, loss_cls: 0.7326, loss: 1.6104, grad_norm: 13.9970 2021-12-05 00:01:18,374 - mmaction - INFO - Epoch [132][440/1345] lr: 1.000e-04, eta: 7:12:55, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.8812, top1_acc: 0.8336, top5_acc: 0.9367, loss_cls: 0.6902, loss: 1.5714, grad_norm: 13.2960 2021-12-05 00:01:37,579 - mmaction - INFO - Epoch [132][460/1345] lr: 1.000e-04, eta: 7:12:34, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8786, top1_acc: 0.8195, top5_acc: 0.9336, loss_cls: 0.7387, loss: 1.6174, grad_norm: 13.6458 2021-12-05 00:01:56,766 - mmaction - INFO - Epoch [132][480/1345] lr: 1.000e-04, eta: 7:12:13, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.8669, top1_acc: 0.8336, top5_acc: 0.9430, loss_cls: 0.6974, loss: 1.5644, grad_norm: 13.5758 2021-12-05 00:02:15,968 - mmaction - INFO - Epoch [132][500/1345] lr: 1.000e-04, eta: 7:11:52, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.9187, top1_acc: 0.8039, top5_acc: 0.9328, loss_cls: 0.8065, loss: 1.7252, grad_norm: 14.2247 2021-12-05 00:02:35,190 - mmaction - INFO - Epoch [132][520/1345] lr: 1.000e-04, eta: 7:11:31, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8714, top1_acc: 0.8227, top5_acc: 0.9359, loss_cls: 0.7325, loss: 1.6038, grad_norm: 13.6174 2021-12-05 00:02:54,433 - mmaction - INFO - Epoch [132][540/1345] lr: 1.000e-04, eta: 7:11:11, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.9021, top1_acc: 0.8125, top5_acc: 0.9172, loss_cls: 0.7878, loss: 1.6899, grad_norm: 13.8008 2021-12-05 00:03:13,688 - mmaction - INFO - Epoch [132][560/1345] lr: 1.000e-04, eta: 7:10:50, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.9211, top1_acc: 0.8109, top5_acc: 0.9367, loss_cls: 0.7416, loss: 1.6627, grad_norm: 13.8504 2021-12-05 00:03:32,922 - mmaction - INFO - Epoch [132][580/1345] lr: 1.000e-04, eta: 7:10:29, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8937, top1_acc: 0.8102, top5_acc: 0.9336, loss_cls: 0.7547, loss: 1.6484, grad_norm: 13.8645 2021-12-05 00:03:52,146 - mmaction - INFO - Epoch [132][600/1345] lr: 1.000e-04, eta: 7:10:08, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8527, top1_acc: 0.8258, top5_acc: 0.9437, loss_cls: 0.7132, loss: 1.5659, grad_norm: 13.5731 2021-12-05 00:04:11,401 - mmaction - INFO - Epoch [132][620/1345] lr: 1.000e-04, eta: 7:09:47, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8944, top1_acc: 0.8211, top5_acc: 0.9375, loss_cls: 0.7306, loss: 1.6250, grad_norm: 13.9870 2021-12-05 00:04:30,628 - mmaction - INFO - Epoch [132][640/1345] lr: 1.000e-04, eta: 7:09:26, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.9009, top1_acc: 0.8039, top5_acc: 0.9352, loss_cls: 0.7513, loss: 1.6523, grad_norm: 14.3533 2021-12-05 00:04:49,882 - mmaction - INFO - Epoch [132][660/1345] lr: 1.000e-04, eta: 7:09:05, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.9056, top1_acc: 0.8063, top5_acc: 0.9344, loss_cls: 0.7777, loss: 1.6833, grad_norm: 14.5926 2021-12-05 00:05:09,134 - mmaction - INFO - Epoch [132][680/1345] lr: 1.000e-04, eta: 7:08:44, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8961, top1_acc: 0.8195, top5_acc: 0.9398, loss_cls: 0.7439, loss: 1.6401, grad_norm: 13.8151 2021-12-05 00:05:28,371 - mmaction - INFO - Epoch [132][700/1345] lr: 1.000e-04, eta: 7:08:23, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8516, top1_acc: 0.8266, top5_acc: 0.9414, loss_cls: 0.6969, loss: 1.5486, grad_norm: 13.9908 2021-12-05 00:05:47,615 - mmaction - INFO - Epoch [132][720/1345] lr: 1.000e-04, eta: 7:08:03, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8904, top1_acc: 0.7945, top5_acc: 0.9211, loss_cls: 0.8018, loss: 1.6922, grad_norm: 14.2364 2021-12-05 00:06:06,864 - mmaction - INFO - Epoch [132][740/1345] lr: 1.000e-04, eta: 7:07:42, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8936, top1_acc: 0.8172, top5_acc: 0.9367, loss_cls: 0.7395, loss: 1.6332, grad_norm: 14.0449 2021-12-05 00:06:26,111 - mmaction - INFO - Epoch [132][760/1345] lr: 1.000e-04, eta: 7:07:21, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.9051, top1_acc: 0.8102, top5_acc: 0.9234, loss_cls: 0.7788, loss: 1.6839, grad_norm: 14.1787 2021-12-05 00:06:45,396 - mmaction - INFO - Epoch [132][780/1345] lr: 1.000e-04, eta: 7:07:00, time: 0.964, data_time: 0.001, memory: 8233, loss_aux: 0.8880, top1_acc: 0.8172, top5_acc: 0.9430, loss_cls: 0.7400, loss: 1.6280, grad_norm: 13.9276 2021-12-05 00:07:04,652 - mmaction - INFO - Epoch [132][800/1345] lr: 1.000e-04, eta: 7:06:39, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8923, top1_acc: 0.8016, top5_acc: 0.9430, loss_cls: 0.7657, loss: 1.6580, grad_norm: 14.4592 2021-12-05 00:07:23,893 - mmaction - INFO - Epoch [132][820/1345] lr: 1.000e-04, eta: 7:06:18, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.9135, top1_acc: 0.8094, top5_acc: 0.9336, loss_cls: 0.7689, loss: 1.6824, grad_norm: 14.2714 2021-12-05 00:07:43,161 - mmaction - INFO - Epoch [132][840/1345] lr: 1.000e-04, eta: 7:05:57, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8766, top1_acc: 0.8266, top5_acc: 0.9398, loss_cls: 0.7092, loss: 1.5858, grad_norm: 13.8824 2021-12-05 00:08:02,408 - mmaction - INFO - Epoch [132][860/1345] lr: 1.000e-04, eta: 7:05:36, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8795, top1_acc: 0.8133, top5_acc: 0.9422, loss_cls: 0.7231, loss: 1.6025, grad_norm: 14.4098 2021-12-05 00:08:21,643 - mmaction - INFO - Epoch [132][880/1345] lr: 1.000e-04, eta: 7:05:16, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.9034, top1_acc: 0.8164, top5_acc: 0.9344, loss_cls: 0.7427, loss: 1.6461, grad_norm: 13.9505 2021-12-05 00:08:40,883 - mmaction - INFO - Epoch [132][900/1345] lr: 1.000e-04, eta: 7:04:55, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8387, top1_acc: 0.8180, top5_acc: 0.9414, loss_cls: 0.7073, loss: 1.5461, grad_norm: 14.1465 2021-12-05 00:09:00,120 - mmaction - INFO - Epoch [132][920/1345] lr: 1.000e-04, eta: 7:04:34, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8711, top1_acc: 0.8187, top5_acc: 0.9414, loss_cls: 0.7198, loss: 1.5910, grad_norm: 13.8499 2021-12-05 00:09:19,340 - mmaction - INFO - Epoch [132][940/1345] lr: 1.000e-04, eta: 7:04:13, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.9048, top1_acc: 0.8008, top5_acc: 0.9320, loss_cls: 0.7803, loss: 1.6851, grad_norm: 14.4911 2021-12-05 00:09:38,579 - mmaction - INFO - Epoch [132][960/1345] lr: 1.000e-04, eta: 7:03:52, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8348, top1_acc: 0.8180, top5_acc: 0.9383, loss_cls: 0.7250, loss: 1.5599, grad_norm: 13.5707 2021-12-05 00:09:57,833 - mmaction - INFO - Epoch [132][980/1345] lr: 1.000e-04, eta: 7:03:31, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.9181, top1_acc: 0.7898, top5_acc: 0.9156, loss_cls: 0.8326, loss: 1.7507, grad_norm: 14.4466 2021-12-05 00:10:17,079 - mmaction - INFO - Epoch [132][1000/1345] lr: 1.000e-04, eta: 7:03:10, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8749, top1_acc: 0.8125, top5_acc: 0.9281, loss_cls: 0.7430, loss: 1.6179, grad_norm: 14.2387 2021-12-05 00:10:36,361 - mmaction - INFO - Epoch [132][1020/1345] lr: 1.000e-04, eta: 7:02:49, time: 0.964, data_time: 0.001, memory: 8233, loss_aux: 0.9007, top1_acc: 0.8055, top5_acc: 0.9359, loss_cls: 0.7688, loss: 1.6695, grad_norm: 14.3571 2021-12-05 00:10:55,610 - mmaction - INFO - Epoch [132][1040/1345] lr: 1.000e-04, eta: 7:02:28, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.9205, top1_acc: 0.8313, top5_acc: 0.9313, loss_cls: 0.7665, loss: 1.6870, grad_norm: 14.1619 2021-12-05 00:11:14,869 - mmaction - INFO - Epoch [132][1060/1345] lr: 1.000e-04, eta: 7:02:08, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8883, top1_acc: 0.7891, top5_acc: 0.9344, loss_cls: 0.8027, loss: 1.6910, grad_norm: 14.9301 2021-12-05 00:11:34,089 - mmaction - INFO - Epoch [132][1080/1345] lr: 1.000e-04, eta: 7:01:47, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8451, top1_acc: 0.8266, top5_acc: 0.9414, loss_cls: 0.6869, loss: 1.5320, grad_norm: 13.7216 2021-12-05 00:11:53,320 - mmaction - INFO - Epoch [132][1100/1345] lr: 1.000e-04, eta: 7:01:26, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8583, top1_acc: 0.8297, top5_acc: 0.9484, loss_cls: 0.6603, loss: 1.5185, grad_norm: 13.4932 2021-12-05 00:12:12,547 - mmaction - INFO - Epoch [132][1120/1345] lr: 1.000e-04, eta: 7:01:05, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8908, top1_acc: 0.8055, top5_acc: 0.9367, loss_cls: 0.7633, loss: 1.6541, grad_norm: 14.3761 2021-12-05 00:12:31,777 - mmaction - INFO - Epoch [132][1140/1345] lr: 1.000e-04, eta: 7:00:44, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.9312, top1_acc: 0.7961, top5_acc: 0.9234, loss_cls: 0.8139, loss: 1.7451, grad_norm: 14.1986 2021-12-05 00:12:50,994 - mmaction - INFO - Epoch [132][1160/1345] lr: 1.000e-04, eta: 7:00:23, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8672, top1_acc: 0.8086, top5_acc: 0.9313, loss_cls: 0.7629, loss: 1.6301, grad_norm: 14.5697 2021-12-05 00:13:10,230 - mmaction - INFO - Epoch [132][1180/1345] lr: 1.000e-04, eta: 7:00:02, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8622, top1_acc: 0.8273, top5_acc: 0.9523, loss_cls: 0.6804, loss: 1.5426, grad_norm: 13.8253 2021-12-05 00:13:29,434 - mmaction - INFO - Epoch [132][1200/1345] lr: 1.000e-04, eta: 6:59:41, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8715, top1_acc: 0.8102, top5_acc: 0.9359, loss_cls: 0.7415, loss: 1.6131, grad_norm: 14.2938 2021-12-05 00:13:48,654 - mmaction - INFO - Epoch [132][1220/1345] lr: 1.000e-04, eta: 6:59:21, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8852, top1_acc: 0.8242, top5_acc: 0.9414, loss_cls: 0.7167, loss: 1.6020, grad_norm: 14.0957 2021-12-05 00:14:07,881 - mmaction - INFO - Epoch [132][1240/1345] lr: 1.000e-04, eta: 6:59:00, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8617, top1_acc: 0.8391, top5_acc: 0.9367, loss_cls: 0.6990, loss: 1.5606, grad_norm: 13.6139 2021-12-05 00:14:27,098 - mmaction - INFO - Epoch [132][1260/1345] lr: 1.000e-04, eta: 6:58:39, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8978, top1_acc: 0.8172, top5_acc: 0.9344, loss_cls: 0.7640, loss: 1.6618, grad_norm: 14.1999 2021-12-05 00:14:46,314 - mmaction - INFO - Epoch [132][1280/1345] lr: 1.000e-04, eta: 6:58:18, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8878, top1_acc: 0.8141, top5_acc: 0.9375, loss_cls: 0.7285, loss: 1.6163, grad_norm: 13.6690 2021-12-05 00:15:05,534 - mmaction - INFO - Epoch [132][1300/1345] lr: 1.000e-04, eta: 6:57:57, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.9020, top1_acc: 0.8133, top5_acc: 0.9313, loss_cls: 0.7728, loss: 1.6747, grad_norm: 14.4838 2021-12-05 00:15:24,740 - mmaction - INFO - Epoch [132][1320/1345] lr: 1.000e-04, eta: 6:57:36, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.9201, top1_acc: 0.8141, top5_acc: 0.9281, loss_cls: 0.7919, loss: 1.7119, grad_norm: 14.4298 2021-12-05 00:15:43,985 - mmaction - INFO - Epoch [132][1340/1345] lr: 1.000e-04, eta: 6:57:15, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8807, top1_acc: 0.8180, top5_acc: 0.9320, loss_cls: 0.7356, loss: 1.6163, grad_norm: 14.1299 2021-12-05 00:18:05,501 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-05 00:18:05,655 - mmaction - INFO - top1_acc 0.4832 top5_acc 0.7807 2021-12-05 00:18:05,656 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-05 00:18:05,667 - mmaction - INFO - mean_acc 0.4500 2021-12-05 00:18:05,673 - mmaction - INFO - Saving checkpoint at 132 epochs 2021-12-05 00:18:16,434 - mmaction - INFO - Epoch(val) [132][181] top1_acc: 0.4832, top5_acc: 0.7807, mean_class_accuracy: 0.4500 2021-12-05 00:20:14,079 - mmaction - INFO - Epoch [133][20/1345] lr: 1.000e-04, eta: 6:57:02, time: 5.882, data_time: 4.929, memory: 8233, loss_aux: 0.8930, top1_acc: 0.8117, top5_acc: 0.9313, loss_cls: 0.7768, loss: 1.6698, grad_norm: 14.3972 2021-12-05 00:20:33,151 - mmaction - INFO - Epoch [133][40/1345] lr: 1.000e-04, eta: 6:56:41, time: 0.954, data_time: 0.003, memory: 8233, loss_aux: 0.8901, top1_acc: 0.7977, top5_acc: 0.9391, loss_cls: 0.7479, loss: 1.6379, grad_norm: 14.5713 2021-12-05 00:20:52,252 - mmaction - INFO - Epoch [133][60/1345] lr: 1.000e-04, eta: 6:56:20, time: 0.955, data_time: 0.003, memory: 8233, loss_aux: 0.9017, top1_acc: 0.8227, top5_acc: 0.9367, loss_cls: 0.7260, loss: 1.6277, grad_norm: 14.0057 2021-12-05 00:21:11,351 - mmaction - INFO - Epoch [133][80/1345] lr: 1.000e-04, eta: 6:55:59, time: 0.955, data_time: 0.001, memory: 8233, loss_aux: 0.8805, top1_acc: 0.8195, top5_acc: 0.9430, loss_cls: 0.7303, loss: 1.6108, grad_norm: 14.2823 2021-12-05 00:21:30,496 - mmaction - INFO - Epoch [133][100/1345] lr: 1.000e-04, eta: 6:55:38, time: 0.957, data_time: 0.001, memory: 8233, loss_aux: 0.8984, top1_acc: 0.8172, top5_acc: 0.9383, loss_cls: 0.7538, loss: 1.6522, grad_norm: 14.2354 2021-12-05 00:21:49,632 - mmaction - INFO - Epoch [133][120/1345] lr: 1.000e-04, eta: 6:55:17, time: 0.957, data_time: 0.001, memory: 8233, loss_aux: 0.8520, top1_acc: 0.8281, top5_acc: 0.9375, loss_cls: 0.6891, loss: 1.5411, grad_norm: 13.1059 2021-12-05 00:22:08,785 - mmaction - INFO - Epoch [133][140/1345] lr: 1.000e-04, eta: 6:54:57, time: 0.958, data_time: 0.001, memory: 8233, loss_aux: 0.8687, top1_acc: 0.8211, top5_acc: 0.9344, loss_cls: 0.7665, loss: 1.6352, grad_norm: 14.0240 2021-12-05 00:22:27,899 - mmaction - INFO - Epoch [133][160/1345] lr: 1.000e-04, eta: 6:54:36, time: 0.956, data_time: 0.001, memory: 8233, loss_aux: 0.8984, top1_acc: 0.8000, top5_acc: 0.9195, loss_cls: 0.8199, loss: 1.7183, grad_norm: 14.3654 2021-12-05 00:22:47,040 - mmaction - INFO - Epoch [133][180/1345] lr: 1.000e-04, eta: 6:54:15, time: 0.957, data_time: 0.001, memory: 8233, loss_aux: 0.8911, top1_acc: 0.8078, top5_acc: 0.9250, loss_cls: 0.7716, loss: 1.6627, grad_norm: 14.0915 2021-12-05 00:23:06,227 - mmaction - INFO - Epoch [133][200/1345] lr: 1.000e-04, eta: 6:53:54, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.9034, top1_acc: 0.8164, top5_acc: 0.9305, loss_cls: 0.7617, loss: 1.6651, grad_norm: 14.2663 2021-12-05 00:23:25,433 - mmaction - INFO - Epoch [133][220/1345] lr: 1.000e-04, eta: 6:53:33, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8617, top1_acc: 0.8344, top5_acc: 0.9320, loss_cls: 0.7148, loss: 1.5764, grad_norm: 13.3668 2021-12-05 00:23:44,653 - mmaction - INFO - Epoch [133][240/1345] lr: 1.000e-04, eta: 6:53:12, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8553, top1_acc: 0.8117, top5_acc: 0.9406, loss_cls: 0.7150, loss: 1.5704, grad_norm: 13.8818 2021-12-05 00:24:03,845 - mmaction - INFO - Epoch [133][260/1345] lr: 1.000e-04, eta: 6:52:51, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8801, top1_acc: 0.8055, top5_acc: 0.9328, loss_cls: 0.7628, loss: 1.6429, grad_norm: 14.0839 2021-12-05 00:24:23,060 - mmaction - INFO - Epoch [133][280/1345] lr: 1.000e-04, eta: 6:52:30, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8889, top1_acc: 0.8172, top5_acc: 0.9352, loss_cls: 0.7494, loss: 1.6383, grad_norm: 14.3460 2021-12-05 00:24:42,264 - mmaction - INFO - Epoch [133][300/1345] lr: 1.000e-04, eta: 6:52:09, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8654, top1_acc: 0.8297, top5_acc: 0.9313, loss_cls: 0.7283, loss: 1.5937, grad_norm: 13.7913 2021-12-05 00:25:01,474 - mmaction - INFO - Epoch [133][320/1345] lr: 1.000e-04, eta: 6:51:49, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8844, top1_acc: 0.8133, top5_acc: 0.9289, loss_cls: 0.7797, loss: 1.6642, grad_norm: 14.1966 2021-12-05 00:25:20,685 - mmaction - INFO - Epoch [133][340/1345] lr: 1.000e-04, eta: 6:51:28, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8492, top1_acc: 0.8313, top5_acc: 0.9508, loss_cls: 0.6637, loss: 1.5129, grad_norm: 13.7027 2021-12-05 00:25:39,855 - mmaction - INFO - Epoch [133][360/1345] lr: 1.000e-04, eta: 6:51:07, time: 0.958, data_time: 0.001, memory: 8233, loss_aux: 0.8695, top1_acc: 0.8250, top5_acc: 0.9328, loss_cls: 0.7394, loss: 1.6089, grad_norm: 14.0452 2021-12-05 00:25:59,063 - mmaction - INFO - Epoch [133][380/1345] lr: 1.000e-04, eta: 6:50:46, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8870, top1_acc: 0.8164, top5_acc: 0.9453, loss_cls: 0.7128, loss: 1.5999, grad_norm: 14.1332 2021-12-05 00:26:18,300 - mmaction - INFO - Epoch [133][400/1345] lr: 1.000e-04, eta: 6:50:25, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.9173, top1_acc: 0.8094, top5_acc: 0.9375, loss_cls: 0.7597, loss: 1.6771, grad_norm: 14.5859 2021-12-05 00:26:37,559 - mmaction - INFO - Epoch [133][420/1345] lr: 1.000e-04, eta: 6:50:04, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.9173, top1_acc: 0.8258, top5_acc: 0.9273, loss_cls: 0.7635, loss: 1.6808, grad_norm: 14.4027 2021-12-05 00:26:56,787 - mmaction - INFO - Epoch [133][440/1345] lr: 1.000e-04, eta: 6:49:43, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8793, top1_acc: 0.8195, top5_acc: 0.9328, loss_cls: 0.7237, loss: 1.6030, grad_norm: 13.7004 2021-12-05 00:27:16,015 - mmaction - INFO - Epoch [133][460/1345] lr: 1.000e-04, eta: 6:49:22, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8759, top1_acc: 0.8242, top5_acc: 0.9375, loss_cls: 0.7197, loss: 1.5956, grad_norm: 14.1240 2021-12-05 00:27:35,263 - mmaction - INFO - Epoch [133][480/1345] lr: 1.000e-04, eta: 6:49:02, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8814, top1_acc: 0.8086, top5_acc: 0.9375, loss_cls: 0.7481, loss: 1.6295, grad_norm: 14.4090 2021-12-05 00:27:54,492 - mmaction - INFO - Epoch [133][500/1345] lr: 1.000e-04, eta: 6:48:41, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8940, top1_acc: 0.8133, top5_acc: 0.9336, loss_cls: 0.7517, loss: 1.6457, grad_norm: 14.2870 2021-12-05 00:28:13,747 - mmaction - INFO - Epoch [133][520/1345] lr: 1.000e-04, eta: 6:48:20, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8704, top1_acc: 0.8273, top5_acc: 0.9305, loss_cls: 0.7239, loss: 1.5943, grad_norm: 13.9223 2021-12-05 00:28:32,978 - mmaction - INFO - Epoch [133][540/1345] lr: 1.000e-04, eta: 6:47:59, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8804, top1_acc: 0.8305, top5_acc: 0.9398, loss_cls: 0.7017, loss: 1.5821, grad_norm: 13.7610 2021-12-05 00:28:52,216 - mmaction - INFO - Epoch [133][560/1345] lr: 1.000e-04, eta: 6:47:38, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8819, top1_acc: 0.8273, top5_acc: 0.9336, loss_cls: 0.7412, loss: 1.6231, grad_norm: 14.0748 2021-12-05 00:29:11,464 - mmaction - INFO - Epoch [133][580/1345] lr: 1.000e-04, eta: 6:47:17, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8672, top1_acc: 0.8133, top5_acc: 0.9305, loss_cls: 0.7411, loss: 1.6084, grad_norm: 13.6187 2021-12-05 00:29:30,730 - mmaction - INFO - Epoch [133][600/1345] lr: 1.000e-04, eta: 6:46:56, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8821, top1_acc: 0.8102, top5_acc: 0.9367, loss_cls: 0.7495, loss: 1.6316, grad_norm: 14.2411 2021-12-05 00:29:49,951 - mmaction - INFO - Epoch [133][620/1345] lr: 1.000e-04, eta: 6:46:35, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8776, top1_acc: 0.8187, top5_acc: 0.9383, loss_cls: 0.7380, loss: 1.6156, grad_norm: 14.2836 2021-12-05 00:30:09,178 - mmaction - INFO - Epoch [133][640/1345] lr: 1.000e-04, eta: 6:46:15, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.9099, top1_acc: 0.8102, top5_acc: 0.9406, loss_cls: 0.7297, loss: 1.6396, grad_norm: 14.6370 2021-12-05 00:30:28,409 - mmaction - INFO - Epoch [133][660/1345] lr: 1.000e-04, eta: 6:45:54, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8633, top1_acc: 0.8148, top5_acc: 0.9391, loss_cls: 0.7334, loss: 1.5968, grad_norm: 13.6465 2021-12-05 00:30:47,658 - mmaction - INFO - Epoch [133][680/1345] lr: 1.000e-04, eta: 6:45:33, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8546, top1_acc: 0.8297, top5_acc: 0.9484, loss_cls: 0.6993, loss: 1.5539, grad_norm: 13.7366 2021-12-05 00:31:06,887 - mmaction - INFO - Epoch [133][700/1345] lr: 1.000e-04, eta: 6:45:12, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8735, top1_acc: 0.8352, top5_acc: 0.9414, loss_cls: 0.6926, loss: 1.5662, grad_norm: 13.3123 2021-12-05 00:31:26,130 - mmaction - INFO - Epoch [133][720/1345] lr: 1.000e-04, eta: 6:44:51, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8561, top1_acc: 0.8133, top5_acc: 0.9437, loss_cls: 0.7268, loss: 1.5829, grad_norm: 14.3582 2021-12-05 00:31:45,363 - mmaction - INFO - Epoch [133][740/1345] lr: 1.000e-04, eta: 6:44:30, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.9308, top1_acc: 0.8078, top5_acc: 0.9336, loss_cls: 0.7876, loss: 1.7184, grad_norm: 14.4680 2021-12-05 00:32:04,623 - mmaction - INFO - Epoch [133][760/1345] lr: 1.000e-04, eta: 6:44:09, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8818, top1_acc: 0.8180, top5_acc: 0.9328, loss_cls: 0.7467, loss: 1.6286, grad_norm: 13.8347 2021-12-05 00:32:23,852 - mmaction - INFO - Epoch [133][780/1345] lr: 1.000e-04, eta: 6:43:48, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8945, top1_acc: 0.8094, top5_acc: 0.9367, loss_cls: 0.7519, loss: 1.6464, grad_norm: 14.0795 2021-12-05 00:32:43,097 - mmaction - INFO - Epoch [133][800/1345] lr: 1.000e-04, eta: 6:43:28, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8871, top1_acc: 0.8242, top5_acc: 0.9437, loss_cls: 0.7163, loss: 1.6034, grad_norm: 13.6817 2021-12-05 00:33:02,352 - mmaction - INFO - Epoch [133][820/1345] lr: 1.000e-04, eta: 6:43:07, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8796, top1_acc: 0.8273, top5_acc: 0.9422, loss_cls: 0.7021, loss: 1.5818, grad_norm: 14.2228 2021-12-05 00:33:21,601 - mmaction - INFO - Epoch [133][840/1345] lr: 1.000e-04, eta: 6:42:46, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.9025, top1_acc: 0.8086, top5_acc: 0.9375, loss_cls: 0.7543, loss: 1.6568, grad_norm: 14.4271 2021-12-05 00:33:40,821 - mmaction - INFO - Epoch [133][860/1345] lr: 1.000e-04, eta: 6:42:25, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8668, top1_acc: 0.8211, top5_acc: 0.9422, loss_cls: 0.7172, loss: 1.5840, grad_norm: 14.0933 2021-12-05 00:34:00,063 - mmaction - INFO - Epoch [133][880/1345] lr: 1.000e-04, eta: 6:42:04, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8741, top1_acc: 0.8258, top5_acc: 0.9422, loss_cls: 0.7115, loss: 1.5856, grad_norm: 14.1375 2021-12-05 00:34:19,314 - mmaction - INFO - Epoch [133][900/1345] lr: 1.000e-04, eta: 6:41:43, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8935, top1_acc: 0.8234, top5_acc: 0.9344, loss_cls: 0.7288, loss: 1.6223, grad_norm: 13.8828 2021-12-05 00:34:38,566 - mmaction - INFO - Epoch [133][920/1345] lr: 1.000e-04, eta: 6:41:22, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8965, top1_acc: 0.8211, top5_acc: 0.9320, loss_cls: 0.7701, loss: 1.6666, grad_norm: 14.6619 2021-12-05 00:34:57,750 - mmaction - INFO - Epoch [133][940/1345] lr: 1.000e-04, eta: 6:41:01, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.8899, top1_acc: 0.8156, top5_acc: 0.9391, loss_cls: 0.7644, loss: 1.6543, grad_norm: 14.3687 2021-12-05 00:35:17,012 - mmaction - INFO - Epoch [133][960/1345] lr: 1.000e-04, eta: 6:40:41, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.9141, top1_acc: 0.8086, top5_acc: 0.9203, loss_cls: 0.8035, loss: 1.7176, grad_norm: 14.3606 2021-12-05 00:35:36,242 - mmaction - INFO - Epoch [133][980/1345] lr: 1.000e-04, eta: 6:40:20, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8869, top1_acc: 0.8219, top5_acc: 0.9406, loss_cls: 0.7426, loss: 1.6295, grad_norm: 13.8910 2021-12-05 00:35:55,455 - mmaction - INFO - Epoch [133][1000/1345] lr: 1.000e-04, eta: 6:39:59, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8965, top1_acc: 0.8039, top5_acc: 0.9359, loss_cls: 0.7768, loss: 1.6733, grad_norm: 14.4789 2021-12-05 00:36:14,643 - mmaction - INFO - Epoch [133][1020/1345] lr: 1.000e-04, eta: 6:39:38, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.8510, top1_acc: 0.8289, top5_acc: 0.9406, loss_cls: 0.7015, loss: 1.5524, grad_norm: 13.4981 2021-12-05 00:36:33,864 - mmaction - INFO - Epoch [133][1040/1345] lr: 1.000e-04, eta: 6:39:17, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8390, top1_acc: 0.8234, top5_acc: 0.9352, loss_cls: 0.7217, loss: 1.5608, grad_norm: 13.6625 2021-12-05 00:36:53,079 - mmaction - INFO - Epoch [133][1060/1345] lr: 1.000e-04, eta: 6:38:56, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8650, top1_acc: 0.8352, top5_acc: 0.9367, loss_cls: 0.6625, loss: 1.5275, grad_norm: 13.3077 2021-12-05 00:37:12,295 - mmaction - INFO - Epoch [133][1080/1345] lr: 1.000e-04, eta: 6:38:35, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8963, top1_acc: 0.8148, top5_acc: 0.9375, loss_cls: 0.7490, loss: 1.6454, grad_norm: 14.2920 2021-12-05 00:37:31,519 - mmaction - INFO - Epoch [133][1100/1345] lr: 1.000e-04, eta: 6:38:14, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8682, top1_acc: 0.8156, top5_acc: 0.9406, loss_cls: 0.7309, loss: 1.5991, grad_norm: 13.7913 2021-12-05 00:37:50,716 - mmaction - INFO - Epoch [133][1120/1345] lr: 1.000e-04, eta: 6:37:54, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.9291, top1_acc: 0.8016, top5_acc: 0.9234, loss_cls: 0.7937, loss: 1.7228, grad_norm: 14.3236 2021-12-05 00:38:09,931 - mmaction - INFO - Epoch [133][1140/1345] lr: 1.000e-04, eta: 6:37:33, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8280, top1_acc: 0.8375, top5_acc: 0.9508, loss_cls: 0.6654, loss: 1.4934, grad_norm: 13.7927 2021-12-05 00:38:29,095 - mmaction - INFO - Epoch [133][1160/1345] lr: 1.000e-04, eta: 6:37:12, time: 0.958, data_time: 0.001, memory: 8233, loss_aux: 0.8705, top1_acc: 0.8156, top5_acc: 0.9422, loss_cls: 0.7236, loss: 1.5941, grad_norm: 14.1887 2021-12-05 00:38:48,287 - mmaction - INFO - Epoch [133][1180/1345] lr: 1.000e-04, eta: 6:36:51, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8860, top1_acc: 0.8023, top5_acc: 0.9273, loss_cls: 0.7764, loss: 1.6624, grad_norm: 14.5385 2021-12-05 00:39:07,488 - mmaction - INFO - Epoch [133][1200/1345] lr: 1.000e-04, eta: 6:36:30, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8557, top1_acc: 0.8219, top5_acc: 0.9445, loss_cls: 0.7122, loss: 1.5679, grad_norm: 14.0132 2021-12-05 00:39:26,697 - mmaction - INFO - Epoch [133][1220/1345] lr: 1.000e-04, eta: 6:36:09, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8367, top1_acc: 0.8156, top5_acc: 0.9422, loss_cls: 0.7193, loss: 1.5560, grad_norm: 13.6958 2021-12-05 00:39:45,912 - mmaction - INFO - Epoch [133][1240/1345] lr: 1.000e-04, eta: 6:35:48, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8808, top1_acc: 0.8180, top5_acc: 0.9273, loss_cls: 0.7587, loss: 1.6396, grad_norm: 14.2237 2021-12-05 00:40:05,160 - mmaction - INFO - Epoch [133][1260/1345] lr: 1.000e-04, eta: 6:35:28, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8314, top1_acc: 0.8336, top5_acc: 0.9539, loss_cls: 0.6385, loss: 1.4699, grad_norm: 13.3946 2021-12-05 00:40:24,370 - mmaction - INFO - Epoch [133][1280/1345] lr: 1.000e-04, eta: 6:35:07, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8653, top1_acc: 0.8227, top5_acc: 0.9453, loss_cls: 0.7094, loss: 1.5747, grad_norm: 13.7605 2021-12-05 00:40:43,603 - mmaction - INFO - Epoch [133][1300/1345] lr: 1.000e-04, eta: 6:34:46, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8545, top1_acc: 0.8078, top5_acc: 0.9375, loss_cls: 0.7403, loss: 1.5947, grad_norm: 14.7904 2021-12-05 00:41:02,800 - mmaction - INFO - Epoch [133][1320/1345] lr: 1.000e-04, eta: 6:34:25, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8657, top1_acc: 0.8422, top5_acc: 0.9492, loss_cls: 0.6461, loss: 1.5118, grad_norm: 13.5213 2021-12-05 00:41:22,033 - mmaction - INFO - Epoch [133][1340/1345] lr: 1.000e-04, eta: 6:34:04, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8832, top1_acc: 0.8273, top5_acc: 0.9422, loss_cls: 0.7134, loss: 1.5965, grad_norm: 14.2306 2021-12-05 00:43:43,028 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-05 00:43:43,180 - mmaction - INFO - top1_acc 0.4892 top5_acc 0.7767 2021-12-05 00:43:43,181 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-05 00:43:43,190 - mmaction - INFO - mean_acc 0.4563 2021-12-05 00:43:46,121 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_133.pth. 2021-12-05 00:43:46,121 - mmaction - INFO - Best top1_acc is 0.4892 at 133 epoch. 2021-12-05 00:43:46,125 - mmaction - INFO - Saving checkpoint at 133 epochs 2021-12-05 00:43:52,520 - mmaction - INFO - Epoch(val) [133][181] top1_acc: 0.4892, top5_acc: 0.7767, mean_class_accuracy: 0.4563 2021-12-05 00:45:57,567 - mmaction - INFO - Epoch [134][20/1345] lr: 1.000e-04, eta: 6:33:51, time: 6.252, data_time: 5.293, memory: 8233, loss_aux: 0.8920, top1_acc: 0.8172, top5_acc: 0.9336, loss_cls: 0.7588, loss: 1.6508, grad_norm: 13.9380 2021-12-05 00:46:16,654 - mmaction - INFO - Epoch [134][40/1345] lr: 1.000e-04, eta: 6:33:30, time: 0.954, data_time: 0.004, memory: 8233, loss_aux: 0.9024, top1_acc: 0.8133, top5_acc: 0.9375, loss_cls: 0.7533, loss: 1.6557, grad_norm: 13.7668 2021-12-05 00:46:35,792 - mmaction - INFO - Epoch [134][60/1345] lr: 1.000e-04, eta: 6:33:09, time: 0.957, data_time: 0.003, memory: 8233, loss_aux: 0.8764, top1_acc: 0.8266, top5_acc: 0.9422, loss_cls: 0.6833, loss: 1.5597, grad_norm: 13.6077 2021-12-05 00:46:54,945 - mmaction - INFO - Epoch [134][80/1345] lr: 1.000e-04, eta: 6:32:48, time: 0.957, data_time: 0.002, memory: 8233, loss_aux: 0.8805, top1_acc: 0.8273, top5_acc: 0.9352, loss_cls: 0.6971, loss: 1.5777, grad_norm: 14.1810 2021-12-05 00:47:14,094 - mmaction - INFO - Epoch [134][100/1345] lr: 1.000e-04, eta: 6:32:27, time: 0.958, data_time: 0.001, memory: 8233, loss_aux: 0.8889, top1_acc: 0.8195, top5_acc: 0.9336, loss_cls: 0.7357, loss: 1.6247, grad_norm: 13.8992 2021-12-05 00:47:33,257 - mmaction - INFO - Epoch [134][120/1345] lr: 1.000e-04, eta: 6:32:06, time: 0.958, data_time: 0.001, memory: 8233, loss_aux: 0.8863, top1_acc: 0.8070, top5_acc: 0.9359, loss_cls: 0.7383, loss: 1.6246, grad_norm: 14.0816 2021-12-05 00:47:52,434 - mmaction - INFO - Epoch [134][140/1345] lr: 1.000e-04, eta: 6:31:46, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.8688, top1_acc: 0.8195, top5_acc: 0.9422, loss_cls: 0.7329, loss: 1.6016, grad_norm: 14.4797 2021-12-05 00:48:11,576 - mmaction - INFO - Epoch [134][160/1345] lr: 1.000e-04, eta: 6:31:25, time: 0.957, data_time: 0.001, memory: 8233, loss_aux: 0.8703, top1_acc: 0.8242, top5_acc: 0.9305, loss_cls: 0.7262, loss: 1.5964, grad_norm: 13.8775 2021-12-05 00:48:30,780 - mmaction - INFO - Epoch [134][180/1345] lr: 1.000e-04, eta: 6:31:04, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8922, top1_acc: 0.8117, top5_acc: 0.9320, loss_cls: 0.7597, loss: 1.6519, grad_norm: 14.0400 2021-12-05 00:48:49,974 - mmaction - INFO - Epoch [134][200/1345] lr: 1.000e-04, eta: 6:30:43, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8876, top1_acc: 0.8125, top5_acc: 0.9375, loss_cls: 0.7183, loss: 1.6059, grad_norm: 13.9040 2021-12-05 00:49:09,137 - mmaction - INFO - Epoch [134][220/1345] lr: 1.000e-04, eta: 6:30:22, time: 0.958, data_time: 0.001, memory: 8233, loss_aux: 0.8536, top1_acc: 0.8227, top5_acc: 0.9469, loss_cls: 0.6758, loss: 1.5294, grad_norm: 13.8322 2021-12-05 00:49:28,326 - mmaction - INFO - Epoch [134][240/1345] lr: 1.000e-04, eta: 6:30:01, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8904, top1_acc: 0.8078, top5_acc: 0.9305, loss_cls: 0.7980, loss: 1.6885, grad_norm: 14.4300 2021-12-05 00:49:47,527 - mmaction - INFO - Epoch [134][260/1345] lr: 1.000e-04, eta: 6:29:40, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8862, top1_acc: 0.8148, top5_acc: 0.9320, loss_cls: 0.7685, loss: 1.6547, grad_norm: 14.3782 2021-12-05 00:50:06,690 - mmaction - INFO - Epoch [134][280/1345] lr: 1.000e-04, eta: 6:29:19, time: 0.958, data_time: 0.001, memory: 8233, loss_aux: 0.9015, top1_acc: 0.7914, top5_acc: 0.9266, loss_cls: 0.8099, loss: 1.7114, grad_norm: 14.6591 2021-12-05 00:50:25,881 - mmaction - INFO - Epoch [134][300/1345] lr: 1.000e-04, eta: 6:28:59, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8466, top1_acc: 0.8195, top5_acc: 0.9391, loss_cls: 0.7008, loss: 1.5474, grad_norm: 13.6856 2021-12-05 00:50:45,082 - mmaction - INFO - Epoch [134][320/1345] lr: 1.000e-04, eta: 6:28:38, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8723, top1_acc: 0.8164, top5_acc: 0.9437, loss_cls: 0.7111, loss: 1.5834, grad_norm: 14.1273 2021-12-05 00:51:04,278 - mmaction - INFO - Epoch [134][340/1345] lr: 1.000e-04, eta: 6:28:17, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8679, top1_acc: 0.8148, top5_acc: 0.9461, loss_cls: 0.6970, loss: 1.5649, grad_norm: 14.2672 2021-12-05 00:51:23,485 - mmaction - INFO - Epoch [134][360/1345] lr: 1.000e-04, eta: 6:27:56, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8587, top1_acc: 0.8219, top5_acc: 0.9352, loss_cls: 0.7311, loss: 1.5898, grad_norm: 13.7083 2021-12-05 00:51:42,708 - mmaction - INFO - Epoch [134][380/1345] lr: 1.000e-04, eta: 6:27:35, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8656, top1_acc: 0.8141, top5_acc: 0.9305, loss_cls: 0.7470, loss: 1.6126, grad_norm: 14.2842 2021-12-05 00:52:01,917 - mmaction - INFO - Epoch [134][400/1345] lr: 1.000e-04, eta: 6:27:14, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8946, top1_acc: 0.8180, top5_acc: 0.9367, loss_cls: 0.7240, loss: 1.6186, grad_norm: 14.5021 2021-12-05 00:52:21,146 - mmaction - INFO - Epoch [134][420/1345] lr: 1.000e-04, eta: 6:26:53, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8732, top1_acc: 0.8195, top5_acc: 0.9398, loss_cls: 0.6992, loss: 1.5724, grad_norm: 14.1616 2021-12-05 00:52:40,328 - mmaction - INFO - Epoch [134][440/1345] lr: 1.000e-04, eta: 6:26:32, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.8997, top1_acc: 0.8258, top5_acc: 0.9508, loss_cls: 0.6938, loss: 1.5935, grad_norm: 13.9840 2021-12-05 00:52:59,541 - mmaction - INFO - Epoch [134][460/1345] lr: 1.000e-04, eta: 6:26:12, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8958, top1_acc: 0.8109, top5_acc: 0.9258, loss_cls: 0.7738, loss: 1.6695, grad_norm: 14.2962 2021-12-05 00:53:18,712 - mmaction - INFO - Epoch [134][480/1345] lr: 1.000e-04, eta: 6:25:51, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.9078, top1_acc: 0.7922, top5_acc: 0.9250, loss_cls: 0.8417, loss: 1.7495, grad_norm: 14.5735 2021-12-05 00:53:37,922 - mmaction - INFO - Epoch [134][500/1345] lr: 1.000e-04, eta: 6:25:30, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.9023, top1_acc: 0.8117, top5_acc: 0.9359, loss_cls: 0.7596, loss: 1.6619, grad_norm: 14.0495 2021-12-05 00:53:57,106 - mmaction - INFO - Epoch [134][520/1345] lr: 1.000e-04, eta: 6:25:09, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.8811, top1_acc: 0.8117, top5_acc: 0.9344, loss_cls: 0.7144, loss: 1.5954, grad_norm: 13.5026 2021-12-05 00:54:16,284 - mmaction - INFO - Epoch [134][540/1345] lr: 1.000e-04, eta: 6:24:48, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.8586, top1_acc: 0.8187, top5_acc: 0.9367, loss_cls: 0.7318, loss: 1.5904, grad_norm: 14.0951 2021-12-05 00:54:35,481 - mmaction - INFO - Epoch [134][560/1345] lr: 1.000e-04, eta: 6:24:27, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.9031, top1_acc: 0.8180, top5_acc: 0.9289, loss_cls: 0.7554, loss: 1.6586, grad_norm: 14.2157 2021-12-05 00:54:54,672 - mmaction - INFO - Epoch [134][580/1345] lr: 1.000e-04, eta: 6:24:06, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8534, top1_acc: 0.8133, top5_acc: 0.9281, loss_cls: 0.7388, loss: 1.5921, grad_norm: 14.0740 2021-12-05 00:55:13,903 - mmaction - INFO - Epoch [134][600/1345] lr: 1.000e-04, eta: 6:23:46, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8663, top1_acc: 0.8266, top5_acc: 0.9469, loss_cls: 0.6597, loss: 1.5261, grad_norm: 13.6208 2021-12-05 00:55:33,113 - mmaction - INFO - Epoch [134][620/1345] lr: 1.000e-04, eta: 6:23:25, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.9110, top1_acc: 0.7945, top5_acc: 0.9383, loss_cls: 0.7705, loss: 1.6814, grad_norm: 15.0291 2021-12-05 00:55:52,311 - mmaction - INFO - Epoch [134][640/1345] lr: 1.000e-04, eta: 6:23:04, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8828, top1_acc: 0.8133, top5_acc: 0.9414, loss_cls: 0.7140, loss: 1.5968, grad_norm: 14.1383 2021-12-05 00:56:11,491 - mmaction - INFO - Epoch [134][660/1345] lr: 1.000e-04, eta: 6:22:43, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.8398, top1_acc: 0.8344, top5_acc: 0.9469, loss_cls: 0.6322, loss: 1.4719, grad_norm: 13.8441 2021-12-05 00:56:30,664 - mmaction - INFO - Epoch [134][680/1345] lr: 1.000e-04, eta: 6:22:22, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.8847, top1_acc: 0.7977, top5_acc: 0.9336, loss_cls: 0.7532, loss: 1.6379, grad_norm: 14.3074 2021-12-05 00:56:49,840 - mmaction - INFO - Epoch [134][700/1345] lr: 1.000e-04, eta: 6:22:01, time: 0.958, data_time: 0.001, memory: 8233, loss_aux: 0.8845, top1_acc: 0.8000, top5_acc: 0.9344, loss_cls: 0.7922, loss: 1.6767, grad_norm: 14.6326 2021-12-05 00:57:09,044 - mmaction - INFO - Epoch [134][720/1345] lr: 1.000e-04, eta: 6:21:40, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8646, top1_acc: 0.8289, top5_acc: 0.9516, loss_cls: 0.6905, loss: 1.5552, grad_norm: 14.1436 2021-12-05 00:57:28,233 - mmaction - INFO - Epoch [134][740/1345] lr: 1.000e-04, eta: 6:21:19, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.9101, top1_acc: 0.8063, top5_acc: 0.9359, loss_cls: 0.7520, loss: 1.6621, grad_norm: 14.4172 2021-12-05 00:57:47,439 - mmaction - INFO - Epoch [134][760/1345] lr: 1.000e-04, eta: 6:20:59, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8937, top1_acc: 0.8219, top5_acc: 0.9344, loss_cls: 0.7298, loss: 1.6236, grad_norm: 14.5158 2021-12-05 00:58:06,639 - mmaction - INFO - Epoch [134][780/1345] lr: 1.000e-04, eta: 6:20:38, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.9218, top1_acc: 0.8195, top5_acc: 0.9359, loss_cls: 0.7524, loss: 1.6742, grad_norm: 14.1141 2021-12-05 00:58:25,890 - mmaction - INFO - Epoch [134][800/1345] lr: 1.000e-04, eta: 6:20:17, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.9062, top1_acc: 0.8117, top5_acc: 0.9383, loss_cls: 0.7450, loss: 1.6512, grad_norm: 14.2066 2021-12-05 00:58:45,069 - mmaction - INFO - Epoch [134][820/1345] lr: 1.000e-04, eta: 6:19:56, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.8546, top1_acc: 0.8227, top5_acc: 0.9398, loss_cls: 0.6973, loss: 1.5519, grad_norm: 13.7950 2021-12-05 00:59:04,260 - mmaction - INFO - Epoch [134][840/1345] lr: 1.000e-04, eta: 6:19:35, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8627, top1_acc: 0.8258, top5_acc: 0.9391, loss_cls: 0.6859, loss: 1.5486, grad_norm: 13.4560 2021-12-05 00:59:23,453 - mmaction - INFO - Epoch [134][860/1345] lr: 1.000e-04, eta: 6:19:14, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.9034, top1_acc: 0.8023, top5_acc: 0.9336, loss_cls: 0.7917, loss: 1.6951, grad_norm: 14.8280 2021-12-05 00:59:42,665 - mmaction - INFO - Epoch [134][880/1345] lr: 1.000e-04, eta: 6:18:53, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8496, top1_acc: 0.8258, top5_acc: 0.9336, loss_cls: 0.7271, loss: 1.5767, grad_norm: 13.7484 2021-12-05 01:00:01,874 - mmaction - INFO - Epoch [134][900/1345] lr: 1.000e-04, eta: 6:18:33, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8920, top1_acc: 0.8125, top5_acc: 0.9430, loss_cls: 0.6975, loss: 1.5895, grad_norm: 13.9111 2021-12-05 01:00:21,045 - mmaction - INFO - Epoch [134][920/1345] lr: 1.000e-04, eta: 6:18:12, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.8790, top1_acc: 0.8148, top5_acc: 0.9391, loss_cls: 0.7215, loss: 1.6005, grad_norm: 14.3589 2021-12-05 01:00:40,204 - mmaction - INFO - Epoch [134][940/1345] lr: 1.000e-04, eta: 6:17:51, time: 0.958, data_time: 0.001, memory: 8233, loss_aux: 0.8519, top1_acc: 0.8297, top5_acc: 0.9414, loss_cls: 0.7186, loss: 1.5705, grad_norm: 13.9804 2021-12-05 01:00:59,385 - mmaction - INFO - Epoch [134][960/1345] lr: 1.000e-04, eta: 6:17:30, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.8476, top1_acc: 0.8172, top5_acc: 0.9422, loss_cls: 0.7163, loss: 1.5639, grad_norm: 14.4522 2021-12-05 01:01:18,599 - mmaction - INFO - Epoch [134][980/1345] lr: 1.000e-04, eta: 6:17:09, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8884, top1_acc: 0.8313, top5_acc: 0.9406, loss_cls: 0.7072, loss: 1.5955, grad_norm: 13.8697 2021-12-05 01:01:37,776 - mmaction - INFO - Epoch [134][1000/1345] lr: 1.000e-04, eta: 6:16:48, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.8860, top1_acc: 0.8047, top5_acc: 0.9297, loss_cls: 0.7691, loss: 1.6551, grad_norm: 14.7279 2021-12-05 01:01:56,994 - mmaction - INFO - Epoch [134][1020/1345] lr: 1.000e-04, eta: 6:16:27, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8751, top1_acc: 0.8227, top5_acc: 0.9391, loss_cls: 0.7153, loss: 1.5904, grad_norm: 13.9881 2021-12-05 01:02:16,202 - mmaction - INFO - Epoch [134][1040/1345] lr: 1.000e-04, eta: 6:16:06, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8813, top1_acc: 0.8203, top5_acc: 0.9453, loss_cls: 0.7078, loss: 1.5891, grad_norm: 13.9052 2021-12-05 01:02:35,417 - mmaction - INFO - Epoch [134][1060/1345] lr: 1.000e-04, eta: 6:15:46, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8538, top1_acc: 0.8172, top5_acc: 0.9367, loss_cls: 0.7146, loss: 1.5684, grad_norm: 14.0976 2021-12-05 01:02:54,622 - mmaction - INFO - Epoch [134][1080/1345] lr: 1.000e-04, eta: 6:15:25, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8879, top1_acc: 0.8203, top5_acc: 0.9336, loss_cls: 0.7274, loss: 1.6153, grad_norm: 14.1992 2021-12-05 01:03:13,814 - mmaction - INFO - Epoch [134][1100/1345] lr: 1.000e-04, eta: 6:15:04, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8923, top1_acc: 0.8039, top5_acc: 0.9320, loss_cls: 0.7539, loss: 1.6462, grad_norm: 14.1924 2021-12-05 01:03:33,039 - mmaction - INFO - Epoch [134][1120/1345] lr: 1.000e-04, eta: 6:14:43, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8683, top1_acc: 0.8102, top5_acc: 0.9484, loss_cls: 0.7255, loss: 1.5938, grad_norm: 14.8385 2021-12-05 01:03:52,250 - mmaction - INFO - Epoch [134][1140/1345] lr: 1.000e-04, eta: 6:14:22, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8516, top1_acc: 0.8281, top5_acc: 0.9453, loss_cls: 0.6701, loss: 1.5217, grad_norm: 14.2745 2021-12-05 01:04:11,417 - mmaction - INFO - Epoch [134][1160/1345] lr: 1.000e-04, eta: 6:14:01, time: 0.958, data_time: 0.001, memory: 8233, loss_aux: 0.8855, top1_acc: 0.8094, top5_acc: 0.9297, loss_cls: 0.7570, loss: 1.6424, grad_norm: 14.4056 2021-12-05 01:04:30,612 - mmaction - INFO - Epoch [134][1180/1345] lr: 1.000e-04, eta: 6:13:40, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8569, top1_acc: 0.8242, top5_acc: 0.9352, loss_cls: 0.7217, loss: 1.5785, grad_norm: 14.1301 2021-12-05 01:04:49,805 - mmaction - INFO - Epoch [134][1200/1345] lr: 1.000e-04, eta: 6:13:20, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8779, top1_acc: 0.8305, top5_acc: 0.9414, loss_cls: 0.7102, loss: 1.5880, grad_norm: 13.9520 2021-12-05 01:05:09,003 - mmaction - INFO - Epoch [134][1220/1345] lr: 1.000e-04, eta: 6:12:59, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8668, top1_acc: 0.8086, top5_acc: 0.9258, loss_cls: 0.7656, loss: 1.6324, grad_norm: 14.3610 2021-12-05 01:05:28,197 - mmaction - INFO - Epoch [134][1240/1345] lr: 1.000e-04, eta: 6:12:38, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8495, top1_acc: 0.8172, top5_acc: 0.9422, loss_cls: 0.7087, loss: 1.5582, grad_norm: 13.9612 2021-12-05 01:05:47,395 - mmaction - INFO - Epoch [134][1260/1345] lr: 1.000e-04, eta: 6:12:17, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8651, top1_acc: 0.7992, top5_acc: 0.9344, loss_cls: 0.7570, loss: 1.6220, grad_norm: 14.5590 2021-12-05 01:06:06,578 - mmaction - INFO - Epoch [134][1280/1345] lr: 1.000e-04, eta: 6:11:56, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.8958, top1_acc: 0.7977, top5_acc: 0.9391, loss_cls: 0.7568, loss: 1.6526, grad_norm: 14.7002 2021-12-05 01:06:25,774 - mmaction - INFO - Epoch [134][1300/1345] lr: 1.000e-04, eta: 6:11:35, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8982, top1_acc: 0.8234, top5_acc: 0.9406, loss_cls: 0.7258, loss: 1.6241, grad_norm: 14.0947 2021-12-05 01:06:45,002 - mmaction - INFO - Epoch [134][1320/1345] lr: 1.000e-04, eta: 6:11:15, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8592, top1_acc: 0.8047, top5_acc: 0.9383, loss_cls: 0.7289, loss: 1.5881, grad_norm: 14.2548 2021-12-05 01:07:04,226 - mmaction - INFO - Epoch [134][1340/1345] lr: 1.000e-04, eta: 6:10:54, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.9212, top1_acc: 0.8023, top5_acc: 0.9359, loss_cls: 0.7706, loss: 1.6918, grad_norm: 14.7146 2021-12-05 01:09:27,208 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-05 01:09:27,361 - mmaction - INFO - top1_acc 0.4819 top5_acc 0.7789 2021-12-05 01:09:27,362 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-05 01:09:27,371 - mmaction - INFO - mean_acc 0.4488 2021-12-05 01:09:27,376 - mmaction - INFO - Saving checkpoint at 134 epochs 2021-12-05 01:09:31,131 - mmaction - INFO - Epoch(val) [134][181] top1_acc: 0.4819, top5_acc: 0.7789, mean_class_accuracy: 0.4488 2021-12-05 01:11:40,810 - mmaction - INFO - Epoch [135][20/1345] lr: 1.000e-04, eta: 6:10:40, time: 6.483, data_time: 5.492, memory: 8233, loss_aux: 0.8766, top1_acc: 0.8203, top5_acc: 0.9422, loss_cls: 0.7100, loss: 1.5866, grad_norm: 13.6827 2021-12-05 01:11:59,931 - mmaction - INFO - Epoch [135][40/1345] lr: 1.000e-04, eta: 6:10:19, time: 0.956, data_time: 0.004, memory: 8233, loss_aux: 0.8871, top1_acc: 0.8148, top5_acc: 0.9289, loss_cls: 0.7371, loss: 1.6242, grad_norm: 14.1083 2021-12-05 01:12:19,040 - mmaction - INFO - Epoch [135][60/1345] lr: 1.000e-04, eta: 6:09:58, time: 0.955, data_time: 0.002, memory: 8233, loss_aux: 0.8911, top1_acc: 0.8117, top5_acc: 0.9367, loss_cls: 0.7441, loss: 1.6353, grad_norm: 14.3495 2021-12-05 01:12:38,195 - mmaction - INFO - Epoch [135][80/1345] lr: 1.000e-04, eta: 6:09:38, time: 0.958, data_time: 0.002, memory: 8233, loss_aux: 0.8752, top1_acc: 0.8344, top5_acc: 0.9508, loss_cls: 0.6690, loss: 1.5441, grad_norm: 13.4836 2021-12-05 01:12:57,358 - mmaction - INFO - Epoch [135][100/1345] lr: 1.000e-04, eta: 6:09:17, time: 0.958, data_time: 0.001, memory: 8233, loss_aux: 0.8570, top1_acc: 0.8203, top5_acc: 0.9414, loss_cls: 0.6998, loss: 1.5568, grad_norm: 13.9177 2021-12-05 01:13:16,540 - mmaction - INFO - Epoch [135][120/1345] lr: 1.000e-04, eta: 6:08:56, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.8655, top1_acc: 0.8328, top5_acc: 0.9398, loss_cls: 0.6833, loss: 1.5488, grad_norm: 13.8201 2021-12-05 01:13:35,713 - mmaction - INFO - Epoch [135][140/1345] lr: 1.000e-04, eta: 6:08:35, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.8939, top1_acc: 0.8008, top5_acc: 0.9336, loss_cls: 0.7818, loss: 1.6757, grad_norm: 14.6300 2021-12-05 01:13:54,892 - mmaction - INFO - Epoch [135][160/1345] lr: 1.000e-04, eta: 6:08:14, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.8406, top1_acc: 0.8367, top5_acc: 0.9398, loss_cls: 0.6995, loss: 1.5401, grad_norm: 13.8651 2021-12-05 01:14:14,097 - mmaction - INFO - Epoch [135][180/1345] lr: 1.000e-04, eta: 6:07:53, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8871, top1_acc: 0.8164, top5_acc: 0.9344, loss_cls: 0.7645, loss: 1.6516, grad_norm: 14.6098 2021-12-05 01:14:33,341 - mmaction - INFO - Epoch [135][200/1345] lr: 1.000e-04, eta: 6:07:32, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8696, top1_acc: 0.8219, top5_acc: 0.9391, loss_cls: 0.7246, loss: 1.5942, grad_norm: 14.1757 2021-12-05 01:14:52,559 - mmaction - INFO - Epoch [135][220/1345] lr: 1.000e-04, eta: 6:07:12, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8744, top1_acc: 0.8281, top5_acc: 0.9430, loss_cls: 0.6867, loss: 1.5611, grad_norm: 14.3407 2021-12-05 01:15:11,801 - mmaction - INFO - Epoch [135][240/1345] lr: 1.000e-04, eta: 6:06:51, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8782, top1_acc: 0.8258, top5_acc: 0.9320, loss_cls: 0.7260, loss: 1.6042, grad_norm: 14.1237 2021-12-05 01:15:31,005 - mmaction - INFO - Epoch [135][260/1345] lr: 1.000e-04, eta: 6:06:30, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8686, top1_acc: 0.8328, top5_acc: 0.9383, loss_cls: 0.6898, loss: 1.5584, grad_norm: 14.0573 2021-12-05 01:15:50,239 - mmaction - INFO - Epoch [135][280/1345] lr: 1.000e-04, eta: 6:06:09, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8804, top1_acc: 0.8141, top5_acc: 0.9336, loss_cls: 0.7503, loss: 1.6307, grad_norm: 13.8209 2021-12-05 01:16:09,474 - mmaction - INFO - Epoch [135][300/1345] lr: 1.000e-04, eta: 6:05:48, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.9171, top1_acc: 0.8102, top5_acc: 0.9273, loss_cls: 0.7671, loss: 1.6842, grad_norm: 14.4322 2021-12-05 01:16:28,703 - mmaction - INFO - Epoch [135][320/1345] lr: 1.000e-04, eta: 6:05:27, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8773, top1_acc: 0.8023, top5_acc: 0.9305, loss_cls: 0.7626, loss: 1.6399, grad_norm: 14.3560 2021-12-05 01:16:47,942 - mmaction - INFO - Epoch [135][340/1345] lr: 1.000e-04, eta: 6:05:06, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8683, top1_acc: 0.7992, top5_acc: 0.9383, loss_cls: 0.7495, loss: 1.6178, grad_norm: 14.6661 2021-12-05 01:17:07,161 - mmaction - INFO - Epoch [135][360/1345] lr: 1.000e-04, eta: 6:04:46, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.9086, top1_acc: 0.8063, top5_acc: 0.9367, loss_cls: 0.7452, loss: 1.6538, grad_norm: 14.6261 2021-12-05 01:17:26,385 - mmaction - INFO - Epoch [135][380/1345] lr: 1.000e-04, eta: 6:04:25, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8755, top1_acc: 0.8219, top5_acc: 0.9258, loss_cls: 0.7494, loss: 1.6249, grad_norm: 14.2883 2021-12-05 01:17:45,610 - mmaction - INFO - Epoch [135][400/1345] lr: 1.000e-04, eta: 6:04:04, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8508, top1_acc: 0.8320, top5_acc: 0.9437, loss_cls: 0.7046, loss: 1.5554, grad_norm: 14.0519 2021-12-05 01:18:04,832 - mmaction - INFO - Epoch [135][420/1345] lr: 1.000e-04, eta: 6:03:43, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8685, top1_acc: 0.8148, top5_acc: 0.9281, loss_cls: 0.7537, loss: 1.6222, grad_norm: 14.0858 2021-12-05 01:18:24,077 - mmaction - INFO - Epoch [135][440/1345] lr: 1.000e-04, eta: 6:03:22, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8780, top1_acc: 0.8289, top5_acc: 0.9414, loss_cls: 0.6773, loss: 1.5553, grad_norm: 13.7197 2021-12-05 01:18:43,278 - mmaction - INFO - Epoch [135][460/1345] lr: 1.000e-04, eta: 6:03:01, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8428, top1_acc: 0.8352, top5_acc: 0.9406, loss_cls: 0.6667, loss: 1.5095, grad_norm: 13.7054 2021-12-05 01:19:02,484 - mmaction - INFO - Epoch [135][480/1345] lr: 1.000e-04, eta: 6:02:40, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.9216, top1_acc: 0.8031, top5_acc: 0.9414, loss_cls: 0.7554, loss: 1.6770, grad_norm: 14.7329 2021-12-05 01:19:21,697 - mmaction - INFO - Epoch [135][500/1345] lr: 1.000e-04, eta: 6:02:20, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8598, top1_acc: 0.8242, top5_acc: 0.9359, loss_cls: 0.7376, loss: 1.5974, grad_norm: 14.2720 2021-12-05 01:19:40,888 - mmaction - INFO - Epoch [135][520/1345] lr: 1.000e-04, eta: 6:01:59, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8779, top1_acc: 0.8141, top5_acc: 0.9305, loss_cls: 0.7402, loss: 1.6181, grad_norm: 14.2828 2021-12-05 01:20:00,110 - mmaction - INFO - Epoch [135][540/1345] lr: 1.000e-04, eta: 6:01:38, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8669, top1_acc: 0.8242, top5_acc: 0.9437, loss_cls: 0.6870, loss: 1.5539, grad_norm: 14.4597 2021-12-05 01:20:19,340 - mmaction - INFO - Epoch [135][560/1345] lr: 1.000e-04, eta: 6:01:17, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.9027, top1_acc: 0.8172, top5_acc: 0.9250, loss_cls: 0.7798, loss: 1.6825, grad_norm: 14.0296 2021-12-05 01:20:38,564 - mmaction - INFO - Epoch [135][580/1345] lr: 1.000e-04, eta: 6:00:56, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8796, top1_acc: 0.8164, top5_acc: 0.9359, loss_cls: 0.7144, loss: 1.5940, grad_norm: 13.8344 2021-12-05 01:20:57,801 - mmaction - INFO - Epoch [135][600/1345] lr: 1.000e-04, eta: 6:00:35, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8601, top1_acc: 0.8305, top5_acc: 0.9391, loss_cls: 0.6761, loss: 1.5362, grad_norm: 13.8446 2021-12-05 01:21:17,029 - mmaction - INFO - Epoch [135][620/1345] lr: 1.000e-04, eta: 6:00:14, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8863, top1_acc: 0.8156, top5_acc: 0.9359, loss_cls: 0.7384, loss: 1.6247, grad_norm: 14.1152 2021-12-05 01:21:36,291 - mmaction - INFO - Epoch [135][640/1345] lr: 1.000e-04, eta: 5:59:54, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8857, top1_acc: 0.8203, top5_acc: 0.9289, loss_cls: 0.7422, loss: 1.6279, grad_norm: 14.2377 2021-12-05 01:21:55,532 - mmaction - INFO - Epoch [135][660/1345] lr: 1.000e-04, eta: 5:59:33, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8967, top1_acc: 0.8070, top5_acc: 0.9344, loss_cls: 0.7724, loss: 1.6691, grad_norm: 14.8241 2021-12-05 01:22:14,765 - mmaction - INFO - Epoch [135][680/1345] lr: 1.000e-04, eta: 5:59:12, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8905, top1_acc: 0.8172, top5_acc: 0.9406, loss_cls: 0.7332, loss: 1.6237, grad_norm: 14.6036 2021-12-05 01:22:34,002 - mmaction - INFO - Epoch [135][700/1345] lr: 1.000e-04, eta: 5:58:51, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.9042, top1_acc: 0.8016, top5_acc: 0.9305, loss_cls: 0.8059, loss: 1.7101, grad_norm: 15.0070 2021-12-05 01:22:53,257 - mmaction - INFO - Epoch [135][720/1345] lr: 1.000e-04, eta: 5:58:30, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.9339, top1_acc: 0.8125, top5_acc: 0.9422, loss_cls: 0.7356, loss: 1.6696, grad_norm: 14.2108 2021-12-05 01:23:12,525 - mmaction - INFO - Epoch [135][740/1345] lr: 1.000e-04, eta: 5:58:09, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8770, top1_acc: 0.8266, top5_acc: 0.9375, loss_cls: 0.7111, loss: 1.5881, grad_norm: 13.9056 2021-12-05 01:23:31,796 - mmaction - INFO - Epoch [135][760/1345] lr: 1.000e-04, eta: 5:57:48, time: 0.964, data_time: 0.001, memory: 8233, loss_aux: 0.9048, top1_acc: 0.7984, top5_acc: 0.9273, loss_cls: 0.7871, loss: 1.6919, grad_norm: 14.6640 2021-12-05 01:23:51,035 - mmaction - INFO - Epoch [135][780/1345] lr: 1.000e-04, eta: 5:57:28, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8608, top1_acc: 0.8227, top5_acc: 0.9461, loss_cls: 0.6961, loss: 1.5569, grad_norm: 14.2179 2021-12-05 01:24:10,294 - mmaction - INFO - Epoch [135][800/1345] lr: 1.000e-04, eta: 5:57:07, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8338, top1_acc: 0.8438, top5_acc: 0.9445, loss_cls: 0.6516, loss: 1.4854, grad_norm: 13.8074 2021-12-05 01:24:29,539 - mmaction - INFO - Epoch [135][820/1345] lr: 1.000e-04, eta: 5:56:46, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8435, top1_acc: 0.8367, top5_acc: 0.9352, loss_cls: 0.6921, loss: 1.5356, grad_norm: 13.6898 2021-12-05 01:24:48,778 - mmaction - INFO - Epoch [135][840/1345] lr: 1.000e-04, eta: 5:56:25, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.9078, top1_acc: 0.8195, top5_acc: 0.9383, loss_cls: 0.7505, loss: 1.6584, grad_norm: 14.7270 2021-12-05 01:25:08,064 - mmaction - INFO - Epoch [135][860/1345] lr: 1.000e-04, eta: 5:56:04, time: 0.964, data_time: 0.001, memory: 8233, loss_aux: 0.8882, top1_acc: 0.8211, top5_acc: 0.9375, loss_cls: 0.7268, loss: 1.6150, grad_norm: 14.4751 2021-12-05 01:25:27,321 - mmaction - INFO - Epoch [135][880/1345] lr: 1.000e-04, eta: 5:55:43, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8319, top1_acc: 0.8203, top5_acc: 0.9484, loss_cls: 0.6915, loss: 1.5234, grad_norm: 13.8475 2021-12-05 01:25:46,579 - mmaction - INFO - Epoch [135][900/1345] lr: 1.000e-04, eta: 5:55:23, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8415, top1_acc: 0.8281, top5_acc: 0.9461, loss_cls: 0.6629, loss: 1.5045, grad_norm: 13.9878 2021-12-05 01:26:05,829 - mmaction - INFO - Epoch [135][920/1345] lr: 1.000e-04, eta: 5:55:02, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.9147, top1_acc: 0.8063, top5_acc: 0.9336, loss_cls: 0.7493, loss: 1.6640, grad_norm: 14.3523 2021-12-05 01:26:25,093 - mmaction - INFO - Epoch [135][940/1345] lr: 1.000e-04, eta: 5:54:41, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.9144, top1_acc: 0.8086, top5_acc: 0.9328, loss_cls: 0.7800, loss: 1.6945, grad_norm: 14.5965 2021-12-05 01:26:44,389 - mmaction - INFO - Epoch [135][960/1345] lr: 1.000e-04, eta: 5:54:20, time: 0.965, data_time: 0.001, memory: 8233, loss_aux: 0.8570, top1_acc: 0.8172, top5_acc: 0.9375, loss_cls: 0.7244, loss: 1.5814, grad_norm: 14.0519 2021-12-05 01:27:03,645 - mmaction - INFO - Epoch [135][980/1345] lr: 1.000e-04, eta: 5:53:59, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8881, top1_acc: 0.8125, top5_acc: 0.9352, loss_cls: 0.7560, loss: 1.6440, grad_norm: 14.2206 2021-12-05 01:27:22,932 - mmaction - INFO - Epoch [135][1000/1345] lr: 1.000e-04, eta: 5:53:38, time: 0.964, data_time: 0.001, memory: 8233, loss_aux: 0.8638, top1_acc: 0.8398, top5_acc: 0.9437, loss_cls: 0.6848, loss: 1.5486, grad_norm: 13.8792 2021-12-05 01:27:42,163 - mmaction - INFO - Epoch [135][1020/1345] lr: 1.000e-04, eta: 5:53:17, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8854, top1_acc: 0.8164, top5_acc: 0.9406, loss_cls: 0.7203, loss: 1.6057, grad_norm: 14.0182 2021-12-05 01:28:01,447 - mmaction - INFO - Epoch [135][1040/1345] lr: 1.000e-04, eta: 5:52:57, time: 0.964, data_time: 0.001, memory: 8233, loss_aux: 0.8921, top1_acc: 0.8156, top5_acc: 0.9391, loss_cls: 0.7477, loss: 1.6399, grad_norm: 14.4143 2021-12-05 01:28:20,693 - mmaction - INFO - Epoch [135][1060/1345] lr: 1.000e-04, eta: 5:52:36, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8797, top1_acc: 0.8273, top5_acc: 0.9430, loss_cls: 0.6986, loss: 1.5783, grad_norm: 14.5169 2021-12-05 01:28:39,993 - mmaction - INFO - Epoch [135][1080/1345] lr: 1.000e-04, eta: 5:52:15, time: 0.965, data_time: 0.001, memory: 8233, loss_aux: 0.8870, top1_acc: 0.8094, top5_acc: 0.9313, loss_cls: 0.7556, loss: 1.6427, grad_norm: 14.5239 2021-12-05 01:28:59,261 - mmaction - INFO - Epoch [135][1100/1345] lr: 1.000e-04, eta: 5:51:54, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8873, top1_acc: 0.8125, top5_acc: 0.9336, loss_cls: 0.7733, loss: 1.6606, grad_norm: 14.5315 2021-12-05 01:29:18,520 - mmaction - INFO - Epoch [135][1120/1345] lr: 1.000e-04, eta: 5:51:33, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8556, top1_acc: 0.8273, top5_acc: 0.9383, loss_cls: 0.7220, loss: 1.5775, grad_norm: 13.9829 2021-12-05 01:29:37,797 - mmaction - INFO - Epoch [135][1140/1345] lr: 1.000e-04, eta: 5:51:12, time: 0.964, data_time: 0.001, memory: 8233, loss_aux: 0.9086, top1_acc: 0.8141, top5_acc: 0.9359, loss_cls: 0.7509, loss: 1.6595, grad_norm: 14.8130 2021-12-05 01:29:57,068 - mmaction - INFO - Epoch [135][1160/1345] lr: 1.000e-04, eta: 5:50:52, time: 0.964, data_time: 0.001, memory: 8233, loss_aux: 0.8816, top1_acc: 0.8266, top5_acc: 0.9391, loss_cls: 0.6892, loss: 1.5708, grad_norm: 14.1943 2021-12-05 01:30:16,353 - mmaction - INFO - Epoch [135][1180/1345] lr: 1.000e-04, eta: 5:50:31, time: 0.964, data_time: 0.001, memory: 8233, loss_aux: 0.8826, top1_acc: 0.8344, top5_acc: 0.9383, loss_cls: 0.6996, loss: 1.5822, grad_norm: 13.7404 2021-12-05 01:30:35,610 - mmaction - INFO - Epoch [135][1200/1345] lr: 1.000e-04, eta: 5:50:10, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8433, top1_acc: 0.8273, top5_acc: 0.9352, loss_cls: 0.7317, loss: 1.5750, grad_norm: 14.0901 2021-12-05 01:30:54,873 - mmaction - INFO - Epoch [135][1220/1345] lr: 1.000e-04, eta: 5:49:49, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8820, top1_acc: 0.8422, top5_acc: 0.9484, loss_cls: 0.6740, loss: 1.5560, grad_norm: 14.2686 2021-12-05 01:31:14,117 - mmaction - INFO - Epoch [135][1240/1345] lr: 1.000e-04, eta: 5:49:28, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8421, top1_acc: 0.8203, top5_acc: 0.9367, loss_cls: 0.7086, loss: 1.5508, grad_norm: 13.9228 2021-12-05 01:31:33,365 - mmaction - INFO - Epoch [135][1260/1345] lr: 1.000e-04, eta: 5:49:07, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8717, top1_acc: 0.8289, top5_acc: 0.9430, loss_cls: 0.7060, loss: 1.5777, grad_norm: 13.9327 2021-12-05 01:31:52,618 - mmaction - INFO - Epoch [135][1280/1345] lr: 1.000e-04, eta: 5:48:47, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8656, top1_acc: 0.8250, top5_acc: 0.9437, loss_cls: 0.6972, loss: 1.5628, grad_norm: 14.2934 2021-12-05 01:32:11,857 - mmaction - INFO - Epoch [135][1300/1345] lr: 1.000e-04, eta: 5:48:26, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.9072, top1_acc: 0.8086, top5_acc: 0.9242, loss_cls: 0.7863, loss: 1.6935, grad_norm: 14.4928 2021-12-05 01:32:31,092 - mmaction - INFO - Epoch [135][1320/1345] lr: 1.000e-04, eta: 5:48:05, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8600, top1_acc: 0.8164, top5_acc: 0.9391, loss_cls: 0.7148, loss: 1.5748, grad_norm: 14.0892 2021-12-05 01:32:50,362 - mmaction - INFO - Epoch [135][1340/1345] lr: 1.000e-04, eta: 5:47:44, time: 0.964, data_time: 0.001, memory: 8233, loss_aux: 0.8180, top1_acc: 0.8391, top5_acc: 0.9398, loss_cls: 0.6739, loss: 1.4919, grad_norm: 13.6270 2021-12-05 01:35:11,086 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-05 01:35:11,243 - mmaction - INFO - top1_acc 0.4851 top5_acc 0.7786 2021-12-05 01:35:11,243 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-05 01:35:11,255 - mmaction - INFO - mean_acc 0.4552 2021-12-05 01:35:11,260 - mmaction - INFO - Saving checkpoint at 135 epochs 2021-12-05 01:35:13,077 - mmaction - INFO - Epoch(val) [135][181] top1_acc: 0.4851, top5_acc: 0.7786, mean_class_accuracy: 0.4552 2021-12-05 01:37:25,684 - mmaction - INFO - Epoch [136][20/1345] lr: 1.000e-04, eta: 5:47:30, time: 6.629, data_time: 5.664, memory: 8233, loss_aux: 0.8554, top1_acc: 0.8164, top5_acc: 0.9344, loss_cls: 0.7199, loss: 1.5753, grad_norm: 14.0933 2021-12-05 01:37:44,862 - mmaction - INFO - Epoch [136][40/1345] lr: 1.000e-04, eta: 5:47:09, time: 0.959, data_time: 0.004, memory: 8233, loss_aux: 0.8619, top1_acc: 0.8320, top5_acc: 0.9383, loss_cls: 0.6747, loss: 1.5366, grad_norm: 14.0527 2021-12-05 01:38:04,044 - mmaction - INFO - Epoch [136][60/1345] lr: 1.000e-04, eta: 5:46:48, time: 0.959, data_time: 0.002, memory: 8233, loss_aux: 0.8814, top1_acc: 0.8242, top5_acc: 0.9391, loss_cls: 0.7333, loss: 1.6147, grad_norm: 14.4894 2021-12-05 01:38:23,277 - mmaction - INFO - Epoch [136][80/1345] lr: 1.000e-04, eta: 5:46:27, time: 0.962, data_time: 0.003, memory: 8233, loss_aux: 0.8410, top1_acc: 0.8383, top5_acc: 0.9461, loss_cls: 0.6534, loss: 1.4944, grad_norm: 13.4371 2021-12-05 01:38:42,481 - mmaction - INFO - Epoch [136][100/1345] lr: 1.000e-04, eta: 5:46:07, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8376, top1_acc: 0.8164, top5_acc: 0.9398, loss_cls: 0.6944, loss: 1.5320, grad_norm: 13.9734 2021-12-05 01:39:01,699 - mmaction - INFO - Epoch [136][120/1345] lr: 1.000e-04, eta: 5:45:46, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.9024, top1_acc: 0.8125, top5_acc: 0.9297, loss_cls: 0.7686, loss: 1.6710, grad_norm: 14.8328 2021-12-05 01:39:20,920 - mmaction - INFO - Epoch [136][140/1345] lr: 1.000e-04, eta: 5:45:25, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8663, top1_acc: 0.8273, top5_acc: 0.9398, loss_cls: 0.6889, loss: 1.5551, grad_norm: 14.4062 2021-12-05 01:39:40,161 - mmaction - INFO - Epoch [136][160/1345] lr: 1.000e-04, eta: 5:45:04, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8688, top1_acc: 0.8281, top5_acc: 0.9445, loss_cls: 0.6861, loss: 1.5549, grad_norm: 14.3210 2021-12-05 01:39:59,409 - mmaction - INFO - Epoch [136][180/1345] lr: 1.000e-04, eta: 5:44:43, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8802, top1_acc: 0.8289, top5_acc: 0.9422, loss_cls: 0.7253, loss: 1.6055, grad_norm: 13.9396 2021-12-05 01:40:18,673 - mmaction - INFO - Epoch [136][200/1345] lr: 1.000e-04, eta: 5:44:22, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8588, top1_acc: 0.8211, top5_acc: 0.9437, loss_cls: 0.6959, loss: 1.5547, grad_norm: 14.4016 2021-12-05 01:40:37,955 - mmaction - INFO - Epoch [136][220/1345] lr: 1.000e-04, eta: 5:44:02, time: 0.964, data_time: 0.001, memory: 8233, loss_aux: 0.8575, top1_acc: 0.8273, top5_acc: 0.9477, loss_cls: 0.6684, loss: 1.5259, grad_norm: 13.6941 2021-12-05 01:40:57,200 - mmaction - INFO - Epoch [136][240/1345] lr: 1.000e-04, eta: 5:43:41, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8812, top1_acc: 0.8320, top5_acc: 0.9445, loss_cls: 0.6673, loss: 1.5486, grad_norm: 13.5863 2021-12-05 01:41:16,470 - mmaction - INFO - Epoch [136][260/1345] lr: 1.000e-04, eta: 5:43:20, time: 0.964, data_time: 0.001, memory: 8233, loss_aux: 0.8747, top1_acc: 0.8289, top5_acc: 0.9422, loss_cls: 0.6943, loss: 1.5690, grad_norm: 13.9085 2021-12-05 01:41:35,694 - mmaction - INFO - Epoch [136][280/1345] lr: 1.000e-04, eta: 5:42:59, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.9079, top1_acc: 0.8141, top5_acc: 0.9313, loss_cls: 0.7614, loss: 1.6693, grad_norm: 14.9320 2021-12-05 01:41:54,924 - mmaction - INFO - Epoch [136][300/1345] lr: 1.000e-04, eta: 5:42:38, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8460, top1_acc: 0.8313, top5_acc: 0.9391, loss_cls: 0.7047, loss: 1.5507, grad_norm: 13.7282 2021-12-05 01:42:14,143 - mmaction - INFO - Epoch [136][320/1345] lr: 1.000e-04, eta: 5:42:17, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8899, top1_acc: 0.8148, top5_acc: 0.9383, loss_cls: 0.7239, loss: 1.6138, grad_norm: 14.1122 2021-12-05 01:42:33,417 - mmaction - INFO - Epoch [136][340/1345] lr: 1.000e-04, eta: 5:41:56, time: 0.964, data_time: 0.001, memory: 8233, loss_aux: 0.8892, top1_acc: 0.8125, top5_acc: 0.9367, loss_cls: 0.7526, loss: 1.6418, grad_norm: 14.2279 2021-12-05 01:42:52,634 - mmaction - INFO - Epoch [136][360/1345] lr: 1.000e-04, eta: 5:41:36, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.9010, top1_acc: 0.8156, top5_acc: 0.9328, loss_cls: 0.7369, loss: 1.6379, grad_norm: 14.2046 2021-12-05 01:43:11,925 - mmaction - INFO - Epoch [136][380/1345] lr: 1.000e-04, eta: 5:41:15, time: 0.965, data_time: 0.001, memory: 8233, loss_aux: 0.9190, top1_acc: 0.8195, top5_acc: 0.9453, loss_cls: 0.7054, loss: 1.6245, grad_norm: 14.3517 2021-12-05 01:43:31,181 - mmaction - INFO - Epoch [136][400/1345] lr: 1.000e-04, eta: 5:40:54, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8869, top1_acc: 0.7984, top5_acc: 0.9344, loss_cls: 0.7784, loss: 1.6653, grad_norm: 14.3504 2021-12-05 01:43:50,441 - mmaction - INFO - Epoch [136][420/1345] lr: 1.000e-04, eta: 5:40:33, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8784, top1_acc: 0.8141, top5_acc: 0.9367, loss_cls: 0.7473, loss: 1.6257, grad_norm: 14.5436 2021-12-05 01:44:09,682 - mmaction - INFO - Epoch [136][440/1345] lr: 1.000e-04, eta: 5:40:12, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8721, top1_acc: 0.8094, top5_acc: 0.9461, loss_cls: 0.7106, loss: 1.5827, grad_norm: 14.4099 2021-12-05 01:44:28,975 - mmaction - INFO - Epoch [136][460/1345] lr: 1.000e-04, eta: 5:39:51, time: 0.965, data_time: 0.001, memory: 8233, loss_aux: 0.8870, top1_acc: 0.8227, top5_acc: 0.9414, loss_cls: 0.7270, loss: 1.6140, grad_norm: 14.5064 2021-12-05 01:44:48,215 - mmaction - INFO - Epoch [136][480/1345] lr: 1.000e-04, eta: 5:39:31, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8500, top1_acc: 0.8297, top5_acc: 0.9367, loss_cls: 0.7177, loss: 1.5677, grad_norm: 14.1899 2021-12-05 01:45:07,473 - mmaction - INFO - Epoch [136][500/1345] lr: 1.000e-04, eta: 5:39:10, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8750, top1_acc: 0.8250, top5_acc: 0.9383, loss_cls: 0.7139, loss: 1.5889, grad_norm: 13.6824 2021-12-05 01:45:26,762 - mmaction - INFO - Epoch [136][520/1345] lr: 1.000e-04, eta: 5:38:49, time: 0.964, data_time: 0.001, memory: 8233, loss_aux: 0.8383, top1_acc: 0.8391, top5_acc: 0.9406, loss_cls: 0.6739, loss: 1.5121, grad_norm: 14.0147 2021-12-05 01:45:46,055 - mmaction - INFO - Epoch [136][540/1345] lr: 1.000e-04, eta: 5:38:28, time: 0.965, data_time: 0.001, memory: 8233, loss_aux: 0.8940, top1_acc: 0.8094, top5_acc: 0.9289, loss_cls: 0.7602, loss: 1.6542, grad_norm: 14.9393 2021-12-05 01:46:05,315 - mmaction - INFO - Epoch [136][560/1345] lr: 1.000e-04, eta: 5:38:07, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8440, top1_acc: 0.8367, top5_acc: 0.9461, loss_cls: 0.6551, loss: 1.4990, grad_norm: 14.0325 2021-12-05 01:46:24,569 - mmaction - INFO - Epoch [136][580/1345] lr: 1.000e-04, eta: 5:37:46, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8802, top1_acc: 0.8328, top5_acc: 0.9469, loss_cls: 0.6865, loss: 1.5667, grad_norm: 13.9692 2021-12-05 01:46:43,851 - mmaction - INFO - Epoch [136][600/1345] lr: 1.000e-04, eta: 5:37:26, time: 0.964, data_time: 0.001, memory: 8233, loss_aux: 0.8692, top1_acc: 0.8320, top5_acc: 0.9523, loss_cls: 0.6914, loss: 1.5606, grad_norm: 14.1186 2021-12-05 01:47:03,113 - mmaction - INFO - Epoch [136][620/1345] lr: 1.000e-04, eta: 5:37:05, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8868, top1_acc: 0.8156, top5_acc: 0.9430, loss_cls: 0.7404, loss: 1.6273, grad_norm: 14.6552 2021-12-05 01:47:22,360 - mmaction - INFO - Epoch [136][640/1345] lr: 1.000e-04, eta: 5:36:44, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8911, top1_acc: 0.8102, top5_acc: 0.9266, loss_cls: 0.7679, loss: 1.6589, grad_norm: 14.9239 2021-12-05 01:47:41,628 - mmaction - INFO - Epoch [136][660/1345] lr: 1.000e-04, eta: 5:36:23, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8899, top1_acc: 0.8180, top5_acc: 0.9352, loss_cls: 0.7298, loss: 1.6197, grad_norm: 14.7310 2021-12-05 01:48:00,889 - mmaction - INFO - Epoch [136][680/1345] lr: 1.000e-04, eta: 5:36:02, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8817, top1_acc: 0.8125, top5_acc: 0.9320, loss_cls: 0.7235, loss: 1.6051, grad_norm: 14.2577 2021-12-05 01:48:20,154 - mmaction - INFO - Epoch [136][700/1345] lr: 1.000e-04, eta: 5:35:41, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8509, top1_acc: 0.8242, top5_acc: 0.9461, loss_cls: 0.6851, loss: 1.5360, grad_norm: 14.0797 2021-12-05 01:48:39,390 - mmaction - INFO - Epoch [136][720/1345] lr: 1.000e-04, eta: 5:35:21, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8591, top1_acc: 0.8117, top5_acc: 0.9391, loss_cls: 0.7171, loss: 1.5762, grad_norm: 14.3122 2021-12-05 01:48:58,612 - mmaction - INFO - Epoch [136][740/1345] lr: 1.000e-04, eta: 5:35:00, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8835, top1_acc: 0.8117, top5_acc: 0.9273, loss_cls: 0.7681, loss: 1.6517, grad_norm: 14.3904 2021-12-05 01:49:17,875 - mmaction - INFO - Epoch [136][760/1345] lr: 1.000e-04, eta: 5:34:39, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8678, top1_acc: 0.8187, top5_acc: 0.9414, loss_cls: 0.7141, loss: 1.5819, grad_norm: 14.4447 2021-12-05 01:49:37,104 - mmaction - INFO - Epoch [136][780/1345] lr: 1.000e-04, eta: 5:34:18, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8683, top1_acc: 0.8172, top5_acc: 0.9406, loss_cls: 0.7137, loss: 1.5820, grad_norm: 14.3051 2021-12-05 01:49:56,330 - mmaction - INFO - Epoch [136][800/1345] lr: 1.000e-04, eta: 5:33:57, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8545, top1_acc: 0.8273, top5_acc: 0.9516, loss_cls: 0.6663, loss: 1.5209, grad_norm: 14.1675 2021-12-05 01:50:15,609 - mmaction - INFO - Epoch [136][820/1345] lr: 1.000e-04, eta: 5:33:36, time: 0.964, data_time: 0.001, memory: 8233, loss_aux: 0.8779, top1_acc: 0.8172, top5_acc: 0.9414, loss_cls: 0.7057, loss: 1.5836, grad_norm: 14.2556 2021-12-05 01:50:34,834 - mmaction - INFO - Epoch [136][840/1345] lr: 1.000e-04, eta: 5:33:15, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8962, top1_acc: 0.8164, top5_acc: 0.9344, loss_cls: 0.7303, loss: 1.6265, grad_norm: 14.3048 2021-12-05 01:50:54,061 - mmaction - INFO - Epoch [136][860/1345] lr: 1.000e-04, eta: 5:32:55, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8463, top1_acc: 0.8234, top5_acc: 0.9281, loss_cls: 0.7294, loss: 1.5757, grad_norm: 14.0609 2021-12-05 01:51:13,302 - mmaction - INFO - Epoch [136][880/1345] lr: 1.000e-04, eta: 5:32:34, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8887, top1_acc: 0.8172, top5_acc: 0.9359, loss_cls: 0.7325, loss: 1.6212, grad_norm: 14.6251 2021-12-05 01:51:32,545 - mmaction - INFO - Epoch [136][900/1345] lr: 1.000e-04, eta: 5:32:13, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8957, top1_acc: 0.8133, top5_acc: 0.9391, loss_cls: 0.7461, loss: 1.6418, grad_norm: 14.7368 2021-12-05 01:51:51,780 - mmaction - INFO - Epoch [136][920/1345] lr: 1.000e-04, eta: 5:31:52, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8945, top1_acc: 0.8070, top5_acc: 0.9367, loss_cls: 0.7524, loss: 1.6469, grad_norm: 14.8066 2021-12-05 01:52:10,996 - mmaction - INFO - Epoch [136][940/1345] lr: 1.000e-04, eta: 5:31:31, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8750, top1_acc: 0.8164, top5_acc: 0.9430, loss_cls: 0.7122, loss: 1.5872, grad_norm: 14.1444 2021-12-05 01:52:30,228 - mmaction - INFO - Epoch [136][960/1345] lr: 1.000e-04, eta: 5:31:10, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8928, top1_acc: 0.8102, top5_acc: 0.9336, loss_cls: 0.7350, loss: 1.6277, grad_norm: 14.5826 2021-12-05 01:52:49,443 - mmaction - INFO - Epoch [136][980/1345] lr: 1.000e-04, eta: 5:30:50, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.9129, top1_acc: 0.8133, top5_acc: 0.9281, loss_cls: 0.7654, loss: 1.6783, grad_norm: 14.7329 2021-12-05 01:53:08,631 - mmaction - INFO - Epoch [136][1000/1345] lr: 1.000e-04, eta: 5:30:29, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.8457, top1_acc: 0.8406, top5_acc: 0.9500, loss_cls: 0.6451, loss: 1.4908, grad_norm: 14.0814 2021-12-05 01:53:27,829 - mmaction - INFO - Epoch [136][1020/1345] lr: 1.000e-04, eta: 5:30:08, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.9013, top1_acc: 0.8195, top5_acc: 0.9320, loss_cls: 0.7278, loss: 1.6291, grad_norm: 14.2761 2021-12-05 01:53:47,010 - mmaction - INFO - Epoch [136][1040/1345] lr: 1.000e-04, eta: 5:29:47, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.8533, top1_acc: 0.8156, top5_acc: 0.9344, loss_cls: 0.7248, loss: 1.5781, grad_norm: 14.1716 2021-12-05 01:54:06,204 - mmaction - INFO - Epoch [136][1060/1345] lr: 1.000e-04, eta: 5:29:26, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.9002, top1_acc: 0.8008, top5_acc: 0.9359, loss_cls: 0.7756, loss: 1.6758, grad_norm: 15.1237 2021-12-05 01:54:25,425 - mmaction - INFO - Epoch [136][1080/1345] lr: 1.000e-04, eta: 5:29:05, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.9016, top1_acc: 0.8086, top5_acc: 0.9391, loss_cls: 0.7556, loss: 1.6572, grad_norm: 14.5618 2021-12-05 01:54:44,625 - mmaction - INFO - Epoch [136][1100/1345] lr: 1.000e-04, eta: 5:28:45, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8742, top1_acc: 0.8281, top5_acc: 0.9375, loss_cls: 0.7120, loss: 1.5862, grad_norm: 14.3061 2021-12-05 01:55:03,855 - mmaction - INFO - Epoch [136][1120/1345] lr: 1.000e-04, eta: 5:28:24, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8723, top1_acc: 0.8250, top5_acc: 0.9359, loss_cls: 0.7351, loss: 1.6073, grad_norm: 14.2075 2021-12-05 01:55:23,099 - mmaction - INFO - Epoch [136][1140/1345] lr: 1.000e-04, eta: 5:28:03, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8437, top1_acc: 0.8289, top5_acc: 0.9484, loss_cls: 0.6979, loss: 1.5416, grad_norm: 14.2209 2021-12-05 01:55:42,345 - mmaction - INFO - Epoch [136][1160/1345] lr: 1.000e-04, eta: 5:27:42, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8964, top1_acc: 0.8094, top5_acc: 0.9258, loss_cls: 0.7704, loss: 1.6667, grad_norm: 14.5373 2021-12-05 01:56:01,567 - mmaction - INFO - Epoch [136][1180/1345] lr: 1.000e-04, eta: 5:27:21, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8877, top1_acc: 0.8211, top5_acc: 0.9344, loss_cls: 0.7035, loss: 1.5911, grad_norm: 14.3856 2021-12-05 01:56:20,768 - mmaction - INFO - Epoch [136][1200/1345] lr: 1.000e-04, eta: 5:27:00, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8835, top1_acc: 0.8172, top5_acc: 0.9336, loss_cls: 0.7320, loss: 1.6155, grad_norm: 14.1858 2021-12-05 01:56:40,009 - mmaction - INFO - Epoch [136][1220/1345] lr: 1.000e-04, eta: 5:26:40, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8567, top1_acc: 0.8203, top5_acc: 0.9313, loss_cls: 0.7313, loss: 1.5880, grad_norm: 13.7201 2021-12-05 01:56:59,250 - mmaction - INFO - Epoch [136][1240/1345] lr: 1.000e-04, eta: 5:26:19, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8998, top1_acc: 0.8117, top5_acc: 0.9344, loss_cls: 0.7582, loss: 1.6581, grad_norm: 14.5088 2021-12-05 01:57:18,462 - mmaction - INFO - Epoch [136][1260/1345] lr: 1.000e-04, eta: 5:25:58, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8620, top1_acc: 0.8219, top5_acc: 0.9398, loss_cls: 0.6966, loss: 1.5586, grad_norm: 13.5986 2021-12-05 01:57:37,741 - mmaction - INFO - Epoch [136][1280/1345] lr: 1.000e-04, eta: 5:25:37, time: 0.964, data_time: 0.001, memory: 8233, loss_aux: 0.8515, top1_acc: 0.8359, top5_acc: 0.9453, loss_cls: 0.6677, loss: 1.5192, grad_norm: 14.0848 2021-12-05 01:57:57,005 - mmaction - INFO - Epoch [136][1300/1345] lr: 1.000e-04, eta: 5:25:16, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.9093, top1_acc: 0.8219, top5_acc: 0.9359, loss_cls: 0.7358, loss: 1.6451, grad_norm: 14.1000 2021-12-05 01:58:16,277 - mmaction - INFO - Epoch [136][1320/1345] lr: 1.000e-04, eta: 5:24:55, time: 0.964, data_time: 0.001, memory: 8233, loss_aux: 0.8602, top1_acc: 0.8211, top5_acc: 0.9344, loss_cls: 0.7314, loss: 1.5916, grad_norm: 14.0476 2021-12-05 01:58:35,554 - mmaction - INFO - Epoch [136][1340/1345] lr: 1.000e-04, eta: 5:24:35, time: 0.964, data_time: 0.001, memory: 8233, loss_aux: 0.8649, top1_acc: 0.8391, top5_acc: 0.9461, loss_cls: 0.6617, loss: 1.5267, grad_norm: 13.8395 2021-12-05 02:02:07,712 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-05 02:02:07,928 - mmaction - INFO - top1_acc 0.4897 top5_acc 0.7815 2021-12-05 02:02:07,928 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-05 02:02:08,027 - mmaction - INFO - mean_acc 0.4549 2021-12-05 02:02:10,646 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_136.pth. 2021-12-05 02:02:10,646 - mmaction - INFO - Best top1_acc is 0.4897 at 136 epoch. 2021-12-05 02:02:10,665 - mmaction - INFO - Saving checkpoint at 136 epochs 2021-12-05 02:02:19,074 - mmaction - INFO - Epoch(val) [136][181] top1_acc: 0.4897, top5_acc: 0.7815, mean_class_accuracy: 0.4549 2021-12-05 02:04:24,794 - mmaction - INFO - Epoch [137][20/1345] lr: 1.000e-04, eta: 5:24:19, time: 6.282, data_time: 5.269, memory: 8233, loss_aux: 0.9109, top1_acc: 0.8219, top5_acc: 0.9367, loss_cls: 0.7331, loss: 1.6440, grad_norm: 14.2216 2021-12-05 02:04:43,935 - mmaction - INFO - Epoch [137][40/1345] lr: 1.000e-04, eta: 5:23:58, time: 0.958, data_time: 0.004, memory: 8233, loss_aux: 0.8688, top1_acc: 0.8117, top5_acc: 0.9281, loss_cls: 0.7575, loss: 1.6262, grad_norm: 14.2835 2021-12-05 02:05:03,106 - mmaction - INFO - Epoch [137][60/1345] lr: 1.000e-04, eta: 5:23:37, time: 0.959, data_time: 0.002, memory: 8233, loss_aux: 0.8546, top1_acc: 0.8227, top5_acc: 0.9383, loss_cls: 0.6996, loss: 1.5542, grad_norm: 13.8314 2021-12-05 02:05:22,300 - mmaction - INFO - Epoch [137][80/1345] lr: 1.000e-04, eta: 5:23:17, time: 0.960, data_time: 0.002, memory: 8233, loss_aux: 0.8621, top1_acc: 0.8258, top5_acc: 0.9516, loss_cls: 0.6739, loss: 1.5360, grad_norm: 13.6946 2021-12-05 02:05:41,509 - mmaction - INFO - Epoch [137][100/1345] lr: 1.000e-04, eta: 5:22:56, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8489, top1_acc: 0.8469, top5_acc: 0.9492, loss_cls: 0.6573, loss: 1.5062, grad_norm: 13.9822 2021-12-05 02:06:00,761 - mmaction - INFO - Epoch [137][120/1345] lr: 1.000e-04, eta: 5:22:35, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8978, top1_acc: 0.8203, top5_acc: 0.9375, loss_cls: 0.7435, loss: 1.6414, grad_norm: 14.3859 2021-12-05 02:06:19,954 - mmaction - INFO - Epoch [137][140/1345] lr: 1.000e-04, eta: 5:22:14, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8862, top1_acc: 0.8234, top5_acc: 0.9375, loss_cls: 0.7205, loss: 1.6067, grad_norm: 13.8198 2021-12-05 02:06:39,210 - mmaction - INFO - Epoch [137][160/1345] lr: 1.000e-04, eta: 5:21:53, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.9255, top1_acc: 0.8266, top5_acc: 0.9359, loss_cls: 0.7285, loss: 1.6539, grad_norm: 14.1734 2021-12-05 02:06:58,436 - mmaction - INFO - Epoch [137][180/1345] lr: 1.000e-04, eta: 5:21:32, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8487, top1_acc: 0.8187, top5_acc: 0.9414, loss_cls: 0.7072, loss: 1.5559, grad_norm: 14.4328 2021-12-05 02:07:17,647 - mmaction - INFO - Epoch [137][200/1345] lr: 1.000e-04, eta: 5:21:11, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8936, top1_acc: 0.8266, top5_acc: 0.9461, loss_cls: 0.6999, loss: 1.5936, grad_norm: 14.2836 2021-12-05 02:07:36,849 - mmaction - INFO - Epoch [137][220/1345] lr: 1.000e-04, eta: 5:20:51, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8927, top1_acc: 0.8102, top5_acc: 0.9383, loss_cls: 0.7590, loss: 1.6517, grad_norm: 14.7934 2021-12-05 02:07:56,053 - mmaction - INFO - Epoch [137][240/1345] lr: 1.000e-04, eta: 5:20:30, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8894, top1_acc: 0.8203, top5_acc: 0.9336, loss_cls: 0.7636, loss: 1.6530, grad_norm: 14.7746 2021-12-05 02:08:15,241 - mmaction - INFO - Epoch [137][260/1345] lr: 1.000e-04, eta: 5:20:09, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.8964, top1_acc: 0.8141, top5_acc: 0.9320, loss_cls: 0.7521, loss: 1.6485, grad_norm: 14.1522 2021-12-05 02:08:34,475 - mmaction - INFO - Epoch [137][280/1345] lr: 1.000e-04, eta: 5:19:48, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8658, top1_acc: 0.8250, top5_acc: 0.9414, loss_cls: 0.6981, loss: 1.5639, grad_norm: 13.5522 2021-12-05 02:08:53,691 - mmaction - INFO - Epoch [137][300/1345] lr: 1.000e-04, eta: 5:19:27, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8897, top1_acc: 0.8195, top5_acc: 0.9352, loss_cls: 0.7352, loss: 1.6248, grad_norm: 14.1297 2021-12-05 02:09:12,874 - mmaction - INFO - Epoch [137][320/1345] lr: 1.000e-04, eta: 5:19:06, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.8602, top1_acc: 0.8234, top5_acc: 0.9484, loss_cls: 0.6711, loss: 1.5312, grad_norm: 14.1482 2021-12-05 02:09:32,110 - mmaction - INFO - Epoch [137][340/1345] lr: 1.000e-04, eta: 5:18:46, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.9243, top1_acc: 0.8031, top5_acc: 0.9281, loss_cls: 0.7886, loss: 1.7129, grad_norm: 15.1110 2021-12-05 02:09:51,318 - mmaction - INFO - Epoch [137][360/1345] lr: 1.000e-04, eta: 5:18:25, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8571, top1_acc: 0.8203, top5_acc: 0.9406, loss_cls: 0.7147, loss: 1.5717, grad_norm: 14.0921 2021-12-05 02:10:10,554 - mmaction - INFO - Epoch [137][380/1345] lr: 1.000e-04, eta: 5:18:04, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8534, top1_acc: 0.8313, top5_acc: 0.9422, loss_cls: 0.6668, loss: 1.5202, grad_norm: 13.6185 2021-12-05 02:10:29,799 - mmaction - INFO - Epoch [137][400/1345] lr: 1.000e-04, eta: 5:17:43, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8289, top1_acc: 0.8305, top5_acc: 0.9367, loss_cls: 0.6733, loss: 1.5022, grad_norm: 14.0387 2021-12-05 02:10:49,036 - mmaction - INFO - Epoch [137][420/1345] lr: 1.000e-04, eta: 5:17:22, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8517, top1_acc: 0.8195, top5_acc: 0.9398, loss_cls: 0.7094, loss: 1.5611, grad_norm: 14.2954 2021-12-05 02:11:08,284 - mmaction - INFO - Epoch [137][440/1345] lr: 1.000e-04, eta: 5:17:01, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8702, top1_acc: 0.8055, top5_acc: 0.9352, loss_cls: 0.7262, loss: 1.5964, grad_norm: 14.6064 2021-12-05 02:11:27,495 - mmaction - INFO - Epoch [137][460/1345] lr: 1.000e-04, eta: 5:16:41, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8657, top1_acc: 0.8266, top5_acc: 0.9336, loss_cls: 0.6911, loss: 1.5568, grad_norm: 13.6411 2021-12-05 02:11:46,709 - mmaction - INFO - Epoch [137][480/1345] lr: 1.000e-04, eta: 5:16:20, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8647, top1_acc: 0.8336, top5_acc: 0.9484, loss_cls: 0.6755, loss: 1.5402, grad_norm: 13.8114 2021-12-05 02:12:05,923 - mmaction - INFO - Epoch [137][500/1345] lr: 1.000e-04, eta: 5:15:59, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8712, top1_acc: 0.8219, top5_acc: 0.9422, loss_cls: 0.7189, loss: 1.5901, grad_norm: 14.6640 2021-12-05 02:12:25,155 - mmaction - INFO - Epoch [137][520/1345] lr: 1.000e-04, eta: 5:15:38, time: 0.962, data_time: 0.002, memory: 8233, loss_aux: 0.8503, top1_acc: 0.8219, top5_acc: 0.9375, loss_cls: 0.6940, loss: 1.5443, grad_norm: 14.2951 2021-12-05 02:12:44,374 - mmaction - INFO - Epoch [137][540/1345] lr: 1.000e-04, eta: 5:15:17, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.9415, top1_acc: 0.8148, top5_acc: 0.9352, loss_cls: 0.7524, loss: 1.6938, grad_norm: 15.0035 2021-12-05 02:13:03,602 - mmaction - INFO - Epoch [137][560/1345] lr: 1.000e-04, eta: 5:14:56, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.9010, top1_acc: 0.7992, top5_acc: 0.9227, loss_cls: 0.7907, loss: 1.6917, grad_norm: 15.0899 2021-12-05 02:13:22,826 - mmaction - INFO - Epoch [137][580/1345] lr: 1.000e-04, eta: 5:14:36, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8534, top1_acc: 0.8352, top5_acc: 0.9539, loss_cls: 0.6614, loss: 1.5147, grad_norm: 13.6986 2021-12-05 02:13:42,060 - mmaction - INFO - Epoch [137][600/1345] lr: 1.000e-04, eta: 5:14:15, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8761, top1_acc: 0.8203, top5_acc: 0.9414, loss_cls: 0.7175, loss: 1.5937, grad_norm: 14.3801 2021-12-05 02:14:01,306 - mmaction - INFO - Epoch [137][620/1345] lr: 1.000e-04, eta: 5:13:54, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8736, top1_acc: 0.8211, top5_acc: 0.9352, loss_cls: 0.7400, loss: 1.6136, grad_norm: 14.6824 2021-12-05 02:14:20,482 - mmaction - INFO - Epoch [137][640/1345] lr: 1.000e-04, eta: 5:13:33, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.8631, top1_acc: 0.8234, top5_acc: 0.9422, loss_cls: 0.7032, loss: 1.5662, grad_norm: 14.1394 2021-12-05 02:14:39,656 - mmaction - INFO - Epoch [137][660/1345] lr: 1.000e-04, eta: 5:13:12, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.8635, top1_acc: 0.8266, top5_acc: 0.9352, loss_cls: 0.7203, loss: 1.5838, grad_norm: 14.4184 2021-12-05 02:14:58,855 - mmaction - INFO - Epoch [137][680/1345] lr: 1.000e-04, eta: 5:12:51, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8673, top1_acc: 0.8320, top5_acc: 0.9508, loss_cls: 0.6652, loss: 1.5325, grad_norm: 14.0637 2021-12-05 02:15:18,045 - mmaction - INFO - Epoch [137][700/1345] lr: 1.000e-04, eta: 5:12:31, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8824, top1_acc: 0.8078, top5_acc: 0.9477, loss_cls: 0.7026, loss: 1.5850, grad_norm: 14.3252 2021-12-05 02:15:37,240 - mmaction - INFO - Epoch [137][720/1345] lr: 1.000e-04, eta: 5:12:10, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8904, top1_acc: 0.8164, top5_acc: 0.9422, loss_cls: 0.7162, loss: 1.6066, grad_norm: 14.8820 2021-12-05 02:15:56,418 - mmaction - INFO - Epoch [137][740/1345] lr: 1.000e-04, eta: 5:11:49, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.8712, top1_acc: 0.8109, top5_acc: 0.9313, loss_cls: 0.7657, loss: 1.6369, grad_norm: 14.6396 2021-12-05 02:16:15,636 - mmaction - INFO - Epoch [137][760/1345] lr: 1.000e-04, eta: 5:11:28, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8721, top1_acc: 0.8133, top5_acc: 0.9391, loss_cls: 0.7239, loss: 1.5961, grad_norm: 14.4479 2021-12-05 02:16:34,818 - mmaction - INFO - Epoch [137][780/1345] lr: 1.000e-04, eta: 5:11:07, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.8978, top1_acc: 0.7992, top5_acc: 0.9266, loss_cls: 0.7672, loss: 1.6650, grad_norm: 14.5476 2021-12-05 02:16:54,005 - mmaction - INFO - Epoch [137][800/1345] lr: 1.000e-04, eta: 5:10:46, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.8971, top1_acc: 0.8016, top5_acc: 0.9258, loss_cls: 0.8002, loss: 1.6972, grad_norm: 15.1097 2021-12-05 02:17:13,206 - mmaction - INFO - Epoch [137][820/1345] lr: 1.000e-04, eta: 5:10:26, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8836, top1_acc: 0.8227, top5_acc: 0.9320, loss_cls: 0.7421, loss: 1.6258, grad_norm: 14.1553 2021-12-05 02:17:32,399 - mmaction - INFO - Epoch [137][840/1345] lr: 1.000e-04, eta: 5:10:05, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8875, top1_acc: 0.8156, top5_acc: 0.9375, loss_cls: 0.7034, loss: 1.5909, grad_norm: 14.9694 2021-12-05 02:17:51,594 - mmaction - INFO - Epoch [137][860/1345] lr: 1.000e-04, eta: 5:09:44, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.9193, top1_acc: 0.8172, top5_acc: 0.9297, loss_cls: 0.7841, loss: 1.7034, grad_norm: 14.7637 2021-12-05 02:18:10,827 - mmaction - INFO - Epoch [137][880/1345] lr: 1.000e-04, eta: 5:09:23, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.9005, top1_acc: 0.7984, top5_acc: 0.9367, loss_cls: 0.7721, loss: 1.6726, grad_norm: 14.8008 2021-12-05 02:18:30,015 - mmaction - INFO - Epoch [137][900/1345] lr: 1.000e-04, eta: 5:09:02, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.8499, top1_acc: 0.8195, top5_acc: 0.9359, loss_cls: 0.7181, loss: 1.5680, grad_norm: 14.6112 2021-12-05 02:18:49,238 - mmaction - INFO - Epoch [137][920/1345] lr: 1.000e-04, eta: 5:08:41, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8912, top1_acc: 0.8406, top5_acc: 0.9414, loss_cls: 0.6907, loss: 1.5818, grad_norm: 13.5771 2021-12-05 02:19:08,430 - mmaction - INFO - Epoch [137][940/1345] lr: 1.000e-04, eta: 5:08:21, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8710, top1_acc: 0.8063, top5_acc: 0.9453, loss_cls: 0.7313, loss: 1.6023, grad_norm: 14.5728 2021-12-05 02:19:27,639 - mmaction - INFO - Epoch [137][960/1345] lr: 1.000e-04, eta: 5:08:00, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8969, top1_acc: 0.8039, top5_acc: 0.9383, loss_cls: 0.7397, loss: 1.6366, grad_norm: 14.6613 2021-12-05 02:19:46,873 - mmaction - INFO - Epoch [137][980/1345] lr: 1.000e-04, eta: 5:07:39, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8423, top1_acc: 0.8242, top5_acc: 0.9461, loss_cls: 0.6991, loss: 1.5414, grad_norm: 14.2635 2021-12-05 02:20:06,095 - mmaction - INFO - Epoch [137][1000/1345] lr: 1.000e-04, eta: 5:07:18, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8549, top1_acc: 0.8250, top5_acc: 0.9352, loss_cls: 0.7144, loss: 1.5693, grad_norm: 13.8623 2021-12-05 02:20:25,302 - mmaction - INFO - Epoch [137][1020/1345] lr: 1.000e-04, eta: 5:06:57, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8999, top1_acc: 0.8164, top5_acc: 0.9336, loss_cls: 0.7556, loss: 1.6555, grad_norm: 14.7180 2021-12-05 02:20:44,512 - mmaction - INFO - Epoch [137][1040/1345] lr: 1.000e-04, eta: 5:06:37, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8915, top1_acc: 0.8133, top5_acc: 0.9344, loss_cls: 0.7464, loss: 1.6379, grad_norm: 14.8327 2021-12-05 02:21:03,729 - mmaction - INFO - Epoch [137][1060/1345] lr: 1.000e-04, eta: 5:06:16, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.9108, top1_acc: 0.8047, top5_acc: 0.9250, loss_cls: 0.7783, loss: 1.6891, grad_norm: 14.5718 2021-12-05 02:21:22,959 - mmaction - INFO - Epoch [137][1080/1345] lr: 1.000e-04, eta: 5:05:55, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.9091, top1_acc: 0.8195, top5_acc: 0.9250, loss_cls: 0.7566, loss: 1.6657, grad_norm: 14.0757 2021-12-05 02:21:42,177 - mmaction - INFO - Epoch [137][1100/1345] lr: 1.000e-04, eta: 5:05:34, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8569, top1_acc: 0.8266, top5_acc: 0.9375, loss_cls: 0.7141, loss: 1.5710, grad_norm: 14.3963 2021-12-05 02:22:01,378 - mmaction - INFO - Epoch [137][1120/1345] lr: 1.000e-04, eta: 5:05:13, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8655, top1_acc: 0.8266, top5_acc: 0.9367, loss_cls: 0.7010, loss: 1.5665, grad_norm: 14.2582 2021-12-05 02:22:20,604 - mmaction - INFO - Epoch [137][1140/1345] lr: 1.000e-04, eta: 5:04:52, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8852, top1_acc: 0.8289, top5_acc: 0.9367, loss_cls: 0.7235, loss: 1.6088, grad_norm: 14.4106 2021-12-05 02:22:39,798 - mmaction - INFO - Epoch [137][1160/1345] lr: 1.000e-04, eta: 5:04:32, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8927, top1_acc: 0.8219, top5_acc: 0.9297, loss_cls: 0.7405, loss: 1.6332, grad_norm: 13.9981 2021-12-05 02:22:59,062 - mmaction - INFO - Epoch [137][1180/1345] lr: 1.000e-04, eta: 5:04:11, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8654, top1_acc: 0.8211, top5_acc: 0.9469, loss_cls: 0.6877, loss: 1.5530, grad_norm: 14.0670 2021-12-05 02:23:18,302 - mmaction - INFO - Epoch [137][1200/1345] lr: 1.000e-04, eta: 5:03:50, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8599, top1_acc: 0.8266, top5_acc: 0.9414, loss_cls: 0.7000, loss: 1.5598, grad_norm: 14.1626 2021-12-05 02:23:37,545 - mmaction - INFO - Epoch [137][1220/1345] lr: 1.000e-04, eta: 5:03:29, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8514, top1_acc: 0.8297, top5_acc: 0.9375, loss_cls: 0.7091, loss: 1.5606, grad_norm: 14.1361 2021-12-05 02:23:56,801 - mmaction - INFO - Epoch [137][1240/1345] lr: 1.000e-04, eta: 5:03:08, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8487, top1_acc: 0.8367, top5_acc: 0.9375, loss_cls: 0.7086, loss: 1.5573, grad_norm: 13.8090 2021-12-05 02:24:16,039 - mmaction - INFO - Epoch [137][1260/1345] lr: 1.000e-04, eta: 5:02:48, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8957, top1_acc: 0.8180, top5_acc: 0.9328, loss_cls: 0.7425, loss: 1.6382, grad_norm: 14.8832 2021-12-05 02:24:35,285 - mmaction - INFO - Epoch [137][1280/1345] lr: 1.000e-04, eta: 5:02:27, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8329, top1_acc: 0.8500, top5_acc: 0.9484, loss_cls: 0.6426, loss: 1.4755, grad_norm: 14.0668 2021-12-05 02:24:54,522 - mmaction - INFO - Epoch [137][1300/1345] lr: 1.000e-04, eta: 5:02:06, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8643, top1_acc: 0.8297, top5_acc: 0.9453, loss_cls: 0.6925, loss: 1.5568, grad_norm: 14.0973 2021-12-05 02:25:13,776 - mmaction - INFO - Epoch [137][1320/1345] lr: 1.000e-04, eta: 5:01:45, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8293, top1_acc: 0.8313, top5_acc: 0.9445, loss_cls: 0.6879, loss: 1.5172, grad_norm: 14.4303 2021-12-05 02:25:33,057 - mmaction - INFO - Epoch [137][1340/1345] lr: 1.000e-04, eta: 5:01:24, time: 0.964, data_time: 0.001, memory: 8233, loss_aux: 0.8571, top1_acc: 0.8336, top5_acc: 0.9453, loss_cls: 0.6798, loss: 1.5368, grad_norm: 13.8228 2021-12-05 02:27:53,650 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-05 02:27:53,893 - mmaction - INFO - top1_acc 0.4856 top5_acc 0.7786 2021-12-05 02:27:53,893 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-05 02:27:53,933 - mmaction - INFO - mean_acc 0.4536 2021-12-05 02:27:53,938 - mmaction - INFO - Saving checkpoint at 137 epochs 2021-12-05 02:27:58,343 - mmaction - INFO - Epoch(val) [137][181] top1_acc: 0.4856, top5_acc: 0.7786, mean_class_accuracy: 0.4536 2021-12-05 02:29:59,688 - mmaction - INFO - Epoch [138][20/1345] lr: 1.000e-04, eta: 5:01:07, time: 6.066, data_time: 5.091, memory: 8233, loss_aux: 0.9000, top1_acc: 0.8156, top5_acc: 0.9359, loss_cls: 0.7328, loss: 1.6328, grad_norm: 14.6016 2021-12-05 02:30:18,875 - mmaction - INFO - Epoch [138][40/1345] lr: 1.000e-04, eta: 5:00:47, time: 0.959, data_time: 0.003, memory: 8233, loss_aux: 0.8663, top1_acc: 0.8156, top5_acc: 0.9359, loss_cls: 0.7428, loss: 1.6091, grad_norm: 14.6971 2021-12-05 02:30:38,061 - mmaction - INFO - Epoch [138][60/1345] lr: 1.000e-04, eta: 5:00:26, time: 0.959, data_time: 0.002, memory: 8233, loss_aux: 0.8517, top1_acc: 0.8250, top5_acc: 0.9313, loss_cls: 0.7461, loss: 1.5978, grad_norm: 14.0157 2021-12-05 02:30:57,250 - mmaction - INFO - Epoch [138][80/1345] lr: 1.000e-04, eta: 5:00:05, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8713, top1_acc: 0.8242, top5_acc: 0.9367, loss_cls: 0.7121, loss: 1.5834, grad_norm: 14.2345 2021-12-05 02:31:16,462 - mmaction - INFO - Epoch [138][100/1345] lr: 1.000e-04, eta: 4:59:44, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.9231, top1_acc: 0.8109, top5_acc: 0.9398, loss_cls: 0.7505, loss: 1.6736, grad_norm: 15.0547 2021-12-05 02:31:35,679 - mmaction - INFO - Epoch [138][120/1345] lr: 1.000e-04, eta: 4:59:23, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8243, top1_acc: 0.8367, top5_acc: 0.9492, loss_cls: 0.6436, loss: 1.4679, grad_norm: 13.6555 2021-12-05 02:31:54,902 - mmaction - INFO - Epoch [138][140/1345] lr: 1.000e-04, eta: 4:59:02, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8616, top1_acc: 0.8258, top5_acc: 0.9398, loss_cls: 0.7155, loss: 1.5771, grad_norm: 14.0479 2021-12-05 02:32:14,144 - mmaction - INFO - Epoch [138][160/1345] lr: 1.000e-04, eta: 4:58:42, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8699, top1_acc: 0.8148, top5_acc: 0.9328, loss_cls: 0.7338, loss: 1.6037, grad_norm: 14.3495 2021-12-05 02:32:33,383 - mmaction - INFO - Epoch [138][180/1345] lr: 1.000e-04, eta: 4:58:21, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.9061, top1_acc: 0.8180, top5_acc: 0.9445, loss_cls: 0.7195, loss: 1.6256, grad_norm: 14.4393 2021-12-05 02:32:52,628 - mmaction - INFO - Epoch [138][200/1345] lr: 1.000e-04, eta: 4:58:00, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8586, top1_acc: 0.8156, top5_acc: 0.9422, loss_cls: 0.7314, loss: 1.5900, grad_norm: 14.5910 2021-12-05 02:33:11,917 - mmaction - INFO - Epoch [138][220/1345] lr: 1.000e-04, eta: 4:57:39, time: 0.964, data_time: 0.001, memory: 8233, loss_aux: 0.8830, top1_acc: 0.8141, top5_acc: 0.9297, loss_cls: 0.7497, loss: 1.6327, grad_norm: 14.1999 2021-12-05 02:33:31,187 - mmaction - INFO - Epoch [138][240/1345] lr: 1.000e-04, eta: 4:57:18, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8661, top1_acc: 0.8359, top5_acc: 0.9344, loss_cls: 0.7023, loss: 1.5684, grad_norm: 14.1610 2021-12-05 02:33:50,443 - mmaction - INFO - Epoch [138][260/1345] lr: 1.000e-04, eta: 4:56:58, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8567, top1_acc: 0.8305, top5_acc: 0.9492, loss_cls: 0.6796, loss: 1.5363, grad_norm: 14.4454 2021-12-05 02:34:09,709 - mmaction - INFO - Epoch [138][280/1345] lr: 1.000e-04, eta: 4:56:37, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.9281, top1_acc: 0.8211, top5_acc: 0.9297, loss_cls: 0.7521, loss: 1.6802, grad_norm: 14.7293 2021-12-05 02:34:29,000 - mmaction - INFO - Epoch [138][300/1345] lr: 1.000e-04, eta: 4:56:16, time: 0.965, data_time: 0.001, memory: 8233, loss_aux: 0.8895, top1_acc: 0.8180, top5_acc: 0.9359, loss_cls: 0.7310, loss: 1.6204, grad_norm: 14.3792 2021-12-05 02:34:48,241 - mmaction - INFO - Epoch [138][320/1345] lr: 1.000e-04, eta: 4:55:55, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8586, top1_acc: 0.8148, top5_acc: 0.9281, loss_cls: 0.7533, loss: 1.6120, grad_norm: 14.7240 2021-12-05 02:35:07,501 - mmaction - INFO - Epoch [138][340/1345] lr: 1.000e-04, eta: 4:55:34, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8845, top1_acc: 0.8117, top5_acc: 0.9391, loss_cls: 0.7252, loss: 1.6097, grad_norm: 14.6300 2021-12-05 02:35:26,780 - mmaction - INFO - Epoch [138][360/1345] lr: 1.000e-04, eta: 4:55:13, time: 0.964, data_time: 0.001, memory: 8233, loss_aux: 0.8696, top1_acc: 0.8172, top5_acc: 0.9391, loss_cls: 0.7054, loss: 1.5750, grad_norm: 14.3273 2021-12-05 02:35:46,074 - mmaction - INFO - Epoch [138][380/1345] lr: 1.000e-04, eta: 4:54:53, time: 0.965, data_time: 0.001, memory: 8233, loss_aux: 0.8289, top1_acc: 0.8422, top5_acc: 0.9469, loss_cls: 0.6722, loss: 1.5011, grad_norm: 14.0198 2021-12-05 02:36:05,345 - mmaction - INFO - Epoch [138][400/1345] lr: 1.000e-04, eta: 4:54:32, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8958, top1_acc: 0.8156, top5_acc: 0.9406, loss_cls: 0.7449, loss: 1.6407, grad_norm: 14.5589 2021-12-05 02:36:24,610 - mmaction - INFO - Epoch [138][420/1345] lr: 1.000e-04, eta: 4:54:11, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8498, top1_acc: 0.8266, top5_acc: 0.9352, loss_cls: 0.6899, loss: 1.5397, grad_norm: 13.7247 2021-12-05 02:36:43,902 - mmaction - INFO - Epoch [138][440/1345] lr: 1.000e-04, eta: 4:53:50, time: 0.965, data_time: 0.001, memory: 8233, loss_aux: 0.8122, top1_acc: 0.8328, top5_acc: 0.9516, loss_cls: 0.6480, loss: 1.4602, grad_norm: 13.8655 2021-12-05 02:37:03,189 - mmaction - INFO - Epoch [138][460/1345] lr: 1.000e-04, eta: 4:53:29, time: 0.964, data_time: 0.001, memory: 8233, loss_aux: 0.9094, top1_acc: 0.8164, top5_acc: 0.9367, loss_cls: 0.7465, loss: 1.6559, grad_norm: 14.0985 2021-12-05 02:37:22,456 - mmaction - INFO - Epoch [138][480/1345] lr: 1.000e-04, eta: 4:53:09, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8070, top1_acc: 0.8523, top5_acc: 0.9445, loss_cls: 0.6136, loss: 1.4207, grad_norm: 13.4652 2021-12-05 02:37:41,808 - mmaction - INFO - Epoch [138][500/1345] lr: 1.000e-04, eta: 4:52:48, time: 0.968, data_time: 0.001, memory: 8233, loss_aux: 0.8990, top1_acc: 0.8219, top5_acc: 0.9398, loss_cls: 0.7184, loss: 1.6173, grad_norm: 14.6588 2021-12-05 02:38:01,070 - mmaction - INFO - Epoch [138][520/1345] lr: 1.000e-04, eta: 4:52:27, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8862, top1_acc: 0.8156, top5_acc: 0.9453, loss_cls: 0.7163, loss: 1.6025, grad_norm: 14.0111 2021-12-05 02:38:20,356 - mmaction - INFO - Epoch [138][540/1345] lr: 1.000e-04, eta: 4:52:06, time: 0.964, data_time: 0.001, memory: 8233, loss_aux: 0.8764, top1_acc: 0.8219, top5_acc: 0.9352, loss_cls: 0.7114, loss: 1.5878, grad_norm: 13.5407 2021-12-05 02:38:39,610 - mmaction - INFO - Epoch [138][560/1345] lr: 1.000e-04, eta: 4:51:45, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8768, top1_acc: 0.8195, top5_acc: 0.9383, loss_cls: 0.7274, loss: 1.6041, grad_norm: 14.3934 2021-12-05 02:38:58,880 - mmaction - INFO - Epoch [138][580/1345] lr: 1.000e-04, eta: 4:51:24, time: 0.964, data_time: 0.001, memory: 8233, loss_aux: 0.8786, top1_acc: 0.8133, top5_acc: 0.9320, loss_cls: 0.7438, loss: 1.6224, grad_norm: 14.4563 2021-12-05 02:39:18,157 - mmaction - INFO - Epoch [138][600/1345] lr: 1.000e-04, eta: 4:51:04, time: 0.964, data_time: 0.001, memory: 8233, loss_aux: 0.9063, top1_acc: 0.8117, top5_acc: 0.9234, loss_cls: 0.7613, loss: 1.6676, grad_norm: 14.4482 2021-12-05 02:39:37,449 - mmaction - INFO - Epoch [138][620/1345] lr: 1.000e-04, eta: 4:50:43, time: 0.965, data_time: 0.001, memory: 8233, loss_aux: 0.8966, top1_acc: 0.8273, top5_acc: 0.9281, loss_cls: 0.7513, loss: 1.6479, grad_norm: 14.4671 2021-12-05 02:39:56,725 - mmaction - INFO - Epoch [138][640/1345] lr: 1.000e-04, eta: 4:50:22, time: 0.964, data_time: 0.001, memory: 8233, loss_aux: 0.8664, top1_acc: 0.8195, top5_acc: 0.9289, loss_cls: 0.7584, loss: 1.6248, grad_norm: 14.4603 2021-12-05 02:40:16,009 - mmaction - INFO - Epoch [138][660/1345] lr: 1.000e-04, eta: 4:50:01, time: 0.964, data_time: 0.001, memory: 8233, loss_aux: 0.8997, top1_acc: 0.8305, top5_acc: 0.9375, loss_cls: 0.7108, loss: 1.6104, grad_norm: 14.6740 2021-12-05 02:40:35,285 - mmaction - INFO - Epoch [138][680/1345] lr: 1.000e-04, eta: 4:49:40, time: 0.964, data_time: 0.001, memory: 8233, loss_aux: 0.8207, top1_acc: 0.8516, top5_acc: 0.9500, loss_cls: 0.6327, loss: 1.4534, grad_norm: 13.9900 2021-12-05 02:40:54,553 - mmaction - INFO - Epoch [138][700/1345] lr: 1.000e-04, eta: 4:49:20, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8789, top1_acc: 0.8305, top5_acc: 0.9414, loss_cls: 0.7107, loss: 1.5897, grad_norm: 14.4857 2021-12-05 02:41:13,831 - mmaction - INFO - Epoch [138][720/1345] lr: 1.000e-04, eta: 4:48:59, time: 0.964, data_time: 0.001, memory: 8233, loss_aux: 0.8243, top1_acc: 0.8328, top5_acc: 0.9469, loss_cls: 0.6396, loss: 1.4639, grad_norm: 13.7828 2021-12-05 02:41:33,125 - mmaction - INFO - Epoch [138][740/1345] lr: 1.000e-04, eta: 4:48:38, time: 0.964, data_time: 0.001, memory: 8233, loss_aux: 0.8748, top1_acc: 0.8289, top5_acc: 0.9391, loss_cls: 0.7178, loss: 1.5926, grad_norm: 14.3995 2021-12-05 02:41:52,431 - mmaction - INFO - Epoch [138][760/1345] lr: 1.000e-04, eta: 4:48:17, time: 0.965, data_time: 0.001, memory: 8233, loss_aux: 0.8918, top1_acc: 0.8148, top5_acc: 0.9336, loss_cls: 0.7486, loss: 1.6404, grad_norm: 14.5186 2021-12-05 02:42:11,709 - mmaction - INFO - Epoch [138][780/1345] lr: 1.000e-04, eta: 4:47:56, time: 0.964, data_time: 0.001, memory: 8233, loss_aux: 0.8518, top1_acc: 0.8273, top5_acc: 0.9547, loss_cls: 0.6412, loss: 1.4930, grad_norm: 13.8046 2021-12-05 02:42:30,955 - mmaction - INFO - Epoch [138][800/1345] lr: 1.000e-04, eta: 4:47:35, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8682, top1_acc: 0.8211, top5_acc: 0.9344, loss_cls: 0.7073, loss: 1.5754, grad_norm: 13.9776 2021-12-05 02:42:50,265 - mmaction - INFO - Epoch [138][820/1345] lr: 1.000e-04, eta: 4:47:15, time: 0.965, data_time: 0.001, memory: 8233, loss_aux: 0.9096, top1_acc: 0.8156, top5_acc: 0.9289, loss_cls: 0.7387, loss: 1.6483, grad_norm: 14.5917 2021-12-05 02:43:09,509 - mmaction - INFO - Epoch [138][840/1345] lr: 1.000e-04, eta: 4:46:54, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8456, top1_acc: 0.8133, top5_acc: 0.9430, loss_cls: 0.7273, loss: 1.5729, grad_norm: 14.6705 2021-12-05 02:43:28,767 - mmaction - INFO - Epoch [138][860/1345] lr: 1.000e-04, eta: 4:46:33, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8336, top1_acc: 0.8313, top5_acc: 0.9453, loss_cls: 0.6771, loss: 1.5107, grad_norm: 14.2982 2021-12-05 02:43:48,012 - mmaction - INFO - Epoch [138][880/1345] lr: 1.000e-04, eta: 4:46:12, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8949, top1_acc: 0.8117, top5_acc: 0.9305, loss_cls: 0.7382, loss: 1.6331, grad_norm: 14.3893 2021-12-05 02:44:07,301 - mmaction - INFO - Epoch [138][900/1345] lr: 1.000e-04, eta: 4:45:51, time: 0.965, data_time: 0.001, memory: 8233, loss_aux: 0.8626, top1_acc: 0.8180, top5_acc: 0.9430, loss_cls: 0.7074, loss: 1.5700, grad_norm: 14.6221 2021-12-05 02:44:26,534 - mmaction - INFO - Epoch [138][920/1345] lr: 1.000e-04, eta: 4:45:31, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8983, top1_acc: 0.8281, top5_acc: 0.9500, loss_cls: 0.6944, loss: 1.5927, grad_norm: 14.6927 2021-12-05 02:44:45,766 - mmaction - INFO - Epoch [138][940/1345] lr: 1.000e-04, eta: 4:45:10, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8956, top1_acc: 0.8156, top5_acc: 0.9320, loss_cls: 0.7548, loss: 1.6504, grad_norm: 14.9415 2021-12-05 02:45:04,967 - mmaction - INFO - Epoch [138][960/1345] lr: 1.000e-04, eta: 4:44:49, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8684, top1_acc: 0.8164, top5_acc: 0.9391, loss_cls: 0.7222, loss: 1.5907, grad_norm: 14.4889 2021-12-05 02:45:24,205 - mmaction - INFO - Epoch [138][980/1345] lr: 1.000e-04, eta: 4:44:28, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8634, top1_acc: 0.8070, top5_acc: 0.9398, loss_cls: 0.7234, loss: 1.5868, grad_norm: 14.0712 2021-12-05 02:45:43,424 - mmaction - INFO - Epoch [138][1000/1345] lr: 1.000e-04, eta: 4:44:07, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8449, top1_acc: 0.8273, top5_acc: 0.9508, loss_cls: 0.6809, loss: 1.5258, grad_norm: 14.3286 2021-12-05 02:46:02,694 - mmaction - INFO - Epoch [138][1020/1345] lr: 1.000e-04, eta: 4:43:47, time: 0.964, data_time: 0.001, memory: 8233, loss_aux: 0.8730, top1_acc: 0.8195, top5_acc: 0.9273, loss_cls: 0.7376, loss: 1.6106, grad_norm: 14.2816 2021-12-05 02:46:21,930 - mmaction - INFO - Epoch [138][1040/1345] lr: 1.000e-04, eta: 4:43:26, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8706, top1_acc: 0.8305, top5_acc: 0.9477, loss_cls: 0.6799, loss: 1.5505, grad_norm: 13.9113 2021-12-05 02:46:41,174 - mmaction - INFO - Epoch [138][1060/1345] lr: 1.000e-04, eta: 4:43:05, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.9044, top1_acc: 0.8117, top5_acc: 0.9250, loss_cls: 0.7945, loss: 1.6989, grad_norm: 15.1665 2021-12-05 02:47:00,429 - mmaction - INFO - Epoch [138][1080/1345] lr: 1.000e-04, eta: 4:42:44, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.9082, top1_acc: 0.8289, top5_acc: 0.9328, loss_cls: 0.6945, loss: 1.6027, grad_norm: 14.1333 2021-12-05 02:47:19,674 - mmaction - INFO - Epoch [138][1100/1345] lr: 1.000e-04, eta: 4:42:23, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8398, top1_acc: 0.8352, top5_acc: 0.9383, loss_cls: 0.6802, loss: 1.5199, grad_norm: 14.0095 2021-12-05 02:47:38,923 - mmaction - INFO - Epoch [138][1120/1345] lr: 1.000e-04, eta: 4:42:03, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8745, top1_acc: 0.8313, top5_acc: 0.9437, loss_cls: 0.6844, loss: 1.5590, grad_norm: 14.2463 2021-12-05 02:47:58,191 - mmaction - INFO - Epoch [138][1140/1345] lr: 1.000e-04, eta: 4:41:42, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8660, top1_acc: 0.8273, top5_acc: 0.9352, loss_cls: 0.7159, loss: 1.5819, grad_norm: 14.6405 2021-12-05 02:48:17,458 - mmaction - INFO - Epoch [138][1160/1345] lr: 1.000e-04, eta: 4:41:21, time: 0.964, data_time: 0.001, memory: 8233, loss_aux: 0.8809, top1_acc: 0.8180, top5_acc: 0.9266, loss_cls: 0.7469, loss: 1.6278, grad_norm: 14.6780 2021-12-05 02:48:36,711 - mmaction - INFO - Epoch [138][1180/1345] lr: 1.000e-04, eta: 4:41:00, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8600, top1_acc: 0.8148, top5_acc: 0.9406, loss_cls: 0.7257, loss: 1.5857, grad_norm: 14.7489 2021-12-05 02:48:55,977 - mmaction - INFO - Epoch [138][1200/1345] lr: 1.000e-04, eta: 4:40:39, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8525, top1_acc: 0.8125, top5_acc: 0.9398, loss_cls: 0.7142, loss: 1.5667, grad_norm: 14.1318 2021-12-05 02:49:15,244 - mmaction - INFO - Epoch [138][1220/1345] lr: 1.000e-04, eta: 4:40:18, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8522, top1_acc: 0.8203, top5_acc: 0.9344, loss_cls: 0.7065, loss: 1.5586, grad_norm: 13.7687 2021-12-05 02:49:34,486 - mmaction - INFO - Epoch [138][1240/1345] lr: 1.000e-04, eta: 4:39:58, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8535, top1_acc: 0.8227, top5_acc: 0.9352, loss_cls: 0.7250, loss: 1.5785, grad_norm: 14.3038 2021-12-05 02:49:53,757 - mmaction - INFO - Epoch [138][1260/1345] lr: 1.000e-04, eta: 4:39:37, time: 0.964, data_time: 0.001, memory: 8233, loss_aux: 0.9377, top1_acc: 0.8211, top5_acc: 0.9398, loss_cls: 0.7286, loss: 1.6663, grad_norm: 14.3690 2021-12-05 02:50:13,016 - mmaction - INFO - Epoch [138][1280/1345] lr: 1.000e-04, eta: 4:39:16, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8812, top1_acc: 0.8289, top5_acc: 0.9344, loss_cls: 0.7288, loss: 1.6100, grad_norm: 14.3298 2021-12-05 02:50:32,290 - mmaction - INFO - Epoch [138][1300/1345] lr: 1.000e-04, eta: 4:38:55, time: 0.964, data_time: 0.001, memory: 8233, loss_aux: 0.8656, top1_acc: 0.8234, top5_acc: 0.9297, loss_cls: 0.7429, loss: 1.6085, grad_norm: 14.1082 2021-12-05 02:50:51,566 - mmaction - INFO - Epoch [138][1320/1345] lr: 1.000e-04, eta: 4:38:34, time: 0.964, data_time: 0.001, memory: 8233, loss_aux: 0.8309, top1_acc: 0.8258, top5_acc: 0.9570, loss_cls: 0.6490, loss: 1.4799, grad_norm: 14.2391 2021-12-05 02:51:10,820 - mmaction - INFO - Epoch [138][1340/1345] lr: 1.000e-04, eta: 4:38:14, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8737, top1_acc: 0.8180, top5_acc: 0.9422, loss_cls: 0.7082, loss: 1.5819, grad_norm: 14.1628 2021-12-05 02:53:31,005 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-05 02:53:31,158 - mmaction - INFO - top1_acc 0.4912 top5_acc 0.7807 2021-12-05 02:53:31,158 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-05 02:53:31,167 - mmaction - INFO - mean_acc 0.4558 2021-12-05 02:53:35,039 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_138.pth. 2021-12-05 02:53:35,039 - mmaction - INFO - Best top1_acc is 0.4912 at 138 epoch. 2021-12-05 02:53:35,060 - mmaction - INFO - Saving checkpoint at 138 epochs 2021-12-05 02:53:36,302 - mmaction - INFO - Epoch(val) [138][181] top1_acc: 0.4912, top5_acc: 0.7807, mean_class_accuracy: 0.4558 2021-12-05 02:55:37,271 - mmaction - INFO - Epoch [139][20/1345] lr: 1.000e-04, eta: 4:37:56, time: 6.048, data_time: 5.086, memory: 8233, loss_aux: 0.8959, top1_acc: 0.8094, top5_acc: 0.9422, loss_cls: 0.7090, loss: 1.6050, grad_norm: 14.1088 2021-12-05 02:55:56,355 - mmaction - INFO - Epoch [139][40/1345] lr: 1.000e-04, eta: 4:37:35, time: 0.954, data_time: 0.003, memory: 8233, loss_aux: 0.8243, top1_acc: 0.8328, top5_acc: 0.9422, loss_cls: 0.6632, loss: 1.4875, grad_norm: 14.0097 2021-12-05 02:56:15,491 - mmaction - INFO - Epoch [139][60/1345] lr: 1.000e-04, eta: 4:37:14, time: 0.957, data_time: 0.001, memory: 8233, loss_aux: 0.8865, top1_acc: 0.8414, top5_acc: 0.9477, loss_cls: 0.6490, loss: 1.5354, grad_norm: 13.8117 2021-12-05 02:56:34,634 - mmaction - INFO - Epoch [139][80/1345] lr: 1.000e-04, eta: 4:36:54, time: 0.957, data_time: 0.002, memory: 8233, loss_aux: 0.8571, top1_acc: 0.8273, top5_acc: 0.9383, loss_cls: 0.7052, loss: 1.5623, grad_norm: 14.2094 2021-12-05 02:56:53,769 - mmaction - INFO - Epoch [139][100/1345] lr: 1.000e-04, eta: 4:36:33, time: 0.957, data_time: 0.001, memory: 8233, loss_aux: 0.8707, top1_acc: 0.8484, top5_acc: 0.9445, loss_cls: 0.6518, loss: 1.5225, grad_norm: 14.4619 2021-12-05 02:57:12,955 - mmaction - INFO - Epoch [139][120/1345] lr: 1.000e-04, eta: 4:36:12, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.8715, top1_acc: 0.8320, top5_acc: 0.9383, loss_cls: 0.7102, loss: 1.5816, grad_norm: 14.1811 2021-12-05 02:57:32,172 - mmaction - INFO - Epoch [139][140/1345] lr: 1.000e-04, eta: 4:35:51, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8514, top1_acc: 0.8359, top5_acc: 0.9391, loss_cls: 0.6774, loss: 1.5288, grad_norm: 13.9363 2021-12-05 02:57:51,388 - mmaction - INFO - Epoch [139][160/1345] lr: 1.000e-04, eta: 4:35:30, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8979, top1_acc: 0.8422, top5_acc: 0.9328, loss_cls: 0.7167, loss: 1.6145, grad_norm: 14.3210 2021-12-05 02:58:10,607 - mmaction - INFO - Epoch [139][180/1345] lr: 1.000e-04, eta: 4:35:09, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8784, top1_acc: 0.8266, top5_acc: 0.9328, loss_cls: 0.7166, loss: 1.5949, grad_norm: 14.0247 2021-12-05 02:58:29,801 - mmaction - INFO - Epoch [139][200/1345] lr: 1.000e-04, eta: 4:34:49, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8522, top1_acc: 0.8156, top5_acc: 0.9367, loss_cls: 0.7146, loss: 1.5668, grad_norm: 13.8122 2021-12-05 02:58:49,044 - mmaction - INFO - Epoch [139][220/1345] lr: 1.000e-04, eta: 4:34:28, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8563, top1_acc: 0.8266, top5_acc: 0.9430, loss_cls: 0.6741, loss: 1.5304, grad_norm: 13.8984 2021-12-05 02:59:08,263 - mmaction - INFO - Epoch [139][240/1345] lr: 1.000e-04, eta: 4:34:07, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8504, top1_acc: 0.8250, top5_acc: 0.9352, loss_cls: 0.7015, loss: 1.5519, grad_norm: 14.1812 2021-12-05 02:59:27,479 - mmaction - INFO - Epoch [139][260/1345] lr: 1.000e-04, eta: 4:33:46, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8715, top1_acc: 0.8281, top5_acc: 0.9367, loss_cls: 0.7012, loss: 1.5727, grad_norm: 13.9160 2021-12-05 02:59:46,673 - mmaction - INFO - Epoch [139][280/1345] lr: 1.000e-04, eta: 4:33:25, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8864, top1_acc: 0.8148, top5_acc: 0.9328, loss_cls: 0.7394, loss: 1.6258, grad_norm: 14.5194 2021-12-05 03:00:05,871 - mmaction - INFO - Epoch [139][300/1345] lr: 1.000e-04, eta: 4:33:05, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8558, top1_acc: 0.8125, top5_acc: 0.9305, loss_cls: 0.7550, loss: 1.6108, grad_norm: 14.5604 2021-12-05 03:00:25,083 - mmaction - INFO - Epoch [139][320/1345] lr: 1.000e-04, eta: 4:32:44, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8525, top1_acc: 0.8352, top5_acc: 0.9437, loss_cls: 0.6586, loss: 1.5111, grad_norm: 14.6169 2021-12-05 03:00:44,284 - mmaction - INFO - Epoch [139][340/1345] lr: 1.000e-04, eta: 4:32:23, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8922, top1_acc: 0.8008, top5_acc: 0.9227, loss_cls: 0.7916, loss: 1.6838, grad_norm: 14.9122 2021-12-05 03:01:03,502 - mmaction - INFO - Epoch [139][360/1345] lr: 1.000e-04, eta: 4:32:02, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8535, top1_acc: 0.8258, top5_acc: 0.9297, loss_cls: 0.7130, loss: 1.5665, grad_norm: 14.2257 2021-12-05 03:01:22,698 - mmaction - INFO - Epoch [139][380/1345] lr: 1.000e-04, eta: 4:31:41, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8324, top1_acc: 0.8492, top5_acc: 0.9461, loss_cls: 0.6310, loss: 1.4635, grad_norm: 13.4541 2021-12-05 03:01:41,895 - mmaction - INFO - Epoch [139][400/1345] lr: 1.000e-04, eta: 4:31:21, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8838, top1_acc: 0.7953, top5_acc: 0.9242, loss_cls: 0.7915, loss: 1.6753, grad_norm: 15.0871 2021-12-05 03:02:01,113 - mmaction - INFO - Epoch [139][420/1345] lr: 1.000e-04, eta: 4:31:00, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8831, top1_acc: 0.8203, top5_acc: 0.9352, loss_cls: 0.7338, loss: 1.6169, grad_norm: 14.2702 2021-12-05 03:02:20,303 - mmaction - INFO - Epoch [139][440/1345] lr: 1.000e-04, eta: 4:30:39, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8959, top1_acc: 0.8117, top5_acc: 0.9422, loss_cls: 0.7079, loss: 1.6039, grad_norm: 14.6426 2021-12-05 03:02:39,477 - mmaction - INFO - Epoch [139][460/1345] lr: 1.000e-04, eta: 4:30:18, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.8823, top1_acc: 0.8195, top5_acc: 0.9414, loss_cls: 0.7517, loss: 1.6340, grad_norm: 15.4171 2021-12-05 03:02:58,680 - mmaction - INFO - Epoch [139][480/1345] lr: 1.000e-04, eta: 4:29:57, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.9066, top1_acc: 0.8250, top5_acc: 0.9469, loss_cls: 0.7038, loss: 1.6105, grad_norm: 14.7522 2021-12-05 03:03:17,874 - mmaction - INFO - Epoch [139][500/1345] lr: 1.000e-04, eta: 4:29:36, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8621, top1_acc: 0.8023, top5_acc: 0.9359, loss_cls: 0.7520, loss: 1.6141, grad_norm: 15.1746 2021-12-05 03:03:37,073 - mmaction - INFO - Epoch [139][520/1345] lr: 1.000e-04, eta: 4:29:16, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.9056, top1_acc: 0.8352, top5_acc: 0.9445, loss_cls: 0.6804, loss: 1.5860, grad_norm: 13.8510 2021-12-05 03:03:56,277 - mmaction - INFO - Epoch [139][540/1345] lr: 1.000e-04, eta: 4:28:55, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8659, top1_acc: 0.8211, top5_acc: 0.9391, loss_cls: 0.7195, loss: 1.5853, grad_norm: 14.5831 2021-12-05 03:04:15,462 - mmaction - INFO - Epoch [139][560/1345] lr: 1.000e-04, eta: 4:28:34, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.8690, top1_acc: 0.8438, top5_acc: 0.9477, loss_cls: 0.6545, loss: 1.5236, grad_norm: 13.9862 2021-12-05 03:04:34,644 - mmaction - INFO - Epoch [139][580/1345] lr: 1.000e-04, eta: 4:28:13, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.8808, top1_acc: 0.8187, top5_acc: 0.9359, loss_cls: 0.7338, loss: 1.6146, grad_norm: 14.5614 2021-12-05 03:04:53,852 - mmaction - INFO - Epoch [139][600/1345] lr: 1.000e-04, eta: 4:27:52, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8530, top1_acc: 0.8203, top5_acc: 0.9430, loss_cls: 0.6963, loss: 1.5492, grad_norm: 14.4546 2021-12-05 03:05:13,081 - mmaction - INFO - Epoch [139][620/1345] lr: 1.000e-04, eta: 4:27:32, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8629, top1_acc: 0.8336, top5_acc: 0.9484, loss_cls: 0.6840, loss: 1.5469, grad_norm: 14.2952 2021-12-05 03:05:32,302 - mmaction - INFO - Epoch [139][640/1345] lr: 1.000e-04, eta: 4:27:11, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8809, top1_acc: 0.8180, top5_acc: 0.9289, loss_cls: 0.7432, loss: 1.6242, grad_norm: 15.1458 2021-12-05 03:05:51,505 - mmaction - INFO - Epoch [139][660/1345] lr: 1.000e-04, eta: 4:26:50, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8886, top1_acc: 0.8086, top5_acc: 0.9344, loss_cls: 0.7165, loss: 1.6051, grad_norm: 14.3435 2021-12-05 03:06:10,718 - mmaction - INFO - Epoch [139][680/1345] lr: 1.000e-04, eta: 4:26:29, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8601, top1_acc: 0.8281, top5_acc: 0.9391, loss_cls: 0.6981, loss: 1.5583, grad_norm: 14.5239 2021-12-05 03:06:29,932 - mmaction - INFO - Epoch [139][700/1345] lr: 1.000e-04, eta: 4:26:08, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8821, top1_acc: 0.8281, top5_acc: 0.9398, loss_cls: 0.7044, loss: 1.5864, grad_norm: 14.2431 2021-12-05 03:06:49,139 - mmaction - INFO - Epoch [139][720/1345] lr: 1.000e-04, eta: 4:25:48, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8966, top1_acc: 0.8109, top5_acc: 0.9227, loss_cls: 0.7692, loss: 1.6658, grad_norm: 14.5607 2021-12-05 03:07:08,339 - mmaction - INFO - Epoch [139][740/1345] lr: 1.000e-04, eta: 4:25:27, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8543, top1_acc: 0.8250, top5_acc: 0.9430, loss_cls: 0.6827, loss: 1.5371, grad_norm: 14.0731 2021-12-05 03:07:27,559 - mmaction - INFO - Epoch [139][760/1345] lr: 1.000e-04, eta: 4:25:06, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8501, top1_acc: 0.8234, top5_acc: 0.9437, loss_cls: 0.6860, loss: 1.5361, grad_norm: 14.2565 2021-12-05 03:07:46,791 - mmaction - INFO - Epoch [139][780/1345] lr: 1.000e-04, eta: 4:24:45, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8451, top1_acc: 0.8250, top5_acc: 0.9250, loss_cls: 0.7165, loss: 1.5616, grad_norm: 13.8280 2021-12-05 03:08:06,007 - mmaction - INFO - Epoch [139][800/1345] lr: 1.000e-04, eta: 4:24:24, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8628, top1_acc: 0.8336, top5_acc: 0.9484, loss_cls: 0.6482, loss: 1.5110, grad_norm: 13.7990 2021-12-05 03:08:25,289 - mmaction - INFO - Epoch [139][820/1345] lr: 1.000e-04, eta: 4:24:04, time: 0.964, data_time: 0.001, memory: 8233, loss_aux: 0.8624, top1_acc: 0.8234, top5_acc: 0.9484, loss_cls: 0.6918, loss: 1.5542, grad_norm: 14.1288 2021-12-05 03:08:44,527 - mmaction - INFO - Epoch [139][840/1345] lr: 1.000e-04, eta: 4:23:43, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8579, top1_acc: 0.8484, top5_acc: 0.9414, loss_cls: 0.6779, loss: 1.5358, grad_norm: 13.9385 2021-12-05 03:09:03,769 - mmaction - INFO - Epoch [139][860/1345] lr: 1.000e-04, eta: 4:23:22, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8658, top1_acc: 0.8313, top5_acc: 0.9273, loss_cls: 0.7484, loss: 1.6141, grad_norm: 14.5252 2021-12-05 03:09:23,004 - mmaction - INFO - Epoch [139][880/1345] lr: 1.000e-04, eta: 4:23:01, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8926, top1_acc: 0.8195, top5_acc: 0.9328, loss_cls: 0.7333, loss: 1.6259, grad_norm: 14.9369 2021-12-05 03:09:42,275 - mmaction - INFO - Epoch [139][900/1345] lr: 1.000e-04, eta: 4:22:40, time: 0.964, data_time: 0.001, memory: 8233, loss_aux: 0.8815, top1_acc: 0.8414, top5_acc: 0.9406, loss_cls: 0.7085, loss: 1.5900, grad_norm: 14.1317 2021-12-05 03:10:01,542 - mmaction - INFO - Epoch [139][920/1345] lr: 1.000e-04, eta: 4:22:20, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8223, top1_acc: 0.8469, top5_acc: 0.9469, loss_cls: 0.6392, loss: 1.4615, grad_norm: 13.4774 2021-12-05 03:10:20,789 - mmaction - INFO - Epoch [139][940/1345] lr: 1.000e-04, eta: 4:21:59, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8601, top1_acc: 0.8406, top5_acc: 0.9477, loss_cls: 0.6570, loss: 1.5171, grad_norm: 13.7172 2021-12-05 03:10:40,055 - mmaction - INFO - Epoch [139][960/1345] lr: 1.000e-04, eta: 4:21:38, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8324, top1_acc: 0.8492, top5_acc: 0.9430, loss_cls: 0.6538, loss: 1.4862, grad_norm: 14.0611 2021-12-05 03:10:59,293 - mmaction - INFO - Epoch [139][980/1345] lr: 1.000e-04, eta: 4:21:17, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8929, top1_acc: 0.8016, top5_acc: 0.9398, loss_cls: 0.7523, loss: 1.6452, grad_norm: 14.8192 2021-12-05 03:11:18,544 - mmaction - INFO - Epoch [139][1000/1345] lr: 1.000e-04, eta: 4:20:56, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8474, top1_acc: 0.8289, top5_acc: 0.9406, loss_cls: 0.6942, loss: 1.5416, grad_norm: 14.0504 2021-12-05 03:11:37,803 - mmaction - INFO - Epoch [139][1020/1345] lr: 1.000e-04, eta: 4:20:36, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8546, top1_acc: 0.8211, top5_acc: 0.9273, loss_cls: 0.7307, loss: 1.5854, grad_norm: 13.9847 2021-12-05 03:11:57,041 - mmaction - INFO - Epoch [139][1040/1345] lr: 1.000e-04, eta: 4:20:15, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8558, top1_acc: 0.8336, top5_acc: 0.9406, loss_cls: 0.6527, loss: 1.5085, grad_norm: 13.4825 2021-12-05 03:12:16,257 - mmaction - INFO - Epoch [139][1060/1345] lr: 1.000e-04, eta: 4:19:54, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8984, top1_acc: 0.8305, top5_acc: 0.9414, loss_cls: 0.7072, loss: 1.6056, grad_norm: 14.6483 2021-12-05 03:12:35,505 - mmaction - INFO - Epoch [139][1080/1345] lr: 1.000e-04, eta: 4:19:33, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8848, top1_acc: 0.8266, top5_acc: 0.9359, loss_cls: 0.7139, loss: 1.5987, grad_norm: 14.2790 2021-12-05 03:12:54,761 - mmaction - INFO - Epoch [139][1100/1345] lr: 1.000e-04, eta: 4:19:12, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8249, top1_acc: 0.8305, top5_acc: 0.9469, loss_cls: 0.6485, loss: 1.4734, grad_norm: 13.7813 2021-12-05 03:13:14,029 - mmaction - INFO - Epoch [139][1120/1345] lr: 1.000e-04, eta: 4:18:52, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8946, top1_acc: 0.8242, top5_acc: 0.9422, loss_cls: 0.7115, loss: 1.6061, grad_norm: 14.4221 2021-12-05 03:13:33,294 - mmaction - INFO - Epoch [139][1140/1345] lr: 1.000e-04, eta: 4:18:31, time: 0.964, data_time: 0.001, memory: 8233, loss_aux: 0.8777, top1_acc: 0.8227, top5_acc: 0.9344, loss_cls: 0.7137, loss: 1.5914, grad_norm: 14.4814 2021-12-05 03:13:52,536 - mmaction - INFO - Epoch [139][1160/1345] lr: 1.000e-04, eta: 4:18:10, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8774, top1_acc: 0.8234, top5_acc: 0.9406, loss_cls: 0.7059, loss: 1.5833, grad_norm: 14.3489 2021-12-05 03:14:11,766 - mmaction - INFO - Epoch [139][1180/1345] lr: 1.000e-04, eta: 4:17:49, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.9269, top1_acc: 0.8102, top5_acc: 0.9281, loss_cls: 0.7721, loss: 1.6990, grad_norm: 14.3200 2021-12-05 03:14:31,013 - mmaction - INFO - Epoch [139][1200/1345] lr: 1.000e-04, eta: 4:17:28, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8510, top1_acc: 0.8234, top5_acc: 0.9414, loss_cls: 0.6820, loss: 1.5330, grad_norm: 14.0777 2021-12-05 03:14:50,266 - mmaction - INFO - Epoch [139][1220/1345] lr: 1.000e-04, eta: 4:17:08, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8988, top1_acc: 0.8133, top5_acc: 0.9352, loss_cls: 0.7611, loss: 1.6599, grad_norm: 14.4625 2021-12-05 03:15:09,507 - mmaction - INFO - Epoch [139][1240/1345] lr: 1.000e-04, eta: 4:16:47, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8518, top1_acc: 0.8195, top5_acc: 0.9453, loss_cls: 0.6940, loss: 1.5458, grad_norm: 14.0933 2021-12-05 03:15:28,733 - mmaction - INFO - Epoch [139][1260/1345] lr: 1.000e-04, eta: 4:16:26, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8431, top1_acc: 0.8414, top5_acc: 0.9414, loss_cls: 0.6503, loss: 1.4934, grad_norm: 13.6442 2021-12-05 03:15:47,962 - mmaction - INFO - Epoch [139][1280/1345] lr: 1.000e-04, eta: 4:16:05, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8490, top1_acc: 0.8297, top5_acc: 0.9367, loss_cls: 0.6749, loss: 1.5239, grad_norm: 13.6012 2021-12-05 03:16:07,176 - mmaction - INFO - Epoch [139][1300/1345] lr: 1.000e-04, eta: 4:15:44, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8703, top1_acc: 0.8234, top5_acc: 0.9359, loss_cls: 0.7195, loss: 1.5897, grad_norm: 14.5367 2021-12-05 03:16:26,400 - mmaction - INFO - Epoch [139][1320/1345] lr: 1.000e-04, eta: 4:15:24, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8724, top1_acc: 0.8156, top5_acc: 0.9391, loss_cls: 0.6976, loss: 1.5700, grad_norm: 14.5170 2021-12-05 03:16:45,609 - mmaction - INFO - Epoch [139][1340/1345] lr: 1.000e-04, eta: 4:15:03, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8409, top1_acc: 0.8258, top5_acc: 0.9445, loss_cls: 0.6748, loss: 1.5156, grad_norm: 14.5481 2021-12-05 03:19:04,035 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-05 03:19:04,190 - mmaction - INFO - top1_acc 0.4907 top5_acc 0.7825 2021-12-05 03:19:04,190 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-05 03:19:04,199 - mmaction - INFO - mean_acc 0.4548 2021-12-05 03:19:04,201 - mmaction - INFO - Saving checkpoint at 139 epochs 2021-12-05 03:19:09,277 - mmaction - INFO - Epoch(val) [139][181] top1_acc: 0.4907, top5_acc: 0.7825, mean_class_accuracy: 0.4548 2021-12-05 03:21:16,114 - mmaction - INFO - Epoch [140][20/1345] lr: 1.000e-04, eta: 4:14:45, time: 6.341, data_time: 5.376, memory: 8233, loss_aux: 0.9061, top1_acc: 0.7922, top5_acc: 0.9359, loss_cls: 0.7697, loss: 1.6758, grad_norm: 15.1556 2021-12-05 03:21:35,198 - mmaction - INFO - Epoch [140][40/1345] lr: 1.000e-04, eta: 4:14:24, time: 0.954, data_time: 0.003, memory: 8233, loss_aux: 0.8898, top1_acc: 0.8211, top5_acc: 0.9313, loss_cls: 0.7401, loss: 1.6299, grad_norm: 14.7200 2021-12-05 03:21:54,301 - mmaction - INFO - Epoch [140][60/1345] lr: 1.000e-04, eta: 4:14:03, time: 0.955, data_time: 0.001, memory: 8233, loss_aux: 0.8895, top1_acc: 0.8203, top5_acc: 0.9391, loss_cls: 0.7044, loss: 1.5939, grad_norm: 14.5494 2021-12-05 03:22:13,424 - mmaction - INFO - Epoch [140][80/1345] lr: 1.000e-04, eta: 4:13:42, time: 0.956, data_time: 0.002, memory: 8233, loss_aux: 0.8870, top1_acc: 0.8242, top5_acc: 0.9383, loss_cls: 0.6895, loss: 1.5765, grad_norm: 14.5867 2021-12-05 03:22:32,587 - mmaction - INFO - Epoch [140][100/1345] lr: 1.000e-04, eta: 4:13:22, time: 0.958, data_time: 0.001, memory: 8233, loss_aux: 0.8660, top1_acc: 0.8172, top5_acc: 0.9367, loss_cls: 0.7165, loss: 1.5825, grad_norm: 14.1639 2021-12-05 03:22:51,749 - mmaction - INFO - Epoch [140][120/1345] lr: 1.000e-04, eta: 4:13:01, time: 0.958, data_time: 0.001, memory: 8233, loss_aux: 0.8771, top1_acc: 0.8320, top5_acc: 0.9445, loss_cls: 0.7034, loss: 1.5805, grad_norm: 13.9346 2021-12-05 03:23:10,911 - mmaction - INFO - Epoch [140][140/1345] lr: 1.000e-04, eta: 4:12:40, time: 0.958, data_time: 0.001, memory: 8233, loss_aux: 0.8711, top1_acc: 0.8266, top5_acc: 0.9375, loss_cls: 0.7073, loss: 1.5784, grad_norm: 14.5557 2021-12-05 03:23:30,110 - mmaction - INFO - Epoch [140][160/1345] lr: 1.000e-04, eta: 4:12:19, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8519, top1_acc: 0.8336, top5_acc: 0.9391, loss_cls: 0.6791, loss: 1.5310, grad_norm: 13.8835 2021-12-05 03:23:49,310 - mmaction - INFO - Epoch [140][180/1345] lr: 1.000e-04, eta: 4:11:58, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8265, top1_acc: 0.8438, top5_acc: 0.9414, loss_cls: 0.6812, loss: 1.5077, grad_norm: 14.3014 2021-12-05 03:24:08,519 - mmaction - INFO - Epoch [140][200/1345] lr: 1.000e-04, eta: 4:11:38, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8837, top1_acc: 0.8164, top5_acc: 0.9359, loss_cls: 0.7308, loss: 1.6144, grad_norm: 14.5505 2021-12-05 03:24:27,738 - mmaction - INFO - Epoch [140][220/1345] lr: 1.000e-04, eta: 4:11:17, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8861, top1_acc: 0.8164, top5_acc: 0.9469, loss_cls: 0.7165, loss: 1.6027, grad_norm: 14.7301 2021-12-05 03:24:46,968 - mmaction - INFO - Epoch [140][240/1345] lr: 1.000e-04, eta: 4:10:56, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8156, top1_acc: 0.8133, top5_acc: 0.9445, loss_cls: 0.6832, loss: 1.4988, grad_norm: 14.1165 2021-12-05 03:25:06,186 - mmaction - INFO - Epoch [140][260/1345] lr: 1.000e-04, eta: 4:10:35, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8593, top1_acc: 0.8352, top5_acc: 0.9406, loss_cls: 0.6700, loss: 1.5293, grad_norm: 13.7333 2021-12-05 03:25:25,421 - mmaction - INFO - Epoch [140][280/1345] lr: 1.000e-04, eta: 4:10:14, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8368, top1_acc: 0.8383, top5_acc: 0.9484, loss_cls: 0.6354, loss: 1.4723, grad_norm: 13.7024 2021-12-05 03:25:44,693 - mmaction - INFO - Epoch [140][300/1345] lr: 1.000e-04, eta: 4:09:54, time: 0.964, data_time: 0.001, memory: 8233, loss_aux: 0.8625, top1_acc: 0.8445, top5_acc: 0.9430, loss_cls: 0.6701, loss: 1.5326, grad_norm: 13.7833 2021-12-05 03:26:03,927 - mmaction - INFO - Epoch [140][320/1345] lr: 1.000e-04, eta: 4:09:33, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.9006, top1_acc: 0.8148, top5_acc: 0.9250, loss_cls: 0.7819, loss: 1.6826, grad_norm: 14.6828 2021-12-05 03:26:23,176 - mmaction - INFO - Epoch [140][340/1345] lr: 1.000e-04, eta: 4:09:12, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.9160, top1_acc: 0.8102, top5_acc: 0.9430, loss_cls: 0.7523, loss: 1.6682, grad_norm: 15.5210 2021-12-05 03:26:42,436 - mmaction - INFO - Epoch [140][360/1345] lr: 1.000e-04, eta: 4:08:51, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.9029, top1_acc: 0.8141, top5_acc: 0.9258, loss_cls: 0.7763, loss: 1.6792, grad_norm: 14.5176 2021-12-05 03:27:01,674 - mmaction - INFO - Epoch [140][380/1345] lr: 1.000e-04, eta: 4:08:30, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8542, top1_acc: 0.8391, top5_acc: 0.9437, loss_cls: 0.6740, loss: 1.5281, grad_norm: 14.1925 2021-12-05 03:27:20,905 - mmaction - INFO - Epoch [140][400/1345] lr: 1.000e-04, eta: 4:08:10, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8693, top1_acc: 0.8234, top5_acc: 0.9305, loss_cls: 0.7275, loss: 1.5968, grad_norm: 14.4142 2021-12-05 03:27:40,147 - mmaction - INFO - Epoch [140][420/1345] lr: 1.000e-04, eta: 4:07:49, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8820, top1_acc: 0.8320, top5_acc: 0.9352, loss_cls: 0.6726, loss: 1.5546, grad_norm: 14.2110 2021-12-05 03:27:59,416 - mmaction - INFO - Epoch [140][440/1345] lr: 1.000e-04, eta: 4:07:28, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8407, top1_acc: 0.8320, top5_acc: 0.9391, loss_cls: 0.6543, loss: 1.4950, grad_norm: 13.5024 2021-12-05 03:28:18,707 - mmaction - INFO - Epoch [140][460/1345] lr: 1.000e-04, eta: 4:07:07, time: 0.965, data_time: 0.001, memory: 8233, loss_aux: 0.8166, top1_acc: 0.8367, top5_acc: 0.9437, loss_cls: 0.6645, loss: 1.4811, grad_norm: 14.1783 2021-12-05 03:28:37,960 - mmaction - INFO - Epoch [140][480/1345] lr: 1.000e-04, eta: 4:06:46, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8984, top1_acc: 0.8148, top5_acc: 0.9305, loss_cls: 0.7525, loss: 1.6509, grad_norm: 14.8489 2021-12-05 03:28:57,198 - mmaction - INFO - Epoch [140][500/1345] lr: 1.000e-04, eta: 4:06:26, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8946, top1_acc: 0.8273, top5_acc: 0.9406, loss_cls: 0.7142, loss: 1.6088, grad_norm: 14.3860 2021-12-05 03:29:16,440 - mmaction - INFO - Epoch [140][520/1345] lr: 1.000e-04, eta: 4:06:05, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8492, top1_acc: 0.8398, top5_acc: 0.9422, loss_cls: 0.6786, loss: 1.5278, grad_norm: 14.2343 2021-12-05 03:29:35,678 - mmaction - INFO - Epoch [140][540/1345] lr: 1.000e-04, eta: 4:05:44, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.9045, top1_acc: 0.8375, top5_acc: 0.9336, loss_cls: 0.6988, loss: 1.6034, grad_norm: 14.1797 2021-12-05 03:29:54,902 - mmaction - INFO - Epoch [140][560/1345] lr: 1.000e-04, eta: 4:05:23, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8685, top1_acc: 0.8234, top5_acc: 0.9453, loss_cls: 0.6766, loss: 1.5451, grad_norm: 14.2450 2021-12-05 03:30:14,145 - mmaction - INFO - Epoch [140][580/1345] lr: 1.000e-04, eta: 4:05:02, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8596, top1_acc: 0.8211, top5_acc: 0.9461, loss_cls: 0.6918, loss: 1.5514, grad_norm: 14.2490 2021-12-05 03:30:33,377 - mmaction - INFO - Epoch [140][600/1345] lr: 1.000e-04, eta: 4:04:42, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8580, top1_acc: 0.8227, top5_acc: 0.9391, loss_cls: 0.7146, loss: 1.5726, grad_norm: 14.0369 2021-12-05 03:30:52,631 - mmaction - INFO - Epoch [140][620/1345] lr: 1.000e-04, eta: 4:04:21, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.9163, top1_acc: 0.8148, top5_acc: 0.9359, loss_cls: 0.7355, loss: 1.6518, grad_norm: 14.8788 2021-12-05 03:31:11,868 - mmaction - INFO - Epoch [140][640/1345] lr: 1.000e-04, eta: 4:04:00, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8772, top1_acc: 0.8063, top5_acc: 0.9297, loss_cls: 0.7906, loss: 1.6678, grad_norm: 15.1321 2021-12-05 03:31:31,070 - mmaction - INFO - Epoch [140][660/1345] lr: 1.000e-04, eta: 4:03:39, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8542, top1_acc: 0.8187, top5_acc: 0.9492, loss_cls: 0.7191, loss: 1.5734, grad_norm: 15.0870 2021-12-05 03:31:50,305 - mmaction - INFO - Epoch [140][680/1345] lr: 1.000e-04, eta: 4:03:18, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8245, top1_acc: 0.8383, top5_acc: 0.9422, loss_cls: 0.6474, loss: 1.4718, grad_norm: 14.1581 2021-12-05 03:32:09,563 - mmaction - INFO - Epoch [140][700/1345] lr: 1.000e-04, eta: 4:02:58, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8636, top1_acc: 0.8289, top5_acc: 0.9391, loss_cls: 0.6926, loss: 1.5562, grad_norm: 14.7188 2021-12-05 03:32:28,791 - mmaction - INFO - Epoch [140][720/1345] lr: 1.000e-04, eta: 4:02:37, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8629, top1_acc: 0.8156, top5_acc: 0.9320, loss_cls: 0.7593, loss: 1.6222, grad_norm: 14.8674 2021-12-05 03:32:47,991 - mmaction - INFO - Epoch [140][740/1345] lr: 1.000e-04, eta: 4:02:16, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8920, top1_acc: 0.7992, top5_acc: 0.9297, loss_cls: 0.7912, loss: 1.6833, grad_norm: 15.2236 2021-12-05 03:33:07,180 - mmaction - INFO - Epoch [140][760/1345] lr: 1.000e-04, eta: 4:01:55, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.8737, top1_acc: 0.8266, top5_acc: 0.9547, loss_cls: 0.6624, loss: 1.5361, grad_norm: 14.1177 2021-12-05 03:33:26,378 - mmaction - INFO - Epoch [140][780/1345] lr: 1.000e-04, eta: 4:01:34, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.9153, top1_acc: 0.8070, top5_acc: 0.9234, loss_cls: 0.7875, loss: 1.7029, grad_norm: 14.7613 2021-12-05 03:33:45,581 - mmaction - INFO - Epoch [140][800/1345] lr: 1.000e-04, eta: 4:01:14, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.9162, top1_acc: 0.8117, top5_acc: 0.9242, loss_cls: 0.7720, loss: 1.6883, grad_norm: 14.7624 2021-12-05 03:34:04,803 - mmaction - INFO - Epoch [140][820/1345] lr: 1.000e-04, eta: 4:00:53, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8756, top1_acc: 0.8273, top5_acc: 0.9375, loss_cls: 0.7024, loss: 1.5780, grad_norm: 13.9468 2021-12-05 03:34:24,026 - mmaction - INFO - Epoch [140][840/1345] lr: 1.000e-04, eta: 4:00:32, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8674, top1_acc: 0.8227, top5_acc: 0.9414, loss_cls: 0.6935, loss: 1.5609, grad_norm: 14.1190 2021-12-05 03:34:43,240 - mmaction - INFO - Epoch [140][860/1345] lr: 1.000e-04, eta: 4:00:11, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8888, top1_acc: 0.8109, top5_acc: 0.9313, loss_cls: 0.7320, loss: 1.6208, grad_norm: 14.4834 2021-12-05 03:35:02,436 - mmaction - INFO - Epoch [140][880/1345] lr: 1.000e-04, eta: 3:59:51, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8500, top1_acc: 0.8430, top5_acc: 0.9469, loss_cls: 0.6471, loss: 1.4971, grad_norm: 14.1803 2021-12-05 03:35:21,656 - mmaction - INFO - Epoch [140][900/1345] lr: 1.000e-04, eta: 3:59:30, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8511, top1_acc: 0.8219, top5_acc: 0.9469, loss_cls: 0.6917, loss: 1.5428, grad_norm: 14.2248 2021-12-05 03:35:40,852 - mmaction - INFO - Epoch [140][920/1345] lr: 1.000e-04, eta: 3:59:09, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.9086, top1_acc: 0.8203, top5_acc: 0.9406, loss_cls: 0.7290, loss: 1.6376, grad_norm: 14.3365 2021-12-05 03:36:00,073 - mmaction - INFO - Epoch [140][940/1345] lr: 1.000e-04, eta: 3:58:48, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8835, top1_acc: 0.8281, top5_acc: 0.9375, loss_cls: 0.7303, loss: 1.6137, grad_norm: 14.3614 2021-12-05 03:36:19,266 - mmaction - INFO - Epoch [140][960/1345] lr: 1.000e-04, eta: 3:58:27, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8521, top1_acc: 0.8359, top5_acc: 0.9437, loss_cls: 0.6613, loss: 1.5135, grad_norm: 14.2225 2021-12-05 03:36:38,470 - mmaction - INFO - Epoch [140][980/1345] lr: 1.000e-04, eta: 3:58:07, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8740, top1_acc: 0.8266, top5_acc: 0.9437, loss_cls: 0.6800, loss: 1.5540, grad_norm: 14.5635 2021-12-05 03:36:57,668 - mmaction - INFO - Epoch [140][1000/1345] lr: 1.000e-04, eta: 3:57:46, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8693, top1_acc: 0.8273, top5_acc: 0.9445, loss_cls: 0.6969, loss: 1.5662, grad_norm: 14.1577 2021-12-05 03:37:16,857 - mmaction - INFO - Epoch [140][1020/1345] lr: 1.000e-04, eta: 3:57:25, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8810, top1_acc: 0.8289, top5_acc: 0.9344, loss_cls: 0.7015, loss: 1.5825, grad_norm: 14.5353 2021-12-05 03:37:36,055 - mmaction - INFO - Epoch [140][1040/1345] lr: 1.000e-04, eta: 3:57:04, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8655, top1_acc: 0.8250, top5_acc: 0.9469, loss_cls: 0.6943, loss: 1.5598, grad_norm: 14.2701 2021-12-05 03:37:55,291 - mmaction - INFO - Epoch [140][1060/1345] lr: 1.000e-04, eta: 3:56:43, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8501, top1_acc: 0.8344, top5_acc: 0.9430, loss_cls: 0.6693, loss: 1.5195, grad_norm: 14.1303 2021-12-05 03:38:14,532 - mmaction - INFO - Epoch [140][1080/1345] lr: 1.000e-04, eta: 3:56:23, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8478, top1_acc: 0.8523, top5_acc: 0.9484, loss_cls: 0.6403, loss: 1.4881, grad_norm: 13.7267 2021-12-05 03:38:33,752 - mmaction - INFO - Epoch [140][1100/1345] lr: 1.000e-04, eta: 3:56:02, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8549, top1_acc: 0.8508, top5_acc: 0.9531, loss_cls: 0.6174, loss: 1.4723, grad_norm: 13.6587 2021-12-05 03:38:52,941 - mmaction - INFO - Epoch [140][1120/1345] lr: 1.000e-04, eta: 3:55:41, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.8961, top1_acc: 0.8109, top5_acc: 0.9344, loss_cls: 0.7714, loss: 1.6675, grad_norm: 15.2047 2021-12-05 03:39:12,163 - mmaction - INFO - Epoch [140][1140/1345] lr: 1.000e-04, eta: 3:55:20, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8702, top1_acc: 0.8320, top5_acc: 0.9367, loss_cls: 0.7168, loss: 1.5869, grad_norm: 14.2111 2021-12-05 03:39:31,407 - mmaction - INFO - Epoch [140][1160/1345] lr: 1.000e-04, eta: 3:54:59, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8704, top1_acc: 0.8234, top5_acc: 0.9383, loss_cls: 0.7134, loss: 1.5838, grad_norm: 14.5540 2021-12-05 03:39:50,634 - mmaction - INFO - Epoch [140][1180/1345] lr: 1.000e-04, eta: 3:54:39, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8751, top1_acc: 0.8266, top5_acc: 0.9383, loss_cls: 0.7105, loss: 1.5855, grad_norm: 14.6194 2021-12-05 03:40:09,855 - mmaction - INFO - Epoch [140][1200/1345] lr: 1.000e-04, eta: 3:54:18, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8622, top1_acc: 0.8375, top5_acc: 0.9453, loss_cls: 0.6595, loss: 1.5217, grad_norm: 13.9483 2021-12-05 03:40:29,089 - mmaction - INFO - Epoch [140][1220/1345] lr: 1.000e-04, eta: 3:53:57, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8776, top1_acc: 0.8344, top5_acc: 0.9406, loss_cls: 0.6916, loss: 1.5692, grad_norm: 13.5057 2021-12-05 03:40:48,305 - mmaction - INFO - Epoch [140][1240/1345] lr: 1.000e-04, eta: 3:53:36, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8764, top1_acc: 0.8133, top5_acc: 0.9320, loss_cls: 0.7371, loss: 1.6135, grad_norm: 14.7857 2021-12-05 03:41:07,549 - mmaction - INFO - Epoch [140][1260/1345] lr: 1.000e-04, eta: 3:53:16, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8771, top1_acc: 0.8258, top5_acc: 0.9344, loss_cls: 0.7179, loss: 1.5950, grad_norm: 14.3946 2021-12-05 03:41:26,791 - mmaction - INFO - Epoch [140][1280/1345] lr: 1.000e-04, eta: 3:52:55, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8590, top1_acc: 0.8359, top5_acc: 0.9313, loss_cls: 0.7236, loss: 1.5827, grad_norm: 14.6162 2021-12-05 03:41:46,017 - mmaction - INFO - Epoch [140][1300/1345] lr: 1.000e-04, eta: 3:52:34, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8393, top1_acc: 0.8172, top5_acc: 0.9422, loss_cls: 0.6967, loss: 1.5360, grad_norm: 14.3942 2021-12-05 03:42:05,242 - mmaction - INFO - Epoch [140][1320/1345] lr: 1.000e-04, eta: 3:52:13, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8491, top1_acc: 0.8250, top5_acc: 0.9461, loss_cls: 0.6975, loss: 1.5466, grad_norm: 14.0605 2021-12-05 03:42:24,486 - mmaction - INFO - Epoch [140][1340/1345] lr: 1.000e-04, eta: 3:51:52, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8695, top1_acc: 0.8094, top5_acc: 0.9344, loss_cls: 0.7494, loss: 1.6189, grad_norm: 14.5806 2021-12-05 03:44:44,239 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-05 03:44:44,392 - mmaction - INFO - top1_acc 0.4882 top5_acc 0.7792 2021-12-05 03:44:44,392 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-05 03:44:44,401 - mmaction - INFO - mean_acc 0.4533 2021-12-05 03:44:44,407 - mmaction - INFO - Saving checkpoint at 140 epochs 2021-12-05 03:44:45,785 - mmaction - INFO - Epoch(val) [140][181] top1_acc: 0.4882, top5_acc: 0.7792, mean_class_accuracy: 0.4533 2021-12-05 03:46:55,939 - mmaction - INFO - Epoch [141][20/1345] lr: 1.000e-04, eta: 3:51:34, time: 6.507, data_time: 5.535, memory: 8233, loss_aux: 0.8756, top1_acc: 0.8078, top5_acc: 0.9328, loss_cls: 0.7482, loss: 1.6238, grad_norm: 15.3933 2021-12-05 03:47:15,066 - mmaction - INFO - Epoch [141][40/1345] lr: 1.000e-04, eta: 3:51:13, time: 0.956, data_time: 0.003, memory: 8233, loss_aux: 0.8612, top1_acc: 0.8297, top5_acc: 0.9398, loss_cls: 0.6573, loss: 1.5185, grad_norm: 14.1454 2021-12-05 03:47:34,209 - mmaction - INFO - Epoch [141][60/1345] lr: 1.000e-04, eta: 3:50:52, time: 0.957, data_time: 0.001, memory: 8233, loss_aux: 0.8515, top1_acc: 0.8344, top5_acc: 0.9328, loss_cls: 0.6859, loss: 1.5374, grad_norm: 14.3568 2021-12-05 03:47:53,376 - mmaction - INFO - Epoch [141][80/1345] lr: 1.000e-04, eta: 3:50:32, time: 0.958, data_time: 0.001, memory: 8233, loss_aux: 0.8741, top1_acc: 0.8328, top5_acc: 0.9391, loss_cls: 0.7039, loss: 1.5781, grad_norm: 14.2643 2021-12-05 03:48:12,604 - mmaction - INFO - Epoch [141][100/1345] lr: 1.000e-04, eta: 3:50:11, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8923, top1_acc: 0.8156, top5_acc: 0.9492, loss_cls: 0.7210, loss: 1.6134, grad_norm: 15.0578 2021-12-05 03:48:31,811 - mmaction - INFO - Epoch [141][120/1345] lr: 1.000e-04, eta: 3:49:50, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8576, top1_acc: 0.8273, top5_acc: 0.9422, loss_cls: 0.6683, loss: 1.5259, grad_norm: 14.0490 2021-12-05 03:48:50,968 - mmaction - INFO - Epoch [141][140/1345] lr: 1.000e-04, eta: 3:49:29, time: 0.958, data_time: 0.001, memory: 8233, loss_aux: 0.8671, top1_acc: 0.8320, top5_acc: 0.9398, loss_cls: 0.6918, loss: 1.5590, grad_norm: 14.3984 2021-12-05 03:49:10,160 - mmaction - INFO - Epoch [141][160/1345] lr: 1.000e-04, eta: 3:49:08, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8649, top1_acc: 0.8375, top5_acc: 0.9469, loss_cls: 0.6638, loss: 1.5287, grad_norm: 14.1072 2021-12-05 03:49:29,332 - mmaction - INFO - Epoch [141][180/1345] lr: 1.000e-04, eta: 3:48:48, time: 0.958, data_time: 0.001, memory: 8233, loss_aux: 0.8580, top1_acc: 0.8391, top5_acc: 0.9445, loss_cls: 0.6667, loss: 1.5247, grad_norm: 13.6818 2021-12-05 03:49:48,552 - mmaction - INFO - Epoch [141][200/1345] lr: 1.000e-04, eta: 3:48:27, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8923, top1_acc: 0.8063, top5_acc: 0.9336, loss_cls: 0.7632, loss: 1.6555, grad_norm: 14.8071 2021-12-05 03:50:07,773 - mmaction - INFO - Epoch [141][220/1345] lr: 1.000e-04, eta: 3:48:06, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8551, top1_acc: 0.8398, top5_acc: 0.9422, loss_cls: 0.6603, loss: 1.5154, grad_norm: 14.1015 2021-12-05 03:50:26,996 - mmaction - INFO - Epoch [141][240/1345] lr: 1.000e-04, eta: 3:47:45, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.9069, top1_acc: 0.8289, top5_acc: 0.9344, loss_cls: 0.7249, loss: 1.6319, grad_norm: 14.2142 2021-12-05 03:50:46,195 - mmaction - INFO - Epoch [141][260/1345] lr: 1.000e-04, eta: 3:47:24, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.9100, top1_acc: 0.8250, top5_acc: 0.9328, loss_cls: 0.7507, loss: 1.6607, grad_norm: 14.5441 2021-12-05 03:51:05,411 - mmaction - INFO - Epoch [141][280/1345] lr: 1.000e-04, eta: 3:47:04, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8666, top1_acc: 0.8313, top5_acc: 0.9391, loss_cls: 0.6840, loss: 1.5506, grad_norm: 13.9715 2021-12-05 03:51:24,649 - mmaction - INFO - Epoch [141][300/1345] lr: 1.000e-04, eta: 3:46:43, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8376, top1_acc: 0.8344, top5_acc: 0.9531, loss_cls: 0.6483, loss: 1.4859, grad_norm: 13.9101 2021-12-05 03:51:43,852 - mmaction - INFO - Epoch [141][320/1345] lr: 1.000e-04, eta: 3:46:22, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8791, top1_acc: 0.8258, top5_acc: 0.9398, loss_cls: 0.7056, loss: 1.5847, grad_norm: 14.3148 2021-12-05 03:52:03,071 - mmaction - INFO - Epoch [141][340/1345] lr: 1.000e-04, eta: 3:46:01, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8883, top1_acc: 0.8172, top5_acc: 0.9414, loss_cls: 0.7123, loss: 1.6006, grad_norm: 14.3572 2021-12-05 03:52:22,244 - mmaction - INFO - Epoch [141][360/1345] lr: 1.000e-04, eta: 3:45:40, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.8593, top1_acc: 0.8258, top5_acc: 0.9367, loss_cls: 0.6831, loss: 1.5425, grad_norm: 13.7042 2021-12-05 03:52:41,464 - mmaction - INFO - Epoch [141][380/1345] lr: 1.000e-04, eta: 3:45:20, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8299, top1_acc: 0.8328, top5_acc: 0.9422, loss_cls: 0.6879, loss: 1.5178, grad_norm: 14.2163 2021-12-05 03:53:00,667 - mmaction - INFO - Epoch [141][400/1345] lr: 1.000e-04, eta: 3:44:59, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8120, top1_acc: 0.8586, top5_acc: 0.9586, loss_cls: 0.5827, loss: 1.3947, grad_norm: 13.0734 2021-12-05 03:53:19,863 - mmaction - INFO - Epoch [141][420/1345] lr: 1.000e-04, eta: 3:44:38, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8525, top1_acc: 0.8258, top5_acc: 0.9477, loss_cls: 0.6704, loss: 1.5229, grad_norm: 14.2175 2021-12-05 03:53:39,067 - mmaction - INFO - Epoch [141][440/1345] lr: 1.000e-04, eta: 3:44:17, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8668, top1_acc: 0.8219, top5_acc: 0.9406, loss_cls: 0.6916, loss: 1.5585, grad_norm: 14.7136 2021-12-05 03:53:58,241 - mmaction - INFO - Epoch [141][460/1345] lr: 1.000e-04, eta: 3:43:56, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.8718, top1_acc: 0.8219, top5_acc: 0.9406, loss_cls: 0.7138, loss: 1.5856, grad_norm: 14.5541 2021-12-05 03:54:17,441 - mmaction - INFO - Epoch [141][480/1345] lr: 1.000e-04, eta: 3:43:36, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8848, top1_acc: 0.8187, top5_acc: 0.9367, loss_cls: 0.7260, loss: 1.6108, grad_norm: 14.9948 2021-12-05 03:54:36,667 - mmaction - INFO - Epoch [141][500/1345] lr: 1.000e-04, eta: 3:43:15, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8526, top1_acc: 0.8422, top5_acc: 0.9578, loss_cls: 0.6269, loss: 1.4795, grad_norm: 13.5840 2021-12-05 03:54:55,873 - mmaction - INFO - Epoch [141][520/1345] lr: 1.000e-04, eta: 3:42:54, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8394, top1_acc: 0.8305, top5_acc: 0.9383, loss_cls: 0.6812, loss: 1.5205, grad_norm: 14.2832 2021-12-05 03:55:15,073 - mmaction - INFO - Epoch [141][540/1345] lr: 1.000e-04, eta: 3:42:33, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8626, top1_acc: 0.8258, top5_acc: 0.9461, loss_cls: 0.6695, loss: 1.5321, grad_norm: 13.5858 2021-12-05 03:55:34,278 - mmaction - INFO - Epoch [141][560/1345] lr: 1.000e-04, eta: 3:42:13, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.9072, top1_acc: 0.8219, top5_acc: 0.9352, loss_cls: 0.7504, loss: 1.6576, grad_norm: 14.8364 2021-12-05 03:55:53,482 - mmaction - INFO - Epoch [141][580/1345] lr: 1.000e-04, eta: 3:41:52, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.9171, top1_acc: 0.8078, top5_acc: 0.9383, loss_cls: 0.7496, loss: 1.6668, grad_norm: 14.6817 2021-12-05 03:56:12,705 - mmaction - INFO - Epoch [141][600/1345] lr: 1.000e-04, eta: 3:41:31, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8514, top1_acc: 0.8203, top5_acc: 0.9422, loss_cls: 0.6739, loss: 1.5252, grad_norm: 14.5866 2021-12-05 03:56:31,889 - mmaction - INFO - Epoch [141][620/1345] lr: 1.000e-04, eta: 3:41:10, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.8882, top1_acc: 0.8266, top5_acc: 0.9367, loss_cls: 0.7020, loss: 1.5902, grad_norm: 14.1906 2021-12-05 03:56:51,095 - mmaction - INFO - Epoch [141][640/1345] lr: 1.000e-04, eta: 3:40:49, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8358, top1_acc: 0.8266, top5_acc: 0.9430, loss_cls: 0.6355, loss: 1.4713, grad_norm: 14.0815 2021-12-05 03:57:10,319 - mmaction - INFO - Epoch [141][660/1345] lr: 1.000e-04, eta: 3:40:29, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8988, top1_acc: 0.8164, top5_acc: 0.9313, loss_cls: 0.7540, loss: 1.6528, grad_norm: 14.7590 2021-12-05 03:57:29,527 - mmaction - INFO - Epoch [141][680/1345] lr: 1.000e-04, eta: 3:40:08, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8906, top1_acc: 0.8000, top5_acc: 0.9359, loss_cls: 0.7671, loss: 1.6577, grad_norm: 15.1711 2021-12-05 03:57:48,749 - mmaction - INFO - Epoch [141][700/1345] lr: 1.000e-04, eta: 3:39:47, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8429, top1_acc: 0.8164, top5_acc: 0.9484, loss_cls: 0.7107, loss: 1.5536, grad_norm: 14.7440 2021-12-05 03:58:07,967 - mmaction - INFO - Epoch [141][720/1345] lr: 1.000e-04, eta: 3:39:26, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8669, top1_acc: 0.8266, top5_acc: 0.9375, loss_cls: 0.7275, loss: 1.5944, grad_norm: 14.8092 2021-12-05 03:58:27,195 - mmaction - INFO - Epoch [141][740/1345] lr: 1.000e-04, eta: 3:39:05, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8583, top1_acc: 0.8297, top5_acc: 0.9430, loss_cls: 0.6808, loss: 1.5391, grad_norm: 14.2888 2021-12-05 03:58:46,430 - mmaction - INFO - Epoch [141][760/1345] lr: 1.000e-04, eta: 3:38:45, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8702, top1_acc: 0.8195, top5_acc: 0.9391, loss_cls: 0.7069, loss: 1.5771, grad_norm: 14.8291 2021-12-05 03:59:05,644 - mmaction - INFO - Epoch [141][780/1345] lr: 1.000e-04, eta: 3:38:24, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.9231, top1_acc: 0.7977, top5_acc: 0.9227, loss_cls: 0.7999, loss: 1.7229, grad_norm: 14.6181 2021-12-05 03:59:24,873 - mmaction - INFO - Epoch [141][800/1345] lr: 1.000e-04, eta: 3:38:03, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8785, top1_acc: 0.8219, top5_acc: 0.9406, loss_cls: 0.7027, loss: 1.5812, grad_norm: 14.5277 2021-12-05 03:59:44,094 - mmaction - INFO - Epoch [141][820/1345] lr: 1.000e-04, eta: 3:37:42, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8600, top1_acc: 0.8273, top5_acc: 0.9414, loss_cls: 0.6793, loss: 1.5393, grad_norm: 14.2870 2021-12-05 04:00:03,349 - mmaction - INFO - Epoch [141][840/1345] lr: 1.000e-04, eta: 3:37:22, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8797, top1_acc: 0.8273, top5_acc: 0.9352, loss_cls: 0.7289, loss: 1.6087, grad_norm: 14.3515 2021-12-05 04:00:22,558 - mmaction - INFO - Epoch [141][860/1345] lr: 1.000e-04, eta: 3:37:01, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.9131, top1_acc: 0.8219, top5_acc: 0.9375, loss_cls: 0.7506, loss: 1.6637, grad_norm: 14.5080 2021-12-05 04:00:41,800 - mmaction - INFO - Epoch [141][880/1345] lr: 1.000e-04, eta: 3:36:40, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8546, top1_acc: 0.8297, top5_acc: 0.9398, loss_cls: 0.6830, loss: 1.5376, grad_norm: 14.1045 2021-12-05 04:01:01,027 - mmaction - INFO - Epoch [141][900/1345] lr: 1.000e-04, eta: 3:36:19, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8206, top1_acc: 0.8281, top5_acc: 0.9461, loss_cls: 0.6792, loss: 1.4999, grad_norm: 14.2791 2021-12-05 04:01:20,240 - mmaction - INFO - Epoch [141][920/1345] lr: 1.000e-04, eta: 3:35:58, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8707, top1_acc: 0.8133, top5_acc: 0.9344, loss_cls: 0.7381, loss: 1.6088, grad_norm: 14.7121 2021-12-05 04:01:39,438 - mmaction - INFO - Epoch [141][940/1345] lr: 1.000e-04, eta: 3:35:38, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.9001, top1_acc: 0.8242, top5_acc: 0.9367, loss_cls: 0.7213, loss: 1.6214, grad_norm: 14.4814 2021-12-05 04:01:58,669 - mmaction - INFO - Epoch [141][960/1345] lr: 1.000e-04, eta: 3:35:17, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8329, top1_acc: 0.8414, top5_acc: 0.9414, loss_cls: 0.6671, loss: 1.5000, grad_norm: 14.2129 2021-12-05 04:02:17,892 - mmaction - INFO - Epoch [141][980/1345] lr: 1.000e-04, eta: 3:34:56, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8456, top1_acc: 0.8281, top5_acc: 0.9391, loss_cls: 0.6830, loss: 1.5286, grad_norm: 13.9146 2021-12-05 04:02:37,118 - mmaction - INFO - Epoch [141][1000/1345] lr: 1.000e-04, eta: 3:34:35, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8460, top1_acc: 0.8492, top5_acc: 0.9437, loss_cls: 0.6448, loss: 1.4908, grad_norm: 13.9289 2021-12-05 04:02:56,342 - mmaction - INFO - Epoch [141][1020/1345] lr: 1.000e-04, eta: 3:34:14, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8437, top1_acc: 0.8344, top5_acc: 0.9437, loss_cls: 0.6896, loss: 1.5333, grad_norm: 14.3636 2021-12-05 04:03:15,559 - mmaction - INFO - Epoch [141][1040/1345] lr: 1.000e-04, eta: 3:33:54, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8623, top1_acc: 0.8320, top5_acc: 0.9461, loss_cls: 0.7061, loss: 1.5684, grad_norm: 14.4843 2021-12-05 04:03:34,784 - mmaction - INFO - Epoch [141][1060/1345] lr: 1.000e-04, eta: 3:33:33, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8517, top1_acc: 0.8367, top5_acc: 0.9461, loss_cls: 0.6444, loss: 1.4962, grad_norm: 13.9346 2021-12-05 04:03:54,027 - mmaction - INFO - Epoch [141][1080/1345] lr: 1.000e-04, eta: 3:33:12, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8517, top1_acc: 0.8359, top5_acc: 0.9336, loss_cls: 0.6849, loss: 1.5366, grad_norm: 14.3091 2021-12-05 04:04:13,271 - mmaction - INFO - Epoch [141][1100/1345] lr: 1.000e-04, eta: 3:32:51, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8322, top1_acc: 0.8266, top5_acc: 0.9531, loss_cls: 0.6438, loss: 1.4760, grad_norm: 14.4464 2021-12-05 04:04:32,475 - mmaction - INFO - Epoch [141][1120/1345] lr: 1.000e-04, eta: 3:32:31, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.9016, top1_acc: 0.8141, top5_acc: 0.9414, loss_cls: 0.7306, loss: 1.6323, grad_norm: 14.9934 2021-12-05 04:04:51,668 - mmaction - INFO - Epoch [141][1140/1345] lr: 1.000e-04, eta: 3:32:10, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8511, top1_acc: 0.8313, top5_acc: 0.9398, loss_cls: 0.6930, loss: 1.5441, grad_norm: 14.5005 2021-12-05 04:05:10,910 - mmaction - INFO - Epoch [141][1160/1345] lr: 1.000e-04, eta: 3:31:49, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8379, top1_acc: 0.8273, top5_acc: 0.9328, loss_cls: 0.6910, loss: 1.5289, grad_norm: 14.5272 2021-12-05 04:05:30,150 - mmaction - INFO - Epoch [141][1180/1345] lr: 1.000e-04, eta: 3:31:28, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8650, top1_acc: 0.8086, top5_acc: 0.9328, loss_cls: 0.7492, loss: 1.6143, grad_norm: 14.9977 2021-12-05 04:05:49,429 - mmaction - INFO - Epoch [141][1200/1345] lr: 1.000e-04, eta: 3:31:07, time: 0.964, data_time: 0.001, memory: 8233, loss_aux: 0.8474, top1_acc: 0.8344, top5_acc: 0.9453, loss_cls: 0.6630, loss: 1.5104, grad_norm: 14.0403 2021-12-05 04:06:08,669 - mmaction - INFO - Epoch [141][1220/1345] lr: 1.000e-04, eta: 3:30:47, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8735, top1_acc: 0.8242, top5_acc: 0.9453, loss_cls: 0.6801, loss: 1.5536, grad_norm: 14.4200 2021-12-05 04:06:27,900 - mmaction - INFO - Epoch [141][1240/1345] lr: 1.000e-04, eta: 3:30:26, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.9226, top1_acc: 0.8102, top5_acc: 0.9273, loss_cls: 0.7990, loss: 1.7216, grad_norm: 15.3527 2021-12-05 04:06:47,159 - mmaction - INFO - Epoch [141][1260/1345] lr: 1.000e-04, eta: 3:30:05, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8799, top1_acc: 0.8445, top5_acc: 0.9453, loss_cls: 0.6611, loss: 1.5410, grad_norm: 13.9603 2021-12-05 04:07:06,391 - mmaction - INFO - Epoch [141][1280/1345] lr: 1.000e-04, eta: 3:29:44, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8387, top1_acc: 0.8250, top5_acc: 0.9437, loss_cls: 0.6786, loss: 1.5173, grad_norm: 13.8056 2021-12-05 04:07:25,597 - mmaction - INFO - Epoch [141][1300/1345] lr: 1.000e-04, eta: 3:29:24, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8573, top1_acc: 0.8180, top5_acc: 0.9477, loss_cls: 0.6853, loss: 1.5426, grad_norm: 14.5922 2021-12-05 04:07:44,828 - mmaction - INFO - Epoch [141][1320/1345] lr: 1.000e-04, eta: 3:29:03, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8500, top1_acc: 0.8305, top5_acc: 0.9391, loss_cls: 0.6619, loss: 1.5119, grad_norm: 13.9974 2021-12-05 04:08:04,045 - mmaction - INFO - Epoch [141][1340/1345] lr: 1.000e-04, eta: 3:28:42, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8819, top1_acc: 0.8359, top5_acc: 0.9391, loss_cls: 0.6894, loss: 1.5713, grad_norm: 14.4142 2021-12-05 04:10:24,435 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-05 04:10:24,588 - mmaction - INFO - top1_acc 0.4891 top5_acc 0.7800 2021-12-05 04:10:24,589 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-05 04:10:24,598 - mmaction - INFO - mean_acc 0.4542 2021-12-05 04:10:24,600 - mmaction - INFO - Saving checkpoint at 141 epochs 2021-12-05 04:10:26,400 - mmaction - INFO - Epoch(val) [141][181] top1_acc: 0.4891, top5_acc: 0.7800, mean_class_accuracy: 0.4542 2021-12-05 04:12:41,329 - mmaction - INFO - Epoch [142][20/1345] lr: 1.000e-04, eta: 3:28:23, time: 6.744, data_time: 5.793, memory: 8233, loss_aux: 0.8928, top1_acc: 0.8328, top5_acc: 0.9461, loss_cls: 0.6903, loss: 1.5831, grad_norm: 14.5550 2021-12-05 04:13:00,460 - mmaction - INFO - Epoch [142][40/1345] lr: 1.000e-04, eta: 3:28:02, time: 0.957, data_time: 0.003, memory: 8233, loss_aux: 0.8807, top1_acc: 0.8289, top5_acc: 0.9461, loss_cls: 0.6902, loss: 1.5708, grad_norm: 14.6665 2021-12-05 04:13:19,637 - mmaction - INFO - Epoch [142][60/1345] lr: 1.000e-04, eta: 3:27:42, time: 0.959, data_time: 0.002, memory: 8233, loss_aux: 0.8918, top1_acc: 0.8195, top5_acc: 0.9477, loss_cls: 0.7224, loss: 1.6141, grad_norm: 14.4765 2021-12-05 04:13:38,851 - mmaction - INFO - Epoch [142][80/1345] lr: 1.000e-04, eta: 3:27:21, time: 0.961, data_time: 0.002, memory: 8233, loss_aux: 0.8685, top1_acc: 0.8289, top5_acc: 0.9289, loss_cls: 0.7260, loss: 1.5944, grad_norm: 13.9701 2021-12-05 04:13:58,035 - mmaction - INFO - Epoch [142][100/1345] lr: 1.000e-04, eta: 3:27:00, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.8710, top1_acc: 0.8328, top5_acc: 0.9359, loss_cls: 0.7045, loss: 1.5755, grad_norm: 14.3246 2021-12-05 04:14:17,188 - mmaction - INFO - Epoch [142][120/1345] lr: 1.000e-04, eta: 3:26:39, time: 0.958, data_time: 0.001, memory: 8233, loss_aux: 0.8331, top1_acc: 0.8328, top5_acc: 0.9328, loss_cls: 0.6858, loss: 1.5189, grad_norm: 13.8440 2021-12-05 04:14:36,370 - mmaction - INFO - Epoch [142][140/1345] lr: 1.000e-04, eta: 3:26:18, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.8874, top1_acc: 0.8227, top5_acc: 0.9430, loss_cls: 0.7053, loss: 1.5926, grad_norm: 14.6464 2021-12-05 04:14:55,612 - mmaction - INFO - Epoch [142][160/1345] lr: 1.000e-04, eta: 3:25:58, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8579, top1_acc: 0.8266, top5_acc: 0.9469, loss_cls: 0.6756, loss: 1.5335, grad_norm: 13.9956 2021-12-05 04:15:14,830 - mmaction - INFO - Epoch [142][180/1345] lr: 1.000e-04, eta: 3:25:37, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8594, top1_acc: 0.8266, top5_acc: 0.9445, loss_cls: 0.7105, loss: 1.5699, grad_norm: 14.7232 2021-12-05 04:15:34,057 - mmaction - INFO - Epoch [142][200/1345] lr: 1.000e-04, eta: 3:25:16, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8712, top1_acc: 0.8367, top5_acc: 0.9391, loss_cls: 0.6879, loss: 1.5591, grad_norm: 14.1183 2021-12-05 04:15:53,286 - mmaction - INFO - Epoch [142][220/1345] lr: 1.000e-04, eta: 3:24:55, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8870, top1_acc: 0.8281, top5_acc: 0.9305, loss_cls: 0.7394, loss: 1.6264, grad_norm: 14.9654 2021-12-05 04:16:12,492 - mmaction - INFO - Epoch [142][240/1345] lr: 1.000e-04, eta: 3:24:35, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8489, top1_acc: 0.8266, top5_acc: 0.9391, loss_cls: 0.7063, loss: 1.5552, grad_norm: 14.1242 2021-12-05 04:16:31,737 - mmaction - INFO - Epoch [142][260/1345] lr: 1.000e-04, eta: 3:24:14, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8453, top1_acc: 0.8203, top5_acc: 0.9406, loss_cls: 0.7129, loss: 1.5583, grad_norm: 14.7860 2021-12-05 04:16:50,963 - mmaction - INFO - Epoch [142][280/1345] lr: 1.000e-04, eta: 3:23:53, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8739, top1_acc: 0.8305, top5_acc: 0.9469, loss_cls: 0.6816, loss: 1.5555, grad_norm: 14.5681 2021-12-05 04:17:10,195 - mmaction - INFO - Epoch [142][300/1345] lr: 1.000e-04, eta: 3:23:32, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8890, top1_acc: 0.8320, top5_acc: 0.9430, loss_cls: 0.6725, loss: 1.5615, grad_norm: 14.1544 2021-12-05 04:17:29,450 - mmaction - INFO - Epoch [142][320/1345] lr: 1.000e-04, eta: 3:23:11, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8608, top1_acc: 0.8219, top5_acc: 0.9422, loss_cls: 0.6967, loss: 1.5574, grad_norm: 14.2472 2021-12-05 04:17:48,686 - mmaction - INFO - Epoch [142][340/1345] lr: 1.000e-04, eta: 3:22:51, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8815, top1_acc: 0.8203, top5_acc: 0.9367, loss_cls: 0.7059, loss: 1.5873, grad_norm: 14.6264 2021-12-05 04:18:07,927 - mmaction - INFO - Epoch [142][360/1345] lr: 1.000e-04, eta: 3:22:30, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8970, top1_acc: 0.8297, top5_acc: 0.9359, loss_cls: 0.7437, loss: 1.6407, grad_norm: 14.5728 2021-12-05 04:18:27,172 - mmaction - INFO - Epoch [142][380/1345] lr: 1.000e-04, eta: 3:22:09, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8855, top1_acc: 0.8344, top5_acc: 0.9391, loss_cls: 0.7260, loss: 1.6115, grad_norm: 14.2678 2021-12-05 04:18:46,383 - mmaction - INFO - Epoch [142][400/1345] lr: 1.000e-04, eta: 3:21:48, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.9038, top1_acc: 0.8187, top5_acc: 0.9258, loss_cls: 0.7505, loss: 1.6543, grad_norm: 14.9504 2021-12-05 04:19:05,616 - mmaction - INFO - Epoch [142][420/1345] lr: 1.000e-04, eta: 3:21:27, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8758, top1_acc: 0.8203, top5_acc: 0.9391, loss_cls: 0.6979, loss: 1.5737, grad_norm: 14.2114 2021-12-05 04:19:24,856 - mmaction - INFO - Epoch [142][440/1345] lr: 1.000e-04, eta: 3:21:07, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8495, top1_acc: 0.8250, top5_acc: 0.9500, loss_cls: 0.6806, loss: 1.5301, grad_norm: 14.7172 2021-12-05 04:19:44,073 - mmaction - INFO - Epoch [142][460/1345] lr: 1.000e-04, eta: 3:20:46, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8591, top1_acc: 0.8352, top5_acc: 0.9406, loss_cls: 0.6932, loss: 1.5523, grad_norm: 14.5366 2021-12-05 04:20:03,308 - mmaction - INFO - Epoch [142][480/1345] lr: 1.000e-04, eta: 3:20:25, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8914, top1_acc: 0.8305, top5_acc: 0.9430, loss_cls: 0.6920, loss: 1.5835, grad_norm: 14.4418 2021-12-05 04:20:22,535 - mmaction - INFO - Epoch [142][500/1345] lr: 1.000e-04, eta: 3:20:04, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8852, top1_acc: 0.8000, top5_acc: 0.9297, loss_cls: 0.7634, loss: 1.6485, grad_norm: 14.7033 2021-12-05 04:20:41,744 - mmaction - INFO - Epoch [142][520/1345] lr: 1.000e-04, eta: 3:19:44, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8982, top1_acc: 0.8117, top5_acc: 0.9437, loss_cls: 0.7553, loss: 1.6535, grad_norm: 14.8597 2021-12-05 04:21:00,956 - mmaction - INFO - Epoch [142][540/1345] lr: 1.000e-04, eta: 3:19:23, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8686, top1_acc: 0.8203, top5_acc: 0.9375, loss_cls: 0.7138, loss: 1.5825, grad_norm: 14.2235 2021-12-05 04:21:20,132 - mmaction - INFO - Epoch [142][560/1345] lr: 1.000e-04, eta: 3:19:02, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.8449, top1_acc: 0.8523, top5_acc: 0.9461, loss_cls: 0.6206, loss: 1.4655, grad_norm: 13.5298 2021-12-05 04:21:39,300 - mmaction - INFO - Epoch [142][580/1345] lr: 1.000e-04, eta: 3:18:41, time: 0.958, data_time: 0.001, memory: 8233, loss_aux: 0.8696, top1_acc: 0.8320, top5_acc: 0.9414, loss_cls: 0.6849, loss: 1.5544, grad_norm: 14.6981 2021-12-05 04:21:58,532 - mmaction - INFO - Epoch [142][600/1345] lr: 1.000e-04, eta: 3:18:20, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8320, top1_acc: 0.8406, top5_acc: 0.9398, loss_cls: 0.6698, loss: 1.5018, grad_norm: 14.1582 2021-12-05 04:22:17,728 - mmaction - INFO - Epoch [142][620/1345] lr: 1.000e-04, eta: 3:18:00, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8810, top1_acc: 0.8313, top5_acc: 0.9352, loss_cls: 0.7108, loss: 1.5918, grad_norm: 14.7954 2021-12-05 04:22:36,915 - mmaction - INFO - Epoch [142][640/1345] lr: 1.000e-04, eta: 3:17:39, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.8644, top1_acc: 0.8187, top5_acc: 0.9289, loss_cls: 0.7445, loss: 1.6089, grad_norm: 15.1677 2021-12-05 04:22:56,118 - mmaction - INFO - Epoch [142][660/1345] lr: 1.000e-04, eta: 3:17:18, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8686, top1_acc: 0.8211, top5_acc: 0.9336, loss_cls: 0.7017, loss: 1.5703, grad_norm: 14.4666 2021-12-05 04:23:15,332 - mmaction - INFO - Epoch [142][680/1345] lr: 1.000e-04, eta: 3:16:57, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8358, top1_acc: 0.8320, top5_acc: 0.9484, loss_cls: 0.6381, loss: 1.4740, grad_norm: 14.3694 2021-12-05 04:23:34,503 - mmaction - INFO - Epoch [142][700/1345] lr: 1.000e-04, eta: 3:16:37, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.8654, top1_acc: 0.8234, top5_acc: 0.9344, loss_cls: 0.7006, loss: 1.5660, grad_norm: 14.6790 2021-12-05 04:23:53,728 - mmaction - INFO - Epoch [142][720/1345] lr: 1.000e-04, eta: 3:16:16, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8962, top1_acc: 0.8227, top5_acc: 0.9367, loss_cls: 0.7101, loss: 1.6063, grad_norm: 14.4678 2021-12-05 04:24:12,952 - mmaction - INFO - Epoch [142][740/1345] lr: 1.000e-04, eta: 3:15:55, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.9029, top1_acc: 0.8117, top5_acc: 0.9383, loss_cls: 0.7263, loss: 1.6292, grad_norm: 15.0470 2021-12-05 04:24:32,120 - mmaction - INFO - Epoch [142][760/1345] lr: 1.000e-04, eta: 3:15:34, time: 0.958, data_time: 0.001, memory: 8233, loss_aux: 0.8910, top1_acc: 0.8156, top5_acc: 0.9305, loss_cls: 0.7406, loss: 1.6316, grad_norm: 14.7470 2021-12-05 04:24:51,325 - mmaction - INFO - Epoch [142][780/1345] lr: 1.000e-04, eta: 3:15:13, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8632, top1_acc: 0.8203, top5_acc: 0.9328, loss_cls: 0.7146, loss: 1.5778, grad_norm: 14.4942 2021-12-05 04:25:10,518 - mmaction - INFO - Epoch [142][800/1345] lr: 1.000e-04, eta: 3:14:53, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8793, top1_acc: 0.8258, top5_acc: 0.9391, loss_cls: 0.7206, loss: 1.5999, grad_norm: 14.5209 2021-12-05 04:25:29,722 - mmaction - INFO - Epoch [142][820/1345] lr: 1.000e-04, eta: 3:14:32, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8874, top1_acc: 0.8328, top5_acc: 0.9406, loss_cls: 0.6894, loss: 1.5769, grad_norm: 14.6426 2021-12-05 04:25:48,919 - mmaction - INFO - Epoch [142][840/1345] lr: 1.000e-04, eta: 3:14:11, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8910, top1_acc: 0.8164, top5_acc: 0.9242, loss_cls: 0.7624, loss: 1.6534, grad_norm: 14.6091 2021-12-05 04:26:08,128 - mmaction - INFO - Epoch [142][860/1345] lr: 1.000e-04, eta: 3:13:50, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8379, top1_acc: 0.8352, top5_acc: 0.9430, loss_cls: 0.6854, loss: 1.5233, grad_norm: 14.1208 2021-12-05 04:26:27,333 - mmaction - INFO - Epoch [142][880/1345] lr: 1.000e-04, eta: 3:13:30, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8743, top1_acc: 0.8180, top5_acc: 0.9344, loss_cls: 0.7292, loss: 1.6035, grad_norm: 14.5360 2021-12-05 04:26:46,546 - mmaction - INFO - Epoch [142][900/1345] lr: 1.000e-04, eta: 3:13:09, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8854, top1_acc: 0.8156, top5_acc: 0.9273, loss_cls: 0.7368, loss: 1.6222, grad_norm: 14.5566 2021-12-05 04:27:05,741 - mmaction - INFO - Epoch [142][920/1345] lr: 1.000e-04, eta: 3:12:48, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8820, top1_acc: 0.8344, top5_acc: 0.9477, loss_cls: 0.6554, loss: 1.5374, grad_norm: 14.2404 2021-12-05 04:27:24,954 - mmaction - INFO - Epoch [142][940/1345] lr: 1.000e-04, eta: 3:12:27, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8718, top1_acc: 0.8180, top5_acc: 0.9375, loss_cls: 0.7339, loss: 1.6057, grad_norm: 14.9394 2021-12-05 04:27:44,158 - mmaction - INFO - Epoch [142][960/1345] lr: 1.000e-04, eta: 3:12:07, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.9058, top1_acc: 0.8039, top5_acc: 0.9172, loss_cls: 0.8009, loss: 1.7068, grad_norm: 15.1586 2021-12-05 04:28:03,396 - mmaction - INFO - Epoch [142][980/1345] lr: 1.000e-04, eta: 3:11:46, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8551, top1_acc: 0.8258, top5_acc: 0.9352, loss_cls: 0.7014, loss: 1.5565, grad_norm: 14.2424 2021-12-05 04:28:22,645 - mmaction - INFO - Epoch [142][1000/1345] lr: 1.000e-04, eta: 3:11:25, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8181, top1_acc: 0.8398, top5_acc: 0.9445, loss_cls: 0.6548, loss: 1.4729, grad_norm: 14.4261 2021-12-05 04:28:41,886 - mmaction - INFO - Epoch [142][1020/1345] lr: 1.000e-04, eta: 3:11:04, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8440, top1_acc: 0.8336, top5_acc: 0.9500, loss_cls: 0.6672, loss: 1.5112, grad_norm: 14.5761 2021-12-05 04:29:01,120 - mmaction - INFO - Epoch [142][1040/1345] lr: 1.000e-04, eta: 3:10:43, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8714, top1_acc: 0.8195, top5_acc: 0.9398, loss_cls: 0.7152, loss: 1.5866, grad_norm: 14.4998 2021-12-05 04:29:20,352 - mmaction - INFO - Epoch [142][1060/1345] lr: 1.000e-04, eta: 3:10:23, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8557, top1_acc: 0.8414, top5_acc: 0.9492, loss_cls: 0.6445, loss: 1.5002, grad_norm: 14.0973 2021-12-05 04:29:39,622 - mmaction - INFO - Epoch [142][1080/1345] lr: 1.000e-04, eta: 3:10:02, time: 0.964, data_time: 0.001, memory: 8233, loss_aux: 0.7987, top1_acc: 0.8516, top5_acc: 0.9531, loss_cls: 0.6265, loss: 1.4252, grad_norm: 13.8268 2021-12-05 04:29:58,908 - mmaction - INFO - Epoch [142][1100/1345] lr: 1.000e-04, eta: 3:09:41, time: 0.964, data_time: 0.001, memory: 8233, loss_aux: 0.8197, top1_acc: 0.8500, top5_acc: 0.9578, loss_cls: 0.5991, loss: 1.4188, grad_norm: 13.8813 2021-12-05 04:30:18,170 - mmaction - INFO - Epoch [142][1120/1345] lr: 1.000e-04, eta: 3:09:20, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8686, top1_acc: 0.8297, top5_acc: 0.9422, loss_cls: 0.6836, loss: 1.5521, grad_norm: 14.6076 2021-12-05 04:30:37,437 - mmaction - INFO - Epoch [142][1140/1345] lr: 1.000e-04, eta: 3:09:00, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8561, top1_acc: 0.8313, top5_acc: 0.9437, loss_cls: 0.6694, loss: 1.5255, grad_norm: 14.3023 2021-12-05 04:30:56,706 - mmaction - INFO - Epoch [142][1160/1345] lr: 1.000e-04, eta: 3:08:39, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8644, top1_acc: 0.8289, top5_acc: 0.9344, loss_cls: 0.7063, loss: 1.5707, grad_norm: 14.5056 2021-12-05 04:31:15,988 - mmaction - INFO - Epoch [142][1180/1345] lr: 1.000e-04, eta: 3:08:18, time: 0.964, data_time: 0.001, memory: 8233, loss_aux: 0.8742, top1_acc: 0.8156, top5_acc: 0.9258, loss_cls: 0.7594, loss: 1.6336, grad_norm: 14.9183 2021-12-05 04:31:35,221 - mmaction - INFO - Epoch [142][1200/1345] lr: 1.000e-04, eta: 3:07:57, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8313, top1_acc: 0.8383, top5_acc: 0.9469, loss_cls: 0.6639, loss: 1.4952, grad_norm: 14.4349 2021-12-05 04:31:54,469 - mmaction - INFO - Epoch [142][1220/1345] lr: 1.000e-04, eta: 3:07:37, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.9117, top1_acc: 0.8164, top5_acc: 0.9414, loss_cls: 0.7184, loss: 1.6301, grad_norm: 15.3058 2021-12-05 04:32:13,730 - mmaction - INFO - Epoch [142][1240/1345] lr: 1.000e-04, eta: 3:07:16, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.9267, top1_acc: 0.8148, top5_acc: 0.9437, loss_cls: 0.7406, loss: 1.6673, grad_norm: 15.2708 2021-12-05 04:32:32,987 - mmaction - INFO - Epoch [142][1260/1345] lr: 1.000e-04, eta: 3:06:55, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8646, top1_acc: 0.8211, top5_acc: 0.9453, loss_cls: 0.7067, loss: 1.5713, grad_norm: 14.9046 2021-12-05 04:32:52,252 - mmaction - INFO - Epoch [142][1280/1345] lr: 1.000e-04, eta: 3:06:34, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8518, top1_acc: 0.8266, top5_acc: 0.9406, loss_cls: 0.6975, loss: 1.5493, grad_norm: 14.7696 2021-12-05 04:33:11,513 - mmaction - INFO - Epoch [142][1300/1345] lr: 1.000e-04, eta: 3:06:13, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8953, top1_acc: 0.8133, top5_acc: 0.9391, loss_cls: 0.7290, loss: 1.6243, grad_norm: 14.9908 2021-12-05 04:33:30,771 - mmaction - INFO - Epoch [142][1320/1345] lr: 1.000e-04, eta: 3:05:53, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8597, top1_acc: 0.8141, top5_acc: 0.9406, loss_cls: 0.7070, loss: 1.5666, grad_norm: 14.8553 2021-12-05 04:33:50,050 - mmaction - INFO - Epoch [142][1340/1345] lr: 1.000e-04, eta: 3:05:32, time: 0.964, data_time: 0.001, memory: 8233, loss_aux: 0.8790, top1_acc: 0.8273, top5_acc: 0.9352, loss_cls: 0.7124, loss: 1.5913, grad_norm: 14.5981 2021-12-05 04:36:09,941 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-05 04:36:10,096 - mmaction - INFO - top1_acc 0.4882 top5_acc 0.7754 2021-12-05 04:36:10,096 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-05 04:36:10,106 - mmaction - INFO - mean_acc 0.4521 2021-12-05 04:36:10,108 - mmaction - INFO - Saving checkpoint at 142 epochs 2021-12-05 04:36:12,898 - mmaction - INFO - Epoch(val) [142][181] top1_acc: 0.4882, top5_acc: 0.7754, mean_class_accuracy: 0.4521 2021-12-05 04:38:19,494 - mmaction - INFO - Epoch [143][20/1345] lr: 1.000e-04, eta: 3:05:12, time: 6.329, data_time: 5.332, memory: 8233, loss_aux: 0.8871, top1_acc: 0.8195, top5_acc: 0.9383, loss_cls: 0.7371, loss: 1.6242, grad_norm: 14.8899 2021-12-05 04:38:38,594 - mmaction - INFO - Epoch [143][40/1345] lr: 1.000e-04, eta: 3:04:51, time: 0.955, data_time: 0.003, memory: 8233, loss_aux: 0.8438, top1_acc: 0.8258, top5_acc: 0.9484, loss_cls: 0.6850, loss: 1.5289, grad_norm: 14.2133 2021-12-05 04:38:57,684 - mmaction - INFO - Epoch [143][60/1345] lr: 1.000e-04, eta: 3:04:30, time: 0.955, data_time: 0.001, memory: 8233, loss_aux: 0.8794, top1_acc: 0.8281, top5_acc: 0.9406, loss_cls: 0.6893, loss: 1.5687, grad_norm: 14.0695 2021-12-05 04:39:16,825 - mmaction - INFO - Epoch [143][80/1345] lr: 1.000e-04, eta: 3:04:09, time: 0.957, data_time: 0.002, memory: 8233, loss_aux: 0.8515, top1_acc: 0.8359, top5_acc: 0.9406, loss_cls: 0.6858, loss: 1.5373, grad_norm: 14.6514 2021-12-05 04:39:35,981 - mmaction - INFO - Epoch [143][100/1345] lr: 1.000e-04, eta: 3:03:49, time: 0.958, data_time: 0.001, memory: 8233, loss_aux: 0.8863, top1_acc: 0.8305, top5_acc: 0.9484, loss_cls: 0.6876, loss: 1.5739, grad_norm: 14.7216 2021-12-05 04:39:55,121 - mmaction - INFO - Epoch [143][120/1345] lr: 1.000e-04, eta: 3:03:28, time: 0.957, data_time: 0.001, memory: 8233, loss_aux: 0.8801, top1_acc: 0.8242, top5_acc: 0.9414, loss_cls: 0.7041, loss: 1.5842, grad_norm: 14.4080 2021-12-05 04:40:14,300 - mmaction - INFO - Epoch [143][140/1345] lr: 1.000e-04, eta: 3:03:07, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.8751, top1_acc: 0.8117, top5_acc: 0.9336, loss_cls: 0.7219, loss: 1.5970, grad_norm: 14.5034 2021-12-05 04:40:33,473 - mmaction - INFO - Epoch [143][160/1345] lr: 1.000e-04, eta: 3:02:46, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.8397, top1_acc: 0.8391, top5_acc: 0.9414, loss_cls: 0.6613, loss: 1.5009, grad_norm: 14.3517 2021-12-05 04:40:52,615 - mmaction - INFO - Epoch [143][180/1345] lr: 1.000e-04, eta: 3:02:26, time: 0.957, data_time: 0.001, memory: 8233, loss_aux: 0.8742, top1_acc: 0.8195, top5_acc: 0.9352, loss_cls: 0.7351, loss: 1.6093, grad_norm: 14.9524 2021-12-05 04:41:11,803 - mmaction - INFO - Epoch [143][200/1345] lr: 1.000e-04, eta: 3:02:05, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.8968, top1_acc: 0.8250, top5_acc: 0.9414, loss_cls: 0.7310, loss: 1.6278, grad_norm: 14.8621 2021-12-05 04:41:30,970 - mmaction - INFO - Epoch [143][220/1345] lr: 1.000e-04, eta: 3:01:44, time: 0.958, data_time: 0.001, memory: 8233, loss_aux: 0.8614, top1_acc: 0.8211, top5_acc: 0.9391, loss_cls: 0.7109, loss: 1.5723, grad_norm: 14.8575 2021-12-05 04:41:50,173 - mmaction - INFO - Epoch [143][240/1345] lr: 1.000e-04, eta: 3:01:23, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8319, top1_acc: 0.8430, top5_acc: 0.9422, loss_cls: 0.6772, loss: 1.5091, grad_norm: 13.9972 2021-12-05 04:42:09,397 - mmaction - INFO - Epoch [143][260/1345] lr: 1.000e-04, eta: 3:01:02, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8557, top1_acc: 0.8242, top5_acc: 0.9414, loss_cls: 0.6963, loss: 1.5520, grad_norm: 14.8217 2021-12-05 04:42:28,583 - mmaction - INFO - Epoch [143][280/1345] lr: 1.000e-04, eta: 3:00:42, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.8403, top1_acc: 0.8367, top5_acc: 0.9539, loss_cls: 0.6507, loss: 1.4911, grad_norm: 14.2810 2021-12-05 04:42:47,807 - mmaction - INFO - Epoch [143][300/1345] lr: 1.000e-04, eta: 3:00:21, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8614, top1_acc: 0.8211, top5_acc: 0.9445, loss_cls: 0.7010, loss: 1.5624, grad_norm: 14.7653 2021-12-05 04:43:07,055 - mmaction - INFO - Epoch [143][320/1345] lr: 1.000e-04, eta: 3:00:00, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8597, top1_acc: 0.8328, top5_acc: 0.9430, loss_cls: 0.6904, loss: 1.5501, grad_norm: 14.5083 2021-12-05 04:43:26,287 - mmaction - INFO - Epoch [143][340/1345] lr: 1.000e-04, eta: 2:59:39, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8941, top1_acc: 0.8156, top5_acc: 0.9359, loss_cls: 0.7372, loss: 1.6313, grad_norm: 15.0446 2021-12-05 04:43:45,536 - mmaction - INFO - Epoch [143][360/1345] lr: 1.000e-04, eta: 2:59:19, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.9039, top1_acc: 0.8219, top5_acc: 0.9398, loss_cls: 0.7335, loss: 1.6374, grad_norm: 15.0863 2021-12-05 04:44:04,731 - mmaction - INFO - Epoch [143][380/1345] lr: 1.000e-04, eta: 2:58:58, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8625, top1_acc: 0.8398, top5_acc: 0.9500, loss_cls: 0.6230, loss: 1.4856, grad_norm: 13.5579 2021-12-05 04:44:23,948 - mmaction - INFO - Epoch [143][400/1345] lr: 1.000e-04, eta: 2:58:37, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.9144, top1_acc: 0.8055, top5_acc: 0.9242, loss_cls: 0.7577, loss: 1.6721, grad_norm: 14.7382 2021-12-05 04:44:43,176 - mmaction - INFO - Epoch [143][420/1345] lr: 1.000e-04, eta: 2:58:16, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8617, top1_acc: 0.8258, top5_acc: 0.9375, loss_cls: 0.7090, loss: 1.5707, grad_norm: 14.3954 2021-12-05 04:45:02,390 - mmaction - INFO - Epoch [143][440/1345] lr: 1.000e-04, eta: 2:57:56, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8510, top1_acc: 0.8297, top5_acc: 0.9328, loss_cls: 0.7041, loss: 1.5552, grad_norm: 14.4873 2021-12-05 04:45:21,604 - mmaction - INFO - Epoch [143][460/1345] lr: 1.000e-04, eta: 2:57:35, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8683, top1_acc: 0.8180, top5_acc: 0.9367, loss_cls: 0.7076, loss: 1.5759, grad_norm: 14.6185 2021-12-05 04:45:40,824 - mmaction - INFO - Epoch [143][480/1345] lr: 1.000e-04, eta: 2:57:14, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8805, top1_acc: 0.8289, top5_acc: 0.9359, loss_cls: 0.6928, loss: 1.5732, grad_norm: 15.1866 2021-12-05 04:46:00,040 - mmaction - INFO - Epoch [143][500/1345] lr: 1.000e-04, eta: 2:56:53, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8837, top1_acc: 0.8320, top5_acc: 0.9297, loss_cls: 0.7487, loss: 1.6324, grad_norm: 15.0311 2021-12-05 04:46:19,250 - mmaction - INFO - Epoch [143][520/1345] lr: 1.000e-04, eta: 2:56:32, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8778, top1_acc: 0.8063, top5_acc: 0.9383, loss_cls: 0.7464, loss: 1.6243, grad_norm: 15.4117 2021-12-05 04:46:38,487 - mmaction - INFO - Epoch [143][540/1345] lr: 1.000e-04, eta: 2:56:12, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8781, top1_acc: 0.8273, top5_acc: 0.9414, loss_cls: 0.6773, loss: 1.5554, grad_norm: 14.5861 2021-12-05 04:46:57,702 - mmaction - INFO - Epoch [143][560/1345] lr: 1.000e-04, eta: 2:55:51, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.9114, top1_acc: 0.8094, top5_acc: 0.9352, loss_cls: 0.7644, loss: 1.6758, grad_norm: 15.0172 2021-12-05 04:47:16,940 - mmaction - INFO - Epoch [143][580/1345] lr: 1.000e-04, eta: 2:55:30, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8521, top1_acc: 0.8352, top5_acc: 0.9414, loss_cls: 0.6802, loss: 1.5323, grad_norm: 13.8662 2021-12-05 04:47:36,190 - mmaction - INFO - Epoch [143][600/1345] lr: 1.000e-04, eta: 2:55:09, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8547, top1_acc: 0.8328, top5_acc: 0.9336, loss_cls: 0.7113, loss: 1.5660, grad_norm: 14.9232 2021-12-05 04:47:55,416 - mmaction - INFO - Epoch [143][620/1345] lr: 1.000e-04, eta: 2:54:49, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8768, top1_acc: 0.8172, top5_acc: 0.9391, loss_cls: 0.7220, loss: 1.5987, grad_norm: 14.9581 2021-12-05 04:48:14,646 - mmaction - INFO - Epoch [143][640/1345] lr: 1.000e-04, eta: 2:54:28, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8445, top1_acc: 0.8234, top5_acc: 0.9523, loss_cls: 0.6799, loss: 1.5244, grad_norm: 15.0052 2021-12-05 04:48:33,872 - mmaction - INFO - Epoch [143][660/1345] lr: 1.000e-04, eta: 2:54:07, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8474, top1_acc: 0.8367, top5_acc: 0.9391, loss_cls: 0.6965, loss: 1.5439, grad_norm: 14.4296 2021-12-05 04:48:53,108 - mmaction - INFO - Epoch [143][680/1345] lr: 1.000e-04, eta: 2:53:46, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8207, top1_acc: 0.8367, top5_acc: 0.9500, loss_cls: 0.6290, loss: 1.4497, grad_norm: 14.6688 2021-12-05 04:49:12,352 - mmaction - INFO - Epoch [143][700/1345] lr: 1.000e-04, eta: 2:53:26, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8189, top1_acc: 0.8492, top5_acc: 0.9398, loss_cls: 0.6336, loss: 1.4525, grad_norm: 14.1303 2021-12-05 04:49:31,584 - mmaction - INFO - Epoch [143][720/1345] lr: 1.000e-04, eta: 2:53:05, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.9045, top1_acc: 0.7945, top5_acc: 0.9234, loss_cls: 0.8354, loss: 1.7399, grad_norm: 15.5301 2021-12-05 04:49:50,822 - mmaction - INFO - Epoch [143][740/1345] lr: 1.000e-04, eta: 2:52:44, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8823, top1_acc: 0.8266, top5_acc: 0.9328, loss_cls: 0.7165, loss: 1.5988, grad_norm: 14.8614 2021-12-05 04:50:10,050 - mmaction - INFO - Epoch [143][760/1345] lr: 1.000e-04, eta: 2:52:23, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8694, top1_acc: 0.8078, top5_acc: 0.9359, loss_cls: 0.7361, loss: 1.6055, grad_norm: 15.1423 2021-12-05 04:50:29,315 - mmaction - INFO - Epoch [143][780/1345] lr: 1.000e-04, eta: 2:52:02, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8530, top1_acc: 0.8102, top5_acc: 0.9406, loss_cls: 0.7175, loss: 1.5705, grad_norm: 14.4949 2021-12-05 04:50:48,546 - mmaction - INFO - Epoch [143][800/1345] lr: 1.000e-04, eta: 2:51:42, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8681, top1_acc: 0.8289, top5_acc: 0.9375, loss_cls: 0.7021, loss: 1.5702, grad_norm: 14.5039 2021-12-05 04:51:07,784 - mmaction - INFO - Epoch [143][820/1345] lr: 1.000e-04, eta: 2:51:21, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8570, top1_acc: 0.8344, top5_acc: 0.9531, loss_cls: 0.6472, loss: 1.5042, grad_norm: 14.2457 2021-12-05 04:51:27,010 - mmaction - INFO - Epoch [143][840/1345] lr: 1.000e-04, eta: 2:51:00, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8889, top1_acc: 0.8211, top5_acc: 0.9422, loss_cls: 0.7317, loss: 1.6206, grad_norm: 14.6180 2021-12-05 04:51:46,255 - mmaction - INFO - Epoch [143][860/1345] lr: 1.000e-04, eta: 2:50:39, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8589, top1_acc: 0.8344, top5_acc: 0.9422, loss_cls: 0.6846, loss: 1.5436, grad_norm: 14.4653 2021-12-05 04:52:05,511 - mmaction - INFO - Epoch [143][880/1345] lr: 1.000e-04, eta: 2:50:19, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8520, top1_acc: 0.8148, top5_acc: 0.9320, loss_cls: 0.7284, loss: 1.5804, grad_norm: 14.9888 2021-12-05 04:52:24,751 - mmaction - INFO - Epoch [143][900/1345] lr: 1.000e-04, eta: 2:49:58, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8622, top1_acc: 0.8344, top5_acc: 0.9398, loss_cls: 0.7012, loss: 1.5634, grad_norm: 14.6325 2021-12-05 04:52:43,967 - mmaction - INFO - Epoch [143][920/1345] lr: 1.000e-04, eta: 2:49:37, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8308, top1_acc: 0.8430, top5_acc: 0.9445, loss_cls: 0.6465, loss: 1.4772, grad_norm: 14.4775 2021-12-05 04:53:03,150 - mmaction - INFO - Epoch [143][940/1345] lr: 1.000e-04, eta: 2:49:16, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.8471, top1_acc: 0.8367, top5_acc: 0.9500, loss_cls: 0.6426, loss: 1.4897, grad_norm: 14.4253 2021-12-05 04:53:22,381 - mmaction - INFO - Epoch [143][960/1345] lr: 1.000e-04, eta: 2:48:56, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8934, top1_acc: 0.8195, top5_acc: 0.9398, loss_cls: 0.7068, loss: 1.6002, grad_norm: 14.6821 2021-12-05 04:53:41,558 - mmaction - INFO - Epoch [143][980/1345] lr: 1.000e-04, eta: 2:48:35, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.8854, top1_acc: 0.8250, top5_acc: 0.9437, loss_cls: 0.7119, loss: 1.5973, grad_norm: 14.3441 2021-12-05 04:54:00,767 - mmaction - INFO - Epoch [143][1000/1345] lr: 1.000e-04, eta: 2:48:14, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8407, top1_acc: 0.8352, top5_acc: 0.9414, loss_cls: 0.6679, loss: 1.5086, grad_norm: 14.5456 2021-12-05 04:54:19,940 - mmaction - INFO - Epoch [143][1020/1345] lr: 1.000e-04, eta: 2:47:53, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.8544, top1_acc: 0.8297, top5_acc: 0.9461, loss_cls: 0.6428, loss: 1.4972, grad_norm: 14.3316 2021-12-05 04:54:39,132 - mmaction - INFO - Epoch [143][1040/1345] lr: 1.000e-04, eta: 2:47:33, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8611, top1_acc: 0.8187, top5_acc: 0.9445, loss_cls: 0.7048, loss: 1.5659, grad_norm: 14.5382 2021-12-05 04:54:58,327 - mmaction - INFO - Epoch [143][1060/1345] lr: 1.000e-04, eta: 2:47:12, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.9054, top1_acc: 0.7992, top5_acc: 0.9195, loss_cls: 0.7859, loss: 1.6913, grad_norm: 15.1255 2021-12-05 04:55:17,540 - mmaction - INFO - Epoch [143][1080/1345] lr: 1.000e-04, eta: 2:46:51, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8658, top1_acc: 0.8195, top5_acc: 0.9477, loss_cls: 0.6875, loss: 1.5533, grad_norm: 14.5188 2021-12-05 04:55:36,766 - mmaction - INFO - Epoch [143][1100/1345] lr: 1.000e-04, eta: 2:46:30, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8723, top1_acc: 0.8250, top5_acc: 0.9375, loss_cls: 0.7261, loss: 1.5983, grad_norm: 14.8854 2021-12-05 04:55:55,948 - mmaction - INFO - Epoch [143][1120/1345] lr: 1.000e-04, eta: 2:46:10, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.9091, top1_acc: 0.8039, top5_acc: 0.9273, loss_cls: 0.7938, loss: 1.7029, grad_norm: 15.1070 2021-12-05 04:56:15,166 - mmaction - INFO - Epoch [143][1140/1345] lr: 1.000e-04, eta: 2:45:49, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8318, top1_acc: 0.8344, top5_acc: 0.9437, loss_cls: 0.6781, loss: 1.5099, grad_norm: 14.2584 2021-12-05 04:56:34,372 - mmaction - INFO - Epoch [143][1160/1345] lr: 1.000e-04, eta: 2:45:28, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8766, top1_acc: 0.8328, top5_acc: 0.9461, loss_cls: 0.7077, loss: 1.5843, grad_norm: 14.2328 2021-12-05 04:56:53,569 - mmaction - INFO - Epoch [143][1180/1345] lr: 1.000e-04, eta: 2:45:07, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8650, top1_acc: 0.8227, top5_acc: 0.9492, loss_cls: 0.6918, loss: 1.5568, grad_norm: 14.7793 2021-12-05 04:57:12,758 - mmaction - INFO - Epoch [143][1200/1345] lr: 1.000e-04, eta: 2:44:47, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.8771, top1_acc: 0.8297, top5_acc: 0.9469, loss_cls: 0.6887, loss: 1.5658, grad_norm: 14.5549 2021-12-05 04:57:31,931 - mmaction - INFO - Epoch [143][1220/1345] lr: 1.000e-04, eta: 2:44:26, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.8360, top1_acc: 0.8289, top5_acc: 0.9391, loss_cls: 0.6736, loss: 1.5095, grad_norm: 14.2839 2021-12-05 04:57:51,134 - mmaction - INFO - Epoch [143][1240/1345] lr: 1.000e-04, eta: 2:44:05, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8697, top1_acc: 0.8258, top5_acc: 0.9430, loss_cls: 0.6815, loss: 1.5512, grad_norm: 13.9547 2021-12-05 04:58:10,317 - mmaction - INFO - Epoch [143][1260/1345] lr: 1.000e-04, eta: 2:43:44, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.8527, top1_acc: 0.8336, top5_acc: 0.9375, loss_cls: 0.6936, loss: 1.5463, grad_norm: 14.4442 2021-12-05 04:58:29,530 - mmaction - INFO - Epoch [143][1280/1345] lr: 1.000e-04, eta: 2:43:23, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8515, top1_acc: 0.8242, top5_acc: 0.9469, loss_cls: 0.6811, loss: 1.5326, grad_norm: 14.1070 2021-12-05 04:58:48,730 - mmaction - INFO - Epoch [143][1300/1345] lr: 1.000e-04, eta: 2:43:03, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8844, top1_acc: 0.8273, top5_acc: 0.9391, loss_cls: 0.7356, loss: 1.6199, grad_norm: 15.0869 2021-12-05 04:59:07,931 - mmaction - INFO - Epoch [143][1320/1345] lr: 1.000e-04, eta: 2:42:42, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8845, top1_acc: 0.8227, top5_acc: 0.9406, loss_cls: 0.6958, loss: 1.5803, grad_norm: 14.3728 2021-12-05 04:59:27,158 - mmaction - INFO - Epoch [143][1340/1345] lr: 1.000e-04, eta: 2:42:21, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8557, top1_acc: 0.8313, top5_acc: 0.9437, loss_cls: 0.6806, loss: 1.5363, grad_norm: 14.3748 2021-12-05 05:01:47,505 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-05 05:01:47,661 - mmaction - INFO - top1_acc 0.4882 top5_acc 0.7805 2021-12-05 05:01:47,661 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-05 05:01:47,670 - mmaction - INFO - mean_acc 0.4533 2021-12-05 05:01:47,676 - mmaction - INFO - Saving checkpoint at 143 epochs 2021-12-05 05:01:49,257 - mmaction - INFO - Epoch(val) [143][181] top1_acc: 0.4882, top5_acc: 0.7805, mean_class_accuracy: 0.4533 2021-12-05 05:03:58,627 - mmaction - INFO - Epoch [144][20/1345] lr: 1.000e-04, eta: 2:42:00, time: 6.468, data_time: 5.493, memory: 8233, loss_aux: 0.8476, top1_acc: 0.8328, top5_acc: 0.9398, loss_cls: 0.6793, loss: 1.5268, grad_norm: 14.1329 2021-12-05 05:04:17,800 - mmaction - INFO - Epoch [144][40/1345] lr: 1.000e-04, eta: 2:41:40, time: 0.959, data_time: 0.003, memory: 8233, loss_aux: 0.9093, top1_acc: 0.8164, top5_acc: 0.9391, loss_cls: 0.7392, loss: 1.6485, grad_norm: 15.4135 2021-12-05 05:04:36,999 - mmaction - INFO - Epoch [144][60/1345] lr: 1.000e-04, eta: 2:41:19, time: 0.960, data_time: 0.002, memory: 8233, loss_aux: 0.8795, top1_acc: 0.8187, top5_acc: 0.9305, loss_cls: 0.7270, loss: 1.6065, grad_norm: 14.6508 2021-12-05 05:04:56,238 - mmaction - INFO - Epoch [144][80/1345] lr: 1.000e-04, eta: 2:40:58, time: 0.962, data_time: 0.002, memory: 8233, loss_aux: 0.8856, top1_acc: 0.8109, top5_acc: 0.9359, loss_cls: 0.7349, loss: 1.6205, grad_norm: 14.7802 2021-12-05 05:05:15,477 - mmaction - INFO - Epoch [144][100/1345] lr: 1.000e-04, eta: 2:40:37, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8254, top1_acc: 0.8352, top5_acc: 0.9492, loss_cls: 0.6383, loss: 1.4636, grad_norm: 13.9853 2021-12-05 05:05:34,737 - mmaction - INFO - Epoch [144][120/1345] lr: 1.000e-04, eta: 2:40:17, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8618, top1_acc: 0.8320, top5_acc: 0.9305, loss_cls: 0.7152, loss: 1.5770, grad_norm: 14.4063 2021-12-05 05:05:54,040 - mmaction - INFO - Epoch [144][140/1345] lr: 1.000e-04, eta: 2:39:56, time: 0.965, data_time: 0.001, memory: 8233, loss_aux: 0.8386, top1_acc: 0.8359, top5_acc: 0.9484, loss_cls: 0.6613, loss: 1.4999, grad_norm: 14.4269 2021-12-05 05:06:13,333 - mmaction - INFO - Epoch [144][160/1345] lr: 1.000e-04, eta: 2:39:35, time: 0.965, data_time: 0.001, memory: 8233, loss_aux: 0.8856, top1_acc: 0.8172, top5_acc: 0.9336, loss_cls: 0.7424, loss: 1.6280, grad_norm: 14.7602 2021-12-05 05:06:32,592 - mmaction - INFO - Epoch [144][180/1345] lr: 1.000e-04, eta: 2:39:14, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8994, top1_acc: 0.8148, top5_acc: 0.9305, loss_cls: 0.7406, loss: 1.6400, grad_norm: 14.9353 2021-12-05 05:06:51,863 - mmaction - INFO - Epoch [144][200/1345] lr: 1.000e-04, eta: 2:38:54, time: 0.964, data_time: 0.001, memory: 8233, loss_aux: 0.8319, top1_acc: 0.8469, top5_acc: 0.9422, loss_cls: 0.6702, loss: 1.5021, grad_norm: 13.7213 2021-12-05 05:07:11,115 - mmaction - INFO - Epoch [144][220/1345] lr: 1.000e-04, eta: 2:38:33, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8869, top1_acc: 0.8172, top5_acc: 0.9305, loss_cls: 0.7349, loss: 1.6218, grad_norm: 14.4818 2021-12-05 05:07:30,392 - mmaction - INFO - Epoch [144][240/1345] lr: 1.000e-04, eta: 2:38:12, time: 0.964, data_time: 0.001, memory: 8233, loss_aux: 0.8328, top1_acc: 0.8352, top5_acc: 0.9477, loss_cls: 0.6521, loss: 1.4849, grad_norm: 14.4946 2021-12-05 05:07:49,662 - mmaction - INFO - Epoch [144][260/1345] lr: 1.000e-04, eta: 2:37:51, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8610, top1_acc: 0.8141, top5_acc: 0.9344, loss_cls: 0.7366, loss: 1.5976, grad_norm: 15.0415 2021-12-05 05:08:08,916 - mmaction - INFO - Epoch [144][280/1345] lr: 1.000e-04, eta: 2:37:31, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8042, top1_acc: 0.8414, top5_acc: 0.9477, loss_cls: 0.6212, loss: 1.4254, grad_norm: 13.5671 2021-12-05 05:08:28,203 - mmaction - INFO - Epoch [144][300/1345] lr: 1.000e-04, eta: 2:37:10, time: 0.964, data_time: 0.001, memory: 8233, loss_aux: 0.8658, top1_acc: 0.8383, top5_acc: 0.9437, loss_cls: 0.6623, loss: 1.5281, grad_norm: 14.2626 2021-12-05 05:08:47,464 - mmaction - INFO - Epoch [144][320/1345] lr: 1.000e-04, eta: 2:36:49, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8664, top1_acc: 0.8336, top5_acc: 0.9391, loss_cls: 0.6688, loss: 1.5353, grad_norm: 14.2914 2021-12-05 05:09:06,718 - mmaction - INFO - Epoch [144][340/1345] lr: 1.000e-04, eta: 2:36:28, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8271, top1_acc: 0.8336, top5_acc: 0.9445, loss_cls: 0.6635, loss: 1.4906, grad_norm: 14.1829 2021-12-05 05:09:25,939 - mmaction - INFO - Epoch [144][360/1345] lr: 1.000e-04, eta: 2:36:07, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8283, top1_acc: 0.8242, top5_acc: 0.9398, loss_cls: 0.6723, loss: 1.5006, grad_norm: 14.3353 2021-12-05 05:09:45,212 - mmaction - INFO - Epoch [144][380/1345] lr: 1.000e-04, eta: 2:35:47, time: 0.964, data_time: 0.001, memory: 8233, loss_aux: 0.8436, top1_acc: 0.8281, top5_acc: 0.9406, loss_cls: 0.7023, loss: 1.5459, grad_norm: 14.7216 2021-12-05 05:10:04,465 - mmaction - INFO - Epoch [144][400/1345] lr: 1.000e-04, eta: 2:35:26, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8914, top1_acc: 0.8281, top5_acc: 0.9430, loss_cls: 0.6942, loss: 1.5856, grad_norm: 14.9297 2021-12-05 05:10:23,738 - mmaction - INFO - Epoch [144][420/1345] lr: 1.000e-04, eta: 2:35:05, time: 0.964, data_time: 0.001, memory: 8233, loss_aux: 0.8500, top1_acc: 0.8187, top5_acc: 0.9383, loss_cls: 0.7099, loss: 1.5598, grad_norm: 14.8451 2021-12-05 05:10:43,011 - mmaction - INFO - Epoch [144][440/1345] lr: 1.000e-04, eta: 2:34:44, time: 0.964, data_time: 0.001, memory: 8233, loss_aux: 0.8878, top1_acc: 0.8164, top5_acc: 0.9352, loss_cls: 0.7391, loss: 1.6269, grad_norm: 14.6449 2021-12-05 05:11:02,258 - mmaction - INFO - Epoch [144][460/1345] lr: 1.000e-04, eta: 2:34:24, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8735, top1_acc: 0.8258, top5_acc: 0.9414, loss_cls: 0.7129, loss: 1.5863, grad_norm: 14.9060 2021-12-05 05:11:21,515 - mmaction - INFO - Epoch [144][480/1345] lr: 1.000e-04, eta: 2:34:03, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8676, top1_acc: 0.8289, top5_acc: 0.9367, loss_cls: 0.7098, loss: 1.5774, grad_norm: 14.2680 2021-12-05 05:11:40,750 - mmaction - INFO - Epoch [144][500/1345] lr: 1.000e-04, eta: 2:33:42, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8327, top1_acc: 0.8328, top5_acc: 0.9539, loss_cls: 0.6372, loss: 1.4698, grad_norm: 14.1657 2021-12-05 05:11:59,991 - mmaction - INFO - Epoch [144][520/1345] lr: 1.000e-04, eta: 2:33:21, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8709, top1_acc: 0.8305, top5_acc: 0.9437, loss_cls: 0.6809, loss: 1.5518, grad_norm: 14.7129 2021-12-05 05:12:19,262 - mmaction - INFO - Epoch [144][540/1345] lr: 1.000e-04, eta: 2:33:01, time: 0.964, data_time: 0.001, memory: 8233, loss_aux: 0.8520, top1_acc: 0.8383, top5_acc: 0.9453, loss_cls: 0.6630, loss: 1.5150, grad_norm: 14.3960 2021-12-05 05:12:38,514 - mmaction - INFO - Epoch [144][560/1345] lr: 1.000e-04, eta: 2:32:40, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8608, top1_acc: 0.8227, top5_acc: 0.9391, loss_cls: 0.7070, loss: 1.5677, grad_norm: 14.3501 2021-12-05 05:12:57,738 - mmaction - INFO - Epoch [144][580/1345] lr: 1.000e-04, eta: 2:32:19, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8571, top1_acc: 0.8469, top5_acc: 0.9492, loss_cls: 0.6452, loss: 1.5023, grad_norm: 14.3602 2021-12-05 05:13:16,984 - mmaction - INFO - Epoch [144][600/1345] lr: 1.000e-04, eta: 2:31:58, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8238, top1_acc: 0.8469, top5_acc: 0.9539, loss_cls: 0.5965, loss: 1.4203, grad_norm: 13.5618 2021-12-05 05:13:36,239 - mmaction - INFO - Epoch [144][620/1345] lr: 1.000e-04, eta: 2:31:38, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8401, top1_acc: 0.8328, top5_acc: 0.9547, loss_cls: 0.6518, loss: 1.4919, grad_norm: 14.7256 2021-12-05 05:13:55,485 - mmaction - INFO - Epoch [144][640/1345] lr: 1.000e-04, eta: 2:31:17, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.9277, top1_acc: 0.8023, top5_acc: 0.9281, loss_cls: 0.8005, loss: 1.7282, grad_norm: 15.5828 2021-12-05 05:14:14,719 - mmaction - INFO - Epoch [144][660/1345] lr: 1.000e-04, eta: 2:30:56, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8598, top1_acc: 0.8336, top5_acc: 0.9453, loss_cls: 0.6733, loss: 1.5331, grad_norm: 14.2821 2021-12-05 05:14:33,926 - mmaction - INFO - Epoch [144][680/1345] lr: 1.000e-04, eta: 2:30:35, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8200, top1_acc: 0.8406, top5_acc: 0.9484, loss_cls: 0.6400, loss: 1.4600, grad_norm: 14.1023 2021-12-05 05:14:53,163 - mmaction - INFO - Epoch [144][700/1345] lr: 1.000e-04, eta: 2:30:15, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8693, top1_acc: 0.8211, top5_acc: 0.9430, loss_cls: 0.7014, loss: 1.5707, grad_norm: 14.9070 2021-12-05 05:15:12,413 - mmaction - INFO - Epoch [144][720/1345] lr: 1.000e-04, eta: 2:29:54, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8453, top1_acc: 0.8438, top5_acc: 0.9453, loss_cls: 0.6542, loss: 1.4995, grad_norm: 14.6694 2021-12-05 05:15:31,652 - mmaction - INFO - Epoch [144][740/1345] lr: 1.000e-04, eta: 2:29:33, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8939, top1_acc: 0.7953, top5_acc: 0.9328, loss_cls: 0.7679, loss: 1.6618, grad_norm: 15.9623 2021-12-05 05:15:50,907 - mmaction - INFO - Epoch [144][760/1345] lr: 1.000e-04, eta: 2:29:12, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8595, top1_acc: 0.8250, top5_acc: 0.9422, loss_cls: 0.6939, loss: 1.5534, grad_norm: 15.3158 2021-12-05 05:16:10,106 - mmaction - INFO - Epoch [144][780/1345] lr: 1.000e-04, eta: 2:28:52, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8713, top1_acc: 0.8250, top5_acc: 0.9297, loss_cls: 0.7153, loss: 1.5865, grad_norm: 14.8815 2021-12-05 05:16:29,295 - mmaction - INFO - Epoch [144][800/1345] lr: 1.000e-04, eta: 2:28:31, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.8774, top1_acc: 0.8320, top5_acc: 0.9492, loss_cls: 0.6766, loss: 1.5541, grad_norm: 14.2950 2021-12-05 05:16:48,523 - mmaction - INFO - Epoch [144][820/1345] lr: 1.000e-04, eta: 2:28:10, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8712, top1_acc: 0.8289, top5_acc: 0.9336, loss_cls: 0.7112, loss: 1.5824, grad_norm: 13.9215 2021-12-05 05:17:07,756 - mmaction - INFO - Epoch [144][840/1345] lr: 1.000e-04, eta: 2:27:49, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8639, top1_acc: 0.8305, top5_acc: 0.9383, loss_cls: 0.6852, loss: 1.5492, grad_norm: 14.1417 2021-12-05 05:17:26,962 - mmaction - INFO - Epoch [144][860/1345] lr: 1.000e-04, eta: 2:27:29, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.9059, top1_acc: 0.8164, top5_acc: 0.9344, loss_cls: 0.7400, loss: 1.6459, grad_norm: 15.1897 2021-12-05 05:17:46,173 - mmaction - INFO - Epoch [144][880/1345] lr: 1.000e-04, eta: 2:27:08, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.9020, top1_acc: 0.8211, top5_acc: 0.9477, loss_cls: 0.7029, loss: 1.6049, grad_norm: 14.8094 2021-12-05 05:18:05,417 - mmaction - INFO - Epoch [144][900/1345] lr: 1.000e-04, eta: 2:26:47, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8863, top1_acc: 0.8250, top5_acc: 0.9297, loss_cls: 0.7104, loss: 1.5967, grad_norm: 14.3383 2021-12-05 05:18:24,599 - mmaction - INFO - Epoch [144][920/1345] lr: 1.000e-04, eta: 2:26:26, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.8831, top1_acc: 0.8305, top5_acc: 0.9445, loss_cls: 0.6746, loss: 1.5577, grad_norm: 14.4646 2021-12-05 05:18:43,817 - mmaction - INFO - Epoch [144][940/1345] lr: 1.000e-04, eta: 2:26:06, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8944, top1_acc: 0.8148, top5_acc: 0.9461, loss_cls: 0.7005, loss: 1.5949, grad_norm: 14.8418 2021-12-05 05:19:03,023 - mmaction - INFO - Epoch [144][960/1345] lr: 1.000e-04, eta: 2:25:45, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8638, top1_acc: 0.8172, top5_acc: 0.9352, loss_cls: 0.7292, loss: 1.5930, grad_norm: 14.6437 2021-12-05 05:19:22,260 - mmaction - INFO - Epoch [144][980/1345] lr: 1.000e-04, eta: 2:25:24, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8238, top1_acc: 0.8297, top5_acc: 0.9469, loss_cls: 0.6513, loss: 1.4752, grad_norm: 14.1598 2021-12-05 05:19:41,456 - mmaction - INFO - Epoch [144][1000/1345] lr: 1.000e-04, eta: 2:25:03, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8914, top1_acc: 0.8242, top5_acc: 0.9281, loss_cls: 0.7666, loss: 1.6580, grad_norm: 14.6347 2021-12-05 05:20:00,720 - mmaction - INFO - Epoch [144][1020/1345] lr: 1.000e-04, eta: 2:24:43, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8332, top1_acc: 0.8094, top5_acc: 0.9430, loss_cls: 0.7169, loss: 1.5501, grad_norm: 15.0488 2021-12-05 05:20:19,939 - mmaction - INFO - Epoch [144][1040/1345] lr: 1.000e-04, eta: 2:24:22, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8632, top1_acc: 0.8187, top5_acc: 0.9445, loss_cls: 0.6945, loss: 1.5577, grad_norm: 14.8309 2021-12-05 05:20:39,140 - mmaction - INFO - Epoch [144][1060/1345] lr: 1.000e-04, eta: 2:24:01, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8808, top1_acc: 0.8328, top5_acc: 0.9359, loss_cls: 0.6781, loss: 1.5589, grad_norm: 14.3617 2021-12-05 05:20:58,310 - mmaction - INFO - Epoch [144][1080/1345] lr: 1.000e-04, eta: 2:23:40, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.9051, top1_acc: 0.8094, top5_acc: 0.9352, loss_cls: 0.7530, loss: 1.6581, grad_norm: 15.1801 2021-12-05 05:21:17,503 - mmaction - INFO - Epoch [144][1100/1345] lr: 1.000e-04, eta: 2:23:20, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.9051, top1_acc: 0.8352, top5_acc: 0.9391, loss_cls: 0.7081, loss: 1.6131, grad_norm: 14.8636 2021-12-05 05:21:36,704 - mmaction - INFO - Epoch [144][1120/1345] lr: 1.000e-04, eta: 2:22:59, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8515, top1_acc: 0.8273, top5_acc: 0.9391, loss_cls: 0.6696, loss: 1.5211, grad_norm: 14.4047 2021-12-05 05:21:55,900 - mmaction - INFO - Epoch [144][1140/1345] lr: 1.000e-04, eta: 2:22:38, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8534, top1_acc: 0.8430, top5_acc: 0.9484, loss_cls: 0.6677, loss: 1.5211, grad_norm: 14.5417 2021-12-05 05:22:15,112 - mmaction - INFO - Epoch [144][1160/1345] lr: 1.000e-04, eta: 2:22:17, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8947, top1_acc: 0.8391, top5_acc: 0.9422, loss_cls: 0.6840, loss: 1.5786, grad_norm: 14.4566 2021-12-05 05:22:34,329 - mmaction - INFO - Epoch [144][1180/1345] lr: 1.000e-04, eta: 2:21:57, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8586, top1_acc: 0.8266, top5_acc: 0.9461, loss_cls: 0.7036, loss: 1.5623, grad_norm: 14.9615 2021-12-05 05:22:53,545 - mmaction - INFO - Epoch [144][1200/1345] lr: 1.000e-04, eta: 2:21:36, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8497, top1_acc: 0.8414, top5_acc: 0.9422, loss_cls: 0.6511, loss: 1.5008, grad_norm: 14.1396 2021-12-05 05:23:12,773 - mmaction - INFO - Epoch [144][1220/1345] lr: 1.000e-04, eta: 2:21:15, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8673, top1_acc: 0.8242, top5_acc: 0.9445, loss_cls: 0.6644, loss: 1.5316, grad_norm: 14.1373 2021-12-05 05:23:32,003 - mmaction - INFO - Epoch [144][1240/1345] lr: 1.000e-04, eta: 2:20:54, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.9014, top1_acc: 0.8133, top5_acc: 0.9336, loss_cls: 0.7564, loss: 1.6577, grad_norm: 15.1445 2021-12-05 05:23:51,229 - mmaction - INFO - Epoch [144][1260/1345] lr: 1.000e-04, eta: 2:20:34, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8953, top1_acc: 0.8164, top5_acc: 0.9352, loss_cls: 0.7074, loss: 1.6026, grad_norm: 14.7328 2021-12-05 05:24:10,441 - mmaction - INFO - Epoch [144][1280/1345] lr: 1.000e-04, eta: 2:20:13, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8578, top1_acc: 0.8406, top5_acc: 0.9375, loss_cls: 0.6852, loss: 1.5431, grad_norm: 14.5854 2021-12-05 05:24:29,678 - mmaction - INFO - Epoch [144][1300/1345] lr: 1.000e-04, eta: 2:19:52, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8531, top1_acc: 0.8422, top5_acc: 0.9492, loss_cls: 0.6308, loss: 1.4839, grad_norm: 14.1887 2021-12-05 05:24:48,888 - mmaction - INFO - Epoch [144][1320/1345] lr: 1.000e-04, eta: 2:19:31, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8348, top1_acc: 0.8320, top5_acc: 0.9344, loss_cls: 0.6992, loss: 1.5340, grad_norm: 14.0727 2021-12-05 05:25:08,149 - mmaction - INFO - Epoch [144][1340/1345] lr: 1.000e-04, eta: 2:19:11, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8700, top1_acc: 0.8125, top5_acc: 0.9414, loss_cls: 0.7173, loss: 1.5873, grad_norm: 14.7602 2021-12-05 05:27:28,651 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-05 05:27:29,255 - mmaction - INFO - top1_acc 0.4898 top5_acc 0.7789 2021-12-05 05:27:29,255 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-05 05:27:29,276 - mmaction - INFO - mean_acc 0.4570 2021-12-05 05:27:29,283 - mmaction - INFO - Saving checkpoint at 144 epochs 2021-12-05 05:27:34,275 - mmaction - INFO - Epoch(val) [144][181] top1_acc: 0.4898, top5_acc: 0.7789, mean_class_accuracy: 0.4570 2021-12-05 05:29:45,836 - mmaction - INFO - Epoch [145][20/1345] lr: 1.000e-04, eta: 2:18:49, time: 6.577, data_time: 5.617, memory: 8233, loss_aux: 0.8421, top1_acc: 0.8438, top5_acc: 0.9508, loss_cls: 0.6178, loss: 1.4599, grad_norm: 14.0358 2021-12-05 05:30:04,923 - mmaction - INFO - Epoch [145][40/1345] lr: 1.000e-04, eta: 2:18:28, time: 0.954, data_time: 0.003, memory: 8233, loss_aux: 0.8757, top1_acc: 0.8344, top5_acc: 0.9469, loss_cls: 0.6869, loss: 1.5625, grad_norm: 14.6686 2021-12-05 05:30:24,028 - mmaction - INFO - Epoch [145][60/1345] lr: 1.000e-04, eta: 2:18:08, time: 0.955, data_time: 0.002, memory: 8233, loss_aux: 0.8965, top1_acc: 0.8391, top5_acc: 0.9437, loss_cls: 0.6799, loss: 1.5764, grad_norm: 15.2546 2021-12-05 05:30:43,173 - mmaction - INFO - Epoch [145][80/1345] lr: 1.000e-04, eta: 2:17:47, time: 0.957, data_time: 0.001, memory: 8233, loss_aux: 0.8944, top1_acc: 0.8258, top5_acc: 0.9359, loss_cls: 0.7330, loss: 1.6273, grad_norm: 14.4964 2021-12-05 05:31:02,294 - mmaction - INFO - Epoch [145][100/1345] lr: 1.000e-04, eta: 2:17:26, time: 0.956, data_time: 0.001, memory: 8233, loss_aux: 0.8903, top1_acc: 0.8406, top5_acc: 0.9422, loss_cls: 0.6849, loss: 1.5752, grad_norm: 14.4770 2021-12-05 05:31:21,457 - mmaction - INFO - Epoch [145][120/1345] lr: 1.000e-04, eta: 2:17:05, time: 0.958, data_time: 0.001, memory: 8233, loss_aux: 0.8361, top1_acc: 0.8367, top5_acc: 0.9414, loss_cls: 0.6643, loss: 1.5004, grad_norm: 14.3749 2021-12-05 05:31:40,628 - mmaction - INFO - Epoch [145][140/1345] lr: 1.000e-04, eta: 2:16:45, time: 0.958, data_time: 0.001, memory: 8233, loss_aux: 0.8951, top1_acc: 0.8195, top5_acc: 0.9352, loss_cls: 0.7361, loss: 1.6313, grad_norm: 14.5736 2021-12-05 05:31:59,816 - mmaction - INFO - Epoch [145][160/1345] lr: 1.000e-04, eta: 2:16:24, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.8485, top1_acc: 0.8375, top5_acc: 0.9477, loss_cls: 0.6628, loss: 1.5113, grad_norm: 14.3279 2021-12-05 05:32:19,016 - mmaction - INFO - Epoch [145][180/1345] lr: 1.000e-04, eta: 2:16:03, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8690, top1_acc: 0.8273, top5_acc: 0.9422, loss_cls: 0.6894, loss: 1.5584, grad_norm: 14.3396 2021-12-05 05:32:38,194 - mmaction - INFO - Epoch [145][200/1345] lr: 1.000e-04, eta: 2:15:42, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.8583, top1_acc: 0.8383, top5_acc: 0.9445, loss_cls: 0.6480, loss: 1.5063, grad_norm: 14.3775 2021-12-05 05:32:57,401 - mmaction - INFO - Epoch [145][220/1345] lr: 1.000e-04, eta: 2:15:22, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8422, top1_acc: 0.8430, top5_acc: 0.9414, loss_cls: 0.6562, loss: 1.4984, grad_norm: 14.2690 2021-12-05 05:33:16,584 - mmaction - INFO - Epoch [145][240/1345] lr: 1.000e-04, eta: 2:15:01, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.8717, top1_acc: 0.8281, top5_acc: 0.9437, loss_cls: 0.6995, loss: 1.5712, grad_norm: 14.5584 2021-12-05 05:33:35,780 - mmaction - INFO - Epoch [145][260/1345] lr: 1.000e-04, eta: 2:14:40, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8611, top1_acc: 0.8508, top5_acc: 0.9437, loss_cls: 0.6491, loss: 1.5102, grad_norm: 14.1501 2021-12-05 05:33:54,995 - mmaction - INFO - Epoch [145][280/1345] lr: 1.000e-04, eta: 2:14:19, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8395, top1_acc: 0.8445, top5_acc: 0.9398, loss_cls: 0.6517, loss: 1.4912, grad_norm: 14.3608 2021-12-05 05:34:14,195 - mmaction - INFO - Epoch [145][300/1345] lr: 1.000e-04, eta: 2:13:59, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.9023, top1_acc: 0.8148, top5_acc: 0.9328, loss_cls: 0.7458, loss: 1.6481, grad_norm: 15.0544 2021-12-05 05:34:33,405 - mmaction - INFO - Epoch [145][320/1345] lr: 1.000e-04, eta: 2:13:38, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8236, top1_acc: 0.8320, top5_acc: 0.9422, loss_cls: 0.6544, loss: 1.4780, grad_norm: 14.6441 2021-12-05 05:34:52,609 - mmaction - INFO - Epoch [145][340/1345] lr: 1.000e-04, eta: 2:13:17, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8657, top1_acc: 0.8406, top5_acc: 0.9414, loss_cls: 0.6912, loss: 1.5569, grad_norm: 14.5930 2021-12-05 05:35:11,805 - mmaction - INFO - Epoch [145][360/1345] lr: 1.000e-04, eta: 2:12:56, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8508, top1_acc: 0.8219, top5_acc: 0.9367, loss_cls: 0.7103, loss: 1.5611, grad_norm: 15.0510 2021-12-05 05:35:30,989 - mmaction - INFO - Epoch [145][380/1345] lr: 1.000e-04, eta: 2:12:36, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.8135, top1_acc: 0.8313, top5_acc: 0.9484, loss_cls: 0.6568, loss: 1.4703, grad_norm: 14.2990 2021-12-05 05:35:50,198 - mmaction - INFO - Epoch [145][400/1345] lr: 1.000e-04, eta: 2:12:15, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8459, top1_acc: 0.8492, top5_acc: 0.9461, loss_cls: 0.6402, loss: 1.4861, grad_norm: 14.2256 2021-12-05 05:36:09,436 - mmaction - INFO - Epoch [145][420/1345] lr: 1.000e-04, eta: 2:11:54, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8751, top1_acc: 0.8180, top5_acc: 0.9336, loss_cls: 0.7215, loss: 1.5965, grad_norm: 14.5364 2021-12-05 05:36:28,718 - mmaction - INFO - Epoch [145][440/1345] lr: 1.000e-04, eta: 2:11:33, time: 0.964, data_time: 0.001, memory: 8233, loss_aux: 0.8887, top1_acc: 0.8227, top5_acc: 0.9414, loss_cls: 0.7053, loss: 1.5940, grad_norm: 14.7688 2021-12-05 05:36:47,968 - mmaction - INFO - Epoch [145][460/1345] lr: 1.000e-04, eta: 2:11:13, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8525, top1_acc: 0.8375, top5_acc: 0.9391, loss_cls: 0.7057, loss: 1.5583, grad_norm: 14.7709 2021-12-05 05:37:07,173 - mmaction - INFO - Epoch [145][480/1345] lr: 1.000e-04, eta: 2:10:52, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8229, top1_acc: 0.8281, top5_acc: 0.9437, loss_cls: 0.6711, loss: 1.4939, grad_norm: 14.2730 2021-12-05 05:37:26,401 - mmaction - INFO - Epoch [145][500/1345] lr: 1.000e-04, eta: 2:10:31, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8478, top1_acc: 0.8328, top5_acc: 0.9391, loss_cls: 0.6800, loss: 1.5279, grad_norm: 14.5073 2021-12-05 05:37:45,644 - mmaction - INFO - Epoch [145][520/1345] lr: 1.000e-04, eta: 2:10:10, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8275, top1_acc: 0.8438, top5_acc: 0.9398, loss_cls: 0.6606, loss: 1.4880, grad_norm: 14.3244 2021-12-05 05:38:04,870 - mmaction - INFO - Epoch [145][540/1345] lr: 1.000e-04, eta: 2:09:50, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8524, top1_acc: 0.8359, top5_acc: 0.9484, loss_cls: 0.6657, loss: 1.5181, grad_norm: 14.1226 2021-12-05 05:38:24,140 - mmaction - INFO - Epoch [145][560/1345] lr: 1.000e-04, eta: 2:09:29, time: 0.964, data_time: 0.001, memory: 8233, loss_aux: 0.8680, top1_acc: 0.8211, top5_acc: 0.9352, loss_cls: 0.6916, loss: 1.5597, grad_norm: 14.7890 2021-12-05 05:38:43,371 - mmaction - INFO - Epoch [145][580/1345] lr: 1.000e-04, eta: 2:09:08, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8782, top1_acc: 0.8242, top5_acc: 0.9375, loss_cls: 0.7020, loss: 1.5802, grad_norm: 14.3868 2021-12-05 05:39:02,610 - mmaction - INFO - Epoch [145][600/1345] lr: 1.000e-04, eta: 2:08:47, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.9005, top1_acc: 0.8297, top5_acc: 0.9398, loss_cls: 0.7198, loss: 1.6203, grad_norm: 15.1089 2021-12-05 05:39:21,867 - mmaction - INFO - Epoch [145][620/1345] lr: 1.000e-04, eta: 2:08:27, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8186, top1_acc: 0.8281, top5_acc: 0.9445, loss_cls: 0.6775, loss: 1.4961, grad_norm: 14.4406 2021-12-05 05:39:41,114 - mmaction - INFO - Epoch [145][640/1345] lr: 1.000e-04, eta: 2:08:06, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8857, top1_acc: 0.8258, top5_acc: 0.9305, loss_cls: 0.7170, loss: 1.6028, grad_norm: 14.8969 2021-12-05 05:40:00,357 - mmaction - INFO - Epoch [145][660/1345] lr: 1.000e-04, eta: 2:07:45, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8136, top1_acc: 0.8445, top5_acc: 0.9477, loss_cls: 0.6409, loss: 1.4545, grad_norm: 14.1125 2021-12-05 05:40:19,618 - mmaction - INFO - Epoch [145][680/1345] lr: 1.000e-04, eta: 2:07:24, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8598, top1_acc: 0.8258, top5_acc: 0.9484, loss_cls: 0.6728, loss: 1.5325, grad_norm: 14.4024 2021-12-05 05:40:38,874 - mmaction - INFO - Epoch [145][700/1345] lr: 1.000e-04, eta: 2:07:04, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8355, top1_acc: 0.8242, top5_acc: 0.9320, loss_cls: 0.7022, loss: 1.5377, grad_norm: 14.3962 2021-12-05 05:40:58,106 - mmaction - INFO - Epoch [145][720/1345] lr: 1.000e-04, eta: 2:06:43, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8655, top1_acc: 0.8344, top5_acc: 0.9453, loss_cls: 0.6691, loss: 1.5346, grad_norm: 14.7839 2021-12-05 05:41:17,362 - mmaction - INFO - Epoch [145][740/1345] lr: 1.000e-04, eta: 2:06:22, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8651, top1_acc: 0.8211, top5_acc: 0.9367, loss_cls: 0.7256, loss: 1.5907, grad_norm: 14.8839 2021-12-05 05:41:36,599 - mmaction - INFO - Epoch [145][760/1345] lr: 1.000e-04, eta: 2:06:01, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8970, top1_acc: 0.8367, top5_acc: 0.9492, loss_cls: 0.6693, loss: 1.5663, grad_norm: 14.6059 2021-12-05 05:41:55,820 - mmaction - INFO - Epoch [145][780/1345] lr: 1.000e-04, eta: 2:05:41, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8561, top1_acc: 0.8336, top5_acc: 0.9422, loss_cls: 0.6939, loss: 1.5500, grad_norm: 14.5687 2021-12-05 05:42:15,088 - mmaction - INFO - Epoch [145][800/1345] lr: 1.000e-04, eta: 2:05:20, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8910, top1_acc: 0.8086, top5_acc: 0.9422, loss_cls: 0.7423, loss: 1.6334, grad_norm: 15.2321 2021-12-05 05:42:34,311 - mmaction - INFO - Epoch [145][820/1345] lr: 1.000e-04, eta: 2:04:59, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8656, top1_acc: 0.8344, top5_acc: 0.9383, loss_cls: 0.6779, loss: 1.5435, grad_norm: 14.4210 2021-12-05 05:42:53,537 - mmaction - INFO - Epoch [145][840/1345] lr: 1.000e-04, eta: 2:04:38, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8600, top1_acc: 0.8328, top5_acc: 0.9383, loss_cls: 0.6837, loss: 1.5437, grad_norm: 14.5899 2021-12-05 05:43:12,787 - mmaction - INFO - Epoch [145][860/1345] lr: 1.000e-04, eta: 2:04:18, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8540, top1_acc: 0.8492, top5_acc: 0.9445, loss_cls: 0.6501, loss: 1.5041, grad_norm: 14.4381 2021-12-05 05:43:32,008 - mmaction - INFO - Epoch [145][880/1345] lr: 1.000e-04, eta: 2:03:57, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8434, top1_acc: 0.8227, top5_acc: 0.9336, loss_cls: 0.7143, loss: 1.5577, grad_norm: 14.6526 2021-12-05 05:43:51,220 - mmaction - INFO - Epoch [145][900/1345] lr: 1.000e-04, eta: 2:03:36, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8608, top1_acc: 0.8195, top5_acc: 0.9375, loss_cls: 0.6938, loss: 1.5546, grad_norm: 14.9152 2021-12-05 05:44:10,448 - mmaction - INFO - Epoch [145][920/1345] lr: 1.000e-04, eta: 2:03:15, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8875, top1_acc: 0.8328, top5_acc: 0.9383, loss_cls: 0.6940, loss: 1.5816, grad_norm: 14.1890 2021-12-05 05:44:29,683 - mmaction - INFO - Epoch [145][940/1345] lr: 1.000e-04, eta: 2:02:55, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8937, top1_acc: 0.8148, top5_acc: 0.9437, loss_cls: 0.7040, loss: 1.5977, grad_norm: 14.8622 2021-12-05 05:44:48,929 - mmaction - INFO - Epoch [145][960/1345] lr: 1.000e-04, eta: 2:02:34, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8538, top1_acc: 0.8336, top5_acc: 0.9344, loss_cls: 0.7085, loss: 1.5623, grad_norm: 14.5744 2021-12-05 05:45:08,128 - mmaction - INFO - Epoch [145][980/1345] lr: 1.000e-04, eta: 2:02:13, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8247, top1_acc: 0.8289, top5_acc: 0.9430, loss_cls: 0.6629, loss: 1.4877, grad_norm: 14.6166 2021-12-05 05:45:27,356 - mmaction - INFO - Epoch [145][1000/1345] lr: 1.000e-04, eta: 2:01:52, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8875, top1_acc: 0.8141, top5_acc: 0.9297, loss_cls: 0.7573, loss: 1.6448, grad_norm: 14.7171 2021-12-05 05:45:46,571 - mmaction - INFO - Epoch [145][1020/1345] lr: 1.000e-04, eta: 2:01:32, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8884, top1_acc: 0.8242, top5_acc: 0.9320, loss_cls: 0.7478, loss: 1.6361, grad_norm: 14.9120 2021-12-05 05:46:05,781 - mmaction - INFO - Epoch [145][1040/1345] lr: 1.000e-04, eta: 2:01:11, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8432, top1_acc: 0.8258, top5_acc: 0.9508, loss_cls: 0.6578, loss: 1.5010, grad_norm: 14.5546 2021-12-05 05:46:24,982 - mmaction - INFO - Epoch [145][1060/1345] lr: 1.000e-04, eta: 2:00:50, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8732, top1_acc: 0.8242, top5_acc: 0.9406, loss_cls: 0.7108, loss: 1.5840, grad_norm: 15.0868 2021-12-05 05:46:44,196 - mmaction - INFO - Epoch [145][1080/1345] lr: 1.000e-04, eta: 2:00:30, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8461, top1_acc: 0.8187, top5_acc: 0.9375, loss_cls: 0.6984, loss: 1.5446, grad_norm: 15.2260 2021-12-05 05:47:03,424 - mmaction - INFO - Epoch [145][1100/1345] lr: 1.000e-04, eta: 2:00:09, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8379, top1_acc: 0.8469, top5_acc: 0.9414, loss_cls: 0.6520, loss: 1.4899, grad_norm: 14.1041 2021-12-05 05:47:22,686 - mmaction - INFO - Epoch [145][1120/1345] lr: 1.000e-04, eta: 1:59:48, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8492, top1_acc: 0.8328, top5_acc: 0.9430, loss_cls: 0.6532, loss: 1.5024, grad_norm: 14.4487 2021-12-05 05:47:41,898 - mmaction - INFO - Epoch [145][1140/1345] lr: 1.000e-04, eta: 1:59:27, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8595, top1_acc: 0.8281, top5_acc: 0.9445, loss_cls: 0.6706, loss: 1.5302, grad_norm: 14.5072 2021-12-05 05:48:01,108 - mmaction - INFO - Epoch [145][1160/1345] lr: 1.000e-04, eta: 1:59:07, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8851, top1_acc: 0.8219, top5_acc: 0.9344, loss_cls: 0.7331, loss: 1.6182, grad_norm: 14.8924 2021-12-05 05:48:20,316 - mmaction - INFO - Epoch [145][1180/1345] lr: 1.000e-04, eta: 1:58:46, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.9037, top1_acc: 0.8313, top5_acc: 0.9320, loss_cls: 0.7263, loss: 1.6300, grad_norm: 15.1120 2021-12-05 05:48:39,512 - mmaction - INFO - Epoch [145][1200/1345] lr: 1.000e-04, eta: 1:58:25, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8679, top1_acc: 0.8227, top5_acc: 0.9289, loss_cls: 0.7469, loss: 1.6148, grad_norm: 14.6136 2021-12-05 05:48:58,719 - mmaction - INFO - Epoch [145][1220/1345] lr: 1.000e-04, eta: 1:58:04, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8617, top1_acc: 0.8305, top5_acc: 0.9344, loss_cls: 0.7172, loss: 1.5789, grad_norm: 14.6537 2021-12-05 05:49:17,926 - mmaction - INFO - Epoch [145][1240/1345] lr: 1.000e-04, eta: 1:57:44, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8697, top1_acc: 0.8297, top5_acc: 0.9406, loss_cls: 0.7025, loss: 1.5723, grad_norm: 14.6008 2021-12-05 05:49:37,127 - mmaction - INFO - Epoch [145][1260/1345] lr: 1.000e-04, eta: 1:57:23, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8966, top1_acc: 0.8234, top5_acc: 0.9352, loss_cls: 0.7001, loss: 1.5967, grad_norm: 14.3504 2021-12-05 05:49:56,360 - mmaction - INFO - Epoch [145][1280/1345] lr: 1.000e-04, eta: 1:57:02, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8934, top1_acc: 0.8133, top5_acc: 0.9406, loss_cls: 0.7268, loss: 1.6202, grad_norm: 15.9309 2021-12-05 05:50:15,593 - mmaction - INFO - Epoch [145][1300/1345] lr: 1.000e-04, eta: 1:56:41, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8567, top1_acc: 0.8391, top5_acc: 0.9453, loss_cls: 0.6762, loss: 1.5328, grad_norm: 14.9796 2021-12-05 05:50:34,815 - mmaction - INFO - Epoch [145][1320/1345] lr: 1.000e-04, eta: 1:56:21, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8884, top1_acc: 0.8156, top5_acc: 0.9430, loss_cls: 0.7071, loss: 1.5955, grad_norm: 15.1214 2021-12-05 05:50:54,035 - mmaction - INFO - Epoch [145][1340/1345] lr: 1.000e-04, eta: 1:56:00, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.9246, top1_acc: 0.8008, top5_acc: 0.9281, loss_cls: 0.7735, loss: 1.6981, grad_norm: 15.3070 2021-12-05 05:53:13,639 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-05 05:53:13,801 - mmaction - INFO - top1_acc 0.4875 top5_acc 0.7829 2021-12-05 05:53:13,802 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-05 05:53:13,811 - mmaction - INFO - mean_acc 0.4547 2021-12-05 05:53:13,817 - mmaction - INFO - Saving checkpoint at 145 epochs 2021-12-05 05:53:17,950 - mmaction - INFO - Epoch(val) [145][181] top1_acc: 0.4875, top5_acc: 0.7829, mean_class_accuracy: 0.4547 2021-12-05 05:55:34,862 - mmaction - INFO - Epoch [146][20/1345] lr: 1.000e-04, eta: 1:55:38, time: 6.845, data_time: 5.878, memory: 8233, loss_aux: 0.8353, top1_acc: 0.8461, top5_acc: 0.9422, loss_cls: 0.6641, loss: 1.4994, grad_norm: 13.6025 2021-12-05 05:55:54,039 - mmaction - INFO - Epoch [146][40/1345] lr: 1.000e-04, eta: 1:55:17, time: 0.958, data_time: 0.003, memory: 8233, loss_aux: 0.8489, top1_acc: 0.8320, top5_acc: 0.9391, loss_cls: 0.6946, loss: 1.5436, grad_norm: 14.6930 2021-12-05 05:56:13,222 - mmaction - INFO - Epoch [146][60/1345] lr: 1.000e-04, eta: 1:54:56, time: 0.960, data_time: 0.003, memory: 8233, loss_aux: 0.8129, top1_acc: 0.8422, top5_acc: 0.9469, loss_cls: 0.6692, loss: 1.4820, grad_norm: 14.3877 2021-12-05 05:56:32,399 - mmaction - INFO - Epoch [146][80/1345] lr: 1.000e-04, eta: 1:54:36, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.8504, top1_acc: 0.8352, top5_acc: 0.9430, loss_cls: 0.6672, loss: 1.5176, grad_norm: 14.3639 2021-12-05 05:56:51,589 - mmaction - INFO - Epoch [146][100/1345] lr: 1.000e-04, eta: 1:54:15, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8680, top1_acc: 0.8297, top5_acc: 0.9367, loss_cls: 0.6982, loss: 1.5662, grad_norm: 14.6541 2021-12-05 05:57:10,778 - mmaction - INFO - Epoch [146][120/1345] lr: 1.000e-04, eta: 1:53:54, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.8701, top1_acc: 0.8250, top5_acc: 0.9461, loss_cls: 0.6859, loss: 1.5560, grad_norm: 14.8052 2021-12-05 05:57:30,011 - mmaction - INFO - Epoch [146][140/1345] lr: 1.000e-04, eta: 1:53:33, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8633, top1_acc: 0.8273, top5_acc: 0.9461, loss_cls: 0.6959, loss: 1.5592, grad_norm: 14.5977 2021-12-05 05:57:49,259 - mmaction - INFO - Epoch [146][160/1345] lr: 1.000e-04, eta: 1:53:13, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.9015, top1_acc: 0.8305, top5_acc: 0.9422, loss_cls: 0.6788, loss: 1.5803, grad_norm: 14.3738 2021-12-05 05:58:08,528 - mmaction - INFO - Epoch [146][180/1345] lr: 1.000e-04, eta: 1:52:52, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8956, top1_acc: 0.8187, top5_acc: 0.9305, loss_cls: 0.7517, loss: 1.6473, grad_norm: 14.9674 2021-12-05 05:58:27,797 - mmaction - INFO - Epoch [146][200/1345] lr: 1.000e-04, eta: 1:52:31, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8701, top1_acc: 0.8227, top5_acc: 0.9383, loss_cls: 0.7132, loss: 1.5833, grad_norm: 15.1311 2021-12-05 05:58:47,063 - mmaction - INFO - Epoch [146][220/1345] lr: 1.000e-04, eta: 1:52:10, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8945, top1_acc: 0.8109, top5_acc: 0.9359, loss_cls: 0.7383, loss: 1.6328, grad_norm: 15.3917 2021-12-05 05:59:06,322 - mmaction - INFO - Epoch [146][240/1345] lr: 1.000e-04, eta: 1:51:50, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8661, top1_acc: 0.8336, top5_acc: 0.9414, loss_cls: 0.6702, loss: 1.5363, grad_norm: 14.4489 2021-12-05 05:59:25,596 - mmaction - INFO - Epoch [146][260/1345] lr: 1.000e-04, eta: 1:51:29, time: 0.964, data_time: 0.001, memory: 8233, loss_aux: 0.8443, top1_acc: 0.8398, top5_acc: 0.9500, loss_cls: 0.6229, loss: 1.4672, grad_norm: 14.1000 2021-12-05 05:59:44,876 - mmaction - INFO - Epoch [146][280/1345] lr: 1.000e-04, eta: 1:51:08, time: 0.964, data_time: 0.001, memory: 8233, loss_aux: 0.8872, top1_acc: 0.8094, top5_acc: 0.9359, loss_cls: 0.7516, loss: 1.6388, grad_norm: 14.6067 2021-12-05 06:00:04,156 - mmaction - INFO - Epoch [146][300/1345] lr: 1.000e-04, eta: 1:50:47, time: 0.964, data_time: 0.001, memory: 8233, loss_aux: 0.8556, top1_acc: 0.8320, top5_acc: 0.9437, loss_cls: 0.6815, loss: 1.5372, grad_norm: 14.2405 2021-12-05 06:00:23,438 - mmaction - INFO - Epoch [146][320/1345] lr: 1.000e-04, eta: 1:50:27, time: 0.964, data_time: 0.001, memory: 8233, loss_aux: 0.8507, top1_acc: 0.8359, top5_acc: 0.9453, loss_cls: 0.6860, loss: 1.5367, grad_norm: 15.0511 2021-12-05 06:00:42,678 - mmaction - INFO - Epoch [146][340/1345] lr: 1.000e-04, eta: 1:50:06, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8499, top1_acc: 0.8313, top5_acc: 0.9453, loss_cls: 0.6867, loss: 1.5365, grad_norm: 14.7341 2021-12-05 06:01:01,942 - mmaction - INFO - Epoch [146][360/1345] lr: 1.000e-04, eta: 1:49:45, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8529, top1_acc: 0.8367, top5_acc: 0.9453, loss_cls: 0.6836, loss: 1.5365, grad_norm: 14.9330 2021-12-05 06:01:21,230 - mmaction - INFO - Epoch [146][380/1345] lr: 1.000e-04, eta: 1:49:25, time: 0.964, data_time: 0.001, memory: 8233, loss_aux: 0.8433, top1_acc: 0.8375, top5_acc: 0.9492, loss_cls: 0.6442, loss: 1.4875, grad_norm: 13.9654 2021-12-05 06:01:40,466 - mmaction - INFO - Epoch [146][400/1345] lr: 1.000e-04, eta: 1:49:04, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8803, top1_acc: 0.8336, top5_acc: 0.9289, loss_cls: 0.7176, loss: 1.5979, grad_norm: 14.6828 2021-12-05 06:01:59,708 - mmaction - INFO - Epoch [146][420/1345] lr: 1.000e-04, eta: 1:48:43, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8766, top1_acc: 0.8328, top5_acc: 0.9383, loss_cls: 0.6781, loss: 1.5547, grad_norm: 14.8428 2021-12-05 06:02:18,957 - mmaction - INFO - Epoch [146][440/1345] lr: 1.000e-04, eta: 1:48:22, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8306, top1_acc: 0.8398, top5_acc: 0.9500, loss_cls: 0.6396, loss: 1.4702, grad_norm: 14.4392 2021-12-05 06:02:38,237 - mmaction - INFO - Epoch [146][460/1345] lr: 1.000e-04, eta: 1:48:02, time: 0.964, data_time: 0.001, memory: 8233, loss_aux: 0.8311, top1_acc: 0.8414, top5_acc: 0.9383, loss_cls: 0.6497, loss: 1.4809, grad_norm: 14.2795 2021-12-05 06:02:57,470 - mmaction - INFO - Epoch [146][480/1345] lr: 1.000e-04, eta: 1:47:41, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8690, top1_acc: 0.8227, top5_acc: 0.9414, loss_cls: 0.7054, loss: 1.5744, grad_norm: 14.8258 2021-12-05 06:03:16,728 - mmaction - INFO - Epoch [146][500/1345] lr: 1.000e-04, eta: 1:47:20, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8694, top1_acc: 0.8281, top5_acc: 0.9375, loss_cls: 0.7122, loss: 1.5816, grad_norm: 14.6156 2021-12-05 06:03:35,963 - mmaction - INFO - Epoch [146][520/1345] lr: 1.000e-04, eta: 1:46:59, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8404, top1_acc: 0.8359, top5_acc: 0.9383, loss_cls: 0.6653, loss: 1.5057, grad_norm: 14.2580 2021-12-05 06:03:55,212 - mmaction - INFO - Epoch [146][540/1345] lr: 1.000e-04, eta: 1:46:39, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8961, top1_acc: 0.8258, top5_acc: 0.9398, loss_cls: 0.7165, loss: 1.6125, grad_norm: 15.2172 2021-12-05 06:04:14,438 - mmaction - INFO - Epoch [146][560/1345] lr: 1.000e-04, eta: 1:46:18, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8471, top1_acc: 0.8297, top5_acc: 0.9445, loss_cls: 0.6698, loss: 1.5168, grad_norm: 14.6840 2021-12-05 06:04:33,678 - mmaction - INFO - Epoch [146][580/1345] lr: 1.000e-04, eta: 1:45:57, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8722, top1_acc: 0.8086, top5_acc: 0.9320, loss_cls: 0.7661, loss: 1.6383, grad_norm: 15.1892 2021-12-05 06:04:52,892 - mmaction - INFO - Epoch [146][600/1345] lr: 1.000e-04, eta: 1:45:36, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8232, top1_acc: 0.8328, top5_acc: 0.9461, loss_cls: 0.6364, loss: 1.4596, grad_norm: 14.3767 2021-12-05 06:05:12,113 - mmaction - INFO - Epoch [146][620/1345] lr: 1.000e-04, eta: 1:45:16, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8663, top1_acc: 0.8219, top5_acc: 0.9406, loss_cls: 0.7129, loss: 1.5791, grad_norm: 14.4905 2021-12-05 06:05:31,327 - mmaction - INFO - Epoch [146][640/1345] lr: 1.000e-04, eta: 1:44:55, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8316, top1_acc: 0.8336, top5_acc: 0.9461, loss_cls: 0.6405, loss: 1.4721, grad_norm: 14.0472 2021-12-05 06:05:50,568 - mmaction - INFO - Epoch [146][660/1345] lr: 1.000e-04, eta: 1:44:34, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8645, top1_acc: 0.8328, top5_acc: 0.9391, loss_cls: 0.6891, loss: 1.5536, grad_norm: 14.5630 2021-12-05 06:06:09,796 - mmaction - INFO - Epoch [146][680/1345] lr: 1.000e-04, eta: 1:44:13, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8680, top1_acc: 0.8359, top5_acc: 0.9469, loss_cls: 0.6554, loss: 1.5234, grad_norm: 14.4559 2021-12-05 06:06:29,057 - mmaction - INFO - Epoch [146][700/1345] lr: 1.000e-04, eta: 1:43:53, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8841, top1_acc: 0.8336, top5_acc: 0.9406, loss_cls: 0.7043, loss: 1.5885, grad_norm: 14.8664 2021-12-05 06:06:48,297 - mmaction - INFO - Epoch [146][720/1345] lr: 1.000e-04, eta: 1:43:32, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8350, top1_acc: 0.8461, top5_acc: 0.9359, loss_cls: 0.6570, loss: 1.4920, grad_norm: 14.0028 2021-12-05 06:07:07,528 - mmaction - INFO - Epoch [146][740/1345] lr: 1.000e-04, eta: 1:43:11, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8466, top1_acc: 0.8313, top5_acc: 0.9367, loss_cls: 0.6902, loss: 1.5368, grad_norm: 14.1998 2021-12-05 06:07:26,784 - mmaction - INFO - Epoch [146][760/1345] lr: 1.000e-04, eta: 1:42:50, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8704, top1_acc: 0.8414, top5_acc: 0.9422, loss_cls: 0.6506, loss: 1.5210, grad_norm: 14.1462 2021-12-05 06:07:46,016 - mmaction - INFO - Epoch [146][780/1345] lr: 1.000e-04, eta: 1:42:30, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.9060, top1_acc: 0.8250, top5_acc: 0.9266, loss_cls: 0.7393, loss: 1.6453, grad_norm: 14.4670 2021-12-05 06:08:05,236 - mmaction - INFO - Epoch [146][800/1345] lr: 1.000e-04, eta: 1:42:09, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8698, top1_acc: 0.8359, top5_acc: 0.9367, loss_cls: 0.6822, loss: 1.5521, grad_norm: 14.4738 2021-12-05 06:08:24,490 - mmaction - INFO - Epoch [146][820/1345] lr: 1.000e-04, eta: 1:41:48, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8593, top1_acc: 0.8367, top5_acc: 0.9437, loss_cls: 0.6867, loss: 1.5461, grad_norm: 14.5799 2021-12-05 06:08:43,693 - mmaction - INFO - Epoch [146][840/1345] lr: 1.000e-04, eta: 1:41:28, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8438, top1_acc: 0.8414, top5_acc: 0.9516, loss_cls: 0.6587, loss: 1.5024, grad_norm: 15.1821 2021-12-05 06:09:02,926 - mmaction - INFO - Epoch [146][860/1345] lr: 1.000e-04, eta: 1:41:07, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8647, top1_acc: 0.8227, top5_acc: 0.9359, loss_cls: 0.7162, loss: 1.5809, grad_norm: 14.6393 2021-12-05 06:09:22,123 - mmaction - INFO - Epoch [146][880/1345] lr: 1.000e-04, eta: 1:40:46, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8739, top1_acc: 0.8266, top5_acc: 0.9344, loss_cls: 0.7187, loss: 1.5926, grad_norm: 14.7000 2021-12-05 06:09:41,322 - mmaction - INFO - Epoch [146][900/1345] lr: 1.000e-04, eta: 1:40:25, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8845, top1_acc: 0.8125, top5_acc: 0.9336, loss_cls: 0.7475, loss: 1.6320, grad_norm: 15.6870 2021-12-05 06:10:00,549 - mmaction - INFO - Epoch [146][920/1345] lr: 1.000e-04, eta: 1:40:05, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8777, top1_acc: 0.8219, top5_acc: 0.9414, loss_cls: 0.6962, loss: 1.5739, grad_norm: 14.6003 2021-12-05 06:10:19,765 - mmaction - INFO - Epoch [146][940/1345] lr: 1.000e-04, eta: 1:39:44, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.9098, top1_acc: 0.8203, top5_acc: 0.9344, loss_cls: 0.7178, loss: 1.6276, grad_norm: 14.7483 2021-12-05 06:10:38,957 - mmaction - INFO - Epoch [146][960/1345] lr: 1.000e-04, eta: 1:39:23, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8678, top1_acc: 0.8195, top5_acc: 0.9305, loss_cls: 0.7200, loss: 1.5878, grad_norm: 14.7614 2021-12-05 06:10:58,167 - mmaction - INFO - Epoch [146][980/1345] lr: 1.000e-04, eta: 1:39:02, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8903, top1_acc: 0.8133, top5_acc: 0.9328, loss_cls: 0.7434, loss: 1.6337, grad_norm: 15.2004 2021-12-05 06:11:17,399 - mmaction - INFO - Epoch [146][1000/1345] lr: 1.000e-04, eta: 1:38:42, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8400, top1_acc: 0.8305, top5_acc: 0.9352, loss_cls: 0.7059, loss: 1.5459, grad_norm: 14.3663 2021-12-05 06:11:36,601 - mmaction - INFO - Epoch [146][1020/1345] lr: 1.000e-04, eta: 1:38:21, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.9058, top1_acc: 0.8086, top5_acc: 0.9383, loss_cls: 0.7381, loss: 1.6439, grad_norm: 15.6431 2021-12-05 06:11:55,846 - mmaction - INFO - Epoch [146][1040/1345] lr: 1.000e-04, eta: 1:38:00, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8647, top1_acc: 0.8250, top5_acc: 0.9398, loss_cls: 0.7184, loss: 1.5832, grad_norm: 14.5297 2021-12-05 06:12:15,055 - mmaction - INFO - Epoch [146][1060/1345] lr: 1.000e-04, eta: 1:37:39, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8431, top1_acc: 0.8344, top5_acc: 0.9414, loss_cls: 0.6535, loss: 1.4966, grad_norm: 14.3073 2021-12-05 06:12:34,286 - mmaction - INFO - Epoch [146][1080/1345] lr: 1.000e-04, eta: 1:37:19, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8892, top1_acc: 0.8258, top5_acc: 0.9492, loss_cls: 0.6837, loss: 1.5729, grad_norm: 14.8557 2021-12-05 06:12:53,515 - mmaction - INFO - Epoch [146][1100/1345] lr: 1.000e-04, eta: 1:36:58, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8702, top1_acc: 0.8375, top5_acc: 0.9453, loss_cls: 0.6709, loss: 1.5411, grad_norm: 14.7313 2021-12-05 06:13:12,735 - mmaction - INFO - Epoch [146][1120/1345] lr: 1.000e-04, eta: 1:36:37, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8644, top1_acc: 0.8266, top5_acc: 0.9391, loss_cls: 0.6725, loss: 1.5369, grad_norm: 14.8305 2021-12-05 06:13:31,941 - mmaction - INFO - Epoch [146][1140/1345] lr: 1.000e-04, eta: 1:36:17, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8417, top1_acc: 0.8344, top5_acc: 0.9437, loss_cls: 0.6534, loss: 1.4951, grad_norm: 13.8587 2021-12-05 06:13:51,172 - mmaction - INFO - Epoch [146][1160/1345] lr: 1.000e-04, eta: 1:35:56, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8844, top1_acc: 0.8273, top5_acc: 0.9414, loss_cls: 0.6954, loss: 1.5798, grad_norm: 14.6625 2021-12-05 06:14:10,416 - mmaction - INFO - Epoch [146][1180/1345] lr: 1.000e-04, eta: 1:35:35, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8373, top1_acc: 0.8414, top5_acc: 0.9453, loss_cls: 0.6553, loss: 1.4926, grad_norm: 14.0665 2021-12-05 06:14:29,624 - mmaction - INFO - Epoch [146][1200/1345] lr: 1.000e-04, eta: 1:35:14, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8354, top1_acc: 0.8336, top5_acc: 0.9531, loss_cls: 0.6492, loss: 1.4846, grad_norm: 14.6820 2021-12-05 06:14:48,848 - mmaction - INFO - Epoch [146][1220/1345] lr: 1.000e-04, eta: 1:34:54, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8883, top1_acc: 0.8172, top5_acc: 0.9328, loss_cls: 0.7274, loss: 1.6157, grad_norm: 15.0470 2021-12-05 06:15:08,096 - mmaction - INFO - Epoch [146][1240/1345] lr: 1.000e-04, eta: 1:34:33, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8844, top1_acc: 0.8195, top5_acc: 0.9422, loss_cls: 0.7134, loss: 1.5977, grad_norm: 14.4501 2021-12-05 06:15:27,324 - mmaction - INFO - Epoch [146][1260/1345] lr: 1.000e-04, eta: 1:34:12, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8587, top1_acc: 0.8227, top5_acc: 0.9422, loss_cls: 0.6914, loss: 1.5501, grad_norm: 14.8106 2021-12-05 06:15:46,552 - mmaction - INFO - Epoch [146][1280/1345] lr: 1.000e-04, eta: 1:33:51, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8435, top1_acc: 0.8500, top5_acc: 0.9555, loss_cls: 0.6149, loss: 1.4584, grad_norm: 14.0116 2021-12-05 06:16:05,753 - mmaction - INFO - Epoch [146][1300/1345] lr: 1.000e-04, eta: 1:33:31, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8375, top1_acc: 0.8203, top5_acc: 0.9414, loss_cls: 0.7005, loss: 1.5381, grad_norm: 14.5353 2021-12-05 06:16:24,969 - mmaction - INFO - Epoch [146][1320/1345] lr: 1.000e-04, eta: 1:33:10, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8636, top1_acc: 0.8219, top5_acc: 0.9305, loss_cls: 0.7110, loss: 1.5747, grad_norm: 15.0391 2021-12-05 06:16:44,207 - mmaction - INFO - Epoch [146][1340/1345] lr: 1.000e-04, eta: 1:32:49, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8261, top1_acc: 0.8438, top5_acc: 0.9422, loss_cls: 0.6333, loss: 1.4594, grad_norm: 13.9632 2021-12-05 06:19:04,436 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-05 06:19:04,591 - mmaction - INFO - top1_acc 0.4877 top5_acc 0.7787 2021-12-05 06:19:04,591 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-05 06:19:04,600 - mmaction - INFO - mean_acc 0.4565 2021-12-05 06:19:04,606 - mmaction - INFO - Saving checkpoint at 146 epochs 2021-12-05 06:19:08,158 - mmaction - INFO - Epoch(val) [146][181] top1_acc: 0.4877, top5_acc: 0.7787, mean_class_accuracy: 0.4565 2021-12-05 06:21:18,666 - mmaction - INFO - Epoch [147][20/1345] lr: 1.000e-04, eta: 1:32:26, time: 6.525, data_time: 5.559, memory: 8233, loss_aux: 0.9020, top1_acc: 0.8289, top5_acc: 0.9336, loss_cls: 0.7162, loss: 1.6182, grad_norm: 14.7620 2021-12-05 06:21:37,833 - mmaction - INFO - Epoch [147][40/1345] lr: 1.000e-04, eta: 1:32:06, time: 0.958, data_time: 0.003, memory: 8233, loss_aux: 0.8430, top1_acc: 0.8461, top5_acc: 0.9531, loss_cls: 0.6073, loss: 1.4503, grad_norm: 13.5784 2021-12-05 06:21:56,970 - mmaction - INFO - Epoch [147][60/1345] lr: 1.000e-04, eta: 1:31:45, time: 0.957, data_time: 0.002, memory: 8233, loss_aux: 0.8473, top1_acc: 0.8266, top5_acc: 0.9453, loss_cls: 0.6664, loss: 1.5138, grad_norm: 14.6657 2021-12-05 06:22:16,169 - mmaction - INFO - Epoch [147][80/1345] lr: 1.000e-04, eta: 1:31:24, time: 0.960, data_time: 0.002, memory: 8233, loss_aux: 0.8380, top1_acc: 0.8352, top5_acc: 0.9500, loss_cls: 0.6417, loss: 1.4797, grad_norm: 14.5663 2021-12-05 06:22:35,354 - mmaction - INFO - Epoch [147][100/1345] lr: 1.000e-04, eta: 1:31:03, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.7794, top1_acc: 0.8484, top5_acc: 0.9492, loss_cls: 0.5914, loss: 1.3707, grad_norm: 13.7590 2021-12-05 06:22:54,575 - mmaction - INFO - Epoch [147][120/1345] lr: 1.000e-04, eta: 1:30:43, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8423, top1_acc: 0.8258, top5_acc: 0.9398, loss_cls: 0.6954, loss: 1.5377, grad_norm: 15.2237 2021-12-05 06:23:13,807 - mmaction - INFO - Epoch [147][140/1345] lr: 1.000e-04, eta: 1:30:22, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8591, top1_acc: 0.8313, top5_acc: 0.9406, loss_cls: 0.7093, loss: 1.5684, grad_norm: 14.7159 2021-12-05 06:23:33,023 - mmaction - INFO - Epoch [147][160/1345] lr: 1.000e-04, eta: 1:30:01, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8596, top1_acc: 0.8297, top5_acc: 0.9398, loss_cls: 0.6848, loss: 1.5444, grad_norm: 14.5269 2021-12-05 06:23:52,292 - mmaction - INFO - Epoch [147][180/1345] lr: 1.000e-04, eta: 1:29:40, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8757, top1_acc: 0.8203, top5_acc: 0.9375, loss_cls: 0.7083, loss: 1.5840, grad_norm: 14.6778 2021-12-05 06:24:11,553 - mmaction - INFO - Epoch [147][200/1345] lr: 1.000e-04, eta: 1:29:20, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8685, top1_acc: 0.8281, top5_acc: 0.9422, loss_cls: 0.6979, loss: 1.5664, grad_norm: 15.0014 2021-12-05 06:24:30,814 - mmaction - INFO - Epoch [147][220/1345] lr: 1.000e-04, eta: 1:28:59, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8139, top1_acc: 0.8406, top5_acc: 0.9555, loss_cls: 0.6165, loss: 1.4303, grad_norm: 14.7309 2021-12-05 06:24:50,068 - mmaction - INFO - Epoch [147][240/1345] lr: 1.000e-04, eta: 1:28:38, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8252, top1_acc: 0.8500, top5_acc: 0.9563, loss_cls: 0.6046, loss: 1.4298, grad_norm: 14.2275 2021-12-05 06:25:09,305 - mmaction - INFO - Epoch [147][260/1345] lr: 1.000e-04, eta: 1:28:17, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8634, top1_acc: 0.8234, top5_acc: 0.9414, loss_cls: 0.6911, loss: 1.5546, grad_norm: 15.2447 2021-12-05 06:25:28,549 - mmaction - INFO - Epoch [147][280/1345] lr: 1.000e-04, eta: 1:27:57, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8445, top1_acc: 0.8453, top5_acc: 0.9523, loss_cls: 0.6372, loss: 1.4816, grad_norm: 14.4944 2021-12-05 06:25:47,822 - mmaction - INFO - Epoch [147][300/1345] lr: 1.000e-04, eta: 1:27:36, time: 0.964, data_time: 0.001, memory: 8233, loss_aux: 0.8690, top1_acc: 0.8258, top5_acc: 0.9367, loss_cls: 0.6801, loss: 1.5491, grad_norm: 14.3752 2021-12-05 06:26:07,066 - mmaction - INFO - Epoch [147][320/1345] lr: 1.000e-04, eta: 1:27:15, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8940, top1_acc: 0.8219, top5_acc: 0.9336, loss_cls: 0.7238, loss: 1.6178, grad_norm: 15.2032 2021-12-05 06:26:26,306 - mmaction - INFO - Epoch [147][340/1345] lr: 1.000e-04, eta: 1:26:55, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8653, top1_acc: 0.8352, top5_acc: 0.9437, loss_cls: 0.6888, loss: 1.5540, grad_norm: 14.6583 2021-12-05 06:26:45,512 - mmaction - INFO - Epoch [147][360/1345] lr: 1.000e-04, eta: 1:26:34, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8365, top1_acc: 0.8305, top5_acc: 0.9336, loss_cls: 0.6653, loss: 1.5018, grad_norm: 14.4242 2021-12-05 06:27:04,750 - mmaction - INFO - Epoch [147][380/1345] lr: 1.000e-04, eta: 1:26:13, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8762, top1_acc: 0.8211, top5_acc: 0.9391, loss_cls: 0.7153, loss: 1.5916, grad_norm: 14.8257 2021-12-05 06:27:23,958 - mmaction - INFO - Epoch [147][400/1345] lr: 1.000e-04, eta: 1:25:52, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.9088, top1_acc: 0.8383, top5_acc: 0.9383, loss_cls: 0.6926, loss: 1.6014, grad_norm: 14.7613 2021-12-05 06:27:43,159 - mmaction - INFO - Epoch [147][420/1345] lr: 1.000e-04, eta: 1:25:32, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8308, top1_acc: 0.8328, top5_acc: 0.9477, loss_cls: 0.6631, loss: 1.4938, grad_norm: 14.3060 2021-12-05 06:28:02,376 - mmaction - INFO - Epoch [147][440/1345] lr: 1.000e-04, eta: 1:25:11, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8569, top1_acc: 0.8320, top5_acc: 0.9391, loss_cls: 0.6913, loss: 1.5482, grad_norm: 14.7578 2021-12-05 06:28:21,568 - mmaction - INFO - Epoch [147][460/1345] lr: 1.000e-04, eta: 1:24:50, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8597, top1_acc: 0.8406, top5_acc: 0.9477, loss_cls: 0.6523, loss: 1.5120, grad_norm: 13.9282 2021-12-05 06:28:40,787 - mmaction - INFO - Epoch [147][480/1345] lr: 1.000e-04, eta: 1:24:29, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8912, top1_acc: 0.8148, top5_acc: 0.9273, loss_cls: 0.7584, loss: 1.6497, grad_norm: 15.2358 2021-12-05 06:29:00,007 - mmaction - INFO - Epoch [147][500/1345] lr: 1.000e-04, eta: 1:24:09, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8712, top1_acc: 0.8359, top5_acc: 0.9398, loss_cls: 0.6756, loss: 1.5469, grad_norm: 14.6360 2021-12-05 06:29:19,201 - mmaction - INFO - Epoch [147][520/1345] lr: 1.000e-04, eta: 1:23:48, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8271, top1_acc: 0.8523, top5_acc: 0.9602, loss_cls: 0.5884, loss: 1.4156, grad_norm: 14.1632 2021-12-05 06:29:38,403 - mmaction - INFO - Epoch [147][540/1345] lr: 1.000e-04, eta: 1:23:27, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8144, top1_acc: 0.8422, top5_acc: 0.9461, loss_cls: 0.6522, loss: 1.4666, grad_norm: 13.9700 2021-12-05 06:29:57,652 - mmaction - INFO - Epoch [147][560/1345] lr: 1.000e-04, eta: 1:23:06, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8079, top1_acc: 0.8414, top5_acc: 0.9500, loss_cls: 0.6166, loss: 1.4245, grad_norm: 14.5503 2021-12-05 06:30:16,868 - mmaction - INFO - Epoch [147][580/1345] lr: 1.000e-04, eta: 1:22:46, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8608, top1_acc: 0.8352, top5_acc: 0.9461, loss_cls: 0.6718, loss: 1.5326, grad_norm: 14.3176 2021-12-05 06:30:36,105 - mmaction - INFO - Epoch [147][600/1345] lr: 1.000e-04, eta: 1:22:25, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8983, top1_acc: 0.8273, top5_acc: 0.9406, loss_cls: 0.6944, loss: 1.5928, grad_norm: 14.6584 2021-12-05 06:30:55,352 - mmaction - INFO - Epoch [147][620/1345] lr: 1.000e-04, eta: 1:22:04, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8497, top1_acc: 0.8328, top5_acc: 0.9398, loss_cls: 0.6798, loss: 1.5296, grad_norm: 15.1552 2021-12-05 06:31:14,576 - mmaction - INFO - Epoch [147][640/1345] lr: 1.000e-04, eta: 1:21:44, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8686, top1_acc: 0.8164, top5_acc: 0.9344, loss_cls: 0.7152, loss: 1.5838, grad_norm: 15.1489 2021-12-05 06:31:33,804 - mmaction - INFO - Epoch [147][660/1345] lr: 1.000e-04, eta: 1:21:23, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8722, top1_acc: 0.8281, top5_acc: 0.9461, loss_cls: 0.6684, loss: 1.5405, grad_norm: 14.7998 2021-12-05 06:31:53,043 - mmaction - INFO - Epoch [147][680/1345] lr: 1.000e-04, eta: 1:21:02, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8509, top1_acc: 0.8352, top5_acc: 0.9516, loss_cls: 0.6523, loss: 1.5031, grad_norm: 14.3801 2021-12-05 06:32:12,263 - mmaction - INFO - Epoch [147][700/1345] lr: 1.000e-04, eta: 1:20:41, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8838, top1_acc: 0.8203, top5_acc: 0.9383, loss_cls: 0.7091, loss: 1.5929, grad_norm: 14.9009 2021-12-05 06:32:31,509 - mmaction - INFO - Epoch [147][720/1345] lr: 1.000e-04, eta: 1:20:21, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8612, top1_acc: 0.8344, top5_acc: 0.9523, loss_cls: 0.6346, loss: 1.4958, grad_norm: 14.0424 2021-12-05 06:32:50,766 - mmaction - INFO - Epoch [147][740/1345] lr: 1.000e-04, eta: 1:20:00, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8590, top1_acc: 0.8336, top5_acc: 0.9437, loss_cls: 0.6683, loss: 1.5272, grad_norm: 14.7175 2021-12-05 06:33:10,022 - mmaction - INFO - Epoch [147][760/1345] lr: 1.000e-04, eta: 1:19:39, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.9062, top1_acc: 0.8086, top5_acc: 0.9242, loss_cls: 0.7911, loss: 1.6973, grad_norm: 15.4407 2021-12-05 06:33:29,273 - mmaction - INFO - Epoch [147][780/1345] lr: 1.000e-04, eta: 1:19:19, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.9044, top1_acc: 0.8141, top5_acc: 0.9398, loss_cls: 0.7375, loss: 1.6419, grad_norm: 15.4586 2021-12-05 06:33:48,540 - mmaction - INFO - Epoch [147][800/1345] lr: 1.000e-04, eta: 1:18:58, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8414, top1_acc: 0.8258, top5_acc: 0.9336, loss_cls: 0.6941, loss: 1.5356, grad_norm: 14.6530 2021-12-05 06:34:07,818 - mmaction - INFO - Epoch [147][820/1345] lr: 1.000e-04, eta: 1:18:37, time: 0.964, data_time: 0.001, memory: 8233, loss_aux: 0.8381, top1_acc: 0.8336, top5_acc: 0.9398, loss_cls: 0.6818, loss: 1.5199, grad_norm: 14.3242 2021-12-05 06:34:27,119 - mmaction - INFO - Epoch [147][840/1345] lr: 1.000e-04, eta: 1:18:16, time: 0.965, data_time: 0.001, memory: 8233, loss_aux: 0.8206, top1_acc: 0.8406, top5_acc: 0.9359, loss_cls: 0.6526, loss: 1.4732, grad_norm: 13.9973 2021-12-05 06:34:46,397 - mmaction - INFO - Epoch [147][860/1345] lr: 1.000e-04, eta: 1:17:56, time: 0.964, data_time: 0.001, memory: 8233, loss_aux: 0.8903, top1_acc: 0.8242, top5_acc: 0.9422, loss_cls: 0.7368, loss: 1.6271, grad_norm: 15.1095 2021-12-05 06:35:05,678 - mmaction - INFO - Epoch [147][880/1345] lr: 1.000e-04, eta: 1:17:35, time: 0.964, data_time: 0.001, memory: 8233, loss_aux: 0.8501, top1_acc: 0.8383, top5_acc: 0.9437, loss_cls: 0.6333, loss: 1.4834, grad_norm: 13.8830 2021-12-05 06:35:24,945 - mmaction - INFO - Epoch [147][900/1345] lr: 1.000e-04, eta: 1:17:14, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8801, top1_acc: 0.8187, top5_acc: 0.9359, loss_cls: 0.7268, loss: 1.6069, grad_norm: 14.8464 2021-12-05 06:35:44,229 - mmaction - INFO - Epoch [147][920/1345] lr: 1.000e-04, eta: 1:16:53, time: 0.964, data_time: 0.001, memory: 8233, loss_aux: 0.8607, top1_acc: 0.8391, top5_acc: 0.9391, loss_cls: 0.6628, loss: 1.5235, grad_norm: 14.0956 2021-12-05 06:36:03,514 - mmaction - INFO - Epoch [147][940/1345] lr: 1.000e-04, eta: 1:16:33, time: 0.964, data_time: 0.001, memory: 8233, loss_aux: 0.8621, top1_acc: 0.8203, top5_acc: 0.9359, loss_cls: 0.7190, loss: 1.5811, grad_norm: 15.2679 2021-12-05 06:36:22,783 - mmaction - INFO - Epoch [147][960/1345] lr: 1.000e-04, eta: 1:16:12, time: 0.964, data_time: 0.001, memory: 8233, loss_aux: 0.8432, top1_acc: 0.8211, top5_acc: 0.9297, loss_cls: 0.6841, loss: 1.5273, grad_norm: 14.4567 2021-12-05 06:36:42,036 - mmaction - INFO - Epoch [147][980/1345] lr: 1.000e-04, eta: 1:15:51, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8883, top1_acc: 0.8352, top5_acc: 0.9414, loss_cls: 0.6980, loss: 1.5863, grad_norm: 14.8317 2021-12-05 06:37:01,306 - mmaction - INFO - Epoch [147][1000/1345] lr: 1.000e-04, eta: 1:15:31, time: 0.964, data_time: 0.001, memory: 8233, loss_aux: 0.8560, top1_acc: 0.8297, top5_acc: 0.9469, loss_cls: 0.6854, loss: 1.5414, grad_norm: 14.7557 2021-12-05 06:37:20,586 - mmaction - INFO - Epoch [147][1020/1345] lr: 1.000e-04, eta: 1:15:10, time: 0.964, data_time: 0.001, memory: 8233, loss_aux: 0.8536, top1_acc: 0.8180, top5_acc: 0.9375, loss_cls: 0.7012, loss: 1.5547, grad_norm: 14.6200 2021-12-05 06:37:39,881 - mmaction - INFO - Epoch [147][1040/1345] lr: 1.000e-04, eta: 1:14:49, time: 0.965, data_time: 0.001, memory: 8233, loss_aux: 0.8538, top1_acc: 0.8273, top5_acc: 0.9383, loss_cls: 0.6890, loss: 1.5428, grad_norm: 14.3727 2021-12-05 06:37:59,140 - mmaction - INFO - Epoch [147][1060/1345] lr: 1.000e-04, eta: 1:14:28, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8513, top1_acc: 0.8250, top5_acc: 0.9437, loss_cls: 0.6954, loss: 1.5467, grad_norm: 15.5048 2021-12-05 06:38:18,428 - mmaction - INFO - Epoch [147][1080/1345] lr: 1.000e-04, eta: 1:14:08, time: 0.964, data_time: 0.001, memory: 8233, loss_aux: 0.8770, top1_acc: 0.8398, top5_acc: 0.9336, loss_cls: 0.6924, loss: 1.5695, grad_norm: 14.8520 2021-12-05 06:38:37,695 - mmaction - INFO - Epoch [147][1100/1345] lr: 1.000e-04, eta: 1:13:47, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8890, top1_acc: 0.8398, top5_acc: 0.9414, loss_cls: 0.6642, loss: 1.5532, grad_norm: 14.3273 2021-12-05 06:38:56,954 - mmaction - INFO - Epoch [147][1120/1345] lr: 1.000e-04, eta: 1:13:26, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8454, top1_acc: 0.8227, top5_acc: 0.9344, loss_cls: 0.7235, loss: 1.5689, grad_norm: 15.1334 2021-12-05 06:39:16,205 - mmaction - INFO - Epoch [147][1140/1345] lr: 1.000e-04, eta: 1:13:06, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8690, top1_acc: 0.8336, top5_acc: 0.9469, loss_cls: 0.6523, loss: 1.5213, grad_norm: 14.1132 2021-12-05 06:39:35,489 - mmaction - INFO - Epoch [147][1160/1345] lr: 1.000e-04, eta: 1:12:45, time: 0.964, data_time: 0.001, memory: 8233, loss_aux: 0.8543, top1_acc: 0.8438, top5_acc: 0.9500, loss_cls: 0.6452, loss: 1.4995, grad_norm: 14.6501 2021-12-05 06:39:54,724 - mmaction - INFO - Epoch [147][1180/1345] lr: 1.000e-04, eta: 1:12:24, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8799, top1_acc: 0.8273, top5_acc: 0.9398, loss_cls: 0.7185, loss: 1.5984, grad_norm: 15.1737 2021-12-05 06:40:13,994 - mmaction - INFO - Epoch [147][1200/1345] lr: 1.000e-04, eta: 1:12:03, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8662, top1_acc: 0.8367, top5_acc: 0.9328, loss_cls: 0.6651, loss: 1.5313, grad_norm: 14.1615 2021-12-05 06:40:33,277 - mmaction - INFO - Epoch [147][1220/1345] lr: 1.000e-04, eta: 1:11:43, time: 0.964, data_time: 0.001, memory: 8233, loss_aux: 0.8417, top1_acc: 0.8203, top5_acc: 0.9367, loss_cls: 0.7160, loss: 1.5577, grad_norm: 15.0552 2021-12-05 06:40:52,545 - mmaction - INFO - Epoch [147][1240/1345] lr: 1.000e-04, eta: 1:11:22, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8880, top1_acc: 0.8203, top5_acc: 0.9367, loss_cls: 0.7220, loss: 1.6100, grad_norm: 14.8542 2021-12-05 06:41:11,839 - mmaction - INFO - Epoch [147][1260/1345] lr: 1.000e-04, eta: 1:11:01, time: 0.965, data_time: 0.001, memory: 8233, loss_aux: 0.8657, top1_acc: 0.8375, top5_acc: 0.9461, loss_cls: 0.6618, loss: 1.5276, grad_norm: 14.5578 2021-12-05 06:41:31,112 - mmaction - INFO - Epoch [147][1280/1345] lr: 1.000e-04, eta: 1:10:40, time: 0.964, data_time: 0.001, memory: 8233, loss_aux: 0.8332, top1_acc: 0.8367, top5_acc: 0.9414, loss_cls: 0.6737, loss: 1.5069, grad_norm: 14.4612 2021-12-05 06:41:50,369 - mmaction - INFO - Epoch [147][1300/1345] lr: 1.000e-04, eta: 1:10:20, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8406, top1_acc: 0.8344, top5_acc: 0.9406, loss_cls: 0.6689, loss: 1.5095, grad_norm: 14.4432 2021-12-05 06:42:09,633 - mmaction - INFO - Epoch [147][1320/1345] lr: 1.000e-04, eta: 1:09:59, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8468, top1_acc: 0.8281, top5_acc: 0.9437, loss_cls: 0.6579, loss: 1.5046, grad_norm: 14.8179 2021-12-05 06:42:28,900 - mmaction - INFO - Epoch [147][1340/1345] lr: 1.000e-04, eta: 1:09:38, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8712, top1_acc: 0.8195, top5_acc: 0.9383, loss_cls: 0.7157, loss: 1.5868, grad_norm: 14.9755 2021-12-05 06:44:46,596 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-05 06:44:46,749 - mmaction - INFO - top1_acc 0.4854 top5_acc 0.7772 2021-12-05 06:44:46,749 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-05 06:44:46,759 - mmaction - INFO - mean_acc 0.4548 2021-12-05 06:44:46,761 - mmaction - INFO - Saving checkpoint at 147 epochs 2021-12-05 06:44:49,940 - mmaction - INFO - Epoch(val) [147][181] top1_acc: 0.4854, top5_acc: 0.7772, mean_class_accuracy: 0.4548 2021-12-05 06:46:56,381 - mmaction - INFO - Epoch [148][20/1345] lr: 1.000e-04, eta: 1:09:15, time: 6.321, data_time: 5.306, memory: 8233, loss_aux: 0.8715, top1_acc: 0.8250, top5_acc: 0.9328, loss_cls: 0.7119, loss: 1.5834, grad_norm: 14.9689 2021-12-05 06:47:15,498 - mmaction - INFO - Epoch [148][40/1345] lr: 1.000e-04, eta: 1:08:54, time: 0.956, data_time: 0.003, memory: 8233, loss_aux: 0.8883, top1_acc: 0.8281, top5_acc: 0.9492, loss_cls: 0.6806, loss: 1.5689, grad_norm: 14.5253 2021-12-05 06:47:34,643 - mmaction - INFO - Epoch [148][60/1345] lr: 1.000e-04, eta: 1:08:33, time: 0.957, data_time: 0.001, memory: 8233, loss_aux: 0.8690, top1_acc: 0.8156, top5_acc: 0.9391, loss_cls: 0.7276, loss: 1.5966, grad_norm: 14.9573 2021-12-05 06:47:53,809 - mmaction - INFO - Epoch [148][80/1345] lr: 1.000e-04, eta: 1:08:12, time: 0.958, data_time: 0.002, memory: 8233, loss_aux: 0.8447, top1_acc: 0.8422, top5_acc: 0.9352, loss_cls: 0.6925, loss: 1.5372, grad_norm: 14.3918 2021-12-05 06:48:13,049 - mmaction - INFO - Epoch [148][100/1345] lr: 1.000e-04, eta: 1:07:52, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8762, top1_acc: 0.8320, top5_acc: 0.9477, loss_cls: 0.6846, loss: 1.5608, grad_norm: 15.3736 2021-12-05 06:48:32,264 - mmaction - INFO - Epoch [148][120/1345] lr: 1.000e-04, eta: 1:07:31, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8495, top1_acc: 0.8445, top5_acc: 0.9563, loss_cls: 0.6123, loss: 1.4618, grad_norm: 14.1678 2021-12-05 06:48:51,513 - mmaction - INFO - Epoch [148][140/1345] lr: 1.000e-04, eta: 1:07:10, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8199, top1_acc: 0.8578, top5_acc: 0.9563, loss_cls: 0.5972, loss: 1.4171, grad_norm: 14.3682 2021-12-05 06:49:10,771 - mmaction - INFO - Epoch [148][160/1345] lr: 1.000e-04, eta: 1:06:49, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8700, top1_acc: 0.8289, top5_acc: 0.9422, loss_cls: 0.6732, loss: 1.5432, grad_norm: 14.6018 2021-12-05 06:49:30,003 - mmaction - INFO - Epoch [148][180/1345] lr: 1.000e-04, eta: 1:06:29, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8407, top1_acc: 0.8492, top5_acc: 0.9406, loss_cls: 0.6625, loss: 1.5032, grad_norm: 14.3760 2021-12-05 06:49:49,294 - mmaction - INFO - Epoch [148][200/1345] lr: 1.000e-04, eta: 1:06:08, time: 0.965, data_time: 0.001, memory: 8233, loss_aux: 0.8422, top1_acc: 0.8281, top5_acc: 0.9445, loss_cls: 0.6838, loss: 1.5260, grad_norm: 14.3376 2021-12-05 06:50:08,613 - mmaction - INFO - Epoch [148][220/1345] lr: 1.000e-04, eta: 1:05:47, time: 0.966, data_time: 0.001, memory: 8233, loss_aux: 0.8681, top1_acc: 0.8258, top5_acc: 0.9406, loss_cls: 0.6721, loss: 1.5402, grad_norm: 14.4737 2021-12-05 06:50:27,899 - mmaction - INFO - Epoch [148][240/1345] lr: 1.000e-04, eta: 1:05:27, time: 0.964, data_time: 0.001, memory: 8233, loss_aux: 0.8701, top1_acc: 0.8180, top5_acc: 0.9375, loss_cls: 0.7263, loss: 1.5963, grad_norm: 14.9937 2021-12-05 06:50:47,195 - mmaction - INFO - Epoch [148][260/1345] lr: 1.000e-04, eta: 1:05:06, time: 0.965, data_time: 0.001, memory: 8233, loss_aux: 0.8482, top1_acc: 0.8359, top5_acc: 0.9430, loss_cls: 0.6645, loss: 1.5127, grad_norm: 14.6900 2021-12-05 06:51:06,472 - mmaction - INFO - Epoch [148][280/1345] lr: 1.000e-04, eta: 1:04:45, time: 0.964, data_time: 0.001, memory: 8233, loss_aux: 0.8569, top1_acc: 0.8352, top5_acc: 0.9414, loss_cls: 0.6718, loss: 1.5287, grad_norm: 14.3489 2021-12-05 06:51:25,758 - mmaction - INFO - Epoch [148][300/1345] lr: 1.000e-04, eta: 1:04:24, time: 0.964, data_time: 0.001, memory: 8233, loss_aux: 0.8631, top1_acc: 0.8219, top5_acc: 0.9305, loss_cls: 0.7294, loss: 1.5925, grad_norm: 15.3023 2021-12-05 06:51:45,066 - mmaction - INFO - Epoch [148][320/1345] lr: 1.000e-04, eta: 1:04:04, time: 0.965, data_time: 0.001, memory: 8233, loss_aux: 0.8504, top1_acc: 0.8281, top5_acc: 0.9414, loss_cls: 0.6907, loss: 1.5411, grad_norm: 14.9390 2021-12-05 06:52:04,353 - mmaction - INFO - Epoch [148][340/1345] lr: 1.000e-04, eta: 1:03:43, time: 0.964, data_time: 0.001, memory: 8233, loss_aux: 0.8549, top1_acc: 0.8281, top5_acc: 0.9367, loss_cls: 0.6835, loss: 1.5384, grad_norm: 14.9631 2021-12-05 06:52:23,617 - mmaction - INFO - Epoch [148][360/1345] lr: 1.000e-04, eta: 1:03:22, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8335, top1_acc: 0.8273, top5_acc: 0.9422, loss_cls: 0.6754, loss: 1.5089, grad_norm: 14.9506 2021-12-05 06:52:42,906 - mmaction - INFO - Epoch [148][380/1345] lr: 1.000e-04, eta: 1:03:01, time: 0.964, data_time: 0.001, memory: 8233, loss_aux: 0.8957, top1_acc: 0.8281, top5_acc: 0.9367, loss_cls: 0.6980, loss: 1.5938, grad_norm: 14.8152 2021-12-05 06:53:02,191 - mmaction - INFO - Epoch [148][400/1345] lr: 1.000e-04, eta: 1:02:41, time: 0.964, data_time: 0.001, memory: 8233, loss_aux: 0.8758, top1_acc: 0.8172, top5_acc: 0.9367, loss_cls: 0.7603, loss: 1.6361, grad_norm: 15.7063 2021-12-05 06:53:21,476 - mmaction - INFO - Epoch [148][420/1345] lr: 1.000e-04, eta: 1:02:20, time: 0.964, data_time: 0.001, memory: 8233, loss_aux: 0.8217, top1_acc: 0.8336, top5_acc: 0.9391, loss_cls: 0.6617, loss: 1.4834, grad_norm: 14.0337 2021-12-05 06:53:40,768 - mmaction - INFO - Epoch [148][440/1345] lr: 1.000e-04, eta: 1:01:59, time: 0.965, data_time: 0.001, memory: 8233, loss_aux: 0.8475, top1_acc: 0.8359, top5_acc: 0.9422, loss_cls: 0.6813, loss: 1.5288, grad_norm: 14.8740 2021-12-05 06:54:00,055 - mmaction - INFO - Epoch [148][460/1345] lr: 1.000e-04, eta: 1:01:39, time: 0.964, data_time: 0.001, memory: 8233, loss_aux: 0.8843, top1_acc: 0.8234, top5_acc: 0.9391, loss_cls: 0.6989, loss: 1.5833, grad_norm: 14.7382 2021-12-05 06:54:19,344 - mmaction - INFO - Epoch [148][480/1345] lr: 1.000e-04, eta: 1:01:18, time: 0.964, data_time: 0.001, memory: 8233, loss_aux: 0.8758, top1_acc: 0.8297, top5_acc: 0.9375, loss_cls: 0.6906, loss: 1.5663, grad_norm: 14.6047 2021-12-05 06:54:38,627 - mmaction - INFO - Epoch [148][500/1345] lr: 1.000e-04, eta: 1:00:57, time: 0.964, data_time: 0.001, memory: 8233, loss_aux: 0.8807, top1_acc: 0.8273, top5_acc: 0.9336, loss_cls: 0.7083, loss: 1.5890, grad_norm: 14.5719 2021-12-05 06:54:57,921 - mmaction - INFO - Epoch [148][520/1345] lr: 1.000e-04, eta: 1:00:36, time: 0.965, data_time: 0.001, memory: 8233, loss_aux: 0.8329, top1_acc: 0.8336, top5_acc: 0.9437, loss_cls: 0.6655, loss: 1.4984, grad_norm: 14.3852 2021-12-05 06:55:17,185 - mmaction - INFO - Epoch [148][540/1345] lr: 1.000e-04, eta: 1:00:16, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8847, top1_acc: 0.8281, top5_acc: 0.9391, loss_cls: 0.7136, loss: 1.5983, grad_norm: 14.8058 2021-12-05 06:55:36,460 - mmaction - INFO - Epoch [148][560/1345] lr: 1.000e-04, eta: 0:59:55, time: 0.964, data_time: 0.001, memory: 8233, loss_aux: 0.8324, top1_acc: 0.8328, top5_acc: 0.9477, loss_cls: 0.6503, loss: 1.4828, grad_norm: 14.2290 2021-12-05 06:55:55,716 - mmaction - INFO - Epoch [148][580/1345] lr: 1.000e-04, eta: 0:59:34, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8757, top1_acc: 0.8391, top5_acc: 0.9437, loss_cls: 0.6686, loss: 1.5444, grad_norm: 15.2283 2021-12-05 06:56:14,999 - mmaction - INFO - Epoch [148][600/1345] lr: 1.000e-04, eta: 0:59:14, time: 0.964, data_time: 0.001, memory: 8233, loss_aux: 0.8627, top1_acc: 0.8180, top5_acc: 0.9430, loss_cls: 0.6868, loss: 1.5495, grad_norm: 15.1582 2021-12-05 06:56:34,267 - mmaction - INFO - Epoch [148][620/1345] lr: 1.000e-04, eta: 0:58:53, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8640, top1_acc: 0.8234, top5_acc: 0.9313, loss_cls: 0.7245, loss: 1.5885, grad_norm: 14.7387 2021-12-05 06:56:53,515 - mmaction - INFO - Epoch [148][640/1345] lr: 1.000e-04, eta: 0:58:32, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8206, top1_acc: 0.8438, top5_acc: 0.9437, loss_cls: 0.6705, loss: 1.4911, grad_norm: 14.2041 2021-12-05 06:57:12,783 - mmaction - INFO - Epoch [148][660/1345] lr: 1.000e-04, eta: 0:58:11, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8792, top1_acc: 0.8398, top5_acc: 0.9453, loss_cls: 0.6681, loss: 1.5473, grad_norm: 14.6712 2021-12-05 06:57:32,005 - mmaction - INFO - Epoch [148][680/1345] lr: 1.000e-04, eta: 0:57:51, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8383, top1_acc: 0.8414, top5_acc: 0.9445, loss_cls: 0.6243, loss: 1.4627, grad_norm: 14.3390 2021-12-05 06:57:51,223 - mmaction - INFO - Epoch [148][700/1345] lr: 1.000e-04, eta: 0:57:30, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8768, top1_acc: 0.8398, top5_acc: 0.9430, loss_cls: 0.6661, loss: 1.5429, grad_norm: 14.4083 2021-12-05 06:58:10,448 - mmaction - INFO - Epoch [148][720/1345] lr: 1.000e-04, eta: 0:57:09, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8774, top1_acc: 0.8289, top5_acc: 0.9430, loss_cls: 0.6858, loss: 1.5631, grad_norm: 15.1281 2021-12-05 06:58:29,652 - mmaction - INFO - Epoch [148][740/1345] lr: 1.000e-04, eta: 0:56:49, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8330, top1_acc: 0.8344, top5_acc: 0.9492, loss_cls: 0.6486, loss: 1.4816, grad_norm: 14.0501 2021-12-05 06:58:48,860 - mmaction - INFO - Epoch [148][760/1345] lr: 1.000e-04, eta: 0:56:28, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8594, top1_acc: 0.8352, top5_acc: 0.9469, loss_cls: 0.6635, loss: 1.5229, grad_norm: 14.9279 2021-12-05 06:59:08,064 - mmaction - INFO - Epoch [148][780/1345] lr: 1.000e-04, eta: 0:56:07, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8642, top1_acc: 0.8195, top5_acc: 0.9430, loss_cls: 0.6762, loss: 1.5404, grad_norm: 14.7015 2021-12-05 06:59:27,239 - mmaction - INFO - Epoch [148][800/1345] lr: 1.000e-04, eta: 0:55:46, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.8523, top1_acc: 0.8250, top5_acc: 0.9375, loss_cls: 0.6737, loss: 1.5261, grad_norm: 14.4424 2021-12-05 06:59:46,443 - mmaction - INFO - Epoch [148][820/1345] lr: 1.000e-04, eta: 0:55:26, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8326, top1_acc: 0.8445, top5_acc: 0.9531, loss_cls: 0.6333, loss: 1.4659, grad_norm: 14.4102 2021-12-05 07:00:05,658 - mmaction - INFO - Epoch [148][840/1345] lr: 1.000e-04, eta: 0:55:05, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8445, top1_acc: 0.8359, top5_acc: 0.9414, loss_cls: 0.6679, loss: 1.5123, grad_norm: 15.0661 2021-12-05 07:00:24,855 - mmaction - INFO - Epoch [148][860/1345] lr: 1.000e-04, eta: 0:54:44, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8690, top1_acc: 0.8258, top5_acc: 0.9359, loss_cls: 0.7246, loss: 1.5936, grad_norm: 15.1723 2021-12-05 07:00:44,090 - mmaction - INFO - Epoch [148][880/1345] lr: 1.000e-04, eta: 0:54:24, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8531, top1_acc: 0.8289, top5_acc: 0.9484, loss_cls: 0.6556, loss: 1.5087, grad_norm: 14.5474 2021-12-05 07:01:03,309 - mmaction - INFO - Epoch [148][900/1345] lr: 1.000e-04, eta: 0:54:03, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8446, top1_acc: 0.8203, top5_acc: 0.9469, loss_cls: 0.6938, loss: 1.5385, grad_norm: 14.9842 2021-12-05 07:01:22,505 - mmaction - INFO - Epoch [148][920/1345] lr: 1.000e-04, eta: 0:53:42, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8699, top1_acc: 0.8297, top5_acc: 0.9508, loss_cls: 0.6756, loss: 1.5455, grad_norm: 15.0797 2021-12-05 07:01:41,726 - mmaction - INFO - Epoch [148][940/1345] lr: 1.000e-04, eta: 0:53:21, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8551, top1_acc: 0.8281, top5_acc: 0.9492, loss_cls: 0.6534, loss: 1.5085, grad_norm: 14.4649 2021-12-05 07:02:00,919 - mmaction - INFO - Epoch [148][960/1345] lr: 1.000e-04, eta: 0:53:01, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8357, top1_acc: 0.8383, top5_acc: 0.9445, loss_cls: 0.6356, loss: 1.4713, grad_norm: 14.3209 2021-12-05 07:02:20,136 - mmaction - INFO - Epoch [148][980/1345] lr: 1.000e-04, eta: 0:52:40, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8562, top1_acc: 0.8500, top5_acc: 0.9461, loss_cls: 0.6479, loss: 1.5041, grad_norm: 14.3242 2021-12-05 07:02:39,307 - mmaction - INFO - Epoch [148][1000/1345] lr: 1.000e-04, eta: 0:52:19, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.9027, top1_acc: 0.8195, top5_acc: 0.9391, loss_cls: 0.7261, loss: 1.6288, grad_norm: 14.8172 2021-12-05 07:02:58,508 - mmaction - INFO - Epoch [148][1020/1345] lr: 1.000e-04, eta: 0:51:59, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8744, top1_acc: 0.8273, top5_acc: 0.9367, loss_cls: 0.6860, loss: 1.5604, grad_norm: 14.9097 2021-12-05 07:03:17,709 - mmaction - INFO - Epoch [148][1040/1345] lr: 1.000e-04, eta: 0:51:38, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8626, top1_acc: 0.8414, top5_acc: 0.9453, loss_cls: 0.6670, loss: 1.5296, grad_norm: 14.9125 2021-12-05 07:03:36,937 - mmaction - INFO - Epoch [148][1060/1345] lr: 1.000e-04, eta: 0:51:17, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8449, top1_acc: 0.8430, top5_acc: 0.9484, loss_cls: 0.6552, loss: 1.5001, grad_norm: 14.8720 2021-12-05 07:03:56,137 - mmaction - INFO - Epoch [148][1080/1345] lr: 1.000e-04, eta: 0:50:56, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8625, top1_acc: 0.8297, top5_acc: 0.9352, loss_cls: 0.6971, loss: 1.5596, grad_norm: 14.7236 2021-12-05 07:04:15,329 - mmaction - INFO - Epoch [148][1100/1345] lr: 1.000e-04, eta: 0:50:36, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8807, top1_acc: 0.8266, top5_acc: 0.9406, loss_cls: 0.7052, loss: 1.5859, grad_norm: 15.2083 2021-12-05 07:04:34,551 - mmaction - INFO - Epoch [148][1120/1345] lr: 1.000e-04, eta: 0:50:15, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8462, top1_acc: 0.8297, top5_acc: 0.9414, loss_cls: 0.6923, loss: 1.5385, grad_norm: 14.7339 2021-12-05 07:04:53,764 - mmaction - INFO - Epoch [148][1140/1345] lr: 1.000e-04, eta: 0:49:54, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8924, top1_acc: 0.8367, top5_acc: 0.9414, loss_cls: 0.7004, loss: 1.5928, grad_norm: 14.5367 2021-12-05 07:05:12,998 - mmaction - INFO - Epoch [148][1160/1345] lr: 1.000e-04, eta: 0:49:34, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8744, top1_acc: 0.8242, top5_acc: 0.9406, loss_cls: 0.6967, loss: 1.5711, grad_norm: 14.7411 2021-12-05 07:05:32,230 - mmaction - INFO - Epoch [148][1180/1345] lr: 1.000e-04, eta: 0:49:13, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8755, top1_acc: 0.8219, top5_acc: 0.9313, loss_cls: 0.7260, loss: 1.6015, grad_norm: 14.7318 2021-12-05 07:05:51,403 - mmaction - INFO - Epoch [148][1200/1345] lr: 1.000e-04, eta: 0:48:52, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.8856, top1_acc: 0.8211, top5_acc: 0.9383, loss_cls: 0.7237, loss: 1.6094, grad_norm: 14.8285 2021-12-05 07:06:10,629 - mmaction - INFO - Epoch [148][1220/1345] lr: 1.000e-04, eta: 0:48:31, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8653, top1_acc: 0.8258, top5_acc: 0.9398, loss_cls: 0.6969, loss: 1.5622, grad_norm: 15.3924 2021-12-05 07:06:29,819 - mmaction - INFO - Epoch [148][1240/1345] lr: 1.000e-04, eta: 0:48:11, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.8594, top1_acc: 0.8086, top5_acc: 0.9398, loss_cls: 0.7072, loss: 1.5666, grad_norm: 15.3394 2021-12-05 07:06:49,056 - mmaction - INFO - Epoch [148][1260/1345] lr: 1.000e-04, eta: 0:47:50, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8815, top1_acc: 0.8242, top5_acc: 0.9336, loss_cls: 0.7202, loss: 1.6017, grad_norm: 15.0547 2021-12-05 07:07:08,252 - mmaction - INFO - Epoch [148][1280/1345] lr: 1.000e-04, eta: 0:47:29, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8700, top1_acc: 0.8125, top5_acc: 0.9352, loss_cls: 0.7447, loss: 1.6147, grad_norm: 15.7932 2021-12-05 07:07:27,454 - mmaction - INFO - Epoch [148][1300/1345] lr: 1.000e-04, eta: 0:47:09, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8548, top1_acc: 0.8187, top5_acc: 0.9461, loss_cls: 0.6828, loss: 1.5376, grad_norm: 15.1674 2021-12-05 07:07:46,687 - mmaction - INFO - Epoch [148][1320/1345] lr: 1.000e-04, eta: 0:46:48, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8370, top1_acc: 0.8266, top5_acc: 0.9437, loss_cls: 0.6890, loss: 1.5260, grad_norm: 15.2363 2021-12-05 07:08:05,932 - mmaction - INFO - Epoch [148][1340/1345] lr: 1.000e-04, eta: 0:46:27, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8304, top1_acc: 0.8375, top5_acc: 0.9508, loss_cls: 0.6165, loss: 1.4469, grad_norm: 14.3577 2021-12-05 07:10:22,890 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-05 07:10:23,060 - mmaction - INFO - top1_acc 0.4892 top5_acc 0.7796 2021-12-05 07:10:23,061 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-05 07:10:23,071 - mmaction - INFO - mean_acc 0.4546 2021-12-05 07:10:23,073 - mmaction - INFO - Saving checkpoint at 148 epochs 2021-12-05 07:10:26,423 - mmaction - INFO - Epoch(val) [148][181] top1_acc: 0.4892, top5_acc: 0.7796, mean_class_accuracy: 0.4546 2021-12-05 07:12:35,279 - mmaction - INFO - Epoch [149][20/1345] lr: 1.000e-04, eta: 0:46:03, time: 6.442, data_time: 5.469, memory: 8233, loss_aux: 0.8550, top1_acc: 0.8445, top5_acc: 0.9422, loss_cls: 0.6462, loss: 1.5012, grad_norm: 14.0974 2021-12-05 07:12:54,386 - mmaction - INFO - Epoch [149][40/1345] lr: 1.000e-04, eta: 0:45:42, time: 0.955, data_time: 0.003, memory: 8233, loss_aux: 0.8897, top1_acc: 0.8250, top5_acc: 0.9484, loss_cls: 0.6700, loss: 1.5598, grad_norm: 14.9998 2021-12-05 07:13:13,486 - mmaction - INFO - Epoch [149][60/1345] lr: 1.000e-04, eta: 0:45:21, time: 0.955, data_time: 0.002, memory: 8233, loss_aux: 0.8731, top1_acc: 0.8320, top5_acc: 0.9344, loss_cls: 0.6930, loss: 1.5661, grad_norm: 14.8969 2021-12-05 07:13:32,627 - mmaction - INFO - Epoch [149][80/1345] lr: 1.000e-04, eta: 0:45:01, time: 0.957, data_time: 0.002, memory: 8233, loss_aux: 0.8341, top1_acc: 0.8391, top5_acc: 0.9523, loss_cls: 0.6623, loss: 1.4964, grad_norm: 14.6915 2021-12-05 07:13:51,790 - mmaction - INFO - Epoch [149][100/1345] lr: 1.000e-04, eta: 0:44:40, time: 0.958, data_time: 0.001, memory: 8233, loss_aux: 0.8636, top1_acc: 0.8336, top5_acc: 0.9367, loss_cls: 0.7118, loss: 1.5753, grad_norm: 14.4562 2021-12-05 07:14:10,989 - mmaction - INFO - Epoch [149][120/1345] lr: 1.000e-04, eta: 0:44:19, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8770, top1_acc: 0.8281, top5_acc: 0.9414, loss_cls: 0.6809, loss: 1.5579, grad_norm: 15.5660 2021-12-05 07:14:30,163 - mmaction - INFO - Epoch [149][140/1345] lr: 1.000e-04, eta: 0:43:58, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.8187, top1_acc: 0.8430, top5_acc: 0.9461, loss_cls: 0.6447, loss: 1.4633, grad_norm: 14.5063 2021-12-05 07:14:49,355 - mmaction - INFO - Epoch [149][160/1345] lr: 1.000e-04, eta: 0:43:38, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8739, top1_acc: 0.8266, top5_acc: 0.9391, loss_cls: 0.7249, loss: 1.5988, grad_norm: 15.8786 2021-12-05 07:15:08,587 - mmaction - INFO - Epoch [149][180/1345] lr: 1.000e-04, eta: 0:43:17, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8691, top1_acc: 0.8164, top5_acc: 0.9430, loss_cls: 0.7005, loss: 1.5697, grad_norm: 15.0728 2021-12-05 07:15:27,832 - mmaction - INFO - Epoch [149][200/1345] lr: 1.000e-04, eta: 0:42:56, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8451, top1_acc: 0.8305, top5_acc: 0.9414, loss_cls: 0.6644, loss: 1.5095, grad_norm: 14.6822 2021-12-05 07:15:47,057 - mmaction - INFO - Epoch [149][220/1345] lr: 1.000e-04, eta: 0:42:36, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8374, top1_acc: 0.8258, top5_acc: 0.9398, loss_cls: 0.6851, loss: 1.5226, grad_norm: 14.9850 2021-12-05 07:16:06,326 - mmaction - INFO - Epoch [149][240/1345] lr: 1.000e-04, eta: 0:42:15, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.9037, top1_acc: 0.8359, top5_acc: 0.9523, loss_cls: 0.6745, loss: 1.5782, grad_norm: 14.9964 2021-12-05 07:16:25,554 - mmaction - INFO - Epoch [149][260/1345] lr: 1.000e-04, eta: 0:41:54, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8778, top1_acc: 0.8297, top5_acc: 0.9414, loss_cls: 0.6847, loss: 1.5625, grad_norm: 15.0020 2021-12-05 07:16:44,810 - mmaction - INFO - Epoch [149][280/1345] lr: 1.000e-04, eta: 0:41:33, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8760, top1_acc: 0.8289, top5_acc: 0.9289, loss_cls: 0.7202, loss: 1.5961, grad_norm: 15.0676 2021-12-05 07:17:04,033 - mmaction - INFO - Epoch [149][300/1345] lr: 1.000e-04, eta: 0:41:13, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8539, top1_acc: 0.8391, top5_acc: 0.9336, loss_cls: 0.6886, loss: 1.5426, grad_norm: 14.6366 2021-12-05 07:17:23,308 - mmaction - INFO - Epoch [149][320/1345] lr: 1.000e-04, eta: 0:40:52, time: 0.964, data_time: 0.001, memory: 8233, loss_aux: 0.9075, top1_acc: 0.8273, top5_acc: 0.9469, loss_cls: 0.6792, loss: 1.5867, grad_norm: 15.3775 2021-12-05 07:17:42,553 - mmaction - INFO - Epoch [149][340/1345] lr: 1.000e-04, eta: 0:40:31, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8465, top1_acc: 0.8281, top5_acc: 0.9445, loss_cls: 0.6780, loss: 1.5245, grad_norm: 15.1222 2021-12-05 07:18:01,774 - mmaction - INFO - Epoch [149][360/1345] lr: 1.000e-04, eta: 0:40:11, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8885, top1_acc: 0.8273, top5_acc: 0.9437, loss_cls: 0.6970, loss: 1.5855, grad_norm: 14.9909 2021-12-05 07:18:21,038 - mmaction - INFO - Epoch [149][380/1345] lr: 1.000e-04, eta: 0:39:50, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8620, top1_acc: 0.8344, top5_acc: 0.9383, loss_cls: 0.7135, loss: 1.5755, grad_norm: 15.2589 2021-12-05 07:18:40,300 - mmaction - INFO - Epoch [149][400/1345] lr: 1.000e-04, eta: 0:39:29, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8715, top1_acc: 0.8313, top5_acc: 0.9422, loss_cls: 0.6932, loss: 1.5647, grad_norm: 15.0664 2021-12-05 07:18:59,539 - mmaction - INFO - Epoch [149][420/1345] lr: 1.000e-04, eta: 0:39:08, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8551, top1_acc: 0.8367, top5_acc: 0.9437, loss_cls: 0.6957, loss: 1.5508, grad_norm: 15.2160 2021-12-05 07:19:18,782 - mmaction - INFO - Epoch [149][440/1345] lr: 1.000e-04, eta: 0:38:48, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8629, top1_acc: 0.8367, top5_acc: 0.9344, loss_cls: 0.7069, loss: 1.5699, grad_norm: 14.8089 2021-12-05 07:19:38,029 - mmaction - INFO - Epoch [149][460/1345] lr: 1.000e-04, eta: 0:38:27, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8068, top1_acc: 0.8578, top5_acc: 0.9539, loss_cls: 0.5834, loss: 1.3902, grad_norm: 13.9809 2021-12-05 07:19:57,267 - mmaction - INFO - Epoch [149][480/1345] lr: 1.000e-04, eta: 0:38:06, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8628, top1_acc: 0.8187, top5_acc: 0.9352, loss_cls: 0.7054, loss: 1.5683, grad_norm: 14.6624 2021-12-05 07:20:16,498 - mmaction - INFO - Epoch [149][500/1345] lr: 1.000e-04, eta: 0:37:46, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8445, top1_acc: 0.8305, top5_acc: 0.9422, loss_cls: 0.6783, loss: 1.5228, grad_norm: 14.6105 2021-12-05 07:20:35,748 - mmaction - INFO - Epoch [149][520/1345] lr: 1.000e-04, eta: 0:37:25, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8631, top1_acc: 0.8359, top5_acc: 0.9367, loss_cls: 0.6823, loss: 1.5454, grad_norm: 14.6652 2021-12-05 07:20:54,968 - mmaction - INFO - Epoch [149][540/1345] lr: 1.000e-04, eta: 0:37:04, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8450, top1_acc: 0.8406, top5_acc: 0.9414, loss_cls: 0.6444, loss: 1.4895, grad_norm: 14.6266 2021-12-05 07:21:14,187 - mmaction - INFO - Epoch [149][560/1345] lr: 1.000e-04, eta: 0:36:43, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8427, top1_acc: 0.8367, top5_acc: 0.9516, loss_cls: 0.6557, loss: 1.4984, grad_norm: 15.0639 2021-12-05 07:21:33,406 - mmaction - INFO - Epoch [149][580/1345] lr: 1.000e-04, eta: 0:36:23, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8588, top1_acc: 0.8367, top5_acc: 0.9430, loss_cls: 0.6727, loss: 1.5315, grad_norm: 14.6205 2021-12-05 07:21:52,614 - mmaction - INFO - Epoch [149][600/1345] lr: 1.000e-04, eta: 0:36:02, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8523, top1_acc: 0.8281, top5_acc: 0.9469, loss_cls: 0.6735, loss: 1.5258, grad_norm: 15.0574 2021-12-05 07:22:11,841 - mmaction - INFO - Epoch [149][620/1345] lr: 1.000e-04, eta: 0:35:41, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8518, top1_acc: 0.8352, top5_acc: 0.9453, loss_cls: 0.6643, loss: 1.5162, grad_norm: 14.2687 2021-12-05 07:22:31,077 - mmaction - INFO - Epoch [149][640/1345] lr: 1.000e-04, eta: 0:35:21, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8493, top1_acc: 0.8359, top5_acc: 0.9484, loss_cls: 0.6657, loss: 1.5151, grad_norm: 14.3183 2021-12-05 07:22:50,320 - mmaction - INFO - Epoch [149][660/1345] lr: 1.000e-04, eta: 0:35:00, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8560, top1_acc: 0.8375, top5_acc: 0.9422, loss_cls: 0.6523, loss: 1.5083, grad_norm: 14.5470 2021-12-05 07:23:09,543 - mmaction - INFO - Epoch [149][680/1345] lr: 1.000e-04, eta: 0:34:39, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8864, top1_acc: 0.8211, top5_acc: 0.9367, loss_cls: 0.7029, loss: 1.5894, grad_norm: 15.1883 2021-12-05 07:23:28,768 - mmaction - INFO - Epoch [149][700/1345] lr: 1.000e-04, eta: 0:34:18, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8170, top1_acc: 0.8383, top5_acc: 0.9492, loss_cls: 0.6372, loss: 1.4541, grad_norm: 14.6452 2021-12-05 07:23:47,966 - mmaction - INFO - Epoch [149][720/1345] lr: 1.000e-04, eta: 0:33:58, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8827, top1_acc: 0.8156, top5_acc: 0.9359, loss_cls: 0.7374, loss: 1.6201, grad_norm: 15.7430 2021-12-05 07:24:07,162 - mmaction - INFO - Epoch [149][740/1345] lr: 1.000e-04, eta: 0:33:37, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8317, top1_acc: 0.8289, top5_acc: 0.9445, loss_cls: 0.6611, loss: 1.4928, grad_norm: 14.5731 2021-12-05 07:24:26,390 - mmaction - INFO - Epoch [149][760/1345] lr: 1.000e-04, eta: 0:33:16, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8978, top1_acc: 0.8219, top5_acc: 0.9375, loss_cls: 0.7126, loss: 1.6104, grad_norm: 15.4131 2021-12-05 07:24:45,589 - mmaction - INFO - Epoch [149][780/1345] lr: 1.000e-04, eta: 0:32:56, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8688, top1_acc: 0.8219, top5_acc: 0.9437, loss_cls: 0.6924, loss: 1.5613, grad_norm: 14.8632 2021-12-05 07:25:04,816 - mmaction - INFO - Epoch [149][800/1345] lr: 1.000e-04, eta: 0:32:35, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8722, top1_acc: 0.8289, top5_acc: 0.9398, loss_cls: 0.6960, loss: 1.5682, grad_norm: 14.7755 2021-12-05 07:25:24,061 - mmaction - INFO - Epoch [149][820/1345] lr: 1.000e-04, eta: 0:32:14, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8462, top1_acc: 0.8352, top5_acc: 0.9516, loss_cls: 0.6664, loss: 1.5126, grad_norm: 14.8659 2021-12-05 07:25:43,301 - mmaction - INFO - Epoch [149][840/1345] lr: 1.000e-04, eta: 0:31:54, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8751, top1_acc: 0.8219, top5_acc: 0.9281, loss_cls: 0.7136, loss: 1.5886, grad_norm: 14.2774 2021-12-05 07:26:02,526 - mmaction - INFO - Epoch [149][860/1345] lr: 1.000e-04, eta: 0:31:33, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8422, top1_acc: 0.8508, top5_acc: 0.9406, loss_cls: 0.6358, loss: 1.4779, grad_norm: 14.0890 2021-12-05 07:26:21,781 - mmaction - INFO - Epoch [149][880/1345] lr: 1.000e-04, eta: 0:31:12, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8428, top1_acc: 0.8328, top5_acc: 0.9461, loss_cls: 0.6538, loss: 1.4966, grad_norm: 14.4881 2021-12-05 07:26:40,999 - mmaction - INFO - Epoch [149][900/1345] lr: 1.000e-04, eta: 0:30:51, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8556, top1_acc: 0.8445, top5_acc: 0.9398, loss_cls: 0.6479, loss: 1.5035, grad_norm: 14.5859 2021-12-05 07:27:00,227 - mmaction - INFO - Epoch [149][920/1345] lr: 1.000e-04, eta: 0:30:31, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8294, top1_acc: 0.8297, top5_acc: 0.9406, loss_cls: 0.6520, loss: 1.4814, grad_norm: 14.2667 2021-12-05 07:27:19,475 - mmaction - INFO - Epoch [149][940/1345] lr: 1.000e-04, eta: 0:30:10, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8489, top1_acc: 0.8266, top5_acc: 0.9437, loss_cls: 0.6810, loss: 1.5299, grad_norm: 15.4681 2021-12-05 07:27:38,664 - mmaction - INFO - Epoch [149][960/1345] lr: 1.000e-04, eta: 0:29:49, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8832, top1_acc: 0.8227, top5_acc: 0.9336, loss_cls: 0.7275, loss: 1.6107, grad_norm: 15.1235 2021-12-05 07:27:57,856 - mmaction - INFO - Epoch [149][980/1345] lr: 1.000e-04, eta: 0:29:29, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8499, top1_acc: 0.8398, top5_acc: 0.9461, loss_cls: 0.6518, loss: 1.5017, grad_norm: 14.6846 2021-12-05 07:28:17,051 - mmaction - INFO - Epoch [149][1000/1345] lr: 1.000e-04, eta: 0:29:08, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8462, top1_acc: 0.8297, top5_acc: 0.9437, loss_cls: 0.6748, loss: 1.5210, grad_norm: 14.5039 2021-12-05 07:28:36,241 - mmaction - INFO - Epoch [149][1020/1345] lr: 1.000e-04, eta: 0:28:47, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8719, top1_acc: 0.8414, top5_acc: 0.9477, loss_cls: 0.6398, loss: 1.5116, grad_norm: 14.6996 2021-12-05 07:28:55,470 - mmaction - INFO - Epoch [149][1040/1345] lr: 1.000e-04, eta: 0:28:26, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8053, top1_acc: 0.8445, top5_acc: 0.9563, loss_cls: 0.5848, loss: 1.3902, grad_norm: 13.7153 2021-12-05 07:29:14,688 - mmaction - INFO - Epoch [149][1060/1345] lr: 1.000e-04, eta: 0:28:06, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8556, top1_acc: 0.8273, top5_acc: 0.9391, loss_cls: 0.6909, loss: 1.5465, grad_norm: 14.6775 2021-12-05 07:29:33,895 - mmaction - INFO - Epoch [149][1080/1345] lr: 1.000e-04, eta: 0:27:45, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8417, top1_acc: 0.8336, top5_acc: 0.9461, loss_cls: 0.6577, loss: 1.4995, grad_norm: 14.4089 2021-12-05 07:29:53,131 - mmaction - INFO - Epoch [149][1100/1345] lr: 1.000e-04, eta: 0:27:24, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8892, top1_acc: 0.8289, top5_acc: 0.9375, loss_cls: 0.7136, loss: 1.6028, grad_norm: 15.1074 2021-12-05 07:30:12,374 - mmaction - INFO - Epoch [149][1120/1345] lr: 1.000e-04, eta: 0:27:04, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8817, top1_acc: 0.8141, top5_acc: 0.9453, loss_cls: 0.6891, loss: 1.5709, grad_norm: 15.0023 2021-12-05 07:30:31,597 - mmaction - INFO - Epoch [149][1140/1345] lr: 1.000e-04, eta: 0:26:43, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8658, top1_acc: 0.8219, top5_acc: 0.9281, loss_cls: 0.7137, loss: 1.5794, grad_norm: 14.5615 2021-12-05 07:30:50,788 - mmaction - INFO - Epoch [149][1160/1345] lr: 1.000e-04, eta: 0:26:22, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8273, top1_acc: 0.8461, top5_acc: 0.9461, loss_cls: 0.6218, loss: 1.4491, grad_norm: 14.3288 2021-12-05 07:31:09,989 - mmaction - INFO - Epoch [149][1180/1345] lr: 1.000e-04, eta: 0:26:02, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8791, top1_acc: 0.8250, top5_acc: 0.9414, loss_cls: 0.6956, loss: 1.5748, grad_norm: 14.9628 2021-12-05 07:31:29,193 - mmaction - INFO - Epoch [149][1200/1345] lr: 1.000e-04, eta: 0:25:41, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8867, top1_acc: 0.8422, top5_acc: 0.9414, loss_cls: 0.6536, loss: 1.5403, grad_norm: 14.5165 2021-12-05 07:31:48,421 - mmaction - INFO - Epoch [149][1220/1345] lr: 1.000e-04, eta: 0:25:20, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8548, top1_acc: 0.8281, top5_acc: 0.9430, loss_cls: 0.6716, loss: 1.5265, grad_norm: 14.8313 2021-12-05 07:32:07,636 - mmaction - INFO - Epoch [149][1240/1345] lr: 1.000e-04, eta: 0:24:59, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8400, top1_acc: 0.8453, top5_acc: 0.9453, loss_cls: 0.6419, loss: 1.4819, grad_norm: 14.7594 2021-12-05 07:32:26,900 - mmaction - INFO - Epoch [149][1260/1345] lr: 1.000e-04, eta: 0:24:39, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8707, top1_acc: 0.8398, top5_acc: 0.9422, loss_cls: 0.6571, loss: 1.5278, grad_norm: 14.6258 2021-12-05 07:32:46,151 - mmaction - INFO - Epoch [149][1280/1345] lr: 1.000e-04, eta: 0:24:18, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8983, top1_acc: 0.8203, top5_acc: 0.9367, loss_cls: 0.7208, loss: 1.6191, grad_norm: 15.4233 2021-12-05 07:33:05,361 - mmaction - INFO - Epoch [149][1300/1345] lr: 1.000e-04, eta: 0:23:57, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8843, top1_acc: 0.8148, top5_acc: 0.9352, loss_cls: 0.7237, loss: 1.6079, grad_norm: 15.0939 2021-12-05 07:33:24,589 - mmaction - INFO - Epoch [149][1320/1345] lr: 1.000e-04, eta: 0:23:37, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8570, top1_acc: 0.8219, top5_acc: 0.9406, loss_cls: 0.6801, loss: 1.5371, grad_norm: 15.0592 2021-12-05 07:33:43,832 - mmaction - INFO - Epoch [149][1340/1345] lr: 1.000e-04, eta: 0:23:16, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8525, top1_acc: 0.8383, top5_acc: 0.9453, loss_cls: 0.6632, loss: 1.5156, grad_norm: 14.8679 2021-12-05 07:36:00,655 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-05 07:36:00,810 - mmaction - INFO - top1_acc 0.4877 top5_acc 0.7787 2021-12-05 07:36:00,810 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-05 07:36:00,819 - mmaction - INFO - mean_acc 0.4558 2021-12-05 07:36:00,821 - mmaction - INFO - Saving checkpoint at 149 epochs 2021-12-05 07:36:04,235 - mmaction - INFO - Epoch(val) [149][181] top1_acc: 0.4877, top5_acc: 0.7787, mean_class_accuracy: 0.4558 2021-12-05 07:38:14,235 - mmaction - INFO - Epoch [150][20/1345] lr: 1.000e-04, eta: 0:22:51, time: 6.499, data_time: 5.493, memory: 8233, loss_aux: 0.8485, top1_acc: 0.8406, top5_acc: 0.9414, loss_cls: 0.6617, loss: 1.5102, grad_norm: 14.3218 2021-12-05 07:38:33,326 - mmaction - INFO - Epoch [150][40/1345] lr: 1.000e-04, eta: 0:22:30, time: 0.955, data_time: 0.003, memory: 8233, loss_aux: 0.8547, top1_acc: 0.8453, top5_acc: 0.9477, loss_cls: 0.6363, loss: 1.4910, grad_norm: 14.2765 2021-12-05 07:38:52,421 - mmaction - INFO - Epoch [150][60/1345] lr: 1.000e-04, eta: 0:22:09, time: 0.955, data_time: 0.002, memory: 8233, loss_aux: 0.8387, top1_acc: 0.8367, top5_acc: 0.9375, loss_cls: 0.6731, loss: 1.5118, grad_norm: 14.6873 2021-12-05 07:39:11,551 - mmaction - INFO - Epoch [150][80/1345] lr: 1.000e-04, eta: 0:21:49, time: 0.957, data_time: 0.002, memory: 8233, loss_aux: 0.8713, top1_acc: 0.8219, top5_acc: 0.9469, loss_cls: 0.6860, loss: 1.5573, grad_norm: 14.9163 2021-12-05 07:39:30,750 - mmaction - INFO - Epoch [150][100/1345] lr: 1.000e-04, eta: 0:21:28, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8645, top1_acc: 0.8320, top5_acc: 0.9383, loss_cls: 0.6683, loss: 1.5328, grad_norm: 14.5000 2021-12-05 07:39:49,890 - mmaction - INFO - Epoch [150][120/1345] lr: 1.000e-04, eta: 0:21:07, time: 0.957, data_time: 0.001, memory: 8233, loss_aux: 0.8305, top1_acc: 0.8477, top5_acc: 0.9484, loss_cls: 0.6258, loss: 1.4563, grad_norm: 14.0387 2021-12-05 07:40:09,070 - mmaction - INFO - Epoch [150][140/1345] lr: 1.000e-04, eta: 0:20:47, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.8622, top1_acc: 0.8242, top5_acc: 0.9406, loss_cls: 0.6869, loss: 1.5491, grad_norm: 14.8659 2021-12-05 07:40:28,236 - mmaction - INFO - Epoch [150][160/1345] lr: 1.000e-04, eta: 0:20:26, time: 0.958, data_time: 0.001, memory: 8233, loss_aux: 0.8779, top1_acc: 0.8344, top5_acc: 0.9406, loss_cls: 0.6782, loss: 1.5561, grad_norm: 14.6109 2021-12-05 07:40:47,400 - mmaction - INFO - Epoch [150][180/1345] lr: 1.000e-04, eta: 0:20:05, time: 0.958, data_time: 0.001, memory: 8233, loss_aux: 0.8483, top1_acc: 0.8430, top5_acc: 0.9484, loss_cls: 0.6532, loss: 1.5015, grad_norm: 14.5162 2021-12-05 07:41:06,539 - mmaction - INFO - Epoch [150][200/1345] lr: 1.000e-04, eta: 0:19:44, time: 0.957, data_time: 0.001, memory: 8233, loss_aux: 0.8742, top1_acc: 0.8258, top5_acc: 0.9406, loss_cls: 0.7167, loss: 1.5908, grad_norm: 15.1615 2021-12-05 07:41:25,705 - mmaction - INFO - Epoch [150][220/1345] lr: 1.000e-04, eta: 0:19:24, time: 0.958, data_time: 0.001, memory: 8233, loss_aux: 0.8552, top1_acc: 0.8406, top5_acc: 0.9437, loss_cls: 0.6380, loss: 1.4932, grad_norm: 14.2607 2021-12-05 07:41:44,897 - mmaction - INFO - Epoch [150][240/1345] lr: 1.000e-04, eta: 0:19:03, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.8378, top1_acc: 0.8500, top5_acc: 0.9547, loss_cls: 0.6262, loss: 1.4640, grad_norm: 14.7109 2021-12-05 07:42:04,079 - mmaction - INFO - Epoch [150][260/1345] lr: 1.000e-04, eta: 0:18:42, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.8887, top1_acc: 0.8227, top5_acc: 0.9344, loss_cls: 0.7288, loss: 1.6175, grad_norm: 15.1717 2021-12-05 07:42:23,255 - mmaction - INFO - Epoch [150][280/1345] lr: 1.000e-04, eta: 0:18:22, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.8592, top1_acc: 0.8289, top5_acc: 0.9359, loss_cls: 0.7016, loss: 1.5607, grad_norm: 15.0803 2021-12-05 07:42:42,485 - mmaction - INFO - Epoch [150][300/1345] lr: 1.000e-04, eta: 0:18:01, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8570, top1_acc: 0.8141, top5_acc: 0.9336, loss_cls: 0.7205, loss: 1.5776, grad_norm: 14.7554 2021-12-05 07:43:01,690 - mmaction - INFO - Epoch [150][320/1345] lr: 1.000e-04, eta: 0:17:40, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8759, top1_acc: 0.8055, top5_acc: 0.9398, loss_cls: 0.7420, loss: 1.6178, grad_norm: 15.7004 2021-12-05 07:43:20,930 - mmaction - INFO - Epoch [150][340/1345] lr: 1.000e-04, eta: 0:17:19, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8903, top1_acc: 0.8148, top5_acc: 0.9406, loss_cls: 0.7276, loss: 1.6180, grad_norm: 15.4594 2021-12-05 07:43:40,109 - mmaction - INFO - Epoch [150][360/1345] lr: 1.000e-04, eta: 0:16:59, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.8934, top1_acc: 0.8109, top5_acc: 0.9273, loss_cls: 0.7620, loss: 1.6554, grad_norm: 15.1961 2021-12-05 07:43:59,324 - mmaction - INFO - Epoch [150][380/1345] lr: 1.000e-04, eta: 0:16:38, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8656, top1_acc: 0.8508, top5_acc: 0.9484, loss_cls: 0.6495, loss: 1.5151, grad_norm: 14.3710 2021-12-05 07:44:18,537 - mmaction - INFO - Epoch [150][400/1345] lr: 1.000e-04, eta: 0:16:17, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8590, top1_acc: 0.8180, top5_acc: 0.9414, loss_cls: 0.7071, loss: 1.5662, grad_norm: 15.0953 2021-12-05 07:44:37,723 - mmaction - INFO - Epoch [150][420/1345] lr: 1.000e-04, eta: 0:15:57, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.8411, top1_acc: 0.8297, top5_acc: 0.9445, loss_cls: 0.6766, loss: 1.5177, grad_norm: 14.9169 2021-12-05 07:44:56,934 - mmaction - INFO - Epoch [150][440/1345] lr: 1.000e-04, eta: 0:15:36, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8389, top1_acc: 0.8297, top5_acc: 0.9422, loss_cls: 0.6722, loss: 1.5111, grad_norm: 14.7058 2021-12-05 07:45:16,118 - mmaction - INFO - Epoch [150][460/1345] lr: 1.000e-04, eta: 0:15:15, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.8272, top1_acc: 0.8492, top5_acc: 0.9539, loss_cls: 0.6292, loss: 1.4564, grad_norm: 14.7204 2021-12-05 07:45:35,337 - mmaction - INFO - Epoch [150][480/1345] lr: 1.000e-04, eta: 0:14:55, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8628, top1_acc: 0.8328, top5_acc: 0.9477, loss_cls: 0.6576, loss: 1.5205, grad_norm: 14.8811 2021-12-05 07:45:54,564 - mmaction - INFO - Epoch [150][500/1345] lr: 1.000e-04, eta: 0:14:34, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8648, top1_acc: 0.8445, top5_acc: 0.9492, loss_cls: 0.6779, loss: 1.5427, grad_norm: 14.7290 2021-12-05 07:46:13,773 - mmaction - INFO - Epoch [150][520/1345] lr: 1.000e-04, eta: 0:14:13, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8681, top1_acc: 0.8477, top5_acc: 0.9430, loss_cls: 0.6653, loss: 1.5334, grad_norm: 14.7409 2021-12-05 07:46:32,997 - mmaction - INFO - Epoch [150][540/1345] lr: 1.000e-04, eta: 0:13:52, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8983, top1_acc: 0.8336, top5_acc: 0.9391, loss_cls: 0.6659, loss: 1.5642, grad_norm: 15.0553 2021-12-05 07:46:52,216 - mmaction - INFO - Epoch [150][560/1345] lr: 1.000e-04, eta: 0:13:32, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8552, top1_acc: 0.8398, top5_acc: 0.9398, loss_cls: 0.6518, loss: 1.5070, grad_norm: 14.2280 2021-12-05 07:47:11,432 - mmaction - INFO - Epoch [150][580/1345] lr: 1.000e-04, eta: 0:13:11, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8566, top1_acc: 0.8313, top5_acc: 0.9461, loss_cls: 0.6880, loss: 1.5446, grad_norm: 15.1022 2021-12-05 07:47:30,647 - mmaction - INFO - Epoch [150][600/1345] lr: 1.000e-04, eta: 0:12:50, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8579, top1_acc: 0.8289, top5_acc: 0.9461, loss_cls: 0.6830, loss: 1.5409, grad_norm: 14.7973 2021-12-05 07:47:49,867 - mmaction - INFO - Epoch [150][620/1345] lr: 1.000e-04, eta: 0:12:30, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8487, top1_acc: 0.8398, top5_acc: 0.9437, loss_cls: 0.6372, loss: 1.4859, grad_norm: 14.5879 2021-12-05 07:48:09,061 - mmaction - INFO - Epoch [150][640/1345] lr: 1.000e-04, eta: 0:12:09, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8544, top1_acc: 0.8313, top5_acc: 0.9469, loss_cls: 0.6637, loss: 1.5181, grad_norm: 14.7529 2021-12-05 07:48:28,272 - mmaction - INFO - Epoch [150][660/1345] lr: 1.000e-04, eta: 0:11:48, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8467, top1_acc: 0.8477, top5_acc: 0.9328, loss_cls: 0.6685, loss: 1.5153, grad_norm: 14.2034 2021-12-05 07:48:47,458 - mmaction - INFO - Epoch [150][680/1345] lr: 1.000e-04, eta: 0:11:28, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.8845, top1_acc: 0.8313, top5_acc: 0.9422, loss_cls: 0.6808, loss: 1.5653, grad_norm: 14.8065 2021-12-05 07:49:06,679 - mmaction - INFO - Epoch [150][700/1345] lr: 1.000e-04, eta: 0:11:07, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8580, top1_acc: 0.8234, top5_acc: 0.9484, loss_cls: 0.6882, loss: 1.5462, grad_norm: 15.4467 2021-12-05 07:49:25,878 - mmaction - INFO - Epoch [150][720/1345] lr: 1.000e-04, eta: 0:10:46, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8704, top1_acc: 0.8500, top5_acc: 0.9484, loss_cls: 0.6250, loss: 1.4954, grad_norm: 14.6951 2021-12-05 07:49:45,081 - mmaction - INFO - Epoch [150][740/1345] lr: 1.000e-04, eta: 0:10:25, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8596, top1_acc: 0.8398, top5_acc: 0.9414, loss_cls: 0.6703, loss: 1.5299, grad_norm: 14.7536 2021-12-05 07:50:04,264 - mmaction - INFO - Epoch [150][760/1345] lr: 1.000e-04, eta: 0:10:05, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.8492, top1_acc: 0.8359, top5_acc: 0.9375, loss_cls: 0.6825, loss: 1.5317, grad_norm: 14.9393 2021-12-05 07:50:23,457 - mmaction - INFO - Epoch [150][780/1345] lr: 1.000e-04, eta: 0:09:44, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8763, top1_acc: 0.8258, top5_acc: 0.9430, loss_cls: 0.7011, loss: 1.5774, grad_norm: 15.1313 2021-12-05 07:50:42,657 - mmaction - INFO - Epoch [150][800/1345] lr: 1.000e-04, eta: 0:09:23, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8695, top1_acc: 0.8422, top5_acc: 0.9453, loss_cls: 0.6611, loss: 1.5305, grad_norm: 14.8006 2021-12-05 07:51:01,842 - mmaction - INFO - Epoch [150][820/1345] lr: 1.000e-04, eta: 0:09:03, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.8438, top1_acc: 0.8414, top5_acc: 0.9437, loss_cls: 0.6218, loss: 1.4656, grad_norm: 13.9457 2021-12-05 07:51:21,034 - mmaction - INFO - Epoch [150][840/1345] lr: 1.000e-04, eta: 0:08:42, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8612, top1_acc: 0.8289, top5_acc: 0.9469, loss_cls: 0.6901, loss: 1.5513, grad_norm: 15.3096 2021-12-05 07:51:40,240 - mmaction - INFO - Epoch [150][860/1345] lr: 1.000e-04, eta: 0:08:21, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8644, top1_acc: 0.8266, top5_acc: 0.9320, loss_cls: 0.7180, loss: 1.5823, grad_norm: 14.9323 2021-12-05 07:51:59,425 - mmaction - INFO - Epoch [150][880/1345] lr: 1.000e-04, eta: 0:08:01, time: 0.959, data_time: 0.001, memory: 8233, loss_aux: 0.8398, top1_acc: 0.8406, top5_acc: 0.9523, loss_cls: 0.6273, loss: 1.4672, grad_norm: 14.4004 2021-12-05 07:52:18,644 - mmaction - INFO - Epoch [150][900/1345] lr: 1.000e-04, eta: 0:07:40, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8275, top1_acc: 0.8297, top5_acc: 0.9367, loss_cls: 0.6859, loss: 1.5134, grad_norm: 14.4211 2021-12-05 07:52:37,867 - mmaction - INFO - Epoch [150][920/1345] lr: 1.000e-04, eta: 0:07:19, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8795, top1_acc: 0.8117, top5_acc: 0.9336, loss_cls: 0.7534, loss: 1.6328, grad_norm: 15.4995 2021-12-05 07:52:57,075 - mmaction - INFO - Epoch [150][940/1345] lr: 1.000e-04, eta: 0:06:59, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8554, top1_acc: 0.8383, top5_acc: 0.9508, loss_cls: 0.6323, loss: 1.4877, grad_norm: 14.9285 2021-12-05 07:53:16,272 - mmaction - INFO - Epoch [150][960/1345] lr: 1.000e-04, eta: 0:06:38, time: 0.960, data_time: 0.001, memory: 8233, loss_aux: 0.8778, top1_acc: 0.8180, top5_acc: 0.9320, loss_cls: 0.7291, loss: 1.6069, grad_norm: 15.8164 2021-12-05 07:53:35,501 - mmaction - INFO - Epoch [150][980/1345] lr: 1.000e-04, eta: 0:06:17, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8367, top1_acc: 0.8430, top5_acc: 0.9461, loss_cls: 0.6334, loss: 1.4701, grad_norm: 14.3985 2021-12-05 07:53:54,734 - mmaction - INFO - Epoch [150][1000/1345] lr: 1.000e-04, eta: 0:05:56, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8368, top1_acc: 0.8352, top5_acc: 0.9422, loss_cls: 0.6713, loss: 1.5081, grad_norm: 14.9403 2021-12-05 07:54:13,991 - mmaction - INFO - Epoch [150][1020/1345] lr: 1.000e-04, eta: 0:05:36, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8494, top1_acc: 0.8352, top5_acc: 0.9469, loss_cls: 0.6405, loss: 1.4898, grad_norm: 14.6909 2021-12-05 07:54:33,208 - mmaction - INFO - Epoch [150][1040/1345] lr: 1.000e-04, eta: 0:05:15, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8333, top1_acc: 0.8391, top5_acc: 0.9477, loss_cls: 0.6386, loss: 1.4719, grad_norm: 14.6290 2021-12-05 07:54:52,446 - mmaction - INFO - Epoch [150][1060/1345] lr: 1.000e-04, eta: 0:04:54, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8884, top1_acc: 0.8156, top5_acc: 0.9320, loss_cls: 0.7287, loss: 1.6171, grad_norm: 15.1656 2021-12-05 07:55:11,682 - mmaction - INFO - Epoch [150][1080/1345] lr: 1.000e-04, eta: 0:04:34, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8356, top1_acc: 0.8438, top5_acc: 0.9453, loss_cls: 0.6366, loss: 1.4721, grad_norm: 14.4896 2021-12-05 07:55:30,908 - mmaction - INFO - Epoch [150][1100/1345] lr: 1.000e-04, eta: 0:04:13, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8889, top1_acc: 0.8094, top5_acc: 0.9328, loss_cls: 0.7444, loss: 1.6333, grad_norm: 15.3179 2021-12-05 07:55:50,159 - mmaction - INFO - Epoch [150][1120/1345] lr: 1.000e-04, eta: 0:03:52, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8592, top1_acc: 0.8406, top5_acc: 0.9391, loss_cls: 0.6818, loss: 1.5410, grad_norm: 14.4614 2021-12-05 07:56:09,428 - mmaction - INFO - Epoch [150][1140/1345] lr: 1.000e-04, eta: 0:03:32, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8693, top1_acc: 0.8320, top5_acc: 0.9484, loss_cls: 0.6588, loss: 1.5280, grad_norm: 15.3052 2021-12-05 07:56:28,648 - mmaction - INFO - Epoch [150][1160/1345] lr: 1.000e-04, eta: 0:03:11, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8699, top1_acc: 0.8414, top5_acc: 0.9453, loss_cls: 0.6685, loss: 1.5384, grad_norm: 14.8461 2021-12-05 07:56:47,886 - mmaction - INFO - Epoch [150][1180/1345] lr: 1.000e-04, eta: 0:02:50, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8767, top1_acc: 0.8281, top5_acc: 0.9344, loss_cls: 0.6930, loss: 1.5697, grad_norm: 14.4006 2021-12-05 07:57:07,111 - mmaction - INFO - Epoch [150][1200/1345] lr: 1.000e-04, eta: 0:02:30, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8491, top1_acc: 0.8352, top5_acc: 0.9437, loss_cls: 0.6373, loss: 1.4864, grad_norm: 14.6539 2021-12-05 07:57:26,376 - mmaction - INFO - Epoch [150][1220/1345] lr: 1.000e-04, eta: 0:02:09, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8624, top1_acc: 0.8289, top5_acc: 0.9391, loss_cls: 0.6732, loss: 1.5356, grad_norm: 14.6081 2021-12-05 07:57:45,613 - mmaction - INFO - Epoch [150][1240/1345] lr: 1.000e-04, eta: 0:01:48, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8427, top1_acc: 0.8398, top5_acc: 0.9320, loss_cls: 0.6981, loss: 1.5408, grad_norm: 15.0776 2021-12-05 07:58:04,880 - mmaction - INFO - Epoch [150][1260/1345] lr: 1.000e-04, eta: 0:01:27, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8401, top1_acc: 0.8453, top5_acc: 0.9461, loss_cls: 0.6477, loss: 1.4879, grad_norm: 14.8895 2021-12-05 07:58:24,096 - mmaction - INFO - Epoch [150][1280/1345] lr: 1.000e-04, eta: 0:01:07, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8280, top1_acc: 0.8320, top5_acc: 0.9492, loss_cls: 0.6527, loss: 1.4807, grad_norm: 15.1189 2021-12-05 07:58:43,322 - mmaction - INFO - Epoch [150][1300/1345] lr: 1.000e-04, eta: 0:00:46, time: 0.961, data_time: 0.001, memory: 8233, loss_aux: 0.8613, top1_acc: 0.8422, top5_acc: 0.9422, loss_cls: 0.6518, loss: 1.5131, grad_norm: 14.7462 2021-12-05 07:59:02,559 - mmaction - INFO - Epoch [150][1320/1345] lr: 1.000e-04, eta: 0:00:25, time: 0.962, data_time: 0.001, memory: 8233, loss_aux: 0.8683, top1_acc: 0.8430, top5_acc: 0.9367, loss_cls: 0.6854, loss: 1.5537, grad_norm: 14.5160 2021-12-05 07:59:21,826 - mmaction - INFO - Epoch [150][1340/1345] lr: 1.000e-04, eta: 0:00:05, time: 0.963, data_time: 0.001, memory: 8233, loss_aux: 0.8646, top1_acc: 0.8492, top5_acc: 0.9531, loss_cls: 0.6302, loss: 1.4948, grad_norm: 14.3661 2021-12-05 08:01:38,389 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-05 08:01:38,542 - mmaction - INFO - top1_acc 0.4905 top5_acc 0.7806 2021-12-05 08:01:38,542 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-05 08:01:38,551 - mmaction - INFO - mean_acc 0.4556 2021-12-05 08:01:38,557 - mmaction - INFO - Saving checkpoint at 150 epochs 2021-12-05 08:01:41,140 - mmaction - INFO - Epoch(val) [150][181] top1_acc: 0.4905, top5_acc: 0.7806, mean_class_accuracy: 0.4556