2021-08-16 22:13:57,051 - 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: GeForce GTX 1080 Ti 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: 0.15.0+1b39778 ------------------------------------------------------------ 2021-08-16 22:13:57,052 - mmaction - INFO - Distributed training: True 2021-08-16 22:13:58,789 - mmaction - INFO - Config: model = dict( type='Recognizer2D', backbone=dict( type='ResNet', pretrained='torchvision://resnet50', depth=50, norm_eval=False, partial_bn=True), cls_head=dict( type='TRNHead', num_classes=174, in_channels=2048, num_segments=8, spatial_type='avg', relation_type='TRNMultiScale', hidden_dim=256, dropout_ratio=0.8, init_std=0.001), train_cfg=None, test_cfg=dict(average_clips='prob')) optimizer = dict( type='SGD', constructor='TSMOptimizerConstructor', paramwise_cfg=dict(fc_lr5=False), lr=0.001, momentum=0.9, weight_decay=0.0005) optimizer_config = dict(grad_clip=dict(max_norm=20, norm_type=2)) lr_config = dict(policy='step', step=[30, 45]) total_epochs = 50 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/sthv2/rawframes' data_root_val = 'data/sthv2/rawframes' ann_file_train = 'data/sthv2/sthv2_train_list_rawframes.txt' ann_file_val = 'data/sthv2/sthv2_val_list_rawframes.txt' ann_file_test = 'data/sthv2/sthv2_val_list_rawframes.txt' 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') sthv2_flip_label_map = dict({ 86: 87, 87: 86, 93: 94, 94: 93, 166: 167, 167: 166 }) img_norm_cfg = dict( mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_bgr=False) train_pipeline = [ dict(type='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='Resize', scale=(-1, 256)), dict( type='MultiScaleCrop', input_size=224, scales=(1, 0.875, 0.75, 0.66), random_crop=False, max_wh_scale_gap=1, num_fixed_crops=13), dict(type='Resize', scale=(224, 224), keep_ratio=False), dict( type='Flip', flip_ratio=0.5, flip_label_map=dict({ 86: 87, 87: 86, 93: 94, 94: 93, 166: 167, 167: 166 })), 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=4, val_dataloader=dict(videos_per_gpu=16), test_dataloader=dict(videos_per_gpu=5), train=dict( type='RawframeDataset', ann_file='data/sthv2/sthv2_train_list_rawframes.txt', data_prefix='data/sthv2/rawframes', filename_tmpl='{:06}.jpg', 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='Resize', scale=(-1, 256)), dict( type='MultiScaleCrop', input_size=224, scales=(1, 0.875, 0.75, 0.66), random_crop=False, max_wh_scale_gap=1, num_fixed_crops=13), dict(type='Resize', scale=(224, 224), keep_ratio=False), dict( type='Flip', flip_ratio=0.5, flip_label_map=dict({ 86: 87, 87: 86, 93: 94, 94: 93, 166: 167, 167: 166 })), 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/sthv2/sthv2_val_list_rawframes.txt', data_prefix='data/sthv2/rawframes', filename_tmpl='{:06}.jpg', 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/sthv2/sthv2_val_list_rawframes.txt', data_prefix='data/sthv2/rawframes', filename_tmpl='{:06}.jpg', 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=45) find_unused_parameters = True work_dir = './work_dirs/trn_r50_1x1x8_50e_sthv2_rgb/' gpu_ids = range(0, 8) omnisource = False module_hooks = [] 2021-08-16 22:14:03,837 - mmaction - INFO - These parameters in pretrained checkpoint are not loaded: {'fc.bias', 'fc.weight'} 2021-08-16 22:14:06,421 - mmaction - INFO - Start running, host: linjintao@SH-IDC2-172-20-21-226, work_dir: /mnt/lustre/linjintao/try/mmaction2_dev/work_dirs/trn_r50_1x1x8_50e_sthv2_rgb 2021-08-16 22:14:06,421 - mmaction - INFO - workflow: [('train', 1)], max: 50 epochs 2021-08-16 22:14:06,428 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-08-16 22:15:21,900 - mmaction - INFO - Epoch [1][20/2640] lr: 1.000e-03, eta: 5 days, 18:20:07, time: 3.773, data_time: 3.251, memory: 5736, top1_acc: 0.0094, top5_acc: 0.0414, loss_cls: 5.1798, loss: 5.1798, grad_norm: 6.5332 2021-08-16 22:15:30,111 - mmaction - INFO - Epoch [1][40/2640] lr: 1.000e-03, eta: 3 days, 4:40:55, time: 0.411, data_time: 0.004, memory: 5736, top1_acc: 0.0172, top5_acc: 0.0727, loss_cls: 5.0664, loss: 5.0664, grad_norm: 7.9529 2021-08-16 22:15:38,282 - mmaction - INFO - Epoch [1][60/2640] lr: 1.000e-03, eta: 2 days, 8:06:15, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.0203, top5_acc: 0.0875, loss_cls: 4.9973, loss: 4.9973, grad_norm: 7.2110 2021-08-16 22:15:46,450 - mmaction - INFO - Epoch [1][80/2640] lr: 1.000e-03, eta: 1 day, 21:48:43, time: 0.408, data_time: 0.000, memory: 5736, top1_acc: 0.0258, top5_acc: 0.0867, loss_cls: 4.9769, loss: 4.9769, grad_norm: 6.1887 2021-08-16 22:15:54,658 - mmaction - INFO - Epoch [1][100/2640] lr: 1.000e-03, eta: 1 day, 15:39:09, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.0195, top5_acc: 0.0945, loss_cls: 4.9635, loss: 4.9635, grad_norm: 6.2969 2021-08-16 22:16:02,815 - mmaction - INFO - Epoch [1][120/2640] lr: 1.000e-03, eta: 1 day, 11:31:45, time: 0.408, data_time: 0.000, memory: 5736, top1_acc: 0.0180, top5_acc: 0.0836, loss_cls: 4.9665, loss: 4.9665, grad_norm: 6.0748 2021-08-16 22:16:11,093 - mmaction - INFO - Epoch [1][140/2640] lr: 1.000e-03, eta: 1 day, 8:36:43, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.0234, top5_acc: 0.1016, loss_cls: 4.9199, loss: 4.9199, grad_norm: 6.1710 2021-08-16 22:16:19,286 - mmaction - INFO - Epoch [1][160/2640] lr: 1.000e-03, eta: 1 day, 6:24:31, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.0281, top5_acc: 0.1109, loss_cls: 4.9277, loss: 4.9277, grad_norm: 5.9651 2021-08-16 22:16:27,595 - mmaction - INFO - Epoch [1][180/2640] lr: 1.000e-03, eta: 1 day, 4:42:58, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.0266, top5_acc: 0.1008, loss_cls: 4.9462, loss: 4.9462, grad_norm: 6.2255 2021-08-16 22:16:35,823 - mmaction - INFO - Epoch [1][200/2640] lr: 1.000e-03, eta: 1 day, 3:20:45, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.0297, top5_acc: 0.1148, loss_cls: 4.9104, loss: 4.9104, grad_norm: 6.4781 2021-08-16 22:16:44,060 - mmaction - INFO - Epoch [1][220/2640] lr: 1.000e-03, eta: 1 day, 2:13:32, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.0445, top5_acc: 0.1484, loss_cls: 4.8494, loss: 4.8494, grad_norm: 7.9328 2021-08-16 22:16:52,262 - mmaction - INFO - Epoch [1][240/2640] lr: 1.000e-03, eta: 1 day, 1:17:20, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.0414, top5_acc: 0.1336, loss_cls: 4.8570, loss: 4.8570, grad_norm: 8.3348 2021-08-16 22:17:00,462 - mmaction - INFO - Epoch [1][260/2640] lr: 1.000e-03, eta: 1 day, 0:29:38, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.0391, top5_acc: 0.1539, loss_cls: 4.7726, loss: 4.7726, grad_norm: 9.5188 2021-08-16 22:17:08,643 - mmaction - INFO - Epoch [1][280/2640] lr: 1.000e-03, eta: 23:48:36, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.0516, top5_acc: 0.1711, loss_cls: 4.7192, loss: 4.7192, grad_norm: 10.2944 2021-08-16 22:17:16,851 - mmaction - INFO - Epoch [1][300/2640] lr: 1.000e-03, eta: 23:13:10, time: 0.410, data_time: 0.002, memory: 5736, top1_acc: 0.0445, top5_acc: 0.1406, loss_cls: 4.7663, loss: 4.7663, grad_norm: 10.2159 2021-08-16 22:17:25,104 - mmaction - INFO - Epoch [1][320/2640] lr: 1.000e-03, eta: 22:42:32, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.0516, top5_acc: 0.1734, loss_cls: 4.7203, loss: 4.7203, grad_norm: 9.7455 2021-08-16 22:17:33,352 - mmaction - INFO - Epoch [1][340/2640] lr: 1.000e-03, eta: 22:15:26, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.0539, top5_acc: 0.1734, loss_cls: 4.7195, loss: 4.7195, grad_norm: 10.1768 2021-08-16 22:17:41,523 - mmaction - INFO - Epoch [1][360/2640] lr: 1.000e-03, eta: 21:50:48, time: 0.408, data_time: 0.000, memory: 5736, top1_acc: 0.0664, top5_acc: 0.1984, loss_cls: 4.6219, loss: 4.6219, grad_norm: 10.9153 2021-08-16 22:17:49,741 - mmaction - INFO - Epoch [1][380/2640] lr: 1.000e-03, eta: 21:29:06, time: 0.411, data_time: 0.002, memory: 5736, top1_acc: 0.0781, top5_acc: 0.2039, loss_cls: 4.5700, loss: 4.5700, grad_norm: 12.0301 2021-08-16 22:17:57,976 - mmaction - INFO - Epoch [1][400/2640] lr: 1.000e-03, eta: 21:09:34, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.0680, top5_acc: 0.2109, loss_cls: 4.5933, loss: 4.5933, grad_norm: 11.3225 2021-08-16 22:18:06,272 - mmaction - INFO - Epoch [1][420/2640] lr: 1.000e-03, eta: 20:52:18, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.0695, top5_acc: 0.2047, loss_cls: 4.5253, loss: 4.5253, grad_norm: 12.2029 2021-08-16 22:18:14,548 - mmaction - INFO - Epoch [1][440/2640] lr: 1.000e-03, eta: 20:36:23, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.0648, top5_acc: 0.2133, loss_cls: 4.5284, loss: 4.5284, grad_norm: 11.8979 2021-08-16 22:18:22,822 - mmaction - INFO - Epoch [1][460/2640] lr: 1.000e-03, eta: 20:21:55, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.0898, top5_acc: 0.2219, loss_cls: 4.5209, loss: 4.5209, grad_norm: 12.1036 2021-08-16 22:18:31,049 - mmaction - INFO - Epoch [1][480/2640] lr: 1.000e-03, eta: 20:08:24, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.0930, top5_acc: 0.2359, loss_cls: 4.4486, loss: 4.4486, grad_norm: 12.0789 2021-08-16 22:18:39,240 - mmaction - INFO - Epoch [1][500/2640] lr: 1.000e-03, eta: 19:55:43, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.0711, top5_acc: 0.2375, loss_cls: 4.4461, loss: 4.4461, grad_norm: 11.6121 2021-08-16 22:18:47,465 - mmaction - INFO - Epoch [1][520/2640] lr: 1.000e-03, eta: 19:44:17, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.0727, top5_acc: 0.2281, loss_cls: 4.4853, loss: 4.4853, grad_norm: 11.8454 2021-08-16 22:18:55,670 - mmaction - INFO - Epoch [1][540/2640] lr: 1.000e-03, eta: 19:33:32, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.0852, top5_acc: 0.2336, loss_cls: 4.4205, loss: 4.4205, grad_norm: 12.4455 2021-08-16 22:19:03,904 - mmaction - INFO - Epoch [1][560/2640] lr: 1.000e-03, eta: 19:23:39, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.0875, top5_acc: 0.2375, loss_cls: 4.4799, loss: 4.4799, grad_norm: 11.0647 2021-08-16 22:19:12,110 - mmaction - INFO - Epoch [1][580/2640] lr: 1.000e-03, eta: 19:14:22, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.0781, top5_acc: 0.2500, loss_cls: 4.4235, loss: 4.4235, grad_norm: 11.9303 2021-08-16 22:19:20,360 - mmaction - INFO - Epoch [1][600/2640] lr: 1.000e-03, eta: 19:05:49, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.0844, top5_acc: 0.2453, loss_cls: 4.3741, loss: 4.3741, grad_norm: 12.3219 2021-08-16 22:19:28,573 - mmaction - INFO - Epoch [1][620/2640] lr: 1.000e-03, eta: 18:57:42, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.0977, top5_acc: 0.2586, loss_cls: 4.3915, loss: 4.3915, grad_norm: 11.5258 2021-08-16 22:19:36,731 - mmaction - INFO - Epoch [1][640/2640] lr: 1.000e-03, eta: 18:49:53, time: 0.408, data_time: 0.000, memory: 5736, top1_acc: 0.0953, top5_acc: 0.2781, loss_cls: 4.2616, loss: 4.2616, grad_norm: 12.7262 2021-08-16 22:19:44,966 - mmaction - INFO - Epoch [1][660/2640] lr: 1.000e-03, eta: 18:42:47, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.1000, top5_acc: 0.2758, loss_cls: 4.3246, loss: 4.3246, grad_norm: 12.6687 2021-08-16 22:19:53,144 - mmaction - INFO - Epoch [1][680/2640] lr: 1.000e-03, eta: 18:35:55, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.1055, top5_acc: 0.2781, loss_cls: 4.2780, loss: 4.2780, grad_norm: 12.8290 2021-08-16 22:20:01,375 - mmaction - INFO - Epoch [1][700/2640] lr: 1.000e-03, eta: 18:29:35, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.1133, top5_acc: 0.2953, loss_cls: 4.2342, loss: 4.2342, grad_norm: 13.4755 2021-08-16 22:20:09,660 - mmaction - INFO - Epoch [1][720/2640] lr: 1.000e-03, eta: 18:23:47, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.1125, top5_acc: 0.2867, loss_cls: 4.2889, loss: 4.2889, grad_norm: 12.8707 2021-08-16 22:20:17,863 - mmaction - INFO - Epoch [1][740/2640] lr: 1.000e-03, eta: 18:18:00, time: 0.409, data_time: 0.001, memory: 5736, top1_acc: 0.1172, top5_acc: 0.2805, loss_cls: 4.3322, loss: 4.3322, grad_norm: 11.9754 2021-08-16 22:20:26,112 - mmaction - INFO - Epoch [1][760/2640] lr: 1.000e-03, eta: 18:12:42, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.1133, top5_acc: 0.2891, loss_cls: 4.2756, loss: 4.2756, grad_norm: 12.3183 2021-08-16 22:20:34,361 - mmaction - INFO - Epoch [1][780/2640] lr: 1.000e-03, eta: 18:07:40, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.1023, top5_acc: 0.2828, loss_cls: 4.2284, loss: 4.2284, grad_norm: 13.5108 2021-08-16 22:20:42,646 - mmaction - INFO - Epoch [1][800/2640] lr: 1.000e-03, eta: 18:02:58, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.1000, top5_acc: 0.2875, loss_cls: 4.2786, loss: 4.2786, grad_norm: 12.3491 2021-08-16 22:20:50,902 - mmaction - INFO - Epoch [1][820/2640] lr: 1.000e-03, eta: 17:58:24, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.1164, top5_acc: 0.2828, loss_cls: 4.2313, loss: 4.2313, grad_norm: 12.4160 2021-08-16 22:20:59,157 - mmaction - INFO - Epoch [1][840/2640] lr: 1.000e-03, eta: 17:54:03, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.1164, top5_acc: 0.2891, loss_cls: 4.2103, loss: 4.2103, grad_norm: 12.2841 2021-08-16 22:21:07,429 - mmaction - INFO - Epoch [1][860/2640] lr: 1.000e-03, eta: 17:49:56, time: 0.414, data_time: 0.000, memory: 5736, top1_acc: 0.1117, top5_acc: 0.2930, loss_cls: 4.1955, loss: 4.1955, grad_norm: 13.4566 2021-08-16 22:21:15,708 - mmaction - INFO - Epoch [1][880/2640] lr: 1.000e-03, eta: 17:46:00, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.1102, top5_acc: 0.3094, loss_cls: 4.1644, loss: 4.1644, grad_norm: 12.8322 2021-08-16 22:21:23,908 - mmaction - INFO - Epoch [1][900/2640] lr: 1.000e-03, eta: 17:42:03, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.1148, top5_acc: 0.3172, loss_cls: 4.2094, loss: 4.2094, grad_norm: 13.0938 2021-08-16 22:21:32,165 - mmaction - INFO - Epoch [1][920/2640] lr: 1.000e-03, eta: 17:38:26, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.1383, top5_acc: 0.3133, loss_cls: 4.1407, loss: 4.1407, grad_norm: 12.5080 2021-08-16 22:21:40,393 - mmaction - INFO - Epoch [1][940/2640] lr: 1.000e-03, eta: 17:34:53, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.1281, top5_acc: 0.3391, loss_cls: 4.1157, loss: 4.1157, grad_norm: 13.1920 2021-08-16 22:21:48,758 - mmaction - INFO - Epoch [1][960/2640] lr: 1.000e-03, eta: 17:31:46, time: 0.418, data_time: 0.002, memory: 5736, top1_acc: 0.1328, top5_acc: 0.3180, loss_cls: 4.0947, loss: 4.0947, grad_norm: 13.7991 2021-08-16 22:21:56,943 - mmaction - INFO - Epoch [1][980/2640] lr: 1.000e-03, eta: 17:28:23, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.1227, top5_acc: 0.3023, loss_cls: 4.1928, loss: 4.1928, grad_norm: 12.7415 2021-08-16 22:22:05,160 - mmaction - INFO - Epoch [1][1000/2640] lr: 1.000e-03, eta: 17:25:12, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.1203, top5_acc: 0.3109, loss_cls: 4.1595, loss: 4.1595, grad_norm: 12.2149 2021-08-16 22:22:13,363 - mmaction - INFO - Epoch [1][1020/2640] lr: 1.000e-03, eta: 17:22:07, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.1414, top5_acc: 0.3344, loss_cls: 4.1144, loss: 4.1144, grad_norm: 13.2212 2021-08-16 22:22:21,635 - mmaction - INFO - Epoch [1][1040/2640] lr: 1.000e-03, eta: 17:19:16, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.1156, top5_acc: 0.3180, loss_cls: 4.0889, loss: 4.0889, grad_norm: 12.9408 2021-08-16 22:22:29,882 - mmaction - INFO - Epoch [1][1060/2640] lr: 1.000e-03, eta: 17:16:29, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.1328, top5_acc: 0.3484, loss_cls: 4.0830, loss: 4.0830, grad_norm: 13.8578 2021-08-16 22:22:38,120 - mmaction - INFO - Epoch [1][1080/2640] lr: 1.000e-03, eta: 17:13:46, time: 0.411, data_time: 0.002, memory: 5736, top1_acc: 0.1336, top5_acc: 0.3508, loss_cls: 4.0571, loss: 4.0571, grad_norm: 13.1330 2021-08-16 22:22:46,449 - mmaction - INFO - Epoch [1][1100/2640] lr: 1.000e-03, eta: 17:11:21, time: 0.417, data_time: 0.001, memory: 5736, top1_acc: 0.1305, top5_acc: 0.3172, loss_cls: 4.1230, loss: 4.1230, grad_norm: 12.3677 2021-08-16 22:22:54,638 - mmaction - INFO - Epoch [1][1120/2640] lr: 1.000e-03, eta: 17:08:42, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.1180, top5_acc: 0.3070, loss_cls: 4.1157, loss: 4.1157, grad_norm: 12.7148 2021-08-16 22:23:02,837 - mmaction - INFO - Epoch [1][1140/2640] lr: 1.000e-03, eta: 17:06:13, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.1328, top5_acc: 0.3367, loss_cls: 4.0460, loss: 4.0460, grad_norm: 13.6273 2021-08-16 22:23:11,064 - mmaction - INFO - Epoch [1][1160/2640] lr: 1.000e-03, eta: 17:03:50, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.1266, top5_acc: 0.3008, loss_cls: 4.1350, loss: 4.1350, grad_norm: 12.0675 2021-08-16 22:23:19,306 - mmaction - INFO - Epoch [1][1180/2640] lr: 1.000e-03, eta: 17:01:33, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.1437, top5_acc: 0.3539, loss_cls: 3.9981, loss: 3.9981, grad_norm: 13.1872 2021-08-16 22:23:27,533 - mmaction - INFO - Epoch [1][1200/2640] lr: 1.000e-03, eta: 16:59:19, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.1508, top5_acc: 0.3516, loss_cls: 3.9666, loss: 3.9666, grad_norm: 13.1725 2021-08-16 22:23:35,748 - mmaction - INFO - Epoch [1][1220/2640] lr: 1.000e-03, eta: 16:57:08, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.1305, top5_acc: 0.3172, loss_cls: 4.0581, loss: 4.0581, grad_norm: 12.6665 2021-08-16 22:23:44,016 - mmaction - INFO - Epoch [1][1240/2640] lr: 1.000e-03, eta: 16:55:06, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.1641, top5_acc: 0.3523, loss_cls: 3.9300, loss: 3.9300, grad_norm: 13.2467 2021-08-16 22:23:52,230 - mmaction - INFO - Epoch [1][1260/2640] lr: 1.000e-03, eta: 16:53:02, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.1484, top5_acc: 0.3555, loss_cls: 3.9807, loss: 3.9807, grad_norm: 12.6784 2021-08-16 22:24:00,435 - mmaction - INFO - Epoch [1][1280/2640] lr: 1.000e-03, eta: 16:51:01, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.1562, top5_acc: 0.3438, loss_cls: 3.9930, loss: 3.9930, grad_norm: 13.3826 2021-08-16 22:24:08,638 - mmaction - INFO - Epoch [1][1300/2640] lr: 1.000e-03, eta: 16:49:03, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.1484, top5_acc: 0.3664, loss_cls: 3.9419, loss: 3.9419, grad_norm: 13.3856 2021-08-16 22:24:16,878 - mmaction - INFO - Epoch [1][1320/2640] lr: 1.000e-03, eta: 16:47:13, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.1484, top5_acc: 0.3531, loss_cls: 3.9973, loss: 3.9973, grad_norm: 13.2924 2021-08-16 22:24:25,084 - mmaction - INFO - Epoch [1][1340/2640] lr: 1.000e-03, eta: 16:45:22, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.1352, top5_acc: 0.3477, loss_cls: 4.0018, loss: 4.0018, grad_norm: 13.0455 2021-08-16 22:24:33,321 - mmaction - INFO - Epoch [1][1360/2640] lr: 1.000e-03, eta: 16:43:37, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.1391, top5_acc: 0.3625, loss_cls: 3.9743, loss: 3.9743, grad_norm: 12.7616 2021-08-16 22:24:41,557 - mmaction - INFO - Epoch [1][1380/2640] lr: 1.000e-03, eta: 16:41:55, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.1562, top5_acc: 0.3602, loss_cls: 3.9661, loss: 3.9661, grad_norm: 13.9170 2021-08-16 22:24:49,765 - mmaction - INFO - Epoch [1][1400/2640] lr: 1.000e-03, eta: 16:40:13, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.1391, top5_acc: 0.3750, loss_cls: 3.9792, loss: 3.9792, grad_norm: 13.1408 2021-08-16 22:24:57,960 - mmaction - INFO - Epoch [1][1420/2640] lr: 1.000e-03, eta: 16:38:31, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.1695, top5_acc: 0.3695, loss_cls: 3.8942, loss: 3.8942, grad_norm: 13.5381 2021-08-16 22:25:06,194 - mmaction - INFO - Epoch [1][1440/2640] lr: 1.000e-03, eta: 16:36:57, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.1648, top5_acc: 0.3969, loss_cls: 3.8497, loss: 3.8497, grad_norm: 13.2500 2021-08-16 22:25:14,359 - mmaction - INFO - Epoch [1][1460/2640] lr: 1.000e-03, eta: 16:35:19, time: 0.408, data_time: 0.000, memory: 5736, top1_acc: 0.1437, top5_acc: 0.3633, loss_cls: 3.9116, loss: 3.9116, grad_norm: 14.1757 2021-08-16 22:25:22,657 - mmaction - INFO - Epoch [1][1480/2640] lr: 1.000e-03, eta: 16:33:55, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.1250, top5_acc: 0.3812, loss_cls: 3.9560, loss: 3.9560, grad_norm: 13.3125 2021-08-16 22:25:30,864 - mmaction - INFO - Epoch [1][1500/2640] lr: 1.000e-03, eta: 16:32:25, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.1531, top5_acc: 0.3656, loss_cls: 3.9177, loss: 3.9177, grad_norm: 13.5816 2021-08-16 22:25:39,100 - mmaction - INFO - Epoch [1][1520/2640] lr: 1.000e-03, eta: 16:30:59, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.1422, top5_acc: 0.3477, loss_cls: 4.0100, loss: 4.0100, grad_norm: 12.7971 2021-08-16 22:25:47,315 - mmaction - INFO - Epoch [1][1540/2640] lr: 1.000e-03, eta: 16:29:34, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.1758, top5_acc: 0.4094, loss_cls: 3.8154, loss: 3.8154, grad_norm: 13.6029 2021-08-16 22:25:55,513 - mmaction - INFO - Epoch [1][1560/2640] lr: 1.000e-03, eta: 16:28:09, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.1648, top5_acc: 0.3711, loss_cls: 3.8868, loss: 3.8868, grad_norm: 13.6925 2021-08-16 22:26:03,776 - mmaction - INFO - Epoch [1][1580/2640] lr: 1.000e-03, eta: 16:26:51, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.1570, top5_acc: 0.3719, loss_cls: 3.8884, loss: 3.8884, grad_norm: 13.8047 2021-08-16 22:26:11,981 - mmaction - INFO - Epoch [1][1600/2640] lr: 1.000e-03, eta: 16:25:31, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.1523, top5_acc: 0.3570, loss_cls: 3.9077, loss: 3.9077, grad_norm: 12.8903 2021-08-16 22:26:20,246 - mmaction - INFO - Epoch [1][1620/2640] lr: 1.000e-03, eta: 16:24:17, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.1578, top5_acc: 0.3984, loss_cls: 3.8490, loss: 3.8490, grad_norm: 13.3328 2021-08-16 22:26:28,491 - mmaction - INFO - Epoch [1][1640/2640] lr: 1.000e-03, eta: 16:23:03, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.1766, top5_acc: 0.4258, loss_cls: 3.7288, loss: 3.7288, grad_norm: 13.3259 2021-08-16 22:26:36,699 - mmaction - INFO - Epoch [1][1660/2640] lr: 1.000e-03, eta: 16:21:48, time: 0.411, data_time: 0.002, memory: 5736, top1_acc: 0.1594, top5_acc: 0.3828, loss_cls: 3.8852, loss: 3.8852, grad_norm: 13.2971 2021-08-16 22:26:44,990 - mmaction - INFO - Epoch [1][1680/2640] lr: 1.000e-03, eta: 16:20:41, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.1711, top5_acc: 0.3898, loss_cls: 3.7823, loss: 3.7823, grad_norm: 13.4800 2021-08-16 22:26:53,147 - mmaction - INFO - Epoch [1][1700/2640] lr: 1.000e-03, eta: 16:19:25, time: 0.408, data_time: 0.001, memory: 5736, top1_acc: 0.1742, top5_acc: 0.4172, loss_cls: 3.7650, loss: 3.7650, grad_norm: 13.7372 2021-08-16 22:27:01,424 - mmaction - INFO - Epoch [1][1720/2640] lr: 1.000e-03, eta: 16:18:19, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.1734, top5_acc: 0.4141, loss_cls: 3.7679, loss: 3.7679, grad_norm: 13.4619 2021-08-16 22:27:09,655 - mmaction - INFO - Epoch [1][1740/2640] lr: 1.000e-03, eta: 16:17:13, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.1852, top5_acc: 0.4227, loss_cls: 3.7733, loss: 3.7733, grad_norm: 13.4145 2021-08-16 22:27:17,832 - mmaction - INFO - Epoch [1][1760/2640] lr: 1.000e-03, eta: 16:16:03, time: 0.409, data_time: 0.001, memory: 5736, top1_acc: 0.1578, top5_acc: 0.3797, loss_cls: 3.8524, loss: 3.8524, grad_norm: 13.4048 2021-08-16 22:27:26,031 - mmaction - INFO - Epoch [1][1780/2640] lr: 1.000e-03, eta: 16:14:55, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.1727, top5_acc: 0.3945, loss_cls: 3.7791, loss: 3.7791, grad_norm: 13.6778 2021-08-16 22:27:34,295 - mmaction - INFO - Epoch [1][1800/2640] lr: 1.000e-03, eta: 16:13:53, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.1766, top5_acc: 0.3992, loss_cls: 3.8250, loss: 3.8250, grad_norm: 13.9315 2021-08-16 22:27:42,633 - mmaction - INFO - Epoch [1][1820/2640] lr: 1.000e-03, eta: 16:12:59, time: 0.418, data_time: 0.002, memory: 5736, top1_acc: 0.1641, top5_acc: 0.3906, loss_cls: 3.8384, loss: 3.8384, grad_norm: 13.5183 2021-08-16 22:27:50,889 - mmaction - INFO - Epoch [1][1840/2640] lr: 1.000e-03, eta: 16:12:00, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.1836, top5_acc: 0.4141, loss_cls: 3.7586, loss: 3.7586, grad_norm: 14.5653 2021-08-16 22:27:59,133 - mmaction - INFO - Epoch [1][1860/2640] lr: 1.000e-03, eta: 16:11:01, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.1594, top5_acc: 0.3914, loss_cls: 3.8248, loss: 3.8248, grad_norm: 13.4818 2021-08-16 22:28:07,359 - mmaction - INFO - Epoch [1][1880/2640] lr: 1.000e-03, eta: 16:10:02, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.1758, top5_acc: 0.3945, loss_cls: 3.8029, loss: 3.8029, grad_norm: 13.4041 2021-08-16 22:28:15,568 - mmaction - INFO - Epoch [1][1900/2640] lr: 1.000e-03, eta: 16:09:02, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.1547, top5_acc: 0.3930, loss_cls: 3.8116, loss: 3.8116, grad_norm: 13.5227 2021-08-16 22:28:23,827 - mmaction - INFO - Epoch [1][1920/2640] lr: 1.000e-03, eta: 16:08:07, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.1805, top5_acc: 0.4141, loss_cls: 3.7434, loss: 3.7434, grad_norm: 13.7626 2021-08-16 22:28:32,042 - mmaction - INFO - Epoch [1][1940/2640] lr: 1.000e-03, eta: 16:07:10, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.1734, top5_acc: 0.4070, loss_cls: 3.7367, loss: 3.7367, grad_norm: 13.9497 2021-08-16 22:28:40,232 - mmaction - INFO - Epoch [1][1960/2640] lr: 1.000e-03, eta: 16:06:13, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.1742, top5_acc: 0.4141, loss_cls: 3.7503, loss: 3.7503, grad_norm: 13.7983 2021-08-16 22:28:48,487 - mmaction - INFO - Epoch [1][1980/2640] lr: 1.000e-03, eta: 16:05:20, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.1711, top5_acc: 0.4016, loss_cls: 3.8166, loss: 3.8166, grad_norm: 13.2749 2021-08-16 22:28:56,689 - mmaction - INFO - Epoch [1][2000/2640] lr: 1.000e-03, eta: 16:04:26, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.1812, top5_acc: 0.4039, loss_cls: 3.7483, loss: 3.7483, grad_norm: 13.5837 2021-08-16 22:29:04,928 - mmaction - INFO - Epoch [1][2020/2640] lr: 1.000e-03, eta: 16:03:33, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.1859, top5_acc: 0.4227, loss_cls: 3.6877, loss: 3.6877, grad_norm: 13.4352 2021-08-16 22:29:13,134 - mmaction - INFO - Epoch [1][2040/2640] lr: 1.000e-03, eta: 16:02:41, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.1828, top5_acc: 0.4164, loss_cls: 3.7373, loss: 3.7373, grad_norm: 14.0798 2021-08-16 22:29:21,372 - mmaction - INFO - Epoch [1][2060/2640] lr: 1.000e-03, eta: 16:01:51, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.2008, top5_acc: 0.4375, loss_cls: 3.6527, loss: 3.6527, grad_norm: 13.0755 2021-08-16 22:29:29,592 - mmaction - INFO - Epoch [1][2080/2640] lr: 1.000e-03, eta: 16:01:00, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.1938, top5_acc: 0.4406, loss_cls: 3.6331, loss: 3.6331, grad_norm: 13.5890 2021-08-16 22:29:37,800 - mmaction - INFO - Epoch [1][2100/2640] lr: 1.000e-03, eta: 16:00:11, time: 0.411, data_time: 0.002, memory: 5736, top1_acc: 0.1820, top5_acc: 0.4086, loss_cls: 3.7405, loss: 3.7405, grad_norm: 14.3061 2021-08-16 22:29:46,002 - mmaction - INFO - Epoch [1][2120/2640] lr: 1.000e-03, eta: 15:59:21, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.1836, top5_acc: 0.4031, loss_cls: 3.7309, loss: 3.7309, grad_norm: 13.3560 2021-08-16 22:29:54,243 - mmaction - INFO - Epoch [1][2140/2640] lr: 1.000e-03, eta: 15:58:34, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.1812, top5_acc: 0.4203, loss_cls: 3.7273, loss: 3.7273, grad_norm: 13.8790 2021-08-16 22:30:02,507 - mmaction - INFO - Epoch [1][2160/2640] lr: 1.000e-03, eta: 15:57:50, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.1992, top5_acc: 0.4313, loss_cls: 3.6688, loss: 3.6688, grad_norm: 13.2447 2021-08-16 22:30:10,767 - mmaction - INFO - Epoch [1][2180/2640] lr: 1.000e-03, eta: 15:57:05, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.1609, top5_acc: 0.4164, loss_cls: 3.7567, loss: 3.7567, grad_norm: 13.8356 2021-08-16 22:30:19,005 - mmaction - INFO - Epoch [1][2200/2640] lr: 1.000e-03, eta: 15:56:21, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.1844, top5_acc: 0.3977, loss_cls: 3.7583, loss: 3.7583, grad_norm: 12.9779 2021-08-16 22:30:27,215 - mmaction - INFO - Epoch [1][2220/2640] lr: 1.000e-03, eta: 15:55:35, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.2008, top5_acc: 0.4375, loss_cls: 3.6534, loss: 3.6534, grad_norm: 13.2641 2021-08-16 22:30:35,489 - mmaction - INFO - Epoch [1][2240/2640] lr: 1.000e-03, eta: 15:54:54, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.1875, top5_acc: 0.4305, loss_cls: 3.7116, loss: 3.7116, grad_norm: 13.8607 2021-08-16 22:30:43,696 - mmaction - INFO - Epoch [1][2260/2640] lr: 1.000e-03, eta: 15:54:09, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.1820, top5_acc: 0.4313, loss_cls: 3.6848, loss: 3.6848, grad_norm: 13.6015 2021-08-16 22:30:51,904 - mmaction - INFO - Epoch [1][2280/2640] lr: 1.000e-03, eta: 15:53:25, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.1922, top5_acc: 0.4383, loss_cls: 3.6403, loss: 3.6403, grad_norm: 13.4563 2021-08-16 22:31:00,163 - mmaction - INFO - Epoch [1][2300/2640] lr: 1.000e-03, eta: 15:52:45, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.1961, top5_acc: 0.4516, loss_cls: 3.6106, loss: 3.6106, grad_norm: 13.8427 2021-08-16 22:31:08,378 - mmaction - INFO - Epoch [1][2320/2640] lr: 1.000e-03, eta: 15:52:02, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.1711, top5_acc: 0.3898, loss_cls: 3.7614, loss: 3.7614, grad_norm: 13.1297 2021-08-16 22:31:16,670 - mmaction - INFO - Epoch [1][2340/2640] lr: 1.000e-03, eta: 15:51:25, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.1969, top5_acc: 0.4250, loss_cls: 3.6303, loss: 3.6303, grad_norm: 14.0395 2021-08-16 22:31:24,881 - mmaction - INFO - Epoch [1][2360/2640] lr: 1.000e-03, eta: 15:50:43, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.2281, top5_acc: 0.4555, loss_cls: 3.5426, loss: 3.5426, grad_norm: 12.9114 2021-08-16 22:31:33,126 - mmaction - INFO - Epoch [1][2380/2640] lr: 1.000e-03, eta: 15:50:04, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.2031, top5_acc: 0.4219, loss_cls: 3.6611, loss: 3.6611, grad_norm: 13.3447 2021-08-16 22:31:41,356 - mmaction - INFO - Epoch [1][2400/2640] lr: 1.000e-03, eta: 15:49:25, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.1891, top5_acc: 0.4297, loss_cls: 3.7155, loss: 3.7155, grad_norm: 13.1979 2021-08-16 22:31:49,613 - mmaction - INFO - Epoch [1][2420/2640] lr: 1.000e-03, eta: 15:48:47, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.1984, top5_acc: 0.4328, loss_cls: 3.6549, loss: 3.6549, grad_norm: 13.7482 2021-08-16 22:31:57,774 - mmaction - INFO - Epoch [1][2440/2640] lr: 1.000e-03, eta: 15:48:05, time: 0.408, data_time: 0.001, memory: 5736, top1_acc: 0.2023, top5_acc: 0.4422, loss_cls: 3.6307, loss: 3.6307, grad_norm: 13.4359 2021-08-16 22:32:05,991 - mmaction - INFO - Epoch [1][2460/2640] lr: 1.000e-03, eta: 15:47:27, time: 0.411, data_time: 0.002, memory: 5736, top1_acc: 0.1875, top5_acc: 0.4297, loss_cls: 3.6849, loss: 3.6849, grad_norm: 13.4447 2021-08-16 22:32:14,244 - mmaction - INFO - Epoch [1][2480/2640] lr: 1.000e-03, eta: 15:46:50, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.1836, top5_acc: 0.4195, loss_cls: 3.7247, loss: 3.7247, grad_norm: 13.4814 2021-08-16 22:32:22,492 - mmaction - INFO - Epoch [1][2500/2640] lr: 1.000e-03, eta: 15:46:15, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.1891, top5_acc: 0.4422, loss_cls: 3.6229, loss: 3.6229, grad_norm: 13.8750 2021-08-16 22:32:30,680 - mmaction - INFO - Epoch [1][2520/2640] lr: 1.000e-03, eta: 15:45:36, time: 0.409, data_time: 0.001, memory: 5736, top1_acc: 0.2156, top5_acc: 0.4492, loss_cls: 3.6433, loss: 3.6433, grad_norm: 13.9672 2021-08-16 22:32:38,913 - mmaction - INFO - Epoch [1][2540/2640] lr: 1.000e-03, eta: 15:45:00, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.1906, top5_acc: 0.4562, loss_cls: 3.6032, loss: 3.6032, grad_norm: 13.7551 2021-08-16 22:32:47,137 - mmaction - INFO - Epoch [1][2560/2640] lr: 1.000e-03, eta: 15:44:25, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.1953, top5_acc: 0.4484, loss_cls: 3.6642, loss: 3.6642, grad_norm: 13.6444 2021-08-16 22:32:55,379 - mmaction - INFO - Epoch [1][2580/2640] lr: 1.000e-03, eta: 15:43:50, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.2008, top5_acc: 0.4313, loss_cls: 3.6697, loss: 3.6697, grad_norm: 12.8871 2021-08-16 22:33:03,652 - mmaction - INFO - Epoch [1][2600/2640] lr: 1.000e-03, eta: 15:43:17, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.1992, top5_acc: 0.4305, loss_cls: 3.6326, loss: 3.6326, grad_norm: 13.5273 2021-08-16 22:33:11,864 - mmaction - INFO - Epoch [1][2620/2640] lr: 1.000e-03, eta: 15:42:42, time: 0.411, data_time: 0.002, memory: 5736, top1_acc: 0.2008, top5_acc: 0.4320, loss_cls: 3.6787, loss: 3.6787, grad_norm: 12.8479 2021-08-16 22:33:19,866 - mmaction - INFO - Epoch [1][2640/2640] lr: 1.000e-03, eta: 15:41:57, time: 0.400, data_time: 0.001, memory: 5736, top1_acc: 0.2008, top5_acc: 0.4363, loss_cls: 3.6730, loss: 3.6730, grad_norm: 13.4198 2021-08-16 22:33:21,609 - mmaction - INFO - Saving checkpoint at 1 epochs 2021-08-16 22:33:22,377 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-08-16 22:34:43,683 - mmaction - INFO - Epoch [2][20/2640] lr: 1.000e-03, eta: 16:40:35, time: 4.063, data_time: 3.586, memory: 5736, top1_acc: 0.2086, top5_acc: 0.4609, loss_cls: 3.5285, loss: 3.5285, grad_norm: 14.0210 2021-08-16 22:34:51,899 - mmaction - INFO - Epoch [2][40/2640] lr: 1.000e-03, eta: 16:39:36, time: 0.412, data_time: 0.005, memory: 5736, top1_acc: 0.2102, top5_acc: 0.4586, loss_cls: 3.6247, loss: 3.6247, grad_norm: 13.2975 2021-08-16 22:35:00,121 - mmaction - INFO - Epoch [2][60/2640] lr: 1.000e-03, eta: 16:38:36, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.2156, top5_acc: 0.4797, loss_cls: 3.5026, loss: 3.5026, grad_norm: 14.1040 2021-08-16 22:35:08,736 - mmaction - INFO - Epoch [2][80/2640] lr: 1.000e-03, eta: 16:37:51, time: 0.426, data_time: 0.003, memory: 5736, top1_acc: 0.2031, top5_acc: 0.4586, loss_cls: 3.5541, loss: 3.5541, grad_norm: 14.2122 2021-08-16 22:35:17,040 - mmaction - INFO - Epoch [2][100/2640] lr: 1.000e-03, eta: 16:37:01, time: 0.420, data_time: 0.010, memory: 5736, top1_acc: 0.2250, top5_acc: 0.4609, loss_cls: 3.4840, loss: 3.4840, grad_norm: 13.6227 2021-08-16 22:35:25,317 - mmaction - INFO - Epoch [2][120/2640] lr: 1.000e-03, eta: 16:36:06, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.2242, top5_acc: 0.4594, loss_cls: 3.5369, loss: 3.5369, grad_norm: 13.7671 2021-08-16 22:35:33,514 - mmaction - INFO - Epoch [2][140/2640] lr: 1.000e-03, eta: 16:35:08, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.2289, top5_acc: 0.4617, loss_cls: 3.5305, loss: 3.5305, grad_norm: 13.8914 2021-08-16 22:35:41,715 - mmaction - INFO - Epoch [2][160/2640] lr: 1.000e-03, eta: 16:34:10, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.2117, top5_acc: 0.4508, loss_cls: 3.5542, loss: 3.5542, grad_norm: 13.4729 2021-08-16 22:35:49,913 - mmaction - INFO - Epoch [2][180/2640] lr: 1.000e-03, eta: 16:33:14, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.2266, top5_acc: 0.4813, loss_cls: 3.4560, loss: 3.4560, grad_norm: 14.4136 2021-08-16 22:35:58,129 - mmaction - INFO - Epoch [2][200/2640] lr: 1.000e-03, eta: 16:32:19, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.2148, top5_acc: 0.4578, loss_cls: 3.5493, loss: 3.5493, grad_norm: 13.5341 2021-08-16 22:36:06,345 - mmaction - INFO - Epoch [2][220/2640] lr: 1.000e-03, eta: 16:31:24, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.2383, top5_acc: 0.5031, loss_cls: 3.4406, loss: 3.4406, grad_norm: 14.4667 2021-08-16 22:36:14,571 - mmaction - INFO - Epoch [2][240/2640] lr: 1.000e-03, eta: 16:30:31, time: 0.411, data_time: 0.002, memory: 5736, top1_acc: 0.2156, top5_acc: 0.4797, loss_cls: 3.4543, loss: 3.4543, grad_norm: 14.7526 2021-08-16 22:36:22,767 - mmaction - INFO - Epoch [2][260/2640] lr: 1.000e-03, eta: 16:29:37, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.2273, top5_acc: 0.4797, loss_cls: 3.4371, loss: 3.4371, grad_norm: 13.7788 2021-08-16 22:36:30,995 - mmaction - INFO - Epoch [2][280/2640] lr: 1.000e-03, eta: 16:28:45, time: 0.411, data_time: 0.002, memory: 5736, top1_acc: 0.2328, top5_acc: 0.4727, loss_cls: 3.4701, loss: 3.4701, grad_norm: 14.3254 2021-08-16 22:36:39,192 - mmaction - INFO - Epoch [2][300/2640] lr: 1.000e-03, eta: 16:27:52, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.2305, top5_acc: 0.4758, loss_cls: 3.4933, loss: 3.4933, grad_norm: 14.2841 2021-08-16 22:36:47,421 - mmaction - INFO - Epoch [2][320/2640] lr: 1.000e-03, eta: 16:27:01, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.2188, top5_acc: 0.4578, loss_cls: 3.5246, loss: 3.5246, grad_norm: 13.8066 2021-08-16 22:36:55,604 - mmaction - INFO - Epoch [2][340/2640] lr: 1.000e-03, eta: 16:26:09, time: 0.409, data_time: 0.001, memory: 5736, top1_acc: 0.2391, top5_acc: 0.4719, loss_cls: 3.4720, loss: 3.4720, grad_norm: 14.2573 2021-08-16 22:37:03,822 - mmaction - INFO - Epoch [2][360/2640] lr: 1.000e-03, eta: 16:25:18, time: 0.411, data_time: 0.002, memory: 5736, top1_acc: 0.2266, top5_acc: 0.4625, loss_cls: 3.5224, loss: 3.5224, grad_norm: 14.1628 2021-08-16 22:37:12,056 - mmaction - INFO - Epoch [2][380/2640] lr: 1.000e-03, eta: 16:24:29, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.2141, top5_acc: 0.4727, loss_cls: 3.5313, loss: 3.5313, grad_norm: 13.4938 2021-08-16 22:37:20,307 - mmaction - INFO - Epoch [2][400/2640] lr: 1.000e-03, eta: 16:23:42, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.2336, top5_acc: 0.4766, loss_cls: 3.4568, loss: 3.4568, grad_norm: 14.0310 2021-08-16 22:37:28,608 - mmaction - INFO - Epoch [2][420/2640] lr: 1.000e-03, eta: 16:22:57, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.2227, top5_acc: 0.4547, loss_cls: 3.4881, loss: 3.4881, grad_norm: 14.1432 2021-08-16 22:37:36,813 - mmaction - INFO - Epoch [2][440/2640] lr: 1.000e-03, eta: 16:22:08, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.2109, top5_acc: 0.4609, loss_cls: 3.4928, loss: 3.4928, grad_norm: 14.5500 2021-08-16 22:37:45,003 - mmaction - INFO - Epoch [2][460/2640] lr: 1.000e-03, eta: 16:21:19, time: 0.408, data_time: 0.000, memory: 5736, top1_acc: 0.2234, top5_acc: 0.4703, loss_cls: 3.5161, loss: 3.5161, grad_norm: 13.3113 2021-08-16 22:37:53,246 - mmaction - INFO - Epoch [2][480/2640] lr: 1.000e-03, eta: 16:20:33, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.2234, top5_acc: 0.4656, loss_cls: 3.5424, loss: 3.5424, grad_norm: 13.6988 2021-08-16 22:38:01,415 - mmaction - INFO - Epoch [2][500/2640] lr: 1.000e-03, eta: 16:19:45, time: 0.408, data_time: 0.000, memory: 5736, top1_acc: 0.2117, top5_acc: 0.4773, loss_cls: 3.5126, loss: 3.5126, grad_norm: 13.2743 2021-08-16 22:38:09,643 - mmaction - INFO - Epoch [2][520/2640] lr: 1.000e-03, eta: 16:18:59, time: 0.411, data_time: 0.002, memory: 5736, top1_acc: 0.2250, top5_acc: 0.4766, loss_cls: 3.4354, loss: 3.4354, grad_norm: 14.1040 2021-08-16 22:38:17,913 - mmaction - INFO - Epoch [2][540/2640] lr: 1.000e-03, eta: 16:18:15, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.2406, top5_acc: 0.4961, loss_cls: 3.3992, loss: 3.3992, grad_norm: 14.0631 2021-08-16 22:38:26,205 - mmaction - INFO - Epoch [2][560/2640] lr: 1.000e-03, eta: 16:17:33, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.2617, top5_acc: 0.5188, loss_cls: 3.2938, loss: 3.2938, grad_norm: 14.0434 2021-08-16 22:38:34,443 - mmaction - INFO - Epoch [2][580/2640] lr: 1.000e-03, eta: 16:16:50, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.1930, top5_acc: 0.4570, loss_cls: 3.4919, loss: 3.4919, grad_norm: 14.0822 2021-08-16 22:38:42,645 - mmaction - INFO - Epoch [2][600/2640] lr: 1.000e-03, eta: 16:16:05, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.2500, top5_acc: 0.4609, loss_cls: 3.4387, loss: 3.4387, grad_norm: 13.8618 2021-08-16 22:38:50,819 - mmaction - INFO - Epoch [2][620/2640] lr: 1.000e-03, eta: 16:15:19, time: 0.409, data_time: 0.001, memory: 5736, top1_acc: 0.2211, top5_acc: 0.4875, loss_cls: 3.4347, loss: 3.4347, grad_norm: 14.0102 2021-08-16 22:38:59,035 - mmaction - INFO - Epoch [2][640/2640] lr: 1.000e-03, eta: 16:14:36, time: 0.411, data_time: 0.002, memory: 5736, top1_acc: 0.2172, top5_acc: 0.4805, loss_cls: 3.4055, loss: 3.4055, grad_norm: 13.9186 2021-08-16 22:39:07,289 - mmaction - INFO - Epoch [2][660/2640] lr: 1.000e-03, eta: 16:13:54, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.2383, top5_acc: 0.4695, loss_cls: 3.4300, loss: 3.4300, grad_norm: 14.6638 2021-08-16 22:39:15,552 - mmaction - INFO - Epoch [2][680/2640] lr: 1.000e-03, eta: 16:13:13, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.2313, top5_acc: 0.4883, loss_cls: 3.4132, loss: 3.4132, grad_norm: 13.5709 2021-08-16 22:39:23,798 - mmaction - INFO - Epoch [2][700/2640] lr: 1.000e-03, eta: 16:12:32, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.2117, top5_acc: 0.4742, loss_cls: 3.4914, loss: 3.4914, grad_norm: 13.7345 2021-08-16 22:39:32,023 - mmaction - INFO - Epoch [2][720/2640] lr: 1.000e-03, eta: 16:11:51, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.2453, top5_acc: 0.4836, loss_cls: 3.4222, loss: 3.4222, grad_norm: 14.1654 2021-08-16 22:39:40,210 - mmaction - INFO - Epoch [2][740/2640] lr: 1.000e-03, eta: 16:11:08, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.2352, top5_acc: 0.5180, loss_cls: 3.3125, loss: 3.3125, grad_norm: 14.1328 2021-08-16 22:39:48,439 - mmaction - INFO - Epoch [2][760/2640] lr: 1.000e-03, eta: 16:10:28, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.2414, top5_acc: 0.4664, loss_cls: 3.4119, loss: 3.4119, grad_norm: 14.1420 2021-08-16 22:39:56,595 - mmaction - INFO - Epoch [2][780/2640] lr: 1.000e-03, eta: 16:09:45, time: 0.408, data_time: 0.000, memory: 5736, top1_acc: 0.2359, top5_acc: 0.4922, loss_cls: 3.4147, loss: 3.4147, grad_norm: 14.5047 2021-08-16 22:40:04,857 - mmaction - INFO - Epoch [2][800/2640] lr: 1.000e-03, eta: 16:09:06, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.2203, top5_acc: 0.4758, loss_cls: 3.4839, loss: 3.4839, grad_norm: 13.8040 2021-08-16 22:40:13,091 - mmaction - INFO - Epoch [2][820/2640] lr: 1.000e-03, eta: 16:08:27, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.2313, top5_acc: 0.4727, loss_cls: 3.4206, loss: 3.4206, grad_norm: 13.9484 2021-08-16 22:40:21,282 - mmaction - INFO - Epoch [2][840/2640] lr: 1.000e-03, eta: 16:07:46, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.1938, top5_acc: 0.4391, loss_cls: 3.5685, loss: 3.5685, grad_norm: 13.8959 2021-08-16 22:40:29,528 - mmaction - INFO - Epoch [2][860/2640] lr: 1.000e-03, eta: 16:07:09, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.2430, top5_acc: 0.4891, loss_cls: 3.4330, loss: 3.4330, grad_norm: 13.1999 2021-08-16 22:40:37,778 - mmaction - INFO - Epoch [2][880/2640] lr: 1.000e-03, eta: 16:06:31, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.2297, top5_acc: 0.4852, loss_cls: 3.4208, loss: 3.4208, grad_norm: 14.0479 2021-08-16 22:40:45,994 - mmaction - INFO - Epoch [2][900/2640] lr: 1.000e-03, eta: 16:05:52, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.2289, top5_acc: 0.4719, loss_cls: 3.4681, loss: 3.4681, grad_norm: 14.2809 2021-08-16 22:40:54,245 - mmaction - INFO - Epoch [2][920/2640] lr: 1.000e-03, eta: 16:05:15, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.2234, top5_acc: 0.4844, loss_cls: 3.4315, loss: 3.4315, grad_norm: 12.7177 2021-08-16 22:41:02,420 - mmaction - INFO - Epoch [2][940/2640] lr: 1.000e-03, eta: 16:04:37, time: 0.409, data_time: 0.001, memory: 5736, top1_acc: 0.2555, top5_acc: 0.5016, loss_cls: 3.3555, loss: 3.3555, grad_norm: 14.7151 2021-08-16 22:41:10,764 - mmaction - INFO - Epoch [2][960/2640] lr: 1.000e-03, eta: 16:04:03, time: 0.417, data_time: 0.001, memory: 5736, top1_acc: 0.2281, top5_acc: 0.4789, loss_cls: 3.4162, loss: 3.4162, grad_norm: 13.9694 2021-08-16 22:41:19,053 - mmaction - INFO - Epoch [2][980/2640] lr: 1.000e-03, eta: 16:03:29, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.2406, top5_acc: 0.4953, loss_cls: 3.3347, loss: 3.3347, grad_norm: 14.0825 2021-08-16 22:41:27,299 - mmaction - INFO - Epoch [2][1000/2640] lr: 1.000e-03, eta: 16:02:53, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.2328, top5_acc: 0.4781, loss_cls: 3.4468, loss: 3.4468, grad_norm: 13.6538 2021-08-16 22:41:35,524 - mmaction - INFO - Epoch [2][1020/2640] lr: 1.000e-03, eta: 16:02:17, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.2406, top5_acc: 0.4930, loss_cls: 3.3928, loss: 3.3928, grad_norm: 14.0681 2021-08-16 22:41:43,792 - mmaction - INFO - Epoch [2][1040/2640] lr: 1.000e-03, eta: 16:01:42, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.2742, top5_acc: 0.5328, loss_cls: 3.2486, loss: 3.2486, grad_norm: 14.0077 2021-08-16 22:41:52,043 - mmaction - INFO - Epoch [2][1060/2640] lr: 1.000e-03, eta: 16:01:08, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.2359, top5_acc: 0.4961, loss_cls: 3.4127, loss: 3.4127, grad_norm: 13.9213 2021-08-16 22:42:00,258 - mmaction - INFO - Epoch [2][1080/2640] lr: 1.000e-03, eta: 16:00:32, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.2547, top5_acc: 0.5062, loss_cls: 3.3421, loss: 3.3421, grad_norm: 14.0445 2021-08-16 22:42:08,464 - mmaction - INFO - Epoch [2][1100/2640] lr: 1.000e-03, eta: 15:59:56, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.2516, top5_acc: 0.5055, loss_cls: 3.3161, loss: 3.3161, grad_norm: 13.7478 2021-08-16 22:42:16,785 - mmaction - INFO - Epoch [2][1120/2640] lr: 1.000e-03, eta: 15:59:25, time: 0.416, data_time: 0.002, memory: 5736, top1_acc: 0.2477, top5_acc: 0.4977, loss_cls: 3.3855, loss: 3.3855, grad_norm: 13.2051 2021-08-16 22:42:25,007 - mmaction - INFO - Epoch [2][1140/2640] lr: 1.000e-03, eta: 15:58:50, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.2500, top5_acc: 0.5055, loss_cls: 3.3581, loss: 3.3581, grad_norm: 13.7814 2021-08-16 22:42:33,228 - mmaction - INFO - Epoch [2][1160/2640] lr: 1.000e-03, eta: 15:58:16, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.2352, top5_acc: 0.4766, loss_cls: 3.4100, loss: 3.4100, grad_norm: 13.7753 2021-08-16 22:42:41,443 - mmaction - INFO - Epoch [2][1180/2640] lr: 1.000e-03, eta: 15:57:42, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.2617, top5_acc: 0.5359, loss_cls: 3.2780, loss: 3.2780, grad_norm: 14.3112 2021-08-16 22:42:49,759 - mmaction - INFO - Epoch [2][1200/2640] lr: 1.000e-03, eta: 15:57:11, time: 0.416, data_time: 0.002, memory: 5736, top1_acc: 0.2516, top5_acc: 0.4992, loss_cls: 3.3305, loss: 3.3305, grad_norm: 13.8003 2021-08-16 22:42:58,011 - mmaction - INFO - Epoch [2][1220/2640] lr: 1.000e-03, eta: 15:56:38, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.2633, top5_acc: 0.5180, loss_cls: 3.2730, loss: 3.2730, grad_norm: 14.6530 2021-08-16 22:43:06,290 - mmaction - INFO - Epoch [2][1240/2640] lr: 1.000e-03, eta: 15:56:07, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.2539, top5_acc: 0.5055, loss_cls: 3.3408, loss: 3.3408, grad_norm: 13.8548 2021-08-16 22:43:14,501 - mmaction - INFO - Epoch [2][1260/2640] lr: 1.000e-03, eta: 15:55:34, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.2359, top5_acc: 0.4977, loss_cls: 3.3337, loss: 3.3337, grad_norm: 14.0505 2021-08-16 22:43:22,775 - mmaction - INFO - Epoch [2][1280/2640] lr: 1.000e-03, eta: 15:55:02, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.2344, top5_acc: 0.4953, loss_cls: 3.3726, loss: 3.3726, grad_norm: 14.0571 2021-08-16 22:43:31,032 - mmaction - INFO - Epoch [2][1300/2640] lr: 1.000e-03, eta: 15:54:31, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.2461, top5_acc: 0.5062, loss_cls: 3.3511, loss: 3.3511, grad_norm: 13.6251 2021-08-16 22:43:39,225 - mmaction - INFO - Epoch [2][1320/2640] lr: 1.000e-03, eta: 15:53:58, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.2523, top5_acc: 0.5031, loss_cls: 3.3641, loss: 3.3641, grad_norm: 14.0382 2021-08-16 22:43:47,445 - mmaction - INFO - Epoch [2][1340/2640] lr: 1.000e-03, eta: 15:53:26, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.2320, top5_acc: 0.5062, loss_cls: 3.3594, loss: 3.3594, grad_norm: 14.0173 2021-08-16 22:43:55,762 - mmaction - INFO - Epoch [2][1360/2640] lr: 1.000e-03, eta: 15:52:57, time: 0.416, data_time: 0.002, memory: 5736, top1_acc: 0.2383, top5_acc: 0.5023, loss_cls: 3.3706, loss: 3.3706, grad_norm: 14.1080 2021-08-16 22:44:04,003 - mmaction - INFO - Epoch [2][1380/2640] lr: 1.000e-03, eta: 15:52:26, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.2586, top5_acc: 0.5016, loss_cls: 3.3405, loss: 3.3405, grad_norm: 13.9784 2021-08-16 22:44:12,276 - mmaction - INFO - Epoch [2][1400/2640] lr: 1.000e-03, eta: 15:51:56, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.2477, top5_acc: 0.5133, loss_cls: 3.3606, loss: 3.3606, grad_norm: 13.8356 2021-08-16 22:44:20,615 - mmaction - INFO - Epoch [2][1420/2640] lr: 1.000e-03, eta: 15:51:29, time: 0.417, data_time: 0.000, memory: 5736, top1_acc: 0.2477, top5_acc: 0.5219, loss_cls: 3.2726, loss: 3.2726, grad_norm: 13.4416 2021-08-16 22:44:28,863 - mmaction - INFO - Epoch [2][1440/2640] lr: 1.000e-03, eta: 15:50:59, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.2273, top5_acc: 0.4953, loss_cls: 3.4229, loss: 3.4229, grad_norm: 13.8410 2021-08-16 22:44:37,095 - mmaction - INFO - Epoch [2][1460/2640] lr: 1.000e-03, eta: 15:50:28, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.2578, top5_acc: 0.5094, loss_cls: 3.3141, loss: 3.3141, grad_norm: 14.0817 2021-08-16 22:44:45,354 - mmaction - INFO - Epoch [2][1480/2640] lr: 1.000e-03, eta: 15:49:59, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.2367, top5_acc: 0.5008, loss_cls: 3.3636, loss: 3.3636, grad_norm: 13.6283 2021-08-16 22:44:53,549 - mmaction - INFO - Epoch [2][1500/2640] lr: 1.000e-03, eta: 15:49:28, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.2539, top5_acc: 0.5008, loss_cls: 3.3558, loss: 3.3558, grad_norm: 13.7287 2021-08-16 22:45:01,776 - mmaction - INFO - Epoch [2][1520/2640] lr: 1.000e-03, eta: 15:48:58, time: 0.411, data_time: 0.002, memory: 5736, top1_acc: 0.2492, top5_acc: 0.5133, loss_cls: 3.3210, loss: 3.3210, grad_norm: 14.2159 2021-08-16 22:45:10,006 - mmaction - INFO - Epoch [2][1540/2640] lr: 1.000e-03, eta: 15:48:28, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.2555, top5_acc: 0.5000, loss_cls: 3.3204, loss: 3.3204, grad_norm: 14.2189 2021-08-16 22:45:18,270 - mmaction - INFO - Epoch [2][1560/2640] lr: 1.000e-03, eta: 15:48:00, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.2656, top5_acc: 0.5289, loss_cls: 3.2737, loss: 3.2737, grad_norm: 14.0587 2021-08-16 22:45:26,532 - mmaction - INFO - Epoch [2][1580/2640] lr: 1.000e-03, eta: 15:47:31, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.2570, top5_acc: 0.5102, loss_cls: 3.3048, loss: 3.3048, grad_norm: 13.4931 2021-08-16 22:45:34,767 - mmaction - INFO - Epoch [2][1600/2640] lr: 1.000e-03, eta: 15:47:03, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.2539, top5_acc: 0.4867, loss_cls: 3.3777, loss: 3.3777, grad_norm: 14.1872 2021-08-16 22:45:43,011 - mmaction - INFO - Epoch [2][1620/2640] lr: 1.000e-03, eta: 15:46:34, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.2336, top5_acc: 0.4953, loss_cls: 3.3776, loss: 3.3776, grad_norm: 13.5629 2021-08-16 22:45:51,289 - mmaction - INFO - Epoch [2][1640/2640] lr: 1.000e-03, eta: 15:46:07, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.2547, top5_acc: 0.5195, loss_cls: 3.2840, loss: 3.2840, grad_norm: 14.0319 2021-08-16 22:45:59,491 - mmaction - INFO - Epoch [2][1660/2640] lr: 1.000e-03, eta: 15:45:38, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.2594, top5_acc: 0.5008, loss_cls: 3.2788, loss: 3.2788, grad_norm: 14.0502 2021-08-16 22:46:07,763 - mmaction - INFO - Epoch [2][1680/2640] lr: 1.000e-03, eta: 15:45:11, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.2437, top5_acc: 0.5070, loss_cls: 3.3625, loss: 3.3625, grad_norm: 13.5245 2021-08-16 22:46:15,987 - mmaction - INFO - Epoch [2][1700/2640] lr: 1.000e-03, eta: 15:44:42, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.2641, top5_acc: 0.5133, loss_cls: 3.2691, loss: 3.2691, grad_norm: 14.2084 2021-08-16 22:46:24,235 - mmaction - INFO - Epoch [2][1720/2640] lr: 1.000e-03, eta: 15:44:15, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.2328, top5_acc: 0.4969, loss_cls: 3.3652, loss: 3.3652, grad_norm: 14.1690 2021-08-16 22:46:32,403 - mmaction - INFO - Epoch [2][1740/2640] lr: 1.000e-03, eta: 15:43:45, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.2594, top5_acc: 0.5219, loss_cls: 3.2766, loss: 3.2766, grad_norm: 14.4669 2021-08-16 22:46:40,691 - mmaction - INFO - Epoch [2][1760/2640] lr: 1.000e-03, eta: 15:43:19, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.2555, top5_acc: 0.5180, loss_cls: 3.2954, loss: 3.2954, grad_norm: 13.6259 2021-08-16 22:46:48,925 - mmaction - INFO - Epoch [2][1780/2640] lr: 1.000e-03, eta: 15:42:52, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.2602, top5_acc: 0.5328, loss_cls: 3.2658, loss: 3.2658, grad_norm: 13.6379 2021-08-16 22:46:57,183 - mmaction - INFO - Epoch [2][1800/2640] lr: 1.000e-03, eta: 15:42:26, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.2320, top5_acc: 0.5023, loss_cls: 3.3341, loss: 3.3341, grad_norm: 14.6699 2021-08-16 22:47:05,383 - mmaction - INFO - Epoch [2][1820/2640] lr: 1.000e-03, eta: 15:41:58, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.2516, top5_acc: 0.5234, loss_cls: 3.3065, loss: 3.3065, grad_norm: 13.7375 2021-08-16 22:47:13,631 - mmaction - INFO - Epoch [2][1840/2640] lr: 1.000e-03, eta: 15:41:32, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.2750, top5_acc: 0.5328, loss_cls: 3.2547, loss: 3.2547, grad_norm: 13.8409 2021-08-16 22:47:21,891 - mmaction - INFO - Epoch [2][1860/2640] lr: 1.000e-03, eta: 15:41:06, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.2656, top5_acc: 0.5125, loss_cls: 3.2873, loss: 3.2873, grad_norm: 14.1754 2021-08-16 22:47:30,145 - mmaction - INFO - Epoch [2][1880/2640] lr: 1.000e-03, eta: 15:40:39, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.2805, top5_acc: 0.5359, loss_cls: 3.2139, loss: 3.2139, grad_norm: 13.4365 2021-08-16 22:47:38,412 - mmaction - INFO - Epoch [2][1900/2640] lr: 1.000e-03, eta: 15:40:14, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.2602, top5_acc: 0.5148, loss_cls: 3.2753, loss: 3.2753, grad_norm: 13.5808 2021-08-16 22:47:46,673 - mmaction - INFO - Epoch [2][1920/2640] lr: 1.000e-03, eta: 15:39:49, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.2625, top5_acc: 0.5227, loss_cls: 3.2828, loss: 3.2828, grad_norm: 13.6829 2021-08-16 22:47:54,924 - mmaction - INFO - Epoch [2][1940/2640] lr: 1.000e-03, eta: 15:39:23, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.2406, top5_acc: 0.5078, loss_cls: 3.3013, loss: 3.3013, grad_norm: 15.0096 2021-08-16 22:48:03,189 - mmaction - INFO - Epoch [2][1960/2640] lr: 1.000e-03, eta: 15:38:59, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.2641, top5_acc: 0.5164, loss_cls: 3.3307, loss: 3.3307, grad_norm: 13.6896 2021-08-16 22:48:11,384 - mmaction - INFO - Epoch [2][1980/2640] lr: 1.000e-03, eta: 15:38:32, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.2641, top5_acc: 0.4961, loss_cls: 3.3194, loss: 3.3194, grad_norm: 13.5977 2021-08-16 22:48:19,721 - mmaction - INFO - Epoch [2][2000/2640] lr: 1.000e-03, eta: 15:38:09, time: 0.417, data_time: 0.002, memory: 5736, top1_acc: 0.2555, top5_acc: 0.5047, loss_cls: 3.3404, loss: 3.3404, grad_norm: 14.1113 2021-08-16 22:48:27,974 - mmaction - INFO - Epoch [2][2020/2640] lr: 1.000e-03, eta: 15:37:44, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.2492, top5_acc: 0.5008, loss_cls: 3.3249, loss: 3.3249, grad_norm: 13.5999 2021-08-16 22:48:36,270 - mmaction - INFO - Epoch [2][2040/2640] lr: 1.000e-03, eta: 15:37:21, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.2664, top5_acc: 0.5258, loss_cls: 3.2382, loss: 3.2382, grad_norm: 13.6072 2021-08-16 22:48:44,498 - mmaction - INFO - Epoch [2][2060/2640] lr: 1.000e-03, eta: 15:36:55, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.2922, top5_acc: 0.5211, loss_cls: 3.2320, loss: 3.2320, grad_norm: 13.7055 2021-08-16 22:48:52,769 - mmaction - INFO - Epoch [2][2080/2640] lr: 1.000e-03, eta: 15:36:31, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.2641, top5_acc: 0.5258, loss_cls: 3.1964, loss: 3.1964, grad_norm: 14.3729 2021-08-16 22:49:00,952 - mmaction - INFO - Epoch [2][2100/2640] lr: 1.000e-03, eta: 15:36:05, time: 0.409, data_time: 0.001, memory: 5736, top1_acc: 0.2805, top5_acc: 0.5359, loss_cls: 3.2064, loss: 3.2064, grad_norm: 14.1281 2021-08-16 22:49:09,201 - mmaction - INFO - Epoch [2][2120/2640] lr: 1.000e-03, eta: 15:35:41, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.2578, top5_acc: 0.5297, loss_cls: 3.2638, loss: 3.2638, grad_norm: 13.7892 2021-08-16 22:49:17,526 - mmaction - INFO - Epoch [2][2140/2640] lr: 1.000e-03, eta: 15:35:19, time: 0.416, data_time: 0.001, memory: 5736, top1_acc: 0.2609, top5_acc: 0.5344, loss_cls: 3.2401, loss: 3.2401, grad_norm: 13.7869 2021-08-16 22:49:25,816 - mmaction - INFO - Epoch [2][2160/2640] lr: 1.000e-03, eta: 15:34:56, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.2570, top5_acc: 0.5156, loss_cls: 3.2868, loss: 3.2868, grad_norm: 13.8556 2021-08-16 22:49:34,078 - mmaction - INFO - Epoch [2][2180/2640] lr: 1.000e-03, eta: 15:34:32, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.2500, top5_acc: 0.5266, loss_cls: 3.3016, loss: 3.3016, grad_norm: 14.2700 2021-08-16 22:49:42,349 - mmaction - INFO - Epoch [2][2200/2640] lr: 1.000e-03, eta: 15:34:09, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.2469, top5_acc: 0.4789, loss_cls: 3.2966, loss: 3.2966, grad_norm: 13.9516 2021-08-16 22:49:50,528 - mmaction - INFO - Epoch [2][2220/2640] lr: 1.000e-03, eta: 15:33:44, time: 0.410, data_time: 0.002, memory: 5736, top1_acc: 0.2781, top5_acc: 0.5602, loss_cls: 3.1457, loss: 3.1457, grad_norm: 14.4339 2021-08-16 22:49:58,767 - mmaction - INFO - Epoch [2][2240/2640] lr: 1.000e-03, eta: 15:33:20, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.2453, top5_acc: 0.5172, loss_cls: 3.3224, loss: 3.3224, grad_norm: 13.8957 2021-08-16 22:50:06,940 - mmaction - INFO - Epoch [2][2260/2640] lr: 1.000e-03, eta: 15:32:55, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.2711, top5_acc: 0.5406, loss_cls: 3.1945, loss: 3.1945, grad_norm: 14.3826 2021-08-16 22:50:15,150 - mmaction - INFO - Epoch [2][2280/2640] lr: 1.000e-03, eta: 15:32:30, time: 0.410, data_time: 0.002, memory: 5736, top1_acc: 0.2711, top5_acc: 0.5406, loss_cls: 3.2025, loss: 3.2025, grad_norm: 14.4708 2021-08-16 22:50:23,344 - mmaction - INFO - Epoch [2][2300/2640] lr: 1.000e-03, eta: 15:32:06, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.2641, top5_acc: 0.5203, loss_cls: 3.2943, loss: 3.2943, grad_norm: 14.1819 2021-08-16 22:50:31,587 - mmaction - INFO - Epoch [2][2320/2640] lr: 1.000e-03, eta: 15:31:43, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.2781, top5_acc: 0.5477, loss_cls: 3.1560, loss: 3.1560, grad_norm: 13.5557 2021-08-16 22:50:39,885 - mmaction - INFO - Epoch [2][2340/2640] lr: 1.000e-03, eta: 15:31:21, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.2727, top5_acc: 0.5523, loss_cls: 3.1940, loss: 3.1940, grad_norm: 13.7738 2021-08-16 22:50:48,112 - mmaction - INFO - Epoch [2][2360/2640] lr: 1.000e-03, eta: 15:30:58, time: 0.411, data_time: 0.002, memory: 5736, top1_acc: 0.2602, top5_acc: 0.5234, loss_cls: 3.2590, loss: 3.2590, grad_norm: 13.6396 2021-08-16 22:50:56,292 - mmaction - INFO - Epoch [2][2380/2640] lr: 1.000e-03, eta: 15:30:33, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.2617, top5_acc: 0.5352, loss_cls: 3.1873, loss: 3.1873, grad_norm: 14.0528 2021-08-16 22:51:04,489 - mmaction - INFO - Epoch [2][2400/2640] lr: 1.000e-03, eta: 15:30:09, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.2789, top5_acc: 0.5437, loss_cls: 3.1880, loss: 3.1880, grad_norm: 14.0996 2021-08-16 22:51:12,668 - mmaction - INFO - Epoch [2][2420/2640] lr: 1.000e-03, eta: 15:29:45, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.2687, top5_acc: 0.5281, loss_cls: 3.2498, loss: 3.2498, grad_norm: 14.2730 2021-08-16 22:51:20,937 - mmaction - INFO - Epoch [2][2440/2640] lr: 1.000e-03, eta: 15:29:23, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.2453, top5_acc: 0.4945, loss_cls: 3.3612, loss: 3.3612, grad_norm: 13.2476 2021-08-16 22:51:29,130 - mmaction - INFO - Epoch [2][2460/2640] lr: 1.000e-03, eta: 15:29:00, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.2727, top5_acc: 0.5195, loss_cls: 3.2188, loss: 3.2188, grad_norm: 14.3594 2021-08-16 22:51:37,394 - mmaction - INFO - Epoch [2][2480/2640] lr: 1.000e-03, eta: 15:28:38, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.2578, top5_acc: 0.5078, loss_cls: 3.3187, loss: 3.3187, grad_norm: 14.4213 2021-08-16 22:51:45,661 - mmaction - INFO - Epoch [2][2500/2640] lr: 1.000e-03, eta: 15:28:17, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.2734, top5_acc: 0.5180, loss_cls: 3.2173, loss: 3.2173, grad_norm: 13.7163 2021-08-16 22:51:53,952 - mmaction - INFO - Epoch [2][2520/2640] lr: 1.000e-03, eta: 15:27:55, time: 0.414, data_time: 0.000, memory: 5736, top1_acc: 0.2703, top5_acc: 0.5258, loss_cls: 3.2792, loss: 3.2792, grad_norm: 14.2261 2021-08-16 22:52:02,244 - mmaction - INFO - Epoch [2][2540/2640] lr: 1.000e-03, eta: 15:27:35, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.2875, top5_acc: 0.5367, loss_cls: 3.2426, loss: 3.2426, grad_norm: 14.0332 2021-08-16 22:52:10,491 - mmaction - INFO - Epoch [2][2560/2640] lr: 1.000e-03, eta: 15:27:13, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.2977, top5_acc: 0.5437, loss_cls: 3.1606, loss: 3.1606, grad_norm: 13.9429 2021-08-16 22:52:18,761 - mmaction - INFO - Epoch [2][2580/2640] lr: 1.000e-03, eta: 15:26:52, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.2672, top5_acc: 0.5250, loss_cls: 3.2159, loss: 3.2159, grad_norm: 13.5446 2021-08-16 22:52:27,014 - mmaction - INFO - Epoch [2][2600/2640] lr: 1.000e-03, eta: 15:26:31, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.2656, top5_acc: 0.5188, loss_cls: 3.2144, loss: 3.2144, grad_norm: 13.9622 2021-08-16 22:52:35,298 - mmaction - INFO - Epoch [2][2620/2640] lr: 1.000e-03, eta: 15:26:11, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.2750, top5_acc: 0.5258, loss_cls: 3.2206, loss: 3.2206, grad_norm: 13.6703 2021-08-16 22:52:43,277 - mmaction - INFO - Epoch [2][2640/2640] lr: 1.000e-03, eta: 15:25:43, time: 0.399, data_time: 0.002, memory: 5736, top1_acc: 0.2605, top5_acc: 0.5218, loss_cls: 3.2436, loss: 3.2436, grad_norm: 14.4969 2021-08-16 22:52:47,707 - mmaction - INFO - Saving checkpoint at 2 epochs 2021-08-16 22:52:48,751 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-08-16 22:54:00,169 - mmaction - INFO - Epoch [3][20/2640] lr: 1.000e-03, eta: 15:50:31, time: 3.570, data_time: 3.157, memory: 5736, top1_acc: 0.2445, top5_acc: 0.5109, loss_cls: 3.2883, loss: 3.2883, grad_norm: 13.6390 2021-08-16 22:54:08,488 - mmaction - INFO - Epoch [3][40/2640] lr: 1.000e-03, eta: 15:50:06, time: 0.416, data_time: 0.003, memory: 5736, top1_acc: 0.2648, top5_acc: 0.5406, loss_cls: 3.1984, loss: 3.1984, grad_norm: 14.0433 2021-08-16 22:54:16,726 - mmaction - INFO - Epoch [3][60/2640] lr: 1.000e-03, eta: 15:49:39, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.2953, top5_acc: 0.5445, loss_cls: 3.1370, loss: 3.1370, grad_norm: 13.6244 2021-08-16 22:54:24,951 - mmaction - INFO - Epoch [3][80/2640] lr: 1.000e-03, eta: 15:49:12, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.2797, top5_acc: 0.5461, loss_cls: 3.1328, loss: 3.1328, grad_norm: 13.8483 2021-08-16 22:54:33,151 - mmaction - INFO - Epoch [3][100/2640] lr: 1.000e-03, eta: 15:48:44, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.3016, top5_acc: 0.5563, loss_cls: 3.0899, loss: 3.0899, grad_norm: 14.2771 2021-08-16 22:54:41,408 - mmaction - INFO - Epoch [3][120/2640] lr: 1.000e-03, eta: 15:48:18, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.3094, top5_acc: 0.5727, loss_cls: 3.0720, loss: 3.0720, grad_norm: 14.2765 2021-08-16 22:54:49,578 - mmaction - INFO - Epoch [3][140/2640] lr: 1.000e-03, eta: 15:47:50, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.2820, top5_acc: 0.5492, loss_cls: 3.1193, loss: 3.1193, grad_norm: 14.3141 2021-08-16 22:54:57,805 - mmaction - INFO - Epoch [3][160/2640] lr: 1.000e-03, eta: 15:47:23, time: 0.411, data_time: 0.002, memory: 5736, top1_acc: 0.2945, top5_acc: 0.5422, loss_cls: 3.1356, loss: 3.1356, grad_norm: 14.0274 2021-08-16 22:55:05,963 - mmaction - INFO - Epoch [3][180/2640] lr: 1.000e-03, eta: 15:46:55, time: 0.408, data_time: 0.000, memory: 5736, top1_acc: 0.2664, top5_acc: 0.5555, loss_cls: 3.1173, loss: 3.1173, grad_norm: 14.2583 2021-08-16 22:55:14,174 - mmaction - INFO - Epoch [3][200/2640] lr: 1.000e-03, eta: 15:46:29, time: 0.410, data_time: 0.002, memory: 5736, top1_acc: 0.2586, top5_acc: 0.5344, loss_cls: 3.2963, loss: 3.2963, grad_norm: 14.0108 2021-08-16 22:55:22,372 - mmaction - INFO - Epoch [3][220/2640] lr: 1.000e-03, eta: 15:46:02, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.2953, top5_acc: 0.5516, loss_cls: 3.0776, loss: 3.0776, grad_norm: 14.4437 2021-08-16 22:55:30,634 - mmaction - INFO - Epoch [3][240/2640] lr: 1.000e-03, eta: 15:45:36, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.2875, top5_acc: 0.5609, loss_cls: 3.1108, loss: 3.1108, grad_norm: 13.9655 2021-08-16 22:55:38,901 - mmaction - INFO - Epoch [3][260/2640] lr: 1.000e-03, eta: 15:45:11, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.2758, top5_acc: 0.5625, loss_cls: 3.1258, loss: 3.1258, grad_norm: 14.3616 2021-08-16 22:55:47,122 - mmaction - INFO - Epoch [3][280/2640] lr: 1.000e-03, eta: 15:44:45, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.2805, top5_acc: 0.5320, loss_cls: 3.1208, loss: 3.1208, grad_norm: 14.5730 2021-08-16 22:55:55,362 - mmaction - INFO - Epoch [3][300/2640] lr: 1.000e-03, eta: 15:44:20, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.2961, top5_acc: 0.5383, loss_cls: 3.1427, loss: 3.1427, grad_norm: 13.6864 2021-08-16 22:56:03,617 - mmaction - INFO - Epoch [3][320/2640] lr: 1.000e-03, eta: 15:43:55, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.2812, top5_acc: 0.5578, loss_cls: 3.0653, loss: 3.0653, grad_norm: 13.8407 2021-08-16 22:56:11,874 - mmaction - INFO - Epoch [3][340/2640] lr: 1.000e-03, eta: 15:43:30, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.3000, top5_acc: 0.5789, loss_cls: 3.0177, loss: 3.0177, grad_norm: 14.2693 2021-08-16 22:56:20,075 - mmaction - INFO - Epoch [3][360/2640] lr: 1.000e-03, eta: 15:43:04, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.2836, top5_acc: 0.5695, loss_cls: 3.1241, loss: 3.1241, grad_norm: 14.8608 2021-08-16 22:56:28,358 - mmaction - INFO - Epoch [3][380/2640] lr: 1.000e-03, eta: 15:42:40, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.2820, top5_acc: 0.5461, loss_cls: 3.1347, loss: 3.1347, grad_norm: 14.3894 2021-08-16 22:56:36,556 - mmaction - INFO - Epoch [3][400/2640] lr: 1.000e-03, eta: 15:42:14, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.2875, top5_acc: 0.5633, loss_cls: 3.0669, loss: 3.0669, grad_norm: 13.8477 2021-08-16 22:56:44,806 - mmaction - INFO - Epoch [3][420/2640] lr: 1.000e-03, eta: 15:41:50, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.2953, top5_acc: 0.5633, loss_cls: 3.0728, loss: 3.0728, grad_norm: 14.3993 2021-08-16 22:56:53,099 - mmaction - INFO - Epoch [3][440/2640] lr: 1.000e-03, eta: 15:41:27, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.2867, top5_acc: 0.5758, loss_cls: 3.1176, loss: 3.1176, grad_norm: 14.1421 2021-08-16 22:57:01,366 - mmaction - INFO - Epoch [3][460/2640] lr: 1.000e-03, eta: 15:41:03, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.3008, top5_acc: 0.5430, loss_cls: 3.1769, loss: 3.1769, grad_norm: 14.2032 2021-08-16 22:57:09,640 - mmaction - INFO - Epoch [3][480/2640] lr: 1.000e-03, eta: 15:40:39, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.2977, top5_acc: 0.5727, loss_cls: 3.0815, loss: 3.0815, grad_norm: 14.4776 2021-08-16 22:57:17,910 - mmaction - INFO - Epoch [3][500/2640] lr: 1.000e-03, eta: 15:40:15, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.2875, top5_acc: 0.5445, loss_cls: 3.1313, loss: 3.1313, grad_norm: 14.7887 2021-08-16 22:57:26,193 - mmaction - INFO - Epoch [3][520/2640] lr: 1.000e-03, eta: 15:39:52, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.2914, top5_acc: 0.5273, loss_cls: 3.1717, loss: 3.1717, grad_norm: 13.6348 2021-08-16 22:57:34,402 - mmaction - INFO - Epoch [3][540/2640] lr: 1.000e-03, eta: 15:39:27, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.2789, top5_acc: 0.5430, loss_cls: 3.1445, loss: 3.1445, grad_norm: 14.1500 2021-08-16 22:57:42,598 - mmaction - INFO - Epoch [3][560/2640] lr: 1.000e-03, eta: 15:39:03, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.2680, top5_acc: 0.5453, loss_cls: 3.1905, loss: 3.1905, grad_norm: 14.1967 2021-08-16 22:57:50,804 - mmaction - INFO - Epoch [3][580/2640] lr: 1.000e-03, eta: 15:38:38, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.2805, top5_acc: 0.5461, loss_cls: 3.1081, loss: 3.1081, grad_norm: 14.6702 2021-08-16 22:57:59,027 - mmaction - INFO - Epoch [3][600/2640] lr: 1.000e-03, eta: 15:38:14, time: 0.411, data_time: 0.002, memory: 5736, top1_acc: 0.2938, top5_acc: 0.5563, loss_cls: 3.0855, loss: 3.0855, grad_norm: 14.4744 2021-08-16 22:58:07,304 - mmaction - INFO - Epoch [3][620/2640] lr: 1.000e-03, eta: 15:37:51, time: 0.414, data_time: 0.000, memory: 5736, top1_acc: 0.2898, top5_acc: 0.5703, loss_cls: 3.0860, loss: 3.0860, grad_norm: 14.0863 2021-08-16 22:58:15,586 - mmaction - INFO - Epoch [3][640/2640] lr: 1.000e-03, eta: 15:37:29, time: 0.414, data_time: 0.000, memory: 5736, top1_acc: 0.2680, top5_acc: 0.5414, loss_cls: 3.1936, loss: 3.1936, grad_norm: 14.3778 2021-08-16 22:58:23,905 - mmaction - INFO - Epoch [3][660/2640] lr: 1.000e-03, eta: 15:37:07, time: 0.416, data_time: 0.000, memory: 5736, top1_acc: 0.2680, top5_acc: 0.5398, loss_cls: 3.1439, loss: 3.1439, grad_norm: 14.3782 2021-08-16 22:58:32,201 - mmaction - INFO - Epoch [3][680/2640] lr: 1.000e-03, eta: 15:36:45, time: 0.415, data_time: 0.000, memory: 5736, top1_acc: 0.2945, top5_acc: 0.5602, loss_cls: 3.0865, loss: 3.0865, grad_norm: 14.3514 2021-08-16 22:58:40,451 - mmaction - INFO - Epoch [3][700/2640] lr: 1.000e-03, eta: 15:36:22, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.2703, top5_acc: 0.5461, loss_cls: 3.1191, loss: 3.1191, grad_norm: 13.9230 2021-08-16 22:58:48,644 - mmaction - INFO - Epoch [3][720/2640] lr: 1.000e-03, eta: 15:35:57, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.2867, top5_acc: 0.5547, loss_cls: 3.1301, loss: 3.1301, grad_norm: 13.9675 2021-08-16 22:58:56,884 - mmaction - INFO - Epoch [3][740/2640] lr: 1.000e-03, eta: 15:35:34, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.2898, top5_acc: 0.5586, loss_cls: 3.1038, loss: 3.1038, grad_norm: 14.9620 2021-08-16 22:59:05,075 - mmaction - INFO - Epoch [3][760/2640] lr: 1.000e-03, eta: 15:35:11, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.3023, top5_acc: 0.5828, loss_cls: 3.0004, loss: 3.0004, grad_norm: 13.8185 2021-08-16 22:59:13,356 - mmaction - INFO - Epoch [3][780/2640] lr: 1.000e-03, eta: 15:34:48, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.3156, top5_acc: 0.5742, loss_cls: 3.0116, loss: 3.0116, grad_norm: 14.2604 2021-08-16 22:59:21,618 - mmaction - INFO - Epoch [3][800/2640] lr: 1.000e-03, eta: 15:34:26, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.3312, top5_acc: 0.5664, loss_cls: 2.9894, loss: 2.9894, grad_norm: 13.7225 2021-08-16 22:59:29,858 - mmaction - INFO - Epoch [3][820/2640] lr: 1.000e-03, eta: 15:34:04, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.3031, top5_acc: 0.5508, loss_cls: 3.0912, loss: 3.0912, grad_norm: 14.2272 2021-08-16 22:59:38,045 - mmaction - INFO - Epoch [3][840/2640] lr: 1.000e-03, eta: 15:33:40, time: 0.409, data_time: 0.001, memory: 5736, top1_acc: 0.2945, top5_acc: 0.5469, loss_cls: 3.0913, loss: 3.0913, grad_norm: 13.3345 2021-08-16 22:59:46,258 - mmaction - INFO - Epoch [3][860/2640] lr: 1.000e-03, eta: 15:33:17, time: 0.411, data_time: 0.002, memory: 5736, top1_acc: 0.2836, top5_acc: 0.5672, loss_cls: 3.0797, loss: 3.0797, grad_norm: 14.1732 2021-08-16 22:59:54,492 - mmaction - INFO - Epoch [3][880/2640] lr: 1.000e-03, eta: 15:32:54, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.3000, top5_acc: 0.5672, loss_cls: 3.0399, loss: 3.0399, grad_norm: 13.8798 2021-08-16 23:00:02,754 - mmaction - INFO - Epoch [3][900/2640] lr: 1.000e-03, eta: 15:32:33, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.2898, top5_acc: 0.5687, loss_cls: 3.0631, loss: 3.0631, grad_norm: 13.7981 2021-08-16 23:00:11,004 - mmaction - INFO - Epoch [3][920/2640] lr: 1.000e-03, eta: 15:32:11, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.2875, top5_acc: 0.5656, loss_cls: 3.0745, loss: 3.0745, grad_norm: 14.4461 2021-08-16 23:00:19,201 - mmaction - INFO - Epoch [3][940/2640] lr: 1.000e-03, eta: 15:31:48, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.2898, top5_acc: 0.5508, loss_cls: 3.0749, loss: 3.0749, grad_norm: 14.2280 2021-08-16 23:00:27,438 - mmaction - INFO - Epoch [3][960/2640] lr: 1.000e-03, eta: 15:31:26, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.3086, top5_acc: 0.5750, loss_cls: 3.0899, loss: 3.0899, grad_norm: 13.6702 2021-08-16 23:00:35,631 - mmaction - INFO - Epoch [3][980/2640] lr: 1.000e-03, eta: 15:31:03, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.2961, top5_acc: 0.5680, loss_cls: 3.1125, loss: 3.1125, grad_norm: 14.2387 2021-08-16 23:00:43,871 - mmaction - INFO - Epoch [3][1000/2640] lr: 1.000e-03, eta: 15:30:41, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.3047, top5_acc: 0.5680, loss_cls: 3.0428, loss: 3.0428, grad_norm: 14.0218 2021-08-16 23:00:52,127 - mmaction - INFO - Epoch [3][1020/2640] lr: 1.000e-03, eta: 15:30:20, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.3227, top5_acc: 0.5781, loss_cls: 2.9963, loss: 2.9963, grad_norm: 14.2332 2021-08-16 23:01:00,473 - mmaction - INFO - Epoch [3][1040/2640] lr: 1.000e-03, eta: 15:30:00, time: 0.417, data_time: 0.000, memory: 5736, top1_acc: 0.3125, top5_acc: 0.5945, loss_cls: 2.9974, loss: 2.9974, grad_norm: 14.0978 2021-08-16 23:01:08,813 - mmaction - INFO - Epoch [3][1060/2640] lr: 1.000e-03, eta: 15:29:41, time: 0.417, data_time: 0.001, memory: 5736, top1_acc: 0.2898, top5_acc: 0.5547, loss_cls: 3.0739, loss: 3.0739, grad_norm: 13.8671 2021-08-16 23:01:17,081 - mmaction - INFO - Epoch [3][1080/2640] lr: 1.000e-03, eta: 15:29:20, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.2891, top5_acc: 0.5609, loss_cls: 3.0908, loss: 3.0908, grad_norm: 14.4988 2021-08-16 23:01:25,331 - mmaction - INFO - Epoch [3][1100/2640] lr: 1.000e-03, eta: 15:28:58, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.2891, top5_acc: 0.5500, loss_cls: 3.1408, loss: 3.1408, grad_norm: 14.5405 2021-08-16 23:01:33,542 - mmaction - INFO - Epoch [3][1120/2640] lr: 1.000e-03, eta: 15:28:37, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.3180, top5_acc: 0.5922, loss_cls: 2.9234, loss: 2.9234, grad_norm: 14.2509 2021-08-16 23:01:41,749 - mmaction - INFO - Epoch [3][1140/2640] lr: 1.000e-03, eta: 15:28:15, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.2961, top5_acc: 0.5461, loss_cls: 3.1517, loss: 3.1517, grad_norm: 13.7912 2021-08-16 23:01:50,061 - mmaction - INFO - Epoch [3][1160/2640] lr: 1.000e-03, eta: 15:27:55, time: 0.416, data_time: 0.001, memory: 5736, top1_acc: 0.2961, top5_acc: 0.5484, loss_cls: 3.0784, loss: 3.0784, grad_norm: 14.2502 2021-08-16 23:01:58,363 - mmaction - INFO - Epoch [3][1180/2640] lr: 1.000e-03, eta: 15:27:35, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.3031, top5_acc: 0.5750, loss_cls: 3.0163, loss: 3.0163, grad_norm: 14.4767 2021-08-16 23:02:06,585 - mmaction - INFO - Epoch [3][1200/2640] lr: 1.000e-03, eta: 15:27:14, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.2961, top5_acc: 0.5742, loss_cls: 3.0461, loss: 3.0461, grad_norm: 14.1372 2021-08-16 23:02:14,802 - mmaction - INFO - Epoch [3][1220/2640] lr: 1.000e-03, eta: 15:26:52, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.3039, top5_acc: 0.5555, loss_cls: 3.0248, loss: 3.0248, grad_norm: 14.4605 2021-08-16 23:02:23,048 - mmaction - INFO - Epoch [3][1240/2640] lr: 1.000e-03, eta: 15:26:32, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.2758, top5_acc: 0.5773, loss_cls: 3.0750, loss: 3.0750, grad_norm: 15.2272 2021-08-16 23:02:31,325 - mmaction - INFO - Epoch [3][1260/2640] lr: 1.000e-03, eta: 15:26:12, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.3047, top5_acc: 0.5687, loss_cls: 3.0333, loss: 3.0333, grad_norm: 14.2790 2021-08-16 23:02:39,623 - mmaction - INFO - Epoch [3][1280/2640] lr: 1.000e-03, eta: 15:25:52, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.3141, top5_acc: 0.5570, loss_cls: 3.0057, loss: 3.0057, grad_norm: 13.6975 2021-08-16 23:02:47,898 - mmaction - INFO - Epoch [3][1300/2640] lr: 1.000e-03, eta: 15:25:32, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.2898, top5_acc: 0.5664, loss_cls: 3.0780, loss: 3.0780, grad_norm: 14.1229 2021-08-16 23:02:56,053 - mmaction - INFO - Epoch [3][1320/2640] lr: 1.000e-03, eta: 15:25:10, time: 0.408, data_time: 0.001, memory: 5736, top1_acc: 0.3039, top5_acc: 0.5805, loss_cls: 3.0058, loss: 3.0058, grad_norm: 14.1498 2021-08-16 23:03:04,291 - mmaction - INFO - Epoch [3][1340/2640] lr: 1.000e-03, eta: 15:24:49, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.3039, top5_acc: 0.5781, loss_cls: 3.0241, loss: 3.0241, grad_norm: 14.4207 2021-08-16 23:03:12,521 - mmaction - INFO - Epoch [3][1360/2640] lr: 1.000e-03, eta: 15:24:29, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.3133, top5_acc: 0.5859, loss_cls: 2.9685, loss: 2.9685, grad_norm: 14.7658 2021-08-16 23:03:20,783 - mmaction - INFO - Epoch [3][1380/2640] lr: 1.000e-03, eta: 15:24:09, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.3125, top5_acc: 0.5703, loss_cls: 3.0241, loss: 3.0241, grad_norm: 14.1709 2021-08-16 23:03:29,000 - mmaction - INFO - Epoch [3][1400/2640] lr: 1.000e-03, eta: 15:23:48, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.3055, top5_acc: 0.5656, loss_cls: 3.0344, loss: 3.0344, grad_norm: 14.3591 2021-08-16 23:03:37,197 - mmaction - INFO - Epoch [3][1420/2640] lr: 1.000e-03, eta: 15:23:27, time: 0.410, data_time: 0.002, memory: 5736, top1_acc: 0.3000, top5_acc: 0.5641, loss_cls: 3.0176, loss: 3.0176, grad_norm: 14.4158 2021-08-16 23:03:45,451 - mmaction - INFO - Epoch [3][1440/2640] lr: 1.000e-03, eta: 15:23:07, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.3063, top5_acc: 0.5836, loss_cls: 3.0230, loss: 3.0230, grad_norm: 14.1122 2021-08-16 23:03:53,685 - mmaction - INFO - Epoch [3][1460/2640] lr: 1.000e-03, eta: 15:22:47, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.3172, top5_acc: 0.5758, loss_cls: 3.0216, loss: 3.0216, grad_norm: 13.6132 2021-08-16 23:04:01,914 - mmaction - INFO - Epoch [3][1480/2640] lr: 1.000e-03, eta: 15:22:27, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.3086, top5_acc: 0.5945, loss_cls: 3.0395, loss: 3.0395, grad_norm: 13.7219 2021-08-16 23:04:10,105 - mmaction - INFO - Epoch [3][1500/2640] lr: 1.000e-03, eta: 15:22:06, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.2961, top5_acc: 0.5727, loss_cls: 3.0385, loss: 3.0385, grad_norm: 15.0579 2021-08-16 23:04:18,354 - mmaction - INFO - Epoch [3][1520/2640] lr: 1.000e-03, eta: 15:21:46, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.3203, top5_acc: 0.5922, loss_cls: 2.9355, loss: 2.9355, grad_norm: 13.9258 2021-08-16 23:04:26,615 - mmaction - INFO - Epoch [3][1540/2640] lr: 1.000e-03, eta: 15:21:27, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.3156, top5_acc: 0.5758, loss_cls: 2.9537, loss: 2.9537, grad_norm: 14.0930 2021-08-16 23:04:34,796 - mmaction - INFO - Epoch [3][1560/2640] lr: 1.000e-03, eta: 15:21:06, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.3312, top5_acc: 0.5969, loss_cls: 2.9283, loss: 2.9283, grad_norm: 14.4358 2021-08-16 23:04:43,054 - mmaction - INFO - Epoch [3][1580/2640] lr: 1.000e-03, eta: 15:20:47, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.3320, top5_acc: 0.5938, loss_cls: 2.9430, loss: 2.9430, grad_norm: 14.7679 2021-08-16 23:04:51,389 - mmaction - INFO - Epoch [3][1600/2640] lr: 1.000e-03, eta: 15:20:29, time: 0.417, data_time: 0.001, memory: 5736, top1_acc: 0.3180, top5_acc: 0.5672, loss_cls: 2.9933, loss: 2.9933, grad_norm: 13.4614 2021-08-16 23:04:59,673 - mmaction - INFO - Epoch [3][1620/2640] lr: 1.000e-03, eta: 15:20:11, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.3133, top5_acc: 0.5813, loss_cls: 2.9871, loss: 2.9871, grad_norm: 14.3282 2021-08-16 23:05:07,840 - mmaction - INFO - Epoch [3][1640/2640] lr: 1.000e-03, eta: 15:19:50, time: 0.408, data_time: 0.000, memory: 5736, top1_acc: 0.3125, top5_acc: 0.5906, loss_cls: 2.9941, loss: 2.9941, grad_norm: 14.4077 2021-08-16 23:05:16,091 - mmaction - INFO - Epoch [3][1660/2640] lr: 1.000e-03, eta: 15:19:30, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.3078, top5_acc: 0.5711, loss_cls: 3.0398, loss: 3.0398, grad_norm: 13.7691 2021-08-16 23:05:24,289 - mmaction - INFO - Epoch [3][1680/2640] lr: 1.000e-03, eta: 15:19:11, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.3008, top5_acc: 0.5805, loss_cls: 2.9953, loss: 2.9953, grad_norm: 14.3478 2021-08-16 23:05:32,526 - mmaction - INFO - Epoch [3][1700/2640] lr: 1.000e-03, eta: 15:18:51, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.3180, top5_acc: 0.5836, loss_cls: 2.9580, loss: 2.9580, grad_norm: 14.0488 2021-08-16 23:05:40,729 - mmaction - INFO - Epoch [3][1720/2640] lr: 1.000e-03, eta: 15:18:31, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.3031, top5_acc: 0.5734, loss_cls: 3.0273, loss: 3.0273, grad_norm: 13.8695 2021-08-16 23:05:48,955 - mmaction - INFO - Epoch [3][1740/2640] lr: 1.000e-03, eta: 15:18:12, time: 0.411, data_time: 0.002, memory: 5736, top1_acc: 0.3055, top5_acc: 0.5617, loss_cls: 3.0434, loss: 3.0434, grad_norm: 14.4453 2021-08-16 23:05:57,197 - mmaction - INFO - Epoch [3][1760/2640] lr: 1.000e-03, eta: 15:17:53, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.2930, top5_acc: 0.5555, loss_cls: 3.0731, loss: 3.0731, grad_norm: 14.7372 2021-08-16 23:06:05,487 - mmaction - INFO - Epoch [3][1780/2640] lr: 1.000e-03, eta: 15:17:35, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.3242, top5_acc: 0.5625, loss_cls: 3.0495, loss: 3.0495, grad_norm: 14.2831 2021-08-16 23:06:13,697 - mmaction - INFO - Epoch [3][1800/2640] lr: 1.000e-03, eta: 15:17:16, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.3141, top5_acc: 0.5922, loss_cls: 2.9717, loss: 2.9717, grad_norm: 13.9467 2021-08-16 23:06:21,949 - mmaction - INFO - Epoch [3][1820/2640] lr: 1.000e-03, eta: 15:16:57, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.3375, top5_acc: 0.5906, loss_cls: 2.8880, loss: 2.8880, grad_norm: 13.7507 2021-08-16 23:06:30,142 - mmaction - INFO - Epoch [3][1840/2640] lr: 1.000e-03, eta: 15:16:37, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.3047, top5_acc: 0.5602, loss_cls: 3.1084, loss: 3.1084, grad_norm: 14.3031 2021-08-16 23:06:38,435 - mmaction - INFO - Epoch [3][1860/2640] lr: 1.000e-03, eta: 15:16:19, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.3000, top5_acc: 0.5820, loss_cls: 2.9844, loss: 2.9844, grad_norm: 14.3884 2021-08-16 23:06:46,709 - mmaction - INFO - Epoch [3][1880/2640] lr: 1.000e-03, eta: 15:16:01, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.3078, top5_acc: 0.5633, loss_cls: 3.0539, loss: 3.0539, grad_norm: 13.7857 2021-08-16 23:06:54,987 - mmaction - INFO - Epoch [3][1900/2640] lr: 1.000e-03, eta: 15:15:43, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.2891, top5_acc: 0.5648, loss_cls: 3.0878, loss: 3.0878, grad_norm: 13.9390 2021-08-16 23:07:03,190 - mmaction - INFO - Epoch [3][1920/2640] lr: 1.000e-03, eta: 15:15:24, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.3187, top5_acc: 0.5844, loss_cls: 2.9622, loss: 2.9622, grad_norm: 14.2350 2021-08-16 23:07:11,407 - mmaction - INFO - Epoch [3][1940/2640] lr: 1.000e-03, eta: 15:15:05, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.3266, top5_acc: 0.5898, loss_cls: 2.9335, loss: 2.9335, grad_norm: 13.9801 2021-08-16 23:07:19,688 - mmaction - INFO - Epoch [3][1960/2640] lr: 1.000e-03, eta: 15:14:47, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.3398, top5_acc: 0.5844, loss_cls: 2.9231, loss: 2.9231, grad_norm: 13.7227 2021-08-16 23:07:28,047 - mmaction - INFO - Epoch [3][1980/2640] lr: 1.000e-03, eta: 15:14:31, time: 0.418, data_time: 0.002, memory: 5736, top1_acc: 0.3094, top5_acc: 0.5805, loss_cls: 3.0298, loss: 3.0298, grad_norm: 14.2896 2021-08-16 23:07:36,271 - mmaction - INFO - Epoch [3][2000/2640] lr: 1.000e-03, eta: 15:14:12, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.2766, top5_acc: 0.5453, loss_cls: 3.1524, loss: 3.1524, grad_norm: 14.6118 2021-08-16 23:07:44,504 - mmaction - INFO - Epoch [3][2020/2640] lr: 1.000e-03, eta: 15:13:54, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.3328, top5_acc: 0.6008, loss_cls: 2.8663, loss: 2.8663, grad_norm: 13.8895 2021-08-16 23:07:52,766 - mmaction - INFO - Epoch [3][2040/2640] lr: 1.000e-03, eta: 15:13:36, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.3336, top5_acc: 0.5781, loss_cls: 2.9560, loss: 2.9560, grad_norm: 14.1271 2021-08-16 23:08:01,029 - mmaction - INFO - Epoch [3][2060/2640] lr: 1.000e-03, eta: 15:13:18, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.3023, top5_acc: 0.5672, loss_cls: 3.0333, loss: 3.0333, grad_norm: 14.0937 2021-08-16 23:08:09,240 - mmaction - INFO - Epoch [3][2080/2640] lr: 1.000e-03, eta: 15:13:00, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.3344, top5_acc: 0.5969, loss_cls: 2.8960, loss: 2.8960, grad_norm: 13.7369 2021-08-16 23:08:17,410 - mmaction - INFO - Epoch [3][2100/2640] lr: 1.000e-03, eta: 15:12:41, time: 0.408, data_time: 0.001, memory: 5736, top1_acc: 0.3078, top5_acc: 0.5758, loss_cls: 2.9883, loss: 2.9883, grad_norm: 13.7404 2021-08-16 23:08:25,605 - mmaction - INFO - Epoch [3][2120/2640] lr: 1.000e-03, eta: 15:12:22, time: 0.410, data_time: 0.002, memory: 5736, top1_acc: 0.3109, top5_acc: 0.5969, loss_cls: 2.9117, loss: 2.9117, grad_norm: 13.6396 2021-08-16 23:08:33,821 - mmaction - INFO - Epoch [3][2140/2640] lr: 1.000e-03, eta: 15:12:03, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.3328, top5_acc: 0.5984, loss_cls: 2.8920, loss: 2.8920, grad_norm: 14.0904 2021-08-16 23:08:42,085 - mmaction - INFO - Epoch [3][2160/2640] lr: 1.000e-03, eta: 15:11:46, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.3352, top5_acc: 0.6047, loss_cls: 2.9014, loss: 2.9014, grad_norm: 14.0431 2021-08-16 23:08:50,387 - mmaction - INFO - Epoch [3][2180/2640] lr: 1.000e-03, eta: 15:11:29, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.3008, top5_acc: 0.5672, loss_cls: 3.0081, loss: 3.0081, grad_norm: 14.2881 2021-08-16 23:08:58,596 - mmaction - INFO - Epoch [3][2200/2640] lr: 1.000e-03, eta: 15:11:11, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.3266, top5_acc: 0.5945, loss_cls: 2.9504, loss: 2.9504, grad_norm: 14.3727 2021-08-16 23:09:06,825 - mmaction - INFO - Epoch [3][2220/2640] lr: 1.000e-03, eta: 15:10:53, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.3195, top5_acc: 0.5766, loss_cls: 3.0007, loss: 3.0007, grad_norm: 13.7559 2021-08-16 23:09:15,090 - mmaction - INFO - Epoch [3][2240/2640] lr: 1.000e-03, eta: 15:10:35, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.3109, top5_acc: 0.5680, loss_cls: 2.9820, loss: 2.9820, grad_norm: 14.3081 2021-08-16 23:09:23,342 - mmaction - INFO - Epoch [3][2260/2640] lr: 1.000e-03, eta: 15:10:18, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.3180, top5_acc: 0.5883, loss_cls: 2.9407, loss: 2.9407, grad_norm: 14.6027 2021-08-16 23:09:31,567 - mmaction - INFO - Epoch [3][2280/2640] lr: 1.000e-03, eta: 15:10:00, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.3195, top5_acc: 0.5719, loss_cls: 3.0197, loss: 3.0197, grad_norm: 14.2849 2021-08-16 23:09:39,841 - mmaction - INFO - Epoch [3][2300/2640] lr: 1.000e-03, eta: 15:09:43, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.3258, top5_acc: 0.5883, loss_cls: 2.9582, loss: 2.9582, grad_norm: 14.6701 2021-08-16 23:09:48,083 - mmaction - INFO - Epoch [3][2320/2640] lr: 1.000e-03, eta: 15:09:25, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.3414, top5_acc: 0.5844, loss_cls: 2.9628, loss: 2.9628, grad_norm: 13.5651 2021-08-16 23:09:56,390 - mmaction - INFO - Epoch [3][2340/2640] lr: 1.000e-03, eta: 15:09:09, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.3078, top5_acc: 0.5813, loss_cls: 3.0022, loss: 3.0022, grad_norm: 14.5075 2021-08-16 23:10:04,676 - mmaction - INFO - Epoch [3][2360/2640] lr: 1.000e-03, eta: 15:08:53, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.3242, top5_acc: 0.5898, loss_cls: 2.8935, loss: 2.8935, grad_norm: 14.0273 2021-08-16 23:10:12,934 - mmaction - INFO - Epoch [3][2380/2640] lr: 1.000e-03, eta: 15:08:35, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.3227, top5_acc: 0.5953, loss_cls: 2.9306, loss: 2.9306, grad_norm: 14.3083 2021-08-16 23:10:21,222 - mmaction - INFO - Epoch [3][2400/2640] lr: 1.000e-03, eta: 15:08:19, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.3070, top5_acc: 0.5703, loss_cls: 3.0551, loss: 3.0551, grad_norm: 13.8486 2021-08-16 23:10:29,489 - mmaction - INFO - Epoch [3][2420/2640] lr: 1.000e-03, eta: 15:08:02, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.3180, top5_acc: 0.5844, loss_cls: 2.9559, loss: 2.9559, grad_norm: 14.0641 2021-08-16 23:10:37,677 - mmaction - INFO - Epoch [3][2440/2640] lr: 1.000e-03, eta: 15:07:44, time: 0.409, data_time: 0.001, memory: 5736, top1_acc: 0.3070, top5_acc: 0.5766, loss_cls: 3.0534, loss: 3.0534, grad_norm: 13.9263 2021-08-16 23:10:45,921 - mmaction - INFO - Epoch [3][2460/2640] lr: 1.000e-03, eta: 15:07:27, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.3305, top5_acc: 0.6000, loss_cls: 2.8599, loss: 2.8599, grad_norm: 14.6141 2021-08-16 23:10:54,106 - mmaction - INFO - Epoch [3][2480/2640] lr: 1.000e-03, eta: 15:07:09, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.3289, top5_acc: 0.5797, loss_cls: 2.9769, loss: 2.9769, grad_norm: 13.4181 2021-08-16 23:11:02,347 - mmaction - INFO - Epoch [3][2500/2640] lr: 1.000e-03, eta: 15:06:52, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.3203, top5_acc: 0.5805, loss_cls: 3.0136, loss: 3.0136, grad_norm: 13.9510 2021-08-16 23:11:10,515 - mmaction - INFO - Epoch [3][2520/2640] lr: 1.000e-03, eta: 15:06:34, time: 0.408, data_time: 0.000, memory: 5736, top1_acc: 0.3156, top5_acc: 0.6086, loss_cls: 2.8977, loss: 2.8977, grad_norm: 14.0541 2021-08-16 23:11:18,793 - mmaction - INFO - Epoch [3][2540/2640] lr: 1.000e-03, eta: 15:06:17, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.3258, top5_acc: 0.5852, loss_cls: 2.9118, loss: 2.9118, grad_norm: 13.8105 2021-08-16 23:11:27,018 - mmaction - INFO - Epoch [3][2560/2640] lr: 1.000e-03, eta: 15:06:00, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.3156, top5_acc: 0.5734, loss_cls: 3.0094, loss: 3.0094, grad_norm: 14.6189 2021-08-16 23:11:35,225 - mmaction - INFO - Epoch [3][2580/2640] lr: 1.000e-03, eta: 15:05:43, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.3094, top5_acc: 0.5758, loss_cls: 2.9861, loss: 2.9861, grad_norm: 13.8606 2021-08-16 23:11:43,435 - mmaction - INFO - Epoch [3][2600/2640] lr: 1.000e-03, eta: 15:05:25, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.3305, top5_acc: 0.5961, loss_cls: 2.8882, loss: 2.8882, grad_norm: 14.6696 2021-08-16 23:11:51,625 - mmaction - INFO - Epoch [3][2620/2640] lr: 1.000e-03, eta: 15:05:07, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.3203, top5_acc: 0.5938, loss_cls: 2.9493, loss: 2.9493, grad_norm: 13.7479 2021-08-16 23:11:59,677 - mmaction - INFO - Epoch [3][2640/2640] lr: 1.000e-03, eta: 15:04:48, time: 0.403, data_time: 0.001, memory: 5736, top1_acc: 0.3202, top5_acc: 0.5847, loss_cls: 2.9651, loss: 2.9651, grad_norm: 14.3948 2021-08-16 23:12:02,155 - mmaction - INFO - Saving checkpoint at 3 epochs 2021-08-16 23:12:03,193 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-08-16 23:13:39,434 - mmaction - INFO - Epoch [4][20/2640] lr: 1.000e-03, eta: 15:27:26, time: 4.812, data_time: 4.381, memory: 5736, top1_acc: 0.3469, top5_acc: 0.5891, loss_cls: 2.8553, loss: 2.8553, grad_norm: 13.8531 2021-08-16 23:13:47,699 - mmaction - INFO - Epoch [4][40/2640] lr: 1.000e-03, eta: 15:27:06, time: 0.413, data_time: 0.003, memory: 5736, top1_acc: 0.3375, top5_acc: 0.5992, loss_cls: 2.9140, loss: 2.9140, grad_norm: 14.0237 2021-08-16 23:13:55,944 - mmaction - INFO - Epoch [4][60/2640] lr: 1.000e-03, eta: 15:26:46, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.3297, top5_acc: 0.6094, loss_cls: 2.9057, loss: 2.9057, grad_norm: 14.6463 2021-08-16 23:14:04,113 - mmaction - INFO - Epoch [4][80/2640] lr: 1.000e-03, eta: 15:26:24, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.3375, top5_acc: 0.5992, loss_cls: 2.8937, loss: 2.8937, grad_norm: 14.1243 2021-08-16 23:14:12,310 - mmaction - INFO - Epoch [4][100/2640] lr: 1.000e-03, eta: 15:26:04, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.3656, top5_acc: 0.6188, loss_cls: 2.7664, loss: 2.7664, grad_norm: 13.9505 2021-08-16 23:14:20,541 - mmaction - INFO - Epoch [4][120/2640] lr: 1.000e-03, eta: 15:25:43, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.3320, top5_acc: 0.5969, loss_cls: 2.9215, loss: 2.9215, grad_norm: 13.5274 2021-08-16 23:14:28,784 - mmaction - INFO - Epoch [4][140/2640] lr: 1.000e-03, eta: 15:25:23, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.3273, top5_acc: 0.6195, loss_cls: 2.8062, loss: 2.8062, grad_norm: 14.8640 2021-08-16 23:14:37,005 - mmaction - INFO - Epoch [4][160/2640] lr: 1.000e-03, eta: 15:25:03, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.3039, top5_acc: 0.5703, loss_cls: 2.9864, loss: 2.9864, grad_norm: 13.7798 2021-08-16 23:14:45,213 - mmaction - INFO - Epoch [4][180/2640] lr: 1.000e-03, eta: 15:24:43, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.3375, top5_acc: 0.6008, loss_cls: 2.8790, loss: 2.8790, grad_norm: 14.5820 2021-08-16 23:14:53,550 - mmaction - INFO - Epoch [4][200/2640] lr: 1.000e-03, eta: 15:24:24, time: 0.417, data_time: 0.001, memory: 5736, top1_acc: 0.3102, top5_acc: 0.5891, loss_cls: 2.9459, loss: 2.9459, grad_norm: 14.3568 2021-08-16 23:15:01,787 - mmaction - INFO - Epoch [4][220/2640] lr: 1.000e-03, eta: 15:24:04, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.3266, top5_acc: 0.5773, loss_cls: 2.9260, loss: 2.9260, grad_norm: 13.7339 2021-08-16 23:15:09,969 - mmaction - INFO - Epoch [4][240/2640] lr: 1.000e-03, eta: 15:23:44, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.3305, top5_acc: 0.5922, loss_cls: 2.9096, loss: 2.9096, grad_norm: 13.8666 2021-08-16 23:15:18,203 - mmaction - INFO - Epoch [4][260/2640] lr: 1.000e-03, eta: 15:23:24, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.3609, top5_acc: 0.6117, loss_cls: 2.8456, loss: 2.8456, grad_norm: 14.4821 2021-08-16 23:15:26,433 - mmaction - INFO - Epoch [4][280/2640] lr: 1.000e-03, eta: 15:23:04, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.3445, top5_acc: 0.6055, loss_cls: 2.8499, loss: 2.8499, grad_norm: 13.8604 2021-08-16 23:15:34,674 - mmaction - INFO - Epoch [4][300/2640] lr: 1.000e-03, eta: 15:22:44, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.3531, top5_acc: 0.6203, loss_cls: 2.8071, loss: 2.8071, grad_norm: 14.7057 2021-08-16 23:15:43,010 - mmaction - INFO - Epoch [4][320/2640] lr: 1.000e-03, eta: 15:22:26, time: 0.418, data_time: 0.002, memory: 5736, top1_acc: 0.3187, top5_acc: 0.5992, loss_cls: 2.9203, loss: 2.9203, grad_norm: 14.2928 2021-08-16 23:15:51,265 - mmaction - INFO - Epoch [4][340/2640] lr: 1.000e-03, eta: 15:22:07, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.3328, top5_acc: 0.5969, loss_cls: 2.9003, loss: 2.9003, grad_norm: 14.1307 2021-08-16 23:15:59,522 - mmaction - INFO - Epoch [4][360/2640] lr: 1.000e-03, eta: 15:21:48, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.3258, top5_acc: 0.5867, loss_cls: 2.9194, loss: 2.9194, grad_norm: 15.0144 2021-08-16 23:16:07,768 - mmaction - INFO - Epoch [4][380/2640] lr: 1.000e-03, eta: 15:21:29, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.3398, top5_acc: 0.6109, loss_cls: 2.8592, loss: 2.8592, grad_norm: 14.0744 2021-08-16 23:16:15,984 - mmaction - INFO - Epoch [4][400/2640] lr: 1.000e-03, eta: 15:21:09, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.3367, top5_acc: 0.6109, loss_cls: 2.8249, loss: 2.8249, grad_norm: 13.9820 2021-08-16 23:16:24,210 - mmaction - INFO - Epoch [4][420/2640] lr: 1.000e-03, eta: 15:20:49, time: 0.411, data_time: 0.002, memory: 5736, top1_acc: 0.3281, top5_acc: 0.6086, loss_cls: 2.8610, loss: 2.8610, grad_norm: 14.2406 2021-08-16 23:16:32,397 - mmaction - INFO - Epoch [4][440/2640] lr: 1.000e-03, eta: 15:20:29, time: 0.409, data_time: 0.001, memory: 5736, top1_acc: 0.3391, top5_acc: 0.6164, loss_cls: 2.8150, loss: 2.8150, grad_norm: 14.0166 2021-08-16 23:16:40,626 - mmaction - INFO - Epoch [4][460/2640] lr: 1.000e-03, eta: 15:20:10, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.3430, top5_acc: 0.5945, loss_cls: 2.8634, loss: 2.8634, grad_norm: 13.7799 2021-08-16 23:16:48,857 - mmaction - INFO - Epoch [4][480/2640] lr: 1.000e-03, eta: 15:19:51, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.3234, top5_acc: 0.6023, loss_cls: 2.9149, loss: 2.9149, grad_norm: 13.9531 2021-08-16 23:16:57,051 - mmaction - INFO - Epoch [4][500/2640] lr: 1.000e-03, eta: 15:19:31, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.3367, top5_acc: 0.6094, loss_cls: 2.8510, loss: 2.8510, grad_norm: 13.7964 2021-08-16 23:17:05,359 - mmaction - INFO - Epoch [4][520/2640] lr: 1.000e-03, eta: 15:19:13, time: 0.414, data_time: 0.000, memory: 5736, top1_acc: 0.3289, top5_acc: 0.5852, loss_cls: 2.9277, loss: 2.9277, grad_norm: 14.3426 2021-08-16 23:17:13,610 - mmaction - INFO - Epoch [4][540/2640] lr: 1.000e-03, eta: 15:18:54, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.3492, top5_acc: 0.6133, loss_cls: 2.8626, loss: 2.8626, grad_norm: 14.0554 2021-08-16 23:17:21,955 - mmaction - INFO - Epoch [4][560/2640] lr: 1.000e-03, eta: 15:18:37, time: 0.417, data_time: 0.001, memory: 5736, top1_acc: 0.3547, top5_acc: 0.6133, loss_cls: 2.8292, loss: 2.8292, grad_norm: 14.1058 2021-08-16 23:17:30,140 - mmaction - INFO - Epoch [4][580/2640] lr: 1.000e-03, eta: 15:18:17, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.3453, top5_acc: 0.6336, loss_cls: 2.8133, loss: 2.8133, grad_norm: 13.9314 2021-08-16 23:17:38,343 - mmaction - INFO - Epoch [4][600/2640] lr: 1.000e-03, eta: 15:17:58, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.3359, top5_acc: 0.6055, loss_cls: 2.8536, loss: 2.8536, grad_norm: 14.3829 2021-08-16 23:17:46,561 - mmaction - INFO - Epoch [4][620/2640] lr: 1.000e-03, eta: 15:17:39, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.3398, top5_acc: 0.6102, loss_cls: 2.8185, loss: 2.8185, grad_norm: 13.8357 2021-08-16 23:17:54,721 - mmaction - INFO - Epoch [4][640/2640] lr: 1.000e-03, eta: 15:17:19, time: 0.408, data_time: 0.000, memory: 5736, top1_acc: 0.3078, top5_acc: 0.5969, loss_cls: 2.9210, loss: 2.9210, grad_norm: 14.6343 2021-08-16 23:18:03,022 - mmaction - INFO - Epoch [4][660/2640] lr: 1.000e-03, eta: 15:17:01, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.3234, top5_acc: 0.5977, loss_cls: 2.8627, loss: 2.8627, grad_norm: 14.7118 2021-08-16 23:18:11,248 - mmaction - INFO - Epoch [4][680/2640] lr: 1.000e-03, eta: 15:16:42, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.3508, top5_acc: 0.6273, loss_cls: 2.7803, loss: 2.7803, grad_norm: 14.2544 2021-08-16 23:18:19,491 - mmaction - INFO - Epoch [4][700/2640] lr: 1.000e-03, eta: 15:16:24, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.3227, top5_acc: 0.5789, loss_cls: 2.9507, loss: 2.9507, grad_norm: 14.5373 2021-08-16 23:18:27,671 - mmaction - INFO - Epoch [4][720/2640] lr: 1.000e-03, eta: 15:16:04, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.3391, top5_acc: 0.5953, loss_cls: 2.8693, loss: 2.8693, grad_norm: 13.7925 2021-08-16 23:18:35,905 - mmaction - INFO - Epoch [4][740/2640] lr: 1.000e-03, eta: 15:15:46, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.3438, top5_acc: 0.6031, loss_cls: 2.8412, loss: 2.8412, grad_norm: 14.2992 2021-08-16 23:18:44,136 - mmaction - INFO - Epoch [4][760/2640] lr: 1.000e-03, eta: 15:15:27, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.3578, top5_acc: 0.6133, loss_cls: 2.8119, loss: 2.8119, grad_norm: 14.2987 2021-08-16 23:18:52,393 - mmaction - INFO - Epoch [4][780/2640] lr: 1.000e-03, eta: 15:15:09, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.3148, top5_acc: 0.5938, loss_cls: 2.8692, loss: 2.8692, grad_norm: 13.8848 2021-08-16 23:19:00,563 - mmaction - INFO - Epoch [4][800/2640] lr: 1.000e-03, eta: 15:14:50, time: 0.408, data_time: 0.000, memory: 5736, top1_acc: 0.3297, top5_acc: 0.6047, loss_cls: 2.8506, loss: 2.8506, grad_norm: 14.4032 2021-08-16 23:19:08,839 - mmaction - INFO - Epoch [4][820/2640] lr: 1.000e-03, eta: 15:14:32, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.3367, top5_acc: 0.6133, loss_cls: 2.8506, loss: 2.8506, grad_norm: 13.9633 2021-08-16 23:19:17,087 - mmaction - INFO - Epoch [4][840/2640] lr: 1.000e-03, eta: 15:14:14, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.3266, top5_acc: 0.6000, loss_cls: 2.8500, loss: 2.8500, grad_norm: 14.2640 2021-08-16 23:19:25,253 - mmaction - INFO - Epoch [4][860/2640] lr: 1.000e-03, eta: 15:13:55, time: 0.408, data_time: 0.000, memory: 5736, top1_acc: 0.3484, top5_acc: 0.6125, loss_cls: 2.8028, loss: 2.8028, grad_norm: 14.3373 2021-08-16 23:19:33,505 - mmaction - INFO - Epoch [4][880/2640] lr: 1.000e-03, eta: 15:13:36, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.3469, top5_acc: 0.6117, loss_cls: 2.8040, loss: 2.8040, grad_norm: 14.3292 2021-08-16 23:19:41,735 - mmaction - INFO - Epoch [4][900/2640] lr: 1.000e-03, eta: 15:13:18, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.3312, top5_acc: 0.5914, loss_cls: 2.8860, loss: 2.8860, grad_norm: 13.8605 2021-08-16 23:19:49,963 - mmaction - INFO - Epoch [4][920/2640] lr: 1.000e-03, eta: 15:13:00, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.3312, top5_acc: 0.5875, loss_cls: 2.9486, loss: 2.9486, grad_norm: 14.7293 2021-08-16 23:19:58,171 - mmaction - INFO - Epoch [4][940/2640] lr: 1.000e-03, eta: 15:12:42, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.3273, top5_acc: 0.5898, loss_cls: 2.9053, loss: 2.9053, grad_norm: 14.0360 2021-08-16 23:20:06,400 - mmaction - INFO - Epoch [4][960/2640] lr: 1.000e-03, eta: 15:12:24, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.3477, top5_acc: 0.5875, loss_cls: 2.8871, loss: 2.8871, grad_norm: 13.8018 2021-08-16 23:20:14,641 - mmaction - INFO - Epoch [4][980/2640] lr: 1.000e-03, eta: 15:12:06, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.3219, top5_acc: 0.6164, loss_cls: 2.8778, loss: 2.8778, grad_norm: 13.9375 2021-08-16 23:20:22,885 - mmaction - INFO - Epoch [4][1000/2640] lr: 1.000e-03, eta: 15:11:48, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.3438, top5_acc: 0.5867, loss_cls: 2.8773, loss: 2.8773, grad_norm: 13.8961 2021-08-16 23:20:31,174 - mmaction - INFO - Epoch [4][1020/2640] lr: 1.000e-03, eta: 15:11:31, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.3266, top5_acc: 0.6102, loss_cls: 2.8207, loss: 2.8207, grad_norm: 13.7499 2021-08-16 23:20:39,492 - mmaction - INFO - Epoch [4][1040/2640] lr: 1.000e-03, eta: 15:11:14, time: 0.416, data_time: 0.001, memory: 5736, top1_acc: 0.3422, top5_acc: 0.5906, loss_cls: 2.8824, loss: 2.8824, grad_norm: 13.9018 2021-08-16 23:20:47,795 - mmaction - INFO - Epoch [4][1060/2640] lr: 1.000e-03, eta: 15:10:57, time: 0.416, data_time: 0.002, memory: 5736, top1_acc: 0.3312, top5_acc: 0.5930, loss_cls: 2.9504, loss: 2.9504, grad_norm: 14.2503 2021-08-16 23:20:56,035 - mmaction - INFO - Epoch [4][1080/2640] lr: 1.000e-03, eta: 15:10:39, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.3297, top5_acc: 0.5891, loss_cls: 2.8974, loss: 2.8974, grad_norm: 14.3818 2021-08-16 23:21:04,285 - mmaction - INFO - Epoch [4][1100/2640] lr: 1.000e-03, eta: 15:10:22, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.3383, top5_acc: 0.6117, loss_cls: 2.8220, loss: 2.8220, grad_norm: 13.7849 2021-08-16 23:21:12,525 - mmaction - INFO - Epoch [4][1120/2640] lr: 1.000e-03, eta: 15:10:04, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.3516, top5_acc: 0.6094, loss_cls: 2.8094, loss: 2.8094, grad_norm: 14.2084 2021-08-16 23:21:20,741 - mmaction - INFO - Epoch [4][1140/2640] lr: 1.000e-03, eta: 15:09:46, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.3602, top5_acc: 0.6297, loss_cls: 2.8236, loss: 2.8236, grad_norm: 14.2014 2021-08-16 23:21:29,000 - mmaction - INFO - Epoch [4][1160/2640] lr: 1.000e-03, eta: 15:09:29, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.3375, top5_acc: 0.6086, loss_cls: 2.8820, loss: 2.8820, grad_norm: 14.2984 2021-08-16 23:21:37,260 - mmaction - INFO - Epoch [4][1180/2640] lr: 1.000e-03, eta: 15:09:12, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.3266, top5_acc: 0.5750, loss_cls: 2.8694, loss: 2.8694, grad_norm: 14.0084 2021-08-16 23:21:45,504 - mmaction - INFO - Epoch [4][1200/2640] lr: 1.000e-03, eta: 15:08:54, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.3633, top5_acc: 0.6133, loss_cls: 2.8200, loss: 2.8200, grad_norm: 14.1746 2021-08-16 23:21:53,806 - mmaction - INFO - Epoch [4][1220/2640] lr: 1.000e-03, eta: 15:08:38, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.3445, top5_acc: 0.6156, loss_cls: 2.8365, loss: 2.8365, grad_norm: 14.0106 2021-08-16 23:22:02,015 - mmaction - INFO - Epoch [4][1240/2640] lr: 1.000e-03, eta: 15:08:20, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.3523, top5_acc: 0.6008, loss_cls: 2.8446, loss: 2.8446, grad_norm: 14.2717 2021-08-16 23:22:10,265 - mmaction - INFO - Epoch [4][1260/2640] lr: 1.000e-03, eta: 15:08:03, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.3391, top5_acc: 0.6117, loss_cls: 2.8694, loss: 2.8694, grad_norm: 13.1512 2021-08-16 23:22:18,468 - mmaction - INFO - Epoch [4][1280/2640] lr: 1.000e-03, eta: 15:07:45, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.3586, top5_acc: 0.6203, loss_cls: 2.8175, loss: 2.8175, grad_norm: 14.1633 2021-08-16 23:22:26,732 - mmaction - INFO - Epoch [4][1300/2640] lr: 1.000e-03, eta: 15:07:28, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.3398, top5_acc: 0.6117, loss_cls: 2.7946, loss: 2.7946, grad_norm: 14.5512 2021-08-16 23:22:34,962 - mmaction - INFO - Epoch [4][1320/2640] lr: 1.000e-03, eta: 15:07:11, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.3719, top5_acc: 0.6383, loss_cls: 2.7013, loss: 2.7013, grad_norm: 14.7220 2021-08-16 23:22:43,255 - mmaction - INFO - Epoch [4][1340/2640] lr: 1.000e-03, eta: 15:06:54, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.3430, top5_acc: 0.6188, loss_cls: 2.7971, loss: 2.7971, grad_norm: 13.9857 2021-08-16 23:22:51,483 - mmaction - INFO - Epoch [4][1360/2640] lr: 1.000e-03, eta: 15:06:37, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.3477, top5_acc: 0.6180, loss_cls: 2.8507, loss: 2.8507, grad_norm: 14.0326 2021-08-16 23:22:59,773 - mmaction - INFO - Epoch [4][1380/2640] lr: 1.000e-03, eta: 15:06:20, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.3602, top5_acc: 0.6141, loss_cls: 2.7404, loss: 2.7404, grad_norm: 14.0638 2021-08-16 23:23:08,005 - mmaction - INFO - Epoch [4][1400/2640] lr: 1.000e-03, eta: 15:06:03, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.3430, top5_acc: 0.5938, loss_cls: 2.8530, loss: 2.8530, grad_norm: 13.9362 2021-08-16 23:23:16,232 - mmaction - INFO - Epoch [4][1420/2640] lr: 1.000e-03, eta: 15:05:46, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.3516, top5_acc: 0.6156, loss_cls: 2.8281, loss: 2.8281, grad_norm: 13.6139 2021-08-16 23:23:24,525 - mmaction - INFO - Epoch [4][1440/2640] lr: 1.000e-03, eta: 15:05:30, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.3508, top5_acc: 0.6102, loss_cls: 2.8098, loss: 2.8098, grad_norm: 13.5125 2021-08-16 23:23:32,852 - mmaction - INFO - Epoch [4][1460/2640] lr: 1.000e-03, eta: 15:05:14, time: 0.416, data_time: 0.000, memory: 5736, top1_acc: 0.3219, top5_acc: 0.5953, loss_cls: 2.8905, loss: 2.8905, grad_norm: 13.8544 2021-08-16 23:23:41,153 - mmaction - INFO - Epoch [4][1480/2640] lr: 1.000e-03, eta: 15:04:58, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.3367, top5_acc: 0.6055, loss_cls: 2.8545, loss: 2.8545, grad_norm: 14.3943 2021-08-16 23:23:49,345 - mmaction - INFO - Epoch [4][1500/2640] lr: 1.000e-03, eta: 15:04:40, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.3500, top5_acc: 0.6125, loss_cls: 2.7787, loss: 2.7787, grad_norm: 14.1824 2021-08-16 23:23:57,594 - mmaction - INFO - Epoch [4][1520/2640] lr: 1.000e-03, eta: 15:04:23, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.3344, top5_acc: 0.6078, loss_cls: 2.8377, loss: 2.8377, grad_norm: 14.2486 2021-08-16 23:24:05,972 - mmaction - INFO - Epoch [4][1540/2640] lr: 1.000e-03, eta: 15:04:08, time: 0.419, data_time: 0.001, memory: 5736, top1_acc: 0.3508, top5_acc: 0.6180, loss_cls: 2.8042, loss: 2.8042, grad_norm: 14.3633 2021-08-16 23:24:14,241 - mmaction - INFO - Epoch [4][1560/2640] lr: 1.000e-03, eta: 15:03:52, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.3539, top5_acc: 0.6180, loss_cls: 2.7376, loss: 2.7376, grad_norm: 13.3930 2021-08-16 23:24:22,534 - mmaction - INFO - Epoch [4][1580/2640] lr: 1.000e-03, eta: 15:03:36, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.3320, top5_acc: 0.5992, loss_cls: 2.8952, loss: 2.8952, grad_norm: 14.0660 2021-08-16 23:24:30,782 - mmaction - INFO - Epoch [4][1600/2640] lr: 1.000e-03, eta: 15:03:19, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.3602, top5_acc: 0.6211, loss_cls: 2.7584, loss: 2.7584, grad_norm: 14.3287 2021-08-16 23:24:38,991 - mmaction - INFO - Epoch [4][1620/2640] lr: 1.000e-03, eta: 15:03:02, time: 0.410, data_time: 0.002, memory: 5736, top1_acc: 0.3633, top5_acc: 0.6227, loss_cls: 2.7814, loss: 2.7814, grad_norm: 14.4008 2021-08-16 23:24:47,275 - mmaction - INFO - Epoch [4][1640/2640] lr: 1.000e-03, eta: 15:02:46, time: 0.414, data_time: 0.000, memory: 5736, top1_acc: 0.3445, top5_acc: 0.6078, loss_cls: 2.8339, loss: 2.8339, grad_norm: 14.1990 2021-08-16 23:24:55,606 - mmaction - INFO - Epoch [4][1660/2640] lr: 1.000e-03, eta: 15:02:31, time: 0.417, data_time: 0.001, memory: 5736, top1_acc: 0.3531, top5_acc: 0.6250, loss_cls: 2.7847, loss: 2.7847, grad_norm: 14.3101 2021-08-16 23:25:03,818 - mmaction - INFO - Epoch [4][1680/2640] lr: 1.000e-03, eta: 15:02:14, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.3555, top5_acc: 0.6062, loss_cls: 2.8124, loss: 2.8124, grad_norm: 13.9719 2021-08-16 23:25:12,111 - mmaction - INFO - Epoch [4][1700/2640] lr: 1.000e-03, eta: 15:01:58, time: 0.415, data_time: 0.000, memory: 5736, top1_acc: 0.3484, top5_acc: 0.6117, loss_cls: 2.8377, loss: 2.8377, grad_norm: 13.6321 2021-08-16 23:25:20,281 - mmaction - INFO - Epoch [4][1720/2640] lr: 1.000e-03, eta: 15:01:40, time: 0.409, data_time: 0.001, memory: 5736, top1_acc: 0.3320, top5_acc: 0.5977, loss_cls: 2.8777, loss: 2.8777, grad_norm: 13.5247 2021-08-16 23:25:28,525 - mmaction - INFO - Epoch [4][1740/2640] lr: 1.000e-03, eta: 15:01:24, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.3211, top5_acc: 0.5914, loss_cls: 2.8687, loss: 2.8687, grad_norm: 14.1767 2021-08-16 23:25:36,742 - mmaction - INFO - Epoch [4][1760/2640] lr: 1.000e-03, eta: 15:01:07, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.3531, top5_acc: 0.6234, loss_cls: 2.7863, loss: 2.7863, grad_norm: 14.0274 2021-08-16 23:25:45,027 - mmaction - INFO - Epoch [4][1780/2640] lr: 1.000e-03, eta: 15:00:51, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.3383, top5_acc: 0.6125, loss_cls: 2.8131, loss: 2.8131, grad_norm: 13.7222 2021-08-16 23:25:53,209 - mmaction - INFO - Epoch [4][1800/2640] lr: 1.000e-03, eta: 15:00:34, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.3539, top5_acc: 0.6016, loss_cls: 2.8467, loss: 2.8467, grad_norm: 14.0316 2021-08-16 23:26:01,520 - mmaction - INFO - Epoch [4][1820/2640] lr: 1.000e-03, eta: 15:00:19, time: 0.416, data_time: 0.002, memory: 5736, top1_acc: 0.3648, top5_acc: 0.6258, loss_cls: 2.7479, loss: 2.7479, grad_norm: 14.0407 2021-08-16 23:26:09,696 - mmaction - INFO - Epoch [4][1840/2640] lr: 1.000e-03, eta: 15:00:02, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.3578, top5_acc: 0.6219, loss_cls: 2.7447, loss: 2.7447, grad_norm: 14.1788 2021-08-16 23:26:17,932 - mmaction - INFO - Epoch [4][1860/2640] lr: 1.000e-03, eta: 14:59:45, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.3414, top5_acc: 0.6164, loss_cls: 2.7719, loss: 2.7719, grad_norm: 14.1065 2021-08-16 23:26:26,123 - mmaction - INFO - Epoch [4][1880/2640] lr: 1.000e-03, eta: 14:59:29, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.3477, top5_acc: 0.5961, loss_cls: 2.8741, loss: 2.8741, grad_norm: 13.6935 2021-08-16 23:26:34,360 - mmaction - INFO - Epoch [4][1900/2640] lr: 1.000e-03, eta: 14:59:12, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.3523, top5_acc: 0.6188, loss_cls: 2.7615, loss: 2.7615, grad_norm: 13.4891 2021-08-16 23:26:42,682 - mmaction - INFO - Epoch [4][1920/2640] lr: 1.000e-03, eta: 14:58:57, time: 0.416, data_time: 0.001, memory: 5736, top1_acc: 0.3563, top5_acc: 0.6188, loss_cls: 2.7524, loss: 2.7524, grad_norm: 14.0900 2021-08-16 23:26:50,912 - mmaction - INFO - Epoch [4][1940/2640] lr: 1.000e-03, eta: 14:58:41, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.3563, top5_acc: 0.6125, loss_cls: 2.7737, loss: 2.7737, grad_norm: 14.2232 2021-08-16 23:26:59,171 - mmaction - INFO - Epoch [4][1960/2640] lr: 1.000e-03, eta: 14:58:25, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.3484, top5_acc: 0.6039, loss_cls: 2.8044, loss: 2.8044, grad_norm: 14.2918 2021-08-16 23:27:07,413 - mmaction - INFO - Epoch [4][1980/2640] lr: 1.000e-03, eta: 14:58:09, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.3469, top5_acc: 0.6172, loss_cls: 2.8010, loss: 2.8010, grad_norm: 15.3697 2021-08-16 23:27:15,594 - mmaction - INFO - Epoch [4][2000/2640] lr: 1.000e-03, eta: 14:57:52, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.3312, top5_acc: 0.6031, loss_cls: 2.9102, loss: 2.9102, grad_norm: 14.1042 2021-08-16 23:27:23,929 - mmaction - INFO - Epoch [4][2020/2640] lr: 1.000e-03, eta: 14:57:37, time: 0.417, data_time: 0.001, memory: 5736, top1_acc: 0.3758, top5_acc: 0.6367, loss_cls: 2.7367, loss: 2.7367, grad_norm: 14.3110 2021-08-16 23:27:32,122 - mmaction - INFO - Epoch [4][2040/2640] lr: 1.000e-03, eta: 14:57:21, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.3766, top5_acc: 0.6250, loss_cls: 2.7518, loss: 2.7518, grad_norm: 14.0911 2021-08-16 23:27:40,379 - mmaction - INFO - Epoch [4][2060/2640] lr: 1.000e-03, eta: 14:57:05, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.3352, top5_acc: 0.5969, loss_cls: 2.8823, loss: 2.8823, grad_norm: 13.9148 2021-08-16 23:27:48,613 - mmaction - INFO - Epoch [4][2080/2640] lr: 1.000e-03, eta: 14:56:49, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.3602, top5_acc: 0.6273, loss_cls: 2.7304, loss: 2.7304, grad_norm: 14.2784 2021-08-16 23:27:56,873 - mmaction - INFO - Epoch [4][2100/2640] lr: 1.000e-03, eta: 14:56:33, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.3578, top5_acc: 0.6016, loss_cls: 2.8369, loss: 2.8369, grad_norm: 14.2702 2021-08-16 23:28:05,153 - mmaction - INFO - Epoch [4][2120/2640] lr: 1.000e-03, eta: 14:56:18, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.3367, top5_acc: 0.6039, loss_cls: 2.8546, loss: 2.8546, grad_norm: 13.9629 2021-08-16 23:28:13,408 - mmaction - INFO - Epoch [4][2140/2640] lr: 1.000e-03, eta: 14:56:02, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.3547, top5_acc: 0.6242, loss_cls: 2.7688, loss: 2.7688, grad_norm: 14.4296 2021-08-16 23:28:21,667 - mmaction - INFO - Epoch [4][2160/2640] lr: 1.000e-03, eta: 14:55:47, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.3281, top5_acc: 0.5953, loss_cls: 2.8812, loss: 2.8812, grad_norm: 13.9288 2021-08-16 23:28:29,916 - mmaction - INFO - Epoch [4][2180/2640] lr: 1.000e-03, eta: 14:55:31, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.3422, top5_acc: 0.6195, loss_cls: 2.7907, loss: 2.7907, grad_norm: 14.0398 2021-08-16 23:28:38,183 - mmaction - INFO - Epoch [4][2200/2640] lr: 1.000e-03, eta: 14:55:16, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.3414, top5_acc: 0.6078, loss_cls: 2.8412, loss: 2.8412, grad_norm: 13.8937 2021-08-16 23:28:46,423 - mmaction - INFO - Epoch [4][2220/2640] lr: 1.000e-03, eta: 14:55:00, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.3758, top5_acc: 0.6312, loss_cls: 2.7100, loss: 2.7100, grad_norm: 14.3296 2021-08-16 23:28:54,682 - mmaction - INFO - Epoch [4][2240/2640] lr: 1.000e-03, eta: 14:54:44, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.3344, top5_acc: 0.6188, loss_cls: 2.8199, loss: 2.8199, grad_norm: 13.9561 2021-08-16 23:29:02,954 - mmaction - INFO - Epoch [4][2260/2640] lr: 1.000e-03, eta: 14:54:29, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.3648, top5_acc: 0.6297, loss_cls: 2.7045, loss: 2.7045, grad_norm: 14.1044 2021-08-16 23:29:11,172 - mmaction - INFO - Epoch [4][2280/2640] lr: 1.000e-03, eta: 14:54:13, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.3633, top5_acc: 0.6203, loss_cls: 2.7921, loss: 2.7921, grad_norm: 14.0497 2021-08-16 23:29:19,403 - mmaction - INFO - Epoch [4][2300/2640] lr: 1.000e-03, eta: 14:53:58, time: 0.411, data_time: 0.002, memory: 5736, top1_acc: 0.3414, top5_acc: 0.6266, loss_cls: 2.7922, loss: 2.7922, grad_norm: 13.9073 2021-08-16 23:29:27,563 - mmaction - INFO - Epoch [4][2320/2640] lr: 1.000e-03, eta: 14:53:41, time: 0.408, data_time: 0.001, memory: 5736, top1_acc: 0.3477, top5_acc: 0.6180, loss_cls: 2.7999, loss: 2.7999, grad_norm: 14.6085 2021-08-16 23:29:35,805 - mmaction - INFO - Epoch [4][2340/2640] lr: 1.000e-03, eta: 14:53:25, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.3422, top5_acc: 0.6180, loss_cls: 2.8001, loss: 2.8001, grad_norm: 14.4310 2021-08-16 23:29:44,054 - mmaction - INFO - Epoch [4][2360/2640] lr: 1.000e-03, eta: 14:53:10, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.3492, top5_acc: 0.6391, loss_cls: 2.7329, loss: 2.7329, grad_norm: 14.0203 2021-08-16 23:29:52,280 - mmaction - INFO - Epoch [4][2380/2640] lr: 1.000e-03, eta: 14:52:54, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.3484, top5_acc: 0.6125, loss_cls: 2.7867, loss: 2.7867, grad_norm: 14.2491 2021-08-16 23:30:00,506 - mmaction - INFO - Epoch [4][2400/2640] lr: 1.000e-03, eta: 14:52:39, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.3477, top5_acc: 0.6203, loss_cls: 2.7717, loss: 2.7717, grad_norm: 13.9413 2021-08-16 23:30:08,757 - mmaction - INFO - Epoch [4][2420/2640] lr: 1.000e-03, eta: 14:52:24, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.3555, top5_acc: 0.6352, loss_cls: 2.7487, loss: 2.7487, grad_norm: 14.6298 2021-08-16 23:30:16,974 - mmaction - INFO - Epoch [4][2440/2640] lr: 1.000e-03, eta: 14:52:08, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.3555, top5_acc: 0.6461, loss_cls: 2.7333, loss: 2.7333, grad_norm: 13.6503 2021-08-16 23:30:25,231 - mmaction - INFO - Epoch [4][2460/2640] lr: 1.000e-03, eta: 14:51:53, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.3578, top5_acc: 0.6125, loss_cls: 2.7917, loss: 2.7917, grad_norm: 13.8526 2021-08-16 23:30:33,448 - mmaction - INFO - Epoch [4][2480/2640] lr: 1.000e-03, eta: 14:51:37, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.3484, top5_acc: 0.6195, loss_cls: 2.8221, loss: 2.8221, grad_norm: 13.2542 2021-08-16 23:30:41,668 - mmaction - INFO - Epoch [4][2500/2640] lr: 1.000e-03, eta: 14:51:22, time: 0.411, data_time: 0.002, memory: 5736, top1_acc: 0.3484, top5_acc: 0.6047, loss_cls: 2.7976, loss: 2.7976, grad_norm: 13.5207 2021-08-16 23:30:49,888 - mmaction - INFO - Epoch [4][2520/2640] lr: 1.000e-03, eta: 14:51:06, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.3531, top5_acc: 0.6289, loss_cls: 2.7874, loss: 2.7874, grad_norm: 13.8554 2021-08-16 23:30:58,154 - mmaction - INFO - Epoch [4][2540/2640] lr: 1.000e-03, eta: 14:50:51, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.3367, top5_acc: 0.6039, loss_cls: 2.8745, loss: 2.8745, grad_norm: 13.9909 2021-08-16 23:31:06,324 - mmaction - INFO - Epoch [4][2560/2640] lr: 1.000e-03, eta: 14:50:35, time: 0.408, data_time: 0.001, memory: 5736, top1_acc: 0.3578, top5_acc: 0.6383, loss_cls: 2.7264, loss: 2.7264, grad_norm: 13.8956 2021-08-16 23:31:14,618 - mmaction - INFO - Epoch [4][2580/2640] lr: 1.000e-03, eta: 14:50:20, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.3367, top5_acc: 0.6172, loss_cls: 2.8607, loss: 2.8607, grad_norm: 14.2209 2021-08-16 23:31:22,885 - mmaction - INFO - Epoch [4][2600/2640] lr: 1.000e-03, eta: 14:50:05, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.3516, top5_acc: 0.6086, loss_cls: 2.8524, loss: 2.8524, grad_norm: 13.7222 2021-08-16 23:31:31,109 - mmaction - INFO - Epoch [4][2620/2640] lr: 1.000e-03, eta: 14:49:50, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.3273, top5_acc: 0.6109, loss_cls: 2.8625, loss: 2.8625, grad_norm: 13.9824 2021-08-16 23:31:39,097 - mmaction - INFO - Epoch [4][2640/2640] lr: 1.000e-03, eta: 14:49:32, time: 0.399, data_time: 0.000, memory: 5736, top1_acc: 0.3339, top5_acc: 0.6040, loss_cls: 2.8604, loss: 2.8604, grad_norm: 13.5717 2021-08-16 23:31:40,881 - mmaction - INFO - Saving checkpoint at 4 epochs 2021-08-16 23:31:41,987 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-08-16 23:32:54,229 - mmaction - INFO - Epoch [5][20/2640] lr: 1.000e-03, eta: 15:01:31, time: 3.612, data_time: 3.186, memory: 5736, top1_acc: 0.3500, top5_acc: 0.6484, loss_cls: 2.6421, loss: 2.6421, grad_norm: 14.0476 2021-08-16 23:33:02,549 - mmaction - INFO - Epoch [5][40/2640] lr: 1.000e-03, eta: 15:01:16, time: 0.416, data_time: 0.003, memory: 5736, top1_acc: 0.3539, top5_acc: 0.6344, loss_cls: 2.7357, loss: 2.7357, grad_norm: 14.5462 2021-08-16 23:33:10,763 - mmaction - INFO - Epoch [5][60/2640] lr: 1.000e-03, eta: 15:00:59, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.3656, top5_acc: 0.6242, loss_cls: 2.7396, loss: 2.7396, grad_norm: 14.0875 2021-08-16 23:33:19,107 - mmaction - INFO - Epoch [5][80/2640] lr: 1.000e-03, eta: 15:00:44, time: 0.417, data_time: 0.002, memory: 5736, top1_acc: 0.3602, top5_acc: 0.6258, loss_cls: 2.7203, loss: 2.7203, grad_norm: 14.5969 2021-08-16 23:33:27,439 - mmaction - INFO - Epoch [5][100/2640] lr: 1.000e-03, eta: 15:00:28, time: 0.416, data_time: 0.001, memory: 5736, top1_acc: 0.3547, top5_acc: 0.6469, loss_cls: 2.7516, loss: 2.7516, grad_norm: 14.0527 2021-08-16 23:33:35,664 - mmaction - INFO - Epoch [5][120/2640] lr: 1.000e-03, eta: 15:00:12, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.3602, top5_acc: 0.6297, loss_cls: 2.7133, loss: 2.7133, grad_norm: 13.9825 2021-08-16 23:33:43,952 - mmaction - INFO - Epoch [5][140/2640] lr: 1.000e-03, eta: 14:59:56, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.3586, top5_acc: 0.6227, loss_cls: 2.7747, loss: 2.7747, grad_norm: 14.0343 2021-08-16 23:33:52,189 - mmaction - INFO - Epoch [5][160/2640] lr: 1.000e-03, eta: 14:59:39, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.3680, top5_acc: 0.6414, loss_cls: 2.6905, loss: 2.6905, grad_norm: 14.8857 2021-08-16 23:34:00,575 - mmaction - INFO - Epoch [5][180/2640] lr: 1.000e-03, eta: 14:59:24, time: 0.419, data_time: 0.001, memory: 5736, top1_acc: 0.3609, top5_acc: 0.6297, loss_cls: 2.7264, loss: 2.7264, grad_norm: 14.0579 2021-08-16 23:34:08,807 - mmaction - INFO - Epoch [5][200/2640] lr: 1.000e-03, eta: 14:59:08, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.3727, top5_acc: 0.6445, loss_cls: 2.6685, loss: 2.6685, grad_norm: 14.6383 2021-08-16 23:34:17,016 - mmaction - INFO - Epoch [5][220/2640] lr: 1.000e-03, eta: 14:58:51, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.3820, top5_acc: 0.6258, loss_cls: 2.7211, loss: 2.7211, grad_norm: 14.1764 2021-08-16 23:34:25,257 - mmaction - INFO - Epoch [5][240/2640] lr: 1.000e-03, eta: 14:58:35, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.3719, top5_acc: 0.6312, loss_cls: 2.7071, loss: 2.7071, grad_norm: 14.0286 2021-08-16 23:34:33,565 - mmaction - INFO - Epoch [5][260/2640] lr: 1.000e-03, eta: 14:58:20, time: 0.415, data_time: 0.000, memory: 5736, top1_acc: 0.3508, top5_acc: 0.6094, loss_cls: 2.7864, loss: 2.7864, grad_norm: 14.2606 2021-08-16 23:34:41,850 - mmaction - INFO - Epoch [5][280/2640] lr: 1.000e-03, eta: 14:58:04, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.3766, top5_acc: 0.6461, loss_cls: 2.6703, loss: 2.6703, grad_norm: 14.0662 2021-08-16 23:34:50,092 - mmaction - INFO - Epoch [5][300/2640] lr: 1.000e-03, eta: 14:57:48, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.3312, top5_acc: 0.6141, loss_cls: 2.7952, loss: 2.7952, grad_norm: 13.5615 2021-08-16 23:34:58,331 - mmaction - INFO - Epoch [5][320/2640] lr: 1.000e-03, eta: 14:57:32, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.3742, top5_acc: 0.6328, loss_cls: 2.6803, loss: 2.6803, grad_norm: 14.4369 2021-08-16 23:35:06,648 - mmaction - INFO - Epoch [5][340/2640] lr: 1.000e-03, eta: 14:57:16, time: 0.416, data_time: 0.000, memory: 5736, top1_acc: 0.3703, top5_acc: 0.6445, loss_cls: 2.7062, loss: 2.7062, grad_norm: 14.1781 2021-08-16 23:35:14,935 - mmaction - INFO - Epoch [5][360/2640] lr: 1.000e-03, eta: 14:57:01, time: 0.414, data_time: 0.003, memory: 5736, top1_acc: 0.3812, top5_acc: 0.6586, loss_cls: 2.6171, loss: 2.6171, grad_norm: 14.1055 2021-08-16 23:35:23,153 - mmaction - INFO - Epoch [5][380/2640] lr: 1.000e-03, eta: 14:56:44, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.3789, top5_acc: 0.6430, loss_cls: 2.6809, loss: 2.6809, grad_norm: 14.5855 2021-08-16 23:35:31,411 - mmaction - INFO - Epoch [5][400/2640] lr: 1.000e-03, eta: 14:56:28, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.3797, top5_acc: 0.6578, loss_cls: 2.6309, loss: 2.6309, grad_norm: 14.4840 2021-08-16 23:35:39,577 - mmaction - INFO - Epoch [5][420/2640] lr: 1.000e-03, eta: 14:56:12, time: 0.408, data_time: 0.000, memory: 5736, top1_acc: 0.3453, top5_acc: 0.6391, loss_cls: 2.7164, loss: 2.7164, grad_norm: 14.1687 2021-08-16 23:35:47,895 - mmaction - INFO - Epoch [5][440/2640] lr: 1.000e-03, eta: 14:55:56, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.3406, top5_acc: 0.6211, loss_cls: 2.7165, loss: 2.7165, grad_norm: 14.9319 2021-08-16 23:35:56,123 - mmaction - INFO - Epoch [5][460/2640] lr: 1.000e-03, eta: 14:55:40, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.3539, top5_acc: 0.6273, loss_cls: 2.7309, loss: 2.7309, grad_norm: 14.6263 2021-08-16 23:36:04,392 - mmaction - INFO - Epoch [5][480/2640] lr: 1.000e-03, eta: 14:55:25, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.3617, top5_acc: 0.6367, loss_cls: 2.7022, loss: 2.7022, grad_norm: 14.2101 2021-08-16 23:36:12,643 - mmaction - INFO - Epoch [5][500/2640] lr: 1.000e-03, eta: 14:55:09, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.3797, top5_acc: 0.6492, loss_cls: 2.6495, loss: 2.6495, grad_norm: 14.3245 2021-08-16 23:36:20,877 - mmaction - INFO - Epoch [5][520/2640] lr: 1.000e-03, eta: 14:54:53, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.3648, top5_acc: 0.6297, loss_cls: 2.7415, loss: 2.7415, grad_norm: 13.9049 2021-08-16 23:36:29,083 - mmaction - INFO - Epoch [5][540/2640] lr: 1.000e-03, eta: 14:54:37, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.3609, top5_acc: 0.6281, loss_cls: 2.6705, loss: 2.6705, grad_norm: 14.0482 2021-08-16 23:36:37,370 - mmaction - INFO - Epoch [5][560/2640] lr: 1.000e-03, eta: 14:54:21, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.3484, top5_acc: 0.6328, loss_cls: 2.7296, loss: 2.7296, grad_norm: 14.0085 2021-08-16 23:36:45,577 - mmaction - INFO - Epoch [5][580/2640] lr: 1.000e-03, eta: 14:54:05, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.3664, top5_acc: 0.6273, loss_cls: 2.7306, loss: 2.7306, grad_norm: 14.2282 2021-08-16 23:36:53,811 - mmaction - INFO - Epoch [5][600/2640] lr: 1.000e-03, eta: 14:53:49, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.3672, top5_acc: 0.6406, loss_cls: 2.7509, loss: 2.7509, grad_norm: 14.7626 2021-08-16 23:37:01,990 - mmaction - INFO - Epoch [5][620/2640] lr: 1.000e-03, eta: 14:53:33, time: 0.409, data_time: 0.001, memory: 5736, top1_acc: 0.3797, top5_acc: 0.6297, loss_cls: 2.6657, loss: 2.6657, grad_norm: 13.8633 2021-08-16 23:37:10,218 - mmaction - INFO - Epoch [5][640/2640] lr: 1.000e-03, eta: 14:53:17, time: 0.411, data_time: 0.002, memory: 5736, top1_acc: 0.3781, top5_acc: 0.6570, loss_cls: 2.6925, loss: 2.6925, grad_norm: 13.8813 2021-08-16 23:37:18,420 - mmaction - INFO - Epoch [5][660/2640] lr: 1.000e-03, eta: 14:53:01, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.3820, top5_acc: 0.6336, loss_cls: 2.6660, loss: 2.6660, grad_norm: 14.4908 2021-08-16 23:37:26,722 - mmaction - INFO - Epoch [5][680/2640] lr: 1.000e-03, eta: 14:52:46, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.3719, top5_acc: 0.6297, loss_cls: 2.7651, loss: 2.7651, grad_norm: 14.2033 2021-08-16 23:37:34,957 - mmaction - INFO - Epoch [5][700/2640] lr: 1.000e-03, eta: 14:52:30, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.3734, top5_acc: 0.6266, loss_cls: 2.7161, loss: 2.7161, grad_norm: 13.8626 2021-08-16 23:37:43,182 - mmaction - INFO - Epoch [5][720/2640] lr: 1.000e-03, eta: 14:52:15, time: 0.411, data_time: 0.002, memory: 5736, top1_acc: 0.3547, top5_acc: 0.6352, loss_cls: 2.7167, loss: 2.7167, grad_norm: 14.5188 2021-08-16 23:37:51,360 - mmaction - INFO - Epoch [5][740/2640] lr: 1.000e-03, eta: 14:51:58, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.3828, top5_acc: 0.6500, loss_cls: 2.6644, loss: 2.6644, grad_norm: 14.0791 2021-08-16 23:37:59,603 - mmaction - INFO - Epoch [5][760/2640] lr: 1.000e-03, eta: 14:51:43, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.3875, top5_acc: 0.6516, loss_cls: 2.6259, loss: 2.6259, grad_norm: 13.8057 2021-08-16 23:38:07,843 - mmaction - INFO - Epoch [5][780/2640] lr: 1.000e-03, eta: 14:51:27, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.3781, top5_acc: 0.6375, loss_cls: 2.6639, loss: 2.6639, grad_norm: 14.6954 2021-08-16 23:38:16,037 - mmaction - INFO - Epoch [5][800/2640] lr: 1.000e-03, eta: 14:51:11, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.3742, top5_acc: 0.6266, loss_cls: 2.7353, loss: 2.7353, grad_norm: 13.1588 2021-08-16 23:38:24,235 - mmaction - INFO - Epoch [5][820/2640] lr: 1.000e-03, eta: 14:50:55, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.3578, top5_acc: 0.6320, loss_cls: 2.7330, loss: 2.7330, grad_norm: 14.2197 2021-08-16 23:38:32,508 - mmaction - INFO - Epoch [5][840/2640] lr: 1.000e-03, eta: 14:50:40, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.3859, top5_acc: 0.6344, loss_cls: 2.6409, loss: 2.6409, grad_norm: 13.8965 2021-08-16 23:38:40,790 - mmaction - INFO - Epoch [5][860/2640] lr: 1.000e-03, eta: 14:50:25, time: 0.414, data_time: 0.000, memory: 5736, top1_acc: 0.3789, top5_acc: 0.6453, loss_cls: 2.6934, loss: 2.6934, grad_norm: 14.0739 2021-08-16 23:38:49,151 - mmaction - INFO - Epoch [5][880/2640] lr: 1.000e-03, eta: 14:50:11, time: 0.418, data_time: 0.002, memory: 5736, top1_acc: 0.3719, top5_acc: 0.6383, loss_cls: 2.7017, loss: 2.7017, grad_norm: 14.4674 2021-08-16 23:38:57,434 - mmaction - INFO - Epoch [5][900/2640] lr: 1.000e-03, eta: 14:49:56, time: 0.414, data_time: 0.000, memory: 5736, top1_acc: 0.3734, top5_acc: 0.6438, loss_cls: 2.6719, loss: 2.6719, grad_norm: 14.1165 2021-08-16 23:39:05,683 - mmaction - INFO - Epoch [5][920/2640] lr: 1.000e-03, eta: 14:49:41, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.3664, top5_acc: 0.6227, loss_cls: 2.7001, loss: 2.7001, grad_norm: 14.8523 2021-08-16 23:39:13,878 - mmaction - INFO - Epoch [5][940/2640] lr: 1.000e-03, eta: 14:49:25, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.3852, top5_acc: 0.6500, loss_cls: 2.6200, loss: 2.6200, grad_norm: 13.7347 2021-08-16 23:39:22,165 - mmaction - INFO - Epoch [5][960/2640] lr: 1.000e-03, eta: 14:49:10, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.3469, top5_acc: 0.6180, loss_cls: 2.7904, loss: 2.7904, grad_norm: 13.9715 2021-08-16 23:39:30,360 - mmaction - INFO - Epoch [5][980/2640] lr: 1.000e-03, eta: 14:48:54, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.3586, top5_acc: 0.6391, loss_cls: 2.7197, loss: 2.7197, grad_norm: 14.1572 2021-08-16 23:39:38,660 - mmaction - INFO - Epoch [5][1000/2640] lr: 1.000e-03, eta: 14:48:40, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.3438, top5_acc: 0.6156, loss_cls: 2.7645, loss: 2.7645, grad_norm: 13.7385 2021-08-16 23:39:46,875 - mmaction - INFO - Epoch [5][1020/2640] lr: 1.000e-03, eta: 14:48:24, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.3641, top5_acc: 0.6367, loss_cls: 2.7026, loss: 2.7026, grad_norm: 14.0194 2021-08-16 23:39:55,120 - mmaction - INFO - Epoch [5][1040/2640] lr: 1.000e-03, eta: 14:48:09, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.3570, top5_acc: 0.6180, loss_cls: 2.8113, loss: 2.8113, grad_norm: 13.8516 2021-08-16 23:40:03,383 - mmaction - INFO - Epoch [5][1060/2640] lr: 1.000e-03, eta: 14:47:54, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.3719, top5_acc: 0.6312, loss_cls: 2.6899, loss: 2.6899, grad_norm: 14.2955 2021-08-16 23:40:11,585 - mmaction - INFO - Epoch [5][1080/2640] lr: 1.000e-03, eta: 14:47:39, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.3742, top5_acc: 0.6555, loss_cls: 2.6347, loss: 2.6347, grad_norm: 13.8698 2021-08-16 23:40:19,821 - mmaction - INFO - Epoch [5][1100/2640] lr: 1.000e-03, eta: 14:47:23, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.3766, top5_acc: 0.6391, loss_cls: 2.6618, loss: 2.6618, grad_norm: 14.1687 2021-08-16 23:40:28,117 - mmaction - INFO - Epoch [5][1120/2640] lr: 1.000e-03, eta: 14:47:09, time: 0.415, data_time: 0.000, memory: 5736, top1_acc: 0.3547, top5_acc: 0.6195, loss_cls: 2.7171, loss: 2.7171, grad_norm: 14.7377 2021-08-16 23:40:36,393 - mmaction - INFO - Epoch [5][1140/2640] lr: 1.000e-03, eta: 14:46:54, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.3836, top5_acc: 0.6578, loss_cls: 2.5966, loss: 2.5966, grad_norm: 14.0599 2021-08-16 23:40:44,657 - mmaction - INFO - Epoch [5][1160/2640] lr: 1.000e-03, eta: 14:46:39, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.3656, top5_acc: 0.6266, loss_cls: 2.6891, loss: 2.6891, grad_norm: 13.8831 2021-08-16 23:40:52,911 - mmaction - INFO - Epoch [5][1180/2640] lr: 1.000e-03, eta: 14:46:24, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.3539, top5_acc: 0.6430, loss_cls: 2.6814, loss: 2.6814, grad_norm: 13.5249 2021-08-16 23:41:01,131 - mmaction - INFO - Epoch [5][1200/2640] lr: 1.000e-03, eta: 14:46:09, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.3523, top5_acc: 0.6008, loss_cls: 2.8609, loss: 2.8609, grad_norm: 13.9194 2021-08-16 23:41:09,426 - mmaction - INFO - Epoch [5][1220/2640] lr: 1.000e-03, eta: 14:45:55, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.3937, top5_acc: 0.6531, loss_cls: 2.5697, loss: 2.5697, grad_norm: 14.1917 2021-08-16 23:41:17,683 - mmaction - INFO - Epoch [5][1240/2640] lr: 1.000e-03, eta: 14:45:40, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.3805, top5_acc: 0.6297, loss_cls: 2.6879, loss: 2.6879, grad_norm: 14.2657 2021-08-16 23:41:25,926 - mmaction - INFO - Epoch [5][1260/2640] lr: 1.000e-03, eta: 14:45:25, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.3609, top5_acc: 0.6195, loss_cls: 2.7167, loss: 2.7167, grad_norm: 13.9573 2021-08-16 23:41:34,250 - mmaction - INFO - Epoch [5][1280/2640] lr: 1.000e-03, eta: 14:45:11, time: 0.416, data_time: 0.001, memory: 5736, top1_acc: 0.3695, top5_acc: 0.6508, loss_cls: 2.6045, loss: 2.6045, grad_norm: 14.6080 2021-08-16 23:41:42,531 - mmaction - INFO - Epoch [5][1300/2640] lr: 1.000e-03, eta: 14:44:56, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.3766, top5_acc: 0.6180, loss_cls: 2.7637, loss: 2.7637, grad_norm: 13.9070 2021-08-16 23:41:50,724 - mmaction - INFO - Epoch [5][1320/2640] lr: 1.000e-03, eta: 14:44:41, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.3406, top5_acc: 0.6148, loss_cls: 2.7401, loss: 2.7401, grad_norm: 13.7684 2021-08-16 23:41:59,063 - mmaction - INFO - Epoch [5][1340/2640] lr: 1.000e-03, eta: 14:44:27, time: 0.417, data_time: 0.002, memory: 5736, top1_acc: 0.3805, top5_acc: 0.6367, loss_cls: 2.6905, loss: 2.6905, grad_norm: 13.5179 2021-08-16 23:42:07,272 - mmaction - INFO - Epoch [5][1360/2640] lr: 1.000e-03, eta: 14:44:12, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.3656, top5_acc: 0.6227, loss_cls: 2.6949, loss: 2.6949, grad_norm: 13.8964 2021-08-16 23:42:15,536 - mmaction - INFO - Epoch [5][1380/2640] lr: 1.000e-03, eta: 14:43:57, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.3734, top5_acc: 0.6508, loss_cls: 2.6164, loss: 2.6164, grad_norm: 14.3304 2021-08-16 23:42:23,743 - mmaction - INFO - Epoch [5][1400/2640] lr: 1.000e-03, eta: 14:43:42, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.3602, top5_acc: 0.6391, loss_cls: 2.7425, loss: 2.7425, grad_norm: 13.8683 2021-08-16 23:42:32,003 - mmaction - INFO - Epoch [5][1420/2640] lr: 1.000e-03, eta: 14:43:28, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.3664, top5_acc: 0.6266, loss_cls: 2.7845, loss: 2.7845, grad_norm: 13.5773 2021-08-16 23:42:40,276 - mmaction - INFO - Epoch [5][1440/2640] lr: 1.000e-03, eta: 14:43:13, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.3812, top5_acc: 0.6500, loss_cls: 2.6177, loss: 2.6177, grad_norm: 14.4188 2021-08-16 23:42:48,546 - mmaction - INFO - Epoch [5][1460/2640] lr: 1.000e-03, eta: 14:42:59, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.3773, top5_acc: 0.6328, loss_cls: 2.6912, loss: 2.6912, grad_norm: 13.7375 2021-08-16 23:42:56,847 - mmaction - INFO - Epoch [5][1480/2640] lr: 1.000e-03, eta: 14:42:45, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.3695, top5_acc: 0.6414, loss_cls: 2.6783, loss: 2.6783, grad_norm: 14.0515 2021-08-16 23:43:05,140 - mmaction - INFO - Epoch [5][1500/2640] lr: 1.000e-03, eta: 14:42:30, time: 0.414, data_time: 0.000, memory: 5736, top1_acc: 0.3875, top5_acc: 0.6273, loss_cls: 2.6051, loss: 2.6051, grad_norm: 14.5260 2021-08-16 23:43:13,426 - mmaction - INFO - Epoch [5][1520/2640] lr: 1.000e-03, eta: 14:42:16, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.3680, top5_acc: 0.6281, loss_cls: 2.7205, loss: 2.7205, grad_norm: 14.0489 2021-08-16 23:43:21,649 - mmaction - INFO - Epoch [5][1540/2640] lr: 1.000e-03, eta: 14:42:01, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.3688, top5_acc: 0.6477, loss_cls: 2.6956, loss: 2.6956, grad_norm: 14.0564 2021-08-16 23:43:29,963 - mmaction - INFO - Epoch [5][1560/2640] lr: 1.000e-03, eta: 14:41:47, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.3648, top5_acc: 0.6414, loss_cls: 2.6663, loss: 2.6663, grad_norm: 14.0101 2021-08-16 23:43:38,229 - mmaction - INFO - Epoch [5][1580/2640] lr: 1.000e-03, eta: 14:41:33, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.3773, top5_acc: 0.6477, loss_cls: 2.5918, loss: 2.5918, grad_norm: 14.4172 2021-08-16 23:43:46,516 - mmaction - INFO - Epoch [5][1600/2640] lr: 1.000e-03, eta: 14:41:19, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.3711, top5_acc: 0.6250, loss_cls: 2.6969, loss: 2.6969, grad_norm: 14.0534 2021-08-16 23:43:54,785 - mmaction - INFO - Epoch [5][1620/2640] lr: 1.000e-03, eta: 14:41:05, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.3734, top5_acc: 0.6414, loss_cls: 2.6465, loss: 2.6465, grad_norm: 13.6718 2021-08-16 23:44:02,973 - mmaction - INFO - Epoch [5][1640/2640] lr: 1.000e-03, eta: 14:40:50, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.3672, top5_acc: 0.6508, loss_cls: 2.6408, loss: 2.6408, grad_norm: 14.2856 2021-08-16 23:44:11,285 - mmaction - INFO - Epoch [5][1660/2640] lr: 1.000e-03, eta: 14:40:36, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.3625, top5_acc: 0.6414, loss_cls: 2.7365, loss: 2.7365, grad_norm: 14.3549 2021-08-16 23:44:19,576 - mmaction - INFO - Epoch [5][1680/2640] lr: 1.000e-03, eta: 14:40:22, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.3547, top5_acc: 0.6211, loss_cls: 2.7311, loss: 2.7311, grad_norm: 14.1419 2021-08-16 23:44:27,955 - mmaction - INFO - Epoch [5][1700/2640] lr: 1.000e-03, eta: 14:40:09, time: 0.419, data_time: 0.001, memory: 5736, top1_acc: 0.3883, top5_acc: 0.6648, loss_cls: 2.5492, loss: 2.5492, grad_norm: 14.2446 2021-08-16 23:44:36,216 - mmaction - INFO - Epoch [5][1720/2640] lr: 1.000e-03, eta: 14:39:54, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.3680, top5_acc: 0.6508, loss_cls: 2.6351, loss: 2.6351, grad_norm: 13.6818 2021-08-16 23:44:44,521 - mmaction - INFO - Epoch [5][1740/2640] lr: 1.000e-03, eta: 14:39:41, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.3875, top5_acc: 0.6445, loss_cls: 2.6490, loss: 2.6490, grad_norm: 14.7376 2021-08-16 23:44:52,739 - mmaction - INFO - Epoch [5][1760/2640] lr: 1.000e-03, eta: 14:39:26, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.3781, top5_acc: 0.6391, loss_cls: 2.6591, loss: 2.6591, grad_norm: 13.7258 2021-08-16 23:45:01,017 - mmaction - INFO - Epoch [5][1780/2640] lr: 1.000e-03, eta: 14:39:12, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.3570, top5_acc: 0.6516, loss_cls: 2.6824, loss: 2.6824, grad_norm: 14.5399 2021-08-16 23:45:09,241 - mmaction - INFO - Epoch [5][1800/2640] lr: 1.000e-03, eta: 14:38:57, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.3828, top5_acc: 0.6398, loss_cls: 2.6727, loss: 2.6727, grad_norm: 13.6226 2021-08-16 23:45:17,493 - mmaction - INFO - Epoch [5][1820/2640] lr: 1.000e-03, eta: 14:38:43, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.3594, top5_acc: 0.6398, loss_cls: 2.6803, loss: 2.6803, grad_norm: 13.8285 2021-08-16 23:45:25,734 - mmaction - INFO - Epoch [5][1840/2640] lr: 1.000e-03, eta: 14:38:29, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.3914, top5_acc: 0.6547, loss_cls: 2.6318, loss: 2.6318, grad_norm: 14.3301 2021-08-16 23:45:34,008 - mmaction - INFO - Epoch [5][1860/2640] lr: 1.000e-03, eta: 14:38:15, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.3844, top5_acc: 0.6367, loss_cls: 2.6600, loss: 2.6600, grad_norm: 14.3480 2021-08-16 23:45:42,347 - mmaction - INFO - Epoch [5][1880/2640] lr: 1.000e-03, eta: 14:38:01, time: 0.417, data_time: 0.001, memory: 5736, top1_acc: 0.3648, top5_acc: 0.6445, loss_cls: 2.7023, loss: 2.7023, grad_norm: 14.1534 2021-08-16 23:45:50,618 - mmaction - INFO - Epoch [5][1900/2640] lr: 1.000e-03, eta: 14:37:47, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.3734, top5_acc: 0.6273, loss_cls: 2.7300, loss: 2.7300, grad_norm: 13.9171 2021-08-16 23:45:58,864 - mmaction - INFO - Epoch [5][1920/2640] lr: 1.000e-03, eta: 14:37:33, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.3609, top5_acc: 0.6344, loss_cls: 2.6718, loss: 2.6718, grad_norm: 14.0381 2021-08-16 23:46:07,126 - mmaction - INFO - Epoch [5][1940/2640] lr: 1.000e-03, eta: 14:37:19, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.3766, top5_acc: 0.6508, loss_cls: 2.6152, loss: 2.6152, grad_norm: 14.5847 2021-08-16 23:46:15,417 - mmaction - INFO - Epoch [5][1960/2640] lr: 1.000e-03, eta: 14:37:05, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.3898, top5_acc: 0.6375, loss_cls: 2.6676, loss: 2.6676, grad_norm: 13.8083 2021-08-16 23:46:23,658 - mmaction - INFO - Epoch [5][1980/2640] lr: 1.000e-03, eta: 14:36:51, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.3680, top5_acc: 0.6180, loss_cls: 2.6806, loss: 2.6806, grad_norm: 13.2016 2021-08-16 23:46:31,902 - mmaction - INFO - Epoch [5][2000/2640] lr: 1.000e-03, eta: 14:36:37, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.4086, top5_acc: 0.6602, loss_cls: 2.5411, loss: 2.5411, grad_norm: 13.9252 2021-08-16 23:46:40,162 - mmaction - INFO - Epoch [5][2020/2640] lr: 1.000e-03, eta: 14:36:23, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.3805, top5_acc: 0.6461, loss_cls: 2.6548, loss: 2.6548, grad_norm: 13.6734 2021-08-16 23:46:48,378 - mmaction - INFO - Epoch [5][2040/2640] lr: 1.000e-03, eta: 14:36:08, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.3898, top5_acc: 0.6617, loss_cls: 2.5791, loss: 2.5791, grad_norm: 13.6546 2021-08-16 23:46:56,593 - mmaction - INFO - Epoch [5][2060/2640] lr: 1.000e-03, eta: 14:35:54, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.3719, top5_acc: 0.6438, loss_cls: 2.6345, loss: 2.6345, grad_norm: 14.4397 2021-08-16 23:47:04,814 - mmaction - INFO - Epoch [5][2080/2640] lr: 1.000e-03, eta: 14:35:40, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.3773, top5_acc: 0.6477, loss_cls: 2.6683, loss: 2.6683, grad_norm: 14.6043 2021-08-16 23:47:13,110 - mmaction - INFO - Epoch [5][2100/2640] lr: 1.000e-03, eta: 14:35:26, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.3750, top5_acc: 0.6305, loss_cls: 2.6954, loss: 2.6954, grad_norm: 14.4436 2021-08-16 23:47:21,274 - mmaction - INFO - Epoch [5][2120/2640] lr: 1.000e-03, eta: 14:35:11, time: 0.408, data_time: 0.001, memory: 5736, top1_acc: 0.3891, top5_acc: 0.6312, loss_cls: 2.6966, loss: 2.6966, grad_norm: 13.8074 2021-08-16 23:47:29,514 - mmaction - INFO - Epoch [5][2140/2640] lr: 1.000e-03, eta: 14:34:57, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.3617, top5_acc: 0.6273, loss_cls: 2.7263, loss: 2.7263, grad_norm: 13.2241 2021-08-16 23:47:37,763 - mmaction - INFO - Epoch [5][2160/2640] lr: 1.000e-03, eta: 14:34:43, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.3852, top5_acc: 0.6328, loss_cls: 2.6489, loss: 2.6489, grad_norm: 14.6342 2021-08-16 23:47:46,023 - mmaction - INFO - Epoch [5][2180/2640] lr: 1.000e-03, eta: 14:34:29, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.3797, top5_acc: 0.6539, loss_cls: 2.6424, loss: 2.6424, grad_norm: 13.6317 2021-08-16 23:47:54,317 - mmaction - INFO - Epoch [5][2200/2640] lr: 1.000e-03, eta: 14:34:16, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.3461, top5_acc: 0.6320, loss_cls: 2.6970, loss: 2.6970, grad_norm: 13.6142 2021-08-16 23:48:02,611 - mmaction - INFO - Epoch [5][2220/2640] lr: 1.000e-03, eta: 14:34:02, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.3844, top5_acc: 0.6336, loss_cls: 2.6265, loss: 2.6265, grad_norm: 13.2925 2021-08-16 23:48:10,857 - mmaction - INFO - Epoch [5][2240/2640] lr: 1.000e-03, eta: 14:33:48, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.3477, top5_acc: 0.6328, loss_cls: 2.7107, loss: 2.7107, grad_norm: 14.1129 2021-08-16 23:48:19,100 - mmaction - INFO - Epoch [5][2260/2640] lr: 1.000e-03, eta: 14:33:34, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.3758, top5_acc: 0.6445, loss_cls: 2.6628, loss: 2.6628, grad_norm: 13.8580 2021-08-16 23:48:27,306 - mmaction - INFO - Epoch [5][2280/2640] lr: 1.000e-03, eta: 14:33:20, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.4008, top5_acc: 0.6516, loss_cls: 2.5631, loss: 2.5631, grad_norm: 14.0560 2021-08-16 23:48:35,527 - mmaction - INFO - Epoch [5][2300/2640] lr: 1.000e-03, eta: 14:33:06, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.3758, top5_acc: 0.6539, loss_cls: 2.5904, loss: 2.5904, grad_norm: 14.5711 2021-08-16 23:48:43,758 - mmaction - INFO - Epoch [5][2320/2640] lr: 1.000e-03, eta: 14:32:52, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.3758, top5_acc: 0.6430, loss_cls: 2.6248, loss: 2.6248, grad_norm: 14.4132 2021-08-16 23:48:52,006 - mmaction - INFO - Epoch [5][2340/2640] lr: 1.000e-03, eta: 14:32:38, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.3586, top5_acc: 0.6352, loss_cls: 2.6676, loss: 2.6676, grad_norm: 14.4926 2021-08-16 23:49:00,279 - mmaction - INFO - Epoch [5][2360/2640] lr: 1.000e-03, eta: 14:32:25, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.3664, top5_acc: 0.6289, loss_cls: 2.7071, loss: 2.7071, grad_norm: 14.0225 2021-08-16 23:49:08,535 - mmaction - INFO - Epoch [5][2380/2640] lr: 1.000e-03, eta: 14:32:11, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.3680, top5_acc: 0.6469, loss_cls: 2.7123, loss: 2.7123, grad_norm: 13.9371 2021-08-16 23:49:16,716 - mmaction - INFO - Epoch [5][2400/2640] lr: 1.000e-03, eta: 14:31:57, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.4047, top5_acc: 0.6500, loss_cls: 2.5904, loss: 2.5904, grad_norm: 14.4737 2021-08-16 23:49:24,969 - mmaction - INFO - Epoch [5][2420/2640] lr: 1.000e-03, eta: 14:31:43, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.3680, top5_acc: 0.6352, loss_cls: 2.6829, loss: 2.6829, grad_norm: 13.6673 2021-08-16 23:49:33,196 - mmaction - INFO - Epoch [5][2440/2640] lr: 1.000e-03, eta: 14:31:29, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.3648, top5_acc: 0.6352, loss_cls: 2.6754, loss: 2.6754, grad_norm: 13.7000 2021-08-16 23:49:41,424 - mmaction - INFO - Epoch [5][2460/2640] lr: 1.000e-03, eta: 14:31:15, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.3758, top5_acc: 0.6445, loss_cls: 2.6587, loss: 2.6587, grad_norm: 13.7653 2021-08-16 23:49:49,680 - mmaction - INFO - Epoch [5][2480/2640] lr: 1.000e-03, eta: 14:31:01, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.3477, top5_acc: 0.6508, loss_cls: 2.6767, loss: 2.6767, grad_norm: 14.1853 2021-08-16 23:49:57,852 - mmaction - INFO - Epoch [5][2500/2640] lr: 1.000e-03, eta: 14:30:47, time: 0.409, data_time: 0.001, memory: 5736, top1_acc: 0.3766, top5_acc: 0.6445, loss_cls: 2.6518, loss: 2.6518, grad_norm: 14.1597 2021-08-16 23:50:06,162 - mmaction - INFO - Epoch [5][2520/2640] lr: 1.000e-03, eta: 14:30:34, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.3805, top5_acc: 0.6703, loss_cls: 2.5872, loss: 2.5872, grad_norm: 13.9367 2021-08-16 23:50:14,484 - mmaction - INFO - Epoch [5][2540/2640] lr: 1.000e-03, eta: 14:30:21, time: 0.416, data_time: 0.001, memory: 5736, top1_acc: 0.3844, top5_acc: 0.6414, loss_cls: 2.6588, loss: 2.6588, grad_norm: 13.7910 2021-08-16 23:50:22,741 - mmaction - INFO - Epoch [5][2560/2640] lr: 1.000e-03, eta: 14:30:07, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.3875, top5_acc: 0.6445, loss_cls: 2.6550, loss: 2.6550, grad_norm: 14.0769 2021-08-16 23:50:31,019 - mmaction - INFO - Epoch [5][2580/2640] lr: 1.000e-03, eta: 14:29:54, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.3750, top5_acc: 0.6578, loss_cls: 2.6196, loss: 2.6196, grad_norm: 13.7160 2021-08-16 23:50:39,203 - mmaction - INFO - Epoch [5][2600/2640] lr: 1.000e-03, eta: 14:29:40, time: 0.408, data_time: 0.000, memory: 5736, top1_acc: 0.3875, top5_acc: 0.6523, loss_cls: 2.6219, loss: 2.6219, grad_norm: 14.2672 2021-08-16 23:50:47,436 - mmaction - INFO - Epoch [5][2620/2640] lr: 1.000e-03, eta: 14:29:26, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.3836, top5_acc: 0.6570, loss_cls: 2.5905, loss: 2.5905, grad_norm: 13.4169 2021-08-16 23:50:55,404 - mmaction - INFO - Epoch [5][2640/2640] lr: 1.000e-03, eta: 14:29:10, time: 0.398, data_time: 0.000, memory: 5736, top1_acc: 0.3581, top5_acc: 0.6315, loss_cls: 2.7284, loss: 2.7284, grad_norm: 14.0970 2021-08-16 23:50:57,131 - mmaction - INFO - Saving checkpoint at 5 epochs 2021-08-16 23:50:57,923 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-08-16 23:52:12,775 - mmaction - INFO - Epoch [6][20/2640] lr: 1.000e-03, eta: 14:38:55, time: 3.742, data_time: 3.299, memory: 5736, top1_acc: 0.3922, top5_acc: 0.6617, loss_cls: 2.6083, loss: 2.6083, grad_norm: 13.8892 2021-08-16 23:52:21,093 - mmaction - INFO - Epoch [6][40/2640] lr: 1.000e-03, eta: 14:38:41, time: 0.416, data_time: 0.002, memory: 5736, top1_acc: 0.3727, top5_acc: 0.6414, loss_cls: 2.6369, loss: 2.6369, grad_norm: 13.9391 2021-08-16 23:52:29,277 - mmaction - INFO - Epoch [6][60/2640] lr: 1.000e-03, eta: 14:38:26, time: 0.410, data_time: 0.002, memory: 5736, top1_acc: 0.4000, top5_acc: 0.6664, loss_cls: 2.4852, loss: 2.4852, grad_norm: 13.8649 2021-08-16 23:52:37,469 - mmaction - INFO - Epoch [6][80/2640] lr: 1.000e-03, eta: 14:38:11, time: 0.410, data_time: 0.002, memory: 5736, top1_acc: 0.4055, top5_acc: 0.6430, loss_cls: 2.6244, loss: 2.6244, grad_norm: 13.8976 2021-08-16 23:52:45,701 - mmaction - INFO - Epoch [6][100/2640] lr: 1.000e-03, eta: 14:37:56, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.3734, top5_acc: 0.6562, loss_cls: 2.6162, loss: 2.6162, grad_norm: 14.0198 2021-08-16 23:52:53,909 - mmaction - INFO - Epoch [6][120/2640] lr: 1.000e-03, eta: 14:37:41, time: 0.410, data_time: 0.002, memory: 5736, top1_acc: 0.3680, top5_acc: 0.6375, loss_cls: 2.7095, loss: 2.7095, grad_norm: 14.9814 2021-08-16 23:53:02,105 - mmaction - INFO - Epoch [6][140/2640] lr: 1.000e-03, eta: 14:37:26, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.3883, top5_acc: 0.6750, loss_cls: 2.4913, loss: 2.4913, grad_norm: 14.4596 2021-08-16 23:53:10,326 - mmaction - INFO - Epoch [6][160/2640] lr: 1.000e-03, eta: 14:37:12, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.4156, top5_acc: 0.6820, loss_cls: 2.4779, loss: 2.4779, grad_norm: 13.8638 2021-08-16 23:53:18,541 - mmaction - INFO - Epoch [6][180/2640] lr: 1.000e-03, eta: 14:36:57, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.3750, top5_acc: 0.6508, loss_cls: 2.5783, loss: 2.5783, grad_norm: 13.8563 2021-08-16 23:53:26,794 - mmaction - INFO - Epoch [6][200/2640] lr: 1.000e-03, eta: 14:36:43, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.3820, top5_acc: 0.6461, loss_cls: 2.5922, loss: 2.5922, grad_norm: 13.5689 2021-08-16 23:53:34,986 - mmaction - INFO - Epoch [6][220/2640] lr: 1.000e-03, eta: 14:36:28, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.3977, top5_acc: 0.6594, loss_cls: 2.5650, loss: 2.5650, grad_norm: 14.8333 2021-08-16 23:53:43,307 - mmaction - INFO - Epoch [6][240/2640] lr: 1.000e-03, eta: 14:36:14, time: 0.416, data_time: 0.002, memory: 5736, top1_acc: 0.3945, top5_acc: 0.6578, loss_cls: 2.6053, loss: 2.6053, grad_norm: 13.3389 2021-08-16 23:53:51,496 - mmaction - INFO - Epoch [6][260/2640] lr: 1.000e-03, eta: 14:35:59, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.3773, top5_acc: 0.6508, loss_cls: 2.5963, loss: 2.5963, grad_norm: 14.5838 2021-08-16 23:53:59,709 - mmaction - INFO - Epoch [6][280/2640] lr: 1.000e-03, eta: 14:35:45, time: 0.410, data_time: 0.002, memory: 5736, top1_acc: 0.4047, top5_acc: 0.6781, loss_cls: 2.4975, loss: 2.4975, grad_norm: 14.3344 2021-08-16 23:54:07,912 - mmaction - INFO - Epoch [6][300/2640] lr: 1.000e-03, eta: 14:35:30, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.3680, top5_acc: 0.6547, loss_cls: 2.6391, loss: 2.6391, grad_norm: 14.5876 2021-08-16 23:54:16,190 - mmaction - INFO - Epoch [6][320/2640] lr: 1.000e-03, eta: 14:35:16, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.3820, top5_acc: 0.6594, loss_cls: 2.5754, loss: 2.5754, grad_norm: 13.8186 2021-08-16 23:54:24,467 - mmaction - INFO - Epoch [6][340/2640] lr: 1.000e-03, eta: 14:35:02, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.3859, top5_acc: 0.6578, loss_cls: 2.5445, loss: 2.5445, grad_norm: 14.3582 2021-08-16 23:54:32,726 - mmaction - INFO - Epoch [6][360/2640] lr: 1.000e-03, eta: 14:34:48, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.3992, top5_acc: 0.6695, loss_cls: 2.5491, loss: 2.5491, grad_norm: 14.0577 2021-08-16 23:54:40,930 - mmaction - INFO - Epoch [6][380/2640] lr: 1.000e-03, eta: 14:34:33, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.3852, top5_acc: 0.6539, loss_cls: 2.6013, loss: 2.6013, grad_norm: 14.0943 2021-08-16 23:54:49,252 - mmaction - INFO - Epoch [6][400/2640] lr: 1.000e-03, eta: 14:34:20, time: 0.416, data_time: 0.002, memory: 5736, top1_acc: 0.3820, top5_acc: 0.6562, loss_cls: 2.5935, loss: 2.5935, grad_norm: 14.2963 2021-08-16 23:54:57,546 - mmaction - INFO - Epoch [6][420/2640] lr: 1.000e-03, eta: 14:34:06, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.3906, top5_acc: 0.6430, loss_cls: 2.6171, loss: 2.6171, grad_norm: 14.5242 2021-08-16 23:55:05,818 - mmaction - INFO - Epoch [6][440/2640] lr: 1.000e-03, eta: 14:33:52, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.3906, top5_acc: 0.6430, loss_cls: 2.6528, loss: 2.6528, grad_norm: 14.7593 2021-08-16 23:55:14,029 - mmaction - INFO - Epoch [6][460/2640] lr: 1.000e-03, eta: 14:33:37, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.3953, top5_acc: 0.6539, loss_cls: 2.5710, loss: 2.5710, grad_norm: 13.7035 2021-08-16 23:55:22,350 - mmaction - INFO - Epoch [6][480/2640] lr: 1.000e-03, eta: 14:33:24, time: 0.416, data_time: 0.001, memory: 5736, top1_acc: 0.3945, top5_acc: 0.6687, loss_cls: 2.5472, loss: 2.5472, grad_norm: 14.0125 2021-08-16 23:55:30,575 - mmaction - INFO - Epoch [6][500/2640] lr: 1.000e-03, eta: 14:33:09, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.3867, top5_acc: 0.6516, loss_cls: 2.6377, loss: 2.6377, grad_norm: 13.9662 2021-08-16 23:55:38,877 - mmaction - INFO - Epoch [6][520/2640] lr: 1.000e-03, eta: 14:32:56, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.4008, top5_acc: 0.6766, loss_cls: 2.4809, loss: 2.4809, grad_norm: 14.9754 2021-08-16 23:55:47,195 - mmaction - INFO - Epoch [6][540/2640] lr: 1.000e-03, eta: 14:32:42, time: 0.416, data_time: 0.001, memory: 5736, top1_acc: 0.3945, top5_acc: 0.6672, loss_cls: 2.4753, loss: 2.4753, grad_norm: 14.1103 2021-08-16 23:55:55,399 - mmaction - INFO - Epoch [6][560/2640] lr: 1.000e-03, eta: 14:32:28, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.3961, top5_acc: 0.6766, loss_cls: 2.5355, loss: 2.5355, grad_norm: 14.7815 2021-08-16 23:56:03,631 - mmaction - INFO - Epoch [6][580/2640] lr: 1.000e-03, eta: 14:32:14, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.3812, top5_acc: 0.6703, loss_cls: 2.5595, loss: 2.5595, grad_norm: 13.9880 2021-08-16 23:56:11,816 - mmaction - INFO - Epoch [6][600/2640] lr: 1.000e-03, eta: 14:31:59, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.3742, top5_acc: 0.6453, loss_cls: 2.6268, loss: 2.6268, grad_norm: 13.6616 2021-08-16 23:56:20,095 - mmaction - INFO - Epoch [6][620/2640] lr: 1.000e-03, eta: 14:31:45, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.3836, top5_acc: 0.6492, loss_cls: 2.6329, loss: 2.6329, grad_norm: 14.0927 2021-08-16 23:56:28,269 - mmaction - INFO - Epoch [6][640/2640] lr: 1.000e-03, eta: 14:31:31, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.3937, top5_acc: 0.6695, loss_cls: 2.5757, loss: 2.5757, grad_norm: 14.4736 2021-08-16 23:56:36,500 - mmaction - INFO - Epoch [6][660/2640] lr: 1.000e-03, eta: 14:31:17, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.4016, top5_acc: 0.6602, loss_cls: 2.5526, loss: 2.5526, grad_norm: 13.6135 2021-08-16 23:56:44,761 - mmaction - INFO - Epoch [6][680/2640] lr: 1.000e-03, eta: 14:31:03, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.3688, top5_acc: 0.6523, loss_cls: 2.6909, loss: 2.6909, grad_norm: 14.4126 2021-08-16 23:56:53,055 - mmaction - INFO - Epoch [6][700/2640] lr: 1.000e-03, eta: 14:30:49, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.3789, top5_acc: 0.6617, loss_cls: 2.6018, loss: 2.6018, grad_norm: 14.5277 2021-08-16 23:57:01,243 - mmaction - INFO - Epoch [6][720/2640] lr: 1.000e-03, eta: 14:30:35, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.3937, top5_acc: 0.6406, loss_cls: 2.6439, loss: 2.6439, grad_norm: 13.9857 2021-08-16 23:57:09,490 - mmaction - INFO - Epoch [6][740/2640] lr: 1.000e-03, eta: 14:30:21, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.4070, top5_acc: 0.6602, loss_cls: 2.5714, loss: 2.5714, grad_norm: 14.2273 2021-08-16 23:57:17,656 - mmaction - INFO - Epoch [6][760/2640] lr: 1.000e-03, eta: 14:30:06, time: 0.408, data_time: 0.000, memory: 5736, top1_acc: 0.3727, top5_acc: 0.6297, loss_cls: 2.6898, loss: 2.6898, grad_norm: 13.9870 2021-08-16 23:57:25,907 - mmaction - INFO - Epoch [6][780/2640] lr: 1.000e-03, eta: 14:29:52, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.3773, top5_acc: 0.6633, loss_cls: 2.5614, loss: 2.5614, grad_norm: 13.6123 2021-08-16 23:57:34,172 - mmaction - INFO - Epoch [6][800/2640] lr: 1.000e-03, eta: 14:29:39, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.3883, top5_acc: 0.6531, loss_cls: 2.5928, loss: 2.5928, grad_norm: 13.4109 2021-08-16 23:57:42,427 - mmaction - INFO - Epoch [6][820/2640] lr: 1.000e-03, eta: 14:29:25, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.4070, top5_acc: 0.6758, loss_cls: 2.5051, loss: 2.5051, grad_norm: 14.8232 2021-08-16 23:57:50,641 - mmaction - INFO - Epoch [6][840/2640] lr: 1.000e-03, eta: 14:29:11, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.3703, top5_acc: 0.6500, loss_cls: 2.6150, loss: 2.6150, grad_norm: 13.8684 2021-08-16 23:57:58,882 - mmaction - INFO - Epoch [6][860/2640] lr: 1.000e-03, eta: 14:28:57, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.4016, top5_acc: 0.6789, loss_cls: 2.5570, loss: 2.5570, grad_norm: 14.0913 2021-08-16 23:58:07,073 - mmaction - INFO - Epoch [6][880/2640] lr: 1.000e-03, eta: 14:28:42, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.3937, top5_acc: 0.6797, loss_cls: 2.5407, loss: 2.5407, grad_norm: 14.0799 2021-08-16 23:58:15,317 - mmaction - INFO - Epoch [6][900/2640] lr: 1.000e-03, eta: 14:28:29, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.3836, top5_acc: 0.6297, loss_cls: 2.6509, loss: 2.6509, grad_norm: 13.9998 2021-08-16 23:58:23,539 - mmaction - INFO - Epoch [6][920/2640] lr: 1.000e-03, eta: 14:28:15, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.3945, top5_acc: 0.6625, loss_cls: 2.5457, loss: 2.5457, grad_norm: 13.8497 2021-08-16 23:58:31,789 - mmaction - INFO - Epoch [6][940/2640] lr: 1.000e-03, eta: 14:28:01, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.3812, top5_acc: 0.6578, loss_cls: 2.5113, loss: 2.5113, grad_norm: 14.7957 2021-08-16 23:58:40,011 - mmaction - INFO - Epoch [6][960/2640] lr: 1.000e-03, eta: 14:27:47, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.3828, top5_acc: 0.6617, loss_cls: 2.5822, loss: 2.5822, grad_norm: 13.8088 2021-08-16 23:58:48,293 - mmaction - INFO - Epoch [6][980/2640] lr: 1.000e-03, eta: 14:27:33, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.3773, top5_acc: 0.6477, loss_cls: 2.6123, loss: 2.6123, grad_norm: 13.7894 2021-08-16 23:58:56,548 - mmaction - INFO - Epoch [6][1000/2640] lr: 1.000e-03, eta: 14:27:20, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.4070, top5_acc: 0.6602, loss_cls: 2.5330, loss: 2.5330, grad_norm: 14.1236 2021-08-16 23:59:04,770 - mmaction - INFO - Epoch [6][1020/2640] lr: 1.000e-03, eta: 14:27:06, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.3898, top5_acc: 0.6742, loss_cls: 2.5156, loss: 2.5156, grad_norm: 13.8911 2021-08-16 23:59:12,999 - mmaction - INFO - Epoch [6][1040/2640] lr: 1.000e-03, eta: 14:26:52, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.3984, top5_acc: 0.6727, loss_cls: 2.5115, loss: 2.5115, grad_norm: 14.4063 2021-08-16 23:59:21,270 - mmaction - INFO - Epoch [6][1060/2640] lr: 1.000e-03, eta: 14:26:38, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.3953, top5_acc: 0.6523, loss_cls: 2.6112, loss: 2.6112, grad_norm: 14.1085 2021-08-16 23:59:29,516 - mmaction - INFO - Epoch [6][1080/2640] lr: 1.000e-03, eta: 14:26:25, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.3922, top5_acc: 0.6648, loss_cls: 2.5848, loss: 2.5848, grad_norm: 13.7398 2021-08-16 23:59:37,783 - mmaction - INFO - Epoch [6][1100/2640] lr: 1.000e-03, eta: 14:26:11, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.4156, top5_acc: 0.6734, loss_cls: 2.5090, loss: 2.5090, grad_norm: 14.3730 2021-08-16 23:59:46,007 - mmaction - INFO - Epoch [6][1120/2640] lr: 1.000e-03, eta: 14:25:58, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.4227, top5_acc: 0.6695, loss_cls: 2.4562, loss: 2.4562, grad_norm: 13.7291 2021-08-16 23:59:54,248 - mmaction - INFO - Epoch [6][1140/2640] lr: 1.000e-03, eta: 14:25:44, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.3898, top5_acc: 0.6422, loss_cls: 2.6196, loss: 2.6196, grad_norm: 13.9539 2021-08-17 00:00:05,745 - mmaction - INFO - Epoch [6][1160/2640] lr: 1.000e-03, eta: 14:25:57, time: 0.573, data_time: 0.001, memory: 5736, top1_acc: 0.4039, top5_acc: 0.6711, loss_cls: 2.5538, loss: 2.5538, grad_norm: 14.0760 2021-08-17 00:00:14,083 - mmaction - INFO - Epoch [6][1180/2640] lr: 1.000e-03, eta: 14:25:44, time: 0.418, data_time: 0.003, memory: 5736, top1_acc: 0.3969, top5_acc: 0.6664, loss_cls: 2.5300, loss: 2.5300, grad_norm: 13.7735 2021-08-17 00:00:22,377 - mmaction - INFO - Epoch [6][1200/2640] lr: 1.000e-03, eta: 14:25:31, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.4062, top5_acc: 0.6625, loss_cls: 2.5640, loss: 2.5640, grad_norm: 13.6995 2021-08-17 00:00:30,628 - mmaction - INFO - Epoch [6][1220/2640] lr: 1.000e-03, eta: 14:25:17, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.3844, top5_acc: 0.6727, loss_cls: 2.5783, loss: 2.5783, grad_norm: 13.6187 2021-08-17 00:00:38,835 - mmaction - INFO - Epoch [6][1240/2640] lr: 1.000e-03, eta: 14:25:03, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.3711, top5_acc: 0.6484, loss_cls: 2.6320, loss: 2.6320, grad_norm: 14.7064 2021-08-17 00:00:47,075 - mmaction - INFO - Epoch [6][1260/2640] lr: 1.000e-03, eta: 14:24:50, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.3820, top5_acc: 0.6594, loss_cls: 2.5797, loss: 2.5797, grad_norm: 13.8386 2021-08-17 00:00:55,288 - mmaction - INFO - Epoch [6][1280/2640] lr: 1.000e-03, eta: 14:24:36, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.4234, top5_acc: 0.6727, loss_cls: 2.4980, loss: 2.4980, grad_norm: 13.5559 2021-08-17 00:01:03,502 - mmaction - INFO - Epoch [6][1300/2640] lr: 1.000e-03, eta: 14:24:22, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.3766, top5_acc: 0.6336, loss_cls: 2.6612, loss: 2.6612, grad_norm: 13.9188 2021-08-17 00:01:11,717 - mmaction - INFO - Epoch [6][1320/2640] lr: 1.000e-03, eta: 14:24:08, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.4188, top5_acc: 0.6883, loss_cls: 2.4292, loss: 2.4292, grad_norm: 14.0093 2021-08-17 00:01:19,913 - mmaction - INFO - Epoch [6][1340/2640] lr: 1.000e-03, eta: 14:23:54, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.3906, top5_acc: 0.6672, loss_cls: 2.5439, loss: 2.5439, grad_norm: 13.8296 2021-08-17 00:01:28,160 - mmaction - INFO - Epoch [6][1360/2640] lr: 1.000e-03, eta: 14:23:41, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.4055, top5_acc: 0.6742, loss_cls: 2.5020, loss: 2.5020, grad_norm: 14.5526 2021-08-17 00:01:36,359 - mmaction - INFO - Epoch [6][1380/2640] lr: 1.000e-03, eta: 14:23:27, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.3852, top5_acc: 0.6656, loss_cls: 2.5914, loss: 2.5914, grad_norm: 13.9222 2021-08-17 00:01:44,597 - mmaction - INFO - Epoch [6][1400/2640] lr: 1.000e-03, eta: 14:23:13, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.4109, top5_acc: 0.6828, loss_cls: 2.4904, loss: 2.4904, grad_norm: 14.4902 2021-08-17 00:01:53,007 - mmaction - INFO - Epoch [6][1420/2640] lr: 1.000e-03, eta: 14:23:01, time: 0.421, data_time: 0.001, memory: 5736, top1_acc: 0.3969, top5_acc: 0.6508, loss_cls: 2.6217, loss: 2.6217, grad_norm: 13.7874 2021-08-17 00:02:01,202 - mmaction - INFO - Epoch [6][1440/2640] lr: 1.000e-03, eta: 14:22:47, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.4031, top5_acc: 0.6531, loss_cls: 2.5430, loss: 2.5430, grad_norm: 13.8632 2021-08-17 00:02:09,466 - mmaction - INFO - Epoch [6][1460/2640] lr: 1.000e-03, eta: 14:22:34, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.4094, top5_acc: 0.6805, loss_cls: 2.4891, loss: 2.4891, grad_norm: 14.1395 2021-08-17 00:02:17,770 - mmaction - INFO - Epoch [6][1480/2640] lr: 1.000e-03, eta: 14:22:21, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.3727, top5_acc: 0.6633, loss_cls: 2.5740, loss: 2.5740, grad_norm: 13.8948 2021-08-17 00:02:25,982 - mmaction - INFO - Epoch [6][1500/2640] lr: 1.000e-03, eta: 14:22:08, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.3727, top5_acc: 0.6469, loss_cls: 2.5966, loss: 2.5966, grad_norm: 14.2938 2021-08-17 00:02:34,350 - mmaction - INFO - Epoch [6][1520/2640] lr: 1.000e-03, eta: 14:21:55, time: 0.418, data_time: 0.002, memory: 5736, top1_acc: 0.3758, top5_acc: 0.6617, loss_cls: 2.6260, loss: 2.6260, grad_norm: 13.8155 2021-08-17 00:02:42,576 - mmaction - INFO - Epoch [6][1540/2640] lr: 1.000e-03, eta: 14:21:42, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.4086, top5_acc: 0.6578, loss_cls: 2.5335, loss: 2.5335, grad_norm: 14.3217 2021-08-17 00:02:50,845 - mmaction - INFO - Epoch [6][1560/2640] lr: 1.000e-03, eta: 14:21:28, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.3992, top5_acc: 0.6844, loss_cls: 2.4956, loss: 2.4956, grad_norm: 14.0504 2021-08-17 00:02:59,075 - mmaction - INFO - Epoch [6][1580/2640] lr: 1.000e-03, eta: 14:21:15, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.3859, top5_acc: 0.6820, loss_cls: 2.5335, loss: 2.5335, grad_norm: 14.0498 2021-08-17 00:03:07,373 - mmaction - INFO - Epoch [6][1600/2640] lr: 1.000e-03, eta: 14:21:02, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.3742, top5_acc: 0.6586, loss_cls: 2.6609, loss: 2.6609, grad_norm: 13.7878 2021-08-17 00:03:15,629 - mmaction - INFO - Epoch [6][1620/2640] lr: 1.000e-03, eta: 14:20:49, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.3805, top5_acc: 0.6695, loss_cls: 2.5264, loss: 2.5264, grad_norm: 14.8852 2021-08-17 00:03:23,826 - mmaction - INFO - Epoch [6][1640/2640] lr: 1.000e-03, eta: 14:20:35, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.3891, top5_acc: 0.6438, loss_cls: 2.5938, loss: 2.5938, grad_norm: 13.3676 2021-08-17 00:03:32,009 - mmaction - INFO - Epoch [6][1660/2640] lr: 1.000e-03, eta: 14:20:21, time: 0.408, data_time: 0.000, memory: 5736, top1_acc: 0.3945, top5_acc: 0.6602, loss_cls: 2.5822, loss: 2.5822, grad_norm: 13.4622 2021-08-17 00:03:40,236 - mmaction - INFO - Epoch [6][1680/2640] lr: 1.000e-03, eta: 14:20:08, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.4227, top5_acc: 0.7000, loss_cls: 2.4022, loss: 2.4022, grad_norm: 14.2247 2021-08-17 00:03:48,493 - mmaction - INFO - Epoch [6][1700/2640] lr: 1.000e-03, eta: 14:19:55, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.3953, top5_acc: 0.6500, loss_cls: 2.5958, loss: 2.5958, grad_norm: 13.5463 2021-08-17 00:03:56,736 - mmaction - INFO - Epoch [6][1720/2640] lr: 1.000e-03, eta: 14:19:41, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.3875, top5_acc: 0.6492, loss_cls: 2.5870, loss: 2.5870, grad_norm: 14.1049 2021-08-17 00:04:04,988 - mmaction - INFO - Epoch [6][1740/2640] lr: 1.000e-03, eta: 14:19:28, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.3602, top5_acc: 0.6438, loss_cls: 2.6649, loss: 2.6649, grad_norm: 14.0622 2021-08-17 00:04:13,211 - mmaction - INFO - Epoch [6][1760/2640] lr: 1.000e-03, eta: 14:19:15, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.4062, top5_acc: 0.6617, loss_cls: 2.5494, loss: 2.5494, grad_norm: 13.4788 2021-08-17 00:04:21,463 - mmaction - INFO - Epoch [6][1780/2640] lr: 1.000e-03, eta: 14:19:02, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.3883, top5_acc: 0.6531, loss_cls: 2.5648, loss: 2.5648, grad_norm: 13.7146 2021-08-17 00:04:29,829 - mmaction - INFO - Epoch [6][1800/2640] lr: 1.000e-03, eta: 14:18:49, time: 0.418, data_time: 0.001, memory: 5736, top1_acc: 0.3977, top5_acc: 0.6781, loss_cls: 2.5060, loss: 2.5060, grad_norm: 14.3192 2021-08-17 00:04:38,115 - mmaction - INFO - Epoch [6][1820/2640] lr: 1.000e-03, eta: 14:18:36, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.3844, top5_acc: 0.6625, loss_cls: 2.5915, loss: 2.5915, grad_norm: 14.3923 2021-08-17 00:04:46,369 - mmaction - INFO - Epoch [6][1840/2640] lr: 1.000e-03, eta: 14:18:23, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.4141, top5_acc: 0.6813, loss_cls: 2.4648, loss: 2.4648, grad_norm: 14.3611 2021-08-17 00:04:54,581 - mmaction - INFO - Epoch [6][1860/2640] lr: 1.000e-03, eta: 14:18:10, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.3773, top5_acc: 0.6664, loss_cls: 2.5880, loss: 2.5880, grad_norm: 14.4717 2021-08-17 00:05:02,833 - mmaction - INFO - Epoch [6][1880/2640] lr: 1.000e-03, eta: 14:17:57, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.4008, top5_acc: 0.6570, loss_cls: 2.5186, loss: 2.5186, grad_norm: 14.2412 2021-08-17 00:05:11,080 - mmaction - INFO - Epoch [6][1900/2640] lr: 1.000e-03, eta: 14:17:44, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.4055, top5_acc: 0.6711, loss_cls: 2.5543, loss: 2.5543, grad_norm: 13.6730 2021-08-17 00:05:19,388 - mmaction - INFO - Epoch [6][1920/2640] lr: 1.000e-03, eta: 14:17:31, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.3859, top5_acc: 0.6695, loss_cls: 2.5134, loss: 2.5134, grad_norm: 13.6706 2021-08-17 00:05:27,733 - mmaction - INFO - Epoch [6][1940/2640] lr: 1.000e-03, eta: 14:17:19, time: 0.418, data_time: 0.001, memory: 5736, top1_acc: 0.3945, top5_acc: 0.6680, loss_cls: 2.5566, loss: 2.5566, grad_norm: 14.0965 2021-08-17 00:05:35,972 - mmaction - INFO - Epoch [6][1960/2640] lr: 1.000e-03, eta: 14:17:06, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.3992, top5_acc: 0.6562, loss_cls: 2.5825, loss: 2.5825, grad_norm: 14.3019 2021-08-17 00:05:44,234 - mmaction - INFO - Epoch [6][1980/2640] lr: 1.000e-03, eta: 14:16:53, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.4047, top5_acc: 0.6773, loss_cls: 2.4620, loss: 2.4620, grad_norm: 14.1112 2021-08-17 00:05:52,471 - mmaction - INFO - Epoch [6][2000/2640] lr: 1.000e-03, eta: 14:16:39, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.3945, top5_acc: 0.6438, loss_cls: 2.6095, loss: 2.6095, grad_norm: 13.9849 2021-08-17 00:06:00,638 - mmaction - INFO - Epoch [6][2020/2640] lr: 1.000e-03, eta: 14:16:26, time: 0.408, data_time: 0.000, memory: 5736, top1_acc: 0.4109, top5_acc: 0.6625, loss_cls: 2.5553, loss: 2.5553, grad_norm: 14.1689 2021-08-17 00:06:08,969 - mmaction - INFO - Epoch [6][2040/2640] lr: 1.000e-03, eta: 14:16:13, time: 0.416, data_time: 0.001, memory: 5736, top1_acc: 0.3930, top5_acc: 0.6586, loss_cls: 2.5523, loss: 2.5523, grad_norm: 14.3270 2021-08-17 00:06:17,208 - mmaction - INFO - Epoch [6][2060/2640] lr: 1.000e-03, eta: 14:16:00, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.3875, top5_acc: 0.6633, loss_cls: 2.6055, loss: 2.6055, grad_norm: 13.9980 2021-08-17 00:06:25,478 - mmaction - INFO - Epoch [6][2080/2640] lr: 1.000e-03, eta: 14:15:47, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.4102, top5_acc: 0.6898, loss_cls: 2.4589, loss: 2.4589, grad_norm: 14.2070 2021-08-17 00:06:33,678 - mmaction - INFO - Epoch [6][2100/2640] lr: 1.000e-03, eta: 14:15:34, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.4141, top5_acc: 0.6766, loss_cls: 2.4859, loss: 2.4859, grad_norm: 14.1149 2021-08-17 00:06:41,917 - mmaction - INFO - Epoch [6][2120/2640] lr: 1.000e-03, eta: 14:15:21, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.3734, top5_acc: 0.6562, loss_cls: 2.6304, loss: 2.6304, grad_norm: 13.9287 2021-08-17 00:06:50,174 - mmaction - INFO - Epoch [6][2140/2640] lr: 1.000e-03, eta: 14:15:08, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.3508, top5_acc: 0.6398, loss_cls: 2.6955, loss: 2.6955, grad_norm: 13.9250 2021-08-17 00:06:58,397 - mmaction - INFO - Epoch [6][2160/2640] lr: 1.000e-03, eta: 14:14:55, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.4000, top5_acc: 0.6586, loss_cls: 2.5850, loss: 2.5850, grad_norm: 13.6743 2021-08-17 00:07:06,620 - mmaction - INFO - Epoch [6][2180/2640] lr: 1.000e-03, eta: 14:14:42, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.3945, top5_acc: 0.6672, loss_cls: 2.5318, loss: 2.5318, grad_norm: 14.0852 2021-08-17 00:07:14,876 - mmaction - INFO - Epoch [6][2200/2640] lr: 1.000e-03, eta: 14:14:29, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.4133, top5_acc: 0.6766, loss_cls: 2.4353, loss: 2.4353, grad_norm: 14.2472 2021-08-17 00:07:23,159 - mmaction - INFO - Epoch [6][2220/2640] lr: 1.000e-03, eta: 14:14:16, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.3930, top5_acc: 0.6602, loss_cls: 2.5568, loss: 2.5568, grad_norm: 14.2074 2021-08-17 00:07:31,383 - mmaction - INFO - Epoch [6][2240/2640] lr: 1.000e-03, eta: 14:14:03, time: 0.411, data_time: 0.002, memory: 5736, top1_acc: 0.3828, top5_acc: 0.6758, loss_cls: 2.5313, loss: 2.5313, grad_norm: 13.9652 2021-08-17 00:07:39,556 - mmaction - INFO - Epoch [6][2260/2640] lr: 1.000e-03, eta: 14:13:50, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.3703, top5_acc: 0.6430, loss_cls: 2.6560, loss: 2.6560, grad_norm: 14.0763 2021-08-17 00:07:47,897 - mmaction - INFO - Epoch [6][2280/2640] lr: 1.000e-03, eta: 14:13:37, time: 0.417, data_time: 0.001, memory: 5736, top1_acc: 0.3891, top5_acc: 0.6797, loss_cls: 2.5131, loss: 2.5131, grad_norm: 14.1823 2021-08-17 00:07:56,115 - mmaction - INFO - Epoch [6][2300/2640] lr: 1.000e-03, eta: 14:13:24, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.3875, top5_acc: 0.6562, loss_cls: 2.5771, loss: 2.5771, grad_norm: 14.3293 2021-08-17 00:08:04,487 - mmaction - INFO - Epoch [6][2320/2640] lr: 1.000e-03, eta: 14:13:12, time: 0.419, data_time: 0.001, memory: 5736, top1_acc: 0.3734, top5_acc: 0.6266, loss_cls: 2.6900, loss: 2.6900, grad_norm: 13.9421 2021-08-17 00:08:12,768 - mmaction - INFO - Epoch [6][2340/2640] lr: 1.000e-03, eta: 14:13:00, time: 0.414, data_time: 0.000, memory: 5736, top1_acc: 0.3836, top5_acc: 0.6508, loss_cls: 2.5570, loss: 2.5570, grad_norm: 13.8579 2021-08-17 00:08:21,041 - mmaction - INFO - Epoch [6][2360/2640] lr: 1.000e-03, eta: 14:12:47, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.4000, top5_acc: 0.6445, loss_cls: 2.6413, loss: 2.6413, grad_norm: 13.4943 2021-08-17 00:08:29,255 - mmaction - INFO - Epoch [6][2380/2640] lr: 1.000e-03, eta: 14:12:34, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.4141, top5_acc: 0.6719, loss_cls: 2.5041, loss: 2.5041, grad_norm: 14.1024 2021-08-17 00:08:37,486 - mmaction - INFO - Epoch [6][2400/2640] lr: 1.000e-03, eta: 14:12:21, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.3844, top5_acc: 0.6469, loss_cls: 2.5818, loss: 2.5818, grad_norm: 13.6128 2021-08-17 00:08:45,699 - mmaction - INFO - Epoch [6][2420/2640] lr: 1.000e-03, eta: 14:12:08, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.3617, top5_acc: 0.6586, loss_cls: 2.6207, loss: 2.6207, grad_norm: 14.0055 2021-08-17 00:08:53,929 - mmaction - INFO - Epoch [6][2440/2640] lr: 1.000e-03, eta: 14:11:55, time: 0.411, data_time: 0.002, memory: 5736, top1_acc: 0.3953, top5_acc: 0.6562, loss_cls: 2.5394, loss: 2.5394, grad_norm: 14.1814 2021-08-17 00:09:02,137 - mmaction - INFO - Epoch [6][2460/2640] lr: 1.000e-03, eta: 14:11:42, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.3914, top5_acc: 0.6742, loss_cls: 2.5389, loss: 2.5389, grad_norm: 13.9907 2021-08-17 00:09:10,470 - mmaction - INFO - Epoch [6][2480/2640] lr: 1.000e-03, eta: 14:11:30, time: 0.417, data_time: 0.002, memory: 5736, top1_acc: 0.3875, top5_acc: 0.6719, loss_cls: 2.5075, loss: 2.5075, grad_norm: 14.8596 2021-08-17 00:09:18,764 - mmaction - INFO - Epoch [6][2500/2640] lr: 1.000e-03, eta: 14:11:18, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.4031, top5_acc: 0.6594, loss_cls: 2.6048, loss: 2.6048, grad_norm: 13.9344 2021-08-17 00:09:27,046 - mmaction - INFO - Epoch [6][2520/2640] lr: 1.000e-03, eta: 14:11:05, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.3758, top5_acc: 0.6633, loss_cls: 2.6076, loss: 2.6076, grad_norm: 13.2797 2021-08-17 00:09:35,215 - mmaction - INFO - Epoch [6][2540/2640] lr: 1.000e-03, eta: 14:10:52, time: 0.409, data_time: 0.001, memory: 5736, top1_acc: 0.3977, top5_acc: 0.6648, loss_cls: 2.5692, loss: 2.5692, grad_norm: 14.3641 2021-08-17 00:09:43,510 - mmaction - INFO - Epoch [6][2560/2640] lr: 1.000e-03, eta: 14:10:39, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.3953, top5_acc: 0.6633, loss_cls: 2.5178, loss: 2.5178, grad_norm: 14.3780 2021-08-17 00:09:51,811 - mmaction - INFO - Epoch [6][2580/2640] lr: 1.000e-03, eta: 14:10:27, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.3953, top5_acc: 0.6625, loss_cls: 2.5725, loss: 2.5725, grad_norm: 14.2691 2021-08-17 00:10:00,158 - mmaction - INFO - Epoch [6][2600/2640] lr: 1.000e-03, eta: 14:10:15, time: 0.417, data_time: 0.000, memory: 5736, top1_acc: 0.3891, top5_acc: 0.6672, loss_cls: 2.5373, loss: 2.5373, grad_norm: 13.9666 2021-08-17 00:10:08,428 - mmaction - INFO - Epoch [6][2620/2640] lr: 1.000e-03, eta: 14:10:03, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.4094, top5_acc: 0.6773, loss_cls: 2.4974, loss: 2.4974, grad_norm: 13.4353 2021-08-17 00:10:16,467 - mmaction - INFO - Epoch [6][2640/2640] lr: 1.000e-03, eta: 14:09:48, time: 0.402, data_time: 0.001, memory: 5736, top1_acc: 0.4169, top5_acc: 0.6766, loss_cls: 2.4401, loss: 2.4401, grad_norm: 13.9997 2021-08-17 00:10:18,983 - mmaction - INFO - Saving checkpoint at 6 epochs 2021-08-17 00:10:20,426 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-08-17 00:11:36,501 - mmaction - INFO - Epoch [7][20/2640] lr: 1.000e-03, eta: 14:17:52, time: 3.803, data_time: 3.355, memory: 5736, top1_acc: 0.4094, top5_acc: 0.6789, loss_cls: 2.4739, loss: 2.4739, grad_norm: 14.0568 2021-08-17 00:11:44,763 - mmaction - INFO - Epoch [7][40/2640] lr: 1.000e-03, eta: 14:17:39, time: 0.413, data_time: 0.003, memory: 5736, top1_acc: 0.4148, top5_acc: 0.7039, loss_cls: 2.4154, loss: 2.4154, grad_norm: 14.3811 2021-08-17 00:11:52,990 - mmaction - INFO - Epoch [7][60/2640] lr: 1.000e-03, eta: 14:17:26, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.4117, top5_acc: 0.6875, loss_cls: 2.4964, loss: 2.4964, grad_norm: 13.9213 2021-08-17 00:12:01,315 - mmaction - INFO - Epoch [7][80/2640] lr: 1.000e-03, eta: 14:17:13, time: 0.417, data_time: 0.002, memory: 5736, top1_acc: 0.3930, top5_acc: 0.6742, loss_cls: 2.5224, loss: 2.5224, grad_norm: 13.9681 2021-08-17 00:12:09,499 - mmaction - INFO - Epoch [7][100/2640] lr: 1.000e-03, eta: 14:16:59, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.3953, top5_acc: 0.6820, loss_cls: 2.4692, loss: 2.4692, grad_norm: 14.3522 2021-08-17 00:12:17,690 - mmaction - INFO - Epoch [7][120/2640] lr: 1.000e-03, eta: 14:16:45, time: 0.410, data_time: 0.002, memory: 5736, top1_acc: 0.4133, top5_acc: 0.6867, loss_cls: 2.4130, loss: 2.4130, grad_norm: 14.5268 2021-08-17 00:12:25,851 - mmaction - INFO - Epoch [7][140/2640] lr: 1.000e-03, eta: 14:16:31, time: 0.408, data_time: 0.001, memory: 5736, top1_acc: 0.3961, top5_acc: 0.6555, loss_cls: 2.5380, loss: 2.5380, grad_norm: 13.5706 2021-08-17 00:12:34,086 - mmaction - INFO - Epoch [7][160/2640] lr: 1.000e-03, eta: 14:16:18, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.4031, top5_acc: 0.6711, loss_cls: 2.5227, loss: 2.5227, grad_norm: 14.2662 2021-08-17 00:12:42,313 - mmaction - INFO - Epoch [7][180/2640] lr: 1.000e-03, eta: 14:16:04, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.3789, top5_acc: 0.6602, loss_cls: 2.5748, loss: 2.5748, grad_norm: 14.6048 2021-08-17 00:12:50,506 - mmaction - INFO - Epoch [7][200/2640] lr: 1.000e-03, eta: 14:15:51, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.4133, top5_acc: 0.6766, loss_cls: 2.5107, loss: 2.5107, grad_norm: 13.8779 2021-08-17 00:12:58,691 - mmaction - INFO - Epoch [7][220/2640] lr: 1.000e-03, eta: 14:15:37, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.3953, top5_acc: 0.6836, loss_cls: 2.4842, loss: 2.4842, grad_norm: 14.1385 2021-08-17 00:13:06,923 - mmaction - INFO - Epoch [7][240/2640] lr: 1.000e-03, eta: 14:15:24, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.4281, top5_acc: 0.6680, loss_cls: 2.4685, loss: 2.4685, grad_norm: 14.1515 2021-08-17 00:13:15,169 - mmaction - INFO - Epoch [7][260/2640] lr: 1.000e-03, eta: 14:15:11, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.3891, top5_acc: 0.6766, loss_cls: 2.5614, loss: 2.5614, grad_norm: 13.8082 2021-08-17 00:13:23,538 - mmaction - INFO - Epoch [7][280/2640] lr: 1.000e-03, eta: 14:14:58, time: 0.418, data_time: 0.001, memory: 5736, top1_acc: 0.4500, top5_acc: 0.6945, loss_cls: 2.3954, loss: 2.3954, grad_norm: 14.2694 2021-08-17 00:13:31,709 - mmaction - INFO - Epoch [7][300/2640] lr: 1.000e-03, eta: 14:14:44, time: 0.408, data_time: 0.000, memory: 5736, top1_acc: 0.3852, top5_acc: 0.6375, loss_cls: 2.5903, loss: 2.5903, grad_norm: 13.3738 2021-08-17 00:13:39,940 - mmaction - INFO - Epoch [7][320/2640] lr: 1.000e-03, eta: 14:14:31, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.3961, top5_acc: 0.6664, loss_cls: 2.5307, loss: 2.5307, grad_norm: 14.0432 2021-08-17 00:13:48,159 - mmaction - INFO - Epoch [7][340/2640] lr: 1.000e-03, eta: 14:14:18, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.3937, top5_acc: 0.6602, loss_cls: 2.5569, loss: 2.5569, grad_norm: 14.3505 2021-08-17 00:13:56,446 - mmaction - INFO - Epoch [7][360/2640] lr: 1.000e-03, eta: 14:14:05, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.4180, top5_acc: 0.6766, loss_cls: 2.4434, loss: 2.4434, grad_norm: 13.8274 2021-08-17 00:14:04,654 - mmaction - INFO - Epoch [7][380/2640] lr: 1.000e-03, eta: 14:13:51, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.4141, top5_acc: 0.6805, loss_cls: 2.4218, loss: 2.4218, grad_norm: 14.1006 2021-08-17 00:14:12,905 - mmaction - INFO - Epoch [7][400/2640] lr: 1.000e-03, eta: 14:13:38, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.4094, top5_acc: 0.6781, loss_cls: 2.4767, loss: 2.4767, grad_norm: 14.9027 2021-08-17 00:14:21,148 - mmaction - INFO - Epoch [7][420/2640] lr: 1.000e-03, eta: 14:13:25, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.3883, top5_acc: 0.6609, loss_cls: 2.5609, loss: 2.5609, grad_norm: 13.8325 2021-08-17 00:14:29,367 - mmaction - INFO - Epoch [7][440/2640] lr: 1.000e-03, eta: 14:13:12, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.4039, top5_acc: 0.6680, loss_cls: 2.5596, loss: 2.5596, grad_norm: 14.5991 2021-08-17 00:14:37,565 - mmaction - INFO - Epoch [7][460/2640] lr: 1.000e-03, eta: 14:12:58, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.4008, top5_acc: 0.6742, loss_cls: 2.4698, loss: 2.4698, grad_norm: 13.5829 2021-08-17 00:14:45,839 - mmaction - INFO - Epoch [7][480/2640] lr: 1.000e-03, eta: 14:12:45, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.4094, top5_acc: 0.6828, loss_cls: 2.3983, loss: 2.3983, grad_norm: 14.3556 2021-08-17 00:14:54,028 - mmaction - INFO - Epoch [7][500/2640] lr: 1.000e-03, eta: 14:12:32, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.3844, top5_acc: 0.6625, loss_cls: 2.5478, loss: 2.5478, grad_norm: 13.9893 2021-08-17 00:15:02,321 - mmaction - INFO - Epoch [7][520/2640] lr: 1.000e-03, eta: 14:12:19, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.4164, top5_acc: 0.6883, loss_cls: 2.4196, loss: 2.4196, grad_norm: 14.6760 2021-08-17 00:15:10,529 - mmaction - INFO - Epoch [7][540/2640] lr: 1.000e-03, eta: 14:12:06, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.3789, top5_acc: 0.6648, loss_cls: 2.5716, loss: 2.5716, grad_norm: 14.1949 2021-08-17 00:15:18,842 - mmaction - INFO - Epoch [7][560/2640] lr: 1.000e-03, eta: 14:11:53, time: 0.416, data_time: 0.001, memory: 5736, top1_acc: 0.4070, top5_acc: 0.6602, loss_cls: 2.4968, loss: 2.4968, grad_norm: 13.7729 2021-08-17 00:15:27,137 - mmaction - INFO - Epoch [7][580/2640] lr: 1.000e-03, eta: 14:11:41, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.3969, top5_acc: 0.6687, loss_cls: 2.5372, loss: 2.5372, grad_norm: 14.3185 2021-08-17 00:15:35,341 - mmaction - INFO - Epoch [7][600/2640] lr: 1.000e-03, eta: 14:11:27, time: 0.410, data_time: 0.002, memory: 5736, top1_acc: 0.4078, top5_acc: 0.6742, loss_cls: 2.4865, loss: 2.4865, grad_norm: 13.6788 2021-08-17 00:15:43,557 - mmaction - INFO - Epoch [7][620/2640] lr: 1.000e-03, eta: 14:11:14, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.4219, top5_acc: 0.6828, loss_cls: 2.4498, loss: 2.4498, grad_norm: 13.7600 2021-08-17 00:15:51,771 - mmaction - INFO - Epoch [7][640/2640] lr: 1.000e-03, eta: 14:11:01, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.4180, top5_acc: 0.6734, loss_cls: 2.4709, loss: 2.4709, grad_norm: 14.3334 2021-08-17 00:16:00,013 - mmaction - INFO - Epoch [7][660/2640] lr: 1.000e-03, eta: 14:10:48, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.4219, top5_acc: 0.7094, loss_cls: 2.4043, loss: 2.4043, grad_norm: 14.1221 2021-08-17 00:16:08,253 - mmaction - INFO - Epoch [7][680/2640] lr: 1.000e-03, eta: 14:10:35, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.4266, top5_acc: 0.6797, loss_cls: 2.4097, loss: 2.4097, grad_norm: 14.4991 2021-08-17 00:16:16,509 - mmaction - INFO - Epoch [7][700/2640] lr: 1.000e-03, eta: 14:10:22, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.4133, top5_acc: 0.6914, loss_cls: 2.4099, loss: 2.4099, grad_norm: 14.1382 2021-08-17 00:16:24,753 - mmaction - INFO - Epoch [7][720/2640] lr: 1.000e-03, eta: 14:10:09, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.4141, top5_acc: 0.6781, loss_cls: 2.5154, loss: 2.5154, grad_norm: 14.4014 2021-08-17 00:16:32,950 - mmaction - INFO - Epoch [7][740/2640] lr: 1.000e-03, eta: 14:09:55, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.4125, top5_acc: 0.6750, loss_cls: 2.4881, loss: 2.4881, grad_norm: 14.2912 2021-08-17 00:16:41,222 - mmaction - INFO - Epoch [7][760/2640] lr: 1.000e-03, eta: 14:09:43, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.4086, top5_acc: 0.6719, loss_cls: 2.4814, loss: 2.4814, grad_norm: 13.8484 2021-08-17 00:16:49,542 - mmaction - INFO - Epoch [7][780/2640] lr: 1.000e-03, eta: 14:09:30, time: 0.417, data_time: 0.001, memory: 5736, top1_acc: 0.3961, top5_acc: 0.6633, loss_cls: 2.5197, loss: 2.5197, grad_norm: 14.7548 2021-08-17 00:16:57,821 - mmaction - INFO - Epoch [7][800/2640] lr: 1.000e-03, eta: 14:09:18, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.4320, top5_acc: 0.6742, loss_cls: 2.3851, loss: 2.3851, grad_norm: 14.5013 2021-08-17 00:17:06,025 - mmaction - INFO - Epoch [7][820/2640] lr: 1.000e-03, eta: 14:09:04, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.4188, top5_acc: 0.6773, loss_cls: 2.4823, loss: 2.4823, grad_norm: 14.4452 2021-08-17 00:17:14,250 - mmaction - INFO - Epoch [7][840/2640] lr: 1.000e-03, eta: 14:08:51, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.3883, top5_acc: 0.6695, loss_cls: 2.5482, loss: 2.5482, grad_norm: 14.3342 2021-08-17 00:17:22,494 - mmaction - INFO - Epoch [7][860/2640] lr: 1.000e-03, eta: 14:08:38, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.4117, top5_acc: 0.6766, loss_cls: 2.4648, loss: 2.4648, grad_norm: 13.6139 2021-08-17 00:17:30,748 - mmaction - INFO - Epoch [7][880/2640] lr: 1.000e-03, eta: 14:08:26, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.3875, top5_acc: 0.6727, loss_cls: 2.5875, loss: 2.5875, grad_norm: 14.2557 2021-08-17 00:17:38,948 - mmaction - INFO - Epoch [7][900/2640] lr: 1.000e-03, eta: 14:08:12, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.4164, top5_acc: 0.6906, loss_cls: 2.4505, loss: 2.4505, grad_norm: 14.3576 2021-08-17 00:17:47,209 - mmaction - INFO - Epoch [7][920/2640] lr: 1.000e-03, eta: 14:08:00, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.4031, top5_acc: 0.6641, loss_cls: 2.4501, loss: 2.4501, grad_norm: 14.3530 2021-08-17 00:17:55,494 - mmaction - INFO - Epoch [7][940/2640] lr: 1.000e-03, eta: 14:07:47, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.4211, top5_acc: 0.6930, loss_cls: 2.4414, loss: 2.4414, grad_norm: 14.5038 2021-08-17 00:18:03,777 - mmaction - INFO - Epoch [7][960/2640] lr: 1.000e-03, eta: 14:07:35, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.4023, top5_acc: 0.6820, loss_cls: 2.4757, loss: 2.4757, grad_norm: 14.8867 2021-08-17 00:18:11,970 - mmaction - INFO - Epoch [7][980/2640] lr: 1.000e-03, eta: 14:07:21, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.4078, top5_acc: 0.6656, loss_cls: 2.5154, loss: 2.5154, grad_norm: 14.2177 2021-08-17 00:18:20,193 - mmaction - INFO - Epoch [7][1000/2640] lr: 1.000e-03, eta: 14:07:08, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.4062, top5_acc: 0.6781, loss_cls: 2.4417, loss: 2.4417, grad_norm: 14.0903 2021-08-17 00:18:28,388 - mmaction - INFO - Epoch [7][1020/2640] lr: 1.000e-03, eta: 14:06:55, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.4070, top5_acc: 0.6805, loss_cls: 2.4590, loss: 2.4590, grad_norm: 14.3939 2021-08-17 00:18:36,704 - mmaction - INFO - Epoch [7][1040/2640] lr: 1.000e-03, eta: 14:06:43, time: 0.416, data_time: 0.002, memory: 5736, top1_acc: 0.4016, top5_acc: 0.6648, loss_cls: 2.4894, loss: 2.4894, grad_norm: 14.4310 2021-08-17 00:18:44,931 - mmaction - INFO - Epoch [7][1060/2640] lr: 1.000e-03, eta: 14:06:30, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.4219, top5_acc: 0.6883, loss_cls: 2.4327, loss: 2.4327, grad_norm: 13.8973 2021-08-17 00:18:53,154 - mmaction - INFO - Epoch [7][1080/2640] lr: 1.000e-03, eta: 14:06:17, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.4062, top5_acc: 0.6789, loss_cls: 2.4400, loss: 2.4400, grad_norm: 14.2960 2021-08-17 00:19:01,447 - mmaction - INFO - Epoch [7][1100/2640] lr: 1.000e-03, eta: 14:06:05, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.4375, top5_acc: 0.6859, loss_cls: 2.4080, loss: 2.4080, grad_norm: 14.3540 2021-08-17 00:19:09,653 - mmaction - INFO - Epoch [7][1120/2640] lr: 1.000e-03, eta: 14:05:52, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.3992, top5_acc: 0.6648, loss_cls: 2.5761, loss: 2.5761, grad_norm: 13.8779 2021-08-17 00:19:17,880 - mmaction - INFO - Epoch [7][1140/2640] lr: 1.000e-03, eta: 14:05:39, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.4086, top5_acc: 0.6625, loss_cls: 2.5337, loss: 2.5337, grad_norm: 13.9355 2021-08-17 00:19:26,060 - mmaction - INFO - Epoch [7][1160/2640] lr: 1.000e-03, eta: 14:05:26, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.4109, top5_acc: 0.6828, loss_cls: 2.4228, loss: 2.4228, grad_norm: 14.2518 2021-08-17 00:19:34,271 - mmaction - INFO - Epoch [7][1180/2640] lr: 1.000e-03, eta: 14:05:13, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.3875, top5_acc: 0.6719, loss_cls: 2.5553, loss: 2.5553, grad_norm: 14.4631 2021-08-17 00:19:42,512 - mmaction - INFO - Epoch [7][1200/2640] lr: 1.000e-03, eta: 14:05:00, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.4062, top5_acc: 0.6570, loss_cls: 2.5356, loss: 2.5356, grad_norm: 14.4080 2021-08-17 00:19:50,727 - mmaction - INFO - Epoch [7][1220/2640] lr: 1.000e-03, eta: 14:04:47, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.4062, top5_acc: 0.6656, loss_cls: 2.5181, loss: 2.5181, grad_norm: 13.7855 2021-08-17 00:19:58,976 - mmaction - INFO - Epoch [7][1240/2640] lr: 1.000e-03, eta: 14:04:34, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.4062, top5_acc: 0.6781, loss_cls: 2.5034, loss: 2.5034, grad_norm: 13.8196 2021-08-17 00:20:07,170 - mmaction - INFO - Epoch [7][1260/2640] lr: 1.000e-03, eta: 14:04:21, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.4203, top5_acc: 0.6961, loss_cls: 2.3947, loss: 2.3947, grad_norm: 13.9201 2021-08-17 00:20:15,408 - mmaction - INFO - Epoch [7][1280/2640] lr: 1.000e-03, eta: 14:04:09, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.4297, top5_acc: 0.6914, loss_cls: 2.3658, loss: 2.3658, grad_norm: 13.8478 2021-08-17 00:20:23,673 - mmaction - INFO - Epoch [7][1300/2640] lr: 1.000e-03, eta: 14:03:56, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.3914, top5_acc: 0.6500, loss_cls: 2.5397, loss: 2.5397, grad_norm: 13.9739 2021-08-17 00:20:31,850 - mmaction - INFO - Epoch [7][1320/2640] lr: 1.000e-03, eta: 14:03:43, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.4180, top5_acc: 0.6891, loss_cls: 2.3954, loss: 2.3954, grad_norm: 14.4345 2021-08-17 00:20:40,120 - mmaction - INFO - Epoch [7][1340/2640] lr: 1.000e-03, eta: 14:03:31, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.4039, top5_acc: 0.6719, loss_cls: 2.5134, loss: 2.5134, grad_norm: 14.0310 2021-08-17 00:20:48,356 - mmaction - INFO - Epoch [7][1360/2640] lr: 1.000e-03, eta: 14:03:18, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.3852, top5_acc: 0.6594, loss_cls: 2.5579, loss: 2.5579, grad_norm: 14.0117 2021-08-17 00:20:56,604 - mmaction - INFO - Epoch [7][1380/2640] lr: 1.000e-03, eta: 14:03:05, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.4164, top5_acc: 0.6828, loss_cls: 2.4700, loss: 2.4700, grad_norm: 13.7557 2021-08-17 00:21:04,783 - mmaction - INFO - Epoch [7][1400/2640] lr: 1.000e-03, eta: 14:02:52, time: 0.408, data_time: 0.000, memory: 5736, top1_acc: 0.4070, top5_acc: 0.6898, loss_cls: 2.4105, loss: 2.4105, grad_norm: 14.2956 2021-08-17 00:21:13,070 - mmaction - INFO - Epoch [7][1420/2640] lr: 1.000e-03, eta: 14:02:40, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.4211, top5_acc: 0.6937, loss_cls: 2.3734, loss: 2.3734, grad_norm: 14.1588 2021-08-17 00:21:21,342 - mmaction - INFO - Epoch [7][1440/2640] lr: 1.000e-03, eta: 14:02:28, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.4102, top5_acc: 0.6773, loss_cls: 2.4635, loss: 2.4635, grad_norm: 14.1093 2021-08-17 00:21:29,660 - mmaction - INFO - Epoch [7][1460/2640] lr: 1.000e-03, eta: 14:02:15, time: 0.416, data_time: 0.001, memory: 5736, top1_acc: 0.4086, top5_acc: 0.6672, loss_cls: 2.4675, loss: 2.4675, grad_norm: 14.4019 2021-08-17 00:21:37,918 - mmaction - INFO - Epoch [7][1480/2640] lr: 1.000e-03, eta: 14:02:03, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.4352, top5_acc: 0.6930, loss_cls: 2.3542, loss: 2.3542, grad_norm: 13.3709 2021-08-17 00:21:46,067 - mmaction - INFO - Epoch [7][1500/2640] lr: 1.000e-03, eta: 14:01:50, time: 0.407, data_time: 0.000, memory: 5736, top1_acc: 0.4086, top5_acc: 0.6750, loss_cls: 2.4775, loss: 2.4775, grad_norm: 13.8474 2021-08-17 00:21:54,275 - mmaction - INFO - Epoch [7][1520/2640] lr: 1.000e-03, eta: 14:01:37, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.3852, top5_acc: 0.6727, loss_cls: 2.5569, loss: 2.5569, grad_norm: 14.3485 2021-08-17 00:22:02,494 - mmaction - INFO - Epoch [7][1540/2640] lr: 1.000e-03, eta: 14:01:24, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.4383, top5_acc: 0.6844, loss_cls: 2.4098, loss: 2.4098, grad_norm: 13.5521 2021-08-17 00:22:10,730 - mmaction - INFO - Epoch [7][1560/2640] lr: 1.000e-03, eta: 14:01:12, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.4062, top5_acc: 0.6922, loss_cls: 2.4456, loss: 2.4456, grad_norm: 14.6632 2021-08-17 00:22:18,973 - mmaction - INFO - Epoch [7][1580/2640] lr: 1.000e-03, eta: 14:00:59, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.4391, top5_acc: 0.6945, loss_cls: 2.3700, loss: 2.3700, grad_norm: 13.8930 2021-08-17 00:22:27,267 - mmaction - INFO - Epoch [7][1600/2640] lr: 1.000e-03, eta: 14:00:47, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.4148, top5_acc: 0.6562, loss_cls: 2.5399, loss: 2.5399, grad_norm: 13.9773 2021-08-17 00:22:35,490 - mmaction - INFO - Epoch [7][1620/2640] lr: 1.000e-03, eta: 14:00:34, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.4195, top5_acc: 0.6680, loss_cls: 2.4665, loss: 2.4665, grad_norm: 13.8389 2021-08-17 00:22:43,743 - mmaction - INFO - Epoch [7][1640/2640] lr: 1.000e-03, eta: 14:00:22, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.4039, top5_acc: 0.6687, loss_cls: 2.4791, loss: 2.4791, grad_norm: 14.1970 2021-08-17 00:22:52,019 - mmaction - INFO - Epoch [7][1660/2640] lr: 1.000e-03, eta: 14:00:10, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.3844, top5_acc: 0.6602, loss_cls: 2.5884, loss: 2.5884, grad_norm: 14.2639 2021-08-17 00:23:00,324 - mmaction - INFO - Epoch [7][1680/2640] lr: 1.000e-03, eta: 13:59:58, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.4070, top5_acc: 0.6891, loss_cls: 2.4704, loss: 2.4704, grad_norm: 13.6915 2021-08-17 00:23:08,615 - mmaction - INFO - Epoch [7][1700/2640] lr: 1.000e-03, eta: 13:59:45, time: 0.414, data_time: 0.000, memory: 5736, top1_acc: 0.4234, top5_acc: 0.6906, loss_cls: 2.4035, loss: 2.4035, grad_norm: 13.9460 2021-08-17 00:23:16,888 - mmaction - INFO - Epoch [7][1720/2640] lr: 1.000e-03, eta: 13:59:33, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.3930, top5_acc: 0.6727, loss_cls: 2.5005, loss: 2.5005, grad_norm: 14.3459 2021-08-17 00:23:25,159 - mmaction - INFO - Epoch [7][1740/2640] lr: 1.000e-03, eta: 13:59:21, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.4023, top5_acc: 0.6695, loss_cls: 2.4966, loss: 2.4966, grad_norm: 13.7057 2021-08-17 00:23:33,386 - mmaction - INFO - Epoch [7][1760/2640] lr: 1.000e-03, eta: 13:59:08, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.4141, top5_acc: 0.7047, loss_cls: 2.4182, loss: 2.4182, grad_norm: 14.4898 2021-08-17 00:23:41,633 - mmaction - INFO - Epoch [7][1780/2640] lr: 1.000e-03, eta: 13:58:56, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.4242, top5_acc: 0.6977, loss_cls: 2.3989, loss: 2.3989, grad_norm: 14.3328 2021-08-17 00:23:49,873 - mmaction - INFO - Epoch [7][1800/2640] lr: 1.000e-03, eta: 13:58:43, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.4109, top5_acc: 0.6945, loss_cls: 2.4039, loss: 2.4039, grad_norm: 14.2846 2021-08-17 00:23:58,063 - mmaction - INFO - Epoch [7][1820/2640] lr: 1.000e-03, eta: 13:58:31, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.4133, top5_acc: 0.6687, loss_cls: 2.4539, loss: 2.4539, grad_norm: 13.8721 2021-08-17 00:24:06,376 - mmaction - INFO - Epoch [7][1840/2640] lr: 1.000e-03, eta: 13:58:19, time: 0.416, data_time: 0.002, memory: 5736, top1_acc: 0.4188, top5_acc: 0.6727, loss_cls: 2.4992, loss: 2.4992, grad_norm: 13.8996 2021-08-17 00:24:14,581 - mmaction - INFO - Epoch [7][1860/2640] lr: 1.000e-03, eta: 13:58:06, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.4070, top5_acc: 0.6781, loss_cls: 2.4543, loss: 2.4543, grad_norm: 13.3687 2021-08-17 00:24:22,926 - mmaction - INFO - Epoch [7][1880/2640] lr: 1.000e-03, eta: 13:57:54, time: 0.417, data_time: 0.002, memory: 5736, top1_acc: 0.4039, top5_acc: 0.6641, loss_cls: 2.5252, loss: 2.5252, grad_norm: 13.8204 2021-08-17 00:24:31,249 - mmaction - INFO - Epoch [7][1900/2640] lr: 1.000e-03, eta: 13:57:43, time: 0.417, data_time: 0.001, memory: 5736, top1_acc: 0.4094, top5_acc: 0.6797, loss_cls: 2.4586, loss: 2.4586, grad_norm: 13.9541 2021-08-17 00:24:39,460 - mmaction - INFO - Epoch [7][1920/2640] lr: 1.000e-03, eta: 13:57:30, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.4234, top5_acc: 0.6937, loss_cls: 2.4457, loss: 2.4457, grad_norm: 14.2451 2021-08-17 00:24:47,683 - mmaction - INFO - Epoch [7][1940/2640] lr: 1.000e-03, eta: 13:57:17, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.4195, top5_acc: 0.6797, loss_cls: 2.4012, loss: 2.4012, grad_norm: 13.4050 2021-08-17 00:24:55,912 - mmaction - INFO - Epoch [7][1960/2640] lr: 1.000e-03, eta: 13:57:05, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.4328, top5_acc: 0.6930, loss_cls: 2.3652, loss: 2.3652, grad_norm: 14.3512 2021-08-17 00:25:04,155 - mmaction - INFO - Epoch [7][1980/2640] lr: 1.000e-03, eta: 13:56:53, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.4180, top5_acc: 0.6953, loss_cls: 2.4076, loss: 2.4076, grad_norm: 14.2245 2021-08-17 00:25:12,423 - mmaction - INFO - Epoch [7][2000/2640] lr: 1.000e-03, eta: 13:56:40, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.4117, top5_acc: 0.6547, loss_cls: 2.5410, loss: 2.5410, grad_norm: 13.6149 2021-08-17 00:25:20,672 - mmaction - INFO - Epoch [7][2020/2640] lr: 1.000e-03, eta: 13:56:28, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.4188, top5_acc: 0.6969, loss_cls: 2.3629, loss: 2.3629, grad_norm: 13.7423 2021-08-17 00:25:28,897 - mmaction - INFO - Epoch [7][2040/2640] lr: 1.000e-03, eta: 13:56:16, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.4133, top5_acc: 0.6687, loss_cls: 2.4509, loss: 2.4509, grad_norm: 14.2454 2021-08-17 00:25:37,161 - mmaction - INFO - Epoch [7][2060/2640] lr: 1.000e-03, eta: 13:56:04, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.4180, top5_acc: 0.6906, loss_cls: 2.4254, loss: 2.4254, grad_norm: 13.6415 2021-08-17 00:25:45,423 - mmaction - INFO - Epoch [7][2080/2640] lr: 1.000e-03, eta: 13:55:51, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.4188, top5_acc: 0.6703, loss_cls: 2.4864, loss: 2.4864, grad_norm: 13.7245 2021-08-17 00:25:53,767 - mmaction - INFO - Epoch [7][2100/2640] lr: 1.000e-03, eta: 13:55:40, time: 0.417, data_time: 0.001, memory: 5736, top1_acc: 0.3883, top5_acc: 0.6687, loss_cls: 2.5074, loss: 2.5074, grad_norm: 13.8039 2021-08-17 00:26:01,994 - mmaction - INFO - Epoch [7][2120/2640] lr: 1.000e-03, eta: 13:55:27, time: 0.411, data_time: 0.002, memory: 5736, top1_acc: 0.4016, top5_acc: 0.6617, loss_cls: 2.5155, loss: 2.5155, grad_norm: 13.3630 2021-08-17 00:26:10,193 - mmaction - INFO - Epoch [7][2140/2640] lr: 1.000e-03, eta: 13:55:15, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.4133, top5_acc: 0.6750, loss_cls: 2.4915, loss: 2.4915, grad_norm: 14.0977 2021-08-17 00:26:18,452 - mmaction - INFO - Epoch [7][2160/2640] lr: 1.000e-03, eta: 13:55:03, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.4367, top5_acc: 0.7016, loss_cls: 2.3662, loss: 2.3662, grad_norm: 14.1703 2021-08-17 00:26:26,654 - mmaction - INFO - Epoch [7][2180/2640] lr: 1.000e-03, eta: 13:54:50, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.4148, top5_acc: 0.6922, loss_cls: 2.4286, loss: 2.4286, grad_norm: 13.8829 2021-08-17 00:26:34,982 - mmaction - INFO - Epoch [7][2200/2640] lr: 1.000e-03, eta: 13:54:39, time: 0.416, data_time: 0.002, memory: 5736, top1_acc: 0.4289, top5_acc: 0.6930, loss_cls: 2.3497, loss: 2.3497, grad_norm: 14.0622 2021-08-17 00:26:43,236 - mmaction - INFO - Epoch [7][2220/2640] lr: 1.000e-03, eta: 13:54:26, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.4445, top5_acc: 0.6758, loss_cls: 2.4100, loss: 2.4100, grad_norm: 13.7209 2021-08-17 00:26:51,497 - mmaction - INFO - Epoch [7][2240/2640] lr: 1.000e-03, eta: 13:54:14, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.3977, top5_acc: 0.6711, loss_cls: 2.5201, loss: 2.5201, grad_norm: 14.2106 2021-08-17 00:26:59,786 - mmaction - INFO - Epoch [7][2260/2640] lr: 1.000e-03, eta: 13:54:02, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.4016, top5_acc: 0.6820, loss_cls: 2.4987, loss: 2.4987, grad_norm: 14.6346 2021-08-17 00:27:08,082 - mmaction - INFO - Epoch [7][2280/2640] lr: 1.000e-03, eta: 13:53:50, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.4227, top5_acc: 0.6937, loss_cls: 2.4319, loss: 2.4319, grad_norm: 14.1093 2021-08-17 00:27:16,434 - mmaction - INFO - Epoch [7][2300/2640] lr: 1.000e-03, eta: 13:53:39, time: 0.418, data_time: 0.001, memory: 5736, top1_acc: 0.4273, top5_acc: 0.6922, loss_cls: 2.4182, loss: 2.4182, grad_norm: 14.5985 2021-08-17 00:27:24,717 - mmaction - INFO - Epoch [7][2320/2640] lr: 1.000e-03, eta: 13:53:27, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.4148, top5_acc: 0.6750, loss_cls: 2.4773, loss: 2.4773, grad_norm: 14.1439 2021-08-17 00:27:32,947 - mmaction - INFO - Epoch [7][2340/2640] lr: 1.000e-03, eta: 13:53:15, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.4008, top5_acc: 0.6672, loss_cls: 2.5117, loss: 2.5117, grad_norm: 13.0279 2021-08-17 00:27:41,221 - mmaction - INFO - Epoch [7][2360/2640] lr: 1.000e-03, eta: 13:53:03, time: 0.414, data_time: 0.000, memory: 5736, top1_acc: 0.4039, top5_acc: 0.6664, loss_cls: 2.4942, loss: 2.4942, grad_norm: 14.7759 2021-08-17 00:27:49,430 - mmaction - INFO - Epoch [7][2380/2640] lr: 1.000e-03, eta: 13:52:50, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.4141, top5_acc: 0.6656, loss_cls: 2.5383, loss: 2.5383, grad_norm: 13.9283 2021-08-17 00:27:57,711 - mmaction - INFO - Epoch [7][2400/2640] lr: 1.000e-03, eta: 13:52:38, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.3930, top5_acc: 0.6859, loss_cls: 2.4791, loss: 2.4791, grad_norm: 13.9959 2021-08-17 00:28:05,935 - mmaction - INFO - Epoch [7][2420/2640] lr: 1.000e-03, eta: 13:52:26, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.4078, top5_acc: 0.6844, loss_cls: 2.4712, loss: 2.4712, grad_norm: 14.0565 2021-08-17 00:28:14,208 - mmaction - INFO - Epoch [7][2440/2640] lr: 1.000e-03, eta: 13:52:14, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.4320, top5_acc: 0.6883, loss_cls: 2.4108, loss: 2.4108, grad_norm: 13.7684 2021-08-17 00:28:22,452 - mmaction - INFO - Epoch [7][2460/2640] lr: 1.000e-03, eta: 13:52:02, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.4125, top5_acc: 0.6633, loss_cls: 2.5583, loss: 2.5583, grad_norm: 14.2102 2021-08-17 00:28:30,706 - mmaction - INFO - Epoch [7][2480/2640] lr: 1.000e-03, eta: 13:51:50, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.4141, top5_acc: 0.6930, loss_cls: 2.4210, loss: 2.4210, grad_norm: 14.2675 2021-08-17 00:28:38,895 - mmaction - INFO - Epoch [7][2500/2640] lr: 1.000e-03, eta: 13:51:38, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.3844, top5_acc: 0.6766, loss_cls: 2.5235, loss: 2.5235, grad_norm: 14.2604 2021-08-17 00:28:47,091 - mmaction - INFO - Epoch [7][2520/2640] lr: 1.000e-03, eta: 13:51:25, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.4344, top5_acc: 0.7055, loss_cls: 2.3468, loss: 2.3468, grad_norm: 14.0136 2021-08-17 00:28:55,366 - mmaction - INFO - Epoch [7][2540/2640] lr: 1.000e-03, eta: 13:51:13, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.4094, top5_acc: 0.6898, loss_cls: 2.4484, loss: 2.4484, grad_norm: 14.2034 2021-08-17 00:29:03,656 - mmaction - INFO - Epoch [7][2560/2640] lr: 1.000e-03, eta: 13:51:01, time: 0.414, data_time: 0.000, memory: 5736, top1_acc: 0.4219, top5_acc: 0.7016, loss_cls: 2.3989, loss: 2.3989, grad_norm: 13.9878 2021-08-17 00:29:11,875 - mmaction - INFO - Epoch [7][2580/2640] lr: 1.000e-03, eta: 13:50:49, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.4500, top5_acc: 0.6898, loss_cls: 2.3651, loss: 2.3651, grad_norm: 13.5910 2021-08-17 00:29:20,170 - mmaction - INFO - Epoch [7][2600/2640] lr: 1.000e-03, eta: 13:50:38, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.4375, top5_acc: 0.7188, loss_cls: 2.3194, loss: 2.3194, grad_norm: 13.7682 2021-08-17 00:29:28,416 - mmaction - INFO - Epoch [7][2620/2640] lr: 1.000e-03, eta: 13:50:25, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.3945, top5_acc: 0.6625, loss_cls: 2.5401, loss: 2.5401, grad_norm: 14.0201 2021-08-17 00:29:36,415 - mmaction - INFO - Epoch [7][2640/2640] lr: 1.000e-03, eta: 13:50:12, time: 0.400, data_time: 0.001, memory: 5736, top1_acc: 0.4250, top5_acc: 0.6887, loss_cls: 2.4305, loss: 2.4305, grad_norm: 14.2538 2021-08-17 00:29:38,092 - mmaction - INFO - Saving checkpoint at 7 epochs 2021-08-17 00:29:38,957 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-08-17 00:30:51,638 - mmaction - INFO - Epoch [8][20/2640] lr: 1.000e-03, eta: 13:56:35, time: 3.634, data_time: 3.205, memory: 5736, top1_acc: 0.4219, top5_acc: 0.6789, loss_cls: 2.3971, loss: 2.3971, grad_norm: 13.5744 2021-08-17 00:30:59,880 - mmaction - INFO - Epoch [8][40/2640] lr: 1.000e-03, eta: 13:56:23, time: 0.412, data_time: 0.004, memory: 5736, top1_acc: 0.4609, top5_acc: 0.7203, loss_cls: 2.2299, loss: 2.2299, grad_norm: 13.6785 2021-08-17 00:31:08,003 - mmaction - INFO - Epoch [8][60/2640] lr: 1.000e-03, eta: 13:56:09, time: 0.406, data_time: 0.000, memory: 5736, top1_acc: 0.4156, top5_acc: 0.6961, loss_cls: 2.3760, loss: 2.3760, grad_norm: 14.5031 2021-08-17 00:31:16,229 - mmaction - INFO - Epoch [8][80/2640] lr: 1.000e-03, eta: 13:55:57, time: 0.411, data_time: 0.002, memory: 5736, top1_acc: 0.4180, top5_acc: 0.6969, loss_cls: 2.3869, loss: 2.3869, grad_norm: 14.8770 2021-08-17 00:31:24,555 - mmaction - INFO - Epoch [8][100/2640] lr: 1.000e-03, eta: 13:55:45, time: 0.416, data_time: 0.001, memory: 5736, top1_acc: 0.4188, top5_acc: 0.6953, loss_cls: 2.3765, loss: 2.3765, grad_norm: 14.4326 2021-08-17 00:31:32,758 - mmaction - INFO - Epoch [8][120/2640] lr: 1.000e-03, eta: 13:55:32, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.4211, top5_acc: 0.6930, loss_cls: 2.4263, loss: 2.4263, grad_norm: 14.2659 2021-08-17 00:31:41,068 - mmaction - INFO - Epoch [8][140/2640] lr: 1.000e-03, eta: 13:55:20, time: 0.416, data_time: 0.001, memory: 5736, top1_acc: 0.4492, top5_acc: 0.7070, loss_cls: 2.3109, loss: 2.3109, grad_norm: 13.8777 2021-08-17 00:31:49,359 - mmaction - INFO - Epoch [8][160/2640] lr: 1.000e-03, eta: 13:55:08, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.4328, top5_acc: 0.6930, loss_cls: 2.3862, loss: 2.3862, grad_norm: 13.9609 2021-08-17 00:31:57,565 - mmaction - INFO - Epoch [8][180/2640] lr: 1.000e-03, eta: 13:54:55, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.4117, top5_acc: 0.6914, loss_cls: 2.4369, loss: 2.4369, grad_norm: 14.1896 2021-08-17 00:32:05,780 - mmaction - INFO - Epoch [8][200/2640] lr: 1.000e-03, eta: 13:54:42, time: 0.411, data_time: 0.002, memory: 5736, top1_acc: 0.4219, top5_acc: 0.6797, loss_cls: 2.4452, loss: 2.4452, grad_norm: 14.0223 2021-08-17 00:32:14,047 - mmaction - INFO - Epoch [8][220/2640] lr: 1.000e-03, eta: 13:54:30, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.4445, top5_acc: 0.6914, loss_cls: 2.3965, loss: 2.3965, grad_norm: 13.9096 2021-08-17 00:32:22,292 - mmaction - INFO - Epoch [8][240/2640] lr: 1.000e-03, eta: 13:54:18, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.4297, top5_acc: 0.6961, loss_cls: 2.3688, loss: 2.3688, grad_norm: 14.3223 2021-08-17 00:32:30,506 - mmaction - INFO - Epoch [8][260/2640] lr: 1.000e-03, eta: 13:54:05, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.4195, top5_acc: 0.6961, loss_cls: 2.4127, loss: 2.4127, grad_norm: 13.5339 2021-08-17 00:32:38,755 - mmaction - INFO - Epoch [8][280/2640] lr: 1.000e-03, eta: 13:53:53, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.4195, top5_acc: 0.6797, loss_cls: 2.4102, loss: 2.4102, grad_norm: 13.9461 2021-08-17 00:32:47,008 - mmaction - INFO - Epoch [8][300/2640] lr: 1.000e-03, eta: 13:53:40, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.4219, top5_acc: 0.6977, loss_cls: 2.3641, loss: 2.3641, grad_norm: 14.3001 2021-08-17 00:32:55,236 - mmaction - INFO - Epoch [8][320/2640] lr: 1.000e-03, eta: 13:53:28, time: 0.411, data_time: 0.002, memory: 5736, top1_acc: 0.4180, top5_acc: 0.6781, loss_cls: 2.4062, loss: 2.4062, grad_norm: 14.3493 2021-08-17 00:33:03,441 - mmaction - INFO - Epoch [8][340/2640] lr: 1.000e-03, eta: 13:53:15, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.4578, top5_acc: 0.7039, loss_cls: 2.3512, loss: 2.3512, grad_norm: 13.7458 2021-08-17 00:33:11,708 - mmaction - INFO - Epoch [8][360/2640] lr: 1.000e-03, eta: 13:53:03, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.4180, top5_acc: 0.6711, loss_cls: 2.4790, loss: 2.4790, grad_norm: 14.1313 2021-08-17 00:33:19,883 - mmaction - INFO - Epoch [8][380/2640] lr: 1.000e-03, eta: 13:52:50, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.4242, top5_acc: 0.6875, loss_cls: 2.3993, loss: 2.3993, grad_norm: 13.4926 2021-08-17 00:33:28,125 - mmaction - INFO - Epoch [8][400/2640] lr: 1.000e-03, eta: 13:52:38, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.4211, top5_acc: 0.6922, loss_cls: 2.4375, loss: 2.4375, grad_norm: 14.8792 2021-08-17 00:33:36,334 - mmaction - INFO - Epoch [8][420/2640] lr: 1.000e-03, eta: 13:52:25, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.4164, top5_acc: 0.6813, loss_cls: 2.4459, loss: 2.4459, grad_norm: 13.7480 2021-08-17 00:33:44,566 - mmaction - INFO - Epoch [8][440/2640] lr: 1.000e-03, eta: 13:52:13, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.4164, top5_acc: 0.6797, loss_cls: 2.4325, loss: 2.4325, grad_norm: 14.0912 2021-08-17 00:33:52,801 - mmaction - INFO - Epoch [8][460/2640] lr: 1.000e-03, eta: 13:52:00, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.4062, top5_acc: 0.6820, loss_cls: 2.4673, loss: 2.4673, grad_norm: 14.2493 2021-08-17 00:34:01,085 - mmaction - INFO - Epoch [8][480/2640] lr: 1.000e-03, eta: 13:51:48, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.3992, top5_acc: 0.6930, loss_cls: 2.4364, loss: 2.4364, grad_norm: 14.2529 2021-08-17 00:34:09,391 - mmaction - INFO - Epoch [8][500/2640] lr: 1.000e-03, eta: 13:51:36, time: 0.416, data_time: 0.001, memory: 5736, top1_acc: 0.4195, top5_acc: 0.6867, loss_cls: 2.3975, loss: 2.3975, grad_norm: 14.2526 2021-08-17 00:34:17,649 - mmaction - INFO - Epoch [8][520/2640] lr: 1.000e-03, eta: 13:51:24, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.4273, top5_acc: 0.6648, loss_cls: 2.4276, loss: 2.4276, grad_norm: 13.5892 2021-08-17 00:34:25,846 - mmaction - INFO - Epoch [8][540/2640] lr: 1.000e-03, eta: 13:51:11, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.4203, top5_acc: 0.6867, loss_cls: 2.4117, loss: 2.4117, grad_norm: 13.8912 2021-08-17 00:34:34,081 - mmaction - INFO - Epoch [8][560/2640] lr: 1.000e-03, eta: 13:50:59, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.4156, top5_acc: 0.6742, loss_cls: 2.4230, loss: 2.4230, grad_norm: 13.8093 2021-08-17 00:34:42,356 - mmaction - INFO - Epoch [8][580/2640] lr: 1.000e-03, eta: 13:50:47, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.4141, top5_acc: 0.6906, loss_cls: 2.4348, loss: 2.4348, grad_norm: 14.8558 2021-08-17 00:34:50,619 - mmaction - INFO - Epoch [8][600/2640] lr: 1.000e-03, eta: 13:50:35, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.4148, top5_acc: 0.6820, loss_cls: 2.4523, loss: 2.4523, grad_norm: 14.1182 2021-08-17 00:34:58,856 - mmaction - INFO - Epoch [8][620/2640] lr: 1.000e-03, eta: 13:50:23, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.4336, top5_acc: 0.6984, loss_cls: 2.3566, loss: 2.3566, grad_norm: 13.9347 2021-08-17 00:35:07,097 - mmaction - INFO - Epoch [8][640/2640] lr: 1.000e-03, eta: 13:50:10, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.4336, top5_acc: 0.7063, loss_cls: 2.3137, loss: 2.3137, grad_norm: 13.7383 2021-08-17 00:35:15,275 - mmaction - INFO - Epoch [8][660/2640] lr: 1.000e-03, eta: 13:49:58, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.4102, top5_acc: 0.7023, loss_cls: 2.3999, loss: 2.3999, grad_norm: 14.5281 2021-08-17 00:35:23,528 - mmaction - INFO - Epoch [8][680/2640] lr: 1.000e-03, eta: 13:49:45, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.4281, top5_acc: 0.7023, loss_cls: 2.3939, loss: 2.3939, grad_norm: 13.8486 2021-08-17 00:35:31,769 - mmaction - INFO - Epoch [8][700/2640] lr: 1.000e-03, eta: 13:49:33, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.4297, top5_acc: 0.7008, loss_cls: 2.3459, loss: 2.3459, grad_norm: 14.2849 2021-08-17 00:35:40,001 - mmaction - INFO - Epoch [8][720/2640] lr: 1.000e-03, eta: 13:49:21, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.4359, top5_acc: 0.7063, loss_cls: 2.3167, loss: 2.3167, grad_norm: 13.9408 2021-08-17 00:35:48,250 - mmaction - INFO - Epoch [8][740/2640] lr: 1.000e-03, eta: 13:49:09, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.4344, top5_acc: 0.7039, loss_cls: 2.3484, loss: 2.3484, grad_norm: 13.5763 2021-08-17 00:35:56,539 - mmaction - INFO - Epoch [8][760/2640] lr: 1.000e-03, eta: 13:48:57, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.3969, top5_acc: 0.6867, loss_cls: 2.4779, loss: 2.4779, grad_norm: 14.5111 2021-08-17 00:36:04,815 - mmaction - INFO - Epoch [8][780/2640] lr: 1.000e-03, eta: 13:48:45, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.4062, top5_acc: 0.6875, loss_cls: 2.4427, loss: 2.4427, grad_norm: 13.7830 2021-08-17 00:36:13,065 - mmaction - INFO - Epoch [8][800/2640] lr: 1.000e-03, eta: 13:48:33, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.4406, top5_acc: 0.6813, loss_cls: 2.3865, loss: 2.3865, grad_norm: 14.3366 2021-08-17 00:36:21,370 - mmaction - INFO - Epoch [8][820/2640] lr: 1.000e-03, eta: 13:48:21, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.4117, top5_acc: 0.6906, loss_cls: 2.4386, loss: 2.4386, grad_norm: 14.2718 2021-08-17 00:36:29,532 - mmaction - INFO - Epoch [8][840/2640] lr: 1.000e-03, eta: 13:48:08, time: 0.408, data_time: 0.000, memory: 5736, top1_acc: 0.4062, top5_acc: 0.6773, loss_cls: 2.4659, loss: 2.4659, grad_norm: 14.4549 2021-08-17 00:36:37,755 - mmaction - INFO - Epoch [8][860/2640] lr: 1.000e-03, eta: 13:47:56, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.4086, top5_acc: 0.6734, loss_cls: 2.4497, loss: 2.4497, grad_norm: 13.7399 2021-08-17 00:36:46,004 - mmaction - INFO - Epoch [8][880/2640] lr: 1.000e-03, eta: 13:47:44, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.4203, top5_acc: 0.7070, loss_cls: 2.3583, loss: 2.3583, grad_norm: 14.1379 2021-08-17 00:36:54,210 - mmaction - INFO - Epoch [8][900/2640] lr: 1.000e-03, eta: 13:47:31, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.4133, top5_acc: 0.7016, loss_cls: 2.3861, loss: 2.3861, grad_norm: 14.2153 2021-08-17 00:37:02,424 - mmaction - INFO - Epoch [8][920/2640] lr: 1.000e-03, eta: 13:47:19, time: 0.411, data_time: 0.002, memory: 5736, top1_acc: 0.4195, top5_acc: 0.6680, loss_cls: 2.5539, loss: 2.5539, grad_norm: 14.7865 2021-08-17 00:37:10,613 - mmaction - INFO - Epoch [8][940/2640] lr: 1.000e-03, eta: 13:47:06, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.4250, top5_acc: 0.6906, loss_cls: 2.4029, loss: 2.4029, grad_norm: 13.9837 2021-08-17 00:37:18,867 - mmaction - INFO - Epoch [8][960/2640] lr: 1.000e-03, eta: 13:46:54, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.4211, top5_acc: 0.6797, loss_cls: 2.4286, loss: 2.4286, grad_norm: 14.0743 2021-08-17 00:37:27,167 - mmaction - INFO - Epoch [8][980/2640] lr: 1.000e-03, eta: 13:46:43, time: 0.415, data_time: 0.000, memory: 5736, top1_acc: 0.4062, top5_acc: 0.6789, loss_cls: 2.4814, loss: 2.4814, grad_norm: 13.9507 2021-08-17 00:37:35,409 - mmaction - INFO - Epoch [8][1000/2640] lr: 1.000e-03, eta: 13:46:30, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.4117, top5_acc: 0.6906, loss_cls: 2.4381, loss: 2.4381, grad_norm: 13.4470 2021-08-17 00:37:43,611 - mmaction - INFO - Epoch [8][1020/2640] lr: 1.000e-03, eta: 13:46:18, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.4156, top5_acc: 0.6781, loss_cls: 2.4515, loss: 2.4515, grad_norm: 13.8264 2021-08-17 00:37:51,839 - mmaction - INFO - Epoch [8][1040/2640] lr: 1.000e-03, eta: 13:46:06, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.4219, top5_acc: 0.7016, loss_cls: 2.3548, loss: 2.3548, grad_norm: 14.5230 2021-08-17 00:38:00,130 - mmaction - INFO - Epoch [8][1060/2640] lr: 1.000e-03, eta: 13:45:54, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.4258, top5_acc: 0.6992, loss_cls: 2.3794, loss: 2.3794, grad_norm: 14.0691 2021-08-17 00:38:08,315 - mmaction - INFO - Epoch [8][1080/2640] lr: 1.000e-03, eta: 13:45:42, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.4336, top5_acc: 0.6961, loss_cls: 2.3478, loss: 2.3478, grad_norm: 13.8340 2021-08-17 00:38:16,541 - mmaction - INFO - Epoch [8][1100/2640] lr: 1.000e-03, eta: 13:45:30, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.4094, top5_acc: 0.6719, loss_cls: 2.4414, loss: 2.4414, grad_norm: 14.2792 2021-08-17 00:38:24,813 - mmaction - INFO - Epoch [8][1120/2640] lr: 1.000e-03, eta: 13:45:18, time: 0.414, data_time: 0.000, memory: 5736, top1_acc: 0.4031, top5_acc: 0.6773, loss_cls: 2.4751, loss: 2.4751, grad_norm: 14.0122 2021-08-17 00:38:33,083 - mmaction - INFO - Epoch [8][1140/2640] lr: 1.000e-03, eta: 13:45:06, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.4375, top5_acc: 0.7008, loss_cls: 2.3299, loss: 2.3299, grad_norm: 14.6041 2021-08-17 00:38:41,286 - mmaction - INFO - Epoch [8][1160/2640] lr: 1.000e-03, eta: 13:44:53, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.4273, top5_acc: 0.6789, loss_cls: 2.4438, loss: 2.4438, grad_norm: 13.7107 2021-08-17 00:38:49,494 - mmaction - INFO - Epoch [8][1180/2640] lr: 1.000e-03, eta: 13:44:41, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.4305, top5_acc: 0.7000, loss_cls: 2.3640, loss: 2.3640, grad_norm: 14.1645 2021-08-17 00:38:57,821 - mmaction - INFO - Epoch [8][1200/2640] lr: 1.000e-03, eta: 13:44:30, time: 0.416, data_time: 0.002, memory: 5736, top1_acc: 0.4313, top5_acc: 0.6945, loss_cls: 2.3961, loss: 2.3961, grad_norm: 13.7602 2021-08-17 00:39:06,114 - mmaction - INFO - Epoch [8][1220/2640] lr: 1.000e-03, eta: 13:44:18, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.4477, top5_acc: 0.6906, loss_cls: 2.3615, loss: 2.3615, grad_norm: 13.9705 2021-08-17 00:39:14,372 - mmaction - INFO - Epoch [8][1240/2640] lr: 1.000e-03, eta: 13:44:06, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.4492, top5_acc: 0.6969, loss_cls: 2.3140, loss: 2.3140, grad_norm: 13.6099 2021-08-17 00:39:22,598 - mmaction - INFO - Epoch [8][1260/2640] lr: 1.000e-03, eta: 13:43:54, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.4297, top5_acc: 0.6969, loss_cls: 2.3679, loss: 2.3679, grad_norm: 13.9558 2021-08-17 00:39:30,829 - mmaction - INFO - Epoch [8][1280/2640] lr: 1.000e-03, eta: 13:43:42, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.4344, top5_acc: 0.6984, loss_cls: 2.4205, loss: 2.4205, grad_norm: 14.0116 2021-08-17 00:39:39,056 - mmaction - INFO - Epoch [8][1300/2640] lr: 1.000e-03, eta: 13:43:30, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.4180, top5_acc: 0.6859, loss_cls: 2.4283, loss: 2.4283, grad_norm: 14.1371 2021-08-17 00:39:47,319 - mmaction - INFO - Epoch [8][1320/2640] lr: 1.000e-03, eta: 13:43:18, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.4367, top5_acc: 0.7188, loss_cls: 2.3065, loss: 2.3065, grad_norm: 14.6964 2021-08-17 00:39:55,621 - mmaction - INFO - Epoch [8][1340/2640] lr: 1.000e-03, eta: 13:43:06, time: 0.416, data_time: 0.001, memory: 5736, top1_acc: 0.4195, top5_acc: 0.7133, loss_cls: 2.3601, loss: 2.3601, grad_norm: 14.3746 2021-08-17 00:40:03,907 - mmaction - INFO - Epoch [8][1360/2640] lr: 1.000e-03, eta: 13:42:54, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.4188, top5_acc: 0.6820, loss_cls: 2.4146, loss: 2.4146, grad_norm: 14.0924 2021-08-17 00:40:12,164 - mmaction - INFO - Epoch [8][1380/2640] lr: 1.000e-03, eta: 13:42:42, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.4203, top5_acc: 0.6953, loss_cls: 2.4117, loss: 2.4117, grad_norm: 13.7792 2021-08-17 00:40:20,405 - mmaction - INFO - Epoch [8][1400/2640] lr: 1.000e-03, eta: 13:42:30, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.4266, top5_acc: 0.6984, loss_cls: 2.4076, loss: 2.4076, grad_norm: 14.2514 2021-08-17 00:40:28,661 - mmaction - INFO - Epoch [8][1420/2640] lr: 1.000e-03, eta: 13:42:19, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.4148, top5_acc: 0.6906, loss_cls: 2.4270, loss: 2.4270, grad_norm: 13.9485 2021-08-17 00:40:36,930 - mmaction - INFO - Epoch [8][1440/2640] lr: 1.000e-03, eta: 13:42:07, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.4148, top5_acc: 0.6711, loss_cls: 2.4790, loss: 2.4790, grad_norm: 13.6761 2021-08-17 00:40:45,205 - mmaction - INFO - Epoch [8][1460/2640] lr: 1.000e-03, eta: 13:41:55, time: 0.414, data_time: 0.000, memory: 5736, top1_acc: 0.4195, top5_acc: 0.6969, loss_cls: 2.3886, loss: 2.3886, grad_norm: 13.4249 2021-08-17 00:40:53,491 - mmaction - INFO - Epoch [8][1480/2640] lr: 1.000e-03, eta: 13:41:43, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.4172, top5_acc: 0.6852, loss_cls: 2.4086, loss: 2.4086, grad_norm: 14.0601 2021-08-17 00:41:01,685 - mmaction - INFO - Epoch [8][1500/2640] lr: 1.000e-03, eta: 13:41:31, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.4047, top5_acc: 0.6656, loss_cls: 2.5116, loss: 2.5116, grad_norm: 13.9371 2021-08-17 00:41:09,933 - mmaction - INFO - Epoch [8][1520/2640] lr: 1.000e-03, eta: 13:41:19, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.4336, top5_acc: 0.7063, loss_cls: 2.3437, loss: 2.3437, grad_norm: 13.4833 2021-08-17 00:41:18,201 - mmaction - INFO - Epoch [8][1540/2640] lr: 1.000e-03, eta: 13:41:07, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.4188, top5_acc: 0.6844, loss_cls: 2.4287, loss: 2.4287, grad_norm: 13.5478 2021-08-17 00:41:26,397 - mmaction - INFO - Epoch [8][1560/2640] lr: 1.000e-03, eta: 13:40:55, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.4594, top5_acc: 0.7086, loss_cls: 2.2738, loss: 2.2738, grad_norm: 14.1467 2021-08-17 00:41:34,731 - mmaction - INFO - Epoch [8][1580/2640] lr: 1.000e-03, eta: 13:40:44, time: 0.417, data_time: 0.001, memory: 5736, top1_acc: 0.4313, top5_acc: 0.6953, loss_cls: 2.3442, loss: 2.3442, grad_norm: 13.9709 2021-08-17 00:41:43,001 - mmaction - INFO - Epoch [8][1600/2640] lr: 1.000e-03, eta: 13:40:32, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.4266, top5_acc: 0.6906, loss_cls: 2.4313, loss: 2.4313, grad_norm: 14.1187 2021-08-17 00:41:51,306 - mmaction - INFO - Epoch [8][1620/2640] lr: 1.000e-03, eta: 13:40:21, time: 0.415, data_time: 0.000, memory: 5736, top1_acc: 0.4328, top5_acc: 0.6867, loss_cls: 2.3820, loss: 2.3820, grad_norm: 13.7740 2021-08-17 00:41:59,577 - mmaction - INFO - Epoch [8][1640/2640] lr: 1.000e-03, eta: 13:40:09, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.4352, top5_acc: 0.7047, loss_cls: 2.3695, loss: 2.3695, grad_norm: 14.0036 2021-08-17 00:42:07,795 - mmaction - INFO - Epoch [8][1660/2640] lr: 1.000e-03, eta: 13:39:57, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.4352, top5_acc: 0.7117, loss_cls: 2.2667, loss: 2.2667, grad_norm: 14.1356 2021-08-17 00:42:16,064 - mmaction - INFO - Epoch [8][1680/2640] lr: 1.000e-03, eta: 13:39:45, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.4086, top5_acc: 0.6797, loss_cls: 2.4692, loss: 2.4692, grad_norm: 13.8829 2021-08-17 00:42:24,346 - mmaction - INFO - Epoch [8][1700/2640] lr: 1.000e-03, eta: 13:39:33, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.4617, top5_acc: 0.7102, loss_cls: 2.2506, loss: 2.2506, grad_norm: 13.7766 2021-08-17 00:42:32,583 - mmaction - INFO - Epoch [8][1720/2640] lr: 1.000e-03, eta: 13:39:22, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.4437, top5_acc: 0.7094, loss_cls: 2.3243, loss: 2.3243, grad_norm: 14.1316 2021-08-17 00:42:40,813 - mmaction - INFO - Epoch [8][1740/2640] lr: 1.000e-03, eta: 13:39:10, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.4266, top5_acc: 0.6930, loss_cls: 2.3886, loss: 2.3886, grad_norm: 14.1221 2021-08-17 00:42:49,055 - mmaction - INFO - Epoch [8][1760/2640] lr: 1.000e-03, eta: 13:38:58, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.4430, top5_acc: 0.6969, loss_cls: 2.3276, loss: 2.3276, grad_norm: 14.3337 2021-08-17 00:42:57,313 - mmaction - INFO - Epoch [8][1780/2640] lr: 1.000e-03, eta: 13:38:46, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.4031, top5_acc: 0.6656, loss_cls: 2.5257, loss: 2.5257, grad_norm: 13.9534 2021-08-17 00:43:05,578 - mmaction - INFO - Epoch [8][1800/2640] lr: 1.000e-03, eta: 13:38:34, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.4117, top5_acc: 0.7039, loss_cls: 2.3948, loss: 2.3948, grad_norm: 13.9787 2021-08-17 00:43:13,823 - mmaction - INFO - Epoch [8][1820/2640] lr: 1.000e-03, eta: 13:38:23, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.4320, top5_acc: 0.6984, loss_cls: 2.3701, loss: 2.3701, grad_norm: 13.8396 2021-08-17 00:43:22,082 - mmaction - INFO - Epoch [8][1840/2640] lr: 1.000e-03, eta: 13:38:11, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.4328, top5_acc: 0.7047, loss_cls: 2.3794, loss: 2.3794, grad_norm: 13.5904 2021-08-17 00:43:30,325 - mmaction - INFO - Epoch [8][1860/2640] lr: 1.000e-03, eta: 13:37:59, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.4328, top5_acc: 0.6984, loss_cls: 2.3324, loss: 2.3324, grad_norm: 13.8331 2021-08-17 00:43:38,571 - mmaction - INFO - Epoch [8][1880/2640] lr: 1.000e-03, eta: 13:37:47, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.4289, top5_acc: 0.6891, loss_cls: 2.3758, loss: 2.3758, grad_norm: 13.7767 2021-08-17 00:43:46,799 - mmaction - INFO - Epoch [8][1900/2640] lr: 1.000e-03, eta: 13:37:35, time: 0.411, data_time: 0.002, memory: 5736, top1_acc: 0.4234, top5_acc: 0.6844, loss_cls: 2.4098, loss: 2.4098, grad_norm: 14.5299 2021-08-17 00:43:55,018 - mmaction - INFO - Epoch [8][1920/2640] lr: 1.000e-03, eta: 13:37:24, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.4188, top5_acc: 0.6961, loss_cls: 2.3839, loss: 2.3839, grad_norm: 13.9690 2021-08-17 00:44:03,223 - mmaction - INFO - Epoch [8][1940/2640] lr: 1.000e-03, eta: 13:37:12, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.4109, top5_acc: 0.6789, loss_cls: 2.4537, loss: 2.4537, grad_norm: 14.2475 2021-08-17 00:44:11,477 - mmaction - INFO - Epoch [8][1960/2640] lr: 1.000e-03, eta: 13:37:00, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.4203, top5_acc: 0.7000, loss_cls: 2.4069, loss: 2.4069, grad_norm: 13.7427 2021-08-17 00:44:19,691 - mmaction - INFO - Epoch [8][1980/2640] lr: 1.000e-03, eta: 13:36:48, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.4195, top5_acc: 0.6875, loss_cls: 2.4150, loss: 2.4150, grad_norm: 14.1191 2021-08-17 00:44:27,920 - mmaction - INFO - Epoch [8][2000/2640] lr: 1.000e-03, eta: 13:36:36, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.4242, top5_acc: 0.6898, loss_cls: 2.4061, loss: 2.4061, grad_norm: 14.1183 2021-08-17 00:44:36,148 - mmaction - INFO - Epoch [8][2020/2640] lr: 1.000e-03, eta: 13:36:24, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.4172, top5_acc: 0.6836, loss_cls: 2.4365, loss: 2.4365, grad_norm: 13.8826 2021-08-17 00:44:44,339 - mmaction - INFO - Epoch [8][2040/2640] lr: 1.000e-03, eta: 13:36:12, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.4328, top5_acc: 0.7109, loss_cls: 2.3157, loss: 2.3157, grad_norm: 14.0769 2021-08-17 00:44:52,623 - mmaction - INFO - Epoch [8][2060/2640] lr: 1.000e-03, eta: 13:36:01, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.4305, top5_acc: 0.6945, loss_cls: 2.3810, loss: 2.3810, grad_norm: 14.1203 2021-08-17 00:45:00,886 - mmaction - INFO - Epoch [8][2080/2640] lr: 1.000e-03, eta: 13:35:49, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.4320, top5_acc: 0.6914, loss_cls: 2.4042, loss: 2.4042, grad_norm: 14.2185 2021-08-17 00:45:09,147 - mmaction - INFO - Epoch [8][2100/2640] lr: 1.000e-03, eta: 13:35:37, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.4102, top5_acc: 0.6867, loss_cls: 2.4756, loss: 2.4756, grad_norm: 14.0511 2021-08-17 00:45:17,397 - mmaction - INFO - Epoch [8][2120/2640] lr: 1.000e-03, eta: 13:35:26, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.4273, top5_acc: 0.6984, loss_cls: 2.3807, loss: 2.3807, grad_norm: 14.5439 2021-08-17 00:45:25,633 - mmaction - INFO - Epoch [8][2140/2640] lr: 1.000e-03, eta: 13:35:14, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.4242, top5_acc: 0.6898, loss_cls: 2.4168, loss: 2.4168, grad_norm: 14.5133 2021-08-17 00:45:33,870 - mmaction - INFO - Epoch [8][2160/2640] lr: 1.000e-03, eta: 13:35:02, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.4141, top5_acc: 0.6695, loss_cls: 2.4816, loss: 2.4816, grad_norm: 13.4759 2021-08-17 00:45:42,119 - mmaction - INFO - Epoch [8][2180/2640] lr: 1.000e-03, eta: 13:34:51, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.4102, top5_acc: 0.6883, loss_cls: 2.4072, loss: 2.4072, grad_norm: 14.1171 2021-08-17 00:45:50,360 - mmaction - INFO - Epoch [8][2200/2640] lr: 1.000e-03, eta: 13:34:39, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.4328, top5_acc: 0.6992, loss_cls: 2.3339, loss: 2.3339, grad_norm: 14.0631 2021-08-17 00:45:58,737 - mmaction - INFO - Epoch [8][2220/2640] lr: 1.000e-03, eta: 13:34:28, time: 0.418, data_time: 0.002, memory: 5736, top1_acc: 0.4258, top5_acc: 0.6906, loss_cls: 2.4264, loss: 2.4264, grad_norm: 14.1896 2021-08-17 00:46:07,000 - mmaction - INFO - Epoch [8][2240/2640] lr: 1.000e-03, eta: 13:34:16, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.4258, top5_acc: 0.7070, loss_cls: 2.4158, loss: 2.4158, grad_norm: 14.0661 2021-08-17 00:46:15,269 - mmaction - INFO - Epoch [8][2260/2640] lr: 1.000e-03, eta: 13:34:05, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.4078, top5_acc: 0.6586, loss_cls: 2.5094, loss: 2.5094, grad_norm: 13.5677 2021-08-17 00:46:23,561 - mmaction - INFO - Epoch [8][2280/2640] lr: 1.000e-03, eta: 13:33:54, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.4148, top5_acc: 0.6656, loss_cls: 2.4757, loss: 2.4757, grad_norm: 13.1565 2021-08-17 00:46:31,796 - mmaction - INFO - Epoch [8][2300/2640] lr: 1.000e-03, eta: 13:33:42, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.4258, top5_acc: 0.7055, loss_cls: 2.3315, loss: 2.3315, grad_norm: 13.9976 2021-08-17 00:46:40,019 - mmaction - INFO - Epoch [8][2320/2640] lr: 1.000e-03, eta: 13:33:30, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.4195, top5_acc: 0.6844, loss_cls: 2.4946, loss: 2.4946, grad_norm: 13.8812 2021-08-17 00:46:48,284 - mmaction - INFO - Epoch [8][2340/2640] lr: 1.000e-03, eta: 13:33:19, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.4352, top5_acc: 0.6789, loss_cls: 2.4190, loss: 2.4190, grad_norm: 13.4550 2021-08-17 00:46:56,533 - mmaction - INFO - Epoch [8][2360/2640] lr: 1.000e-03, eta: 13:33:07, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.4484, top5_acc: 0.7016, loss_cls: 2.3684, loss: 2.3684, grad_norm: 13.5507 2021-08-17 00:47:04,796 - mmaction - INFO - Epoch [8][2380/2640] lr: 1.000e-03, eta: 13:32:55, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.4328, top5_acc: 0.7195, loss_cls: 2.3205, loss: 2.3205, grad_norm: 14.3397 2021-08-17 00:47:13,047 - mmaction - INFO - Epoch [8][2400/2640] lr: 1.000e-03, eta: 13:32:44, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.4117, top5_acc: 0.6984, loss_cls: 2.4235, loss: 2.4235, grad_norm: 13.5176 2021-08-17 00:47:21,289 - mmaction - INFO - Epoch [8][2420/2640] lr: 1.000e-03, eta: 13:32:32, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.4195, top5_acc: 0.6742, loss_cls: 2.4322, loss: 2.4322, grad_norm: 13.8846 2021-08-17 00:47:29,560 - mmaction - INFO - Epoch [8][2440/2640] lr: 1.000e-03, eta: 13:32:21, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.4453, top5_acc: 0.7109, loss_cls: 2.3291, loss: 2.3291, grad_norm: 13.9596 2021-08-17 00:47:37,739 - mmaction - INFO - Epoch [8][2460/2640] lr: 1.000e-03, eta: 13:32:09, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.4375, top5_acc: 0.7070, loss_cls: 2.3335, loss: 2.3335, grad_norm: 14.0183 2021-08-17 00:47:46,021 - mmaction - INFO - Epoch [8][2480/2640] lr: 1.000e-03, eta: 13:31:57, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.4422, top5_acc: 0.6906, loss_cls: 2.3947, loss: 2.3947, grad_norm: 13.9942 2021-08-17 00:47:54,289 - mmaction - INFO - Epoch [8][2500/2640] lr: 1.000e-03, eta: 13:31:46, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.4086, top5_acc: 0.6937, loss_cls: 2.4144, loss: 2.4144, grad_norm: 14.7063 2021-08-17 00:48:02,534 - mmaction - INFO - Epoch [8][2520/2640] lr: 1.000e-03, eta: 13:31:34, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.4594, top5_acc: 0.7242, loss_cls: 2.2257, loss: 2.2257, grad_norm: 13.7265 2021-08-17 00:48:10,787 - mmaction - INFO - Epoch [8][2540/2640] lr: 1.000e-03, eta: 13:31:23, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.4203, top5_acc: 0.6898, loss_cls: 2.3774, loss: 2.3774, grad_norm: 14.5159 2021-08-17 00:48:19,018 - mmaction - INFO - Epoch [8][2560/2640] lr: 1.000e-03, eta: 13:31:11, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.4250, top5_acc: 0.6852, loss_cls: 2.4117, loss: 2.4117, grad_norm: 13.9989 2021-08-17 00:48:27,281 - mmaction - INFO - Epoch [8][2580/2640] lr: 1.000e-03, eta: 13:31:00, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.4102, top5_acc: 0.6805, loss_cls: 2.4868, loss: 2.4868, grad_norm: 13.4941 2021-08-17 00:48:35,459 - mmaction - INFO - Epoch [8][2600/2640] lr: 1.000e-03, eta: 13:30:48, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.4500, top5_acc: 0.6898, loss_cls: 2.3100, loss: 2.3100, grad_norm: 13.2578 2021-08-17 00:48:43,699 - mmaction - INFO - Epoch [8][2620/2640] lr: 1.000e-03, eta: 13:30:36, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.4305, top5_acc: 0.6945, loss_cls: 2.3662, loss: 2.3662, grad_norm: 13.8337 2021-08-17 00:48:51,705 - mmaction - INFO - Epoch [8][2640/2640] lr: 1.000e-03, eta: 13:30:24, time: 0.401, data_time: 0.001, memory: 5736, top1_acc: 0.4161, top5_acc: 0.6661, loss_cls: 2.4793, loss: 2.4793, grad_norm: 14.1393 2021-08-17 00:48:57,466 - mmaction - INFO - Saving checkpoint at 8 epochs 2021-08-17 00:48:58,632 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-08-17 00:50:39,693 - mmaction - INFO - Epoch [9][20/2640] lr: 1.000e-03, eta: 13:38:19, time: 5.051, data_time: 4.586, memory: 5736, top1_acc: 0.4633, top5_acc: 0.6898, loss_cls: 2.3607, loss: 2.3607, grad_norm: 14.1710 2021-08-17 00:50:47,917 - mmaction - INFO - Epoch [9][40/2640] lr: 1.000e-03, eta: 13:38:07, time: 0.413, data_time: 0.005, memory: 5736, top1_acc: 0.4250, top5_acc: 0.6930, loss_cls: 2.4059, loss: 2.4059, grad_norm: 13.9377 2021-08-17 00:50:56,062 - mmaction - INFO - Epoch [9][60/2640] lr: 1.000e-03, eta: 13:37:54, time: 0.407, data_time: 0.000, memory: 5736, top1_acc: 0.4578, top5_acc: 0.7086, loss_cls: 2.2842, loss: 2.2842, grad_norm: 14.1838 2021-08-17 00:51:04,293 - mmaction - INFO - Epoch [9][80/2640] lr: 1.000e-03, eta: 13:37:42, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.4516, top5_acc: 0.7234, loss_cls: 2.2792, loss: 2.2792, grad_norm: 13.8925 2021-08-17 00:51:12,534 - mmaction - INFO - Epoch [9][100/2640] lr: 1.000e-03, eta: 13:37:30, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.4414, top5_acc: 0.7242, loss_cls: 2.2545, loss: 2.2545, grad_norm: 13.9047 2021-08-17 00:51:20,781 - mmaction - INFO - Epoch [9][120/2640] lr: 1.000e-03, eta: 13:37:18, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.4336, top5_acc: 0.7125, loss_cls: 2.3333, loss: 2.3333, grad_norm: 14.1190 2021-08-17 00:51:28,986 - mmaction - INFO - Epoch [9][140/2640] lr: 1.000e-03, eta: 13:37:05, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.4500, top5_acc: 0.7125, loss_cls: 2.2911, loss: 2.2911, grad_norm: 13.9118 2021-08-17 00:51:37,258 - mmaction - INFO - Epoch [9][160/2640] lr: 1.000e-03, eta: 13:36:54, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.4219, top5_acc: 0.7148, loss_cls: 2.3200, loss: 2.3200, grad_norm: 14.1281 2021-08-17 00:51:45,465 - mmaction - INFO - Epoch [9][180/2640] lr: 1.000e-03, eta: 13:36:41, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.4359, top5_acc: 0.7141, loss_cls: 2.2966, loss: 2.2966, grad_norm: 13.9587 2021-08-17 00:51:53,678 - mmaction - INFO - Epoch [9][200/2640] lr: 1.000e-03, eta: 13:36:29, time: 0.410, data_time: 0.002, memory: 5736, top1_acc: 0.4641, top5_acc: 0.7297, loss_cls: 2.2014, loss: 2.2014, grad_norm: 14.3004 2021-08-17 00:52:01,926 - mmaction - INFO - Epoch [9][220/2640] lr: 1.000e-03, eta: 13:36:17, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.4133, top5_acc: 0.6930, loss_cls: 2.3719, loss: 2.3719, grad_norm: 14.1138 2021-08-17 00:52:10,196 - mmaction - INFO - Epoch [9][240/2640] lr: 1.000e-03, eta: 13:36:05, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.4164, top5_acc: 0.6969, loss_cls: 2.3653, loss: 2.3653, grad_norm: 14.2436 2021-08-17 00:52:18,387 - mmaction - INFO - Epoch [9][260/2640] lr: 1.000e-03, eta: 13:35:53, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.4352, top5_acc: 0.6961, loss_cls: 2.3572, loss: 2.3572, grad_norm: 14.2886 2021-08-17 00:52:26,575 - mmaction - INFO - Epoch [9][280/2640] lr: 1.000e-03, eta: 13:35:41, time: 0.409, data_time: 0.001, memory: 5736, top1_acc: 0.4359, top5_acc: 0.7016, loss_cls: 2.3409, loss: 2.3409, grad_norm: 14.1448 2021-08-17 00:52:34,757 - mmaction - INFO - Epoch [9][300/2640] lr: 1.000e-03, eta: 13:35:29, time: 0.409, data_time: 0.001, memory: 5736, top1_acc: 0.4336, top5_acc: 0.6891, loss_cls: 2.3303, loss: 2.3303, grad_norm: 14.0968 2021-08-17 00:52:42,984 - mmaction - INFO - Epoch [9][320/2640] lr: 1.000e-03, eta: 13:35:16, time: 0.411, data_time: 0.002, memory: 5736, top1_acc: 0.4453, top5_acc: 0.7141, loss_cls: 2.2345, loss: 2.2345, grad_norm: 13.9868 2021-08-17 00:52:51,215 - mmaction - INFO - Epoch [9][340/2640] lr: 1.000e-03, eta: 13:35:04, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.4289, top5_acc: 0.7195, loss_cls: 2.3488, loss: 2.3488, grad_norm: 14.4189 2021-08-17 00:52:59,477 - mmaction - INFO - Epoch [9][360/2640] lr: 1.000e-03, eta: 13:34:53, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.4344, top5_acc: 0.6914, loss_cls: 2.3934, loss: 2.3934, grad_norm: 14.4087 2021-08-17 00:53:07,736 - mmaction - INFO - Epoch [9][380/2640] lr: 1.000e-03, eta: 13:34:41, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.4422, top5_acc: 0.7055, loss_cls: 2.3376, loss: 2.3376, grad_norm: 13.6948 2021-08-17 00:53:15,980 - mmaction - INFO - Epoch [9][400/2640] lr: 1.000e-03, eta: 13:34:29, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.4055, top5_acc: 0.6984, loss_cls: 2.3431, loss: 2.3431, grad_norm: 14.4588 2021-08-17 00:53:24,202 - mmaction - INFO - Epoch [9][420/2640] lr: 1.000e-03, eta: 13:34:17, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.4445, top5_acc: 0.7148, loss_cls: 2.2964, loss: 2.2964, grad_norm: 14.2804 2021-08-17 00:53:32,515 - mmaction - INFO - Epoch [9][440/2640] lr: 1.000e-03, eta: 13:34:05, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.4445, top5_acc: 0.6961, loss_cls: 2.3152, loss: 2.3152, grad_norm: 14.1567 2021-08-17 00:53:40,698 - mmaction - INFO - Epoch [9][460/2640] lr: 1.000e-03, eta: 13:33:53, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.4547, top5_acc: 0.7219, loss_cls: 2.2572, loss: 2.2572, grad_norm: 14.1630 2021-08-17 00:53:48,963 - mmaction - INFO - Epoch [9][480/2640] lr: 1.000e-03, eta: 13:33:41, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.4414, top5_acc: 0.6867, loss_cls: 2.3105, loss: 2.3105, grad_norm: 13.7613 2021-08-17 00:53:57,259 - mmaction - INFO - Epoch [9][500/2640] lr: 1.000e-03, eta: 13:33:29, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.4461, top5_acc: 0.7078, loss_cls: 2.3245, loss: 2.3245, grad_norm: 14.4567 2021-08-17 00:54:05,504 - mmaction - INFO - Epoch [9][520/2640] lr: 1.000e-03, eta: 13:33:18, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.4570, top5_acc: 0.7180, loss_cls: 2.2665, loss: 2.2665, grad_norm: 13.6027 2021-08-17 00:54:13,823 - mmaction - INFO - Epoch [9][540/2640] lr: 1.000e-03, eta: 13:33:06, time: 0.416, data_time: 0.000, memory: 5736, top1_acc: 0.4453, top5_acc: 0.7266, loss_cls: 2.2206, loss: 2.2206, grad_norm: 14.5011 2021-08-17 00:54:22,203 - mmaction - INFO - Epoch [9][560/2640] lr: 1.000e-03, eta: 13:32:55, time: 0.419, data_time: 0.001, memory: 5736, top1_acc: 0.4195, top5_acc: 0.6789, loss_cls: 2.4000, loss: 2.4000, grad_norm: 14.0284 2021-08-17 00:54:30,457 - mmaction - INFO - Epoch [9][580/2640] lr: 1.000e-03, eta: 13:32:43, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.4211, top5_acc: 0.7063, loss_cls: 2.3673, loss: 2.3673, grad_norm: 13.8647 2021-08-17 00:54:38,708 - mmaction - INFO - Epoch [9][600/2640] lr: 1.000e-03, eta: 13:32:31, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.4367, top5_acc: 0.6977, loss_cls: 2.3440, loss: 2.3440, grad_norm: 14.1664 2021-08-17 00:54:46,961 - mmaction - INFO - Epoch [9][620/2640] lr: 1.000e-03, eta: 13:32:19, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.4328, top5_acc: 0.7102, loss_cls: 2.3346, loss: 2.3346, grad_norm: 14.1357 2021-08-17 00:54:55,223 - mmaction - INFO - Epoch [9][640/2640] lr: 1.000e-03, eta: 13:32:08, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.4336, top5_acc: 0.6961, loss_cls: 2.3258, loss: 2.3258, grad_norm: 14.1085 2021-08-17 00:55:03,404 - mmaction - INFO - Epoch [9][660/2640] lr: 1.000e-03, eta: 13:31:55, time: 0.409, data_time: 0.001, memory: 5736, top1_acc: 0.4117, top5_acc: 0.6930, loss_cls: 2.4003, loss: 2.4003, grad_norm: 14.1261 2021-08-17 00:55:11,664 - mmaction - INFO - Epoch [9][680/2640] lr: 1.000e-03, eta: 13:31:44, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.4133, top5_acc: 0.6859, loss_cls: 2.3653, loss: 2.3653, grad_norm: 13.8738 2021-08-17 00:55:19,849 - mmaction - INFO - Epoch [9][700/2640] lr: 1.000e-03, eta: 13:31:31, time: 0.409, data_time: 0.001, memory: 5736, top1_acc: 0.4328, top5_acc: 0.7188, loss_cls: 2.2662, loss: 2.2662, grad_norm: 14.1051 2021-08-17 00:55:28,132 - mmaction - INFO - Epoch [9][720/2640] lr: 1.000e-03, eta: 13:31:20, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.4492, top5_acc: 0.7219, loss_cls: 2.2691, loss: 2.2691, grad_norm: 14.5230 2021-08-17 00:55:36,381 - mmaction - INFO - Epoch [9][740/2640] lr: 1.000e-03, eta: 13:31:08, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.4578, top5_acc: 0.6906, loss_cls: 2.3437, loss: 2.3437, grad_norm: 13.6050 2021-08-17 00:55:44,651 - mmaction - INFO - Epoch [9][760/2640] lr: 1.000e-03, eta: 13:30:56, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.4453, top5_acc: 0.7070, loss_cls: 2.2976, loss: 2.2976, grad_norm: 14.3227 2021-08-17 00:55:52,837 - mmaction - INFO - Epoch [9][780/2640] lr: 1.000e-03, eta: 13:30:44, time: 0.409, data_time: 0.001, memory: 5736, top1_acc: 0.4555, top5_acc: 0.7086, loss_cls: 2.2926, loss: 2.2926, grad_norm: 14.0929 2021-08-17 00:56:01,116 - mmaction - INFO - Epoch [9][800/2640] lr: 1.000e-03, eta: 13:30:33, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.4359, top5_acc: 0.6977, loss_cls: 2.3266, loss: 2.3266, grad_norm: 14.5108 2021-08-17 00:56:09,433 - mmaction - INFO - Epoch [9][820/2640] lr: 1.000e-03, eta: 13:30:21, time: 0.416, data_time: 0.001, memory: 5736, top1_acc: 0.4437, top5_acc: 0.6836, loss_cls: 2.3361, loss: 2.3361, grad_norm: 13.8817 2021-08-17 00:56:17,711 - mmaction - INFO - Epoch [9][840/2640] lr: 1.000e-03, eta: 13:30:09, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.4094, top5_acc: 0.6805, loss_cls: 2.4160, loss: 2.4160, grad_norm: 13.8738 2021-08-17 00:56:25,955 - mmaction - INFO - Epoch [9][860/2640] lr: 1.000e-03, eta: 13:29:58, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.4430, top5_acc: 0.7070, loss_cls: 2.3445, loss: 2.3445, grad_norm: 13.4115 2021-08-17 00:56:34,356 - mmaction - INFO - Epoch [9][880/2640] lr: 1.000e-03, eta: 13:29:47, time: 0.420, data_time: 0.002, memory: 5736, top1_acc: 0.4437, top5_acc: 0.7078, loss_cls: 2.2429, loss: 2.2429, grad_norm: 14.6475 2021-08-17 00:56:42,554 - mmaction - INFO - Epoch [9][900/2640] lr: 1.000e-03, eta: 13:29:35, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.4320, top5_acc: 0.7031, loss_cls: 2.3216, loss: 2.3216, grad_norm: 14.0994 2021-08-17 00:56:50,760 - mmaction - INFO - Epoch [9][920/2640] lr: 1.000e-03, eta: 13:29:23, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.4547, top5_acc: 0.7078, loss_cls: 2.2771, loss: 2.2771, grad_norm: 14.2478 2021-08-17 00:56:59,015 - mmaction - INFO - Epoch [9][940/2640] lr: 1.000e-03, eta: 13:29:11, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.4383, top5_acc: 0.7148, loss_cls: 2.3474, loss: 2.3474, grad_norm: 14.0878 2021-08-17 00:57:07,220 - mmaction - INFO - Epoch [9][960/2640] lr: 1.000e-03, eta: 13:28:59, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.4398, top5_acc: 0.7023, loss_cls: 2.3384, loss: 2.3384, grad_norm: 14.3444 2021-08-17 00:57:15,449 - mmaction - INFO - Epoch [9][980/2640] lr: 1.000e-03, eta: 13:28:47, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.4508, top5_acc: 0.7195, loss_cls: 2.2705, loss: 2.2705, grad_norm: 13.6517 2021-08-17 00:57:23,721 - mmaction - INFO - Epoch [9][1000/2640] lr: 1.000e-03, eta: 13:28:36, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.4289, top5_acc: 0.7109, loss_cls: 2.3080, loss: 2.3080, grad_norm: 14.4059 2021-08-17 00:57:31,913 - mmaction - INFO - Epoch [9][1020/2640] lr: 1.000e-03, eta: 13:28:24, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.4703, top5_acc: 0.7156, loss_cls: 2.2383, loss: 2.2383, grad_norm: 13.3106 2021-08-17 00:57:40,220 - mmaction - INFO - Epoch [9][1040/2640] lr: 1.000e-03, eta: 13:28:12, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.4484, top5_acc: 0.7125, loss_cls: 2.2705, loss: 2.2705, grad_norm: 15.0827 2021-08-17 00:57:48,421 - mmaction - INFO - Epoch [9][1060/2640] lr: 1.000e-03, eta: 13:28:00, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.4437, top5_acc: 0.7219, loss_cls: 2.2787, loss: 2.2787, grad_norm: 13.6510 2021-08-17 00:57:56,746 - mmaction - INFO - Epoch [9][1080/2640] lr: 1.000e-03, eta: 13:27:49, time: 0.416, data_time: 0.001, memory: 5736, top1_acc: 0.4078, top5_acc: 0.6555, loss_cls: 2.5056, loss: 2.5056, grad_norm: 13.8936 2021-08-17 00:58:05,030 - mmaction - INFO - Epoch [9][1100/2640] lr: 1.000e-03, eta: 13:27:37, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.4461, top5_acc: 0.6992, loss_cls: 2.3236, loss: 2.3236, grad_norm: 14.2463 2021-08-17 00:58:13,326 - mmaction - INFO - Epoch [9][1120/2640] lr: 1.000e-03, eta: 13:27:26, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.4445, top5_acc: 0.7086, loss_cls: 2.3338, loss: 2.3338, grad_norm: 14.1267 2021-08-17 00:58:21,567 - mmaction - INFO - Epoch [9][1140/2640] lr: 1.000e-03, eta: 13:27:14, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.4469, top5_acc: 0.6984, loss_cls: 2.3293, loss: 2.3293, grad_norm: 13.7166 2021-08-17 00:58:29,827 - mmaction - INFO - Epoch [9][1160/2640] lr: 1.000e-03, eta: 13:27:03, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.4234, top5_acc: 0.6867, loss_cls: 2.4388, loss: 2.4388, grad_norm: 14.2276 2021-08-17 00:58:38,082 - mmaction - INFO - Epoch [9][1180/2640] lr: 1.000e-03, eta: 13:26:51, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.4430, top5_acc: 0.6914, loss_cls: 2.3993, loss: 2.3993, grad_norm: 14.0968 2021-08-17 00:58:46,343 - mmaction - INFO - Epoch [9][1200/2640] lr: 1.000e-03, eta: 13:26:39, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.4219, top5_acc: 0.7023, loss_cls: 2.3910, loss: 2.3910, grad_norm: 14.1892 2021-08-17 00:58:54,521 - mmaction - INFO - Epoch [9][1220/2640] lr: 1.000e-03, eta: 13:26:27, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.4625, top5_acc: 0.7117, loss_cls: 2.2680, loss: 2.2680, grad_norm: 13.8780 2021-08-17 00:59:02,763 - mmaction - INFO - Epoch [9][1240/2640] lr: 1.000e-03, eta: 13:26:16, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.4508, top5_acc: 0.7133, loss_cls: 2.3168, loss: 2.3168, grad_norm: 14.6326 2021-08-17 00:59:11,050 - mmaction - INFO - Epoch [9][1260/2640] lr: 1.000e-03, eta: 13:26:04, time: 0.414, data_time: 0.000, memory: 5736, top1_acc: 0.4594, top5_acc: 0.7039, loss_cls: 2.2874, loss: 2.2874, grad_norm: 13.4985 2021-08-17 00:59:19,350 - mmaction - INFO - Epoch [9][1280/2640] lr: 1.000e-03, eta: 13:25:53, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.4484, top5_acc: 0.7281, loss_cls: 2.2455, loss: 2.2455, grad_norm: 14.3446 2021-08-17 00:59:27,575 - mmaction - INFO - Epoch [9][1300/2640] lr: 1.000e-03, eta: 13:25:41, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.4328, top5_acc: 0.7023, loss_cls: 2.3377, loss: 2.3377, grad_norm: 14.2669 2021-08-17 00:59:35,845 - mmaction - INFO - Epoch [9][1320/2640] lr: 1.000e-03, eta: 13:25:30, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.4453, top5_acc: 0.7008, loss_cls: 2.2835, loss: 2.2835, grad_norm: 13.6113 2021-08-17 00:59:44,045 - mmaction - INFO - Epoch [9][1340/2640] lr: 1.000e-03, eta: 13:25:18, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.4578, top5_acc: 0.7219, loss_cls: 2.2187, loss: 2.2187, grad_norm: 14.1102 2021-08-17 00:59:52,291 - mmaction - INFO - Epoch [9][1360/2640] lr: 1.000e-03, eta: 13:25:06, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.4352, top5_acc: 0.6898, loss_cls: 2.3669, loss: 2.3669, grad_norm: 14.6455 2021-08-17 01:00:00,467 - mmaction - INFO - Epoch [9][1380/2640] lr: 1.000e-03, eta: 13:24:54, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.4367, top5_acc: 0.7109, loss_cls: 2.3077, loss: 2.3077, grad_norm: 14.0107 2021-08-17 01:00:08,724 - mmaction - INFO - Epoch [9][1400/2640] lr: 1.000e-03, eta: 13:24:43, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.4531, top5_acc: 0.7125, loss_cls: 2.2745, loss: 2.2745, grad_norm: 14.2609 2021-08-17 01:00:16,900 - mmaction - INFO - Epoch [9][1420/2640] lr: 1.000e-03, eta: 13:24:31, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.4273, top5_acc: 0.6930, loss_cls: 2.3717, loss: 2.3717, grad_norm: 14.0128 2021-08-17 01:00:25,180 - mmaction - INFO - Epoch [9][1440/2640] lr: 1.000e-03, eta: 13:24:19, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.4461, top5_acc: 0.6906, loss_cls: 2.3719, loss: 2.3719, grad_norm: 14.0185 2021-08-17 01:00:33,428 - mmaction - INFO - Epoch [9][1460/2640] lr: 1.000e-03, eta: 13:24:08, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.4391, top5_acc: 0.6992, loss_cls: 2.2982, loss: 2.2982, grad_norm: 14.1526 2021-08-17 01:00:41,741 - mmaction - INFO - Epoch [9][1480/2640] lr: 1.000e-03, eta: 13:23:56, time: 0.416, data_time: 0.002, memory: 5736, top1_acc: 0.4414, top5_acc: 0.6937, loss_cls: 2.3419, loss: 2.3419, grad_norm: 14.1226 2021-08-17 01:00:49,958 - mmaction - INFO - Epoch [9][1500/2640] lr: 1.000e-03, eta: 13:23:45, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.4266, top5_acc: 0.7094, loss_cls: 2.3607, loss: 2.3607, grad_norm: 13.8131 2021-08-17 01:00:58,266 - mmaction - INFO - Epoch [9][1520/2640] lr: 1.000e-03, eta: 13:23:33, time: 0.415, data_time: 0.000, memory: 5736, top1_acc: 0.4109, top5_acc: 0.6750, loss_cls: 2.4334, loss: 2.4334, grad_norm: 14.0687 2021-08-17 01:01:06,540 - mmaction - INFO - Epoch [9][1540/2640] lr: 1.000e-03, eta: 13:23:22, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.4320, top5_acc: 0.7063, loss_cls: 2.2925, loss: 2.2925, grad_norm: 13.5004 2021-08-17 01:01:14,827 - mmaction - INFO - Epoch [9][1560/2640] lr: 1.000e-03, eta: 13:23:10, time: 0.414, data_time: 0.000, memory: 5736, top1_acc: 0.4445, top5_acc: 0.7148, loss_cls: 2.3190, loss: 2.3190, grad_norm: 13.8749 2021-08-17 01:01:23,039 - mmaction - INFO - Epoch [9][1580/2640] lr: 1.000e-03, eta: 13:22:59, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.4734, top5_acc: 0.7203, loss_cls: 2.1987, loss: 2.1987, grad_norm: 13.7047 2021-08-17 01:01:31,297 - mmaction - INFO - Epoch [9][1600/2640] lr: 1.000e-03, eta: 13:22:47, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.4234, top5_acc: 0.6828, loss_cls: 2.3923, loss: 2.3923, grad_norm: 14.3754 2021-08-17 01:01:39,492 - mmaction - INFO - Epoch [9][1620/2640] lr: 1.000e-03, eta: 13:22:35, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.4430, top5_acc: 0.7047, loss_cls: 2.3176, loss: 2.3176, grad_norm: 13.6359 2021-08-17 01:01:47,740 - mmaction - INFO - Epoch [9][1640/2640] lr: 1.000e-03, eta: 13:22:24, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.4445, top5_acc: 0.7141, loss_cls: 2.2680, loss: 2.2680, grad_norm: 14.2727 2021-08-17 01:01:56,033 - mmaction - INFO - Epoch [9][1660/2640] lr: 1.000e-03, eta: 13:22:13, time: 0.415, data_time: 0.000, memory: 5736, top1_acc: 0.4437, top5_acc: 0.7203, loss_cls: 2.2983, loss: 2.2983, grad_norm: 13.9811 2021-08-17 01:02:04,224 - mmaction - INFO - Epoch [9][1680/2640] lr: 1.000e-03, eta: 13:22:01, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.4539, top5_acc: 0.7164, loss_cls: 2.2156, loss: 2.2156, grad_norm: 14.1604 2021-08-17 01:02:12,413 - mmaction - INFO - Epoch [9][1700/2640] lr: 1.000e-03, eta: 13:21:49, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.4469, top5_acc: 0.7133, loss_cls: 2.2773, loss: 2.2773, grad_norm: 13.5866 2021-08-17 01:02:20,728 - mmaction - INFO - Epoch [9][1720/2640] lr: 1.000e-03, eta: 13:21:38, time: 0.417, data_time: 0.002, memory: 5736, top1_acc: 0.4367, top5_acc: 0.7133, loss_cls: 2.2981, loss: 2.2981, grad_norm: 14.0780 2021-08-17 01:02:28,974 - mmaction - INFO - Epoch [9][1740/2640] lr: 1.000e-03, eta: 13:21:26, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.4320, top5_acc: 0.6758, loss_cls: 2.4388, loss: 2.4388, grad_norm: 14.2859 2021-08-17 01:02:37,228 - mmaction - INFO - Epoch [9][1760/2640] lr: 1.000e-03, eta: 13:21:15, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.4750, top5_acc: 0.7273, loss_cls: 2.2090, loss: 2.2090, grad_norm: 14.2693 2021-08-17 01:02:45,514 - mmaction - INFO - Epoch [9][1780/2640] lr: 1.000e-03, eta: 13:21:03, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.4023, top5_acc: 0.6766, loss_cls: 2.4297, loss: 2.4297, grad_norm: 13.7025 2021-08-17 01:02:53,751 - mmaction - INFO - Epoch [9][1800/2640] lr: 1.000e-03, eta: 13:20:52, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.4234, top5_acc: 0.7086, loss_cls: 2.3644, loss: 2.3644, grad_norm: 14.1606 2021-08-17 01:03:01,966 - mmaction - INFO - Epoch [9][1820/2640] lr: 1.000e-03, eta: 13:20:40, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.4555, top5_acc: 0.7094, loss_cls: 2.2703, loss: 2.2703, grad_norm: 13.8251 2021-08-17 01:03:10,244 - mmaction - INFO - Epoch [9][1840/2640] lr: 1.000e-03, eta: 13:20:29, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.4242, top5_acc: 0.7164, loss_cls: 2.2863, loss: 2.2863, grad_norm: 14.4814 2021-08-17 01:03:18,461 - mmaction - INFO - Epoch [9][1860/2640] lr: 1.000e-03, eta: 13:20:17, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.4547, top5_acc: 0.7172, loss_cls: 2.2985, loss: 2.2985, grad_norm: 13.6512 2021-08-17 01:03:26,713 - mmaction - INFO - Epoch [9][1880/2640] lr: 1.000e-03, eta: 13:20:06, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.4406, top5_acc: 0.7063, loss_cls: 2.3144, loss: 2.3144, grad_norm: 13.8139 2021-08-17 01:03:34,954 - mmaction - INFO - Epoch [9][1900/2640] lr: 1.000e-03, eta: 13:19:54, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.4477, top5_acc: 0.7063, loss_cls: 2.3073, loss: 2.3073, grad_norm: 14.0768 2021-08-17 01:03:43,189 - mmaction - INFO - Epoch [9][1920/2640] lr: 1.000e-03, eta: 13:19:43, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.4211, top5_acc: 0.7063, loss_cls: 2.3407, loss: 2.3407, grad_norm: 13.6200 2021-08-17 01:03:51,362 - mmaction - INFO - Epoch [9][1940/2640] lr: 1.000e-03, eta: 13:19:31, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.4266, top5_acc: 0.6953, loss_cls: 2.3778, loss: 2.3778, grad_norm: 14.6986 2021-08-17 01:03:59,621 - mmaction - INFO - Epoch [9][1960/2640] lr: 1.000e-03, eta: 13:19:20, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.4367, top5_acc: 0.7094, loss_cls: 2.3605, loss: 2.3605, grad_norm: 13.8905 2021-08-17 01:04:07,828 - mmaction - INFO - Epoch [9][1980/2640] lr: 1.000e-03, eta: 13:19:08, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.4453, top5_acc: 0.7109, loss_cls: 2.3016, loss: 2.3016, grad_norm: 13.7167 2021-08-17 01:04:16,061 - mmaction - INFO - Epoch [9][2000/2640] lr: 1.000e-03, eta: 13:18:57, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.4445, top5_acc: 0.7172, loss_cls: 2.3052, loss: 2.3052, grad_norm: 14.1073 2021-08-17 01:04:24,286 - mmaction - INFO - Epoch [9][2020/2640] lr: 1.000e-03, eta: 13:18:45, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.4328, top5_acc: 0.6953, loss_cls: 2.3564, loss: 2.3564, grad_norm: 13.6553 2021-08-17 01:04:32,638 - mmaction - INFO - Epoch [9][2040/2640] lr: 1.000e-03, eta: 13:18:34, time: 0.418, data_time: 0.002, memory: 5736, top1_acc: 0.4352, top5_acc: 0.6914, loss_cls: 2.4008, loss: 2.4008, grad_norm: 13.8966 2021-08-17 01:04:40,864 - mmaction - INFO - Epoch [9][2060/2640] lr: 1.000e-03, eta: 13:18:23, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.4539, top5_acc: 0.7055, loss_cls: 2.3238, loss: 2.3238, grad_norm: 14.1800 2021-08-17 01:04:49,160 - mmaction - INFO - Epoch [9][2080/2640] lr: 1.000e-03, eta: 13:18:11, time: 0.415, data_time: 0.000, memory: 5736, top1_acc: 0.4250, top5_acc: 0.6883, loss_cls: 2.3585, loss: 2.3585, grad_norm: 14.3005 2021-08-17 01:04:57,503 - mmaction - INFO - Epoch [9][2100/2640] lr: 1.000e-03, eta: 13:18:00, time: 0.417, data_time: 0.001, memory: 5736, top1_acc: 0.4531, top5_acc: 0.7180, loss_cls: 2.2175, loss: 2.2175, grad_norm: 13.6783 2021-08-17 01:05:05,743 - mmaction - INFO - Epoch [9][2120/2640] lr: 1.000e-03, eta: 13:17:49, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.4477, top5_acc: 0.7047, loss_cls: 2.3019, loss: 2.3019, grad_norm: 13.6083 2021-08-17 01:05:13,962 - mmaction - INFO - Epoch [9][2140/2640] lr: 1.000e-03, eta: 13:17:37, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.4461, top5_acc: 0.7047, loss_cls: 2.3357, loss: 2.3357, grad_norm: 14.2430 2021-08-17 01:05:22,258 - mmaction - INFO - Epoch [9][2160/2640] lr: 1.000e-03, eta: 13:17:26, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.4234, top5_acc: 0.6953, loss_cls: 2.3524, loss: 2.3524, grad_norm: 14.6916 2021-08-17 01:05:30,490 - mmaction - INFO - Epoch [9][2180/2640] lr: 1.000e-03, eta: 13:17:15, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.4469, top5_acc: 0.7180, loss_cls: 2.2480, loss: 2.2480, grad_norm: 13.6122 2021-08-17 01:05:38,718 - mmaction - INFO - Epoch [9][2200/2640] lr: 1.000e-03, eta: 13:17:03, time: 0.411, data_time: 0.002, memory: 5736, top1_acc: 0.4344, top5_acc: 0.7016, loss_cls: 2.3324, loss: 2.3324, grad_norm: 14.3334 2021-08-17 01:05:46,962 - mmaction - INFO - Epoch [9][2220/2640] lr: 1.000e-03, eta: 13:16:52, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.4555, top5_acc: 0.7219, loss_cls: 2.2212, loss: 2.2212, grad_norm: 14.2673 2021-08-17 01:05:55,204 - mmaction - INFO - Epoch [9][2240/2640] lr: 1.000e-03, eta: 13:16:40, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.4562, top5_acc: 0.7234, loss_cls: 2.2194, loss: 2.2194, grad_norm: 13.6854 2021-08-17 01:06:03,458 - mmaction - INFO - Epoch [9][2260/2640] lr: 1.000e-03, eta: 13:16:29, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.4570, top5_acc: 0.7281, loss_cls: 2.2386, loss: 2.2386, grad_norm: 14.3477 2021-08-17 01:06:11,700 - mmaction - INFO - Epoch [9][2280/2640] lr: 1.000e-03, eta: 13:16:18, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.4328, top5_acc: 0.7086, loss_cls: 2.3351, loss: 2.3351, grad_norm: 13.6516 2021-08-17 01:06:19,910 - mmaction - INFO - Epoch [9][2300/2640] lr: 1.000e-03, eta: 13:16:06, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.4391, top5_acc: 0.7188, loss_cls: 2.2746, loss: 2.2746, grad_norm: 14.2188 2021-08-17 01:06:28,175 - mmaction - INFO - Epoch [9][2320/2640] lr: 1.000e-03, eta: 13:15:55, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.4508, top5_acc: 0.7086, loss_cls: 2.2866, loss: 2.2866, grad_norm: 14.5997 2021-08-17 01:06:36,379 - mmaction - INFO - Epoch [9][2340/2640] lr: 1.000e-03, eta: 13:15:43, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.4445, top5_acc: 0.7000, loss_cls: 2.3012, loss: 2.3012, grad_norm: 13.9983 2021-08-17 01:06:44,603 - mmaction - INFO - Epoch [9][2360/2640] lr: 1.000e-03, eta: 13:15:32, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.4375, top5_acc: 0.7102, loss_cls: 2.2689, loss: 2.2689, grad_norm: 14.2826 2021-08-17 01:06:52,868 - mmaction - INFO - Epoch [9][2380/2640] lr: 1.000e-03, eta: 13:15:21, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.4555, top5_acc: 0.7078, loss_cls: 2.3072, loss: 2.3072, grad_norm: 14.1810 2021-08-17 01:07:01,142 - mmaction - INFO - Epoch [9][2400/2640] lr: 1.000e-03, eta: 13:15:10, time: 0.414, data_time: 0.000, memory: 5736, top1_acc: 0.4539, top5_acc: 0.7188, loss_cls: 2.2656, loss: 2.2656, grad_norm: 14.5505 2021-08-17 01:07:09,338 - mmaction - INFO - Epoch [9][2420/2640] lr: 1.000e-03, eta: 13:14:58, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.4344, top5_acc: 0.6922, loss_cls: 2.3337, loss: 2.3337, grad_norm: 13.7540 2021-08-17 01:07:17,632 - mmaction - INFO - Epoch [9][2440/2640] lr: 1.000e-03, eta: 13:14:47, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.4469, top5_acc: 0.7063, loss_cls: 2.3587, loss: 2.3587, grad_norm: 14.4719 2021-08-17 01:07:25,837 - mmaction - INFO - Epoch [9][2460/2640] lr: 1.000e-03, eta: 13:14:35, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.4430, top5_acc: 0.7188, loss_cls: 2.3172, loss: 2.3172, grad_norm: 13.9990 2021-08-17 01:07:34,182 - mmaction - INFO - Epoch [9][2480/2640] lr: 1.000e-03, eta: 13:14:24, time: 0.417, data_time: 0.002, memory: 5736, top1_acc: 0.4266, top5_acc: 0.6867, loss_cls: 2.3982, loss: 2.3982, grad_norm: 13.7698 2021-08-17 01:07:42,418 - mmaction - INFO - Epoch [9][2500/2640] lr: 1.000e-03, eta: 13:14:13, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.4383, top5_acc: 0.7078, loss_cls: 2.3113, loss: 2.3113, grad_norm: 14.1744 2021-08-17 01:07:50,675 - mmaction - INFO - Epoch [9][2520/2640] lr: 1.000e-03, eta: 13:14:02, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.4109, top5_acc: 0.6820, loss_cls: 2.4404, loss: 2.4404, grad_norm: 14.1617 2021-08-17 01:07:58,842 - mmaction - INFO - Epoch [9][2540/2640] lr: 1.000e-03, eta: 13:13:50, time: 0.408, data_time: 0.000, memory: 5736, top1_acc: 0.4547, top5_acc: 0.7117, loss_cls: 2.2603, loss: 2.2603, grad_norm: 13.5443 2021-08-17 01:08:07,098 - mmaction - INFO - Epoch [9][2560/2640] lr: 1.000e-03, eta: 13:13:39, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.4391, top5_acc: 0.7180, loss_cls: 2.2961, loss: 2.2961, grad_norm: 14.2841 2021-08-17 01:08:15,343 - mmaction - INFO - Epoch [9][2580/2640] lr: 1.000e-03, eta: 13:13:28, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.4359, top5_acc: 0.7164, loss_cls: 2.3171, loss: 2.3171, grad_norm: 14.3676 2021-08-17 01:08:23,624 - mmaction - INFO - Epoch [9][2600/2640] lr: 1.000e-03, eta: 13:13:17, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.4539, top5_acc: 0.7195, loss_cls: 2.3082, loss: 2.3082, grad_norm: 14.1350 2021-08-17 01:08:31,820 - mmaction - INFO - Epoch [9][2620/2640] lr: 1.000e-03, eta: 13:13:05, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.4195, top5_acc: 0.6961, loss_cls: 2.3748, loss: 2.3748, grad_norm: 14.0599 2021-08-17 01:08:39,788 - mmaction - INFO - Epoch [9][2640/2640] lr: 1.000e-03, eta: 13:12:53, time: 0.398, data_time: 0.001, memory: 5736, top1_acc: 0.4153, top5_acc: 0.7081, loss_cls: 2.3565, loss: 2.3565, grad_norm: 14.1631 2021-08-17 01:08:41,991 - mmaction - INFO - Saving checkpoint at 9 epochs 2021-08-17 01:08:42,401 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-08-17 01:09:57,013 - mmaction - INFO - Epoch [10][20/2640] lr: 1.000e-03, eta: 13:17:43, time: 3.730, data_time: 3.310, memory: 5736, top1_acc: 0.4547, top5_acc: 0.7297, loss_cls: 2.2385, loss: 2.2385, grad_norm: 14.5289 2021-08-17 01:10:05,317 - mmaction - INFO - Epoch [10][40/2640] lr: 1.000e-03, eta: 13:17:32, time: 0.415, data_time: 0.004, memory: 5736, top1_acc: 0.4562, top5_acc: 0.7234, loss_cls: 2.2348, loss: 2.2348, grad_norm: 13.5831 2021-08-17 01:10:13,517 - mmaction - INFO - Epoch [10][60/2640] lr: 1.000e-03, eta: 13:17:20, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.4469, top5_acc: 0.7250, loss_cls: 2.2379, loss: 2.2379, grad_norm: 14.5455 2021-08-17 01:10:21,750 - mmaction - INFO - Epoch [10][80/2640] lr: 1.000e-03, eta: 13:17:09, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.4734, top5_acc: 0.7172, loss_cls: 2.2268, loss: 2.2268, grad_norm: 13.5267 2021-08-17 01:10:29,951 - mmaction - INFO - Epoch [10][100/2640] lr: 1.000e-03, eta: 13:16:57, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.4414, top5_acc: 0.7281, loss_cls: 2.2696, loss: 2.2696, grad_norm: 14.6978 2021-08-17 01:10:38,173 - mmaction - INFO - Epoch [10][120/2640] lr: 1.000e-03, eta: 13:16:45, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.4562, top5_acc: 0.7328, loss_cls: 2.1426, loss: 2.1426, grad_norm: 14.0499 2021-08-17 01:10:46,346 - mmaction - INFO - Epoch [10][140/2640] lr: 1.000e-03, eta: 13:16:33, time: 0.409, data_time: 0.001, memory: 5736, top1_acc: 0.4461, top5_acc: 0.7031, loss_cls: 2.2535, loss: 2.2535, grad_norm: 13.7812 2021-08-17 01:10:54,558 - mmaction - INFO - Epoch [10][160/2640] lr: 1.000e-03, eta: 13:16:22, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.4547, top5_acc: 0.7211, loss_cls: 2.2583, loss: 2.2583, grad_norm: 14.0554 2021-08-17 01:11:02,853 - mmaction - INFO - Epoch [10][180/2640] lr: 1.000e-03, eta: 13:16:10, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.4523, top5_acc: 0.7305, loss_cls: 2.2241, loss: 2.2241, grad_norm: 14.2223 2021-08-17 01:11:11,130 - mmaction - INFO - Epoch [10][200/2640] lr: 1.000e-03, eta: 13:15:59, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.4734, top5_acc: 0.7453, loss_cls: 2.1662, loss: 2.1662, grad_norm: 14.1117 2021-08-17 01:11:19,357 - mmaction - INFO - Epoch [10][220/2640] lr: 1.000e-03, eta: 13:15:47, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.4609, top5_acc: 0.7109, loss_cls: 2.2492, loss: 2.2492, grad_norm: 13.8104 2021-08-17 01:11:27,664 - mmaction - INFO - Epoch [10][240/2640] lr: 1.000e-03, eta: 13:15:36, time: 0.416, data_time: 0.001, memory: 5736, top1_acc: 0.4445, top5_acc: 0.7406, loss_cls: 2.2344, loss: 2.2344, grad_norm: 14.5545 2021-08-17 01:11:35,888 - mmaction - INFO - Epoch [10][260/2640] lr: 1.000e-03, eta: 13:15:24, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.4539, top5_acc: 0.7250, loss_cls: 2.2159, loss: 2.2159, grad_norm: 13.9676 2021-08-17 01:11:44,154 - mmaction - INFO - Epoch [10][280/2640] lr: 1.000e-03, eta: 13:15:13, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.4422, top5_acc: 0.7203, loss_cls: 2.2477, loss: 2.2477, grad_norm: 14.4414 2021-08-17 01:11:52,407 - mmaction - INFO - Epoch [10][300/2640] lr: 1.000e-03, eta: 13:15:02, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.4641, top5_acc: 0.7133, loss_cls: 2.2316, loss: 2.2316, grad_norm: 14.1280 2021-08-17 01:12:00,660 - mmaction - INFO - Epoch [10][320/2640] lr: 1.000e-03, eta: 13:14:50, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.4516, top5_acc: 0.6961, loss_cls: 2.3042, loss: 2.3042, grad_norm: 14.0987 2021-08-17 01:12:08,925 - mmaction - INFO - Epoch [10][340/2640] lr: 1.000e-03, eta: 13:14:39, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.4180, top5_acc: 0.6906, loss_cls: 2.3525, loss: 2.3525, grad_norm: 14.0967 2021-08-17 01:12:17,281 - mmaction - INFO - Epoch [10][360/2640] lr: 1.000e-03, eta: 13:14:28, time: 0.418, data_time: 0.002, memory: 5736, top1_acc: 0.4594, top5_acc: 0.7234, loss_cls: 2.2404, loss: 2.2404, grad_norm: 14.3829 2021-08-17 01:12:25,495 - mmaction - INFO - Epoch [10][380/2640] lr: 1.000e-03, eta: 13:14:16, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.4367, top5_acc: 0.7258, loss_cls: 2.2815, loss: 2.2815, grad_norm: 14.5489 2021-08-17 01:12:33,745 - mmaction - INFO - Epoch [10][400/2640] lr: 1.000e-03, eta: 13:14:05, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.4484, top5_acc: 0.7109, loss_cls: 2.2606, loss: 2.2606, grad_norm: 14.1642 2021-08-17 01:12:41,917 - mmaction - INFO - Epoch [10][420/2640] lr: 1.000e-03, eta: 13:13:53, time: 0.409, data_time: 0.001, memory: 5736, top1_acc: 0.4359, top5_acc: 0.7234, loss_cls: 2.2907, loss: 2.2907, grad_norm: 14.0069 2021-08-17 01:12:50,159 - mmaction - INFO - Epoch [10][440/2640] lr: 1.000e-03, eta: 13:13:41, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.4500, top5_acc: 0.7266, loss_cls: 2.2411, loss: 2.2411, grad_norm: 13.8099 2021-08-17 01:12:58,344 - mmaction - INFO - Epoch [10][460/2640] lr: 1.000e-03, eta: 13:13:30, time: 0.409, data_time: 0.001, memory: 5736, top1_acc: 0.4547, top5_acc: 0.7195, loss_cls: 2.2331, loss: 2.2331, grad_norm: 14.2949 2021-08-17 01:13:06,641 - mmaction - INFO - Epoch [10][480/2640] lr: 1.000e-03, eta: 13:13:18, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.4539, top5_acc: 0.7273, loss_cls: 2.2261, loss: 2.2261, grad_norm: 14.1719 2021-08-17 01:13:14,865 - mmaction - INFO - Epoch [10][500/2640] lr: 1.000e-03, eta: 13:13:07, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.4422, top5_acc: 0.7281, loss_cls: 2.2825, loss: 2.2825, grad_norm: 14.3242 2021-08-17 01:13:23,093 - mmaction - INFO - Epoch [10][520/2640] lr: 1.000e-03, eta: 13:12:55, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.4391, top5_acc: 0.7211, loss_cls: 2.2654, loss: 2.2654, grad_norm: 13.9569 2021-08-17 01:13:31,308 - mmaction - INFO - Epoch [10][540/2640] lr: 1.000e-03, eta: 13:12:44, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.4414, top5_acc: 0.6883, loss_cls: 2.3703, loss: 2.3703, grad_norm: 13.6197 2021-08-17 01:13:39,605 - mmaction - INFO - Epoch [10][560/2640] lr: 1.000e-03, eta: 13:12:33, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.4398, top5_acc: 0.7258, loss_cls: 2.2703, loss: 2.2703, grad_norm: 13.9113 2021-08-17 01:13:47,823 - mmaction - INFO - Epoch [10][580/2640] lr: 1.000e-03, eta: 13:12:21, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.4266, top5_acc: 0.7039, loss_cls: 2.3253, loss: 2.3253, grad_norm: 14.3038 2021-08-17 01:13:56,088 - mmaction - INFO - Epoch [10][600/2640] lr: 1.000e-03, eta: 13:12:10, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.4227, top5_acc: 0.7109, loss_cls: 2.2997, loss: 2.2997, grad_norm: 13.8869 2021-08-17 01:14:04,290 - mmaction - INFO - Epoch [10][620/2640] lr: 1.000e-03, eta: 13:11:58, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.4305, top5_acc: 0.7063, loss_cls: 2.3168, loss: 2.3168, grad_norm: 14.0833 2021-08-17 01:14:12,611 - mmaction - INFO - Epoch [10][640/2640] lr: 1.000e-03, eta: 13:11:47, time: 0.416, data_time: 0.002, memory: 5736, top1_acc: 0.4578, top5_acc: 0.7172, loss_cls: 2.2119, loss: 2.2119, grad_norm: 14.1147 2021-08-17 01:14:20,843 - mmaction - INFO - Epoch [10][660/2640] lr: 1.000e-03, eta: 13:11:35, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.4594, top5_acc: 0.7461, loss_cls: 2.1596, loss: 2.1596, grad_norm: 13.5782 2021-08-17 01:14:29,089 - mmaction - INFO - Epoch [10][680/2640] lr: 1.000e-03, eta: 13:11:24, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.4406, top5_acc: 0.7023, loss_cls: 2.3173, loss: 2.3173, grad_norm: 14.5475 2021-08-17 01:14:37,334 - mmaction - INFO - Epoch [10][700/2640] lr: 1.000e-03, eta: 13:11:13, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.4773, top5_acc: 0.7180, loss_cls: 2.2043, loss: 2.2043, grad_norm: 13.9719 2021-08-17 01:14:45,581 - mmaction - INFO - Epoch [10][720/2640] lr: 1.000e-03, eta: 13:11:01, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.4586, top5_acc: 0.7203, loss_cls: 2.2267, loss: 2.2267, grad_norm: 14.9849 2021-08-17 01:14:53,734 - mmaction - INFO - Epoch [10][740/2640] lr: 1.000e-03, eta: 13:10:49, time: 0.408, data_time: 0.001, memory: 5736, top1_acc: 0.4633, top5_acc: 0.7164, loss_cls: 2.2453, loss: 2.2453, grad_norm: 13.8777 2021-08-17 01:15:01,938 - mmaction - INFO - Epoch [10][760/2640] lr: 1.000e-03, eta: 13:10:38, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.4211, top5_acc: 0.7188, loss_cls: 2.3089, loss: 2.3089, grad_norm: 14.8501 2021-08-17 01:15:10,137 - mmaction - INFO - Epoch [10][780/2640] lr: 1.000e-03, eta: 13:10:26, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.4680, top5_acc: 0.7164, loss_cls: 2.2392, loss: 2.2392, grad_norm: 13.8833 2021-08-17 01:15:18,350 - mmaction - INFO - Epoch [10][800/2640] lr: 1.000e-03, eta: 13:10:15, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.4625, top5_acc: 0.7227, loss_cls: 2.2228, loss: 2.2228, grad_norm: 13.8655 2021-08-17 01:15:26,598 - mmaction - INFO - Epoch [10][820/2640] lr: 1.000e-03, eta: 13:10:03, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.4477, top5_acc: 0.7164, loss_cls: 2.2832, loss: 2.2832, grad_norm: 13.7475 2021-08-17 01:15:34,829 - mmaction - INFO - Epoch [10][840/2640] lr: 1.000e-03, eta: 13:09:52, time: 0.411, data_time: 0.002, memory: 5736, top1_acc: 0.4539, top5_acc: 0.7070, loss_cls: 2.3008, loss: 2.3008, grad_norm: 13.7807 2021-08-17 01:15:43,050 - mmaction - INFO - Epoch [10][860/2640] lr: 1.000e-03, eta: 13:09:41, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.4500, top5_acc: 0.7148, loss_cls: 2.2540, loss: 2.2540, grad_norm: 14.1754 2021-08-17 01:15:51,257 - mmaction - INFO - Epoch [10][880/2640] lr: 1.000e-03, eta: 13:09:29, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.4391, top5_acc: 0.7086, loss_cls: 2.2768, loss: 2.2768, grad_norm: 13.8404 2021-08-17 01:15:59,536 - mmaction - INFO - Epoch [10][900/2640] lr: 1.000e-03, eta: 13:09:18, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.4344, top5_acc: 0.7055, loss_cls: 2.3197, loss: 2.3197, grad_norm: 13.7132 2021-08-17 01:16:07,710 - mmaction - INFO - Epoch [10][920/2640] lr: 1.000e-03, eta: 13:09:06, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.4742, top5_acc: 0.7234, loss_cls: 2.1979, loss: 2.1979, grad_norm: 13.6082 2021-08-17 01:16:15,964 - mmaction - INFO - Epoch [10][940/2640] lr: 1.000e-03, eta: 13:08:55, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.4461, top5_acc: 0.7195, loss_cls: 2.2113, loss: 2.2113, grad_norm: 14.2793 2021-08-17 01:16:24,158 - mmaction - INFO - Epoch [10][960/2640] lr: 1.000e-03, eta: 13:08:43, time: 0.410, data_time: 0.002, memory: 5736, top1_acc: 0.4461, top5_acc: 0.7172, loss_cls: 2.2398, loss: 2.2398, grad_norm: 13.7909 2021-08-17 01:16:32,413 - mmaction - INFO - Epoch [10][980/2640] lr: 1.000e-03, eta: 13:08:32, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.4375, top5_acc: 0.7250, loss_cls: 2.3079, loss: 2.3079, grad_norm: 13.9217 2021-08-17 01:16:40,672 - mmaction - INFO - Epoch [10][1000/2640] lr: 1.000e-03, eta: 13:08:21, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.4633, top5_acc: 0.7359, loss_cls: 2.2133, loss: 2.2133, grad_norm: 14.4545 2021-08-17 01:16:48,898 - mmaction - INFO - Epoch [10][1020/2640] lr: 1.000e-03, eta: 13:08:09, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.4625, top5_acc: 0.6961, loss_cls: 2.3532, loss: 2.3532, grad_norm: 14.1655 2021-08-17 01:16:57,142 - mmaction - INFO - Epoch [10][1040/2640] lr: 1.000e-03, eta: 13:07:58, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.4531, top5_acc: 0.7102, loss_cls: 2.2643, loss: 2.2643, grad_norm: 14.3920 2021-08-17 01:17:05,347 - mmaction - INFO - Epoch [10][1060/2640] lr: 1.000e-03, eta: 13:07:47, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.4602, top5_acc: 0.7055, loss_cls: 2.2326, loss: 2.2326, grad_norm: 14.0012 2021-08-17 01:17:13,601 - mmaction - INFO - Epoch [10][1080/2640] lr: 1.000e-03, eta: 13:07:35, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.4609, top5_acc: 0.7172, loss_cls: 2.2216, loss: 2.2216, grad_norm: 14.2896 2021-08-17 01:17:21,838 - mmaction - INFO - Epoch [10][1100/2640] lr: 1.000e-03, eta: 13:07:24, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.4500, top5_acc: 0.7039, loss_cls: 2.2905, loss: 2.2905, grad_norm: 14.5264 2021-08-17 01:17:30,100 - mmaction - INFO - Epoch [10][1120/2640] lr: 1.000e-03, eta: 13:07:13, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.4523, top5_acc: 0.7188, loss_cls: 2.2477, loss: 2.2477, grad_norm: 13.9072 2021-08-17 01:17:38,395 - mmaction - INFO - Epoch [10][1140/2640] lr: 1.000e-03, eta: 13:07:02, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.4297, top5_acc: 0.7156, loss_cls: 2.2924, loss: 2.2924, grad_norm: 14.0409 2021-08-17 01:17:46,645 - mmaction - INFO - Epoch [10][1160/2640] lr: 1.000e-03, eta: 13:06:50, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.4445, top5_acc: 0.7078, loss_cls: 2.2648, loss: 2.2648, grad_norm: 14.4074 2021-08-17 01:17:54,898 - mmaction - INFO - Epoch [10][1180/2640] lr: 1.000e-03, eta: 13:06:39, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.4531, top5_acc: 0.7219, loss_cls: 2.2957, loss: 2.2957, grad_norm: 14.2576 2021-08-17 01:18:03,096 - mmaction - INFO - Epoch [10][1200/2640] lr: 1.000e-03, eta: 13:06:28, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.4453, top5_acc: 0.7109, loss_cls: 2.2977, loss: 2.2977, grad_norm: 13.9879 2021-08-17 01:18:11,368 - mmaction - INFO - Epoch [10][1220/2640] lr: 1.000e-03, eta: 13:06:17, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.4414, top5_acc: 0.7203, loss_cls: 2.2446, loss: 2.2446, grad_norm: 13.8262 2021-08-17 01:18:19,638 - mmaction - INFO - Epoch [10][1240/2640] lr: 1.000e-03, eta: 13:06:05, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.4523, top5_acc: 0.7344, loss_cls: 2.2644, loss: 2.2644, grad_norm: 13.8920 2021-08-17 01:18:27,808 - mmaction - INFO - Epoch [10][1260/2640] lr: 1.000e-03, eta: 13:05:54, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.4492, top5_acc: 0.7336, loss_cls: 2.2022, loss: 2.2022, grad_norm: 14.3436 2021-08-17 01:18:36,089 - mmaction - INFO - Epoch [10][1280/2640] lr: 1.000e-03, eta: 13:05:43, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.4414, top5_acc: 0.7055, loss_cls: 2.2801, loss: 2.2801, grad_norm: 14.2395 2021-08-17 01:18:44,307 - mmaction - INFO - Epoch [10][1300/2640] lr: 1.000e-03, eta: 13:05:31, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.4766, top5_acc: 0.7242, loss_cls: 2.1871, loss: 2.1871, grad_norm: 14.1757 2021-08-17 01:18:52,550 - mmaction - INFO - Epoch [10][1320/2640] lr: 1.000e-03, eta: 13:05:20, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.4641, top5_acc: 0.7328, loss_cls: 2.1854, loss: 2.1854, grad_norm: 13.6323 2021-08-17 01:19:00,782 - mmaction - INFO - Epoch [10][1340/2640] lr: 1.000e-03, eta: 13:05:09, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.4547, top5_acc: 0.7219, loss_cls: 2.2666, loss: 2.2666, grad_norm: 13.8595 2021-08-17 01:19:08,974 - mmaction - INFO - Epoch [10][1360/2640] lr: 1.000e-03, eta: 13:04:57, time: 0.409, data_time: 0.001, memory: 5736, top1_acc: 0.4336, top5_acc: 0.7016, loss_cls: 2.3526, loss: 2.3526, grad_norm: 13.9654 2021-08-17 01:19:17,168 - mmaction - INFO - Epoch [10][1380/2640] lr: 1.000e-03, eta: 13:04:46, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.4398, top5_acc: 0.7070, loss_cls: 2.3337, loss: 2.3337, grad_norm: 14.2233 2021-08-17 01:19:25,432 - mmaction - INFO - Epoch [10][1400/2640] lr: 1.000e-03, eta: 13:04:35, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.4531, top5_acc: 0.7180, loss_cls: 2.2322, loss: 2.2322, grad_norm: 13.6281 2021-08-17 01:19:33,641 - mmaction - INFO - Epoch [10][1420/2640] lr: 1.000e-03, eta: 13:04:23, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.4336, top5_acc: 0.7008, loss_cls: 2.3117, loss: 2.3117, grad_norm: 14.1629 2021-08-17 01:19:41,913 - mmaction - INFO - Epoch [10][1440/2640] lr: 1.000e-03, eta: 13:04:12, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.4430, top5_acc: 0.7328, loss_cls: 2.2226, loss: 2.2226, grad_norm: 14.2545 2021-08-17 01:19:50,114 - mmaction - INFO - Epoch [10][1460/2640] lr: 1.000e-03, eta: 13:04:01, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.4398, top5_acc: 0.7242, loss_cls: 2.2431, loss: 2.2431, grad_norm: 13.8761 2021-08-17 01:19:58,382 - mmaction - INFO - Epoch [10][1480/2640] lr: 1.000e-03, eta: 13:03:50, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.4406, top5_acc: 0.7117, loss_cls: 2.2590, loss: 2.2590, grad_norm: 14.0456 2021-08-17 01:20:06,673 - mmaction - INFO - Epoch [10][1500/2640] lr: 1.000e-03, eta: 13:03:39, time: 0.414, data_time: 0.000, memory: 5736, top1_acc: 0.4617, top5_acc: 0.7258, loss_cls: 2.2322, loss: 2.2322, grad_norm: 13.6805 2021-08-17 01:20:14,964 - mmaction - INFO - Epoch [10][1520/2640] lr: 1.000e-03, eta: 13:03:28, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.4516, top5_acc: 0.7047, loss_cls: 2.2639, loss: 2.2639, grad_norm: 13.5058 2021-08-17 01:20:23,238 - mmaction - INFO - Epoch [10][1540/2640] lr: 1.000e-03, eta: 13:03:17, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.4609, top5_acc: 0.7195, loss_cls: 2.2363, loss: 2.2363, grad_norm: 14.5357 2021-08-17 01:20:31,571 - mmaction - INFO - Epoch [10][1560/2640] lr: 1.000e-03, eta: 13:03:06, time: 0.416, data_time: 0.001, memory: 5736, top1_acc: 0.4414, top5_acc: 0.7172, loss_cls: 2.2667, loss: 2.2667, grad_norm: 13.9040 2021-08-17 01:20:39,872 - mmaction - INFO - Epoch [10][1580/2640] lr: 1.000e-03, eta: 13:02:55, time: 0.416, data_time: 0.001, memory: 5736, top1_acc: 0.4523, top5_acc: 0.7188, loss_cls: 2.3003, loss: 2.3003, grad_norm: 14.1043 2021-08-17 01:20:48,152 - mmaction - INFO - Epoch [10][1600/2640] lr: 1.000e-03, eta: 13:02:44, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.4359, top5_acc: 0.6906, loss_cls: 2.3271, loss: 2.3271, grad_norm: 14.2922 2021-08-17 01:20:56,372 - mmaction - INFO - Epoch [10][1620/2640] lr: 1.000e-03, eta: 13:02:33, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.4500, top5_acc: 0.7266, loss_cls: 2.2859, loss: 2.2859, grad_norm: 14.0220 2021-08-17 01:21:04,699 - mmaction - INFO - Epoch [10][1640/2640] lr: 1.000e-03, eta: 13:02:22, time: 0.416, data_time: 0.002, memory: 5736, top1_acc: 0.4516, top5_acc: 0.7195, loss_cls: 2.2090, loss: 2.2090, grad_norm: 13.6678 2021-08-17 01:21:12,927 - mmaction - INFO - Epoch [10][1660/2640] lr: 1.000e-03, eta: 13:02:11, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.4539, top5_acc: 0.7141, loss_cls: 2.2492, loss: 2.2492, grad_norm: 13.9281 2021-08-17 01:21:21,302 - mmaction - INFO - Epoch [10][1680/2640] lr: 1.000e-03, eta: 13:02:00, time: 0.419, data_time: 0.000, memory: 5736, top1_acc: 0.4758, top5_acc: 0.7297, loss_cls: 2.1232, loss: 2.1232, grad_norm: 14.3204 2021-08-17 01:21:29,589 - mmaction - INFO - Epoch [10][1700/2640] lr: 1.000e-03, eta: 13:01:49, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.4391, top5_acc: 0.6937, loss_cls: 2.3575, loss: 2.3575, grad_norm: 13.7510 2021-08-17 01:21:37,857 - mmaction - INFO - Epoch [10][1720/2640] lr: 1.000e-03, eta: 13:01:38, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.4500, top5_acc: 0.7242, loss_cls: 2.2592, loss: 2.2592, grad_norm: 13.7762 2021-08-17 01:21:46,099 - mmaction - INFO - Epoch [10][1740/2640] lr: 1.000e-03, eta: 13:01:27, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.4664, top5_acc: 0.7109, loss_cls: 2.2518, loss: 2.2518, grad_norm: 14.3121 2021-08-17 01:21:54,460 - mmaction - INFO - Epoch [10][1760/2640] lr: 1.000e-03, eta: 13:01:16, time: 0.418, data_time: 0.001, memory: 5736, top1_acc: 0.4383, top5_acc: 0.7188, loss_cls: 2.2899, loss: 2.2899, grad_norm: 13.8620 2021-08-17 01:22:02,668 - mmaction - INFO - Epoch [10][1780/2640] lr: 1.000e-03, eta: 13:01:05, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.4664, top5_acc: 0.7281, loss_cls: 2.1885, loss: 2.1885, grad_norm: 13.5627 2021-08-17 01:22:10,906 - mmaction - INFO - Epoch [10][1800/2640] lr: 1.000e-03, eta: 13:00:54, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.4664, top5_acc: 0.7328, loss_cls: 2.2149, loss: 2.2149, grad_norm: 13.7460 2021-08-17 01:22:19,103 - mmaction - INFO - Epoch [10][1820/2640] lr: 1.000e-03, eta: 13:00:42, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.4586, top5_acc: 0.7211, loss_cls: 2.2759, loss: 2.2759, grad_norm: 14.3024 2021-08-17 01:22:27,372 - mmaction - INFO - Epoch [10][1840/2640] lr: 1.000e-03, eta: 13:00:31, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.4484, top5_acc: 0.7016, loss_cls: 2.2730, loss: 2.2730, grad_norm: 14.1057 2021-08-17 01:22:35,619 - mmaction - INFO - Epoch [10][1860/2640] lr: 1.000e-03, eta: 13:00:20, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.4414, top5_acc: 0.7000, loss_cls: 2.3409, loss: 2.3409, grad_norm: 13.9928 2021-08-17 01:22:43,848 - mmaction - INFO - Epoch [10][1880/2640] lr: 1.000e-03, eta: 13:00:09, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.4688, top5_acc: 0.7125, loss_cls: 2.1966, loss: 2.1966, grad_norm: 13.7012 2021-08-17 01:22:52,067 - mmaction - INFO - Epoch [10][1900/2640] lr: 1.000e-03, eta: 12:59:58, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.4602, top5_acc: 0.7086, loss_cls: 2.2418, loss: 2.2418, grad_norm: 13.3928 2021-08-17 01:23:00,350 - mmaction - INFO - Epoch [10][1920/2640] lr: 1.000e-03, eta: 12:59:47, time: 0.414, data_time: 0.000, memory: 5736, top1_acc: 0.4594, top5_acc: 0.7219, loss_cls: 2.2454, loss: 2.2454, grad_norm: 14.1192 2021-08-17 01:23:08,637 - mmaction - INFO - Epoch [10][1940/2640] lr: 1.000e-03, eta: 12:59:36, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.4469, top5_acc: 0.7078, loss_cls: 2.2877, loss: 2.2877, grad_norm: 14.1774 2021-08-17 01:23:16,882 - mmaction - INFO - Epoch [10][1960/2640] lr: 1.000e-03, eta: 12:59:25, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.4352, top5_acc: 0.7078, loss_cls: 2.3241, loss: 2.3241, grad_norm: 15.0864 2021-08-17 01:23:25,056 - mmaction - INFO - Epoch [10][1980/2640] lr: 1.000e-03, eta: 12:59:13, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.4461, top5_acc: 0.7148, loss_cls: 2.2948, loss: 2.2948, grad_norm: 13.6448 2021-08-17 01:23:33,289 - mmaction - INFO - Epoch [10][2000/2640] lr: 1.000e-03, eta: 12:59:02, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.4508, top5_acc: 0.6984, loss_cls: 2.3348, loss: 2.3348, grad_norm: 14.0851 2021-08-17 01:23:41,470 - mmaction - INFO - Epoch [10][2020/2640] lr: 1.000e-03, eta: 12:58:51, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.4383, top5_acc: 0.7063, loss_cls: 2.2848, loss: 2.2848, grad_norm: 14.5685 2021-08-17 01:23:49,723 - mmaction - INFO - Epoch [10][2040/2640] lr: 1.000e-03, eta: 12:58:40, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.4250, top5_acc: 0.7008, loss_cls: 2.3714, loss: 2.3714, grad_norm: 13.7888 2021-08-17 01:23:57,922 - mmaction - INFO - Epoch [10][2060/2640] lr: 1.000e-03, eta: 12:58:29, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.4586, top5_acc: 0.7258, loss_cls: 2.2045, loss: 2.2045, grad_norm: 13.9061 2021-08-17 01:24:06,150 - mmaction - INFO - Epoch [10][2080/2640] lr: 1.000e-03, eta: 12:58:18, time: 0.411, data_time: 0.002, memory: 5736, top1_acc: 0.4656, top5_acc: 0.7016, loss_cls: 2.2887, loss: 2.2887, grad_norm: 14.3541 2021-08-17 01:24:14,377 - mmaction - INFO - Epoch [10][2100/2640] lr: 1.000e-03, eta: 12:58:06, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.4766, top5_acc: 0.7219, loss_cls: 2.2052, loss: 2.2052, grad_norm: 14.2089 2021-08-17 01:24:22,663 - mmaction - INFO - Epoch [10][2120/2640] lr: 1.000e-03, eta: 12:57:56, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.4547, top5_acc: 0.7250, loss_cls: 2.2312, loss: 2.2312, grad_norm: 13.7020 2021-08-17 01:24:30,890 - mmaction - INFO - Epoch [10][2140/2640] lr: 1.000e-03, eta: 12:57:44, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.4719, top5_acc: 0.7305, loss_cls: 2.2223, loss: 2.2223, grad_norm: 13.9950 2021-08-17 01:24:39,120 - mmaction - INFO - Epoch [10][2160/2640] lr: 1.000e-03, eta: 12:57:33, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.4789, top5_acc: 0.7211, loss_cls: 2.2129, loss: 2.2129, grad_norm: 14.0124 2021-08-17 01:24:47,351 - mmaction - INFO - Epoch [10][2180/2640] lr: 1.000e-03, eta: 12:57:22, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.4680, top5_acc: 0.7211, loss_cls: 2.1952, loss: 2.1952, grad_norm: 14.3004 2021-08-17 01:24:55,608 - mmaction - INFO - Epoch [10][2200/2640] lr: 1.000e-03, eta: 12:57:11, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.4594, top5_acc: 0.7055, loss_cls: 2.2326, loss: 2.2326, grad_norm: 14.4089 2021-08-17 01:25:03,846 - mmaction - INFO - Epoch [10][2220/2640] lr: 1.000e-03, eta: 12:57:00, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.4578, top5_acc: 0.7133, loss_cls: 2.2733, loss: 2.2733, grad_norm: 13.5573 2021-08-17 01:25:12,138 - mmaction - INFO - Epoch [10][2240/2640] lr: 1.000e-03, eta: 12:56:49, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.4430, top5_acc: 0.7023, loss_cls: 2.3035, loss: 2.3035, grad_norm: 13.9069 2021-08-17 01:25:20,348 - mmaction - INFO - Epoch [10][2260/2640] lr: 1.000e-03, eta: 12:56:38, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.4492, top5_acc: 0.7109, loss_cls: 2.2634, loss: 2.2634, grad_norm: 13.6253 2021-08-17 01:25:28,607 - mmaction - INFO - Epoch [10][2280/2640] lr: 1.000e-03, eta: 12:56:27, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.4453, top5_acc: 0.7172, loss_cls: 2.2973, loss: 2.2973, grad_norm: 13.5806 2021-08-17 01:25:36,876 - mmaction - INFO - Epoch [10][2300/2640] lr: 1.000e-03, eta: 12:56:16, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.4469, top5_acc: 0.6984, loss_cls: 2.3169, loss: 2.3169, grad_norm: 14.2214 2021-08-17 01:25:45,119 - mmaction - INFO - Epoch [10][2320/2640] lr: 1.000e-03, eta: 12:56:05, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.4453, top5_acc: 0.7078, loss_cls: 2.2673, loss: 2.2673, grad_norm: 13.8222 2021-08-17 01:25:53,315 - mmaction - INFO - Epoch [10][2340/2640] lr: 1.000e-03, eta: 12:55:54, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.4469, top5_acc: 0.7211, loss_cls: 2.2504, loss: 2.2504, grad_norm: 14.0720 2021-08-17 01:26:01,588 - mmaction - INFO - Epoch [10][2360/2640] lr: 1.000e-03, eta: 12:55:43, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.4758, top5_acc: 0.7328, loss_cls: 2.2150, loss: 2.2150, grad_norm: 13.9468 2021-08-17 01:26:09,826 - mmaction - INFO - Epoch [10][2380/2640] lr: 1.000e-03, eta: 12:55:32, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.4547, top5_acc: 0.7070, loss_cls: 2.2324, loss: 2.2324, grad_norm: 13.5396 2021-08-17 01:26:18,088 - mmaction - INFO - Epoch [10][2400/2640] lr: 1.000e-03, eta: 12:55:21, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.4656, top5_acc: 0.7180, loss_cls: 2.2294, loss: 2.2294, grad_norm: 14.8661 2021-08-17 01:26:26,321 - mmaction - INFO - Epoch [10][2420/2640] lr: 1.000e-03, eta: 12:55:10, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.4609, top5_acc: 0.7125, loss_cls: 2.2471, loss: 2.2471, grad_norm: 13.9175 2021-08-17 01:26:34,593 - mmaction - INFO - Epoch [10][2440/2640] lr: 1.000e-03, eta: 12:54:59, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.4297, top5_acc: 0.6969, loss_cls: 2.4009, loss: 2.4009, grad_norm: 13.8716 2021-08-17 01:26:42,831 - mmaction - INFO - Epoch [10][2460/2640] lr: 1.000e-03, eta: 12:54:48, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.4633, top5_acc: 0.7188, loss_cls: 2.2184, loss: 2.2184, grad_norm: 14.2576 2021-08-17 01:26:51,117 - mmaction - INFO - Epoch [10][2480/2640] lr: 1.000e-03, eta: 12:54:37, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.4789, top5_acc: 0.7383, loss_cls: 2.1821, loss: 2.1821, grad_norm: 13.3765 2021-08-17 01:26:59,323 - mmaction - INFO - Epoch [10][2500/2640] lr: 1.000e-03, eta: 12:54:26, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.4391, top5_acc: 0.7047, loss_cls: 2.2612, loss: 2.2612, grad_norm: 13.7243 2021-08-17 01:27:07,551 - mmaction - INFO - Epoch [10][2520/2640] lr: 1.000e-03, eta: 12:54:15, time: 0.411, data_time: 0.002, memory: 5736, top1_acc: 0.4523, top5_acc: 0.7266, loss_cls: 2.2292, loss: 2.2292, grad_norm: 13.8907 2021-08-17 01:27:15,803 - mmaction - INFO - Epoch [10][2540/2640] lr: 1.000e-03, eta: 12:54:04, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.4437, top5_acc: 0.7258, loss_cls: 2.2997, loss: 2.2997, grad_norm: 13.4209 2021-08-17 01:27:24,035 - mmaction - INFO - Epoch [10][2560/2640] lr: 1.000e-03, eta: 12:53:53, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.4430, top5_acc: 0.7164, loss_cls: 2.3178, loss: 2.3178, grad_norm: 13.7069 2021-08-17 01:27:32,228 - mmaction - INFO - Epoch [10][2580/2640] lr: 1.000e-03, eta: 12:53:42, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.4477, top5_acc: 0.7328, loss_cls: 2.2477, loss: 2.2477, grad_norm: 13.9138 2021-08-17 01:27:40,471 - mmaction - INFO - Epoch [10][2600/2640] lr: 1.000e-03, eta: 12:53:31, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.4398, top5_acc: 0.7117, loss_cls: 2.2776, loss: 2.2776, grad_norm: 14.0820 2021-08-17 01:27:48,665 - mmaction - INFO - Epoch [10][2620/2640] lr: 1.000e-03, eta: 12:53:20, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.4344, top5_acc: 0.7117, loss_cls: 2.3175, loss: 2.3175, grad_norm: 13.9524 2021-08-17 01:27:56,654 - mmaction - INFO - Epoch [10][2640/2640] lr: 1.000e-03, eta: 12:53:08, time: 0.399, data_time: 0.002, memory: 5736, top1_acc: 0.4710, top5_acc: 0.7105, loss_cls: 2.2614, loss: 2.2614, grad_norm: 14.2683 2021-08-17 01:27:58,555 - mmaction - INFO - Saving checkpoint at 10 epochs 2021-08-17 01:27:59,252 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-08-17 01:29:11,662 - mmaction - INFO - Epoch [11][20/2640] lr: 1.000e-03, eta: 12:57:13, time: 3.620, data_time: 3.201, memory: 5736, top1_acc: 0.4484, top5_acc: 0.7172, loss_cls: 2.2395, loss: 2.2395, grad_norm: 13.8698 2021-08-17 01:29:19,915 - mmaction - INFO - Epoch [11][40/2640] lr: 1.000e-03, eta: 12:57:02, time: 0.413, data_time: 0.004, memory: 5736, top1_acc: 0.4766, top5_acc: 0.7281, loss_cls: 2.1920, loss: 2.1920, grad_norm: 14.2272 2021-08-17 01:29:28,112 - mmaction - INFO - Epoch [11][60/2640] lr: 1.000e-03, eta: 12:56:51, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.4602, top5_acc: 0.7195, loss_cls: 2.1615, loss: 2.1615, grad_norm: 14.7430 2021-08-17 01:29:36,400 - mmaction - INFO - Epoch [11][80/2640] lr: 1.000e-03, eta: 12:56:40, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.4602, top5_acc: 0.7391, loss_cls: 2.1538, loss: 2.1538, grad_norm: 14.3581 2021-08-17 01:29:44,714 - mmaction - INFO - Epoch [11][100/2640] lr: 1.000e-03, eta: 12:56:29, time: 0.416, data_time: 0.000, memory: 5736, top1_acc: 0.4906, top5_acc: 0.7289, loss_cls: 2.1447, loss: 2.1447, grad_norm: 13.9359 2021-08-17 01:29:52,960 - mmaction - INFO - Epoch [11][120/2640] lr: 1.000e-03, eta: 12:56:18, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.4891, top5_acc: 0.7297, loss_cls: 2.1858, loss: 2.1858, grad_norm: 13.8169 2021-08-17 01:30:01,174 - mmaction - INFO - Epoch [11][140/2640] lr: 1.000e-03, eta: 12:56:06, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.4820, top5_acc: 0.7367, loss_cls: 2.1079, loss: 2.1079, grad_norm: 14.3587 2021-08-17 01:30:09,412 - mmaction - INFO - Epoch [11][160/2640] lr: 1.000e-03, eta: 12:55:55, time: 0.411, data_time: 0.002, memory: 5736, top1_acc: 0.4688, top5_acc: 0.7391, loss_cls: 2.2014, loss: 2.2014, grad_norm: 13.7050 2021-08-17 01:30:17,631 - mmaction - INFO - Epoch [11][180/2640] lr: 1.000e-03, eta: 12:55:44, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.4656, top5_acc: 0.7242, loss_cls: 2.2332, loss: 2.2332, grad_norm: 14.0678 2021-08-17 01:30:25,888 - mmaction - INFO - Epoch [11][200/2640] lr: 1.000e-03, eta: 12:55:33, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.4570, top5_acc: 0.7188, loss_cls: 2.2223, loss: 2.2223, grad_norm: 13.5943 2021-08-17 01:30:34,121 - mmaction - INFO - Epoch [11][220/2640] lr: 1.000e-03, eta: 12:55:22, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.4453, top5_acc: 0.7156, loss_cls: 2.2509, loss: 2.2509, grad_norm: 14.2841 2021-08-17 01:30:42,384 - mmaction - INFO - Epoch [11][240/2640] lr: 1.000e-03, eta: 12:55:11, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.4445, top5_acc: 0.7289, loss_cls: 2.2413, loss: 2.2413, grad_norm: 14.1396 2021-08-17 01:30:50,610 - mmaction - INFO - Epoch [11][260/2640] lr: 1.000e-03, eta: 12:54:59, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.4688, top5_acc: 0.7258, loss_cls: 2.2168, loss: 2.2168, grad_norm: 14.5721 2021-08-17 01:30:58,861 - mmaction - INFO - Epoch [11][280/2640] lr: 1.000e-03, eta: 12:54:48, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.4477, top5_acc: 0.7383, loss_cls: 2.1660, loss: 2.1660, grad_norm: 13.8215 2021-08-17 01:31:07,045 - mmaction - INFO - Epoch [11][300/2640] lr: 1.000e-03, eta: 12:54:37, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.4562, top5_acc: 0.6992, loss_cls: 2.2984, loss: 2.2984, grad_norm: 13.4206 2021-08-17 01:31:15,381 - mmaction - INFO - Epoch [11][320/2640] lr: 1.000e-03, eta: 12:54:26, time: 0.417, data_time: 0.002, memory: 5736, top1_acc: 0.4703, top5_acc: 0.7359, loss_cls: 2.1374, loss: 2.1374, grad_norm: 14.0474 2021-08-17 01:31:23,622 - mmaction - INFO - Epoch [11][340/2640] lr: 1.000e-03, eta: 12:54:15, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.4672, top5_acc: 0.7312, loss_cls: 2.1490, loss: 2.1490, grad_norm: 13.7898 2021-08-17 01:31:31,910 - mmaction - INFO - Epoch [11][360/2640] lr: 1.000e-03, eta: 12:54:04, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.4727, top5_acc: 0.7367, loss_cls: 2.1449, loss: 2.1449, grad_norm: 14.0509 2021-08-17 01:31:40,084 - mmaction - INFO - Epoch [11][380/2640] lr: 1.000e-03, eta: 12:53:53, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.4680, top5_acc: 0.7227, loss_cls: 2.1951, loss: 2.1951, grad_norm: 14.1005 2021-08-17 01:31:48,342 - mmaction - INFO - Epoch [11][400/2640] lr: 1.000e-03, eta: 12:53:42, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.4734, top5_acc: 0.7320, loss_cls: 2.1433, loss: 2.1433, grad_norm: 14.0884 2021-08-17 01:31:56,537 - mmaction - INFO - Epoch [11][420/2640] lr: 1.000e-03, eta: 12:53:30, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.4734, top5_acc: 0.7422, loss_cls: 2.1358, loss: 2.1358, grad_norm: 13.9657 2021-08-17 01:32:04,751 - mmaction - INFO - Epoch [11][440/2640] lr: 1.000e-03, eta: 12:53:19, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.4437, top5_acc: 0.7203, loss_cls: 2.2112, loss: 2.2112, grad_norm: 13.6797 2021-08-17 01:32:12,961 - mmaction - INFO - Epoch [11][460/2640] lr: 1.000e-03, eta: 12:53:08, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.4781, top5_acc: 0.7406, loss_cls: 2.1472, loss: 2.1472, grad_norm: 14.7675 2021-08-17 01:32:21,199 - mmaction - INFO - Epoch [11][480/2640] lr: 1.000e-03, eta: 12:52:57, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.4555, top5_acc: 0.7273, loss_cls: 2.1683, loss: 2.1683, grad_norm: 14.3104 2021-08-17 01:32:29,419 - mmaction - INFO - Epoch [11][500/2640] lr: 1.000e-03, eta: 12:52:46, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.4430, top5_acc: 0.7047, loss_cls: 2.3075, loss: 2.3075, grad_norm: 14.3237 2021-08-17 01:32:37,664 - mmaction - INFO - Epoch [11][520/2640] lr: 1.000e-03, eta: 12:52:35, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.4727, top5_acc: 0.7273, loss_cls: 2.1768, loss: 2.1768, grad_norm: 13.4349 2021-08-17 01:32:45,870 - mmaction - INFO - Epoch [11][540/2640] lr: 1.000e-03, eta: 12:52:23, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.4437, top5_acc: 0.7117, loss_cls: 2.2316, loss: 2.2316, grad_norm: 14.4623 2021-08-17 01:32:54,118 - mmaction - INFO - Epoch [11][560/2640] lr: 1.000e-03, eta: 12:52:12, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.4492, top5_acc: 0.7031, loss_cls: 2.2720, loss: 2.2720, grad_norm: 13.6056 2021-08-17 01:33:02,338 - mmaction - INFO - Epoch [11][580/2640] lr: 1.000e-03, eta: 12:52:01, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.4656, top5_acc: 0.7398, loss_cls: 2.1846, loss: 2.1846, grad_norm: 14.4064 2021-08-17 01:33:10,545 - mmaction - INFO - Epoch [11][600/2640] lr: 1.000e-03, eta: 12:51:50, time: 0.410, data_time: 0.002, memory: 5736, top1_acc: 0.4719, top5_acc: 0.7305, loss_cls: 2.2013, loss: 2.2013, grad_norm: 14.8212 2021-08-17 01:33:18,753 - mmaction - INFO - Epoch [11][620/2640] lr: 1.000e-03, eta: 12:51:39, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.4703, top5_acc: 0.7484, loss_cls: 2.1035, loss: 2.1035, grad_norm: 14.0998 2021-08-17 01:33:26,993 - mmaction - INFO - Epoch [11][640/2640] lr: 1.000e-03, eta: 12:51:28, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.4500, top5_acc: 0.7234, loss_cls: 2.2001, loss: 2.2001, grad_norm: 14.8399 2021-08-17 01:33:35,202 - mmaction - INFO - Epoch [11][660/2640] lr: 1.000e-03, eta: 12:51:16, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.4672, top5_acc: 0.7336, loss_cls: 2.1779, loss: 2.1779, grad_norm: 13.7697 2021-08-17 01:33:43,457 - mmaction - INFO - Epoch [11][680/2640] lr: 1.000e-03, eta: 12:51:05, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.4625, top5_acc: 0.7242, loss_cls: 2.2131, loss: 2.2131, grad_norm: 14.1165 2021-08-17 01:33:51,678 - mmaction - INFO - Epoch [11][700/2640] lr: 1.000e-03, eta: 12:50:54, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.4672, top5_acc: 0.7234, loss_cls: 2.2097, loss: 2.2097, grad_norm: 13.5802 2021-08-17 01:33:59,942 - mmaction - INFO - Epoch [11][720/2640] lr: 1.000e-03, eta: 12:50:43, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.4695, top5_acc: 0.7164, loss_cls: 2.2476, loss: 2.2476, grad_norm: 14.0613 2021-08-17 01:34:08,086 - mmaction - INFO - Epoch [11][740/2640] lr: 1.000e-03, eta: 12:50:32, time: 0.407, data_time: 0.000, memory: 5736, top1_acc: 0.4734, top5_acc: 0.7164, loss_cls: 2.2450, loss: 2.2450, grad_norm: 13.3595 2021-08-17 01:34:16,344 - mmaction - INFO - Epoch [11][760/2640] lr: 1.000e-03, eta: 12:50:21, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.4883, top5_acc: 0.7344, loss_cls: 2.1343, loss: 2.1343, grad_norm: 14.8037 2021-08-17 01:34:24,686 - mmaction - INFO - Epoch [11][780/2640] lr: 1.000e-03, eta: 12:50:10, time: 0.417, data_time: 0.001, memory: 5736, top1_acc: 0.4602, top5_acc: 0.7438, loss_cls: 2.1793, loss: 2.1793, grad_norm: 14.0993 2021-08-17 01:34:32,943 - mmaction - INFO - Epoch [11][800/2640] lr: 1.000e-03, eta: 12:49:59, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.4664, top5_acc: 0.7156, loss_cls: 2.1816, loss: 2.1816, grad_norm: 14.2725 2021-08-17 01:34:41,192 - mmaction - INFO - Epoch [11][820/2640] lr: 1.000e-03, eta: 12:49:48, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.4469, top5_acc: 0.7211, loss_cls: 2.2539, loss: 2.2539, grad_norm: 14.3637 2021-08-17 01:34:49,595 - mmaction - INFO - Epoch [11][840/2640] lr: 1.000e-03, eta: 12:49:38, time: 0.420, data_time: 0.000, memory: 5736, top1_acc: 0.4664, top5_acc: 0.7195, loss_cls: 2.2053, loss: 2.2053, grad_norm: 14.5699 2021-08-17 01:34:57,887 - mmaction - INFO - Epoch [11][860/2640] lr: 1.000e-03, eta: 12:49:27, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.4570, top5_acc: 0.7172, loss_cls: 2.2353, loss: 2.2353, grad_norm: 14.3485 2021-08-17 01:35:06,179 - mmaction - INFO - Epoch [11][880/2640] lr: 1.000e-03, eta: 12:49:16, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.4562, top5_acc: 0.7133, loss_cls: 2.1941, loss: 2.1941, grad_norm: 14.1112 2021-08-17 01:35:14,517 - mmaction - INFO - Epoch [11][900/2640] lr: 1.000e-03, eta: 12:49:06, time: 0.417, data_time: 0.001, memory: 5736, top1_acc: 0.4695, top5_acc: 0.7406, loss_cls: 2.1280, loss: 2.1280, grad_norm: 13.9212 2021-08-17 01:35:22,831 - mmaction - INFO - Epoch [11][920/2640] lr: 1.000e-03, eta: 12:48:55, time: 0.416, data_time: 0.002, memory: 5736, top1_acc: 0.4781, top5_acc: 0.7305, loss_cls: 2.1917, loss: 2.1917, grad_norm: 14.4053 2021-08-17 01:35:31,025 - mmaction - INFO - Epoch [11][940/2640] lr: 1.000e-03, eta: 12:48:44, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.4617, top5_acc: 0.7500, loss_cls: 2.1560, loss: 2.1560, grad_norm: 13.9312 2021-08-17 01:35:39,404 - mmaction - INFO - Epoch [11][960/2640] lr: 1.000e-03, eta: 12:48:33, time: 0.419, data_time: 0.001, memory: 5736, top1_acc: 0.4703, top5_acc: 0.7523, loss_cls: 2.1404, loss: 2.1404, grad_norm: 14.1909 2021-08-17 01:35:47,733 - mmaction - INFO - Epoch [11][980/2640] lr: 1.000e-03, eta: 12:48:22, time: 0.416, data_time: 0.001, memory: 5736, top1_acc: 0.4633, top5_acc: 0.7242, loss_cls: 2.1634, loss: 2.1634, grad_norm: 15.0479 2021-08-17 01:35:56,037 - mmaction - INFO - Epoch [11][1000/2640] lr: 1.000e-03, eta: 12:48:12, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.4562, top5_acc: 0.7125, loss_cls: 2.2356, loss: 2.2356, grad_norm: 14.1945 2021-08-17 01:36:04,283 - mmaction - INFO - Epoch [11][1020/2640] lr: 1.000e-03, eta: 12:48:01, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.4469, top5_acc: 0.7203, loss_cls: 2.2491, loss: 2.2491, grad_norm: 13.9191 2021-08-17 01:36:12,502 - mmaction - INFO - Epoch [11][1040/2640] lr: 1.000e-03, eta: 12:47:50, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.4641, top5_acc: 0.7266, loss_cls: 2.1948, loss: 2.1948, grad_norm: 14.1280 2021-08-17 01:36:20,766 - mmaction - INFO - Epoch [11][1060/2640] lr: 1.000e-03, eta: 12:47:39, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.4641, top5_acc: 0.7391, loss_cls: 2.1925, loss: 2.1925, grad_norm: 13.9706 2021-08-17 01:36:28,976 - mmaction - INFO - Epoch [11][1080/2640] lr: 1.000e-03, eta: 12:47:28, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.4406, top5_acc: 0.7109, loss_cls: 2.2689, loss: 2.2689, grad_norm: 14.0487 2021-08-17 01:36:37,271 - mmaction - INFO - Epoch [11][1100/2640] lr: 1.000e-03, eta: 12:47:17, time: 0.416, data_time: 0.002, memory: 5736, top1_acc: 0.4797, top5_acc: 0.7328, loss_cls: 2.1486, loss: 2.1486, grad_norm: 13.6205 2021-08-17 01:36:45,524 - mmaction - INFO - Epoch [11][1120/2640] lr: 1.000e-03, eta: 12:47:06, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.4813, top5_acc: 0.7414, loss_cls: 2.1653, loss: 2.1653, grad_norm: 15.0107 2021-08-17 01:36:53,791 - mmaction - INFO - Epoch [11][1140/2640] lr: 1.000e-03, eta: 12:46:55, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.4859, top5_acc: 0.7234, loss_cls: 2.1586, loss: 2.1586, grad_norm: 13.5013 2021-08-17 01:37:02,088 - mmaction - INFO - Epoch [11][1160/2640] lr: 1.000e-03, eta: 12:46:44, time: 0.415, data_time: 0.000, memory: 5736, top1_acc: 0.4500, top5_acc: 0.7031, loss_cls: 2.2548, loss: 2.2548, grad_norm: 14.2251 2021-08-17 01:37:10,308 - mmaction - INFO - Epoch [11][1180/2640] lr: 1.000e-03, eta: 12:46:33, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.4641, top5_acc: 0.7344, loss_cls: 2.2003, loss: 2.2003, grad_norm: 14.0907 2021-08-17 01:37:18,530 - mmaction - INFO - Epoch [11][1200/2640] lr: 1.000e-03, eta: 12:46:22, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.4625, top5_acc: 0.7156, loss_cls: 2.2376, loss: 2.2376, grad_norm: 14.0172 2021-08-17 01:37:26,752 - mmaction - INFO - Epoch [11][1220/2640] lr: 1.000e-03, eta: 12:46:11, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.4750, top5_acc: 0.7148, loss_cls: 2.1688, loss: 2.1688, grad_norm: 13.5337 2021-08-17 01:37:35,097 - mmaction - INFO - Epoch [11][1240/2640] lr: 1.000e-03, eta: 12:46:01, time: 0.417, data_time: 0.001, memory: 5736, top1_acc: 0.4953, top5_acc: 0.7438, loss_cls: 2.0802, loss: 2.0802, grad_norm: 14.4996 2021-08-17 01:37:43,269 - mmaction - INFO - Epoch [11][1260/2640] lr: 1.000e-03, eta: 12:45:49, time: 0.409, data_time: 0.001, memory: 5736, top1_acc: 0.4664, top5_acc: 0.7203, loss_cls: 2.1868, loss: 2.1868, grad_norm: 14.0384 2021-08-17 01:37:51,603 - mmaction - INFO - Epoch [11][1280/2640] lr: 1.000e-03, eta: 12:45:39, time: 0.417, data_time: 0.002, memory: 5736, top1_acc: 0.4570, top5_acc: 0.7141, loss_cls: 2.2392, loss: 2.2392, grad_norm: 13.5250 2021-08-17 01:37:59,779 - mmaction - INFO - Epoch [11][1300/2640] lr: 1.000e-03, eta: 12:45:28, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.4750, top5_acc: 0.7289, loss_cls: 2.1820, loss: 2.1820, grad_norm: 13.9706 2021-08-17 01:38:08,043 - mmaction - INFO - Epoch [11][1320/2640] lr: 1.000e-03, eta: 12:45:17, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.4680, top5_acc: 0.7297, loss_cls: 2.1803, loss: 2.1803, grad_norm: 14.1413 2021-08-17 01:38:16,397 - mmaction - INFO - Epoch [11][1340/2640] lr: 1.000e-03, eta: 12:45:06, time: 0.418, data_time: 0.001, memory: 5736, top1_acc: 0.4531, top5_acc: 0.7180, loss_cls: 2.2673, loss: 2.2673, grad_norm: 13.8105 2021-08-17 01:38:24,615 - mmaction - INFO - Epoch [11][1360/2640] lr: 1.000e-03, eta: 12:44:55, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.4711, top5_acc: 0.7305, loss_cls: 2.1671, loss: 2.1671, grad_norm: 14.0697 2021-08-17 01:38:32,795 - mmaction - INFO - Epoch [11][1380/2640] lr: 1.000e-03, eta: 12:44:44, time: 0.409, data_time: 0.001, memory: 5736, top1_acc: 0.4359, top5_acc: 0.7070, loss_cls: 2.2632, loss: 2.2632, grad_norm: 14.3701 2021-08-17 01:38:41,034 - mmaction - INFO - Epoch [11][1400/2640] lr: 1.000e-03, eta: 12:44:33, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.4625, top5_acc: 0.7422, loss_cls: 2.1460, loss: 2.1460, grad_norm: 14.4881 2021-08-17 01:38:49,283 - mmaction - INFO - Epoch [11][1420/2640] lr: 1.000e-03, eta: 12:44:22, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.4648, top5_acc: 0.7148, loss_cls: 2.2077, loss: 2.2077, grad_norm: 13.9327 2021-08-17 01:38:57,505 - mmaction - INFO - Epoch [11][1440/2640] lr: 1.000e-03, eta: 12:44:11, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.4430, top5_acc: 0.7195, loss_cls: 2.2535, loss: 2.2535, grad_norm: 14.1095 2021-08-17 01:39:05,770 - mmaction - INFO - Epoch [11][1460/2640] lr: 1.000e-03, eta: 12:44:01, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.4727, top5_acc: 0.7406, loss_cls: 2.1380, loss: 2.1380, grad_norm: 13.8453 2021-08-17 01:39:14,038 - mmaction - INFO - Epoch [11][1480/2640] lr: 1.000e-03, eta: 12:43:50, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.5016, top5_acc: 0.7477, loss_cls: 2.0564, loss: 2.0564, grad_norm: 13.7480 2021-08-17 01:39:22,256 - mmaction - INFO - Epoch [11][1500/2640] lr: 1.000e-03, eta: 12:43:39, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.4781, top5_acc: 0.7344, loss_cls: 2.1068, loss: 2.1068, grad_norm: 14.0200 2021-08-17 01:39:30,535 - mmaction - INFO - Epoch [11][1520/2640] lr: 1.000e-03, eta: 12:43:28, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.4562, top5_acc: 0.7172, loss_cls: 2.2108, loss: 2.2108, grad_norm: 15.1103 2021-08-17 01:39:38,735 - mmaction - INFO - Epoch [11][1540/2640] lr: 1.000e-03, eta: 12:43:17, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.4617, top5_acc: 0.7203, loss_cls: 2.2528, loss: 2.2528, grad_norm: 14.1019 2021-08-17 01:39:46,996 - mmaction - INFO - Epoch [11][1560/2640] lr: 1.000e-03, eta: 12:43:06, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.4602, top5_acc: 0.7102, loss_cls: 2.2445, loss: 2.2445, grad_norm: 13.6355 2021-08-17 01:39:55,167 - mmaction - INFO - Epoch [11][1580/2640] lr: 1.000e-03, eta: 12:42:55, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.4703, top5_acc: 0.7211, loss_cls: 2.2004, loss: 2.2004, grad_norm: 14.1637 2021-08-17 01:40:03,412 - mmaction - INFO - Epoch [11][1600/2640] lr: 1.000e-03, eta: 12:42:44, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.4773, top5_acc: 0.7344, loss_cls: 2.1233, loss: 2.1233, grad_norm: 13.9787 2021-08-17 01:40:11,611 - mmaction - INFO - Epoch [11][1620/2640] lr: 1.000e-03, eta: 12:42:33, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.4539, top5_acc: 0.7094, loss_cls: 2.2772, loss: 2.2772, grad_norm: 13.7031 2021-08-17 01:40:19,855 - mmaction - INFO - Epoch [11][1640/2640] lr: 1.000e-03, eta: 12:42:22, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.4414, top5_acc: 0.7164, loss_cls: 2.2750, loss: 2.2750, grad_norm: 13.4667 2021-08-17 01:40:28,054 - mmaction - INFO - Epoch [11][1660/2640] lr: 1.000e-03, eta: 12:42:11, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.4602, top5_acc: 0.7172, loss_cls: 2.2314, loss: 2.2314, grad_norm: 13.9718 2021-08-17 01:40:36,317 - mmaction - INFO - Epoch [11][1680/2640] lr: 1.000e-03, eta: 12:42:00, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.4781, top5_acc: 0.7430, loss_cls: 2.1118, loss: 2.1118, grad_norm: 14.1039 2021-08-17 01:40:44,547 - mmaction - INFO - Epoch [11][1700/2640] lr: 1.000e-03, eta: 12:41:49, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.4742, top5_acc: 0.7375, loss_cls: 2.1356, loss: 2.1356, grad_norm: 13.6013 2021-08-17 01:40:52,861 - mmaction - INFO - Epoch [11][1720/2640] lr: 1.000e-03, eta: 12:41:39, time: 0.415, data_time: 0.000, memory: 5736, top1_acc: 0.4586, top5_acc: 0.7234, loss_cls: 2.2614, loss: 2.2614, grad_norm: 14.3415 2021-08-17 01:41:01,103 - mmaction - INFO - Epoch [11][1740/2640] lr: 1.000e-03, eta: 12:41:28, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.4586, top5_acc: 0.7297, loss_cls: 2.1920, loss: 2.1920, grad_norm: 13.8647 2021-08-17 01:41:09,365 - mmaction - INFO - Epoch [11][1760/2640] lr: 1.000e-03, eta: 12:41:17, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.4547, top5_acc: 0.7328, loss_cls: 2.1723, loss: 2.1723, grad_norm: 14.0029 2021-08-17 01:41:17,607 - mmaction - INFO - Epoch [11][1780/2640] lr: 1.000e-03, eta: 12:41:06, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.4430, top5_acc: 0.6922, loss_cls: 2.3357, loss: 2.3357, grad_norm: 13.7613 2021-08-17 01:41:25,901 - mmaction - INFO - Epoch [11][1800/2640] lr: 1.000e-03, eta: 12:40:56, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.4633, top5_acc: 0.7047, loss_cls: 2.2525, loss: 2.2525, grad_norm: 13.6178 2021-08-17 01:41:34,110 - mmaction - INFO - Epoch [11][1820/2640] lr: 1.000e-03, eta: 12:40:45, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.4453, top5_acc: 0.7125, loss_cls: 2.2745, loss: 2.2745, grad_norm: 13.9122 2021-08-17 01:41:42,410 - mmaction - INFO - Epoch [11][1840/2640] lr: 1.000e-03, eta: 12:40:34, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.4836, top5_acc: 0.7266, loss_cls: 2.1360, loss: 2.1360, grad_norm: 13.9144 2021-08-17 01:41:50,659 - mmaction - INFO - Epoch [11][1860/2640] lr: 1.000e-03, eta: 12:40:23, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.4664, top5_acc: 0.7336, loss_cls: 2.2397, loss: 2.2397, grad_norm: 13.0482 2021-08-17 01:41:58,914 - mmaction - INFO - Epoch [11][1880/2640] lr: 1.000e-03, eta: 12:40:13, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.4602, top5_acc: 0.7227, loss_cls: 2.2090, loss: 2.2090, grad_norm: 15.0506 2021-08-17 01:42:07,108 - mmaction - INFO - Epoch [11][1900/2640] lr: 1.000e-03, eta: 12:40:02, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.4594, top5_acc: 0.7391, loss_cls: 2.1718, loss: 2.1718, grad_norm: 13.4594 2021-08-17 01:42:15,386 - mmaction - INFO - Epoch [11][1920/2640] lr: 1.000e-03, eta: 12:39:51, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.4516, top5_acc: 0.7047, loss_cls: 2.3061, loss: 2.3061, grad_norm: 13.6962 2021-08-17 01:42:23,618 - mmaction - INFO - Epoch [11][1940/2640] lr: 1.000e-03, eta: 12:39:40, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.4734, top5_acc: 0.7305, loss_cls: 2.1863, loss: 2.1863, grad_norm: 13.5105 2021-08-17 01:42:31,941 - mmaction - INFO - Epoch [11][1960/2640] lr: 1.000e-03, eta: 12:39:30, time: 0.417, data_time: 0.002, memory: 5736, top1_acc: 0.4703, top5_acc: 0.7227, loss_cls: 2.2034, loss: 2.2034, grad_norm: 13.7667 2021-08-17 01:42:40,168 - mmaction - INFO - Epoch [11][1980/2640] lr: 1.000e-03, eta: 12:39:19, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.4727, top5_acc: 0.7328, loss_cls: 2.1856, loss: 2.1856, grad_norm: 13.7824 2021-08-17 01:42:48,586 - mmaction - INFO - Epoch [11][2000/2640] lr: 1.000e-03, eta: 12:39:08, time: 0.420, data_time: 0.001, memory: 5736, top1_acc: 0.4484, top5_acc: 0.7188, loss_cls: 2.2458, loss: 2.2458, grad_norm: 14.3879 2021-08-17 01:42:56,759 - mmaction - INFO - Epoch [11][2020/2640] lr: 1.000e-03, eta: 12:38:57, time: 0.409, data_time: 0.001, memory: 5736, top1_acc: 0.4719, top5_acc: 0.7164, loss_cls: 2.2339, loss: 2.2339, grad_norm: 14.2187 2021-08-17 01:43:04,962 - mmaction - INFO - Epoch [11][2040/2640] lr: 1.000e-03, eta: 12:38:47, time: 0.410, data_time: 0.002, memory: 5736, top1_acc: 0.4617, top5_acc: 0.7234, loss_cls: 2.2044, loss: 2.2044, grad_norm: 13.7876 2021-08-17 01:43:13,186 - mmaction - INFO - Epoch [11][2060/2640] lr: 1.000e-03, eta: 12:38:36, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.4758, top5_acc: 0.7305, loss_cls: 2.1962, loss: 2.1962, grad_norm: 13.8767 2021-08-17 01:43:21,379 - mmaction - INFO - Epoch [11][2080/2640] lr: 1.000e-03, eta: 12:38:25, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.4508, top5_acc: 0.6937, loss_cls: 2.2952, loss: 2.2952, grad_norm: 14.5239 2021-08-17 01:43:29,581 - mmaction - INFO - Epoch [11][2100/2640] lr: 1.000e-03, eta: 12:38:14, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.4437, top5_acc: 0.7133, loss_cls: 2.3001, loss: 2.3001, grad_norm: 14.0139 2021-08-17 01:43:37,826 - mmaction - INFO - Epoch [11][2120/2640] lr: 1.000e-03, eta: 12:38:03, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.4711, top5_acc: 0.7180, loss_cls: 2.2524, loss: 2.2524, grad_norm: 13.5723 2021-08-17 01:43:46,115 - mmaction - INFO - Epoch [11][2140/2640] lr: 1.000e-03, eta: 12:37:52, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.4734, top5_acc: 0.7117, loss_cls: 2.2289, loss: 2.2289, grad_norm: 13.9157 2021-08-17 01:43:54,351 - mmaction - INFO - Epoch [11][2160/2640] lr: 1.000e-03, eta: 12:37:42, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.4617, top5_acc: 0.7438, loss_cls: 2.1758, loss: 2.1758, grad_norm: 13.5190 2021-08-17 01:44:02,552 - mmaction - INFO - Epoch [11][2180/2640] lr: 1.000e-03, eta: 12:37:31, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.4555, top5_acc: 0.7180, loss_cls: 2.2210, loss: 2.2210, grad_norm: 14.3066 2021-08-17 01:44:10,782 - mmaction - INFO - Epoch [11][2200/2640] lr: 1.000e-03, eta: 12:37:20, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.4508, top5_acc: 0.7242, loss_cls: 2.2261, loss: 2.2261, grad_norm: 13.8900 2021-08-17 01:44:19,008 - mmaction - INFO - Epoch [11][2220/2640] lr: 1.000e-03, eta: 12:37:09, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.4711, top5_acc: 0.7461, loss_cls: 2.1964, loss: 2.1964, grad_norm: 13.8946 2021-08-17 01:44:27,267 - mmaction - INFO - Epoch [11][2240/2640] lr: 1.000e-03, eta: 12:36:58, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.4961, top5_acc: 0.7430, loss_cls: 2.1211, loss: 2.1211, grad_norm: 13.7710 2021-08-17 01:44:35,489 - mmaction - INFO - Epoch [11][2260/2640] lr: 1.000e-03, eta: 12:36:47, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.4414, top5_acc: 0.7133, loss_cls: 2.2910, loss: 2.2910, grad_norm: 14.7424 2021-08-17 01:44:43,699 - mmaction - INFO - Epoch [11][2280/2640] lr: 1.000e-03, eta: 12:36:37, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.4492, top5_acc: 0.7234, loss_cls: 2.2221, loss: 2.2221, grad_norm: 14.4128 2021-08-17 01:44:52,027 - mmaction - INFO - Epoch [11][2300/2640] lr: 1.000e-03, eta: 12:36:26, time: 0.416, data_time: 0.001, memory: 5736, top1_acc: 0.4430, top5_acc: 0.7273, loss_cls: 2.2233, loss: 2.2233, grad_norm: 14.2350 2021-08-17 01:45:00,272 - mmaction - INFO - Epoch [11][2320/2640] lr: 1.000e-03, eta: 12:36:15, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.4773, top5_acc: 0.7422, loss_cls: 2.1662, loss: 2.1662, grad_norm: 13.8534 2021-08-17 01:45:08,506 - mmaction - INFO - Epoch [11][2340/2640] lr: 1.000e-03, eta: 12:36:05, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.4836, top5_acc: 0.7492, loss_cls: 2.1428, loss: 2.1428, grad_norm: 14.1052 2021-08-17 01:45:16,736 - mmaction - INFO - Epoch [11][2360/2640] lr: 1.000e-03, eta: 12:35:54, time: 0.411, data_time: 0.002, memory: 5736, top1_acc: 0.4523, top5_acc: 0.7141, loss_cls: 2.2654, loss: 2.2654, grad_norm: 14.5349 2021-08-17 01:45:24,924 - mmaction - INFO - Epoch [11][2380/2640] lr: 1.000e-03, eta: 12:35:43, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.4523, top5_acc: 0.7430, loss_cls: 2.1698, loss: 2.1698, grad_norm: 13.7458 2021-08-17 01:45:33,217 - mmaction - INFO - Epoch [11][2400/2640] lr: 1.000e-03, eta: 12:35:32, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.4906, top5_acc: 0.7492, loss_cls: 2.0861, loss: 2.0861, grad_norm: 14.3234 2021-08-17 01:45:41,593 - mmaction - INFO - Epoch [11][2420/2640] lr: 1.000e-03, eta: 12:35:22, time: 0.419, data_time: 0.000, memory: 5736, top1_acc: 0.4742, top5_acc: 0.7406, loss_cls: 2.1754, loss: 2.1754, grad_norm: 14.2412 2021-08-17 01:45:49,856 - mmaction - INFO - Epoch [11][2440/2640] lr: 1.000e-03, eta: 12:35:11, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.4711, top5_acc: 0.7156, loss_cls: 2.2618, loss: 2.2618, grad_norm: 14.1274 2021-08-17 01:45:58,081 - mmaction - INFO - Epoch [11][2460/2640] lr: 1.000e-03, eta: 12:35:01, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.4547, top5_acc: 0.7273, loss_cls: 2.2349, loss: 2.2349, grad_norm: 13.7755 2021-08-17 01:46:06,385 - mmaction - INFO - Epoch [11][2480/2640] lr: 1.000e-03, eta: 12:34:50, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.4617, top5_acc: 0.7320, loss_cls: 2.1299, loss: 2.1299, grad_norm: 14.0616 2021-08-17 01:46:14,567 - mmaction - INFO - Epoch [11][2500/2640] lr: 1.000e-03, eta: 12:34:39, time: 0.409, data_time: 0.001, memory: 5736, top1_acc: 0.4180, top5_acc: 0.6937, loss_cls: 2.3972, loss: 2.3972, grad_norm: 14.2959 2021-08-17 01:46:22,854 - mmaction - INFO - Epoch [11][2520/2640] lr: 1.000e-03, eta: 12:34:29, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.4555, top5_acc: 0.7250, loss_cls: 2.2160, loss: 2.2160, grad_norm: 13.7067 2021-08-17 01:46:31,101 - mmaction - INFO - Epoch [11][2540/2640] lr: 1.000e-03, eta: 12:34:18, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.4602, top5_acc: 0.7188, loss_cls: 2.2765, loss: 2.2765, grad_norm: 14.2084 2021-08-17 01:46:39,429 - mmaction - INFO - Epoch [11][2560/2640] lr: 1.000e-03, eta: 12:34:08, time: 0.416, data_time: 0.001, memory: 5736, top1_acc: 0.4633, top5_acc: 0.7305, loss_cls: 2.2144, loss: 2.2144, grad_norm: 14.2303 2021-08-17 01:46:47,654 - mmaction - INFO - Epoch [11][2580/2640] lr: 1.000e-03, eta: 12:33:57, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.4625, top5_acc: 0.7063, loss_cls: 2.2404, loss: 2.2404, grad_norm: 13.6349 2021-08-17 01:46:55,921 - mmaction - INFO - Epoch [11][2600/2640] lr: 1.000e-03, eta: 12:33:46, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.4641, top5_acc: 0.7125, loss_cls: 2.2209, loss: 2.2209, grad_norm: 14.4355 2021-08-17 01:47:04,167 - mmaction - INFO - Epoch [11][2620/2640] lr: 1.000e-03, eta: 12:33:36, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.4695, top5_acc: 0.7109, loss_cls: 2.2225, loss: 2.2225, grad_norm: 13.3433 2021-08-17 01:47:12,157 - mmaction - INFO - Epoch [11][2640/2640] lr: 1.000e-03, eta: 12:33:24, time: 0.400, data_time: 0.002, memory: 5736, top1_acc: 0.4484, top5_acc: 0.7169, loss_cls: 2.2960, loss: 2.2960, grad_norm: 14.7099 2021-08-17 01:47:16,760 - mmaction - INFO - Saving checkpoint at 11 epochs 2021-08-17 01:47:17,805 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-08-17 01:48:48,722 - mmaction - INFO - Epoch [12][20/2640] lr: 1.000e-03, eta: 12:38:06, time: 4.544, data_time: 4.094, memory: 5736, top1_acc: 0.4805, top5_acc: 0.7430, loss_cls: 2.1407, loss: 2.1407, grad_norm: 14.1083 2021-08-17 01:48:56,964 - mmaction - INFO - Epoch [12][40/2640] lr: 1.000e-03, eta: 12:37:55, time: 0.413, data_time: 0.005, memory: 5736, top1_acc: 0.4914, top5_acc: 0.7594, loss_cls: 2.0275, loss: 2.0275, grad_norm: 14.3959 2021-08-17 01:49:05,124 - mmaction - INFO - Epoch [12][60/2640] lr: 1.000e-03, eta: 12:37:44, time: 0.408, data_time: 0.000, memory: 5736, top1_acc: 0.4570, top5_acc: 0.7367, loss_cls: 2.1268, loss: 2.1268, grad_norm: 13.6624 2021-08-17 01:49:13,366 - mmaction - INFO - Epoch [12][80/2640] lr: 1.000e-03, eta: 12:37:33, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.4820, top5_acc: 0.7445, loss_cls: 2.1004, loss: 2.1004, grad_norm: 13.9069 2021-08-17 01:49:21,602 - mmaction - INFO - Epoch [12][100/2640] lr: 1.000e-03, eta: 12:37:22, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.4906, top5_acc: 0.7352, loss_cls: 2.1354, loss: 2.1354, grad_norm: 13.8828 2021-08-17 01:49:29,796 - mmaction - INFO - Epoch [12][120/2640] lr: 1.000e-03, eta: 12:37:11, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.4641, top5_acc: 0.7492, loss_cls: 2.1395, loss: 2.1395, grad_norm: 13.4319 2021-08-17 01:49:37,998 - mmaction - INFO - Epoch [12][140/2640] lr: 1.000e-03, eta: 12:37:00, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.4680, top5_acc: 0.7438, loss_cls: 2.1457, loss: 2.1457, grad_norm: 14.7878 2021-08-17 01:49:46,234 - mmaction - INFO - Epoch [12][160/2640] lr: 1.000e-03, eta: 12:36:49, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.4719, top5_acc: 0.7336, loss_cls: 2.2030, loss: 2.2030, grad_norm: 14.0492 2021-08-17 01:49:54,519 - mmaction - INFO - Epoch [12][180/2640] lr: 1.000e-03, eta: 12:36:38, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.4719, top5_acc: 0.7320, loss_cls: 2.1552, loss: 2.1552, grad_norm: 13.7855 2021-08-17 01:50:02,760 - mmaction - INFO - Epoch [12][200/2640] lr: 1.000e-03, eta: 12:36:27, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.4836, top5_acc: 0.7523, loss_cls: 2.0605, loss: 2.0605, grad_norm: 13.8606 2021-08-17 01:50:11,024 - mmaction - INFO - Epoch [12][220/2640] lr: 1.000e-03, eta: 12:36:16, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.4828, top5_acc: 0.7320, loss_cls: 2.1794, loss: 2.1794, grad_norm: 14.4649 2021-08-17 01:50:19,279 - mmaction - INFO - Epoch [12][240/2640] lr: 1.000e-03, eta: 12:36:06, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.4727, top5_acc: 0.7297, loss_cls: 2.1661, loss: 2.1661, grad_norm: 13.9897 2021-08-17 01:50:27,566 - mmaction - INFO - Epoch [12][260/2640] lr: 1.000e-03, eta: 12:35:55, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.4867, top5_acc: 0.7469, loss_cls: 2.1199, loss: 2.1199, grad_norm: 14.6078 2021-08-17 01:50:35,810 - mmaction - INFO - Epoch [12][280/2640] lr: 1.000e-03, eta: 12:35:44, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.4836, top5_acc: 0.7516, loss_cls: 2.0851, loss: 2.0851, grad_norm: 14.2177 2021-08-17 01:50:44,002 - mmaction - INFO - Epoch [12][300/2640] lr: 1.000e-03, eta: 12:35:33, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.4750, top5_acc: 0.7164, loss_cls: 2.2008, loss: 2.2008, grad_norm: 14.5300 2021-08-17 01:50:52,284 - mmaction - INFO - Epoch [12][320/2640] lr: 1.000e-03, eta: 12:35:22, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.4766, top5_acc: 0.7258, loss_cls: 2.1850, loss: 2.1850, grad_norm: 14.0975 2021-08-17 01:51:00,521 - mmaction - INFO - Epoch [12][340/2640] lr: 1.000e-03, eta: 12:35:11, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.4516, top5_acc: 0.7172, loss_cls: 2.2165, loss: 2.2165, grad_norm: 14.1708 2021-08-17 01:51:08,776 - mmaction - INFO - Epoch [12][360/2640] lr: 1.000e-03, eta: 12:35:00, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.4773, top5_acc: 0.7312, loss_cls: 2.1576, loss: 2.1576, grad_norm: 14.7148 2021-08-17 01:51:16,966 - mmaction - INFO - Epoch [12][380/2640] lr: 1.000e-03, eta: 12:34:49, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.4617, top5_acc: 0.7234, loss_cls: 2.2083, loss: 2.2083, grad_norm: 13.9428 2021-08-17 01:51:25,312 - mmaction - INFO - Epoch [12][400/2640] lr: 1.000e-03, eta: 12:34:39, time: 0.417, data_time: 0.001, memory: 5736, top1_acc: 0.4664, top5_acc: 0.7258, loss_cls: 2.1945, loss: 2.1945, grad_norm: 14.6144 2021-08-17 01:51:33,531 - mmaction - INFO - Epoch [12][420/2640] lr: 1.000e-03, eta: 12:34:28, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.4875, top5_acc: 0.7609, loss_cls: 2.0772, loss: 2.0772, grad_norm: 13.5287 2021-08-17 01:51:41,783 - mmaction - INFO - Epoch [12][440/2640] lr: 1.000e-03, eta: 12:34:17, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.4695, top5_acc: 0.7320, loss_cls: 2.1177, loss: 2.1177, grad_norm: 14.2650 2021-08-17 01:51:50,009 - mmaction - INFO - Epoch [12][460/2640] lr: 1.000e-03, eta: 12:34:06, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.4836, top5_acc: 0.7336, loss_cls: 2.1116, loss: 2.1116, grad_norm: 14.3095 2021-08-17 01:51:58,268 - mmaction - INFO - Epoch [12][480/2640] lr: 1.000e-03, eta: 12:33:55, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.4672, top5_acc: 0.7359, loss_cls: 2.1541, loss: 2.1541, grad_norm: 13.6496 2021-08-17 01:52:06,531 - mmaction - INFO - Epoch [12][500/2640] lr: 1.000e-03, eta: 12:33:44, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.4797, top5_acc: 0.7578, loss_cls: 2.1509, loss: 2.1509, grad_norm: 13.9179 2021-08-17 01:52:14,745 - mmaction - INFO - Epoch [12][520/2640] lr: 1.000e-03, eta: 12:33:33, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.4844, top5_acc: 0.7305, loss_cls: 2.1365, loss: 2.1365, grad_norm: 13.8858 2021-08-17 01:52:23,005 - mmaction - INFO - Epoch [12][540/2640] lr: 1.000e-03, eta: 12:33:23, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.4594, top5_acc: 0.7281, loss_cls: 2.2076, loss: 2.2076, grad_norm: 13.6471 2021-08-17 01:52:31,265 - mmaction - INFO - Epoch [12][560/2640] lr: 1.000e-03, eta: 12:33:12, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.4711, top5_acc: 0.7430, loss_cls: 2.0859, loss: 2.0859, grad_norm: 14.4769 2021-08-17 01:52:39,530 - mmaction - INFO - Epoch [12][580/2640] lr: 1.000e-03, eta: 12:33:01, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.4703, top5_acc: 0.7398, loss_cls: 2.1565, loss: 2.1565, grad_norm: 13.8776 2021-08-17 01:52:47,746 - mmaction - INFO - Epoch [12][600/2640] lr: 1.000e-03, eta: 12:32:50, time: 0.411, data_time: 0.002, memory: 5736, top1_acc: 0.4758, top5_acc: 0.7383, loss_cls: 2.1250, loss: 2.1250, grad_norm: 14.4734 2021-08-17 01:52:55,960 - mmaction - INFO - Epoch [12][620/2640] lr: 1.000e-03, eta: 12:32:39, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.4727, top5_acc: 0.7203, loss_cls: 2.1960, loss: 2.1960, grad_norm: 14.3010 2021-08-17 01:53:04,213 - mmaction - INFO - Epoch [12][640/2640] lr: 1.000e-03, eta: 12:32:28, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.4703, top5_acc: 0.7547, loss_cls: 2.0860, loss: 2.0860, grad_norm: 14.6722 2021-08-17 01:53:12,443 - mmaction - INFO - Epoch [12][660/2640] lr: 1.000e-03, eta: 12:32:18, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.4742, top5_acc: 0.7445, loss_cls: 2.1650, loss: 2.1650, grad_norm: 14.3421 2021-08-17 01:53:20,678 - mmaction - INFO - Epoch [12][680/2640] lr: 1.000e-03, eta: 12:32:07, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.4695, top5_acc: 0.7203, loss_cls: 2.2029, loss: 2.2029, grad_norm: 13.7981 2021-08-17 01:53:28,964 - mmaction - INFO - Epoch [12][700/2640] lr: 1.000e-03, eta: 12:31:56, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.4813, top5_acc: 0.7438, loss_cls: 2.1112, loss: 2.1112, grad_norm: 13.7764 2021-08-17 01:53:37,281 - mmaction - INFO - Epoch [12][720/2640] lr: 1.000e-03, eta: 12:31:45, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.4828, top5_acc: 0.7500, loss_cls: 2.0867, loss: 2.0867, grad_norm: 14.0072 2021-08-17 01:53:45,612 - mmaction - INFO - Epoch [12][740/2640] lr: 1.000e-03, eta: 12:31:35, time: 0.417, data_time: 0.001, memory: 5736, top1_acc: 0.4641, top5_acc: 0.7336, loss_cls: 2.1713, loss: 2.1713, grad_norm: 14.5233 2021-08-17 01:53:53,864 - mmaction - INFO - Epoch [12][760/2640] lr: 1.000e-03, eta: 12:31:24, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.4820, top5_acc: 0.7477, loss_cls: 2.1062, loss: 2.1062, grad_norm: 13.4224 2021-08-17 01:54:02,118 - mmaction - INFO - Epoch [12][780/2640] lr: 1.000e-03, eta: 12:31:13, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.4766, top5_acc: 0.7422, loss_cls: 2.1218, loss: 2.1218, grad_norm: 14.2621 2021-08-17 01:54:10,341 - mmaction - INFO - Epoch [12][800/2640] lr: 1.000e-03, eta: 12:31:03, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.4781, top5_acc: 0.7352, loss_cls: 2.0890, loss: 2.0890, grad_norm: 13.9670 2021-08-17 01:54:18,597 - mmaction - INFO - Epoch [12][820/2640] lr: 1.000e-03, eta: 12:30:52, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.4930, top5_acc: 0.7492, loss_cls: 2.0882, loss: 2.0882, grad_norm: 13.7315 2021-08-17 01:54:26,905 - mmaction - INFO - Epoch [12][840/2640] lr: 1.000e-03, eta: 12:30:41, time: 0.416, data_time: 0.001, memory: 5736, top1_acc: 0.4875, top5_acc: 0.7555, loss_cls: 2.0734, loss: 2.0734, grad_norm: 14.2136 2021-08-17 01:54:35,187 - mmaction - INFO - Epoch [12][860/2640] lr: 1.000e-03, eta: 12:30:31, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.4836, top5_acc: 0.7523, loss_cls: 2.0958, loss: 2.0958, grad_norm: 14.4992 2021-08-17 01:54:43,459 - mmaction - INFO - Epoch [12][880/2640] lr: 1.000e-03, eta: 12:30:20, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.4492, top5_acc: 0.7031, loss_cls: 2.2547, loss: 2.2547, grad_norm: 14.5845 2021-08-17 01:54:51,668 - mmaction - INFO - Epoch [12][900/2640] lr: 1.000e-03, eta: 12:30:09, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.4531, top5_acc: 0.7297, loss_cls: 2.1956, loss: 2.1956, grad_norm: 13.6398 2021-08-17 01:54:59,945 - mmaction - INFO - Epoch [12][920/2640] lr: 1.000e-03, eta: 12:29:58, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.4773, top5_acc: 0.7273, loss_cls: 2.1656, loss: 2.1656, grad_norm: 14.0735 2021-08-17 01:55:08,161 - mmaction - INFO - Epoch [12][940/2640] lr: 1.000e-03, eta: 12:29:47, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.4836, top5_acc: 0.7219, loss_cls: 2.1860, loss: 2.1860, grad_norm: 13.8243 2021-08-17 01:55:16,390 - mmaction - INFO - Epoch [12][960/2640] lr: 1.000e-03, eta: 12:29:37, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.4437, top5_acc: 0.7227, loss_cls: 2.2619, loss: 2.2619, grad_norm: 14.2175 2021-08-17 01:55:24,625 - mmaction - INFO - Epoch [12][980/2640] lr: 1.000e-03, eta: 12:29:26, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.4617, top5_acc: 0.7266, loss_cls: 2.2277, loss: 2.2277, grad_norm: 13.7422 2021-08-17 01:55:32,887 - mmaction - INFO - Epoch [12][1000/2640] lr: 1.000e-03, eta: 12:29:15, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.4609, top5_acc: 0.7375, loss_cls: 2.1616, loss: 2.1616, grad_norm: 14.3987 2021-08-17 01:55:41,099 - mmaction - INFO - Epoch [12][1020/2640] lr: 1.000e-03, eta: 12:29:04, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.4805, top5_acc: 0.7547, loss_cls: 2.1183, loss: 2.1183, grad_norm: 14.4271 2021-08-17 01:55:49,373 - mmaction - INFO - Epoch [12][1040/2640] lr: 1.000e-03, eta: 12:28:54, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.4492, top5_acc: 0.7109, loss_cls: 2.2799, loss: 2.2799, grad_norm: 13.7904 2021-08-17 01:55:57,589 - mmaction - INFO - Epoch [12][1060/2640] lr: 1.000e-03, eta: 12:28:43, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.4922, top5_acc: 0.7484, loss_cls: 2.0632, loss: 2.0632, grad_norm: 14.4433 2021-08-17 01:56:05,811 - mmaction - INFO - Epoch [12][1080/2640] lr: 1.000e-03, eta: 12:28:32, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.4539, top5_acc: 0.7109, loss_cls: 2.2582, loss: 2.2582, grad_norm: 13.4790 2021-08-17 01:56:14,054 - mmaction - INFO - Epoch [12][1100/2640] lr: 1.000e-03, eta: 12:28:21, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.4484, top5_acc: 0.7297, loss_cls: 2.2249, loss: 2.2249, grad_norm: 14.6115 2021-08-17 01:56:22,321 - mmaction - INFO - Epoch [12][1120/2640] lr: 1.000e-03, eta: 12:28:10, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.4680, top5_acc: 0.7266, loss_cls: 2.2139, loss: 2.2139, grad_norm: 13.8274 2021-08-17 01:56:30,541 - mmaction - INFO - Epoch [12][1140/2640] lr: 1.000e-03, eta: 12:28:00, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.4750, top5_acc: 0.7242, loss_cls: 2.1857, loss: 2.1857, grad_norm: 14.0034 2021-08-17 01:56:38,787 - mmaction - INFO - Epoch [12][1160/2640] lr: 1.000e-03, eta: 12:27:49, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.4672, top5_acc: 0.7352, loss_cls: 2.1273, loss: 2.1273, grad_norm: 14.3159 2021-08-17 01:56:46,983 - mmaction - INFO - Epoch [12][1180/2640] lr: 1.000e-03, eta: 12:27:38, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.4844, top5_acc: 0.7516, loss_cls: 2.0754, loss: 2.0754, grad_norm: 13.7423 2021-08-17 01:56:55,240 - mmaction - INFO - Epoch [12][1200/2640] lr: 1.000e-03, eta: 12:27:27, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.4672, top5_acc: 0.7352, loss_cls: 2.1206, loss: 2.1206, grad_norm: 14.6499 2021-08-17 01:57:03,462 - mmaction - INFO - Epoch [12][1220/2640] lr: 1.000e-03, eta: 12:27:16, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.4680, top5_acc: 0.7406, loss_cls: 2.1553, loss: 2.1553, grad_norm: 13.9217 2021-08-17 01:57:11,790 - mmaction - INFO - Epoch [12][1240/2640] lr: 1.000e-03, eta: 12:27:06, time: 0.416, data_time: 0.001, memory: 5736, top1_acc: 0.4484, top5_acc: 0.7289, loss_cls: 2.1523, loss: 2.1523, grad_norm: 14.3222 2021-08-17 01:57:19,997 - mmaction - INFO - Epoch [12][1260/2640] lr: 1.000e-03, eta: 12:26:55, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.4531, top5_acc: 0.7148, loss_cls: 2.2242, loss: 2.2242, grad_norm: 14.6651 2021-08-17 01:57:28,279 - mmaction - INFO - Epoch [12][1280/2640] lr: 1.000e-03, eta: 12:26:45, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.4609, top5_acc: 0.7289, loss_cls: 2.1518, loss: 2.1518, grad_norm: 14.1479 2021-08-17 01:57:36,530 - mmaction - INFO - Epoch [12][1300/2640] lr: 1.000e-03, eta: 12:26:34, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.4727, top5_acc: 0.7195, loss_cls: 2.1824, loss: 2.1824, grad_norm: 14.3032 2021-08-17 01:57:44,789 - mmaction - INFO - Epoch [12][1320/2640] lr: 1.000e-03, eta: 12:26:23, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.4867, top5_acc: 0.7469, loss_cls: 2.0876, loss: 2.0876, grad_norm: 14.0665 2021-08-17 01:57:52,998 - mmaction - INFO - Epoch [12][1340/2640] lr: 1.000e-03, eta: 12:26:12, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.4820, top5_acc: 0.7312, loss_cls: 2.1330, loss: 2.1330, grad_norm: 13.6321 2021-08-17 01:58:01,243 - mmaction - INFO - Epoch [12][1360/2640] lr: 1.000e-03, eta: 12:26:02, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.4992, top5_acc: 0.7648, loss_cls: 2.0676, loss: 2.0676, grad_norm: 14.4813 2021-08-17 01:58:09,454 - mmaction - INFO - Epoch [12][1380/2640] lr: 1.000e-03, eta: 12:25:51, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.4656, top5_acc: 0.7344, loss_cls: 2.1773, loss: 2.1773, grad_norm: 13.5029 2021-08-17 01:58:17,692 - mmaction - INFO - Epoch [12][1400/2640] lr: 1.000e-03, eta: 12:25:40, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.4703, top5_acc: 0.7430, loss_cls: 2.1103, loss: 2.1103, grad_norm: 14.8482 2021-08-17 01:58:25,884 - mmaction - INFO - Epoch [12][1420/2640] lr: 1.000e-03, eta: 12:25:29, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.4633, top5_acc: 0.7188, loss_cls: 2.1948, loss: 2.1948, grad_norm: 13.8551 2021-08-17 01:58:34,125 - mmaction - INFO - Epoch [12][1440/2640] lr: 1.000e-03, eta: 12:25:19, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.4742, top5_acc: 0.7406, loss_cls: 2.1389, loss: 2.1389, grad_norm: 14.0335 2021-08-17 01:58:42,318 - mmaction - INFO - Epoch [12][1460/2640] lr: 1.000e-03, eta: 12:25:08, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.4766, top5_acc: 0.7289, loss_cls: 2.1287, loss: 2.1287, grad_norm: 14.0906 2021-08-17 01:58:50,547 - mmaction - INFO - Epoch [12][1480/2640] lr: 1.000e-03, eta: 12:24:57, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.4664, top5_acc: 0.7352, loss_cls: 2.1432, loss: 2.1432, grad_norm: 14.5914 2021-08-17 01:58:58,778 - mmaction - INFO - Epoch [12][1500/2640] lr: 1.000e-03, eta: 12:24:46, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.4672, top5_acc: 0.7430, loss_cls: 2.1283, loss: 2.1283, grad_norm: 14.5098 2021-08-17 01:59:07,004 - mmaction - INFO - Epoch [12][1520/2640] lr: 1.000e-03, eta: 12:24:35, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.4945, top5_acc: 0.7453, loss_cls: 2.0677, loss: 2.0677, grad_norm: 14.1128 2021-08-17 01:59:15,283 - mmaction - INFO - Epoch [12][1540/2640] lr: 1.000e-03, eta: 12:24:25, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.4813, top5_acc: 0.7391, loss_cls: 2.1756, loss: 2.1756, grad_norm: 14.0931 2021-08-17 01:59:23,519 - mmaction - INFO - Epoch [12][1560/2640] lr: 1.000e-03, eta: 12:24:14, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.4727, top5_acc: 0.7125, loss_cls: 2.2070, loss: 2.2070, grad_norm: 13.5697 2021-08-17 01:59:31,800 - mmaction - INFO - Epoch [12][1580/2640] lr: 1.000e-03, eta: 12:24:04, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.4594, top5_acc: 0.7156, loss_cls: 2.2032, loss: 2.2032, grad_norm: 14.6595 2021-08-17 01:59:39,980 - mmaction - INFO - Epoch [12][1600/2640] lr: 1.000e-03, eta: 12:23:53, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.4883, top5_acc: 0.7539, loss_cls: 2.0525, loss: 2.0525, grad_norm: 13.7394 2021-08-17 01:59:48,198 - mmaction - INFO - Epoch [12][1620/2640] lr: 1.000e-03, eta: 12:23:42, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.4891, top5_acc: 0.7359, loss_cls: 2.0633, loss: 2.0633, grad_norm: 14.2528 2021-08-17 01:59:56,447 - mmaction - INFO - Epoch [12][1640/2640] lr: 1.000e-03, eta: 12:23:31, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.4969, top5_acc: 0.7422, loss_cls: 2.0764, loss: 2.0764, grad_norm: 13.8655 2021-08-17 02:00:04,693 - mmaction - INFO - Epoch [12][1660/2640] lr: 1.000e-03, eta: 12:23:21, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.4977, top5_acc: 0.7406, loss_cls: 2.0893, loss: 2.0893, grad_norm: 14.0166 2021-08-17 02:00:13,009 - mmaction - INFO - Epoch [12][1680/2640] lr: 1.000e-03, eta: 12:23:10, time: 0.416, data_time: 0.001, memory: 5736, top1_acc: 0.4703, top5_acc: 0.7406, loss_cls: 2.1173, loss: 2.1173, grad_norm: 14.0125 2021-08-17 02:00:21,255 - mmaction - INFO - Epoch [12][1700/2640] lr: 1.000e-03, eta: 12:23:00, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.4625, top5_acc: 0.7211, loss_cls: 2.1906, loss: 2.1906, grad_norm: 14.0918 2021-08-17 02:00:29,483 - mmaction - INFO - Epoch [12][1720/2640] lr: 1.000e-03, eta: 12:22:49, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.4641, top5_acc: 0.7383, loss_cls: 2.1449, loss: 2.1449, grad_norm: 14.3699 2021-08-17 02:00:37,724 - mmaction - INFO - Epoch [12][1740/2640] lr: 1.000e-03, eta: 12:22:38, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.4789, top5_acc: 0.7492, loss_cls: 2.0781, loss: 2.0781, grad_norm: 13.4121 2021-08-17 02:00:45,922 - mmaction - INFO - Epoch [12][1760/2640] lr: 1.000e-03, eta: 12:22:27, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.4516, top5_acc: 0.7289, loss_cls: 2.1830, loss: 2.1830, grad_norm: 14.5469 2021-08-17 02:00:54,164 - mmaction - INFO - Epoch [12][1780/2640] lr: 1.000e-03, eta: 12:22:17, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.4750, top5_acc: 0.7180, loss_cls: 2.1885, loss: 2.1885, grad_norm: 13.3198 2021-08-17 02:01:02,340 - mmaction - INFO - Epoch [12][1800/2640] lr: 1.000e-03, eta: 12:22:06, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.4828, top5_acc: 0.7344, loss_cls: 2.1402, loss: 2.1402, grad_norm: 14.1762 2021-08-17 02:01:10,571 - mmaction - INFO - Epoch [12][1820/2640] lr: 1.000e-03, eta: 12:21:55, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.4672, top5_acc: 0.7289, loss_cls: 2.1466, loss: 2.1466, grad_norm: 13.9078 2021-08-17 02:01:18,826 - mmaction - INFO - Epoch [12][1840/2640] lr: 1.000e-03, eta: 12:21:45, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.4836, top5_acc: 0.7570, loss_cls: 2.1005, loss: 2.1005, grad_norm: 13.8033 2021-08-17 02:01:27,110 - mmaction - INFO - Epoch [12][1860/2640] lr: 1.000e-03, eta: 12:21:34, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.4695, top5_acc: 0.7336, loss_cls: 2.1711, loss: 2.1711, grad_norm: 14.0482 2021-08-17 02:01:35,407 - mmaction - INFO - Epoch [12][1880/2640] lr: 1.000e-03, eta: 12:21:24, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.4977, top5_acc: 0.7312, loss_cls: 2.1417, loss: 2.1417, grad_norm: 14.1669 2021-08-17 02:01:43,642 - mmaction - INFO - Epoch [12][1900/2640] lr: 1.000e-03, eta: 12:21:13, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.4773, top5_acc: 0.7430, loss_cls: 2.1294, loss: 2.1294, grad_norm: 13.5454 2021-08-17 02:01:51,880 - mmaction - INFO - Epoch [12][1920/2640] lr: 1.000e-03, eta: 12:21:02, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.4672, top5_acc: 0.7195, loss_cls: 2.1495, loss: 2.1495, grad_norm: 14.5228 2021-08-17 02:02:00,155 - mmaction - INFO - Epoch [12][1940/2640] lr: 1.000e-03, eta: 12:20:52, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.4719, top5_acc: 0.7266, loss_cls: 2.2152, loss: 2.2152, grad_norm: 14.4020 2021-08-17 02:02:08,369 - mmaction - INFO - Epoch [12][1960/2640] lr: 1.000e-03, eta: 12:20:41, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.4742, top5_acc: 0.7406, loss_cls: 2.1007, loss: 2.1007, grad_norm: 13.6239 2021-08-17 02:02:16,615 - mmaction - INFO - Epoch [12][1980/2640] lr: 1.000e-03, eta: 12:20:31, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.4773, top5_acc: 0.7414, loss_cls: 2.1347, loss: 2.1347, grad_norm: 14.0820 2021-08-17 02:02:24,794 - mmaction - INFO - Epoch [12][2000/2640] lr: 1.000e-03, eta: 12:20:20, time: 0.409, data_time: 0.001, memory: 5736, top1_acc: 0.4617, top5_acc: 0.7344, loss_cls: 2.1938, loss: 2.1938, grad_norm: 13.4310 2021-08-17 02:02:33,110 - mmaction - INFO - Epoch [12][2020/2640] lr: 1.000e-03, eta: 12:20:09, time: 0.416, data_time: 0.002, memory: 5736, top1_acc: 0.4625, top5_acc: 0.7305, loss_cls: 2.2294, loss: 2.2294, grad_norm: 13.4450 2021-08-17 02:02:41,331 - mmaction - INFO - Epoch [12][2040/2640] lr: 1.000e-03, eta: 12:19:59, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.4734, top5_acc: 0.7516, loss_cls: 2.0606, loss: 2.0606, grad_norm: 13.9120 2021-08-17 02:02:49,581 - mmaction - INFO - Epoch [12][2060/2640] lr: 1.000e-03, eta: 12:19:48, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.4586, top5_acc: 0.7148, loss_cls: 2.2630, loss: 2.2630, grad_norm: 14.3003 2021-08-17 02:02:57,818 - mmaction - INFO - Epoch [12][2080/2640] lr: 1.000e-03, eta: 12:19:38, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.4398, top5_acc: 0.7094, loss_cls: 2.2717, loss: 2.2717, grad_norm: 14.4604 2021-08-17 02:03:06,070 - mmaction - INFO - Epoch [12][2100/2640] lr: 1.000e-03, eta: 12:19:27, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.4609, top5_acc: 0.7375, loss_cls: 2.1650, loss: 2.1650, grad_norm: 13.6691 2021-08-17 02:03:14,293 - mmaction - INFO - Epoch [12][2120/2640] lr: 1.000e-03, eta: 12:19:16, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.4688, top5_acc: 0.7312, loss_cls: 2.1728, loss: 2.1728, grad_norm: 13.9841 2021-08-17 02:03:22,564 - mmaction - INFO - Epoch [12][2140/2640] lr: 1.000e-03, eta: 12:19:06, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.4766, top5_acc: 0.7328, loss_cls: 2.1951, loss: 2.1951, grad_norm: 13.4208 2021-08-17 02:03:30,829 - mmaction - INFO - Epoch [12][2160/2640] lr: 1.000e-03, eta: 12:18:55, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.4727, top5_acc: 0.7172, loss_cls: 2.2531, loss: 2.2531, grad_norm: 14.0887 2021-08-17 02:03:39,059 - mmaction - INFO - Epoch [12][2180/2640] lr: 1.000e-03, eta: 12:18:45, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.4664, top5_acc: 0.7211, loss_cls: 2.2284, loss: 2.2284, grad_norm: 13.5597 2021-08-17 02:03:47,355 - mmaction - INFO - Epoch [12][2200/2640] lr: 1.000e-03, eta: 12:18:34, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.4641, top5_acc: 0.7258, loss_cls: 2.1523, loss: 2.1523, grad_norm: 13.9703 2021-08-17 02:03:55,650 - mmaction - INFO - Epoch [12][2220/2640] lr: 1.000e-03, eta: 12:18:24, time: 0.415, data_time: 0.000, memory: 5736, top1_acc: 0.4773, top5_acc: 0.7234, loss_cls: 2.1533, loss: 2.1533, grad_norm: 14.2946 2021-08-17 02:04:03,924 - mmaction - INFO - Epoch [12][2240/2640] lr: 1.000e-03, eta: 12:18:13, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.4680, top5_acc: 0.7375, loss_cls: 2.1687, loss: 2.1687, grad_norm: 13.5979 2021-08-17 02:04:12,182 - mmaction - INFO - Epoch [12][2260/2640] lr: 1.000e-03, eta: 12:18:03, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.4602, top5_acc: 0.7250, loss_cls: 2.2002, loss: 2.2002, grad_norm: 13.9024 2021-08-17 02:04:20,445 - mmaction - INFO - Epoch [12][2280/2640] lr: 1.000e-03, eta: 12:17:52, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.4711, top5_acc: 0.7328, loss_cls: 2.1550, loss: 2.1550, grad_norm: 13.9801 2021-08-17 02:04:28,692 - mmaction - INFO - Epoch [12][2300/2640] lr: 1.000e-03, eta: 12:17:42, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.4648, top5_acc: 0.7172, loss_cls: 2.2071, loss: 2.2071, grad_norm: 14.2014 2021-08-17 02:04:36,886 - mmaction - INFO - Epoch [12][2320/2640] lr: 1.000e-03, eta: 12:17:31, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.4953, top5_acc: 0.7469, loss_cls: 2.0736, loss: 2.0736, grad_norm: 13.8679 2021-08-17 02:04:45,138 - mmaction - INFO - Epoch [12][2340/2640] lr: 1.000e-03, eta: 12:17:21, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.4680, top5_acc: 0.7336, loss_cls: 2.1454, loss: 2.1454, grad_norm: 14.1058 2021-08-17 02:04:53,342 - mmaction - INFO - Epoch [12][2360/2640] lr: 1.000e-03, eta: 12:17:10, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.4688, top5_acc: 0.7273, loss_cls: 2.2065, loss: 2.2065, grad_norm: 14.6551 2021-08-17 02:05:01,634 - mmaction - INFO - Epoch [12][2380/2640] lr: 1.000e-03, eta: 12:16:59, time: 0.414, data_time: 0.000, memory: 5736, top1_acc: 0.4734, top5_acc: 0.7391, loss_cls: 2.1949, loss: 2.1949, grad_norm: 13.2903 2021-08-17 02:05:09,912 - mmaction - INFO - Epoch [12][2400/2640] lr: 1.000e-03, eta: 12:16:49, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.4828, top5_acc: 0.7367, loss_cls: 2.1737, loss: 2.1737, grad_norm: 13.7726 2021-08-17 02:05:18,168 - mmaction - INFO - Epoch [12][2420/2640] lr: 1.000e-03, eta: 12:16:39, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.4781, top5_acc: 0.7461, loss_cls: 2.1232, loss: 2.1232, grad_norm: 14.0703 2021-08-17 02:05:26,400 - mmaction - INFO - Epoch [12][2440/2640] lr: 1.000e-03, eta: 12:16:28, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.4969, top5_acc: 0.7453, loss_cls: 2.0918, loss: 2.0918, grad_norm: 13.9792 2021-08-17 02:05:34,701 - mmaction - INFO - Epoch [12][2460/2640] lr: 1.000e-03, eta: 12:16:18, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.4797, top5_acc: 0.7367, loss_cls: 2.1401, loss: 2.1401, grad_norm: 14.1550 2021-08-17 02:05:42,928 - mmaction - INFO - Epoch [12][2480/2640] lr: 1.000e-03, eta: 12:16:07, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.4883, top5_acc: 0.7383, loss_cls: 2.1160, loss: 2.1160, grad_norm: 13.5096 2021-08-17 02:05:51,176 - mmaction - INFO - Epoch [12][2500/2640] lr: 1.000e-03, eta: 12:15:56, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.4867, top5_acc: 0.7508, loss_cls: 2.0426, loss: 2.0426, grad_norm: 14.1310 2021-08-17 02:05:59,381 - mmaction - INFO - Epoch [12][2520/2640] lr: 1.000e-03, eta: 12:15:46, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.4656, top5_acc: 0.7180, loss_cls: 2.2530, loss: 2.2530, grad_norm: 14.1445 2021-08-17 02:06:07,615 - mmaction - INFO - Epoch [12][2540/2640] lr: 1.000e-03, eta: 12:15:35, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.4820, top5_acc: 0.7344, loss_cls: 2.1905, loss: 2.1905, grad_norm: 13.9391 2021-08-17 02:06:15,817 - mmaction - INFO - Epoch [12][2560/2640] lr: 1.000e-03, eta: 12:15:25, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.4758, top5_acc: 0.7516, loss_cls: 2.0707, loss: 2.0707, grad_norm: 14.1284 2021-08-17 02:06:24,068 - mmaction - INFO - Epoch [12][2580/2640] lr: 1.000e-03, eta: 12:15:14, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.4594, top5_acc: 0.7148, loss_cls: 2.2053, loss: 2.2053, grad_norm: 13.8483 2021-08-17 02:06:32,271 - mmaction - INFO - Epoch [12][2600/2640] lr: 1.000e-03, eta: 12:15:03, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.4609, top5_acc: 0.7164, loss_cls: 2.1848, loss: 2.1848, grad_norm: 14.0564 2021-08-17 02:06:40,494 - mmaction - INFO - Epoch [12][2620/2640] lr: 1.000e-03, eta: 12:14:53, time: 0.411, data_time: 0.002, memory: 5736, top1_acc: 0.4656, top5_acc: 0.7297, loss_cls: 2.1634, loss: 2.1634, grad_norm: 14.3079 2021-08-17 02:06:48,511 - mmaction - INFO - Epoch [12][2640/2640] lr: 1.000e-03, eta: 12:14:42, time: 0.401, data_time: 0.001, memory: 5736, top1_acc: 0.4468, top5_acc: 0.7298, loss_cls: 2.1915, loss: 2.1915, grad_norm: 14.3296 2021-08-17 02:06:50,468 - mmaction - INFO - Saving checkpoint at 12 epochs 2021-08-17 02:06:51,341 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-08-17 02:08:04,298 - mmaction - INFO - Epoch [13][20/2640] lr: 1.000e-03, eta: 12:17:56, time: 3.647, data_time: 3.217, memory: 5736, top1_acc: 0.5188, top5_acc: 0.7750, loss_cls: 1.9309, loss: 1.9309, grad_norm: 14.2416 2021-08-17 02:08:12,495 - mmaction - INFO - Epoch [13][40/2640] lr: 1.000e-03, eta: 12:17:45, time: 0.410, data_time: 0.003, memory: 5736, top1_acc: 0.4930, top5_acc: 0.7625, loss_cls: 1.9910, loss: 1.9910, grad_norm: 14.3400 2021-08-17 02:08:20,683 - mmaction - INFO - Epoch [13][60/2640] lr: 1.000e-03, eta: 12:17:34, time: 0.409, data_time: 0.001, memory: 5736, top1_acc: 0.4875, top5_acc: 0.7766, loss_cls: 1.9868, loss: 1.9868, grad_norm: 14.5614 2021-08-17 02:08:28,905 - mmaction - INFO - Epoch [13][80/2640] lr: 1.000e-03, eta: 12:17:23, time: 0.411, data_time: 0.002, memory: 5736, top1_acc: 0.4562, top5_acc: 0.7258, loss_cls: 2.1774, loss: 2.1774, grad_norm: 14.1572 2021-08-17 02:08:37,126 - mmaction - INFO - Epoch [13][100/2640] lr: 1.000e-03, eta: 12:17:13, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.4750, top5_acc: 0.7469, loss_cls: 2.0992, loss: 2.0992, grad_norm: 14.8781 2021-08-17 02:08:45,365 - mmaction - INFO - Epoch [13][120/2640] lr: 1.000e-03, eta: 12:17:02, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.4820, top5_acc: 0.7289, loss_cls: 2.1590, loss: 2.1590, grad_norm: 14.0716 2021-08-17 02:08:53,560 - mmaction - INFO - Epoch [13][140/2640] lr: 1.000e-03, eta: 12:16:51, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.4961, top5_acc: 0.7391, loss_cls: 2.0632, loss: 2.0632, grad_norm: 14.1308 2021-08-17 02:09:01,879 - mmaction - INFO - Epoch [13][160/2640] lr: 1.000e-03, eta: 12:16:41, time: 0.416, data_time: 0.001, memory: 5736, top1_acc: 0.4633, top5_acc: 0.7305, loss_cls: 2.1913, loss: 2.1913, grad_norm: 13.7097 2021-08-17 02:09:10,091 - mmaction - INFO - Epoch [13][180/2640] lr: 1.000e-03, eta: 12:16:30, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.4875, top5_acc: 0.7586, loss_cls: 2.0859, loss: 2.0859, grad_norm: 14.1613 2021-08-17 02:09:18,289 - mmaction - INFO - Epoch [13][200/2640] lr: 1.000e-03, eta: 12:16:19, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.4594, top5_acc: 0.7180, loss_cls: 2.2198, loss: 2.2198, grad_norm: 13.7105 2021-08-17 02:09:26,564 - mmaction - INFO - Epoch [13][220/2640] lr: 1.000e-03, eta: 12:16:09, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.4711, top5_acc: 0.7438, loss_cls: 2.1196, loss: 2.1196, grad_norm: 13.9609 2021-08-17 02:09:34,830 - mmaction - INFO - Epoch [13][240/2640] lr: 1.000e-03, eta: 12:15:58, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.4930, top5_acc: 0.7406, loss_cls: 2.0955, loss: 2.0955, grad_norm: 14.4446 2021-08-17 02:09:43,040 - mmaction - INFO - Epoch [13][260/2640] lr: 1.000e-03, eta: 12:15:47, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.4633, top5_acc: 0.7172, loss_cls: 2.2005, loss: 2.2005, grad_norm: 14.0323 2021-08-17 02:09:51,356 - mmaction - INFO - Epoch [13][280/2640] lr: 1.000e-03, eta: 12:15:37, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.4906, top5_acc: 0.7562, loss_cls: 2.0652, loss: 2.0652, grad_norm: 14.1675 2021-08-17 02:09:59,559 - mmaction - INFO - Epoch [13][300/2640] lr: 1.000e-03, eta: 12:15:26, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.4648, top5_acc: 0.7055, loss_cls: 2.2043, loss: 2.2043, grad_norm: 13.6792 2021-08-17 02:10:07,873 - mmaction - INFO - Epoch [13][320/2640] lr: 1.000e-03, eta: 12:15:16, time: 0.416, data_time: 0.002, memory: 5736, top1_acc: 0.4992, top5_acc: 0.7492, loss_cls: 2.0547, loss: 2.0547, grad_norm: 13.9121 2021-08-17 02:10:16,103 - mmaction - INFO - Epoch [13][340/2640] lr: 1.000e-03, eta: 12:15:05, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.4914, top5_acc: 0.7523, loss_cls: 2.0929, loss: 2.0929, grad_norm: 14.1722 2021-08-17 02:10:24,377 - mmaction - INFO - Epoch [13][360/2640] lr: 1.000e-03, eta: 12:14:55, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.4742, top5_acc: 0.7586, loss_cls: 2.0791, loss: 2.0791, grad_norm: 14.2990 2021-08-17 02:10:32,614 - mmaction - INFO - Epoch [13][380/2640] lr: 1.000e-03, eta: 12:14:44, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5055, top5_acc: 0.7438, loss_cls: 2.0847, loss: 2.0847, grad_norm: 14.3398 2021-08-17 02:10:40,876 - mmaction - INFO - Epoch [13][400/2640] lr: 1.000e-03, eta: 12:14:33, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.5023, top5_acc: 0.7664, loss_cls: 2.0242, loss: 2.0242, grad_norm: 14.4366 2021-08-17 02:10:49,139 - mmaction - INFO - Epoch [13][420/2640] lr: 1.000e-03, eta: 12:14:23, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.4742, top5_acc: 0.7344, loss_cls: 2.1368, loss: 2.1368, grad_norm: 14.2272 2021-08-17 02:10:57,419 - mmaction - INFO - Epoch [13][440/2640] lr: 1.000e-03, eta: 12:14:12, time: 0.414, data_time: 0.000, memory: 5736, top1_acc: 0.4766, top5_acc: 0.7250, loss_cls: 2.1343, loss: 2.1343, grad_norm: 14.1248 2021-08-17 02:11:05,729 - mmaction - INFO - Epoch [13][460/2640] lr: 1.000e-03, eta: 12:14:02, time: 0.416, data_time: 0.001, memory: 5736, top1_acc: 0.4742, top5_acc: 0.7203, loss_cls: 2.1978, loss: 2.1978, grad_norm: 14.0541 2021-08-17 02:11:14,023 - mmaction - INFO - Epoch [13][480/2640] lr: 1.000e-03, eta: 12:13:51, time: 0.415, data_time: 0.000, memory: 5736, top1_acc: 0.4625, top5_acc: 0.7211, loss_cls: 2.2137, loss: 2.2137, grad_norm: 14.2547 2021-08-17 02:11:22,363 - mmaction - INFO - Epoch [13][500/2640] lr: 1.000e-03, eta: 12:13:41, time: 0.416, data_time: 0.000, memory: 5736, top1_acc: 0.4922, top5_acc: 0.7484, loss_cls: 2.0856, loss: 2.0856, grad_norm: 14.5611 2021-08-17 02:11:30,618 - mmaction - INFO - Epoch [13][520/2640] lr: 1.000e-03, eta: 12:13:30, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.4984, top5_acc: 0.7469, loss_cls: 2.0806, loss: 2.0806, grad_norm: 13.6629 2021-08-17 02:11:38,836 - mmaction - INFO - Epoch [13][540/2640] lr: 1.000e-03, eta: 12:13:20, time: 0.411, data_time: 0.002, memory: 5736, top1_acc: 0.4898, top5_acc: 0.7531, loss_cls: 2.0607, loss: 2.0607, grad_norm: 14.3176 2021-08-17 02:11:47,115 - mmaction - INFO - Epoch [13][560/2640] lr: 1.000e-03, eta: 12:13:09, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.4820, top5_acc: 0.7375, loss_cls: 2.1245, loss: 2.1245, grad_norm: 14.3706 2021-08-17 02:11:55,310 - mmaction - INFO - Epoch [13][580/2640] lr: 1.000e-03, eta: 12:12:59, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.4750, top5_acc: 0.7359, loss_cls: 2.1647, loss: 2.1647, grad_norm: 13.7848 2021-08-17 02:12:03,540 - mmaction - INFO - Epoch [13][600/2640] lr: 1.000e-03, eta: 12:12:48, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.4828, top5_acc: 0.7508, loss_cls: 2.0892, loss: 2.0892, grad_norm: 13.6458 2021-08-17 02:12:11,775 - mmaction - INFO - Epoch [13][620/2640] lr: 1.000e-03, eta: 12:12:37, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.4859, top5_acc: 0.7555, loss_cls: 2.0646, loss: 2.0646, grad_norm: 14.9507 2021-08-17 02:12:20,053 - mmaction - INFO - Epoch [13][640/2640] lr: 1.000e-03, eta: 12:12:27, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.4898, top5_acc: 0.7516, loss_cls: 2.1011, loss: 2.1011, grad_norm: 13.6829 2021-08-17 02:12:28,301 - mmaction - INFO - Epoch [13][660/2640] lr: 1.000e-03, eta: 12:12:16, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.4797, top5_acc: 0.7180, loss_cls: 2.1782, loss: 2.1782, grad_norm: 14.7901 2021-08-17 02:12:36,504 - mmaction - INFO - Epoch [13][680/2640] lr: 1.000e-03, eta: 12:12:06, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.4602, top5_acc: 0.7430, loss_cls: 2.1293, loss: 2.1293, grad_norm: 14.4613 2021-08-17 02:12:44,743 - mmaction - INFO - Epoch [13][700/2640] lr: 1.000e-03, eta: 12:11:55, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.4891, top5_acc: 0.7477, loss_cls: 2.0711, loss: 2.0711, grad_norm: 14.1040 2021-08-17 02:12:52,950 - mmaction - INFO - Epoch [13][720/2640] lr: 1.000e-03, eta: 12:11:44, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.5125, top5_acc: 0.7406, loss_cls: 2.0719, loss: 2.0719, grad_norm: 13.4550 2021-08-17 02:13:01,166 - mmaction - INFO - Epoch [13][740/2640] lr: 1.000e-03, eta: 12:11:34, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.4891, top5_acc: 0.7383, loss_cls: 2.0983, loss: 2.0983, grad_norm: 14.1538 2021-08-17 02:13:09,401 - mmaction - INFO - Epoch [13][760/2640] lr: 1.000e-03, eta: 12:11:23, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.4961, top5_acc: 0.7547, loss_cls: 2.0544, loss: 2.0544, grad_norm: 13.7877 2021-08-17 02:13:17,671 - mmaction - INFO - Epoch [13][780/2640] lr: 1.000e-03, eta: 12:11:13, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.4680, top5_acc: 0.7398, loss_cls: 2.1511, loss: 2.1511, grad_norm: 14.2719 2021-08-17 02:13:25,983 - mmaction - INFO - Epoch [13][800/2640] lr: 1.000e-03, eta: 12:11:02, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.4750, top5_acc: 0.7633, loss_cls: 2.0615, loss: 2.0615, grad_norm: 14.4179 2021-08-17 02:13:34,170 - mmaction - INFO - Epoch [13][820/2640] lr: 1.000e-03, eta: 12:10:51, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.4922, top5_acc: 0.7406, loss_cls: 2.0457, loss: 2.0457, grad_norm: 14.3591 2021-08-17 02:13:42,401 - mmaction - INFO - Epoch [13][840/2640] lr: 1.000e-03, eta: 12:10:41, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.4820, top5_acc: 0.7359, loss_cls: 2.1501, loss: 2.1501, grad_norm: 14.2381 2021-08-17 02:13:50,638 - mmaction - INFO - Epoch [13][860/2640] lr: 1.000e-03, eta: 12:10:30, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.4539, top5_acc: 0.7234, loss_cls: 2.2087, loss: 2.2087, grad_norm: 13.9319 2021-08-17 02:13:58,859 - mmaction - INFO - Epoch [13][880/2640] lr: 1.000e-03, eta: 12:10:20, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.4883, top5_acc: 0.7344, loss_cls: 2.1337, loss: 2.1337, grad_norm: 13.6481 2021-08-17 02:14:07,067 - mmaction - INFO - Epoch [13][900/2640] lr: 1.000e-03, eta: 12:10:09, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.5039, top5_acc: 0.7703, loss_cls: 1.9991, loss: 1.9991, grad_norm: 14.1339 2021-08-17 02:14:15,339 - mmaction - INFO - Epoch [13][920/2640] lr: 1.000e-03, eta: 12:09:58, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.4727, top5_acc: 0.7492, loss_cls: 2.1029, loss: 2.1029, grad_norm: 14.2931 2021-08-17 02:14:23,538 - mmaction - INFO - Epoch [13][940/2640] lr: 1.000e-03, eta: 12:09:48, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.4906, top5_acc: 0.7383, loss_cls: 2.1172, loss: 2.1172, grad_norm: 14.3385 2021-08-17 02:14:31,800 - mmaction - INFO - Epoch [13][960/2640] lr: 1.000e-03, eta: 12:09:37, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.4852, top5_acc: 0.7391, loss_cls: 2.1458, loss: 2.1458, grad_norm: 14.3897 2021-08-17 02:14:39,991 - mmaction - INFO - Epoch [13][980/2640] lr: 1.000e-03, eta: 12:09:27, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.5109, top5_acc: 0.7586, loss_cls: 2.0368, loss: 2.0368, grad_norm: 14.3688 2021-08-17 02:14:48,241 - mmaction - INFO - Epoch [13][1000/2640] lr: 1.000e-03, eta: 12:09:16, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.4805, top5_acc: 0.7539, loss_cls: 2.0886, loss: 2.0886, grad_norm: 14.5399 2021-08-17 02:14:56,418 - mmaction - INFO - Epoch [13][1020/2640] lr: 1.000e-03, eta: 12:09:05, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.5016, top5_acc: 0.7430, loss_cls: 2.0846, loss: 2.0846, grad_norm: 13.9970 2021-08-17 02:15:04,660 - mmaction - INFO - Epoch [13][1040/2640] lr: 1.000e-03, eta: 12:08:55, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.4602, top5_acc: 0.7375, loss_cls: 2.1589, loss: 2.1589, grad_norm: 14.3073 2021-08-17 02:15:12,839 - mmaction - INFO - Epoch [13][1060/2640] lr: 1.000e-03, eta: 12:08:44, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.5086, top5_acc: 0.7461, loss_cls: 2.0338, loss: 2.0338, grad_norm: 13.7973 2021-08-17 02:15:21,168 - mmaction - INFO - Epoch [13][1080/2640] lr: 1.000e-03, eta: 12:08:34, time: 0.416, data_time: 0.001, memory: 5736, top1_acc: 0.4398, top5_acc: 0.7367, loss_cls: 2.2073, loss: 2.2073, grad_norm: 14.8199 2021-08-17 02:15:29,463 - mmaction - INFO - Epoch [13][1100/2640] lr: 1.000e-03, eta: 12:08:23, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.4945, top5_acc: 0.7422, loss_cls: 2.0673, loss: 2.0673, grad_norm: 14.2117 2021-08-17 02:15:37,704 - mmaction - INFO - Epoch [13][1120/2640] lr: 1.000e-03, eta: 12:08:13, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.4859, top5_acc: 0.7414, loss_cls: 2.1162, loss: 2.1162, grad_norm: 13.5177 2021-08-17 02:15:45,976 - mmaction - INFO - Epoch [13][1140/2640] lr: 1.000e-03, eta: 12:08:03, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.4867, top5_acc: 0.7445, loss_cls: 2.1241, loss: 2.1241, grad_norm: 13.8084 2021-08-17 02:15:54,246 - mmaction - INFO - Epoch [13][1160/2640] lr: 1.000e-03, eta: 12:07:52, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.4859, top5_acc: 0.7312, loss_cls: 2.1562, loss: 2.1562, grad_norm: 13.6081 2021-08-17 02:16:02,501 - mmaction - INFO - Epoch [13][1180/2640] lr: 1.000e-03, eta: 12:07:42, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.4672, top5_acc: 0.7156, loss_cls: 2.2236, loss: 2.2236, grad_norm: 13.9624 2021-08-17 02:16:10,745 - mmaction - INFO - Epoch [13][1200/2640] lr: 1.000e-03, eta: 12:07:31, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.4914, top5_acc: 0.7508, loss_cls: 2.1255, loss: 2.1255, grad_norm: 14.1629 2021-08-17 02:16:18,964 - mmaction - INFO - Epoch [13][1220/2640] lr: 1.000e-03, eta: 12:07:20, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.4891, top5_acc: 0.7367, loss_cls: 2.0526, loss: 2.0526, grad_norm: 13.7413 2021-08-17 02:16:27,287 - mmaction - INFO - Epoch [13][1240/2640] lr: 1.000e-03, eta: 12:07:10, time: 0.416, data_time: 0.002, memory: 5736, top1_acc: 0.4711, top5_acc: 0.7375, loss_cls: 2.1555, loss: 2.1555, grad_norm: 13.6325 2021-08-17 02:16:35,627 - mmaction - INFO - Epoch [13][1260/2640] lr: 1.000e-03, eta: 12:07:00, time: 0.417, data_time: 0.001, memory: 5736, top1_acc: 0.4773, top5_acc: 0.7445, loss_cls: 2.1204, loss: 2.1204, grad_norm: 14.5599 2021-08-17 02:16:43,819 - mmaction - INFO - Epoch [13][1280/2640] lr: 1.000e-03, eta: 12:06:49, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.4750, top5_acc: 0.7320, loss_cls: 2.1484, loss: 2.1484, grad_norm: 13.7078 2021-08-17 02:16:52,158 - mmaction - INFO - Epoch [13][1300/2640] lr: 1.000e-03, eta: 12:06:39, time: 0.417, data_time: 0.000, memory: 5736, top1_acc: 0.4828, top5_acc: 0.7562, loss_cls: 2.1253, loss: 2.1253, grad_norm: 14.4087 2021-08-17 02:17:00,362 - mmaction - INFO - Epoch [13][1320/2640] lr: 1.000e-03, eta: 12:06:29, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.4742, top5_acc: 0.7328, loss_cls: 2.1112, loss: 2.1112, grad_norm: 13.9400 2021-08-17 02:17:08,588 - mmaction - INFO - Epoch [13][1340/2640] lr: 1.000e-03, eta: 12:06:18, time: 0.411, data_time: 0.002, memory: 5736, top1_acc: 0.4711, top5_acc: 0.7359, loss_cls: 2.1372, loss: 2.1372, grad_norm: 14.2806 2021-08-17 02:17:16,845 - mmaction - INFO - Epoch [13][1360/2640] lr: 1.000e-03, eta: 12:06:08, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5016, top5_acc: 0.7711, loss_cls: 2.0262, loss: 2.0262, grad_norm: 14.4648 2021-08-17 02:17:25,131 - mmaction - INFO - Epoch [13][1380/2640] lr: 1.000e-03, eta: 12:05:57, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.4602, top5_acc: 0.7266, loss_cls: 2.1633, loss: 2.1633, grad_norm: 13.8264 2021-08-17 02:17:33,368 - mmaction - INFO - Epoch [13][1400/2640] lr: 1.000e-03, eta: 12:05:47, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.4773, top5_acc: 0.7508, loss_cls: 2.1131, loss: 2.1131, grad_norm: 14.5141 2021-08-17 02:17:41,663 - mmaction - INFO - Epoch [13][1420/2640] lr: 1.000e-03, eta: 12:05:36, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.4461, top5_acc: 0.7438, loss_cls: 2.1468, loss: 2.1468, grad_norm: 14.0955 2021-08-17 02:17:49,876 - mmaction - INFO - Epoch [13][1440/2640] lr: 1.000e-03, eta: 12:05:26, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.4625, top5_acc: 0.7406, loss_cls: 2.1728, loss: 2.1728, grad_norm: 14.0181 2021-08-17 02:17:58,091 - mmaction - INFO - Epoch [13][1460/2640] lr: 1.000e-03, eta: 12:05:15, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.4781, top5_acc: 0.7422, loss_cls: 2.1079, loss: 2.1079, grad_norm: 13.4567 2021-08-17 02:18:06,309 - mmaction - INFO - Epoch [13][1480/2640] lr: 1.000e-03, eta: 12:05:05, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.4914, top5_acc: 0.7414, loss_cls: 2.1442, loss: 2.1442, grad_norm: 14.5388 2021-08-17 02:18:14,603 - mmaction - INFO - Epoch [13][1500/2640] lr: 1.000e-03, eta: 12:04:54, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.4727, top5_acc: 0.7352, loss_cls: 2.1409, loss: 2.1409, grad_norm: 14.1289 2021-08-17 02:18:22,876 - mmaction - INFO - Epoch [13][1520/2640] lr: 1.000e-03, eta: 12:04:44, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.4719, top5_acc: 0.7148, loss_cls: 2.2016, loss: 2.2016, grad_norm: 14.1164 2021-08-17 02:18:31,088 - mmaction - INFO - Epoch [13][1540/2640] lr: 1.000e-03, eta: 12:04:33, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.4711, top5_acc: 0.7242, loss_cls: 2.1761, loss: 2.1761, grad_norm: 14.4338 2021-08-17 02:18:39,375 - mmaction - INFO - Epoch [13][1560/2640] lr: 1.000e-03, eta: 12:04:23, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.4773, top5_acc: 0.7367, loss_cls: 2.1064, loss: 2.1064, grad_norm: 14.0378 2021-08-17 02:18:47,641 - mmaction - INFO - Epoch [13][1580/2640] lr: 1.000e-03, eta: 12:04:13, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.4656, top5_acc: 0.7297, loss_cls: 2.1676, loss: 2.1676, grad_norm: 14.7014 2021-08-17 02:18:55,829 - mmaction - INFO - Epoch [13][1600/2640] lr: 1.000e-03, eta: 12:04:02, time: 0.409, data_time: 0.001, memory: 5736, top1_acc: 0.5039, top5_acc: 0.7688, loss_cls: 1.9726, loss: 1.9726, grad_norm: 13.7881 2021-08-17 02:19:04,124 - mmaction - INFO - Epoch [13][1620/2640] lr: 1.000e-03, eta: 12:03:52, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.4805, top5_acc: 0.7375, loss_cls: 2.1265, loss: 2.1265, grad_norm: 14.9541 2021-08-17 02:19:12,417 - mmaction - INFO - Epoch [13][1640/2640] lr: 1.000e-03, eta: 12:03:41, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.4898, top5_acc: 0.7508, loss_cls: 2.1031, loss: 2.1031, grad_norm: 15.0176 2021-08-17 02:19:20,775 - mmaction - INFO - Epoch [13][1660/2640] lr: 1.000e-03, eta: 12:03:31, time: 0.418, data_time: 0.002, memory: 5736, top1_acc: 0.4852, top5_acc: 0.7523, loss_cls: 2.0876, loss: 2.0876, grad_norm: 14.6441 2021-08-17 02:19:29,025 - mmaction - INFO - Epoch [13][1680/2640] lr: 1.000e-03, eta: 12:03:21, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.4672, top5_acc: 0.7398, loss_cls: 2.1622, loss: 2.1622, grad_norm: 14.1268 2021-08-17 02:19:37,314 - mmaction - INFO - Epoch [13][1700/2640] lr: 1.000e-03, eta: 12:03:11, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.4930, top5_acc: 0.7578, loss_cls: 2.0567, loss: 2.0567, grad_norm: 13.8159 2021-08-17 02:19:45,613 - mmaction - INFO - Epoch [13][1720/2640] lr: 1.000e-03, eta: 12:03:00, time: 0.415, data_time: 0.000, memory: 5736, top1_acc: 0.4992, top5_acc: 0.7438, loss_cls: 2.0876, loss: 2.0876, grad_norm: 14.2864 2021-08-17 02:19:53,928 - mmaction - INFO - Epoch [13][1740/2640] lr: 1.000e-03, eta: 12:02:50, time: 0.416, data_time: 0.001, memory: 5736, top1_acc: 0.4773, top5_acc: 0.7328, loss_cls: 2.1411, loss: 2.1411, grad_norm: 13.9904 2021-08-17 02:20:02,197 - mmaction - INFO - Epoch [13][1760/2640] lr: 1.000e-03, eta: 12:02:40, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.4727, top5_acc: 0.7336, loss_cls: 2.1455, loss: 2.1455, grad_norm: 13.9575 2021-08-17 02:20:10,437 - mmaction - INFO - Epoch [13][1780/2640] lr: 1.000e-03, eta: 12:02:29, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.4594, top5_acc: 0.7328, loss_cls: 2.1597, loss: 2.1597, grad_norm: 14.1108 2021-08-17 02:20:18,678 - mmaction - INFO - Epoch [13][1800/2640] lr: 1.000e-03, eta: 12:02:19, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.4875, top5_acc: 0.7344, loss_cls: 2.1223, loss: 2.1223, grad_norm: 13.9400 2021-08-17 02:20:26,937 - mmaction - INFO - Epoch [13][1820/2640] lr: 1.000e-03, eta: 12:02:08, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.4641, top5_acc: 0.7281, loss_cls: 2.1598, loss: 2.1598, grad_norm: 13.9539 2021-08-17 02:20:35,196 - mmaction - INFO - Epoch [13][1840/2640] lr: 1.000e-03, eta: 12:01:58, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5023, top5_acc: 0.7570, loss_cls: 2.0304, loss: 2.0304, grad_norm: 14.3495 2021-08-17 02:20:43,419 - mmaction - INFO - Epoch [13][1860/2640] lr: 1.000e-03, eta: 12:01:48, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.4898, top5_acc: 0.7469, loss_cls: 2.1087, loss: 2.1087, grad_norm: 13.9260 2021-08-17 02:20:51,731 - mmaction - INFO - Epoch [13][1880/2640] lr: 1.000e-03, eta: 12:01:37, time: 0.416, data_time: 0.001, memory: 5736, top1_acc: 0.4703, top5_acc: 0.7461, loss_cls: 2.0923, loss: 2.0923, grad_norm: 14.0803 2021-08-17 02:20:59,929 - mmaction - INFO - Epoch [13][1900/2640] lr: 1.000e-03, eta: 12:01:27, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.4766, top5_acc: 0.7438, loss_cls: 2.1082, loss: 2.1082, grad_norm: 14.8735 2021-08-17 02:21:08,166 - mmaction - INFO - Epoch [13][1920/2640] lr: 1.000e-03, eta: 12:01:16, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.4688, top5_acc: 0.7477, loss_cls: 2.0897, loss: 2.0897, grad_norm: 13.8185 2021-08-17 02:21:16,342 - mmaction - INFO - Epoch [13][1940/2640] lr: 1.000e-03, eta: 12:01:06, time: 0.409, data_time: 0.001, memory: 5736, top1_acc: 0.4891, top5_acc: 0.7461, loss_cls: 2.1395, loss: 2.1395, grad_norm: 14.1226 2021-08-17 02:21:24,601 - mmaction - INFO - Epoch [13][1960/2640] lr: 1.000e-03, eta: 12:00:55, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.4867, top5_acc: 0.7609, loss_cls: 2.0482, loss: 2.0482, grad_norm: 14.2872 2021-08-17 02:21:32,870 - mmaction - INFO - Epoch [13][1980/2640] lr: 1.000e-03, eta: 12:00:45, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.4773, top5_acc: 0.7328, loss_cls: 2.1637, loss: 2.1637, grad_norm: 14.5214 2021-08-17 02:21:41,046 - mmaction - INFO - Epoch [13][2000/2640] lr: 1.000e-03, eta: 12:00:34, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.4859, top5_acc: 0.7469, loss_cls: 2.1141, loss: 2.1141, grad_norm: 13.7555 2021-08-17 02:21:49,297 - mmaction - INFO - Epoch [13][2020/2640] lr: 1.000e-03, eta: 12:00:24, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.4836, top5_acc: 0.7367, loss_cls: 2.1012, loss: 2.1012, grad_norm: 13.7029 2021-08-17 02:21:57,559 - mmaction - INFO - Epoch [13][2040/2640] lr: 1.000e-03, eta: 12:00:14, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.4859, top5_acc: 0.7312, loss_cls: 2.0897, loss: 2.0897, grad_norm: 13.4812 2021-08-17 02:22:05,835 - mmaction - INFO - Epoch [13][2060/2640] lr: 1.000e-03, eta: 12:00:03, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.4930, top5_acc: 0.7305, loss_cls: 2.1553, loss: 2.1553, grad_norm: 13.9780 2021-08-17 02:22:14,080 - mmaction - INFO - Epoch [13][2080/2640] lr: 1.000e-03, eta: 11:59:53, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.4805, top5_acc: 0.7477, loss_cls: 2.1234, loss: 2.1234, grad_norm: 13.9257 2021-08-17 02:22:22,338 - mmaction - INFO - Epoch [13][2100/2640] lr: 1.000e-03, eta: 11:59:43, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.4797, top5_acc: 0.7477, loss_cls: 2.0794, loss: 2.0794, grad_norm: 13.9047 2021-08-17 02:22:30,540 - mmaction - INFO - Epoch [13][2120/2640] lr: 1.000e-03, eta: 11:59:32, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.4656, top5_acc: 0.7422, loss_cls: 2.1535, loss: 2.1535, grad_norm: 13.8340 2021-08-17 02:22:38,789 - mmaction - INFO - Epoch [13][2140/2640] lr: 1.000e-03, eta: 11:59:22, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5062, top5_acc: 0.7422, loss_cls: 2.0852, loss: 2.0852, grad_norm: 13.9951 2021-08-17 02:22:47,086 - mmaction - INFO - Epoch [13][2160/2640] lr: 1.000e-03, eta: 11:59:12, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.4711, top5_acc: 0.7422, loss_cls: 2.1345, loss: 2.1345, grad_norm: 13.4569 2021-08-17 02:22:55,387 - mmaction - INFO - Epoch [13][2180/2640] lr: 1.000e-03, eta: 11:59:01, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.4586, top5_acc: 0.7477, loss_cls: 2.1707, loss: 2.1707, grad_norm: 14.2439 2021-08-17 02:23:03,646 - mmaction - INFO - Epoch [13][2200/2640] lr: 1.000e-03, eta: 11:58:51, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.4680, top5_acc: 0.7359, loss_cls: 2.1119, loss: 2.1119, grad_norm: 14.0216 2021-08-17 02:23:11,887 - mmaction - INFO - Epoch [13][2220/2640] lr: 1.000e-03, eta: 11:58:41, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.4703, top5_acc: 0.7320, loss_cls: 2.1475, loss: 2.1475, grad_norm: 14.1025 2021-08-17 02:23:20,136 - mmaction - INFO - Epoch [13][2240/2640] lr: 1.000e-03, eta: 11:58:30, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.4820, top5_acc: 0.7336, loss_cls: 2.2005, loss: 2.2005, grad_norm: 14.2967 2021-08-17 02:23:28,399 - mmaction - INFO - Epoch [13][2260/2640] lr: 1.000e-03, eta: 11:58:20, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5125, top5_acc: 0.7734, loss_cls: 1.9470, loss: 1.9470, grad_norm: 13.9582 2021-08-17 02:23:36,598 - mmaction - INFO - Epoch [13][2280/2640] lr: 1.000e-03, eta: 11:58:09, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.4555, top5_acc: 0.7258, loss_cls: 2.2203, loss: 2.2203, grad_norm: 14.4436 2021-08-17 02:23:44,898 - mmaction - INFO - Epoch [13][2300/2640] lr: 1.000e-03, eta: 11:57:59, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.4727, top5_acc: 0.7445, loss_cls: 2.1370, loss: 2.1370, grad_norm: 13.8340 2021-08-17 02:23:53,101 - mmaction - INFO - Epoch [13][2320/2640] lr: 1.000e-03, eta: 11:57:49, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.4555, top5_acc: 0.7383, loss_cls: 2.1679, loss: 2.1679, grad_norm: 14.2060 2021-08-17 02:24:01,330 - mmaction - INFO - Epoch [13][2340/2640] lr: 1.000e-03, eta: 11:57:38, time: 0.411, data_time: 0.002, memory: 5736, top1_acc: 0.4680, top5_acc: 0.7148, loss_cls: 2.2468, loss: 2.2468, grad_norm: 14.0557 2021-08-17 02:24:09,512 - mmaction - INFO - Epoch [13][2360/2640] lr: 1.000e-03, eta: 11:57:28, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.4766, top5_acc: 0.7531, loss_cls: 2.0721, loss: 2.0721, grad_norm: 13.9578 2021-08-17 02:24:17,757 - mmaction - INFO - Epoch [13][2380/2640] lr: 1.000e-03, eta: 11:57:18, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.4805, top5_acc: 0.7250, loss_cls: 2.1718, loss: 2.1718, grad_norm: 13.6672 2021-08-17 02:24:26,052 - mmaction - INFO - Epoch [13][2400/2640] lr: 1.000e-03, eta: 11:57:07, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.4898, top5_acc: 0.7406, loss_cls: 2.0902, loss: 2.0902, grad_norm: 13.4075 2021-08-17 02:24:34,328 - mmaction - INFO - Epoch [13][2420/2640] lr: 1.000e-03, eta: 11:56:57, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.4922, top5_acc: 0.7477, loss_cls: 2.0851, loss: 2.0851, grad_norm: 14.2565 2021-08-17 02:24:42,552 - mmaction - INFO - Epoch [13][2440/2640] lr: 1.000e-03, eta: 11:56:47, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.4773, top5_acc: 0.7438, loss_cls: 2.1321, loss: 2.1321, grad_norm: 13.8985 2021-08-17 02:24:50,935 - mmaction - INFO - Epoch [13][2460/2640] lr: 1.000e-03, eta: 11:56:37, time: 0.419, data_time: 0.000, memory: 5736, top1_acc: 0.4594, top5_acc: 0.7438, loss_cls: 2.1491, loss: 2.1491, grad_norm: 13.6541 2021-08-17 02:24:59,126 - mmaction - INFO - Epoch [13][2480/2640] lr: 1.000e-03, eta: 11:56:26, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.4828, top5_acc: 0.7406, loss_cls: 2.1438, loss: 2.1438, grad_norm: 14.5798 2021-08-17 02:25:07,443 - mmaction - INFO - Epoch [13][2500/2640] lr: 1.000e-03, eta: 11:56:16, time: 0.416, data_time: 0.002, memory: 5736, top1_acc: 0.4977, top5_acc: 0.7383, loss_cls: 2.0631, loss: 2.0631, grad_norm: 13.7964 2021-08-17 02:25:15,643 - mmaction - INFO - Epoch [13][2520/2640] lr: 1.000e-03, eta: 11:56:06, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.4828, top5_acc: 0.7281, loss_cls: 2.1324, loss: 2.1324, grad_norm: 14.0960 2021-08-17 02:25:23,952 - mmaction - INFO - Epoch [13][2540/2640] lr: 1.000e-03, eta: 11:55:55, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.4953, top5_acc: 0.7352, loss_cls: 2.1246, loss: 2.1246, grad_norm: 13.3334 2021-08-17 02:25:32,212 - mmaction - INFO - Epoch [13][2560/2640] lr: 1.000e-03, eta: 11:55:45, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.4680, top5_acc: 0.7469, loss_cls: 2.1233, loss: 2.1233, grad_norm: 14.8140 2021-08-17 02:25:40,436 - mmaction - INFO - Epoch [13][2580/2640] lr: 1.000e-03, eta: 11:55:35, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.4836, top5_acc: 0.7211, loss_cls: 2.1591, loss: 2.1591, grad_norm: 14.0729 2021-08-17 02:25:48,769 - mmaction - INFO - Epoch [13][2600/2640] lr: 1.000e-03, eta: 11:55:25, time: 0.417, data_time: 0.001, memory: 5736, top1_acc: 0.4633, top5_acc: 0.7391, loss_cls: 2.1678, loss: 2.1678, grad_norm: 14.0406 2021-08-17 02:25:57,072 - mmaction - INFO - Epoch [13][2620/2640] lr: 1.000e-03, eta: 11:55:15, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.4789, top5_acc: 0.7414, loss_cls: 2.0955, loss: 2.0955, grad_norm: 13.7068 2021-08-17 02:26:05,080 - mmaction - INFO - Epoch [13][2640/2640] lr: 1.000e-03, eta: 11:55:03, time: 0.399, data_time: 0.001, memory: 5736, top1_acc: 0.4661, top5_acc: 0.7347, loss_cls: 2.1540, loss: 2.1540, grad_norm: 14.4314 2021-08-17 02:26:08,374 - mmaction - INFO - Saving checkpoint at 13 epochs 2021-08-17 02:26:09,336 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-08-17 02:27:45,598 - mmaction - INFO - Epoch [14][20/2640] lr: 1.000e-03, eta: 11:59:03, time: 4.813, data_time: 4.373, memory: 5736, top1_acc: 0.5133, top5_acc: 0.7383, loss_cls: 2.0432, loss: 2.0432, grad_norm: 13.9422 2021-08-17 02:27:53,824 - mmaction - INFO - Epoch [14][40/2640] lr: 1.000e-03, eta: 11:58:53, time: 0.411, data_time: 0.002, memory: 5736, top1_acc: 0.4969, top5_acc: 0.7594, loss_cls: 2.0285, loss: 2.0285, grad_norm: 13.5884 2021-08-17 02:28:01,984 - mmaction - INFO - Epoch [14][60/2640] lr: 1.000e-03, eta: 11:58:42, time: 0.408, data_time: 0.001, memory: 5736, top1_acc: 0.4867, top5_acc: 0.7461, loss_cls: 2.1004, loss: 2.1004, grad_norm: 14.2272 2021-08-17 02:28:10,188 - mmaction - INFO - Epoch [14][80/2640] lr: 1.000e-03, eta: 11:58:31, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.4883, top5_acc: 0.7430, loss_cls: 2.1036, loss: 2.1036, grad_norm: 14.2634 2021-08-17 02:28:18,375 - mmaction - INFO - Epoch [14][100/2640] lr: 1.000e-03, eta: 11:58:21, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.5219, top5_acc: 0.7555, loss_cls: 1.9464, loss: 1.9464, grad_norm: 13.8985 2021-08-17 02:28:26,681 - mmaction - INFO - Epoch [14][120/2640] lr: 1.000e-03, eta: 11:58:10, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.4719, top5_acc: 0.7219, loss_cls: 2.1511, loss: 2.1511, grad_norm: 14.1554 2021-08-17 02:28:34,896 - mmaction - INFO - Epoch [14][140/2640] lr: 1.000e-03, eta: 11:58:00, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.5148, top5_acc: 0.7609, loss_cls: 2.0023, loss: 2.0023, grad_norm: 14.1528 2021-08-17 02:28:43,118 - mmaction - INFO - Epoch [14][160/2640] lr: 1.000e-03, eta: 11:57:49, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.4930, top5_acc: 0.7516, loss_cls: 2.0774, loss: 2.0774, grad_norm: 13.9142 2021-08-17 02:28:51,330 - mmaction - INFO - Epoch [14][180/2640] lr: 1.000e-03, eta: 11:57:39, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5188, top5_acc: 0.7719, loss_cls: 1.9669, loss: 1.9669, grad_norm: 13.9840 2021-08-17 02:28:59,627 - mmaction - INFO - Epoch [14][200/2640] lr: 1.000e-03, eta: 11:57:28, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.5070, top5_acc: 0.7734, loss_cls: 1.9966, loss: 1.9966, grad_norm: 14.3382 2021-08-17 02:29:07,869 - mmaction - INFO - Epoch [14][220/2640] lr: 1.000e-03, eta: 11:57:18, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.4875, top5_acc: 0.7672, loss_cls: 2.0213, loss: 2.0213, grad_norm: 14.2119 2021-08-17 02:29:16,095 - mmaction - INFO - Epoch [14][240/2640] lr: 1.000e-03, eta: 11:57:07, time: 0.411, data_time: 0.002, memory: 5736, top1_acc: 0.5148, top5_acc: 0.7547, loss_cls: 2.0279, loss: 2.0279, grad_norm: 13.7342 2021-08-17 02:29:24,272 - mmaction - INFO - Epoch [14][260/2640] lr: 1.000e-03, eta: 11:56:57, time: 0.409, data_time: 0.001, memory: 5736, top1_acc: 0.5055, top5_acc: 0.7547, loss_cls: 1.9871, loss: 1.9871, grad_norm: 13.9671 2021-08-17 02:29:32,505 - mmaction - INFO - Epoch [14][280/2640] lr: 1.000e-03, eta: 11:56:46, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.4898, top5_acc: 0.7500, loss_cls: 2.0539, loss: 2.0539, grad_norm: 14.5426 2021-08-17 02:29:40,679 - mmaction - INFO - Epoch [14][300/2640] lr: 1.000e-03, eta: 11:56:35, time: 0.409, data_time: 0.001, memory: 5736, top1_acc: 0.4828, top5_acc: 0.7570, loss_cls: 2.0730, loss: 2.0730, grad_norm: 14.1422 2021-08-17 02:29:48,933 - mmaction - INFO - Epoch [14][320/2640] lr: 1.000e-03, eta: 11:56:25, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.4992, top5_acc: 0.7727, loss_cls: 1.9907, loss: 1.9907, grad_norm: 13.9145 2021-08-17 02:29:57,130 - mmaction - INFO - Epoch [14][340/2640] lr: 1.000e-03, eta: 11:56:14, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.5023, top5_acc: 0.7602, loss_cls: 2.0220, loss: 2.0220, grad_norm: 14.1071 2021-08-17 02:30:05,373 - mmaction - INFO - Epoch [14][360/2640] lr: 1.000e-03, eta: 11:56:04, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.4938, top5_acc: 0.7492, loss_cls: 2.1122, loss: 2.1122, grad_norm: 13.8750 2021-08-17 02:30:13,561 - mmaction - INFO - Epoch [14][380/2640] lr: 1.000e-03, eta: 11:55:53, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.4914, top5_acc: 0.7602, loss_cls: 2.0591, loss: 2.0591, grad_norm: 14.3239 2021-08-17 02:30:21,784 - mmaction - INFO - Epoch [14][400/2640] lr: 1.000e-03, eta: 11:55:43, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.4602, top5_acc: 0.7375, loss_cls: 2.1558, loss: 2.1558, grad_norm: 14.3045 2021-08-17 02:30:29,983 - mmaction - INFO - Epoch [14][420/2640] lr: 1.000e-03, eta: 11:55:32, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.4648, top5_acc: 0.7281, loss_cls: 2.1747, loss: 2.1747, grad_norm: 14.6182 2021-08-17 02:30:38,211 - mmaction - INFO - Epoch [14][440/2640] lr: 1.000e-03, eta: 11:55:22, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.4750, top5_acc: 0.7469, loss_cls: 2.1304, loss: 2.1304, grad_norm: 14.1389 2021-08-17 02:30:46,423 - mmaction - INFO - Epoch [14][460/2640] lr: 1.000e-03, eta: 11:55:11, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5016, top5_acc: 0.7531, loss_cls: 2.0935, loss: 2.0935, grad_norm: 14.4900 2021-08-17 02:30:54,692 - mmaction - INFO - Epoch [14][480/2640] lr: 1.000e-03, eta: 11:55:01, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.5055, top5_acc: 0.7586, loss_cls: 1.9896, loss: 1.9896, grad_norm: 14.4842 2021-08-17 02:31:03,010 - mmaction - INFO - Epoch [14][500/2640] lr: 1.000e-03, eta: 11:54:51, time: 0.416, data_time: 0.001, memory: 5736, top1_acc: 0.5164, top5_acc: 0.7625, loss_cls: 1.9947, loss: 1.9947, grad_norm: 14.3457 2021-08-17 02:31:11,225 - mmaction - INFO - Epoch [14][520/2640] lr: 1.000e-03, eta: 11:54:40, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.5250, top5_acc: 0.7625, loss_cls: 1.9884, loss: 1.9884, grad_norm: 14.2442 2021-08-17 02:31:19,426 - mmaction - INFO - Epoch [14][540/2640] lr: 1.000e-03, eta: 11:54:29, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.4977, top5_acc: 0.7398, loss_cls: 2.0686, loss: 2.0686, grad_norm: 13.8657 2021-08-17 02:31:27,704 - mmaction - INFO - Epoch [14][560/2640] lr: 1.000e-03, eta: 11:54:19, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.4906, top5_acc: 0.7383, loss_cls: 2.0732, loss: 2.0732, grad_norm: 13.6312 2021-08-17 02:31:36,026 - mmaction - INFO - Epoch [14][580/2640] lr: 1.000e-03, eta: 11:54:09, time: 0.417, data_time: 0.001, memory: 5736, top1_acc: 0.5070, top5_acc: 0.7641, loss_cls: 2.0121, loss: 2.0121, grad_norm: 14.3665 2021-08-17 02:31:44,256 - mmaction - INFO - Epoch [14][600/2640] lr: 1.000e-03, eta: 11:53:58, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.4938, top5_acc: 0.7570, loss_cls: 2.0857, loss: 2.0857, grad_norm: 13.8706 2021-08-17 02:31:52,522 - mmaction - INFO - Epoch [14][620/2640] lr: 1.000e-03, eta: 11:53:48, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.4953, top5_acc: 0.7477, loss_cls: 2.0575, loss: 2.0575, grad_norm: 14.0702 2021-08-17 02:32:00,796 - mmaction - INFO - Epoch [14][640/2640] lr: 1.000e-03, eta: 11:53:38, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.5023, top5_acc: 0.7523, loss_cls: 2.0684, loss: 2.0684, grad_norm: 14.6613 2021-08-17 02:32:09,063 - mmaction - INFO - Epoch [14][660/2640] lr: 1.000e-03, eta: 11:53:27, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.4742, top5_acc: 0.7422, loss_cls: 2.1464, loss: 2.1464, grad_norm: 14.1917 2021-08-17 02:32:17,306 - mmaction - INFO - Epoch [14][680/2640] lr: 1.000e-03, eta: 11:53:17, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.4930, top5_acc: 0.7523, loss_cls: 2.1059, loss: 2.1059, grad_norm: 13.9646 2021-08-17 02:32:25,557 - mmaction - INFO - Epoch [14][700/2640] lr: 1.000e-03, eta: 11:53:06, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.4914, top5_acc: 0.7430, loss_cls: 2.0920, loss: 2.0920, grad_norm: 13.8387 2021-08-17 02:32:33,828 - mmaction - INFO - Epoch [14][720/2640] lr: 1.000e-03, eta: 11:52:56, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.4992, top5_acc: 0.7602, loss_cls: 2.0553, loss: 2.0553, grad_norm: 14.1254 2021-08-17 02:32:42,089 - mmaction - INFO - Epoch [14][740/2640] lr: 1.000e-03, eta: 11:52:46, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.4859, top5_acc: 0.7688, loss_cls: 1.9861, loss: 1.9861, grad_norm: 14.6951 2021-08-17 02:32:50,357 - mmaction - INFO - Epoch [14][760/2640] lr: 1.000e-03, eta: 11:52:35, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.4758, top5_acc: 0.7367, loss_cls: 2.1374, loss: 2.1374, grad_norm: 13.8083 2021-08-17 02:32:58,577 - mmaction - INFO - Epoch [14][780/2640] lr: 1.000e-03, eta: 11:52:25, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.4945, top5_acc: 0.7594, loss_cls: 2.0331, loss: 2.0331, grad_norm: 14.0576 2021-08-17 02:33:06,803 - mmaction - INFO - Epoch [14][800/2640] lr: 1.000e-03, eta: 11:52:14, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.4844, top5_acc: 0.7383, loss_cls: 2.0795, loss: 2.0795, grad_norm: 13.6801 2021-08-17 02:33:14,981 - mmaction - INFO - Epoch [14][820/2640] lr: 1.000e-03, eta: 11:52:04, time: 0.409, data_time: 0.001, memory: 5736, top1_acc: 0.4969, top5_acc: 0.7617, loss_cls: 1.9886, loss: 1.9886, grad_norm: 14.2063 2021-08-17 02:33:23,242 - mmaction - INFO - Epoch [14][840/2640] lr: 1.000e-03, eta: 11:51:53, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.4773, top5_acc: 0.7477, loss_cls: 2.1140, loss: 2.1140, grad_norm: 14.4760 2021-08-17 02:33:31,477 - mmaction - INFO - Epoch [14][860/2640] lr: 1.000e-03, eta: 11:51:43, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.4852, top5_acc: 0.7531, loss_cls: 2.0671, loss: 2.0671, grad_norm: 13.9576 2021-08-17 02:33:39,746 - mmaction - INFO - Epoch [14][880/2640] lr: 1.000e-03, eta: 11:51:33, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.4797, top5_acc: 0.7398, loss_cls: 2.0940, loss: 2.0940, grad_norm: 14.4214 2021-08-17 02:33:47,944 - mmaction - INFO - Epoch [14][900/2640] lr: 1.000e-03, eta: 11:51:22, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.4867, top5_acc: 0.7352, loss_cls: 2.1285, loss: 2.1285, grad_norm: 14.6779 2021-08-17 02:33:56,262 - mmaction - INFO - Epoch [14][920/2640] lr: 1.000e-03, eta: 11:51:12, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.4805, top5_acc: 0.7562, loss_cls: 2.0607, loss: 2.0607, grad_norm: 14.0772 2021-08-17 02:34:04,471 - mmaction - INFO - Epoch [14][940/2640] lr: 1.000e-03, eta: 11:51:01, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.4984, top5_acc: 0.7570, loss_cls: 2.0472, loss: 2.0472, grad_norm: 14.5516 2021-08-17 02:34:12,723 - mmaction - INFO - Epoch [14][960/2640] lr: 1.000e-03, eta: 11:50:51, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.4891, top5_acc: 0.7438, loss_cls: 2.0671, loss: 2.0671, grad_norm: 14.3766 2021-08-17 02:34:21,095 - mmaction - INFO - Epoch [14][980/2640] lr: 1.000e-03, eta: 11:50:41, time: 0.419, data_time: 0.001, memory: 5736, top1_acc: 0.4797, top5_acc: 0.7461, loss_cls: 2.0554, loss: 2.0554, grad_norm: 13.8255 2021-08-17 02:34:29,302 - mmaction - INFO - Epoch [14][1000/2640] lr: 1.000e-03, eta: 11:50:30, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.4953, top5_acc: 0.7516, loss_cls: 2.1110, loss: 2.1110, grad_norm: 14.0447 2021-08-17 02:34:37,518 - mmaction - INFO - Epoch [14][1020/2640] lr: 1.000e-03, eta: 11:50:20, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.4867, top5_acc: 0.7547, loss_cls: 2.0593, loss: 2.0593, grad_norm: 14.0863 2021-08-17 02:34:45,786 - mmaction - INFO - Epoch [14][1040/2640] lr: 1.000e-03, eta: 11:50:10, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.5047, top5_acc: 0.7500, loss_cls: 2.0038, loss: 2.0038, grad_norm: 13.9953 2021-08-17 02:34:53,973 - mmaction - INFO - Epoch [14][1060/2640] lr: 1.000e-03, eta: 11:49:59, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.5023, top5_acc: 0.7508, loss_cls: 2.0463, loss: 2.0463, grad_norm: 13.8009 2021-08-17 02:35:02,212 - mmaction - INFO - Epoch [14][1080/2640] lr: 1.000e-03, eta: 11:49:49, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.4781, top5_acc: 0.7211, loss_cls: 2.1966, loss: 2.1966, grad_norm: 14.2539 2021-08-17 02:35:10,398 - mmaction - INFO - Epoch [14][1100/2640] lr: 1.000e-03, eta: 11:49:38, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.4852, top5_acc: 0.7508, loss_cls: 2.0602, loss: 2.0602, grad_norm: 13.8781 2021-08-17 02:35:18,694 - mmaction - INFO - Epoch [14][1120/2640] lr: 1.000e-03, eta: 11:49:28, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.4938, top5_acc: 0.7547, loss_cls: 2.0740, loss: 2.0740, grad_norm: 14.3153 2021-08-17 02:35:26,912 - mmaction - INFO - Epoch [14][1140/2640] lr: 1.000e-03, eta: 11:49:17, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.4688, top5_acc: 0.7453, loss_cls: 2.1350, loss: 2.1350, grad_norm: 14.3297 2021-08-17 02:35:35,142 - mmaction - INFO - Epoch [14][1160/2640] lr: 1.000e-03, eta: 11:49:07, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5070, top5_acc: 0.7672, loss_cls: 1.9524, loss: 1.9524, grad_norm: 14.2636 2021-08-17 02:35:43,359 - mmaction - INFO - Epoch [14][1180/2640] lr: 1.000e-03, eta: 11:48:57, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.4859, top5_acc: 0.7570, loss_cls: 2.0307, loss: 2.0307, grad_norm: 13.8134 2021-08-17 02:35:51,624 - mmaction - INFO - Epoch [14][1200/2640] lr: 1.000e-03, eta: 11:48:46, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.4883, top5_acc: 0.7359, loss_cls: 2.0944, loss: 2.0944, grad_norm: 14.0233 2021-08-17 02:35:59,801 - mmaction - INFO - Epoch [14][1220/2640] lr: 1.000e-03, eta: 11:48:36, time: 0.409, data_time: 0.001, memory: 5736, top1_acc: 0.4859, top5_acc: 0.7492, loss_cls: 2.0538, loss: 2.0538, grad_norm: 13.8367 2021-08-17 02:36:08,087 - mmaction - INFO - Epoch [14][1240/2640] lr: 1.000e-03, eta: 11:48:25, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.4766, top5_acc: 0.7352, loss_cls: 2.1487, loss: 2.1487, grad_norm: 14.3047 2021-08-17 02:36:16,362 - mmaction - INFO - Epoch [14][1260/2640] lr: 1.000e-03, eta: 11:48:15, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.4992, top5_acc: 0.7227, loss_cls: 2.0987, loss: 2.0987, grad_norm: 13.6108 2021-08-17 02:36:24,703 - mmaction - INFO - Epoch [14][1280/2640] lr: 1.000e-03, eta: 11:48:05, time: 0.417, data_time: 0.002, memory: 5736, top1_acc: 0.4844, top5_acc: 0.7422, loss_cls: 2.0484, loss: 2.0484, grad_norm: 13.9084 2021-08-17 02:36:32,972 - mmaction - INFO - Epoch [14][1300/2640] lr: 1.000e-03, eta: 11:47:55, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.4938, top5_acc: 0.7375, loss_cls: 2.0943, loss: 2.0943, grad_norm: 14.8484 2021-08-17 02:36:41,313 - mmaction - INFO - Epoch [14][1320/2640] lr: 1.000e-03, eta: 11:47:45, time: 0.417, data_time: 0.002, memory: 5736, top1_acc: 0.4727, top5_acc: 0.7352, loss_cls: 2.1507, loss: 2.1507, grad_norm: 13.8084 2021-08-17 02:36:49,612 - mmaction - INFO - Epoch [14][1340/2640] lr: 1.000e-03, eta: 11:47:35, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.4859, top5_acc: 0.7688, loss_cls: 2.0242, loss: 2.0242, grad_norm: 14.1588 2021-08-17 02:36:57,880 - mmaction - INFO - Epoch [14][1360/2640] lr: 1.000e-03, eta: 11:47:24, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.4891, top5_acc: 0.7555, loss_cls: 2.0754, loss: 2.0754, grad_norm: 13.7022 2021-08-17 02:37:06,228 - mmaction - INFO - Epoch [14][1380/2640] lr: 1.000e-03, eta: 11:47:14, time: 0.418, data_time: 0.001, memory: 5736, top1_acc: 0.4969, top5_acc: 0.7500, loss_cls: 2.0767, loss: 2.0767, grad_norm: 14.4021 2021-08-17 02:37:14,457 - mmaction - INFO - Epoch [14][1400/2640] lr: 1.000e-03, eta: 11:47:04, time: 0.411, data_time: 0.002, memory: 5736, top1_acc: 0.4945, top5_acc: 0.7664, loss_cls: 2.0249, loss: 2.0249, grad_norm: 14.4126 2021-08-17 02:37:22,670 - mmaction - INFO - Epoch [14][1420/2640] lr: 1.000e-03, eta: 11:46:53, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5062, top5_acc: 0.7672, loss_cls: 2.0758, loss: 2.0758, grad_norm: 14.2471 2021-08-17 02:37:30,915 - mmaction - INFO - Epoch [14][1440/2640] lr: 1.000e-03, eta: 11:46:43, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.4922, top5_acc: 0.7578, loss_cls: 2.0728, loss: 2.0728, grad_norm: 14.5868 2021-08-17 02:37:39,126 - mmaction - INFO - Epoch [14][1460/2640] lr: 1.000e-03, eta: 11:46:33, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.4703, top5_acc: 0.7289, loss_cls: 2.1720, loss: 2.1720, grad_norm: 13.9785 2021-08-17 02:37:47,432 - mmaction - INFO - Epoch [14][1480/2640] lr: 1.000e-03, eta: 11:46:22, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.5102, top5_acc: 0.7484, loss_cls: 2.0154, loss: 2.0154, grad_norm: 13.7291 2021-08-17 02:37:55,682 - mmaction - INFO - Epoch [14][1500/2640] lr: 1.000e-03, eta: 11:46:12, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.4953, top5_acc: 0.7414, loss_cls: 2.0796, loss: 2.0796, grad_norm: 14.7579 2021-08-17 02:38:03,946 - mmaction - INFO - Epoch [14][1520/2640] lr: 1.000e-03, eta: 11:46:02, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.4734, top5_acc: 0.7500, loss_cls: 2.1241, loss: 2.1241, grad_norm: 14.5257 2021-08-17 02:38:12,174 - mmaction - INFO - Epoch [14][1540/2640] lr: 1.000e-03, eta: 11:45:51, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.4883, top5_acc: 0.7555, loss_cls: 2.0690, loss: 2.0690, grad_norm: 13.6458 2021-08-17 02:38:20,551 - mmaction - INFO - Epoch [14][1560/2640] lr: 1.000e-03, eta: 11:45:41, time: 0.419, data_time: 0.002, memory: 5736, top1_acc: 0.4695, top5_acc: 0.7266, loss_cls: 2.1781, loss: 2.1781, grad_norm: 13.4917 2021-08-17 02:38:28,755 - mmaction - INFO - Epoch [14][1580/2640] lr: 1.000e-03, eta: 11:45:31, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.4852, top5_acc: 0.7461, loss_cls: 2.0718, loss: 2.0718, grad_norm: 14.2049 2021-08-17 02:38:36,970 - mmaction - INFO - Epoch [14][1600/2640] lr: 1.000e-03, eta: 11:45:21, time: 0.411, data_time: 0.002, memory: 5736, top1_acc: 0.4914, top5_acc: 0.7594, loss_cls: 2.0142, loss: 2.0142, grad_norm: 13.7991 2021-08-17 02:38:45,176 - mmaction - INFO - Epoch [14][1620/2640] lr: 1.000e-03, eta: 11:45:10, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.5070, top5_acc: 0.7641, loss_cls: 1.9557, loss: 1.9557, grad_norm: 14.1368 2021-08-17 02:38:53,475 - mmaction - INFO - Epoch [14][1640/2640] lr: 1.000e-03, eta: 11:45:00, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.4773, top5_acc: 0.7422, loss_cls: 2.0997, loss: 2.0997, grad_norm: 14.5958 2021-08-17 02:39:01,726 - mmaction - INFO - Epoch [14][1660/2640] lr: 1.000e-03, eta: 11:44:50, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.4727, top5_acc: 0.7516, loss_cls: 2.0876, loss: 2.0876, grad_norm: 14.2010 2021-08-17 02:39:09,959 - mmaction - INFO - Epoch [14][1680/2640] lr: 1.000e-03, eta: 11:44:39, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.4617, top5_acc: 0.7328, loss_cls: 2.1296, loss: 2.1296, grad_norm: 13.8705 2021-08-17 02:39:18,243 - mmaction - INFO - Epoch [14][1700/2640] lr: 1.000e-03, eta: 11:44:29, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.4836, top5_acc: 0.7336, loss_cls: 2.1153, loss: 2.1153, grad_norm: 14.4820 2021-08-17 02:39:26,525 - mmaction - INFO - Epoch [14][1720/2640] lr: 1.000e-03, eta: 11:44:19, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.5016, top5_acc: 0.7773, loss_cls: 2.0065, loss: 2.0065, grad_norm: 13.9443 2021-08-17 02:39:34,770 - mmaction - INFO - Epoch [14][1740/2640] lr: 1.000e-03, eta: 11:44:09, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.4938, top5_acc: 0.7312, loss_cls: 2.1091, loss: 2.1091, grad_norm: 13.9560 2021-08-17 02:39:43,037 - mmaction - INFO - Epoch [14][1760/2640] lr: 1.000e-03, eta: 11:43:58, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.4719, top5_acc: 0.7500, loss_cls: 2.1400, loss: 2.1400, grad_norm: 14.4675 2021-08-17 02:39:51,323 - mmaction - INFO - Epoch [14][1780/2640] lr: 1.000e-03, eta: 11:43:48, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.5047, top5_acc: 0.7445, loss_cls: 1.9917, loss: 1.9917, grad_norm: 13.8529 2021-08-17 02:39:59,533 - mmaction - INFO - Epoch [14][1800/2640] lr: 1.000e-03, eta: 11:43:38, time: 0.410, data_time: 0.002, memory: 5736, top1_acc: 0.4820, top5_acc: 0.7547, loss_cls: 2.0725, loss: 2.0725, grad_norm: 14.3808 2021-08-17 02:40:07,849 - mmaction - INFO - Epoch [14][1820/2640] lr: 1.000e-03, eta: 11:43:28, time: 0.415, data_time: 0.000, memory: 5736, top1_acc: 0.4766, top5_acc: 0.7375, loss_cls: 2.1250, loss: 2.1250, grad_norm: 13.7708 2021-08-17 02:40:16,107 - mmaction - INFO - Epoch [14][1840/2640] lr: 1.000e-03, eta: 11:43:17, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.4625, top5_acc: 0.7328, loss_cls: 2.1695, loss: 2.1695, grad_norm: 13.7673 2021-08-17 02:40:24,357 - mmaction - INFO - Epoch [14][1860/2640] lr: 1.000e-03, eta: 11:43:07, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.4945, top5_acc: 0.7539, loss_cls: 2.0593, loss: 2.0593, grad_norm: 13.6164 2021-08-17 02:40:32,610 - mmaction - INFO - Epoch [14][1880/2640] lr: 1.000e-03, eta: 11:42:57, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.4906, top5_acc: 0.7508, loss_cls: 2.1076, loss: 2.1076, grad_norm: 14.0939 2021-08-17 02:40:40,855 - mmaction - INFO - Epoch [14][1900/2640] lr: 1.000e-03, eta: 11:42:47, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.4758, top5_acc: 0.7570, loss_cls: 2.0909, loss: 2.0909, grad_norm: 14.4645 2021-08-17 02:40:49,099 - mmaction - INFO - Epoch [14][1920/2640] lr: 1.000e-03, eta: 11:42:36, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.4984, top5_acc: 0.7266, loss_cls: 2.0954, loss: 2.0954, grad_norm: 13.3314 2021-08-17 02:40:57,273 - mmaction - INFO - Epoch [14][1940/2640] lr: 1.000e-03, eta: 11:42:26, time: 0.409, data_time: 0.001, memory: 5736, top1_acc: 0.4758, top5_acc: 0.7320, loss_cls: 2.1431, loss: 2.1431, grad_norm: 13.9542 2021-08-17 02:41:05,537 - mmaction - INFO - Epoch [14][1960/2640] lr: 1.000e-03, eta: 11:42:16, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.4719, top5_acc: 0.7516, loss_cls: 2.0776, loss: 2.0776, grad_norm: 14.0440 2021-08-17 02:41:13,726 - mmaction - INFO - Epoch [14][1980/2640] lr: 1.000e-03, eta: 11:42:05, time: 0.409, data_time: 0.001, memory: 5736, top1_acc: 0.4773, top5_acc: 0.7188, loss_cls: 2.1921, loss: 2.1921, grad_norm: 14.6386 2021-08-17 02:41:22,002 - mmaction - INFO - Epoch [14][2000/2640] lr: 1.000e-03, eta: 11:41:55, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.4930, top5_acc: 0.7492, loss_cls: 2.0406, loss: 2.0406, grad_norm: 13.9412 2021-08-17 02:41:30,320 - mmaction - INFO - Epoch [14][2020/2640] lr: 1.000e-03, eta: 11:41:45, time: 0.416, data_time: 0.001, memory: 5736, top1_acc: 0.4914, top5_acc: 0.7477, loss_cls: 2.0438, loss: 2.0438, grad_norm: 14.5019 2021-08-17 02:41:38,548 - mmaction - INFO - Epoch [14][2040/2640] lr: 1.000e-03, eta: 11:41:35, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.4875, top5_acc: 0.7609, loss_cls: 2.0283, loss: 2.0283, grad_norm: 14.4684 2021-08-17 02:41:46,767 - mmaction - INFO - Epoch [14][2060/2640] lr: 1.000e-03, eta: 11:41:24, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.4820, top5_acc: 0.7484, loss_cls: 2.0844, loss: 2.0844, grad_norm: 13.7212 2021-08-17 02:41:55,065 - mmaction - INFO - Epoch [14][2080/2640] lr: 1.000e-03, eta: 11:41:14, time: 0.416, data_time: 0.002, memory: 5736, top1_acc: 0.4750, top5_acc: 0.7539, loss_cls: 2.0563, loss: 2.0563, grad_norm: 14.3183 2021-08-17 02:42:03,336 - mmaction - INFO - Epoch [14][2100/2640] lr: 1.000e-03, eta: 11:41:04, time: 0.414, data_time: 0.000, memory: 5736, top1_acc: 0.5109, top5_acc: 0.7570, loss_cls: 1.9923, loss: 1.9923, grad_norm: 14.0407 2021-08-17 02:42:11,629 - mmaction - INFO - Epoch [14][2120/2640] lr: 1.000e-03, eta: 11:40:54, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.4859, top5_acc: 0.7555, loss_cls: 2.0477, loss: 2.0477, grad_norm: 14.4145 2021-08-17 02:42:19,816 - mmaction - INFO - Epoch [14][2140/2640] lr: 1.000e-03, eta: 11:40:43, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.4977, top5_acc: 0.7531, loss_cls: 2.0087, loss: 2.0087, grad_norm: 13.7981 2021-08-17 02:42:28,065 - mmaction - INFO - Epoch [14][2160/2640] lr: 1.000e-03, eta: 11:40:33, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.4500, top5_acc: 0.7344, loss_cls: 2.1864, loss: 2.1864, grad_norm: 14.4041 2021-08-17 02:42:36,287 - mmaction - INFO - Epoch [14][2180/2640] lr: 1.000e-03, eta: 11:40:23, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.5031, top5_acc: 0.7633, loss_cls: 1.9976, loss: 1.9976, grad_norm: 14.1188 2021-08-17 02:42:44,606 - mmaction - INFO - Epoch [14][2200/2640] lr: 1.000e-03, eta: 11:40:13, time: 0.416, data_time: 0.002, memory: 5736, top1_acc: 0.4781, top5_acc: 0.7375, loss_cls: 2.1503, loss: 2.1503, grad_norm: 14.1229 2021-08-17 02:42:52,909 - mmaction - INFO - Epoch [14][2220/2640] lr: 1.000e-03, eta: 11:40:03, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.4766, top5_acc: 0.7438, loss_cls: 2.0969, loss: 2.0969, grad_norm: 14.1735 2021-08-17 02:43:01,138 - mmaction - INFO - Epoch [14][2240/2640] lr: 1.000e-03, eta: 11:39:52, time: 0.411, data_time: 0.002, memory: 5736, top1_acc: 0.5047, top5_acc: 0.7438, loss_cls: 2.0790, loss: 2.0790, grad_norm: 13.8533 2021-08-17 02:43:09,364 - mmaction - INFO - Epoch [14][2260/2640] lr: 1.000e-03, eta: 11:39:42, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.4867, top5_acc: 0.7391, loss_cls: 2.1445, loss: 2.1445, grad_norm: 14.5147 2021-08-17 02:43:17,648 - mmaction - INFO - Epoch [14][2280/2640] lr: 1.000e-03, eta: 11:39:32, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.4906, top5_acc: 0.7406, loss_cls: 2.0587, loss: 2.0587, grad_norm: 13.6053 2021-08-17 02:43:25,873 - mmaction - INFO - Epoch [14][2300/2640] lr: 1.000e-03, eta: 11:39:22, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.5055, top5_acc: 0.7648, loss_cls: 2.0301, loss: 2.0301, grad_norm: 13.7443 2021-08-17 02:43:34,112 - mmaction - INFO - Epoch [14][2320/2640] lr: 1.000e-03, eta: 11:39:11, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5117, top5_acc: 0.7664, loss_cls: 1.9517, loss: 1.9517, grad_norm: 14.5413 2021-08-17 02:43:42,319 - mmaction - INFO - Epoch [14][2340/2640] lr: 1.000e-03, eta: 11:39:01, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.4789, top5_acc: 0.7555, loss_cls: 2.0723, loss: 2.0723, grad_norm: 14.6382 2021-08-17 02:43:50,588 - mmaction - INFO - Epoch [14][2360/2640] lr: 1.000e-03, eta: 11:38:51, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.4961, top5_acc: 0.7594, loss_cls: 2.0377, loss: 2.0377, grad_norm: 13.9977 2021-08-17 02:43:58,830 - mmaction - INFO - Epoch [14][2380/2640] lr: 1.000e-03, eta: 11:38:41, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.4969, top5_acc: 0.7438, loss_cls: 2.0807, loss: 2.0807, grad_norm: 14.2670 2021-08-17 02:44:07,110 - mmaction - INFO - Epoch [14][2400/2640] lr: 1.000e-03, eta: 11:38:31, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.4773, top5_acc: 0.7352, loss_cls: 2.1365, loss: 2.1365, grad_norm: 14.0737 2021-08-17 02:44:15,397 - mmaction - INFO - Epoch [14][2420/2640] lr: 1.000e-03, eta: 11:38:20, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.4719, top5_acc: 0.7508, loss_cls: 2.1199, loss: 2.1199, grad_norm: 14.0134 2021-08-17 02:44:23,742 - mmaction - INFO - Epoch [14][2440/2640] lr: 1.000e-03, eta: 11:38:10, time: 0.417, data_time: 0.000, memory: 5736, top1_acc: 0.5219, top5_acc: 0.7609, loss_cls: 2.0349, loss: 2.0349, grad_norm: 14.0149 2021-08-17 02:44:31,941 - mmaction - INFO - Epoch [14][2460/2640] lr: 1.000e-03, eta: 11:38:00, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.5031, top5_acc: 0.7586, loss_cls: 2.0287, loss: 2.0287, grad_norm: 13.8783 2021-08-17 02:44:40,197 - mmaction - INFO - Epoch [14][2480/2640] lr: 1.000e-03, eta: 11:37:50, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.4797, top5_acc: 0.7297, loss_cls: 2.1667, loss: 2.1667, grad_norm: 13.7239 2021-08-17 02:44:48,453 - mmaction - INFO - Epoch [14][2500/2640] lr: 1.000e-03, eta: 11:37:40, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.4789, top5_acc: 0.7445, loss_cls: 2.0930, loss: 2.0930, grad_norm: 14.2611 2021-08-17 02:44:56,725 - mmaction - INFO - Epoch [14][2520/2640] lr: 1.000e-03, eta: 11:37:30, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.4773, top5_acc: 0.7391, loss_cls: 2.1026, loss: 2.1026, grad_norm: 14.1782 2021-08-17 02:45:04,983 - mmaction - INFO - Epoch [14][2540/2640] lr: 1.000e-03, eta: 11:37:19, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.4906, top5_acc: 0.7484, loss_cls: 2.0644, loss: 2.0644, grad_norm: 13.8286 2021-08-17 02:45:13,206 - mmaction - INFO - Epoch [14][2560/2640] lr: 1.000e-03, eta: 11:37:09, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.5062, top5_acc: 0.7531, loss_cls: 2.0400, loss: 2.0400, grad_norm: 13.8848 2021-08-17 02:45:21,466 - mmaction - INFO - Epoch [14][2580/2640] lr: 1.000e-03, eta: 11:36:59, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.4938, top5_acc: 0.7422, loss_cls: 2.0793, loss: 2.0793, grad_norm: 13.6703 2021-08-17 02:45:29,786 - mmaction - INFO - Epoch [14][2600/2640] lr: 1.000e-03, eta: 11:36:49, time: 0.416, data_time: 0.001, memory: 5736, top1_acc: 0.4555, top5_acc: 0.7539, loss_cls: 2.1190, loss: 2.1190, grad_norm: 14.2331 2021-08-17 02:45:38,010 - mmaction - INFO - Epoch [14][2620/2640] lr: 1.000e-03, eta: 11:36:39, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.4766, top5_acc: 0.7258, loss_cls: 2.1141, loss: 2.1141, grad_norm: 14.2126 2021-08-17 02:45:46,089 - mmaction - INFO - Epoch [14][2640/2640] lr: 1.000e-03, eta: 11:36:28, time: 0.404, data_time: 0.002, memory: 5736, top1_acc: 0.4645, top5_acc: 0.7419, loss_cls: 2.0972, loss: 2.0972, grad_norm: 14.5106 2021-08-17 02:45:48,917 - mmaction - INFO - Saving checkpoint at 14 epochs 2021-08-17 02:45:49,614 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-08-17 02:47:10,208 - mmaction - INFO - Epoch [15][20/2640] lr: 1.000e-03, eta: 11:39:24, time: 4.029, data_time: 3.598, memory: 5736, top1_acc: 0.5055, top5_acc: 0.7711, loss_cls: 1.9240, loss: 1.9240, grad_norm: 13.7682 2021-08-17 02:47:18,558 - mmaction - INFO - Epoch [15][40/2640] lr: 1.000e-03, eta: 11:39:14, time: 0.418, data_time: 0.003, memory: 5736, top1_acc: 0.5000, top5_acc: 0.7453, loss_cls: 2.0683, loss: 2.0683, grad_norm: 13.7664 2021-08-17 02:47:26,734 - mmaction - INFO - Epoch [15][60/2640] lr: 1.000e-03, eta: 11:39:03, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.5227, top5_acc: 0.7680, loss_cls: 1.9886, loss: 1.9886, grad_norm: 13.7093 2021-08-17 02:47:35,007 - mmaction - INFO - Epoch [15][80/2640] lr: 1.000e-03, eta: 11:38:53, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.4828, top5_acc: 0.7594, loss_cls: 2.0257, loss: 2.0257, grad_norm: 13.9434 2021-08-17 02:47:43,234 - mmaction - INFO - Epoch [15][100/2640] lr: 1.000e-03, eta: 11:38:42, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5062, top5_acc: 0.7406, loss_cls: 2.0090, loss: 2.0090, grad_norm: 14.1246 2021-08-17 02:47:51,528 - mmaction - INFO - Epoch [15][120/2640] lr: 1.000e-03, eta: 11:38:32, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.5062, top5_acc: 0.7688, loss_cls: 2.0178, loss: 2.0178, grad_norm: 14.8078 2021-08-17 02:47:59,780 - mmaction - INFO - Epoch [15][140/2640] lr: 1.000e-03, eta: 11:38:22, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.4859, top5_acc: 0.7523, loss_cls: 2.0931, loss: 2.0931, grad_norm: 14.1477 2021-08-17 02:48:08,083 - mmaction - INFO - Epoch [15][160/2640] lr: 1.000e-03, eta: 11:38:12, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.4961, top5_acc: 0.7492, loss_cls: 2.0048, loss: 2.0048, grad_norm: 14.3629 2021-08-17 02:48:16,329 - mmaction - INFO - Epoch [15][180/2640] lr: 1.000e-03, eta: 11:38:01, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.4938, top5_acc: 0.7453, loss_cls: 2.0431, loss: 2.0431, grad_norm: 14.1138 2021-08-17 02:48:24,592 - mmaction - INFO - Epoch [15][200/2640] lr: 1.000e-03, eta: 11:37:51, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5086, top5_acc: 0.7664, loss_cls: 1.9622, loss: 1.9622, grad_norm: 14.2972 2021-08-17 02:48:32,933 - mmaction - INFO - Epoch [15][220/2640] lr: 1.000e-03, eta: 11:37:41, time: 0.417, data_time: 0.001, memory: 5736, top1_acc: 0.5234, top5_acc: 0.7703, loss_cls: 1.9250, loss: 1.9250, grad_norm: 13.8966 2021-08-17 02:48:41,199 - mmaction - INFO - Epoch [15][240/2640] lr: 1.000e-03, eta: 11:37:31, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.4906, top5_acc: 0.7547, loss_cls: 2.0398, loss: 2.0398, grad_norm: 14.4869 2021-08-17 02:48:49,409 - mmaction - INFO - Epoch [15][260/2640] lr: 1.000e-03, eta: 11:37:20, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.4914, top5_acc: 0.7773, loss_cls: 1.9592, loss: 1.9592, grad_norm: 13.9440 2021-08-17 02:48:57,630 - mmaction - INFO - Epoch [15][280/2640] lr: 1.000e-03, eta: 11:37:10, time: 0.411, data_time: 0.002, memory: 5736, top1_acc: 0.4906, top5_acc: 0.7609, loss_cls: 2.0406, loss: 2.0406, grad_norm: 13.8028 2021-08-17 02:49:05,875 - mmaction - INFO - Epoch [15][300/2640] lr: 1.000e-03, eta: 11:37:00, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.5188, top5_acc: 0.7570, loss_cls: 1.9828, loss: 1.9828, grad_norm: 14.4407 2021-08-17 02:49:14,032 - mmaction - INFO - Epoch [15][320/2640] lr: 1.000e-03, eta: 11:36:49, time: 0.408, data_time: 0.000, memory: 5736, top1_acc: 0.5125, top5_acc: 0.7625, loss_cls: 1.9983, loss: 1.9983, grad_norm: 13.8568 2021-08-17 02:49:22,223 - mmaction - INFO - Epoch [15][340/2640] lr: 1.000e-03, eta: 11:36:39, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.4945, top5_acc: 0.7484, loss_cls: 2.0584, loss: 2.0584, grad_norm: 14.3475 2021-08-17 02:49:30,480 - mmaction - INFO - Epoch [15][360/2640] lr: 1.000e-03, eta: 11:36:28, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.4945, top5_acc: 0.7500, loss_cls: 2.0527, loss: 2.0527, grad_norm: 14.3894 2021-08-17 02:49:38,669 - mmaction - INFO - Epoch [15][380/2640] lr: 1.000e-03, eta: 11:36:18, time: 0.409, data_time: 0.001, memory: 5736, top1_acc: 0.4906, top5_acc: 0.7406, loss_cls: 2.0798, loss: 2.0798, grad_norm: 14.1374 2021-08-17 02:49:46,941 - mmaction - INFO - Epoch [15][400/2640] lr: 1.000e-03, eta: 11:36:08, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.5016, top5_acc: 0.7586, loss_cls: 2.0217, loss: 2.0217, grad_norm: 14.0452 2021-08-17 02:49:55,139 - mmaction - INFO - Epoch [15][420/2640] lr: 1.000e-03, eta: 11:35:57, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.4977, top5_acc: 0.7531, loss_cls: 2.0511, loss: 2.0511, grad_norm: 14.2888 2021-08-17 02:50:03,443 - mmaction - INFO - Epoch [15][440/2640] lr: 1.000e-03, eta: 11:35:47, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.5117, top5_acc: 0.7453, loss_cls: 2.0424, loss: 2.0424, grad_norm: 14.1661 2021-08-17 02:50:11,631 - mmaction - INFO - Epoch [15][460/2640] lr: 1.000e-03, eta: 11:35:37, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.5031, top5_acc: 0.7602, loss_cls: 2.0090, loss: 2.0090, grad_norm: 14.4888 2021-08-17 02:50:19,915 - mmaction - INFO - Epoch [15][480/2640] lr: 1.000e-03, eta: 11:35:27, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.4938, top5_acc: 0.7398, loss_cls: 2.0579, loss: 2.0579, grad_norm: 14.0394 2021-08-17 02:50:28,172 - mmaction - INFO - Epoch [15][500/2640] lr: 1.000e-03, eta: 11:35:16, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5055, top5_acc: 0.7625, loss_cls: 2.0120, loss: 2.0120, grad_norm: 14.3991 2021-08-17 02:50:36,426 - mmaction - INFO - Epoch [15][520/2640] lr: 1.000e-03, eta: 11:35:06, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.4984, top5_acc: 0.7539, loss_cls: 2.0474, loss: 2.0474, grad_norm: 13.8531 2021-08-17 02:50:44,730 - mmaction - INFO - Epoch [15][540/2640] lr: 1.000e-03, eta: 11:34:56, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.4977, top5_acc: 0.7422, loss_cls: 2.0245, loss: 2.0245, grad_norm: 14.5802 2021-08-17 02:50:53,041 - mmaction - INFO - Epoch [15][560/2640] lr: 1.000e-03, eta: 11:34:46, time: 0.416, data_time: 0.000, memory: 5736, top1_acc: 0.4844, top5_acc: 0.7602, loss_cls: 2.0907, loss: 2.0907, grad_norm: 14.3590 2021-08-17 02:51:01,254 - mmaction - INFO - Epoch [15][580/2640] lr: 1.000e-03, eta: 11:34:35, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.4859, top5_acc: 0.7562, loss_cls: 2.0578, loss: 2.0578, grad_norm: 13.8315 2021-08-17 02:51:09,521 - mmaction - INFO - Epoch [15][600/2640] lr: 1.000e-03, eta: 11:34:25, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.5008, top5_acc: 0.7547, loss_cls: 2.0422, loss: 2.0422, grad_norm: 13.9259 2021-08-17 02:51:17,768 - mmaction - INFO - Epoch [15][620/2640] lr: 1.000e-03, eta: 11:34:15, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5219, top5_acc: 0.7703, loss_cls: 1.9344, loss: 1.9344, grad_norm: 13.8242 2021-08-17 02:51:26,020 - mmaction - INFO - Epoch [15][640/2640] lr: 1.000e-03, eta: 11:34:05, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.5000, top5_acc: 0.7617, loss_cls: 2.0515, loss: 2.0515, grad_norm: 14.4229 2021-08-17 02:51:34,238 - mmaction - INFO - Epoch [15][660/2640] lr: 1.000e-03, eta: 11:33:54, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.4969, top5_acc: 0.7523, loss_cls: 2.0475, loss: 2.0475, grad_norm: 14.3741 2021-08-17 02:51:42,501 - mmaction - INFO - Epoch [15][680/2640] lr: 1.000e-03, eta: 11:33:44, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.4781, top5_acc: 0.7430, loss_cls: 2.1367, loss: 2.1367, grad_norm: 14.0040 2021-08-17 02:51:50,799 - mmaction - INFO - Epoch [15][700/2640] lr: 1.000e-03, eta: 11:33:34, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.4844, top5_acc: 0.7297, loss_cls: 2.1035, loss: 2.1035, grad_norm: 14.3466 2021-08-17 02:51:59,034 - mmaction - INFO - Epoch [15][720/2640] lr: 1.000e-03, eta: 11:33:24, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.4656, top5_acc: 0.7445, loss_cls: 2.1375, loss: 2.1375, grad_norm: 13.9601 2021-08-17 02:52:07,339 - mmaction - INFO - Epoch [15][740/2640] lr: 1.000e-03, eta: 11:33:14, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.4945, top5_acc: 0.7602, loss_cls: 2.0033, loss: 2.0033, grad_norm: 14.0666 2021-08-17 02:52:15,705 - mmaction - INFO - Epoch [15][760/2640] lr: 1.000e-03, eta: 11:33:04, time: 0.418, data_time: 0.001, memory: 5736, top1_acc: 0.5125, top5_acc: 0.7508, loss_cls: 2.0190, loss: 2.0190, grad_norm: 14.5417 2021-08-17 02:52:23,999 - mmaction - INFO - Epoch [15][780/2640] lr: 1.000e-03, eta: 11:32:53, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.5008, top5_acc: 0.7562, loss_cls: 2.0077, loss: 2.0077, grad_norm: 14.0941 2021-08-17 02:52:32,295 - mmaction - INFO - Epoch [15][800/2640] lr: 1.000e-03, eta: 11:32:43, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.4969, top5_acc: 0.7562, loss_cls: 2.0154, loss: 2.0154, grad_norm: 14.2289 2021-08-17 02:52:40,528 - mmaction - INFO - Epoch [15][820/2640] lr: 1.000e-03, eta: 11:32:33, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5062, top5_acc: 0.7633, loss_cls: 1.9903, loss: 1.9903, grad_norm: 14.1839 2021-08-17 02:52:48,767 - mmaction - INFO - Epoch [15][840/2640] lr: 1.000e-03, eta: 11:32:23, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.4906, top5_acc: 0.7445, loss_cls: 2.0714, loss: 2.0714, grad_norm: 14.6804 2021-08-17 02:52:57,040 - mmaction - INFO - Epoch [15][860/2640] lr: 1.000e-03, eta: 11:32:13, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.4813, top5_acc: 0.7336, loss_cls: 2.1341, loss: 2.1341, grad_norm: 13.9266 2021-08-17 02:53:05,317 - mmaction - INFO - Epoch [15][880/2640] lr: 1.000e-03, eta: 11:32:02, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5070, top5_acc: 0.7680, loss_cls: 1.9816, loss: 1.9816, grad_norm: 14.2005 2021-08-17 02:53:13,622 - mmaction - INFO - Epoch [15][900/2640] lr: 1.000e-03, eta: 11:31:52, time: 0.416, data_time: 0.002, memory: 5736, top1_acc: 0.5070, top5_acc: 0.7430, loss_cls: 2.0136, loss: 2.0136, grad_norm: 13.7048 2021-08-17 02:53:22,008 - mmaction - INFO - Epoch [15][920/2640] lr: 1.000e-03, eta: 11:31:42, time: 0.419, data_time: 0.001, memory: 5736, top1_acc: 0.5250, top5_acc: 0.7773, loss_cls: 1.9368, loss: 1.9368, grad_norm: 13.8670 2021-08-17 02:53:30,205 - mmaction - INFO - Epoch [15][940/2640] lr: 1.000e-03, eta: 11:31:32, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.4852, top5_acc: 0.7406, loss_cls: 2.1496, loss: 2.1496, grad_norm: 14.4647 2021-08-17 02:53:38,468 - mmaction - INFO - Epoch [15][960/2640] lr: 1.000e-03, eta: 11:31:22, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.5008, top5_acc: 0.7500, loss_cls: 2.0690, loss: 2.0690, grad_norm: 14.1426 2021-08-17 02:53:46,725 - mmaction - INFO - Epoch [15][980/2640] lr: 1.000e-03, eta: 11:31:12, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.4820, top5_acc: 0.7414, loss_cls: 2.1054, loss: 2.1054, grad_norm: 14.1846 2021-08-17 02:53:54,985 - mmaction - INFO - Epoch [15][1000/2640] lr: 1.000e-03, eta: 11:31:01, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.4695, top5_acc: 0.7430, loss_cls: 2.0593, loss: 2.0593, grad_norm: 13.9166 2021-08-17 02:54:03,236 - mmaction - INFO - Epoch [15][1020/2640] lr: 1.000e-03, eta: 11:30:51, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.4805, top5_acc: 0.7328, loss_cls: 2.1592, loss: 2.1592, grad_norm: 14.2856 2021-08-17 02:54:11,470 - mmaction - INFO - Epoch [15][1040/2640] lr: 1.000e-03, eta: 11:30:41, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.4875, top5_acc: 0.7539, loss_cls: 2.0555, loss: 2.0555, grad_norm: 14.2714 2021-08-17 02:54:19,656 - mmaction - INFO - Epoch [15][1060/2640] lr: 1.000e-03, eta: 11:30:31, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.4922, top5_acc: 0.7797, loss_cls: 1.9727, loss: 1.9727, grad_norm: 14.4998 2021-08-17 02:54:27,896 - mmaction - INFO - Epoch [15][1080/2640] lr: 1.000e-03, eta: 11:30:20, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.4891, top5_acc: 0.7461, loss_cls: 2.1048, loss: 2.1048, grad_norm: 14.4686 2021-08-17 02:54:36,154 - mmaction - INFO - Epoch [15][1100/2640] lr: 1.000e-03, eta: 11:30:10, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.4711, top5_acc: 0.7602, loss_cls: 2.0553, loss: 2.0553, grad_norm: 14.1506 2021-08-17 02:54:44,399 - mmaction - INFO - Epoch [15][1120/2640] lr: 1.000e-03, eta: 11:30:00, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.5141, top5_acc: 0.7672, loss_cls: 2.0094, loss: 2.0094, grad_norm: 14.2863 2021-08-17 02:54:52,693 - mmaction - INFO - Epoch [15][1140/2640] lr: 1.000e-03, eta: 11:29:50, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.4859, top5_acc: 0.7477, loss_cls: 2.0789, loss: 2.0789, grad_norm: 14.1936 2021-08-17 02:55:00,973 - mmaction - INFO - Epoch [15][1160/2640] lr: 1.000e-03, eta: 11:29:40, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.4984, top5_acc: 0.7562, loss_cls: 2.0113, loss: 2.0113, grad_norm: 14.2129 2021-08-17 02:55:09,185 - mmaction - INFO - Epoch [15][1180/2640] lr: 1.000e-03, eta: 11:29:29, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.4992, top5_acc: 0.7570, loss_cls: 2.0010, loss: 2.0010, grad_norm: 14.0876 2021-08-17 02:55:17,435 - mmaction - INFO - Epoch [15][1200/2640] lr: 1.000e-03, eta: 11:29:19, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5133, top5_acc: 0.7727, loss_cls: 1.9509, loss: 1.9509, grad_norm: 13.5870 2021-08-17 02:55:25,657 - mmaction - INFO - Epoch [15][1220/2640] lr: 1.000e-03, eta: 11:29:09, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.4727, top5_acc: 0.7406, loss_cls: 2.0789, loss: 2.0789, grad_norm: 14.2985 2021-08-17 02:55:33,948 - mmaction - INFO - Epoch [15][1240/2640] lr: 1.000e-03, eta: 11:28:59, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.4883, top5_acc: 0.7625, loss_cls: 2.0532, loss: 2.0532, grad_norm: 14.2468 2021-08-17 02:55:42,131 - mmaction - INFO - Epoch [15][1260/2640] lr: 1.000e-03, eta: 11:28:48, time: 0.409, data_time: 0.001, memory: 5736, top1_acc: 0.5023, top5_acc: 0.7438, loss_cls: 2.0537, loss: 2.0537, grad_norm: 13.5582 2021-08-17 02:55:50,354 - mmaction - INFO - Epoch [15][1280/2640] lr: 1.000e-03, eta: 11:28:38, time: 0.411, data_time: 0.002, memory: 5736, top1_acc: 0.4945, top5_acc: 0.7336, loss_cls: 2.1245, loss: 2.1245, grad_norm: 14.1000 2021-08-17 02:55:58,673 - mmaction - INFO - Epoch [15][1300/2640] lr: 1.000e-03, eta: 11:28:28, time: 0.416, data_time: 0.000, memory: 5736, top1_acc: 0.5039, top5_acc: 0.7555, loss_cls: 2.0682, loss: 2.0682, grad_norm: 15.0101 2021-08-17 02:56:06,876 - mmaction - INFO - Epoch [15][1320/2640] lr: 1.000e-03, eta: 11:28:18, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.4992, top5_acc: 0.7672, loss_cls: 1.9940, loss: 1.9940, grad_norm: 13.1922 2021-08-17 02:56:15,156 - mmaction - INFO - Epoch [15][1340/2640] lr: 1.000e-03, eta: 11:28:08, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.4914, top5_acc: 0.7516, loss_cls: 2.0721, loss: 2.0721, grad_norm: 14.1281 2021-08-17 02:56:23,480 - mmaction - INFO - Epoch [15][1360/2640] lr: 1.000e-03, eta: 11:27:58, time: 0.417, data_time: 0.002, memory: 5736, top1_acc: 0.5234, top5_acc: 0.7719, loss_cls: 1.9498, loss: 1.9498, grad_norm: 13.6443 2021-08-17 02:56:31,687 - mmaction - INFO - Epoch [15][1380/2640] lr: 1.000e-03, eta: 11:27:47, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.4984, top5_acc: 0.7555, loss_cls: 1.9723, loss: 1.9723, grad_norm: 14.0772 2021-08-17 02:56:39,958 - mmaction - INFO - Epoch [15][1400/2640] lr: 1.000e-03, eta: 11:27:37, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.4961, top5_acc: 0.7383, loss_cls: 2.0502, loss: 2.0502, grad_norm: 13.9697 2021-08-17 02:56:48,252 - mmaction - INFO - Epoch [15][1420/2640] lr: 1.000e-03, eta: 11:27:27, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.4836, top5_acc: 0.7539, loss_cls: 2.0497, loss: 2.0497, grad_norm: 14.2174 2021-08-17 02:56:56,523 - mmaction - INFO - Epoch [15][1440/2640] lr: 1.000e-03, eta: 11:27:17, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.4781, top5_acc: 0.7422, loss_cls: 2.1163, loss: 2.1163, grad_norm: 14.3345 2021-08-17 02:57:04,775 - mmaction - INFO - Epoch [15][1460/2640] lr: 1.000e-03, eta: 11:27:07, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.4906, top5_acc: 0.7430, loss_cls: 2.1003, loss: 2.1003, grad_norm: 14.1017 2021-08-17 02:57:12,985 - mmaction - INFO - Epoch [15][1480/2640] lr: 1.000e-03, eta: 11:26:57, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.4961, top5_acc: 0.7375, loss_cls: 2.0656, loss: 2.0656, grad_norm: 13.7950 2021-08-17 02:57:21,235 - mmaction - INFO - Epoch [15][1500/2640] lr: 1.000e-03, eta: 11:26:46, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.4734, top5_acc: 0.7664, loss_cls: 2.0174, loss: 2.0174, grad_norm: 14.0242 2021-08-17 02:57:29,581 - mmaction - INFO - Epoch [15][1520/2640] lr: 1.000e-03, eta: 11:26:37, time: 0.417, data_time: 0.001, memory: 5736, top1_acc: 0.5117, top5_acc: 0.7727, loss_cls: 1.9670, loss: 1.9670, grad_norm: 14.2228 2021-08-17 02:57:37,789 - mmaction - INFO - Epoch [15][1540/2640] lr: 1.000e-03, eta: 11:26:26, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5000, top5_acc: 0.7523, loss_cls: 2.0137, loss: 2.0137, grad_norm: 14.3838 2021-08-17 02:57:46,035 - mmaction - INFO - Epoch [15][1560/2640] lr: 1.000e-03, eta: 11:26:16, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.4938, top5_acc: 0.7586, loss_cls: 1.9945, loss: 1.9945, grad_norm: 13.9588 2021-08-17 02:57:54,256 - mmaction - INFO - Epoch [15][1580/2640] lr: 1.000e-03, eta: 11:26:06, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.4805, top5_acc: 0.7375, loss_cls: 2.1090, loss: 2.1090, grad_norm: 14.3302 2021-08-17 02:58:02,534 - mmaction - INFO - Epoch [15][1600/2640] lr: 1.000e-03, eta: 11:25:56, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.4977, top5_acc: 0.7516, loss_cls: 2.0528, loss: 2.0528, grad_norm: 14.0503 2021-08-17 02:58:10,782 - mmaction - INFO - Epoch [15][1620/2640] lr: 1.000e-03, eta: 11:25:46, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.4836, top5_acc: 0.7359, loss_cls: 2.1131, loss: 2.1131, grad_norm: 13.8640 2021-08-17 02:58:19,049 - mmaction - INFO - Epoch [15][1640/2640] lr: 1.000e-03, eta: 11:25:35, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.4977, top5_acc: 0.7469, loss_cls: 2.0699, loss: 2.0699, grad_norm: 14.1994 2021-08-17 02:58:27,352 - mmaction - INFO - Epoch [15][1660/2640] lr: 1.000e-03, eta: 11:25:25, time: 0.415, data_time: 0.000, memory: 5736, top1_acc: 0.4953, top5_acc: 0.7445, loss_cls: 2.0669, loss: 2.0669, grad_norm: 13.8296 2021-08-17 02:58:35,626 - mmaction - INFO - Epoch [15][1680/2640] lr: 1.000e-03, eta: 11:25:15, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.5078, top5_acc: 0.7781, loss_cls: 1.9551, loss: 1.9551, grad_norm: 14.3501 2021-08-17 02:58:43,823 - mmaction - INFO - Epoch [15][1700/2640] lr: 1.000e-03, eta: 11:25:05, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.4852, top5_acc: 0.7336, loss_cls: 2.0697, loss: 2.0697, grad_norm: 14.1455 2021-08-17 02:58:52,062 - mmaction - INFO - Epoch [15][1720/2640] lr: 1.000e-03, eta: 11:24:55, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5016, top5_acc: 0.7414, loss_cls: 2.0951, loss: 2.0951, grad_norm: 13.4336 2021-08-17 02:59:00,358 - mmaction - INFO - Epoch [15][1740/2640] lr: 1.000e-03, eta: 11:24:45, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.4898, top5_acc: 0.7422, loss_cls: 2.0828, loss: 2.0828, grad_norm: 14.1963 2021-08-17 02:59:08,670 - mmaction - INFO - Epoch [15][1760/2640] lr: 1.000e-03, eta: 11:24:35, time: 0.415, data_time: 0.000, memory: 5736, top1_acc: 0.4883, top5_acc: 0.7555, loss_cls: 2.0503, loss: 2.0503, grad_norm: 14.1997 2021-08-17 02:59:16,899 - mmaction - INFO - Epoch [15][1780/2640] lr: 1.000e-03, eta: 11:24:25, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.4914, top5_acc: 0.7641, loss_cls: 2.0314, loss: 2.0314, grad_norm: 14.0547 2021-08-17 02:59:25,154 - mmaction - INFO - Epoch [15][1800/2640] lr: 1.000e-03, eta: 11:24:15, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5055, top5_acc: 0.7578, loss_cls: 1.9987, loss: 1.9987, grad_norm: 14.2387 2021-08-17 02:59:33,438 - mmaction - INFO - Epoch [15][1820/2640] lr: 1.000e-03, eta: 11:24:04, time: 0.414, data_time: 0.000, memory: 5736, top1_acc: 0.4625, top5_acc: 0.7211, loss_cls: 2.1807, loss: 2.1807, grad_norm: 14.1988 2021-08-17 02:59:41,638 - mmaction - INFO - Epoch [15][1840/2640] lr: 1.000e-03, eta: 11:23:54, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.4859, top5_acc: 0.7477, loss_cls: 2.0665, loss: 2.0665, grad_norm: 13.9120 2021-08-17 02:59:49,848 - mmaction - INFO - Epoch [15][1860/2640] lr: 1.000e-03, eta: 11:23:44, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.4867, top5_acc: 0.7609, loss_cls: 2.0589, loss: 2.0589, grad_norm: 13.9413 2021-08-17 02:59:58,184 - mmaction - INFO - Epoch [15][1880/2640] lr: 1.000e-03, eta: 11:23:34, time: 0.417, data_time: 0.002, memory: 5736, top1_acc: 0.5289, top5_acc: 0.7812, loss_cls: 1.9228, loss: 1.9228, grad_norm: 13.6533 2021-08-17 03:00:06,379 - mmaction - INFO - Epoch [15][1900/2640] lr: 1.000e-03, eta: 11:23:24, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.4875, top5_acc: 0.7469, loss_cls: 2.0838, loss: 2.0838, grad_norm: 13.8033 2021-08-17 03:00:14,657 - mmaction - INFO - Epoch [15][1920/2640] lr: 1.000e-03, eta: 11:23:14, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.4953, top5_acc: 0.7430, loss_cls: 2.0660, loss: 2.0660, grad_norm: 13.9112 2021-08-17 03:00:22,972 - mmaction - INFO - Epoch [15][1940/2640] lr: 1.000e-03, eta: 11:23:04, time: 0.417, data_time: 0.002, memory: 5736, top1_acc: 0.5141, top5_acc: 0.7641, loss_cls: 1.9926, loss: 1.9926, grad_norm: 14.2855 2021-08-17 03:00:31,240 - mmaction - INFO - Epoch [15][1960/2640] lr: 1.000e-03, eta: 11:22:54, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.5078, top5_acc: 0.7578, loss_cls: 2.0032, loss: 2.0032, grad_norm: 14.2133 2021-08-17 03:00:39,476 - mmaction - INFO - Epoch [15][1980/2640] lr: 1.000e-03, eta: 11:22:43, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5008, top5_acc: 0.7641, loss_cls: 2.0452, loss: 2.0452, grad_norm: 14.8075 2021-08-17 03:00:47,794 - mmaction - INFO - Epoch [15][2000/2640] lr: 1.000e-03, eta: 11:22:33, time: 0.416, data_time: 0.002, memory: 5736, top1_acc: 0.5188, top5_acc: 0.7539, loss_cls: 1.9801, loss: 1.9801, grad_norm: 14.2072 2021-08-17 03:00:56,065 - mmaction - INFO - Epoch [15][2020/2640] lr: 1.000e-03, eta: 11:22:23, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.4609, top5_acc: 0.7172, loss_cls: 2.1919, loss: 2.1919, grad_norm: 13.9804 2021-08-17 03:01:04,270 - mmaction - INFO - Epoch [15][2040/2640] lr: 1.000e-03, eta: 11:22:13, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.4906, top5_acc: 0.7602, loss_cls: 2.0383, loss: 2.0383, grad_norm: 13.4279 2021-08-17 03:01:12,511 - mmaction - INFO - Epoch [15][2060/2640] lr: 1.000e-03, eta: 11:22:03, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.4836, top5_acc: 0.7602, loss_cls: 2.0470, loss: 2.0470, grad_norm: 14.7319 2021-08-17 03:01:20,794 - mmaction - INFO - Epoch [15][2080/2640] lr: 1.000e-03, eta: 11:21:53, time: 0.414, data_time: 0.000, memory: 5736, top1_acc: 0.4875, top5_acc: 0.7477, loss_cls: 2.0818, loss: 2.0818, grad_norm: 14.1326 2021-08-17 03:01:28,988 - mmaction - INFO - Epoch [15][2100/2640] lr: 1.000e-03, eta: 11:21:43, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.5234, top5_acc: 0.7633, loss_cls: 1.9910, loss: 1.9910, grad_norm: 14.3109 2021-08-17 03:01:37,297 - mmaction - INFO - Epoch [15][2120/2640] lr: 1.000e-03, eta: 11:21:33, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.4859, top5_acc: 0.7391, loss_cls: 2.0812, loss: 2.0812, grad_norm: 13.7057 2021-08-17 03:01:45,539 - mmaction - INFO - Epoch [15][2140/2640] lr: 1.000e-03, eta: 11:21:23, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.4766, top5_acc: 0.7492, loss_cls: 2.0883, loss: 2.0883, grad_norm: 14.1858 2021-08-17 03:01:53,796 - mmaction - INFO - Epoch [15][2160/2640] lr: 1.000e-03, eta: 11:21:13, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.4969, top5_acc: 0.7578, loss_cls: 2.0182, loss: 2.0182, grad_norm: 14.0192 2021-08-17 03:02:02,024 - mmaction - INFO - Epoch [15][2180/2640] lr: 1.000e-03, eta: 11:21:02, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.5141, top5_acc: 0.7812, loss_cls: 1.9143, loss: 1.9143, grad_norm: 13.7697 2021-08-17 03:02:10,271 - mmaction - INFO - Epoch [15][2200/2640] lr: 1.000e-03, eta: 11:20:52, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5000, top5_acc: 0.7609, loss_cls: 1.9952, loss: 1.9952, grad_norm: 14.8219 2021-08-17 03:02:18,509 - mmaction - INFO - Epoch [15][2220/2640] lr: 1.000e-03, eta: 11:20:42, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.4938, top5_acc: 0.7633, loss_cls: 2.0072, loss: 2.0072, grad_norm: 13.6617 2021-08-17 03:02:26,757 - mmaction - INFO - Epoch [15][2240/2640] lr: 1.000e-03, eta: 11:20:32, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.5336, top5_acc: 0.7641, loss_cls: 1.9960, loss: 1.9960, grad_norm: 13.8855 2021-08-17 03:02:34,975 - mmaction - INFO - Epoch [15][2260/2640] lr: 1.000e-03, eta: 11:20:22, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.4891, top5_acc: 0.7602, loss_cls: 1.9756, loss: 1.9756, grad_norm: 13.9739 2021-08-17 03:02:43,244 - mmaction - INFO - Epoch [15][2280/2640] lr: 1.000e-03, eta: 11:20:12, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.4805, top5_acc: 0.7391, loss_cls: 2.1017, loss: 2.1017, grad_norm: 14.4406 2021-08-17 03:02:51,529 - mmaction - INFO - Epoch [15][2300/2640] lr: 1.000e-03, eta: 11:20:02, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.4953, top5_acc: 0.7617, loss_cls: 2.0057, loss: 2.0057, grad_norm: 13.7375 2021-08-17 03:02:59,791 - mmaction - INFO - Epoch [15][2320/2640] lr: 1.000e-03, eta: 11:19:52, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.5219, top5_acc: 0.7820, loss_cls: 1.9498, loss: 1.9498, grad_norm: 14.2289 2021-08-17 03:03:08,056 - mmaction - INFO - Epoch [15][2340/2640] lr: 1.000e-03, eta: 11:19:42, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.5070, top5_acc: 0.7484, loss_cls: 2.0627, loss: 2.0627, grad_norm: 13.9244 2021-08-17 03:03:16,331 - mmaction - INFO - Epoch [15][2360/2640] lr: 1.000e-03, eta: 11:19:32, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.4930, top5_acc: 0.7516, loss_cls: 2.0642, loss: 2.0642, grad_norm: 14.2937 2021-08-17 03:03:24,610 - mmaction - INFO - Epoch [15][2380/2640] lr: 1.000e-03, eta: 11:19:22, time: 0.414, data_time: 0.000, memory: 5736, top1_acc: 0.4734, top5_acc: 0.7414, loss_cls: 2.1367, loss: 2.1367, grad_norm: 13.7355 2021-08-17 03:03:32,910 - mmaction - INFO - Epoch [15][2400/2640] lr: 1.000e-03, eta: 11:19:12, time: 0.415, data_time: 0.000, memory: 5736, top1_acc: 0.4961, top5_acc: 0.7539, loss_cls: 1.9969, loss: 1.9969, grad_norm: 14.4691 2021-08-17 03:03:41,152 - mmaction - INFO - Epoch [15][2420/2640] lr: 1.000e-03, eta: 11:19:02, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.4789, top5_acc: 0.7422, loss_cls: 2.0686, loss: 2.0686, grad_norm: 14.2663 2021-08-17 03:03:49,388 - mmaction - INFO - Epoch [15][2440/2640] lr: 1.000e-03, eta: 11:18:51, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.4852, top5_acc: 0.7492, loss_cls: 2.0765, loss: 2.0765, grad_norm: 14.6068 2021-08-17 03:03:57,614 - mmaction - INFO - Epoch [15][2460/2640] lr: 1.000e-03, eta: 11:18:41, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5008, top5_acc: 0.7508, loss_cls: 2.0424, loss: 2.0424, grad_norm: 13.5971 2021-08-17 03:04:05,842 - mmaction - INFO - Epoch [15][2480/2640] lr: 1.000e-03, eta: 11:18:31, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.4805, top5_acc: 0.7430, loss_cls: 2.0503, loss: 2.0503, grad_norm: 13.5908 2021-08-17 03:04:14,133 - mmaction - INFO - Epoch [15][2500/2640] lr: 1.000e-03, eta: 11:18:21, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.5000, top5_acc: 0.7539, loss_cls: 2.0204, loss: 2.0204, grad_norm: 13.8056 2021-08-17 03:04:22,485 - mmaction - INFO - Epoch [15][2520/2640] lr: 1.000e-03, eta: 11:18:11, time: 0.418, data_time: 0.001, memory: 5736, top1_acc: 0.5195, top5_acc: 0.7688, loss_cls: 1.9437, loss: 1.9437, grad_norm: 13.3627 2021-08-17 03:04:30,751 - mmaction - INFO - Epoch [15][2540/2640] lr: 1.000e-03, eta: 11:18:01, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.4898, top5_acc: 0.7391, loss_cls: 2.0619, loss: 2.0619, grad_norm: 13.8487 2021-08-17 03:04:39,121 - mmaction - INFO - Epoch [15][2560/2640] lr: 1.000e-03, eta: 11:17:51, time: 0.418, data_time: 0.002, memory: 5736, top1_acc: 0.5031, top5_acc: 0.7633, loss_cls: 2.0125, loss: 2.0125, grad_norm: 14.2538 2021-08-17 03:04:47,404 - mmaction - INFO - Epoch [15][2580/2640] lr: 1.000e-03, eta: 11:17:41, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.4977, top5_acc: 0.7469, loss_cls: 2.0410, loss: 2.0410, grad_norm: 13.8346 2021-08-17 03:04:55,636 - mmaction - INFO - Epoch [15][2600/2640] lr: 1.000e-03, eta: 11:17:31, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.4961, top5_acc: 0.7711, loss_cls: 1.9868, loss: 1.9868, grad_norm: 14.3595 2021-08-17 03:05:03,827 - mmaction - INFO - Epoch [15][2620/2640] lr: 1.000e-03, eta: 11:17:21, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.4953, top5_acc: 0.7570, loss_cls: 2.0708, loss: 2.0708, grad_norm: 13.6805 2021-08-17 03:05:11,864 - mmaction - INFO - Epoch [15][2640/2640] lr: 1.000e-03, eta: 11:17:11, time: 0.402, data_time: 0.002, memory: 5736, top1_acc: 0.5000, top5_acc: 0.7685, loss_cls: 2.0284, loss: 2.0284, grad_norm: 13.8693 2021-08-17 03:05:13,922 - mmaction - INFO - Saving checkpoint at 15 epochs 2021-08-17 03:05:14,454 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-08-17 03:06:30,670 - mmaction - INFO - Epoch [16][20/2640] lr: 1.000e-03, eta: 11:19:39, time: 3.810, data_time: 3.379, memory: 5736, top1_acc: 0.5008, top5_acc: 0.7531, loss_cls: 2.0537, loss: 2.0537, grad_norm: 13.7842 2021-08-17 03:06:38,904 - mmaction - INFO - Epoch [16][40/2640] lr: 1.000e-03, eta: 11:19:29, time: 0.412, data_time: 0.004, memory: 5736, top1_acc: 0.5070, top5_acc: 0.7664, loss_cls: 1.9835, loss: 1.9835, grad_norm: 14.6343 2021-08-17 03:06:47,128 - mmaction - INFO - Epoch [16][60/2640] lr: 1.000e-03, eta: 11:19:19, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5102, top5_acc: 0.7555, loss_cls: 1.9644, loss: 1.9644, grad_norm: 13.9321 2021-08-17 03:06:55,349 - mmaction - INFO - Epoch [16][80/2640] lr: 1.000e-03, eta: 11:19:08, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.4836, top5_acc: 0.7648, loss_cls: 2.0204, loss: 2.0204, grad_norm: 14.0341 2021-08-17 03:07:03,615 - mmaction - INFO - Epoch [16][100/2640] lr: 1.000e-03, eta: 11:18:58, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5266, top5_acc: 0.7734, loss_cls: 1.9644, loss: 1.9644, grad_norm: 13.4722 2021-08-17 03:07:11,822 - mmaction - INFO - Epoch [16][120/2640] lr: 1.000e-03, eta: 11:18:48, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.5289, top5_acc: 0.7641, loss_cls: 1.9628, loss: 1.9628, grad_norm: 14.0641 2021-08-17 03:07:20,033 - mmaction - INFO - Epoch [16][140/2640] lr: 1.000e-03, eta: 11:18:38, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.5070, top5_acc: 0.7617, loss_cls: 1.9804, loss: 1.9804, grad_norm: 14.4272 2021-08-17 03:07:28,274 - mmaction - INFO - Epoch [16][160/2640] lr: 1.000e-03, eta: 11:18:27, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.4875, top5_acc: 0.7625, loss_cls: 2.0412, loss: 2.0412, grad_norm: 13.7987 2021-08-17 03:07:36,541 - mmaction - INFO - Epoch [16][180/2640] lr: 1.000e-03, eta: 11:18:17, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.5031, top5_acc: 0.7633, loss_cls: 1.9800, loss: 1.9800, grad_norm: 13.6564 2021-08-17 03:07:44,806 - mmaction - INFO - Epoch [16][200/2640] lr: 1.000e-03, eta: 11:18:07, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5133, top5_acc: 0.7742, loss_cls: 1.9257, loss: 1.9257, grad_norm: 14.2459 2021-08-17 03:07:53,004 - mmaction - INFO - Epoch [16][220/2640] lr: 1.000e-03, eta: 11:17:57, time: 0.410, data_time: 0.002, memory: 5736, top1_acc: 0.5062, top5_acc: 0.7633, loss_cls: 2.0126, loss: 2.0126, grad_norm: 13.9949 2021-08-17 03:08:01,224 - mmaction - INFO - Epoch [16][240/2640] lr: 1.000e-03, eta: 11:17:47, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.5016, top5_acc: 0.7461, loss_cls: 1.9879, loss: 1.9879, grad_norm: 13.4111 2021-08-17 03:08:09,478 - mmaction - INFO - Epoch [16][260/2640] lr: 1.000e-03, eta: 11:17:37, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.5117, top5_acc: 0.7781, loss_cls: 1.9087, loss: 1.9087, grad_norm: 14.0931 2021-08-17 03:08:17,697 - mmaction - INFO - Epoch [16][280/2640] lr: 1.000e-03, eta: 11:17:26, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.5188, top5_acc: 0.7719, loss_cls: 1.9786, loss: 1.9786, grad_norm: 13.9793 2021-08-17 03:08:25,934 - mmaction - INFO - Epoch [16][300/2640] lr: 1.000e-03, eta: 11:17:16, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.5031, top5_acc: 0.7484, loss_cls: 2.0435, loss: 2.0435, grad_norm: 13.8713 2021-08-17 03:08:34,226 - mmaction - INFO - Epoch [16][320/2640] lr: 1.000e-03, eta: 11:17:06, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.4883, top5_acc: 0.7547, loss_cls: 2.0124, loss: 2.0124, grad_norm: 14.6841 2021-08-17 03:08:42,449 - mmaction - INFO - Epoch [16][340/2640] lr: 1.000e-03, eta: 11:16:56, time: 0.411, data_time: 0.002, memory: 5736, top1_acc: 0.5203, top5_acc: 0.7664, loss_cls: 1.9666, loss: 1.9666, grad_norm: 14.0864 2021-08-17 03:08:50,680 - mmaction - INFO - Epoch [16][360/2640] lr: 1.000e-03, eta: 11:16:46, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5086, top5_acc: 0.7750, loss_cls: 1.9308, loss: 1.9308, grad_norm: 14.1844 2021-08-17 03:08:58,965 - mmaction - INFO - Epoch [16][380/2640] lr: 1.000e-03, eta: 11:16:36, time: 0.414, data_time: 0.000, memory: 5736, top1_acc: 0.4969, top5_acc: 0.7516, loss_cls: 2.0357, loss: 2.0357, grad_norm: 14.3317 2021-08-17 03:09:07,225 - mmaction - INFO - Epoch [16][400/2640] lr: 1.000e-03, eta: 11:16:26, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5297, top5_acc: 0.7844, loss_cls: 1.8635, loss: 1.8635, grad_norm: 14.1869 2021-08-17 03:09:15,495 - mmaction - INFO - Epoch [16][420/2640] lr: 1.000e-03, eta: 11:16:15, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5000, top5_acc: 0.7656, loss_cls: 1.9980, loss: 1.9980, grad_norm: 14.6161 2021-08-17 03:09:23,731 - mmaction - INFO - Epoch [16][440/2640] lr: 1.000e-03, eta: 11:16:05, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.5039, top5_acc: 0.7750, loss_cls: 1.9713, loss: 1.9713, grad_norm: 13.7038 2021-08-17 03:09:31,976 - mmaction - INFO - Epoch [16][460/2640] lr: 1.000e-03, eta: 11:15:55, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5125, top5_acc: 0.7758, loss_cls: 1.9269, loss: 1.9269, grad_norm: 13.4899 2021-08-17 03:09:40,202 - mmaction - INFO - Epoch [16][480/2640] lr: 1.000e-03, eta: 11:15:45, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5125, top5_acc: 0.7766, loss_cls: 1.9507, loss: 1.9507, grad_norm: 13.9944 2021-08-17 03:09:48,509 - mmaction - INFO - Epoch [16][500/2640] lr: 1.000e-03, eta: 11:15:35, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.4906, top5_acc: 0.7578, loss_cls: 2.0499, loss: 2.0499, grad_norm: 14.3072 2021-08-17 03:09:56,751 - mmaction - INFO - Epoch [16][520/2640] lr: 1.000e-03, eta: 11:15:25, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5219, top5_acc: 0.7609, loss_cls: 1.9573, loss: 1.9573, grad_norm: 14.1272 2021-08-17 03:10:05,022 - mmaction - INFO - Epoch [16][540/2640] lr: 1.000e-03, eta: 11:15:15, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.4898, top5_acc: 0.7578, loss_cls: 2.0431, loss: 2.0431, grad_norm: 14.2384 2021-08-17 03:10:13,267 - mmaction - INFO - Epoch [16][560/2640] lr: 1.000e-03, eta: 11:15:05, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.5094, top5_acc: 0.7711, loss_cls: 1.9597, loss: 1.9597, grad_norm: 14.0176 2021-08-17 03:10:21,516 - mmaction - INFO - Epoch [16][580/2640] lr: 1.000e-03, eta: 11:14:54, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.4836, top5_acc: 0.7555, loss_cls: 2.0737, loss: 2.0737, grad_norm: 13.7629 2021-08-17 03:10:29,736 - mmaction - INFO - Epoch [16][600/2640] lr: 1.000e-03, eta: 11:14:44, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5102, top5_acc: 0.7656, loss_cls: 1.9517, loss: 1.9517, grad_norm: 14.5433 2021-08-17 03:10:37,977 - mmaction - INFO - Epoch [16][620/2640] lr: 1.000e-03, eta: 11:14:34, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.5078, top5_acc: 0.7750, loss_cls: 1.9672, loss: 1.9672, grad_norm: 13.5088 2021-08-17 03:10:46,295 - mmaction - INFO - Epoch [16][640/2640] lr: 1.000e-03, eta: 11:14:24, time: 0.416, data_time: 0.001, memory: 5736, top1_acc: 0.5117, top5_acc: 0.7578, loss_cls: 1.9648, loss: 1.9648, grad_norm: 13.9737 2021-08-17 03:10:54,482 - mmaction - INFO - Epoch [16][660/2640] lr: 1.000e-03, eta: 11:14:14, time: 0.409, data_time: 0.001, memory: 5736, top1_acc: 0.5023, top5_acc: 0.7469, loss_cls: 2.0650, loss: 2.0650, grad_norm: 14.1704 2021-08-17 03:11:02,752 - mmaction - INFO - Epoch [16][680/2640] lr: 1.000e-03, eta: 11:14:04, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.5039, top5_acc: 0.7695, loss_cls: 1.9723, loss: 1.9723, grad_norm: 13.8742 2021-08-17 03:11:11,058 - mmaction - INFO - Epoch [16][700/2640] lr: 1.000e-03, eta: 11:13:54, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.5203, top5_acc: 0.7609, loss_cls: 1.9828, loss: 1.9828, grad_norm: 13.8670 2021-08-17 03:11:19,272 - mmaction - INFO - Epoch [16][720/2640] lr: 1.000e-03, eta: 11:13:44, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5000, top5_acc: 0.7562, loss_cls: 1.9906, loss: 1.9906, grad_norm: 14.3025 2021-08-17 03:11:27,525 - mmaction - INFO - Epoch [16][740/2640] lr: 1.000e-03, eta: 11:13:33, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.4938, top5_acc: 0.7367, loss_cls: 2.0757, loss: 2.0757, grad_norm: 13.8008 2021-08-17 03:11:35,867 - mmaction - INFO - Epoch [16][760/2640] lr: 1.000e-03, eta: 11:13:24, time: 0.417, data_time: 0.001, memory: 5736, top1_acc: 0.5273, top5_acc: 0.7805, loss_cls: 1.9123, loss: 1.9123, grad_norm: 13.9058 2021-08-17 03:11:44,157 - mmaction - INFO - Epoch [16][780/2640] lr: 1.000e-03, eta: 11:13:14, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.4836, top5_acc: 0.7586, loss_cls: 2.0628, loss: 2.0628, grad_norm: 13.8547 2021-08-17 03:11:52,373 - mmaction - INFO - Epoch [16][800/2640] lr: 1.000e-03, eta: 11:13:03, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.5148, top5_acc: 0.7672, loss_cls: 1.9827, loss: 1.9827, grad_norm: 14.2115 2021-08-17 03:12:00,696 - mmaction - INFO - Epoch [16][820/2640] lr: 1.000e-03, eta: 11:12:53, time: 0.416, data_time: 0.001, memory: 5736, top1_acc: 0.5086, top5_acc: 0.7648, loss_cls: 1.9664, loss: 1.9664, grad_norm: 14.6656 2021-08-17 03:12:08,914 - mmaction - INFO - Epoch [16][840/2640] lr: 1.000e-03, eta: 11:12:43, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5047, top5_acc: 0.7688, loss_cls: 1.9401, loss: 1.9401, grad_norm: 14.6411 2021-08-17 03:12:17,166 - mmaction - INFO - Epoch [16][860/2640] lr: 1.000e-03, eta: 11:12:33, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.4695, top5_acc: 0.7375, loss_cls: 2.1206, loss: 2.1206, grad_norm: 14.7580 2021-08-17 03:12:25,367 - mmaction - INFO - Epoch [16][880/2640] lr: 1.000e-03, eta: 11:12:23, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.4992, top5_acc: 0.7602, loss_cls: 2.0367, loss: 2.0367, grad_norm: 14.1558 2021-08-17 03:12:33,715 - mmaction - INFO - Epoch [16][900/2640] lr: 1.000e-03, eta: 11:12:13, time: 0.417, data_time: 0.002, memory: 5736, top1_acc: 0.4891, top5_acc: 0.7648, loss_cls: 2.0072, loss: 2.0072, grad_norm: 14.6090 2021-08-17 03:12:41,918 - mmaction - INFO - Epoch [16][920/2640] lr: 1.000e-03, eta: 11:12:03, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.5070, top5_acc: 0.7734, loss_cls: 1.9624, loss: 1.9624, grad_norm: 14.0197 2021-08-17 03:12:50,107 - mmaction - INFO - Epoch [16][940/2640] lr: 1.000e-03, eta: 11:11:53, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.4930, top5_acc: 0.7406, loss_cls: 2.0681, loss: 2.0681, grad_norm: 14.7125 2021-08-17 03:12:58,452 - mmaction - INFO - Epoch [16][960/2640] lr: 1.000e-03, eta: 11:11:43, time: 0.417, data_time: 0.000, memory: 5736, top1_acc: 0.4938, top5_acc: 0.7453, loss_cls: 2.0439, loss: 2.0439, grad_norm: 13.9380 2021-08-17 03:13:06,678 - mmaction - INFO - Epoch [16][980/2640] lr: 1.000e-03, eta: 11:11:33, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.5016, top5_acc: 0.7633, loss_cls: 1.9949, loss: 1.9949, grad_norm: 14.7649 2021-08-17 03:13:14,911 - mmaction - INFO - Epoch [16][1000/2640] lr: 1.000e-03, eta: 11:11:23, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.4836, top5_acc: 0.7539, loss_cls: 2.0021, loss: 2.0021, grad_norm: 14.2959 2021-08-17 03:13:23,178 - mmaction - INFO - Epoch [16][1020/2640] lr: 1.000e-03, eta: 11:11:12, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.5039, top5_acc: 0.7672, loss_cls: 1.9281, loss: 1.9281, grad_norm: 14.5032 2021-08-17 03:13:31,420 - mmaction - INFO - Epoch [16][1040/2640] lr: 1.000e-03, eta: 11:11:02, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5102, top5_acc: 0.7555, loss_cls: 1.9975, loss: 1.9975, grad_norm: 14.9912 2021-08-17 03:13:39,687 - mmaction - INFO - Epoch [16][1060/2640] lr: 1.000e-03, eta: 11:10:52, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.5250, top5_acc: 0.7703, loss_cls: 1.9610, loss: 1.9610, grad_norm: 13.4211 2021-08-17 03:13:47,960 - mmaction - INFO - Epoch [16][1080/2640] lr: 1.000e-03, eta: 11:10:42, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.5156, top5_acc: 0.7727, loss_cls: 1.9609, loss: 1.9609, grad_norm: 13.7957 2021-08-17 03:13:56,269 - mmaction - INFO - Epoch [16][1100/2640] lr: 1.000e-03, eta: 11:10:32, time: 0.416, data_time: 0.001, memory: 5736, top1_acc: 0.4914, top5_acc: 0.7531, loss_cls: 2.0622, loss: 2.0622, grad_norm: 13.7084 2021-08-17 03:14:04,613 - mmaction - INFO - Epoch [16][1120/2640] lr: 1.000e-03, eta: 11:10:22, time: 0.417, data_time: 0.001, memory: 5736, top1_acc: 0.5031, top5_acc: 0.7703, loss_cls: 1.9474, loss: 1.9474, grad_norm: 13.9280 2021-08-17 03:14:12,980 - mmaction - INFO - Epoch [16][1140/2640] lr: 1.000e-03, eta: 11:10:13, time: 0.418, data_time: 0.002, memory: 5736, top1_acc: 0.5008, top5_acc: 0.7609, loss_cls: 2.0130, loss: 2.0130, grad_norm: 14.3421 2021-08-17 03:14:21,163 - mmaction - INFO - Epoch [16][1160/2640] lr: 1.000e-03, eta: 11:10:02, time: 0.409, data_time: 0.001, memory: 5736, top1_acc: 0.4969, top5_acc: 0.7469, loss_cls: 2.0319, loss: 2.0319, grad_norm: 14.3360 2021-08-17 03:14:29,406 - mmaction - INFO - Epoch [16][1180/2640] lr: 1.000e-03, eta: 11:09:52, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.5062, top5_acc: 0.7555, loss_cls: 2.0128, loss: 2.0128, grad_norm: 14.0776 2021-08-17 03:14:37,766 - mmaction - INFO - Epoch [16][1200/2640] lr: 1.000e-03, eta: 11:09:43, time: 0.418, data_time: 0.001, memory: 5736, top1_acc: 0.4805, top5_acc: 0.7430, loss_cls: 2.1095, loss: 2.1095, grad_norm: 14.2226 2021-08-17 03:14:46,013 - mmaction - INFO - Epoch [16][1220/2640] lr: 1.000e-03, eta: 11:09:32, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.5086, top5_acc: 0.7578, loss_cls: 1.9574, loss: 1.9574, grad_norm: 13.7426 2021-08-17 03:14:54,194 - mmaction - INFO - Epoch [16][1240/2640] lr: 1.000e-03, eta: 11:09:22, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.4906, top5_acc: 0.7617, loss_cls: 2.0250, loss: 2.0250, grad_norm: 13.7725 2021-08-17 03:15:02,390 - mmaction - INFO - Epoch [16][1260/2640] lr: 1.000e-03, eta: 11:09:12, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.5102, top5_acc: 0.7695, loss_cls: 1.9809, loss: 1.9809, grad_norm: 14.4523 2021-08-17 03:15:10,619 - mmaction - INFO - Epoch [16][1280/2640] lr: 1.000e-03, eta: 11:09:02, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.5164, top5_acc: 0.7664, loss_cls: 1.9057, loss: 1.9057, grad_norm: 14.3414 2021-08-17 03:15:18,929 - mmaction - INFO - Epoch [16][1300/2640] lr: 1.000e-03, eta: 11:08:52, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.4961, top5_acc: 0.7648, loss_cls: 2.0339, loss: 2.0339, grad_norm: 14.3182 2021-08-17 03:15:27,149 - mmaction - INFO - Epoch [16][1320/2640] lr: 1.000e-03, eta: 11:08:42, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5016, top5_acc: 0.7672, loss_cls: 2.0048, loss: 2.0048, grad_norm: 14.1529 2021-08-17 03:15:35,443 - mmaction - INFO - Epoch [16][1340/2640] lr: 1.000e-03, eta: 11:08:32, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.4977, top5_acc: 0.7633, loss_cls: 2.0416, loss: 2.0416, grad_norm: 14.2734 2021-08-17 03:15:43,723 - mmaction - INFO - Epoch [16][1360/2640] lr: 1.000e-03, eta: 11:08:22, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.5055, top5_acc: 0.7547, loss_cls: 1.9740, loss: 1.9740, grad_norm: 14.1557 2021-08-17 03:15:52,055 - mmaction - INFO - Epoch [16][1380/2640] lr: 1.000e-03, eta: 11:08:12, time: 0.417, data_time: 0.000, memory: 5736, top1_acc: 0.5164, top5_acc: 0.7773, loss_cls: 1.9200, loss: 1.9200, grad_norm: 14.4476 2021-08-17 03:16:00,259 - mmaction - INFO - Epoch [16][1400/2640] lr: 1.000e-03, eta: 11:08:02, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.5250, top5_acc: 0.7641, loss_cls: 1.9137, loss: 1.9137, grad_norm: 13.4857 2021-08-17 03:16:08,578 - mmaction - INFO - Epoch [16][1420/2640] lr: 1.000e-03, eta: 11:07:52, time: 0.416, data_time: 0.002, memory: 5736, top1_acc: 0.4953, top5_acc: 0.7469, loss_cls: 2.0850, loss: 2.0850, grad_norm: 14.1317 2021-08-17 03:16:16,807 - mmaction - INFO - Epoch [16][1440/2640] lr: 1.000e-03, eta: 11:07:42, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5211, top5_acc: 0.7547, loss_cls: 2.0011, loss: 2.0011, grad_norm: 13.5773 2021-08-17 03:16:25,078 - mmaction - INFO - Epoch [16][1460/2640] lr: 1.000e-03, eta: 11:07:32, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.5070, top5_acc: 0.7703, loss_cls: 2.0002, loss: 2.0002, grad_norm: 14.4411 2021-08-17 03:16:33,302 - mmaction - INFO - Epoch [16][1480/2640] lr: 1.000e-03, eta: 11:07:22, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.4914, top5_acc: 0.7531, loss_cls: 1.9906, loss: 1.9906, grad_norm: 13.7747 2021-08-17 03:16:41,590 - mmaction - INFO - Epoch [16][1500/2640] lr: 1.000e-03, eta: 11:07:12, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.4906, top5_acc: 0.7703, loss_cls: 1.9945, loss: 1.9945, grad_norm: 14.9399 2021-08-17 03:16:49,816 - mmaction - INFO - Epoch [16][1520/2640] lr: 1.000e-03, eta: 11:07:02, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.4914, top5_acc: 0.7578, loss_cls: 2.0667, loss: 2.0667, grad_norm: 13.4708 2021-08-17 03:16:58,062 - mmaction - INFO - Epoch [16][1540/2640] lr: 1.000e-03, eta: 11:06:52, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5250, top5_acc: 0.7750, loss_cls: 1.9232, loss: 1.9232, grad_norm: 14.6688 2021-08-17 03:17:06,270 - mmaction - INFO - Epoch [16][1560/2640] lr: 1.000e-03, eta: 11:06:42, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.4867, top5_acc: 0.7547, loss_cls: 2.0523, loss: 2.0523, grad_norm: 13.7554 2021-08-17 03:17:14,521 - mmaction - INFO - Epoch [16][1580/2640] lr: 1.000e-03, eta: 11:06:32, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.5141, top5_acc: 0.7836, loss_cls: 1.9147, loss: 1.9147, grad_norm: 13.5691 2021-08-17 03:17:22,777 - mmaction - INFO - Epoch [16][1600/2640] lr: 1.000e-03, eta: 11:06:22, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5375, top5_acc: 0.7688, loss_cls: 1.9517, loss: 1.9517, grad_norm: 14.3507 2021-08-17 03:17:31,014 - mmaction - INFO - Epoch [16][1620/2640] lr: 1.000e-03, eta: 11:06:11, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.5289, top5_acc: 0.7602, loss_cls: 1.9455, loss: 1.9455, grad_norm: 13.8623 2021-08-17 03:17:39,311 - mmaction - INFO - Epoch [16][1640/2640] lr: 1.000e-03, eta: 11:06:02, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.5047, top5_acc: 0.7375, loss_cls: 2.0658, loss: 2.0658, grad_norm: 14.0011 2021-08-17 03:17:47,631 - mmaction - INFO - Epoch [16][1660/2640] lr: 1.000e-03, eta: 11:05:52, time: 0.416, data_time: 0.002, memory: 5736, top1_acc: 0.4977, top5_acc: 0.7555, loss_cls: 2.0092, loss: 2.0092, grad_norm: 14.2925 2021-08-17 03:17:55,871 - mmaction - INFO - Epoch [16][1680/2640] lr: 1.000e-03, eta: 11:05:42, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5078, top5_acc: 0.7500, loss_cls: 1.9894, loss: 1.9894, grad_norm: 14.1460 2021-08-17 03:18:04,098 - mmaction - INFO - Epoch [16][1700/2640] lr: 1.000e-03, eta: 11:05:32, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.4789, top5_acc: 0.7414, loss_cls: 2.0834, loss: 2.0834, grad_norm: 13.8603 2021-08-17 03:18:12,344 - mmaction - INFO - Epoch [16][1720/2640] lr: 1.000e-03, eta: 11:05:22, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5070, top5_acc: 0.7445, loss_cls: 2.0839, loss: 2.0839, grad_norm: 13.4243 2021-08-17 03:18:20,720 - mmaction - INFO - Epoch [16][1740/2640] lr: 1.000e-03, eta: 11:05:12, time: 0.418, data_time: 0.002, memory: 5736, top1_acc: 0.4852, top5_acc: 0.7469, loss_cls: 2.0424, loss: 2.0424, grad_norm: 14.0952 2021-08-17 03:18:28,972 - mmaction - INFO - Epoch [16][1760/2640] lr: 1.000e-03, eta: 11:05:02, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.4906, top5_acc: 0.7586, loss_cls: 2.0401, loss: 2.0401, grad_norm: 13.8696 2021-08-17 03:18:37,216 - mmaction - INFO - Epoch [16][1780/2640] lr: 1.000e-03, eta: 11:04:52, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.5164, top5_acc: 0.7664, loss_cls: 1.9526, loss: 1.9526, grad_norm: 13.9119 2021-08-17 03:18:45,408 - mmaction - INFO - Epoch [16][1800/2640] lr: 1.000e-03, eta: 11:04:42, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.5031, top5_acc: 0.7711, loss_cls: 1.9700, loss: 1.9700, grad_norm: 14.2272 2021-08-17 03:18:53,643 - mmaction - INFO - Epoch [16][1820/2640] lr: 1.000e-03, eta: 11:04:32, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5117, top5_acc: 0.7727, loss_cls: 1.9767, loss: 1.9767, grad_norm: 14.2983 2021-08-17 03:19:01,841 - mmaction - INFO - Epoch [16][1840/2640] lr: 1.000e-03, eta: 11:04:21, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.5133, top5_acc: 0.7703, loss_cls: 1.9598, loss: 1.9598, grad_norm: 13.4986 2021-08-17 03:19:10,139 - mmaction - INFO - Epoch [16][1860/2640] lr: 1.000e-03, eta: 11:04:12, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.5227, top5_acc: 0.7734, loss_cls: 1.9519, loss: 1.9519, grad_norm: 13.5920 2021-08-17 03:19:18,340 - mmaction - INFO - Epoch [16][1880/2640] lr: 1.000e-03, eta: 11:04:01, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.4875, top5_acc: 0.7242, loss_cls: 2.1561, loss: 2.1561, grad_norm: 13.6697 2021-08-17 03:19:26,550 - mmaction - INFO - Epoch [16][1900/2640] lr: 1.000e-03, eta: 11:03:51, time: 0.410, data_time: 0.002, memory: 5736, top1_acc: 0.4750, top5_acc: 0.7539, loss_cls: 2.0744, loss: 2.0744, grad_norm: 13.4339 2021-08-17 03:19:34,828 - mmaction - INFO - Epoch [16][1920/2640] lr: 1.000e-03, eta: 11:03:41, time: 0.414, data_time: 0.000, memory: 5736, top1_acc: 0.5211, top5_acc: 0.7734, loss_cls: 1.9122, loss: 1.9122, grad_norm: 14.1305 2021-08-17 03:19:43,162 - mmaction - INFO - Epoch [16][1940/2640] lr: 1.000e-03, eta: 11:03:32, time: 0.417, data_time: 0.000, memory: 5736, top1_acc: 0.4945, top5_acc: 0.7398, loss_cls: 2.0498, loss: 2.0498, grad_norm: 14.2713 2021-08-17 03:19:51,388 - mmaction - INFO - Epoch [16][1960/2640] lr: 1.000e-03, eta: 11:03:21, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5133, top5_acc: 0.7609, loss_cls: 2.0000, loss: 2.0000, grad_norm: 14.0153 2021-08-17 03:19:59,605 - mmaction - INFO - Epoch [16][1980/2640] lr: 1.000e-03, eta: 11:03:11, time: 0.411, data_time: 0.002, memory: 5736, top1_acc: 0.4945, top5_acc: 0.7484, loss_cls: 2.0400, loss: 2.0400, grad_norm: 14.1187 2021-08-17 03:20:07,861 - mmaction - INFO - Epoch [16][2000/2640] lr: 1.000e-03, eta: 11:03:01, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.5195, top5_acc: 0.7727, loss_cls: 1.9418, loss: 1.9418, grad_norm: 13.7102 2021-08-17 03:20:16,185 - mmaction - INFO - Epoch [16][2020/2640] lr: 1.000e-03, eta: 11:02:52, time: 0.416, data_time: 0.002, memory: 5736, top1_acc: 0.5039, top5_acc: 0.7438, loss_cls: 2.0784, loss: 2.0784, grad_norm: 14.0686 2021-08-17 03:20:24,440 - mmaction - INFO - Epoch [16][2040/2640] lr: 1.000e-03, eta: 11:02:42, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5047, top5_acc: 0.7648, loss_cls: 1.9886, loss: 1.9886, grad_norm: 13.9035 2021-08-17 03:20:32,703 - mmaction - INFO - Epoch [16][2060/2640] lr: 1.000e-03, eta: 11:02:32, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.4945, top5_acc: 0.7516, loss_cls: 2.0626, loss: 2.0626, grad_norm: 14.1708 2021-08-17 03:20:40,968 - mmaction - INFO - Epoch [16][2080/2640] lr: 1.000e-03, eta: 11:02:22, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.5141, top5_acc: 0.7781, loss_cls: 1.9294, loss: 1.9294, grad_norm: 14.2723 2021-08-17 03:20:49,254 - mmaction - INFO - Epoch [16][2100/2640] lr: 1.000e-03, eta: 11:02:12, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.4953, top5_acc: 0.7383, loss_cls: 2.1085, loss: 2.1085, grad_norm: 13.9331 2021-08-17 03:20:57,509 - mmaction - INFO - Epoch [16][2120/2640] lr: 1.000e-03, eta: 11:02:02, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5156, top5_acc: 0.7789, loss_cls: 1.9129, loss: 1.9129, grad_norm: 14.1667 2021-08-17 03:21:05,846 - mmaction - INFO - Epoch [16][2140/2640] lr: 1.000e-03, eta: 11:01:52, time: 0.417, data_time: 0.002, memory: 5736, top1_acc: 0.5180, top5_acc: 0.7641, loss_cls: 1.9648, loss: 1.9648, grad_norm: 13.6482 2021-08-17 03:21:14,066 - mmaction - INFO - Epoch [16][2160/2640] lr: 1.000e-03, eta: 11:01:42, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5234, top5_acc: 0.7508, loss_cls: 2.0054, loss: 2.0054, grad_norm: 13.4302 2021-08-17 03:21:22,324 - mmaction - INFO - Epoch [16][2180/2640] lr: 1.000e-03, eta: 11:01:32, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.5023, top5_acc: 0.7695, loss_cls: 2.0048, loss: 2.0048, grad_norm: 14.5168 2021-08-17 03:21:30,586 - mmaction - INFO - Epoch [16][2200/2640] lr: 1.000e-03, eta: 11:01:22, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.4820, top5_acc: 0.7453, loss_cls: 2.1098, loss: 2.1098, grad_norm: 14.4315 2021-08-17 03:21:38,900 - mmaction - INFO - Epoch [16][2220/2640] lr: 1.000e-03, eta: 11:01:12, time: 0.416, data_time: 0.001, memory: 5736, top1_acc: 0.5062, top5_acc: 0.7570, loss_cls: 2.0105, loss: 2.0105, grad_norm: 14.0562 2021-08-17 03:21:47,130 - mmaction - INFO - Epoch [16][2240/2640] lr: 1.000e-03, eta: 11:01:02, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5047, top5_acc: 0.7508, loss_cls: 2.0462, loss: 2.0462, grad_norm: 14.0781 2021-08-17 03:21:55,350 - mmaction - INFO - Epoch [16][2260/2640] lr: 1.000e-03, eta: 11:00:52, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.4930, top5_acc: 0.7453, loss_cls: 2.0953, loss: 2.0953, grad_norm: 13.7170 2021-08-17 03:22:03,631 - mmaction - INFO - Epoch [16][2280/2640] lr: 1.000e-03, eta: 11:00:42, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.5156, top5_acc: 0.7680, loss_cls: 1.9892, loss: 1.9892, grad_norm: 13.9327 2021-08-17 03:22:11,888 - mmaction - INFO - Epoch [16][2300/2640] lr: 1.000e-03, eta: 11:00:32, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.5055, top5_acc: 0.7602, loss_cls: 2.0205, loss: 2.0205, grad_norm: 13.4432 2021-08-17 03:22:20,137 - mmaction - INFO - Epoch [16][2320/2640] lr: 1.000e-03, eta: 11:00:22, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.4961, top5_acc: 0.7586, loss_cls: 2.0347, loss: 2.0347, grad_norm: 13.8507 2021-08-17 03:22:28,335 - mmaction - INFO - Epoch [16][2340/2640] lr: 1.000e-03, eta: 11:00:12, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.5172, top5_acc: 0.7664, loss_cls: 1.9230, loss: 1.9230, grad_norm: 14.2188 2021-08-17 03:22:36,687 - mmaction - INFO - Epoch [16][2360/2640] lr: 1.000e-03, eta: 11:00:02, time: 0.417, data_time: 0.000, memory: 5736, top1_acc: 0.5141, top5_acc: 0.7867, loss_cls: 1.8683, loss: 1.8683, grad_norm: 14.3062 2021-08-17 03:22:44,952 - mmaction - INFO - Epoch [16][2380/2640] lr: 1.000e-03, eta: 10:59:52, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.5273, top5_acc: 0.7969, loss_cls: 1.8516, loss: 1.8516, grad_norm: 14.4071 2021-08-17 03:22:53,233 - mmaction - INFO - Epoch [16][2400/2640] lr: 1.000e-03, eta: 10:59:43, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.5125, top5_acc: 0.7586, loss_cls: 2.0170, loss: 2.0170, grad_norm: 14.0539 2021-08-17 03:23:01,564 - mmaction - INFO - Epoch [16][2420/2640] lr: 1.000e-03, eta: 10:59:33, time: 0.416, data_time: 0.001, memory: 5736, top1_acc: 0.5367, top5_acc: 0.7703, loss_cls: 1.9483, loss: 1.9483, grad_norm: 14.3653 2021-08-17 03:23:09,815 - mmaction - INFO - Epoch [16][2440/2640] lr: 1.000e-03, eta: 10:59:23, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.4953, top5_acc: 0.7469, loss_cls: 2.0583, loss: 2.0583, grad_norm: 14.7715 2021-08-17 03:23:18,082 - mmaction - INFO - Epoch [16][2460/2640] lr: 1.000e-03, eta: 10:59:13, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5242, top5_acc: 0.7773, loss_cls: 1.8990, loss: 1.8990, grad_norm: 14.5459 2021-08-17 03:23:26,347 - mmaction - INFO - Epoch [16][2480/2640] lr: 1.000e-03, eta: 10:59:03, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.5227, top5_acc: 0.7531, loss_cls: 1.9507, loss: 1.9507, grad_norm: 13.5667 2021-08-17 03:23:34,668 - mmaction - INFO - Epoch [16][2500/2640] lr: 1.000e-03, eta: 10:58:53, time: 0.416, data_time: 0.000, memory: 5736, top1_acc: 0.4914, top5_acc: 0.7531, loss_cls: 2.0321, loss: 2.0321, grad_norm: 14.3627 2021-08-17 03:23:42,882 - mmaction - INFO - Epoch [16][2520/2640] lr: 1.000e-03, eta: 10:58:43, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5086, top5_acc: 0.7562, loss_cls: 2.0130, loss: 2.0130, grad_norm: 14.3976 2021-08-17 03:23:51,106 - mmaction - INFO - Epoch [16][2540/2640] lr: 1.000e-03, eta: 10:58:33, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5047, top5_acc: 0.7500, loss_cls: 2.0271, loss: 2.0271, grad_norm: 14.0965 2021-08-17 03:23:59,299 - mmaction - INFO - Epoch [16][2560/2640] lr: 1.000e-03, eta: 10:58:23, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.5102, top5_acc: 0.7547, loss_cls: 2.0507, loss: 2.0507, grad_norm: 13.4214 2021-08-17 03:24:07,538 - mmaction - INFO - Epoch [16][2580/2640] lr: 1.000e-03, eta: 10:58:13, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.5125, top5_acc: 0.7578, loss_cls: 1.9962, loss: 1.9962, grad_norm: 13.3892 2021-08-17 03:24:15,837 - mmaction - INFO - Epoch [16][2600/2640] lr: 1.000e-03, eta: 10:58:03, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.5000, top5_acc: 0.7656, loss_cls: 2.0005, loss: 2.0005, grad_norm: 13.6995 2021-08-17 03:24:24,098 - mmaction - INFO - Epoch [16][2620/2640] lr: 1.000e-03, eta: 10:57:53, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5125, top5_acc: 0.7633, loss_cls: 1.9528, loss: 1.9528, grad_norm: 14.5019 2021-08-17 03:24:32,071 - mmaction - INFO - Epoch [16][2640/2640] lr: 1.000e-03, eta: 10:57:43, time: 0.399, data_time: 0.000, memory: 5736, top1_acc: 0.5363, top5_acc: 0.7895, loss_cls: 1.8700, loss: 1.8700, grad_norm: 14.2546 2021-08-17 03:24:33,751 - mmaction - INFO - Saving checkpoint at 16 epochs 2021-08-17 03:24:34,329 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-08-17 03:25:46,867 - mmaction - INFO - Epoch [17][20/2640] lr: 1.000e-03, eta: 10:59:49, time: 3.627, data_time: 3.208, memory: 5736, top1_acc: 0.5141, top5_acc: 0.7664, loss_cls: 1.9449, loss: 1.9449, grad_norm: 14.5856 2021-08-17 03:25:55,091 - mmaction - INFO - Epoch [17][40/2640] lr: 1.000e-03, eta: 10:59:39, time: 0.411, data_time: 0.003, memory: 5736, top1_acc: 0.5039, top5_acc: 0.7758, loss_cls: 1.9308, loss: 1.9308, grad_norm: 14.4047 2021-08-17 03:26:03,278 - mmaction - INFO - Epoch [17][60/2640] lr: 1.000e-03, eta: 10:59:29, time: 0.409, data_time: 0.001, memory: 5736, top1_acc: 0.5094, top5_acc: 0.7727, loss_cls: 1.9373, loss: 1.9373, grad_norm: 14.4572 2021-08-17 03:26:11,472 - mmaction - INFO - Epoch [17][80/2640] lr: 1.000e-03, eta: 10:59:19, time: 0.410, data_time: 0.002, memory: 5736, top1_acc: 0.5031, top5_acc: 0.7664, loss_cls: 1.9719, loss: 1.9719, grad_norm: 14.6548 2021-08-17 03:26:19,643 - mmaction - INFO - Epoch [17][100/2640] lr: 1.000e-03, eta: 10:59:09, time: 0.408, data_time: 0.000, memory: 5736, top1_acc: 0.4984, top5_acc: 0.7625, loss_cls: 2.0364, loss: 2.0364, grad_norm: 13.9738 2021-08-17 03:26:27,884 - mmaction - INFO - Epoch [17][120/2640] lr: 1.000e-03, eta: 10:58:59, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.5266, top5_acc: 0.7805, loss_cls: 1.9127, loss: 1.9127, grad_norm: 13.7589 2021-08-17 03:26:36,081 - mmaction - INFO - Epoch [17][140/2640] lr: 1.000e-03, eta: 10:58:48, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.5039, top5_acc: 0.7812, loss_cls: 1.9548, loss: 1.9548, grad_norm: 15.0502 2021-08-17 03:26:44,329 - mmaction - INFO - Epoch [17][160/2640] lr: 1.000e-03, eta: 10:58:38, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.5203, top5_acc: 0.7758, loss_cls: 1.9074, loss: 1.9074, grad_norm: 13.8722 2021-08-17 03:26:52,539 - mmaction - INFO - Epoch [17][180/2640] lr: 1.000e-03, eta: 10:58:28, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5305, top5_acc: 0.7836, loss_cls: 1.8992, loss: 1.8992, grad_norm: 13.7482 2021-08-17 03:27:00,733 - mmaction - INFO - Epoch [17][200/2640] lr: 1.000e-03, eta: 10:58:18, time: 0.410, data_time: 0.002, memory: 5736, top1_acc: 0.4977, top5_acc: 0.7586, loss_cls: 2.0407, loss: 2.0407, grad_norm: 13.8951 2021-08-17 03:27:08,952 - mmaction - INFO - Epoch [17][220/2640] lr: 1.000e-03, eta: 10:58:08, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.5281, top5_acc: 0.7727, loss_cls: 1.8590, loss: 1.8590, grad_norm: 13.8095 2021-08-17 03:27:17,203 - mmaction - INFO - Epoch [17][240/2640] lr: 1.000e-03, eta: 10:57:58, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5078, top5_acc: 0.7641, loss_cls: 2.0106, loss: 2.0106, grad_norm: 14.3546 2021-08-17 03:27:25,413 - mmaction - INFO - Epoch [17][260/2640] lr: 1.000e-03, eta: 10:57:48, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.5117, top5_acc: 0.7656, loss_cls: 1.9881, loss: 1.9881, grad_norm: 14.1178 2021-08-17 03:27:33,678 - mmaction - INFO - Epoch [17][280/2640] lr: 1.000e-03, eta: 10:57:38, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.5328, top5_acc: 0.7664, loss_cls: 1.8958, loss: 1.8958, grad_norm: 14.8805 2021-08-17 03:27:41,872 - mmaction - INFO - Epoch [17][300/2640] lr: 1.000e-03, eta: 10:57:28, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.4992, top5_acc: 0.7445, loss_cls: 2.0197, loss: 2.0197, grad_norm: 14.4595 2021-08-17 03:27:50,133 - mmaction - INFO - Epoch [17][320/2640] lr: 1.000e-03, eta: 10:57:18, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.5398, top5_acc: 0.7867, loss_cls: 1.8049, loss: 1.8049, grad_norm: 14.1054 2021-08-17 03:27:58,313 - mmaction - INFO - Epoch [17][340/2640] lr: 1.000e-03, eta: 10:57:08, time: 0.409, data_time: 0.001, memory: 5736, top1_acc: 0.5203, top5_acc: 0.7789, loss_cls: 1.9314, loss: 1.9314, grad_norm: 14.1809 2021-08-17 03:28:06,549 - mmaction - INFO - Epoch [17][360/2640] lr: 1.000e-03, eta: 10:56:58, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.5109, top5_acc: 0.7664, loss_cls: 1.9361, loss: 1.9361, grad_norm: 13.9427 2021-08-17 03:28:14,920 - mmaction - INFO - Epoch [17][380/2640] lr: 1.000e-03, eta: 10:56:48, time: 0.419, data_time: 0.001, memory: 5736, top1_acc: 0.5125, top5_acc: 0.7727, loss_cls: 1.9438, loss: 1.9438, grad_norm: 13.7822 2021-08-17 03:28:23,210 - mmaction - INFO - Epoch [17][400/2640] lr: 1.000e-03, eta: 10:56:38, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.4875, top5_acc: 0.7625, loss_cls: 2.0255, loss: 2.0255, grad_norm: 14.1655 2021-08-17 03:28:31,413 - mmaction - INFO - Epoch [17][420/2640] lr: 1.000e-03, eta: 10:56:28, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.5203, top5_acc: 0.7883, loss_cls: 1.8871, loss: 1.8871, grad_norm: 14.1126 2021-08-17 03:28:39,665 - mmaction - INFO - Epoch [17][440/2640] lr: 1.000e-03, eta: 10:56:18, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.5273, top5_acc: 0.7633, loss_cls: 1.9170, loss: 1.9170, grad_norm: 13.6882 2021-08-17 03:28:47,902 - mmaction - INFO - Epoch [17][460/2640] lr: 1.000e-03, eta: 10:56:08, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5055, top5_acc: 0.7500, loss_cls: 2.0176, loss: 2.0176, grad_norm: 13.5347 2021-08-17 03:28:56,262 - mmaction - INFO - Epoch [17][480/2640] lr: 1.000e-03, eta: 10:55:58, time: 0.418, data_time: 0.002, memory: 5736, top1_acc: 0.5188, top5_acc: 0.7711, loss_cls: 1.9315, loss: 1.9315, grad_norm: 14.3887 2021-08-17 03:29:04,571 - mmaction - INFO - Epoch [17][500/2640] lr: 1.000e-03, eta: 10:55:48, time: 0.415, data_time: 0.000, memory: 5736, top1_acc: 0.5203, top5_acc: 0.7664, loss_cls: 1.9546, loss: 1.9546, grad_norm: 14.0241 2021-08-17 03:29:12,906 - mmaction - INFO - Epoch [17][520/2640] lr: 1.000e-03, eta: 10:55:38, time: 0.417, data_time: 0.001, memory: 5736, top1_acc: 0.5055, top5_acc: 0.7492, loss_cls: 2.0131, loss: 2.0131, grad_norm: 14.2642 2021-08-17 03:29:21,123 - mmaction - INFO - Epoch [17][540/2640] lr: 1.000e-03, eta: 10:55:28, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5047, top5_acc: 0.7758, loss_cls: 1.9523, loss: 1.9523, grad_norm: 14.3261 2021-08-17 03:29:29,388 - mmaction - INFO - Epoch [17][560/2640] lr: 1.000e-03, eta: 10:55:18, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.5180, top5_acc: 0.7734, loss_cls: 1.9346, loss: 1.9346, grad_norm: 14.1603 2021-08-17 03:29:37,608 - mmaction - INFO - Epoch [17][580/2640] lr: 1.000e-03, eta: 10:55:08, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5234, top5_acc: 0.7836, loss_cls: 1.8811, loss: 1.8811, grad_norm: 14.2486 2021-08-17 03:29:45,858 - mmaction - INFO - Epoch [17][600/2640] lr: 1.000e-03, eta: 10:54:58, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.5266, top5_acc: 0.7828, loss_cls: 1.9305, loss: 1.9305, grad_norm: 14.3747 2021-08-17 03:29:54,068 - mmaction - INFO - Epoch [17][620/2640] lr: 1.000e-03, eta: 10:54:48, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.4805, top5_acc: 0.7406, loss_cls: 2.0819, loss: 2.0819, grad_norm: 14.0982 2021-08-17 03:30:02,369 - mmaction - INFO - Epoch [17][640/2640] lr: 1.000e-03, eta: 10:54:38, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.4961, top5_acc: 0.7703, loss_cls: 1.9565, loss: 1.9565, grad_norm: 14.6883 2021-08-17 03:30:10,567 - mmaction - INFO - Epoch [17][660/2640] lr: 1.000e-03, eta: 10:54:28, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.5164, top5_acc: 0.7937, loss_cls: 1.9200, loss: 1.9200, grad_norm: 14.3918 2021-08-17 03:30:18,826 - mmaction - INFO - Epoch [17][680/2640] lr: 1.000e-03, eta: 10:54:18, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.5234, top5_acc: 0.7789, loss_cls: 1.9273, loss: 1.9273, grad_norm: 14.4409 2021-08-17 03:30:27,019 - mmaction - INFO - Epoch [17][700/2640] lr: 1.000e-03, eta: 10:54:08, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.4891, top5_acc: 0.7484, loss_cls: 2.0593, loss: 2.0593, grad_norm: 14.1568 2021-08-17 03:30:35,286 - mmaction - INFO - Epoch [17][720/2640] lr: 1.000e-03, eta: 10:53:58, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5141, top5_acc: 0.7742, loss_cls: 1.9503, loss: 1.9503, grad_norm: 14.0348 2021-08-17 03:30:43,493 - mmaction - INFO - Epoch [17][740/2640] lr: 1.000e-03, eta: 10:53:48, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5305, top5_acc: 0.7680, loss_cls: 1.8931, loss: 1.8931, grad_norm: 14.0486 2021-08-17 03:30:51,726 - mmaction - INFO - Epoch [17][760/2640] lr: 1.000e-03, eta: 10:53:38, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.5102, top5_acc: 0.7625, loss_cls: 1.9627, loss: 1.9627, grad_norm: 13.9363 2021-08-17 03:31:00,018 - mmaction - INFO - Epoch [17][780/2640] lr: 1.000e-03, eta: 10:53:28, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.5109, top5_acc: 0.7672, loss_cls: 1.9466, loss: 1.9466, grad_norm: 14.6937 2021-08-17 03:31:08,271 - mmaction - INFO - Epoch [17][800/2640] lr: 1.000e-03, eta: 10:53:18, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.4961, top5_acc: 0.7734, loss_cls: 1.9654, loss: 1.9654, grad_norm: 14.0220 2021-08-17 03:31:16,578 - mmaction - INFO - Epoch [17][820/2640] lr: 1.000e-03, eta: 10:53:08, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.5188, top5_acc: 0.7609, loss_cls: 1.9471, loss: 1.9471, grad_norm: 13.6389 2021-08-17 03:31:24,896 - mmaction - INFO - Epoch [17][840/2640] lr: 1.000e-03, eta: 10:52:59, time: 0.416, data_time: 0.001, memory: 5736, top1_acc: 0.4977, top5_acc: 0.7531, loss_cls: 2.0379, loss: 2.0379, grad_norm: 13.7763 2021-08-17 03:31:33,133 - mmaction - INFO - Epoch [17][860/2640] lr: 1.000e-03, eta: 10:52:49, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5180, top5_acc: 0.7688, loss_cls: 1.9582, loss: 1.9582, grad_norm: 14.3753 2021-08-17 03:31:41,376 - mmaction - INFO - Epoch [17][880/2640] lr: 1.000e-03, eta: 10:52:39, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5195, top5_acc: 0.7602, loss_cls: 1.9554, loss: 1.9554, grad_norm: 14.9514 2021-08-17 03:31:49,651 - mmaction - INFO - Epoch [17][900/2640] lr: 1.000e-03, eta: 10:52:29, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.4883, top5_acc: 0.7367, loss_cls: 2.0759, loss: 2.0759, grad_norm: 14.6482 2021-08-17 03:31:57,913 - mmaction - INFO - Epoch [17][920/2640] lr: 1.000e-03, eta: 10:52:19, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5180, top5_acc: 0.7672, loss_cls: 1.9603, loss: 1.9603, grad_norm: 14.4809 2021-08-17 03:32:06,149 - mmaction - INFO - Epoch [17][940/2640] lr: 1.000e-03, eta: 10:52:09, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5180, top5_acc: 0.7719, loss_cls: 1.9241, loss: 1.9241, grad_norm: 14.8637 2021-08-17 03:32:14,448 - mmaction - INFO - Epoch [17][960/2640] lr: 1.000e-03, eta: 10:51:59, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.5102, top5_acc: 0.7703, loss_cls: 1.9378, loss: 1.9378, grad_norm: 14.1791 2021-08-17 03:32:22,774 - mmaction - INFO - Epoch [17][980/2640] lr: 1.000e-03, eta: 10:51:49, time: 0.416, data_time: 0.001, memory: 5736, top1_acc: 0.5117, top5_acc: 0.7820, loss_cls: 1.9610, loss: 1.9610, grad_norm: 14.3877 2021-08-17 03:32:30,989 - mmaction - INFO - Epoch [17][1000/2640] lr: 1.000e-03, eta: 10:51:39, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.5102, top5_acc: 0.7617, loss_cls: 1.9845, loss: 1.9845, grad_norm: 13.8739 2021-08-17 03:32:39,395 - mmaction - INFO - Epoch [17][1020/2640] lr: 1.000e-03, eta: 10:51:29, time: 0.421, data_time: 0.001, memory: 5736, top1_acc: 0.5078, top5_acc: 0.7281, loss_cls: 2.0688, loss: 2.0688, grad_norm: 14.1588 2021-08-17 03:32:47,658 - mmaction - INFO - Epoch [17][1040/2640] lr: 1.000e-03, eta: 10:51:19, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.5031, top5_acc: 0.7641, loss_cls: 1.9678, loss: 1.9678, grad_norm: 14.2039 2021-08-17 03:32:55,972 - mmaction - INFO - Epoch [17][1060/2640] lr: 1.000e-03, eta: 10:51:10, time: 0.416, data_time: 0.001, memory: 5736, top1_acc: 0.5422, top5_acc: 0.7711, loss_cls: 1.9528, loss: 1.9528, grad_norm: 13.8330 2021-08-17 03:33:04,211 - mmaction - INFO - Epoch [17][1080/2640] lr: 1.000e-03, eta: 10:51:00, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5188, top5_acc: 0.7641, loss_cls: 1.9501, loss: 1.9501, grad_norm: 13.9459 2021-08-17 03:33:12,429 - mmaction - INFO - Epoch [17][1100/2640] lr: 1.000e-03, eta: 10:50:50, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5039, top5_acc: 0.7742, loss_cls: 1.9628, loss: 1.9628, grad_norm: 14.1864 2021-08-17 03:33:20,698 - mmaction - INFO - Epoch [17][1120/2640] lr: 1.000e-03, eta: 10:50:40, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.5195, top5_acc: 0.7664, loss_cls: 2.0151, loss: 2.0151, grad_norm: 13.7306 2021-08-17 03:33:28,916 - mmaction - INFO - Epoch [17][1140/2640] lr: 1.000e-03, eta: 10:50:30, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.4953, top5_acc: 0.7508, loss_cls: 1.9788, loss: 1.9788, grad_norm: 13.7804 2021-08-17 03:33:37,138 - mmaction - INFO - Epoch [17][1160/2640] lr: 1.000e-03, eta: 10:50:20, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.4984, top5_acc: 0.7633, loss_cls: 1.9668, loss: 1.9668, grad_norm: 13.8088 2021-08-17 03:33:45,398 - mmaction - INFO - Epoch [17][1180/2640] lr: 1.000e-03, eta: 10:50:10, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5219, top5_acc: 0.7812, loss_cls: 1.8949, loss: 1.8949, grad_norm: 14.5938 2021-08-17 03:33:53,682 - mmaction - INFO - Epoch [17][1200/2640] lr: 1.000e-03, eta: 10:50:00, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.4945, top5_acc: 0.7469, loss_cls: 2.0796, loss: 2.0796, grad_norm: 14.8063 2021-08-17 03:34:01,916 - mmaction - INFO - Epoch [17][1220/2640] lr: 1.000e-03, eta: 10:49:50, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.4984, top5_acc: 0.7828, loss_cls: 1.9433, loss: 1.9433, grad_norm: 14.1844 2021-08-17 03:34:10,143 - mmaction - INFO - Epoch [17][1240/2640] lr: 1.000e-03, eta: 10:49:40, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5289, top5_acc: 0.7672, loss_cls: 1.9418, loss: 1.9418, grad_norm: 14.1623 2021-08-17 03:34:18,367 - mmaction - INFO - Epoch [17][1260/2640] lr: 1.000e-03, eta: 10:49:30, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.5148, top5_acc: 0.7633, loss_cls: 2.0034, loss: 2.0034, grad_norm: 14.7046 2021-08-17 03:34:26,591 - mmaction - INFO - Epoch [17][1280/2640] lr: 1.000e-03, eta: 10:49:20, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.5031, top5_acc: 0.7555, loss_cls: 1.9841, loss: 1.9841, grad_norm: 14.4023 2021-08-17 03:34:34,802 - mmaction - INFO - Epoch [17][1300/2640] lr: 1.000e-03, eta: 10:49:10, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.5070, top5_acc: 0.7625, loss_cls: 1.9680, loss: 1.9680, grad_norm: 14.4268 2021-08-17 03:34:43,188 - mmaction - INFO - Epoch [17][1320/2640] lr: 1.000e-03, eta: 10:49:00, time: 0.419, data_time: 0.001, memory: 5736, top1_acc: 0.5148, top5_acc: 0.7844, loss_cls: 1.9267, loss: 1.9267, grad_norm: 14.2207 2021-08-17 03:34:51,416 - mmaction - INFO - Epoch [17][1340/2640] lr: 1.000e-03, eta: 10:48:50, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.4984, top5_acc: 0.7484, loss_cls: 2.0700, loss: 2.0700, grad_norm: 14.4899 2021-08-17 03:34:59,677 - mmaction - INFO - Epoch [17][1360/2640] lr: 1.000e-03, eta: 10:48:40, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5281, top5_acc: 0.7727, loss_cls: 1.9046, loss: 1.9046, grad_norm: 13.3367 2021-08-17 03:35:07,924 - mmaction - INFO - Epoch [17][1380/2640] lr: 1.000e-03, eta: 10:48:30, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.5141, top5_acc: 0.7773, loss_cls: 1.9506, loss: 1.9506, grad_norm: 14.9434 2021-08-17 03:35:16,185 - mmaction - INFO - Epoch [17][1400/2640] lr: 1.000e-03, eta: 10:48:21, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5016, top5_acc: 0.7812, loss_cls: 1.9736, loss: 1.9736, grad_norm: 14.2219 2021-08-17 03:35:24,533 - mmaction - INFO - Epoch [17][1420/2640] lr: 1.000e-03, eta: 10:48:11, time: 0.417, data_time: 0.001, memory: 5736, top1_acc: 0.4977, top5_acc: 0.7547, loss_cls: 1.9760, loss: 1.9760, grad_norm: 14.0722 2021-08-17 03:35:32,810 - mmaction - INFO - Epoch [17][1440/2640] lr: 1.000e-03, eta: 10:48:01, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.5109, top5_acc: 0.7594, loss_cls: 1.9163, loss: 1.9163, grad_norm: 14.2703 2021-08-17 03:35:41,033 - mmaction - INFO - Epoch [17][1460/2640] lr: 1.000e-03, eta: 10:47:51, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.5062, top5_acc: 0.7680, loss_cls: 1.9850, loss: 1.9850, grad_norm: 14.7715 2021-08-17 03:35:49,333 - mmaction - INFO - Epoch [17][1480/2640] lr: 1.000e-03, eta: 10:47:41, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.5195, top5_acc: 0.7727, loss_cls: 1.9356, loss: 1.9356, grad_norm: 14.0641 2021-08-17 03:35:57,515 - mmaction - INFO - Epoch [17][1500/2640] lr: 1.000e-03, eta: 10:47:31, time: 0.410, data_time: 0.002, memory: 5736, top1_acc: 0.5234, top5_acc: 0.7547, loss_cls: 1.9846, loss: 1.9846, grad_norm: 14.2948 2021-08-17 03:36:05,758 - mmaction - INFO - Epoch [17][1520/2640] lr: 1.000e-03, eta: 10:47:21, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5125, top5_acc: 0.7680, loss_cls: 1.9662, loss: 1.9662, grad_norm: 14.9979 2021-08-17 03:36:13,957 - mmaction - INFO - Epoch [17][1540/2640] lr: 1.000e-03, eta: 10:47:11, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.5211, top5_acc: 0.7805, loss_cls: 1.9078, loss: 1.9078, grad_norm: 13.6350 2021-08-17 03:36:22,222 - mmaction - INFO - Epoch [17][1560/2640] lr: 1.000e-03, eta: 10:47:01, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.4930, top5_acc: 0.7398, loss_cls: 2.0403, loss: 2.0403, grad_norm: 14.3630 2021-08-17 03:36:30,443 - mmaction - INFO - Epoch [17][1580/2640] lr: 1.000e-03, eta: 10:46:51, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.5117, top5_acc: 0.7648, loss_cls: 2.0206, loss: 2.0206, grad_norm: 13.9436 2021-08-17 03:36:38,683 - mmaction - INFO - Epoch [17][1600/2640] lr: 1.000e-03, eta: 10:46:41, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5203, top5_acc: 0.7750, loss_cls: 1.9069, loss: 1.9069, grad_norm: 13.4959 2021-08-17 03:36:46,896 - mmaction - INFO - Epoch [17][1620/2640] lr: 1.000e-03, eta: 10:46:31, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5047, top5_acc: 0.7641, loss_cls: 1.9541, loss: 1.9541, grad_norm: 14.3035 2021-08-17 03:36:55,129 - mmaction - INFO - Epoch [17][1640/2640] lr: 1.000e-03, eta: 10:46:21, time: 0.411, data_time: 0.002, memory: 5736, top1_acc: 0.4875, top5_acc: 0.7531, loss_cls: 2.0500, loss: 2.0500, grad_norm: 13.7988 2021-08-17 03:37:03,376 - mmaction - INFO - Epoch [17][1660/2640] lr: 1.000e-03, eta: 10:46:11, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5227, top5_acc: 0.7836, loss_cls: 1.8843, loss: 1.8843, grad_norm: 13.9319 2021-08-17 03:37:11,673 - mmaction - INFO - Epoch [17][1680/2640] lr: 1.000e-03, eta: 10:46:02, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.5047, top5_acc: 0.7758, loss_cls: 1.9499, loss: 1.9499, grad_norm: 14.2288 2021-08-17 03:37:19,928 - mmaction - INFO - Epoch [17][1700/2640] lr: 1.000e-03, eta: 10:45:52, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5086, top5_acc: 0.7719, loss_cls: 1.9640, loss: 1.9640, grad_norm: 13.6673 2021-08-17 03:37:28,141 - mmaction - INFO - Epoch [17][1720/2640] lr: 1.000e-03, eta: 10:45:42, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.5188, top5_acc: 0.7688, loss_cls: 1.9601, loss: 1.9601, grad_norm: 14.2523 2021-08-17 03:37:36,393 - mmaction - INFO - Epoch [17][1740/2640] lr: 1.000e-03, eta: 10:45:32, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.5344, top5_acc: 0.7641, loss_cls: 1.8745, loss: 1.8745, grad_norm: 14.5908 2021-08-17 03:37:44,657 - mmaction - INFO - Epoch [17][1760/2640] lr: 1.000e-03, eta: 10:45:22, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.4945, top5_acc: 0.7586, loss_cls: 2.0026, loss: 2.0026, grad_norm: 14.4151 2021-08-17 03:37:52,898 - mmaction - INFO - Epoch [17][1780/2640] lr: 1.000e-03, eta: 10:45:12, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.4930, top5_acc: 0.7523, loss_cls: 2.0458, loss: 2.0458, grad_norm: 14.3052 2021-08-17 03:38:01,198 - mmaction - INFO - Epoch [17][1800/2640] lr: 1.000e-03, eta: 10:45:02, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.5453, top5_acc: 0.7875, loss_cls: 1.8512, loss: 1.8512, grad_norm: 13.9713 2021-08-17 03:38:09,399 - mmaction - INFO - Epoch [17][1820/2640] lr: 1.000e-03, eta: 10:44:52, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.5164, top5_acc: 0.7773, loss_cls: 1.9604, loss: 1.9604, grad_norm: 13.8387 2021-08-17 03:38:17,658 - mmaction - INFO - Epoch [17][1840/2640] lr: 1.000e-03, eta: 10:44:42, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.5148, top5_acc: 0.7578, loss_cls: 1.9528, loss: 1.9528, grad_norm: 14.1850 2021-08-17 03:38:25,964 - mmaction - INFO - Epoch [17][1860/2640] lr: 1.000e-03, eta: 10:44:33, time: 0.415, data_time: 0.000, memory: 5736, top1_acc: 0.5164, top5_acc: 0.7773, loss_cls: 1.9144, loss: 1.9144, grad_norm: 14.4146 2021-08-17 03:38:34,281 - mmaction - INFO - Epoch [17][1880/2640] lr: 1.000e-03, eta: 10:44:23, time: 0.416, data_time: 0.002, memory: 5736, top1_acc: 0.4758, top5_acc: 0.7367, loss_cls: 2.1256, loss: 2.1256, grad_norm: 14.2030 2021-08-17 03:38:42,450 - mmaction - INFO - Epoch [17][1900/2640] lr: 1.000e-03, eta: 10:44:13, time: 0.408, data_time: 0.000, memory: 5736, top1_acc: 0.4969, top5_acc: 0.7656, loss_cls: 1.9742, loss: 1.9742, grad_norm: 14.3048 2021-08-17 03:38:50,749 - mmaction - INFO - Epoch [17][1920/2640] lr: 1.000e-03, eta: 10:44:03, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.5156, top5_acc: 0.7695, loss_cls: 1.9791, loss: 1.9791, grad_norm: 13.9453 2021-08-17 03:38:59,002 - mmaction - INFO - Epoch [17][1940/2640] lr: 1.000e-03, eta: 10:43:53, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.4820, top5_acc: 0.7500, loss_cls: 2.0746, loss: 2.0746, grad_norm: 14.9418 2021-08-17 03:39:07,283 - mmaction - INFO - Epoch [17][1960/2640] lr: 1.000e-03, eta: 10:43:43, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.4813, top5_acc: 0.7594, loss_cls: 2.0257, loss: 2.0257, grad_norm: 14.2910 2021-08-17 03:39:15,608 - mmaction - INFO - Epoch [17][1980/2640] lr: 1.000e-03, eta: 10:43:34, time: 0.416, data_time: 0.000, memory: 5736, top1_acc: 0.4945, top5_acc: 0.7562, loss_cls: 2.0215, loss: 2.0215, grad_norm: 13.8171 2021-08-17 03:39:23,788 - mmaction - INFO - Epoch [17][2000/2640] lr: 1.000e-03, eta: 10:43:24, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.4930, top5_acc: 0.7516, loss_cls: 2.0117, loss: 2.0117, grad_norm: 13.6889 2021-08-17 03:39:32,053 - mmaction - INFO - Epoch [17][2020/2640] lr: 1.000e-03, eta: 10:43:14, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.5109, top5_acc: 0.7609, loss_cls: 1.9714, loss: 1.9714, grad_norm: 14.1326 2021-08-17 03:39:40,289 - mmaction - INFO - Epoch [17][2040/2640] lr: 1.000e-03, eta: 10:43:04, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.5437, top5_acc: 0.7805, loss_cls: 1.9088, loss: 1.9088, grad_norm: 13.9144 2021-08-17 03:39:48,547 - mmaction - INFO - Epoch [17][2060/2640] lr: 1.000e-03, eta: 10:42:54, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5305, top5_acc: 0.7672, loss_cls: 1.8547, loss: 1.8547, grad_norm: 14.1730 2021-08-17 03:39:56,743 - mmaction - INFO - Epoch [17][2080/2640] lr: 1.000e-03, eta: 10:42:44, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.4969, top5_acc: 0.7625, loss_cls: 2.0114, loss: 2.0114, grad_norm: 14.7889 2021-08-17 03:40:04,969 - mmaction - INFO - Epoch [17][2100/2640] lr: 1.000e-03, eta: 10:42:34, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.5289, top5_acc: 0.7937, loss_cls: 1.8422, loss: 1.8422, grad_norm: 14.0155 2021-08-17 03:40:13,231 - mmaction - INFO - Epoch [17][2120/2640] lr: 1.000e-03, eta: 10:42:24, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5047, top5_acc: 0.7477, loss_cls: 2.0148, loss: 2.0148, grad_norm: 14.0532 2021-08-17 03:40:21,483 - mmaction - INFO - Epoch [17][2140/2640] lr: 1.000e-03, eta: 10:42:14, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.5125, top5_acc: 0.7688, loss_cls: 2.0031, loss: 2.0031, grad_norm: 14.9497 2021-08-17 03:40:29,732 - mmaction - INFO - Epoch [17][2160/2640] lr: 1.000e-03, eta: 10:42:04, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5117, top5_acc: 0.7594, loss_cls: 1.9992, loss: 1.9992, grad_norm: 14.0527 2021-08-17 03:40:37,979 - mmaction - INFO - Epoch [17][2180/2640] lr: 1.000e-03, eta: 10:41:55, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5188, top5_acc: 0.7680, loss_cls: 1.9237, loss: 1.9237, grad_norm: 14.2091 2021-08-17 03:40:46,297 - mmaction - INFO - Epoch [17][2200/2640] lr: 1.000e-03, eta: 10:41:45, time: 0.416, data_time: 0.002, memory: 5736, top1_acc: 0.5227, top5_acc: 0.7531, loss_cls: 2.0350, loss: 2.0350, grad_norm: 13.8757 2021-08-17 03:40:54,558 - mmaction - INFO - Epoch [17][2220/2640] lr: 1.000e-03, eta: 10:41:35, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5195, top5_acc: 0.7648, loss_cls: 1.9409, loss: 1.9409, grad_norm: 13.9972 2021-08-17 03:41:02,812 - mmaction - INFO - Epoch [17][2240/2640] lr: 1.000e-03, eta: 10:41:25, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.5062, top5_acc: 0.7641, loss_cls: 1.9906, loss: 1.9906, grad_norm: 13.7773 2021-08-17 03:41:11,089 - mmaction - INFO - Epoch [17][2260/2640] lr: 1.000e-03, eta: 10:41:15, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.5156, top5_acc: 0.7609, loss_cls: 1.9756, loss: 1.9756, grad_norm: 14.9137 2021-08-17 03:41:19,378 - mmaction - INFO - Epoch [17][2280/2640] lr: 1.000e-03, eta: 10:41:05, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.5172, top5_acc: 0.7750, loss_cls: 1.9508, loss: 1.9508, grad_norm: 13.5644 2021-08-17 03:41:27,654 - mmaction - INFO - Epoch [17][2300/2640] lr: 1.000e-03, eta: 10:40:56, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5203, top5_acc: 0.7758, loss_cls: 1.9095, loss: 1.9095, grad_norm: 13.9542 2021-08-17 03:41:35,914 - mmaction - INFO - Epoch [17][2320/2640] lr: 1.000e-03, eta: 10:40:46, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.5055, top5_acc: 0.7633, loss_cls: 2.0409, loss: 2.0409, grad_norm: 14.3151 2021-08-17 03:41:44,233 - mmaction - INFO - Epoch [17][2340/2640] lr: 1.000e-03, eta: 10:40:36, time: 0.416, data_time: 0.001, memory: 5736, top1_acc: 0.5062, top5_acc: 0.7539, loss_cls: 2.0195, loss: 2.0195, grad_norm: 13.7114 2021-08-17 03:41:52,481 - mmaction - INFO - Epoch [17][2360/2640] lr: 1.000e-03, eta: 10:40:26, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.5164, top5_acc: 0.7672, loss_cls: 1.9509, loss: 1.9509, grad_norm: 13.9445 2021-08-17 03:42:00,719 - mmaction - INFO - Epoch [17][2380/2640] lr: 1.000e-03, eta: 10:40:16, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5109, top5_acc: 0.7781, loss_cls: 1.9614, loss: 1.9614, grad_norm: 14.4499 2021-08-17 03:42:09,053 - mmaction - INFO - Epoch [17][2400/2640] lr: 1.000e-03, eta: 10:40:07, time: 0.416, data_time: 0.000, memory: 5736, top1_acc: 0.5078, top5_acc: 0.7516, loss_cls: 2.0353, loss: 2.0353, grad_norm: 14.1809 2021-08-17 03:42:17,340 - mmaction - INFO - Epoch [17][2420/2640] lr: 1.000e-03, eta: 10:39:57, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.5016, top5_acc: 0.7633, loss_cls: 2.0037, loss: 2.0037, grad_norm: 14.2722 2021-08-17 03:42:25,548 - mmaction - INFO - Epoch [17][2440/2640] lr: 1.000e-03, eta: 10:39:47, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.5320, top5_acc: 0.7555, loss_cls: 1.9425, loss: 1.9425, grad_norm: 14.7001 2021-08-17 03:42:33,785 - mmaction - INFO - Epoch [17][2460/2640] lr: 1.000e-03, eta: 10:39:37, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5164, top5_acc: 0.7586, loss_cls: 1.9556, loss: 1.9556, grad_norm: 13.8278 2021-08-17 03:42:42,036 - mmaction - INFO - Epoch [17][2480/2640] lr: 1.000e-03, eta: 10:39:27, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.5156, top5_acc: 0.7648, loss_cls: 1.9570, loss: 1.9570, grad_norm: 14.4393 2021-08-17 03:42:50,243 - mmaction - INFO - Epoch [17][2500/2640] lr: 1.000e-03, eta: 10:39:17, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.5062, top5_acc: 0.7648, loss_cls: 1.9755, loss: 1.9755, grad_norm: 14.3937 2021-08-17 03:42:58,469 - mmaction - INFO - Epoch [17][2520/2640] lr: 1.000e-03, eta: 10:39:07, time: 0.411, data_time: 0.002, memory: 5736, top1_acc: 0.5117, top5_acc: 0.7516, loss_cls: 2.0184, loss: 2.0184, grad_norm: 13.8856 2021-08-17 03:43:06,754 - mmaction - INFO - Epoch [17][2540/2640] lr: 1.000e-03, eta: 10:38:58, time: 0.414, data_time: 0.000, memory: 5736, top1_acc: 0.5148, top5_acc: 0.7750, loss_cls: 1.9398, loss: 1.9398, grad_norm: 14.8449 2021-08-17 03:43:14,986 - mmaction - INFO - Epoch [17][2560/2640] lr: 1.000e-03, eta: 10:38:48, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5023, top5_acc: 0.7477, loss_cls: 2.0540, loss: 2.0540, grad_norm: 14.1570 2021-08-17 03:43:23,181 - mmaction - INFO - Epoch [17][2580/2640] lr: 1.000e-03, eta: 10:38:38, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.4922, top5_acc: 0.7680, loss_cls: 1.9884, loss: 1.9884, grad_norm: 14.6872 2021-08-17 03:43:31,454 - mmaction - INFO - Epoch [17][2600/2640] lr: 1.000e-03, eta: 10:38:28, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.5062, top5_acc: 0.7680, loss_cls: 1.9868, loss: 1.9868, grad_norm: 14.1810 2021-08-17 03:43:39,697 - mmaction - INFO - Epoch [17][2620/2640] lr: 1.000e-03, eta: 10:38:18, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5070, top5_acc: 0.7664, loss_cls: 1.9788, loss: 1.9788, grad_norm: 14.0560 2021-08-17 03:43:47,826 - mmaction - INFO - Epoch [17][2640/2640] lr: 1.000e-03, eta: 10:38:08, time: 0.406, data_time: 0.002, memory: 5736, top1_acc: 0.5226, top5_acc: 0.7734, loss_cls: 1.9436, loss: 1.9436, grad_norm: 14.3763 2021-08-17 03:43:49,458 - mmaction - INFO - Saving checkpoint at 17 epochs 2021-08-17 03:43:50,214 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-08-17 03:45:02,751 - mmaction - INFO - Epoch [18][20/2640] lr: 1.000e-03, eta: 10:40:03, time: 3.627, data_time: 3.213, memory: 5736, top1_acc: 0.4961, top5_acc: 0.7656, loss_cls: 1.9647, loss: 1.9647, grad_norm: 14.5070 2021-08-17 03:45:10,979 - mmaction - INFO - Epoch [18][40/2640] lr: 1.000e-03, eta: 10:39:53, time: 0.411, data_time: 0.003, memory: 5736, top1_acc: 0.5086, top5_acc: 0.7609, loss_cls: 1.9790, loss: 1.9790, grad_norm: 14.4452 2021-08-17 03:45:19,098 - mmaction - INFO - Epoch [18][60/2640] lr: 1.000e-03, eta: 10:39:43, time: 0.406, data_time: 0.000, memory: 5736, top1_acc: 0.5078, top5_acc: 0.7656, loss_cls: 1.9400, loss: 1.9400, grad_norm: 14.1179 2021-08-17 03:45:27,314 - mmaction - INFO - Epoch [18][80/2640] lr: 1.000e-03, eta: 10:39:33, time: 0.411, data_time: 0.002, memory: 5736, top1_acc: 0.5062, top5_acc: 0.7695, loss_cls: 1.9897, loss: 1.9897, grad_norm: 14.4565 2021-08-17 03:45:35,489 - mmaction - INFO - Epoch [18][100/2640] lr: 1.000e-03, eta: 10:39:23, time: 0.409, data_time: 0.001, memory: 5736, top1_acc: 0.5563, top5_acc: 0.7844, loss_cls: 1.8288, loss: 1.8288, grad_norm: 14.3226 2021-08-17 03:45:43,745 - mmaction - INFO - Epoch [18][120/2640] lr: 1.000e-03, eta: 10:39:13, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.5102, top5_acc: 0.7719, loss_cls: 1.9470, loss: 1.9470, grad_norm: 14.3182 2021-08-17 03:45:52,048 - mmaction - INFO - Epoch [18][140/2640] lr: 1.000e-03, eta: 10:39:03, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.5109, top5_acc: 0.7836, loss_cls: 1.9206, loss: 1.9206, grad_norm: 14.4656 2021-08-17 03:46:00,327 - mmaction - INFO - Epoch [18][160/2640] lr: 1.000e-03, eta: 10:38:53, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.5008, top5_acc: 0.7695, loss_cls: 1.9670, loss: 1.9670, grad_norm: 14.4065 2021-08-17 03:46:08,603 - mmaction - INFO - Epoch [18][180/2640] lr: 1.000e-03, eta: 10:38:43, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.5234, top5_acc: 0.7750, loss_cls: 1.8790, loss: 1.8790, grad_norm: 14.1259 2021-08-17 03:46:16,908 - mmaction - INFO - Epoch [18][200/2640] lr: 1.000e-03, eta: 10:38:33, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.5359, top5_acc: 0.7555, loss_cls: 1.9210, loss: 1.9210, grad_norm: 14.8026 2021-08-17 03:46:25,169 - mmaction - INFO - Epoch [18][220/2640] lr: 1.000e-03, eta: 10:38:24, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.5156, top5_acc: 0.7641, loss_cls: 2.0006, loss: 2.0006, grad_norm: 14.5942 2021-08-17 03:46:33,372 - mmaction - INFO - Epoch [18][240/2640] lr: 1.000e-03, eta: 10:38:14, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.4922, top5_acc: 0.7484, loss_cls: 2.0182, loss: 2.0182, grad_norm: 14.4405 2021-08-17 03:46:41,577 - mmaction - INFO - Epoch [18][260/2640] lr: 1.000e-03, eta: 10:38:04, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.5234, top5_acc: 0.7508, loss_cls: 1.9665, loss: 1.9665, grad_norm: 14.3118 2021-08-17 03:46:49,766 - mmaction - INFO - Epoch [18][280/2640] lr: 1.000e-03, eta: 10:37:54, time: 0.409, data_time: 0.002, memory: 5736, top1_acc: 0.5055, top5_acc: 0.7789, loss_cls: 1.9273, loss: 1.9273, grad_norm: 14.4425 2021-08-17 03:46:57,973 - mmaction - INFO - Epoch [18][300/2640] lr: 1.000e-03, eta: 10:37:44, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.5250, top5_acc: 0.7789, loss_cls: 1.8683, loss: 1.8683, grad_norm: 14.2844 2021-08-17 03:47:06,291 - mmaction - INFO - Epoch [18][320/2640] lr: 1.000e-03, eta: 10:37:34, time: 0.416, data_time: 0.002, memory: 5736, top1_acc: 0.5367, top5_acc: 0.7859, loss_cls: 1.8575, loss: 1.8575, grad_norm: 14.2961 2021-08-17 03:47:14,529 - mmaction - INFO - Epoch [18][340/2640] lr: 1.000e-03, eta: 10:37:24, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.5289, top5_acc: 0.7656, loss_cls: 1.8846, loss: 1.8846, grad_norm: 14.0961 2021-08-17 03:47:22,799 - mmaction - INFO - Epoch [18][360/2640] lr: 1.000e-03, eta: 10:37:14, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5375, top5_acc: 0.7867, loss_cls: 1.8777, loss: 1.8777, grad_norm: 14.2389 2021-08-17 03:47:31,015 - mmaction - INFO - Epoch [18][380/2640] lr: 1.000e-03, eta: 10:37:04, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5297, top5_acc: 0.7680, loss_cls: 1.9637, loss: 1.9637, grad_norm: 13.9533 2021-08-17 03:47:39,307 - mmaction - INFO - Epoch [18][400/2640] lr: 1.000e-03, eta: 10:36:54, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.5242, top5_acc: 0.7680, loss_cls: 1.9394, loss: 1.9394, grad_norm: 13.9658 2021-08-17 03:47:47,550 - mmaction - INFO - Epoch [18][420/2640] lr: 1.000e-03, eta: 10:36:44, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5227, top5_acc: 0.7711, loss_cls: 1.9105, loss: 1.9105, grad_norm: 14.0279 2021-08-17 03:47:55,807 - mmaction - INFO - Epoch [18][440/2640] lr: 1.000e-03, eta: 10:36:35, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.5383, top5_acc: 0.7766, loss_cls: 1.9119, loss: 1.9119, grad_norm: 14.1590 2021-08-17 03:48:04,057 - mmaction - INFO - Epoch [18][460/2640] lr: 1.000e-03, eta: 10:36:25, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5070, top5_acc: 0.7656, loss_cls: 1.9807, loss: 1.9807, grad_norm: 14.2779 2021-08-17 03:48:12,320 - mmaction - INFO - Epoch [18][480/2640] lr: 1.000e-03, eta: 10:36:15, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.4883, top5_acc: 0.7562, loss_cls: 1.9983, loss: 1.9983, grad_norm: 14.5598 2021-08-17 03:48:20,631 - mmaction - INFO - Epoch [18][500/2640] lr: 1.000e-03, eta: 10:36:05, time: 0.417, data_time: 0.002, memory: 5736, top1_acc: 0.5414, top5_acc: 0.7875, loss_cls: 1.8317, loss: 1.8317, grad_norm: 14.4185 2021-08-17 03:48:28,829 - mmaction - INFO - Epoch [18][520/2640] lr: 1.000e-03, eta: 10:35:55, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.5023, top5_acc: 0.7805, loss_cls: 1.9415, loss: 1.9415, grad_norm: 14.1023 2021-08-17 03:48:37,142 - mmaction - INFO - Epoch [18][540/2640] lr: 1.000e-03, eta: 10:35:45, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.5094, top5_acc: 0.7758, loss_cls: 1.9564, loss: 1.9564, grad_norm: 14.2767 2021-08-17 03:48:45,415 - mmaction - INFO - Epoch [18][560/2640] lr: 1.000e-03, eta: 10:35:35, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.5039, top5_acc: 0.7664, loss_cls: 1.9633, loss: 1.9633, grad_norm: 14.8488 2021-08-17 03:48:53,644 - mmaction - INFO - Epoch [18][580/2640] lr: 1.000e-03, eta: 10:35:26, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5211, top5_acc: 0.7609, loss_cls: 1.9601, loss: 1.9601, grad_norm: 13.8161 2021-08-17 03:49:01,861 - mmaction - INFO - Epoch [18][600/2640] lr: 1.000e-03, eta: 10:35:16, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5312, top5_acc: 0.7945, loss_cls: 1.8559, loss: 1.8559, grad_norm: 14.1274 2021-08-17 03:49:10,125 - mmaction - INFO - Epoch [18][620/2640] lr: 1.000e-03, eta: 10:35:06, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.5039, top5_acc: 0.7680, loss_cls: 1.9861, loss: 1.9861, grad_norm: 14.3898 2021-08-17 03:49:18,466 - mmaction - INFO - Epoch [18][640/2640] lr: 1.000e-03, eta: 10:34:56, time: 0.417, data_time: 0.002, memory: 5736, top1_acc: 0.5164, top5_acc: 0.7695, loss_cls: 1.8698, loss: 1.8698, grad_norm: 14.3477 2021-08-17 03:49:26,722 - mmaction - INFO - Epoch [18][660/2640] lr: 1.000e-03, eta: 10:34:46, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5070, top5_acc: 0.7648, loss_cls: 1.9737, loss: 1.9737, grad_norm: 14.3447 2021-08-17 03:49:35,037 - mmaction - INFO - Epoch [18][680/2640] lr: 1.000e-03, eta: 10:34:36, time: 0.416, data_time: 0.001, memory: 5736, top1_acc: 0.5227, top5_acc: 0.7867, loss_cls: 1.9083, loss: 1.9083, grad_norm: 14.3656 2021-08-17 03:49:43,368 - mmaction - INFO - Epoch [18][700/2640] lr: 1.000e-03, eta: 10:34:27, time: 0.416, data_time: 0.001, memory: 5736, top1_acc: 0.5031, top5_acc: 0.7602, loss_cls: 1.9815, loss: 1.9815, grad_norm: 14.3056 2021-08-17 03:49:51,719 - mmaction - INFO - Epoch [18][720/2640] lr: 1.000e-03, eta: 10:34:17, time: 0.418, data_time: 0.001, memory: 5736, top1_acc: 0.4930, top5_acc: 0.7656, loss_cls: 2.0242, loss: 2.0242, grad_norm: 14.3324 2021-08-17 03:49:59,973 - mmaction - INFO - Epoch [18][740/2640] lr: 1.000e-03, eta: 10:34:07, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5188, top5_acc: 0.7555, loss_cls: 1.9739, loss: 1.9739, grad_norm: 14.1317 2021-08-17 03:50:08,178 - mmaction - INFO - Epoch [18][760/2640] lr: 1.000e-03, eta: 10:33:57, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.5117, top5_acc: 0.7578, loss_cls: 1.9615, loss: 1.9615, grad_norm: 13.5169 2021-08-17 03:50:16,413 - mmaction - INFO - Epoch [18][780/2640] lr: 1.000e-03, eta: 10:33:47, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.5023, top5_acc: 0.7445, loss_cls: 1.9696, loss: 1.9696, grad_norm: 14.6555 2021-08-17 03:50:24,681 - mmaction - INFO - Epoch [18][800/2640] lr: 1.000e-03, eta: 10:33:37, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.4930, top5_acc: 0.7555, loss_cls: 2.0421, loss: 2.0421, grad_norm: 13.5215 2021-08-17 03:50:33,018 - mmaction - INFO - Epoch [18][820/2640] lr: 1.000e-03, eta: 10:33:28, time: 0.417, data_time: 0.001, memory: 5736, top1_acc: 0.4945, top5_acc: 0.7383, loss_cls: 2.0892, loss: 2.0892, grad_norm: 13.9046 2021-08-17 03:50:41,305 - mmaction - INFO - Epoch [18][840/2640] lr: 1.000e-03, eta: 10:33:18, time: 0.414, data_time: 0.000, memory: 5736, top1_acc: 0.5141, top5_acc: 0.7625, loss_cls: 1.9455, loss: 1.9455, grad_norm: 14.1814 2021-08-17 03:50:49,540 - mmaction - INFO - Epoch [18][860/2640] lr: 1.000e-03, eta: 10:33:08, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5297, top5_acc: 0.7711, loss_cls: 1.9140, loss: 1.9140, grad_norm: 13.7654 2021-08-17 03:50:57,847 - mmaction - INFO - Epoch [18][880/2640] lr: 1.000e-03, eta: 10:32:58, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.4891, top5_acc: 0.7820, loss_cls: 1.9882, loss: 1.9882, grad_norm: 14.0940 2021-08-17 03:51:06,076 - mmaction - INFO - Epoch [18][900/2640] lr: 1.000e-03, eta: 10:32:48, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.5609, top5_acc: 0.8063, loss_cls: 1.8070, loss: 1.8070, grad_norm: 13.9870 2021-08-17 03:51:14,292 - mmaction - INFO - Epoch [18][920/2640] lr: 1.000e-03, eta: 10:32:39, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5211, top5_acc: 0.7867, loss_cls: 1.9051, loss: 1.9051, grad_norm: 14.4871 2021-08-17 03:51:22,521 - mmaction - INFO - Epoch [18][940/2640] lr: 1.000e-03, eta: 10:32:29, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5359, top5_acc: 0.7797, loss_cls: 1.8705, loss: 1.8705, grad_norm: 14.3608 2021-08-17 03:51:30,772 - mmaction - INFO - Epoch [18][960/2640] lr: 1.000e-03, eta: 10:32:19, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.5078, top5_acc: 0.7602, loss_cls: 1.9877, loss: 1.9877, grad_norm: 14.1456 2021-08-17 03:51:39,015 - mmaction - INFO - Epoch [18][980/2640] lr: 1.000e-03, eta: 10:32:09, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5141, top5_acc: 0.7570, loss_cls: 1.9522, loss: 1.9522, grad_norm: 13.9686 2021-08-17 03:51:47,255 - mmaction - INFO - Epoch [18][1000/2640] lr: 1.000e-03, eta: 10:31:59, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5289, top5_acc: 0.7797, loss_cls: 1.9047, loss: 1.9047, grad_norm: 14.0093 2021-08-17 03:51:55,452 - mmaction - INFO - Epoch [18][1020/2640] lr: 1.000e-03, eta: 10:31:49, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.5461, top5_acc: 0.7773, loss_cls: 1.8718, loss: 1.8718, grad_norm: 14.1775 2021-08-17 03:52:03,712 - mmaction - INFO - Epoch [18][1040/2640] lr: 1.000e-03, eta: 10:31:39, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.4992, top5_acc: 0.7648, loss_cls: 1.9913, loss: 1.9913, grad_norm: 13.9964 2021-08-17 03:52:12,027 - mmaction - INFO - Epoch [18][1060/2640] lr: 1.000e-03, eta: 10:31:30, time: 0.416, data_time: 0.000, memory: 5736, top1_acc: 0.5289, top5_acc: 0.7898, loss_cls: 1.8796, loss: 1.8796, grad_norm: 14.0434 2021-08-17 03:52:20,322 - mmaction - INFO - Epoch [18][1080/2640] lr: 1.000e-03, eta: 10:31:20, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.5195, top5_acc: 0.7711, loss_cls: 1.9427, loss: 1.9427, grad_norm: 13.8493 2021-08-17 03:52:28,508 - mmaction - INFO - Epoch [18][1100/2640] lr: 1.000e-03, eta: 10:31:10, time: 0.409, data_time: 0.001, memory: 5736, top1_acc: 0.5422, top5_acc: 0.7727, loss_cls: 1.8624, loss: 1.8624, grad_norm: 14.2875 2021-08-17 03:52:36,782 - mmaction - INFO - Epoch [18][1120/2640] lr: 1.000e-03, eta: 10:31:00, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.5180, top5_acc: 0.7586, loss_cls: 1.9810, loss: 1.9810, grad_norm: 14.2607 2021-08-17 03:52:44,992 - mmaction - INFO - Epoch [18][1140/2640] lr: 1.000e-03, eta: 10:30:50, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.5156, top5_acc: 0.7633, loss_cls: 1.9745, loss: 1.9745, grad_norm: 14.0566 2021-08-17 03:52:53,220 - mmaction - INFO - Epoch [18][1160/2640] lr: 1.000e-03, eta: 10:30:40, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5031, top5_acc: 0.7406, loss_cls: 2.0225, loss: 2.0225, grad_norm: 13.7992 2021-08-17 03:53:01,460 - mmaction - INFO - Epoch [18][1180/2640] lr: 1.000e-03, eta: 10:30:30, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.4961, top5_acc: 0.7648, loss_cls: 2.0021, loss: 2.0021, grad_norm: 14.0990 2021-08-17 03:53:09,651 - mmaction - INFO - Epoch [18][1200/2640] lr: 1.000e-03, eta: 10:30:20, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.5203, top5_acc: 0.7516, loss_cls: 1.9831, loss: 1.9831, grad_norm: 14.7179 2021-08-17 03:53:17,878 - mmaction - INFO - Epoch [18][1220/2640] lr: 1.000e-03, eta: 10:30:11, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.4945, top5_acc: 0.7578, loss_cls: 2.0040, loss: 2.0040, grad_norm: 14.3688 2021-08-17 03:53:26,176 - mmaction - INFO - Epoch [18][1240/2640] lr: 1.000e-03, eta: 10:30:01, time: 0.415, data_time: 0.000, memory: 5736, top1_acc: 0.4992, top5_acc: 0.7602, loss_cls: 2.0416, loss: 2.0416, grad_norm: 14.3366 2021-08-17 03:53:34,356 - mmaction - INFO - Epoch [18][1260/2640] lr: 1.000e-03, eta: 10:29:51, time: 0.409, data_time: 0.001, memory: 5736, top1_acc: 0.4938, top5_acc: 0.7586, loss_cls: 2.0028, loss: 2.0028, grad_norm: 14.2016 2021-08-17 03:53:42,592 - mmaction - INFO - Epoch [18][1280/2640] lr: 1.000e-03, eta: 10:29:41, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.5086, top5_acc: 0.7656, loss_cls: 1.9986, loss: 1.9986, grad_norm: 14.0213 2021-08-17 03:53:50,741 - mmaction - INFO - Epoch [18][1300/2640] lr: 1.000e-03, eta: 10:29:31, time: 0.408, data_time: 0.000, memory: 5736, top1_acc: 0.5211, top5_acc: 0.7742, loss_cls: 1.9478, loss: 1.9478, grad_norm: 13.6575 2021-08-17 03:53:59,027 - mmaction - INFO - Epoch [18][1320/2640] lr: 1.000e-03, eta: 10:29:21, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.5289, top5_acc: 0.7641, loss_cls: 1.9014, loss: 1.9014, grad_norm: 13.8123 2021-08-17 03:54:07,222 - mmaction - INFO - Epoch [18][1340/2640] lr: 1.000e-03, eta: 10:29:11, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.5094, top5_acc: 0.7633, loss_cls: 1.9283, loss: 1.9283, grad_norm: 15.0375 2021-08-17 03:54:15,450 - mmaction - INFO - Epoch [18][1360/2640] lr: 1.000e-03, eta: 10:29:01, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5070, top5_acc: 0.7836, loss_cls: 1.9228, loss: 1.9228, grad_norm: 14.1765 2021-08-17 03:54:23,718 - mmaction - INFO - Epoch [18][1380/2640] lr: 1.000e-03, eta: 10:28:52, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.5141, top5_acc: 0.7672, loss_cls: 1.9717, loss: 1.9717, grad_norm: 13.9613 2021-08-17 03:54:31,915 - mmaction - INFO - Epoch [18][1400/2640] lr: 1.000e-03, eta: 10:28:42, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.5289, top5_acc: 0.7672, loss_cls: 1.9317, loss: 1.9317, grad_norm: 14.5013 2021-08-17 03:54:40,267 - mmaction - INFO - Epoch [18][1420/2640] lr: 1.000e-03, eta: 10:28:32, time: 0.417, data_time: 0.001, memory: 5736, top1_acc: 0.5297, top5_acc: 0.7828, loss_cls: 1.9134, loss: 1.9134, grad_norm: 14.0796 2021-08-17 03:54:48,526 - mmaction - INFO - Epoch [18][1440/2640] lr: 1.000e-03, eta: 10:28:22, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.5273, top5_acc: 0.7688, loss_cls: 1.9366, loss: 1.9366, grad_norm: 13.7341 2021-08-17 03:54:56,761 - mmaction - INFO - Epoch [18][1460/2640] lr: 1.000e-03, eta: 10:28:12, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.5328, top5_acc: 0.7781, loss_cls: 1.9212, loss: 1.9212, grad_norm: 13.7750 2021-08-17 03:55:04,994 - mmaction - INFO - Epoch [18][1480/2640] lr: 1.000e-03, eta: 10:28:03, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5141, top5_acc: 0.7633, loss_cls: 1.9379, loss: 1.9379, grad_norm: 14.2130 2021-08-17 03:55:13,178 - mmaction - INFO - Epoch [18][1500/2640] lr: 1.000e-03, eta: 10:27:53, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.5180, top5_acc: 0.7664, loss_cls: 1.9323, loss: 1.9323, grad_norm: 14.1637 2021-08-17 03:55:21,448 - mmaction - INFO - Epoch [18][1520/2640] lr: 1.000e-03, eta: 10:27:43, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.5086, top5_acc: 0.7422, loss_cls: 2.0464, loss: 2.0464, grad_norm: 15.0929 2021-08-17 03:55:29,640 - mmaction - INFO - Epoch [18][1540/2640] lr: 1.000e-03, eta: 10:27:33, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.5039, top5_acc: 0.7555, loss_cls: 1.9897, loss: 1.9897, grad_norm: 13.5236 2021-08-17 03:55:37,948 - mmaction - INFO - Epoch [18][1560/2640] lr: 1.000e-03, eta: 10:27:23, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.5023, top5_acc: 0.7617, loss_cls: 2.0035, loss: 2.0035, grad_norm: 14.6616 2021-08-17 03:55:46,184 - mmaction - INFO - Epoch [18][1580/2640] lr: 1.000e-03, eta: 10:27:13, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5070, top5_acc: 0.7617, loss_cls: 1.9425, loss: 1.9425, grad_norm: 14.5627 2021-08-17 03:55:54,461 - mmaction - INFO - Epoch [18][1600/2640] lr: 1.000e-03, eta: 10:27:04, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.5172, top5_acc: 0.7734, loss_cls: 1.9384, loss: 1.9384, grad_norm: 14.7387 2021-08-17 03:56:02,748 - mmaction - INFO - Epoch [18][1620/2640] lr: 1.000e-03, eta: 10:26:54, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.4945, top5_acc: 0.7633, loss_cls: 2.0417, loss: 2.0417, grad_norm: 14.4012 2021-08-17 03:56:11,037 - mmaction - INFO - Epoch [18][1640/2640] lr: 1.000e-03, eta: 10:26:44, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.5188, top5_acc: 0.7773, loss_cls: 1.8820, loss: 1.8820, grad_norm: 14.0993 2021-08-17 03:56:19,259 - mmaction - INFO - Epoch [18][1660/2640] lr: 1.000e-03, eta: 10:26:34, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5422, top5_acc: 0.7922, loss_cls: 1.8357, loss: 1.8357, grad_norm: 13.7637 2021-08-17 03:56:27,572 - mmaction - INFO - Epoch [18][1680/2640] lr: 1.000e-03, eta: 10:26:25, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.5383, top5_acc: 0.7828, loss_cls: 1.8747, loss: 1.8747, grad_norm: 14.4878 2021-08-17 03:56:35,824 - mmaction - INFO - Epoch [18][1700/2640] lr: 1.000e-03, eta: 10:26:15, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5102, top5_acc: 0.7641, loss_cls: 1.9887, loss: 1.9887, grad_norm: 13.8417 2021-08-17 03:56:44,054 - mmaction - INFO - Epoch [18][1720/2640] lr: 1.000e-03, eta: 10:26:05, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.5227, top5_acc: 0.7555, loss_cls: 1.9719, loss: 1.9719, grad_norm: 14.4094 2021-08-17 03:56:52,406 - mmaction - INFO - Epoch [18][1740/2640] lr: 1.000e-03, eta: 10:25:55, time: 0.418, data_time: 0.002, memory: 5736, top1_acc: 0.5164, top5_acc: 0.7625, loss_cls: 1.9303, loss: 1.9303, grad_norm: 14.3684 2021-08-17 03:57:00,674 - mmaction - INFO - Epoch [18][1760/2640] lr: 1.000e-03, eta: 10:25:46, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.5047, top5_acc: 0.7695, loss_cls: 1.9734, loss: 1.9734, grad_norm: 13.9737 2021-08-17 03:57:08,905 - mmaction - INFO - Epoch [18][1780/2640] lr: 1.000e-03, eta: 10:25:36, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.5242, top5_acc: 0.7852, loss_cls: 1.9123, loss: 1.9123, grad_norm: 13.5351 2021-08-17 03:57:17,183 - mmaction - INFO - Epoch [18][1800/2640] lr: 1.000e-03, eta: 10:25:26, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.5125, top5_acc: 0.7711, loss_cls: 1.9487, loss: 1.9487, grad_norm: 14.1629 2021-08-17 03:57:25,376 - mmaction - INFO - Epoch [18][1820/2640] lr: 1.000e-03, eta: 10:25:16, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.5133, top5_acc: 0.7766, loss_cls: 1.9388, loss: 1.9388, grad_norm: 14.3790 2021-08-17 03:57:33,658 - mmaction - INFO - Epoch [18][1840/2640] lr: 1.000e-03, eta: 10:25:06, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.5289, top5_acc: 0.7688, loss_cls: 1.9140, loss: 1.9140, grad_norm: 13.9491 2021-08-17 03:57:41,831 - mmaction - INFO - Epoch [18][1860/2640] lr: 1.000e-03, eta: 10:24:56, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.5664, top5_acc: 0.7875, loss_cls: 1.7323, loss: 1.7323, grad_norm: 14.0330 2021-08-17 03:57:50,087 - mmaction - INFO - Epoch [18][1880/2640] lr: 1.000e-03, eta: 10:24:47, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.5102, top5_acc: 0.7578, loss_cls: 1.9708, loss: 1.9708, grad_norm: 14.3372 2021-08-17 03:57:58,355 - mmaction - INFO - Epoch [18][1900/2640] lr: 1.000e-03, eta: 10:24:37, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.4820, top5_acc: 0.7617, loss_cls: 2.0047, loss: 2.0047, grad_norm: 14.6918 2021-08-17 03:58:06,663 - mmaction - INFO - Epoch [18][1920/2640] lr: 1.000e-03, eta: 10:24:27, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.5328, top5_acc: 0.7727, loss_cls: 1.8969, loss: 1.8969, grad_norm: 13.4194 2021-08-17 03:58:14,987 - mmaction - INFO - Epoch [18][1940/2640] lr: 1.000e-03, eta: 10:24:18, time: 0.417, data_time: 0.002, memory: 5736, top1_acc: 0.5227, top5_acc: 0.7531, loss_cls: 1.9784, loss: 1.9784, grad_norm: 13.7538 2021-08-17 03:58:23,273 - mmaction - INFO - Epoch [18][1960/2640] lr: 1.000e-03, eta: 10:24:08, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.5055, top5_acc: 0.7578, loss_cls: 2.0439, loss: 2.0439, grad_norm: 14.0212 2021-08-17 03:58:31,532 - mmaction - INFO - Epoch [18][1980/2640] lr: 1.000e-03, eta: 10:23:58, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5109, top5_acc: 0.7758, loss_cls: 1.9214, loss: 1.9214, grad_norm: 14.5346 2021-08-17 03:58:39,790 - mmaction - INFO - Epoch [18][2000/2640] lr: 1.000e-03, eta: 10:23:48, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.5023, top5_acc: 0.7758, loss_cls: 1.9869, loss: 1.9869, grad_norm: 14.4679 2021-08-17 03:58:48,154 - mmaction - INFO - Epoch [18][2020/2640] lr: 1.000e-03, eta: 10:23:39, time: 0.418, data_time: 0.001, memory: 5736, top1_acc: 0.5234, top5_acc: 0.7805, loss_cls: 1.8957, loss: 1.8957, grad_norm: 14.6644 2021-08-17 03:58:56,485 - mmaction - INFO - Epoch [18][2040/2640] lr: 1.000e-03, eta: 10:23:29, time: 0.417, data_time: 0.002, memory: 5736, top1_acc: 0.5234, top5_acc: 0.7703, loss_cls: 1.9291, loss: 1.9291, grad_norm: 14.2141 2021-08-17 03:59:04,723 - mmaction - INFO - Epoch [18][2060/2640] lr: 1.000e-03, eta: 10:23:19, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5273, top5_acc: 0.7656, loss_cls: 1.9306, loss: 1.9306, grad_norm: 14.0968 2021-08-17 03:59:12,942 - mmaction - INFO - Epoch [18][2080/2640] lr: 1.000e-03, eta: 10:23:09, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5000, top5_acc: 0.7617, loss_cls: 2.0210, loss: 2.0210, grad_norm: 14.2212 2021-08-17 03:59:21,171 - mmaction - INFO - Epoch [18][2100/2640] lr: 1.000e-03, eta: 10:23:00, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.4992, top5_acc: 0.7391, loss_cls: 2.0373, loss: 2.0373, grad_norm: 13.7380 2021-08-17 03:59:29,444 - mmaction - INFO - Epoch [18][2120/2640] lr: 1.000e-03, eta: 10:22:50, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.5203, top5_acc: 0.7719, loss_cls: 1.9089, loss: 1.9089, grad_norm: 14.1005 2021-08-17 03:59:37,662 - mmaction - INFO - Epoch [18][2140/2640] lr: 1.000e-03, eta: 10:22:40, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.4758, top5_acc: 0.7477, loss_cls: 2.0568, loss: 2.0568, grad_norm: 13.9970 2021-08-17 03:59:45,924 - mmaction - INFO - Epoch [18][2160/2640] lr: 1.000e-03, eta: 10:22:30, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.5398, top5_acc: 0.7719, loss_cls: 1.9403, loss: 1.9403, grad_norm: 13.8696 2021-08-17 03:59:54,164 - mmaction - INFO - Epoch [18][2180/2640] lr: 1.000e-03, eta: 10:22:21, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5281, top5_acc: 0.7914, loss_cls: 1.8623, loss: 1.8623, grad_norm: 14.2298 2021-08-17 04:00:02,378 - mmaction - INFO - Epoch [18][2200/2640] lr: 1.000e-03, eta: 10:22:11, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.5219, top5_acc: 0.7883, loss_cls: 1.9205, loss: 1.9205, grad_norm: 14.1150 2021-08-17 04:00:10,565 - mmaction - INFO - Epoch [18][2220/2640] lr: 1.000e-03, eta: 10:22:01, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.5484, top5_acc: 0.7883, loss_cls: 1.8304, loss: 1.8304, grad_norm: 15.1139 2021-08-17 04:00:18,841 - mmaction - INFO - Epoch [18][2240/2640] lr: 1.000e-03, eta: 10:21:51, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.5242, top5_acc: 0.7859, loss_cls: 1.9425, loss: 1.9425, grad_norm: 14.2555 2021-08-17 04:00:27,092 - mmaction - INFO - Epoch [18][2260/2640] lr: 1.000e-03, eta: 10:21:41, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5648, top5_acc: 0.7891, loss_cls: 1.7832, loss: 1.7832, grad_norm: 14.0442 2021-08-17 04:00:35,366 - mmaction - INFO - Epoch [18][2280/2640] lr: 1.000e-03, eta: 10:21:32, time: 0.414, data_time: 0.000, memory: 5736, top1_acc: 0.4992, top5_acc: 0.7789, loss_cls: 1.9567, loss: 1.9567, grad_norm: 14.3930 2021-08-17 04:00:43,556 - mmaction - INFO - Epoch [18][2300/2640] lr: 1.000e-03, eta: 10:21:22, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.5492, top5_acc: 0.7844, loss_cls: 1.8314, loss: 1.8314, grad_norm: 14.0905 2021-08-17 04:00:51,868 - mmaction - INFO - Epoch [18][2320/2640] lr: 1.000e-03, eta: 10:21:12, time: 0.416, data_time: 0.002, memory: 5736, top1_acc: 0.5180, top5_acc: 0.7773, loss_cls: 1.9277, loss: 1.9277, grad_norm: 14.4910 2021-08-17 04:01:00,052 - mmaction - INFO - Epoch [18][2340/2640] lr: 1.000e-03, eta: 10:21:02, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.5281, top5_acc: 0.7625, loss_cls: 1.9177, loss: 1.9177, grad_norm: 14.3811 2021-08-17 04:01:08,302 - mmaction - INFO - Epoch [18][2360/2640] lr: 1.000e-03, eta: 10:20:52, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.4930, top5_acc: 0.7469, loss_cls: 2.0318, loss: 2.0318, grad_norm: 13.9186 2021-08-17 04:01:16,513 - mmaction - INFO - Epoch [18][2380/2640] lr: 1.000e-03, eta: 10:20:43, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.5305, top5_acc: 0.7609, loss_cls: 1.9295, loss: 1.9295, grad_norm: 14.3574 2021-08-17 04:01:24,730 - mmaction - INFO - Epoch [18][2400/2640] lr: 1.000e-03, eta: 10:20:33, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5297, top5_acc: 0.7711, loss_cls: 1.8943, loss: 1.8943, grad_norm: 14.1108 2021-08-17 04:01:32,965 - mmaction - INFO - Epoch [18][2420/2640] lr: 1.000e-03, eta: 10:20:23, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5250, top5_acc: 0.7633, loss_cls: 1.9559, loss: 1.9559, grad_norm: 14.6488 2021-08-17 04:01:41,253 - mmaction - INFO - Epoch [18][2440/2640] lr: 1.000e-03, eta: 10:20:13, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.5203, top5_acc: 0.7641, loss_cls: 1.9473, loss: 1.9473, grad_norm: 13.9361 2021-08-17 04:01:49,487 - mmaction - INFO - Epoch [18][2460/2640] lr: 1.000e-03, eta: 10:20:04, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5047, top5_acc: 0.7414, loss_cls: 2.0296, loss: 2.0296, grad_norm: 14.6407 2021-08-17 04:01:57,807 - mmaction - INFO - Epoch [18][2480/2640] lr: 1.000e-03, eta: 10:19:54, time: 0.416, data_time: 0.002, memory: 5736, top1_acc: 0.5156, top5_acc: 0.7711, loss_cls: 1.9547, loss: 1.9547, grad_norm: 14.0263 2021-08-17 04:02:06,055 - mmaction - INFO - Epoch [18][2500/2640] lr: 1.000e-03, eta: 10:19:44, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.5281, top5_acc: 0.7906, loss_cls: 1.8808, loss: 1.8808, grad_norm: 14.2463 2021-08-17 04:02:14,273 - mmaction - INFO - Epoch [18][2520/2640] lr: 1.000e-03, eta: 10:19:34, time: 0.411, data_time: 0.002, memory: 5736, top1_acc: 0.4953, top5_acc: 0.7602, loss_cls: 1.9940, loss: 1.9940, grad_norm: 14.1521 2021-08-17 04:02:22,434 - mmaction - INFO - Epoch [18][2540/2640] lr: 1.000e-03, eta: 10:19:24, time: 0.408, data_time: 0.000, memory: 5736, top1_acc: 0.5281, top5_acc: 0.7797, loss_cls: 1.9043, loss: 1.9043, grad_norm: 14.2821 2021-08-17 04:02:30,700 - mmaction - INFO - Epoch [18][2560/2640] lr: 1.000e-03, eta: 10:19:15, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5219, top5_acc: 0.7695, loss_cls: 1.9340, loss: 1.9340, grad_norm: 13.8132 2021-08-17 04:02:38,960 - mmaction - INFO - Epoch [18][2580/2640] lr: 1.000e-03, eta: 10:19:05, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.4961, top5_acc: 0.7398, loss_cls: 2.0674, loss: 2.0674, grad_norm: 14.3031 2021-08-17 04:02:47,299 - mmaction - INFO - Epoch [18][2600/2640] lr: 1.000e-03, eta: 10:18:55, time: 0.417, data_time: 0.002, memory: 5736, top1_acc: 0.5109, top5_acc: 0.7695, loss_cls: 1.9776, loss: 1.9776, grad_norm: 14.6581 2021-08-17 04:02:55,604 - mmaction - INFO - Epoch [18][2620/2640] lr: 1.000e-03, eta: 10:18:46, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.5320, top5_acc: 0.7836, loss_cls: 1.9338, loss: 1.9338, grad_norm: 14.5733 2021-08-17 04:03:03,582 - mmaction - INFO - Epoch [18][2640/2640] lr: 1.000e-03, eta: 10:18:36, time: 0.399, data_time: 0.000, memory: 5736, top1_acc: 0.5129, top5_acc: 0.7879, loss_cls: 1.9205, loss: 1.9205, grad_norm: 14.5281 2021-08-17 04:03:04,984 - mmaction - INFO - Saving checkpoint at 18 epochs 2021-08-17 04:03:05,673 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-08-17 04:04:18,559 - mmaction - INFO - Epoch [19][20/2640] lr: 1.000e-03, eta: 10:20:21, time: 3.644, data_time: 3.224, memory: 5736, top1_acc: 0.5172, top5_acc: 0.7961, loss_cls: 1.8759, loss: 1.8759, grad_norm: 14.9566 2021-08-17 04:04:26,830 - mmaction - INFO - Epoch [19][40/2640] lr: 1.000e-03, eta: 10:20:11, time: 0.413, data_time: 0.003, memory: 5736, top1_acc: 0.5297, top5_acc: 0.7547, loss_cls: 1.9303, loss: 1.9303, grad_norm: 14.0445 2021-08-17 04:04:34,971 - mmaction - INFO - Epoch [19][60/2640] lr: 1.000e-03, eta: 10:20:01, time: 0.407, data_time: 0.001, memory: 5736, top1_acc: 0.5437, top5_acc: 0.7797, loss_cls: 1.8616, loss: 1.8616, grad_norm: 14.2915 2021-08-17 04:04:43,219 - mmaction - INFO - Epoch [19][80/2640] lr: 1.000e-03, eta: 10:19:51, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.5094, top5_acc: 0.7625, loss_cls: 1.9470, loss: 1.9470, grad_norm: 14.2229 2021-08-17 04:04:51,488 - mmaction - INFO - Epoch [19][100/2640] lr: 1.000e-03, eta: 10:19:41, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.5250, top5_acc: 0.7828, loss_cls: 1.8684, loss: 1.8684, grad_norm: 14.7274 2021-08-17 04:04:59,720 - mmaction - INFO - Epoch [19][120/2640] lr: 1.000e-03, eta: 10:19:31, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5188, top5_acc: 0.7719, loss_cls: 1.9757, loss: 1.9757, grad_norm: 14.6581 2021-08-17 04:05:08,152 - mmaction - INFO - Epoch [19][140/2640] lr: 1.000e-03, eta: 10:19:22, time: 0.422, data_time: 0.001, memory: 5736, top1_acc: 0.5281, top5_acc: 0.7773, loss_cls: 1.8471, loss: 1.8471, grad_norm: 14.0389 2021-08-17 04:05:16,592 - mmaction - INFO - Epoch [19][160/2640] lr: 1.000e-03, eta: 10:19:12, time: 0.421, data_time: 0.001, memory: 5736, top1_acc: 0.5328, top5_acc: 0.7656, loss_cls: 1.8565, loss: 1.8565, grad_norm: 13.9614 2021-08-17 04:05:24,896 - mmaction - INFO - Epoch [19][180/2640] lr: 1.000e-03, eta: 10:19:03, time: 0.416, data_time: 0.002, memory: 5736, top1_acc: 0.5469, top5_acc: 0.7875, loss_cls: 1.8528, loss: 1.8528, grad_norm: 13.9925 2021-08-17 04:05:33,187 - mmaction - INFO - Epoch [19][200/2640] lr: 1.000e-03, eta: 10:18:53, time: 0.414, data_time: 0.000, memory: 5736, top1_acc: 0.5414, top5_acc: 0.7867, loss_cls: 1.8788, loss: 1.8788, grad_norm: 14.4832 2021-08-17 04:05:41,489 - mmaction - INFO - Epoch [19][220/2640] lr: 1.000e-03, eta: 10:18:43, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.5445, top5_acc: 0.7789, loss_cls: 1.8672, loss: 1.8672, grad_norm: 14.6166 2021-08-17 04:05:49,724 - mmaction - INFO - Epoch [19][240/2640] lr: 1.000e-03, eta: 10:18:33, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5242, top5_acc: 0.7844, loss_cls: 1.9014, loss: 1.9014, grad_norm: 14.2061 2021-08-17 04:05:57,928 - mmaction - INFO - Epoch [19][260/2640] lr: 1.000e-03, eta: 10:18:24, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.5477, top5_acc: 0.7773, loss_cls: 1.8505, loss: 1.8505, grad_norm: 14.6966 2021-08-17 04:06:06,216 - mmaction - INFO - Epoch [19][280/2640] lr: 1.000e-03, eta: 10:18:14, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.5102, top5_acc: 0.7789, loss_cls: 1.9557, loss: 1.9557, grad_norm: 13.7133 2021-08-17 04:06:14,374 - mmaction - INFO - Epoch [19][300/2640] lr: 1.000e-03, eta: 10:18:04, time: 0.408, data_time: 0.001, memory: 5736, top1_acc: 0.5023, top5_acc: 0.7703, loss_cls: 1.9617, loss: 1.9617, grad_norm: 14.5583 2021-08-17 04:06:22,643 - mmaction - INFO - Epoch [19][320/2640] lr: 1.000e-03, eta: 10:17:54, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.5281, top5_acc: 0.7742, loss_cls: 1.8942, loss: 1.8942, grad_norm: 13.4264 2021-08-17 04:06:30,941 - mmaction - INFO - Epoch [19][340/2640] lr: 1.000e-03, eta: 10:17:44, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.5344, top5_acc: 0.7945, loss_cls: 1.8195, loss: 1.8195, grad_norm: 14.7091 2021-08-17 04:06:39,197 - mmaction - INFO - Epoch [19][360/2640] lr: 1.000e-03, eta: 10:17:35, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.5242, top5_acc: 0.7891, loss_cls: 1.8495, loss: 1.8495, grad_norm: 14.4001 2021-08-17 04:06:47,519 - mmaction - INFO - Epoch [19][380/2640] lr: 1.000e-03, eta: 10:17:25, time: 0.417, data_time: 0.002, memory: 5736, top1_acc: 0.5203, top5_acc: 0.7758, loss_cls: 1.9096, loss: 1.9096, grad_norm: 14.3475 2021-08-17 04:06:55,767 - mmaction - INFO - Epoch [19][400/2640] lr: 1.000e-03, eta: 10:17:15, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.4930, top5_acc: 0.7531, loss_cls: 2.0366, loss: 2.0366, grad_norm: 13.7882 2021-08-17 04:07:03,947 - mmaction - INFO - Epoch [19][420/2640] lr: 1.000e-03, eta: 10:17:05, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.5141, top5_acc: 0.7664, loss_cls: 1.9760, loss: 1.9760, grad_norm: 14.0541 2021-08-17 04:07:12,185 - mmaction - INFO - Epoch [19][440/2640] lr: 1.000e-03, eta: 10:16:55, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5297, top5_acc: 0.7750, loss_cls: 1.8830, loss: 1.8830, grad_norm: 14.2562 2021-08-17 04:07:20,448 - mmaction - INFO - Epoch [19][460/2640] lr: 1.000e-03, eta: 10:16:46, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.5391, top5_acc: 0.7820, loss_cls: 1.9065, loss: 1.9065, grad_norm: 13.9687 2021-08-17 04:07:28,723 - mmaction - INFO - Epoch [19][480/2640] lr: 1.000e-03, eta: 10:16:36, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.5391, top5_acc: 0.7906, loss_cls: 1.8312, loss: 1.8312, grad_norm: 13.7748 2021-08-17 04:07:36,961 - mmaction - INFO - Epoch [19][500/2640] lr: 1.000e-03, eta: 10:16:26, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5336, top5_acc: 0.7953, loss_cls: 1.8479, loss: 1.8479, grad_norm: 14.4981 2021-08-17 04:07:45,268 - mmaction - INFO - Epoch [19][520/2640] lr: 1.000e-03, eta: 10:16:16, time: 0.415, data_time: 0.000, memory: 5736, top1_acc: 0.5234, top5_acc: 0.7688, loss_cls: 1.9524, loss: 1.9524, grad_norm: 14.0628 2021-08-17 04:07:53,520 - mmaction - INFO - Epoch [19][540/2640] lr: 1.000e-03, eta: 10:16:07, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.5281, top5_acc: 0.7695, loss_cls: 1.9305, loss: 1.9305, grad_norm: 14.3924 2021-08-17 04:08:01,776 - mmaction - INFO - Epoch [19][560/2640] lr: 1.000e-03, eta: 10:15:57, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5141, top5_acc: 0.7734, loss_cls: 1.9393, loss: 1.9393, grad_norm: 13.8661 2021-08-17 04:08:09,992 - mmaction - INFO - Epoch [19][580/2640] lr: 1.000e-03, eta: 10:15:47, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.5203, top5_acc: 0.7594, loss_cls: 1.9233, loss: 1.9233, grad_norm: 14.2238 2021-08-17 04:08:18,251 - mmaction - INFO - Epoch [19][600/2640] lr: 1.000e-03, eta: 10:15:37, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.5258, top5_acc: 0.7641, loss_cls: 1.9519, loss: 1.9519, grad_norm: 13.6294 2021-08-17 04:08:26,465 - mmaction - INFO - Epoch [19][620/2640] lr: 1.000e-03, eta: 10:15:27, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5141, top5_acc: 0.7750, loss_cls: 1.9017, loss: 1.9017, grad_norm: 14.9213 2021-08-17 04:08:34,706 - mmaction - INFO - Epoch [19][640/2640] lr: 1.000e-03, eta: 10:15:18, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.5227, top5_acc: 0.7898, loss_cls: 1.8710, loss: 1.8710, grad_norm: 13.6238 2021-08-17 04:08:42,897 - mmaction - INFO - Epoch [19][660/2640] lr: 1.000e-03, eta: 10:15:08, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.5250, top5_acc: 0.7805, loss_cls: 1.9117, loss: 1.9117, grad_norm: 14.8087 2021-08-17 04:08:51,128 - mmaction - INFO - Epoch [19][680/2640] lr: 1.000e-03, eta: 10:14:58, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5133, top5_acc: 0.7789, loss_cls: 1.9325, loss: 1.9325, grad_norm: 14.4936 2021-08-17 04:08:59,422 - mmaction - INFO - Epoch [19][700/2640] lr: 1.000e-03, eta: 10:14:48, time: 0.415, data_time: 0.000, memory: 5736, top1_acc: 0.5062, top5_acc: 0.7688, loss_cls: 1.9338, loss: 1.9338, grad_norm: 14.5715 2021-08-17 04:09:07,701 - mmaction - INFO - Epoch [19][720/2640] lr: 1.000e-03, eta: 10:14:38, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.5312, top5_acc: 0.7695, loss_cls: 1.9458, loss: 1.9458, grad_norm: 14.2698 2021-08-17 04:09:15,960 - mmaction - INFO - Epoch [19][740/2640] lr: 1.000e-03, eta: 10:14:29, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5273, top5_acc: 0.7906, loss_cls: 1.8465, loss: 1.8465, grad_norm: 14.2745 2021-08-17 04:09:24,177 - mmaction - INFO - Epoch [19][760/2640] lr: 1.000e-03, eta: 10:14:19, time: 0.411, data_time: 0.002, memory: 5736, top1_acc: 0.5164, top5_acc: 0.7711, loss_cls: 1.9494, loss: 1.9494, grad_norm: 13.9027 2021-08-17 04:09:32,426 - mmaction - INFO - Epoch [19][780/2640] lr: 1.000e-03, eta: 10:14:09, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5227, top5_acc: 0.7820, loss_cls: 1.8825, loss: 1.8825, grad_norm: 14.4634 2021-08-17 04:09:40,730 - mmaction - INFO - Epoch [19][800/2640] lr: 1.000e-03, eta: 10:13:59, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.5531, top5_acc: 0.7891, loss_cls: 1.8514, loss: 1.8514, grad_norm: 14.9758 2021-08-17 04:09:48,942 - mmaction - INFO - Epoch [19][820/2640] lr: 1.000e-03, eta: 10:13:50, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.5016, top5_acc: 0.7477, loss_cls: 2.0409, loss: 2.0409, grad_norm: 14.0714 2021-08-17 04:09:57,159 - mmaction - INFO - Epoch [19][840/2640] lr: 1.000e-03, eta: 10:13:40, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5266, top5_acc: 0.7719, loss_cls: 1.9477, loss: 1.9477, grad_norm: 14.2127 2021-08-17 04:10:05,414 - mmaction - INFO - Epoch [19][860/2640] lr: 1.000e-03, eta: 10:13:30, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.5000, top5_acc: 0.7562, loss_cls: 1.9835, loss: 1.9835, grad_norm: 14.6454 2021-08-17 04:10:13,644 - mmaction - INFO - Epoch [19][880/2640] lr: 1.000e-03, eta: 10:13:20, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.5336, top5_acc: 0.7742, loss_cls: 1.9417, loss: 1.9417, grad_norm: 14.5764 2021-08-17 04:10:21,951 - mmaction - INFO - Epoch [19][900/2640] lr: 1.000e-03, eta: 10:13:11, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.5031, top5_acc: 0.7586, loss_cls: 1.9753, loss: 1.9753, grad_norm: 14.4541 2021-08-17 04:10:30,199 - mmaction - INFO - Epoch [19][920/2640] lr: 1.000e-03, eta: 10:13:01, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.5266, top5_acc: 0.7797, loss_cls: 1.9053, loss: 1.9053, grad_norm: 14.3190 2021-08-17 04:10:38,579 - mmaction - INFO - Epoch [19][940/2640] lr: 1.000e-03, eta: 10:12:51, time: 0.419, data_time: 0.001, memory: 5736, top1_acc: 0.5141, top5_acc: 0.7641, loss_cls: 1.9440, loss: 1.9440, grad_norm: 14.2861 2021-08-17 04:10:46,845 - mmaction - INFO - Epoch [19][960/2640] lr: 1.000e-03, eta: 10:12:42, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.5227, top5_acc: 0.7859, loss_cls: 1.9026, loss: 1.9026, grad_norm: 14.6503 2021-08-17 04:10:55,112 - mmaction - INFO - Epoch [19][980/2640] lr: 1.000e-03, eta: 10:12:32, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.5344, top5_acc: 0.7852, loss_cls: 1.8742, loss: 1.8742, grad_norm: 14.3296 2021-08-17 04:11:03,346 - mmaction - INFO - Epoch [19][1000/2640] lr: 1.000e-03, eta: 10:12:22, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5281, top5_acc: 0.7766, loss_cls: 1.9243, loss: 1.9243, grad_norm: 14.6542 2021-08-17 04:11:11,537 - mmaction - INFO - Epoch [19][1020/2640] lr: 1.000e-03, eta: 10:12:12, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.5125, top5_acc: 0.7648, loss_cls: 1.9774, loss: 1.9774, grad_norm: 13.9796 2021-08-17 04:11:19,763 - mmaction - INFO - Epoch [19][1040/2640] lr: 1.000e-03, eta: 10:12:02, time: 0.411, data_time: 0.002, memory: 5736, top1_acc: 0.5219, top5_acc: 0.7836, loss_cls: 1.9097, loss: 1.9097, grad_norm: 14.4350 2021-08-17 04:11:27,973 - mmaction - INFO - Epoch [19][1060/2640] lr: 1.000e-03, eta: 10:11:53, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.5461, top5_acc: 0.7937, loss_cls: 1.8206, loss: 1.8206, grad_norm: 14.2203 2021-08-17 04:11:36,205 - mmaction - INFO - Epoch [19][1080/2640] lr: 1.000e-03, eta: 10:11:43, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.5078, top5_acc: 0.7531, loss_cls: 1.9513, loss: 1.9513, grad_norm: 14.6110 2021-08-17 04:11:44,623 - mmaction - INFO - Epoch [19][1100/2640] lr: 1.000e-03, eta: 10:11:33, time: 0.421, data_time: 0.001, memory: 5736, top1_acc: 0.5219, top5_acc: 0.7609, loss_cls: 1.9854, loss: 1.9854, grad_norm: 14.1034 2021-08-17 04:11:52,826 - mmaction - INFO - Epoch [19][1120/2640] lr: 1.000e-03, eta: 10:11:24, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.5359, top5_acc: 0.7883, loss_cls: 1.8358, loss: 1.8358, grad_norm: 14.3797 2021-08-17 04:12:01,055 - mmaction - INFO - Epoch [19][1140/2640] lr: 1.000e-03, eta: 10:11:14, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5156, top5_acc: 0.7836, loss_cls: 1.8844, loss: 1.8844, grad_norm: 14.6729 2021-08-17 04:12:09,334 - mmaction - INFO - Epoch [19][1160/2640] lr: 1.000e-03, eta: 10:11:04, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.5344, top5_acc: 0.7961, loss_cls: 1.8067, loss: 1.8067, grad_norm: 14.0081 2021-08-17 04:12:17,534 - mmaction - INFO - Epoch [19][1180/2640] lr: 1.000e-03, eta: 10:10:54, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.5188, top5_acc: 0.7648, loss_cls: 1.9255, loss: 1.9255, grad_norm: 14.7447 2021-08-17 04:12:25,813 - mmaction - INFO - Epoch [19][1200/2640] lr: 1.000e-03, eta: 10:10:45, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.5250, top5_acc: 0.7688, loss_cls: 1.9079, loss: 1.9079, grad_norm: 14.1958 2021-08-17 04:12:34,021 - mmaction - INFO - Epoch [19][1220/2640] lr: 1.000e-03, eta: 10:10:35, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.5453, top5_acc: 0.7852, loss_cls: 1.8786, loss: 1.8786, grad_norm: 14.2845 2021-08-17 04:12:42,321 - mmaction - INFO - Epoch [19][1240/2640] lr: 1.000e-03, eta: 10:10:25, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.5328, top5_acc: 0.7812, loss_cls: 1.8943, loss: 1.8943, grad_norm: 14.5639 2021-08-17 04:12:50,592 - mmaction - INFO - Epoch [19][1260/2640] lr: 1.000e-03, eta: 10:10:15, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.5195, top5_acc: 0.7820, loss_cls: 1.8813, loss: 1.8813, grad_norm: 14.5568 2021-08-17 04:12:58,879 - mmaction - INFO - Epoch [19][1280/2640] lr: 1.000e-03, eta: 10:10:06, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.5609, top5_acc: 0.7672, loss_cls: 1.8655, loss: 1.8655, grad_norm: 13.8141 2021-08-17 04:13:07,138 - mmaction - INFO - Epoch [19][1300/2640] lr: 1.000e-03, eta: 10:09:56, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5273, top5_acc: 0.7594, loss_cls: 1.9114, loss: 1.9114, grad_norm: 13.7771 2021-08-17 04:13:15,373 - mmaction - INFO - Epoch [19][1320/2640] lr: 1.000e-03, eta: 10:09:46, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.5336, top5_acc: 0.8039, loss_cls: 1.8081, loss: 1.8081, grad_norm: 14.2402 2021-08-17 04:13:23,604 - mmaction - INFO - Epoch [19][1340/2640] lr: 1.000e-03, eta: 10:09:36, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5258, top5_acc: 0.7789, loss_cls: 1.8861, loss: 1.8861, grad_norm: 14.4628 2021-08-17 04:13:31,918 - mmaction - INFO - Epoch [19][1360/2640] lr: 1.000e-03, eta: 10:09:27, time: 0.416, data_time: 0.000, memory: 5736, top1_acc: 0.5266, top5_acc: 0.7766, loss_cls: 1.9125, loss: 1.9125, grad_norm: 14.9076 2021-08-17 04:13:40,155 - mmaction - INFO - Epoch [19][1380/2640] lr: 1.000e-03, eta: 10:09:17, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5406, top5_acc: 0.7828, loss_cls: 1.8833, loss: 1.8833, grad_norm: 14.4454 2021-08-17 04:13:48,391 - mmaction - INFO - Epoch [19][1400/2640] lr: 1.000e-03, eta: 10:09:07, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.5164, top5_acc: 0.7812, loss_cls: 1.9188, loss: 1.9188, grad_norm: 14.4884 2021-08-17 04:13:56,632 - mmaction - INFO - Epoch [19][1420/2640] lr: 1.000e-03, eta: 10:08:58, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.5062, top5_acc: 0.7547, loss_cls: 1.9964, loss: 1.9964, grad_norm: 14.2374 2021-08-17 04:14:04,840 - mmaction - INFO - Epoch [19][1440/2640] lr: 1.000e-03, eta: 10:08:48, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.5328, top5_acc: 0.7781, loss_cls: 1.8753, loss: 1.8753, grad_norm: 14.0783 2021-08-17 04:14:13,050 - mmaction - INFO - Epoch [19][1460/2640] lr: 1.000e-03, eta: 10:08:38, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.5141, top5_acc: 0.7703, loss_cls: 1.9168, loss: 1.9168, grad_norm: 14.7062 2021-08-17 04:14:21,381 - mmaction - INFO - Epoch [19][1480/2640] lr: 1.000e-03, eta: 10:08:28, time: 0.416, data_time: 0.002, memory: 5736, top1_acc: 0.5195, top5_acc: 0.7836, loss_cls: 1.9205, loss: 1.9205, grad_norm: 14.4503 2021-08-17 04:14:29,642 - mmaction - INFO - Epoch [19][1500/2640] lr: 1.000e-03, eta: 10:08:19, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5281, top5_acc: 0.7680, loss_cls: 1.8982, loss: 1.8982, grad_norm: 13.7358 2021-08-17 04:14:37,874 - mmaction - INFO - Epoch [19][1520/2640] lr: 1.000e-03, eta: 10:08:09, time: 0.411, data_time: 0.002, memory: 5736, top1_acc: 0.5141, top5_acc: 0.7688, loss_cls: 1.9434, loss: 1.9434, grad_norm: 14.5280 2021-08-17 04:14:46,096 - mmaction - INFO - Epoch [19][1540/2640] lr: 1.000e-03, eta: 10:07:59, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5008, top5_acc: 0.7586, loss_cls: 2.0229, loss: 2.0229, grad_norm: 15.1545 2021-08-17 04:14:54,421 - mmaction - INFO - Epoch [19][1560/2640] lr: 1.000e-03, eta: 10:07:50, time: 0.416, data_time: 0.001, memory: 5736, top1_acc: 0.5266, top5_acc: 0.7758, loss_cls: 1.9141, loss: 1.9141, grad_norm: 13.5811 2021-08-17 04:15:02,642 - mmaction - INFO - Epoch [19][1580/2640] lr: 1.000e-03, eta: 10:07:40, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5172, top5_acc: 0.7656, loss_cls: 1.9241, loss: 1.9241, grad_norm: 14.6866 2021-08-17 04:15:10,867 - mmaction - INFO - Epoch [19][1600/2640] lr: 1.000e-03, eta: 10:07:30, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.5180, top5_acc: 0.7805, loss_cls: 1.9106, loss: 1.9106, grad_norm: 14.0070 2021-08-17 04:15:19,150 - mmaction - INFO - Epoch [19][1620/2640] lr: 1.000e-03, eta: 10:07:20, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.5195, top5_acc: 0.7727, loss_cls: 1.9066, loss: 1.9066, grad_norm: 14.5670 2021-08-17 04:15:27,396 - mmaction - INFO - Epoch [19][1640/2640] lr: 1.000e-03, eta: 10:07:11, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5234, top5_acc: 0.7852, loss_cls: 1.8715, loss: 1.8715, grad_norm: 14.2858 2021-08-17 04:15:35,707 - mmaction - INFO - Epoch [19][1660/2640] lr: 1.000e-03, eta: 10:07:01, time: 0.416, data_time: 0.002, memory: 5736, top1_acc: 0.5320, top5_acc: 0.7828, loss_cls: 1.8276, loss: 1.8276, grad_norm: 13.8656 2021-08-17 04:15:43,934 - mmaction - INFO - Epoch [19][1680/2640] lr: 1.000e-03, eta: 10:06:51, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.5141, top5_acc: 0.7891, loss_cls: 1.9020, loss: 1.9020, grad_norm: 14.8629 2021-08-17 04:15:52,169 - mmaction - INFO - Epoch [19][1700/2640] lr: 1.000e-03, eta: 10:06:42, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5172, top5_acc: 0.7617, loss_cls: 1.9750, loss: 1.9750, grad_norm: 13.9142 2021-08-17 04:16:00,414 - mmaction - INFO - Epoch [19][1720/2640] lr: 1.000e-03, eta: 10:06:32, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5188, top5_acc: 0.7633, loss_cls: 1.9884, loss: 1.9884, grad_norm: 14.0290 2021-08-17 04:16:08,608 - mmaction - INFO - Epoch [19][1740/2640] lr: 1.000e-03, eta: 10:06:22, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.5203, top5_acc: 0.7672, loss_cls: 1.8888, loss: 1.8888, grad_norm: 14.2952 2021-08-17 04:16:16,873 - mmaction - INFO - Epoch [19][1760/2640] lr: 1.000e-03, eta: 10:06:12, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5047, top5_acc: 0.7734, loss_cls: 1.9754, loss: 1.9754, grad_norm: 14.4185 2021-08-17 04:16:25,105 - mmaction - INFO - Epoch [19][1780/2640] lr: 1.000e-03, eta: 10:06:03, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5297, top5_acc: 0.7922, loss_cls: 1.8536, loss: 1.8536, grad_norm: 14.5901 2021-08-17 04:16:33,374 - mmaction - INFO - Epoch [19][1800/2640] lr: 1.000e-03, eta: 10:05:53, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.5344, top5_acc: 0.7617, loss_cls: 1.9312, loss: 1.9312, grad_norm: 14.0101 2021-08-17 04:16:41,659 - mmaction - INFO - Epoch [19][1820/2640] lr: 1.000e-03, eta: 10:05:43, time: 0.414, data_time: 0.000, memory: 5736, top1_acc: 0.5211, top5_acc: 0.7891, loss_cls: 1.9106, loss: 1.9106, grad_norm: 13.6769 2021-08-17 04:16:49,889 - mmaction - INFO - Epoch [19][1840/2640] lr: 1.000e-03, eta: 10:05:34, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5242, top5_acc: 0.7797, loss_cls: 1.9248, loss: 1.9248, grad_norm: 13.9698 2021-08-17 04:16:58,146 - mmaction - INFO - Epoch [19][1860/2640] lr: 1.000e-03, eta: 10:05:24, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5266, top5_acc: 0.7844, loss_cls: 1.8917, loss: 1.8917, grad_norm: 14.3445 2021-08-17 04:17:06,495 - mmaction - INFO - Epoch [19][1880/2640] lr: 1.000e-03, eta: 10:05:14, time: 0.417, data_time: 0.002, memory: 5736, top1_acc: 0.5484, top5_acc: 0.7898, loss_cls: 1.8309, loss: 1.8309, grad_norm: 13.7582 2021-08-17 04:17:14,679 - mmaction - INFO - Epoch [19][1900/2640] lr: 1.000e-03, eta: 10:05:05, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.5312, top5_acc: 0.7883, loss_cls: 1.8888, loss: 1.8888, grad_norm: 14.3400 2021-08-17 04:17:22,903 - mmaction - INFO - Epoch [19][1920/2640] lr: 1.000e-03, eta: 10:04:55, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5172, top5_acc: 0.7781, loss_cls: 1.8985, loss: 1.8985, grad_norm: 14.1136 2021-08-17 04:17:31,281 - mmaction - INFO - Epoch [19][1940/2640] lr: 1.000e-03, eta: 10:04:45, time: 0.419, data_time: 0.001, memory: 5736, top1_acc: 0.5250, top5_acc: 0.7844, loss_cls: 1.8823, loss: 1.8823, grad_norm: 14.6915 2021-08-17 04:17:39,540 - mmaction - INFO - Epoch [19][1960/2640] lr: 1.000e-03, eta: 10:04:36, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.5484, top5_acc: 0.7930, loss_cls: 1.8060, loss: 1.8060, grad_norm: 13.8127 2021-08-17 04:17:47,860 - mmaction - INFO - Epoch [19][1980/2640] lr: 1.000e-03, eta: 10:04:26, time: 0.417, data_time: 0.001, memory: 5736, top1_acc: 0.5086, top5_acc: 0.7664, loss_cls: 1.9954, loss: 1.9954, grad_norm: 14.9793 2021-08-17 04:17:56,138 - mmaction - INFO - Epoch [19][2000/2640] lr: 1.000e-03, eta: 10:04:16, time: 0.414, data_time: 0.000, memory: 5736, top1_acc: 0.5164, top5_acc: 0.7672, loss_cls: 1.9863, loss: 1.9863, grad_norm: 14.1737 2021-08-17 04:18:04,362 - mmaction - INFO - Epoch [19][2020/2640] lr: 1.000e-03, eta: 10:04:07, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5188, top5_acc: 0.7789, loss_cls: 1.9139, loss: 1.9139, grad_norm: 14.4994 2021-08-17 04:18:12,689 - mmaction - INFO - Epoch [19][2040/2640] lr: 1.000e-03, eta: 10:03:57, time: 0.416, data_time: 0.002, memory: 5736, top1_acc: 0.5062, top5_acc: 0.7664, loss_cls: 1.9706, loss: 1.9706, grad_norm: 14.5522 2021-08-17 04:18:20,918 - mmaction - INFO - Epoch [19][2060/2640] lr: 1.000e-03, eta: 10:03:47, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.5227, top5_acc: 0.7695, loss_cls: 1.9616, loss: 1.9616, grad_norm: 13.7648 2021-08-17 04:18:29,134 - mmaction - INFO - Epoch [19][2080/2640] lr: 1.000e-03, eta: 10:03:38, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5281, top5_acc: 0.7664, loss_cls: 1.9219, loss: 1.9219, grad_norm: 13.9775 2021-08-17 04:18:37,380 - mmaction - INFO - Epoch [19][2100/2640] lr: 1.000e-03, eta: 10:03:28, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5078, top5_acc: 0.7945, loss_cls: 1.8559, loss: 1.8559, grad_norm: 14.2357 2021-08-17 04:18:45,586 - mmaction - INFO - Epoch [19][2120/2640] lr: 1.000e-03, eta: 10:03:18, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.5180, top5_acc: 0.7953, loss_cls: 1.8351, loss: 1.8351, grad_norm: 13.9864 2021-08-17 04:18:53,813 - mmaction - INFO - Epoch [19][2140/2640] lr: 1.000e-03, eta: 10:03:08, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5367, top5_acc: 0.7922, loss_cls: 1.8252, loss: 1.8252, grad_norm: 14.2551 2021-08-17 04:19:02,094 - mmaction - INFO - Epoch [19][2160/2640] lr: 1.000e-03, eta: 10:02:59, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.5437, top5_acc: 0.7898, loss_cls: 1.7990, loss: 1.7990, grad_norm: 14.5872 2021-08-17 04:19:10,391 - mmaction - INFO - Epoch [19][2180/2640] lr: 1.000e-03, eta: 10:02:49, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.5195, top5_acc: 0.7750, loss_cls: 1.9334, loss: 1.9334, grad_norm: 14.4281 2021-08-17 04:19:18,636 - mmaction - INFO - Epoch [19][2200/2640] lr: 1.000e-03, eta: 10:02:40, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.5094, top5_acc: 0.7680, loss_cls: 1.9531, loss: 1.9531, grad_norm: 14.0537 2021-08-17 04:19:26,843 - mmaction - INFO - Epoch [19][2220/2640] lr: 1.000e-03, eta: 10:02:30, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.5133, top5_acc: 0.7711, loss_cls: 1.9187, loss: 1.9187, grad_norm: 14.0305 2021-08-17 04:19:35,141 - mmaction - INFO - Epoch [19][2240/2640] lr: 1.000e-03, eta: 10:02:20, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.5398, top5_acc: 0.7656, loss_cls: 1.8858, loss: 1.8858, grad_norm: 14.5079 2021-08-17 04:19:43,483 - mmaction - INFO - Epoch [19][2260/2640] lr: 1.000e-03, eta: 10:02:11, time: 0.417, data_time: 0.000, memory: 5736, top1_acc: 0.5070, top5_acc: 0.7664, loss_cls: 1.9767, loss: 1.9767, grad_norm: 13.9781 2021-08-17 04:19:51,751 - mmaction - INFO - Epoch [19][2280/2640] lr: 1.000e-03, eta: 10:02:01, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5047, top5_acc: 0.7773, loss_cls: 1.9390, loss: 1.9390, grad_norm: 14.4185 2021-08-17 04:20:00,030 - mmaction - INFO - Epoch [19][2300/2640] lr: 1.000e-03, eta: 10:01:51, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.5328, top5_acc: 0.7789, loss_cls: 1.9359, loss: 1.9359, grad_norm: 13.5108 2021-08-17 04:20:08,329 - mmaction - INFO - Epoch [19][2320/2640] lr: 1.000e-03, eta: 10:01:42, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.5070, top5_acc: 0.7648, loss_cls: 1.9715, loss: 1.9715, grad_norm: 14.5168 2021-08-17 04:20:16,567 - mmaction - INFO - Epoch [19][2340/2640] lr: 1.000e-03, eta: 10:01:32, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5203, top5_acc: 0.7695, loss_cls: 1.9590, loss: 1.9590, grad_norm: 14.1349 2021-08-17 04:20:24,811 - mmaction - INFO - Epoch [19][2360/2640] lr: 1.000e-03, eta: 10:01:22, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.5016, top5_acc: 0.7680, loss_cls: 1.9293, loss: 1.9293, grad_norm: 14.4082 2021-08-17 04:20:33,068 - mmaction - INFO - Epoch [19][2380/2640] lr: 1.000e-03, eta: 10:01:13, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.4930, top5_acc: 0.7625, loss_cls: 2.0179, loss: 2.0179, grad_norm: 14.1918 2021-08-17 04:20:41,343 - mmaction - INFO - Epoch [19][2400/2640] lr: 1.000e-03, eta: 10:01:03, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.5352, top5_acc: 0.7758, loss_cls: 1.8888, loss: 1.8888, grad_norm: 14.0670 2021-08-17 04:20:49,549 - mmaction - INFO - Epoch [19][2420/2640] lr: 1.000e-03, eta: 10:00:53, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.5359, top5_acc: 0.7812, loss_cls: 1.8633, loss: 1.8633, grad_norm: 14.2796 2021-08-17 04:20:57,801 - mmaction - INFO - Epoch [19][2440/2640] lr: 1.000e-03, eta: 10:00:44, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.5250, top5_acc: 0.7734, loss_cls: 1.9057, loss: 1.9057, grad_norm: 14.1192 2021-08-17 04:21:05,980 - mmaction - INFO - Epoch [19][2460/2640] lr: 1.000e-03, eta: 10:00:34, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.5180, top5_acc: 0.7945, loss_cls: 1.8828, loss: 1.8828, grad_norm: 13.9625 2021-08-17 04:21:14,270 - mmaction - INFO - Epoch [19][2480/2640] lr: 1.000e-03, eta: 10:00:24, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.5219, top5_acc: 0.7797, loss_cls: 1.9034, loss: 1.9034, grad_norm: 14.4613 2021-08-17 04:21:22,491 - mmaction - INFO - Epoch [19][2500/2640] lr: 1.000e-03, eta: 10:00:15, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5102, top5_acc: 0.7508, loss_cls: 1.9639, loss: 1.9639, grad_norm: 14.1185 2021-08-17 04:21:30,779 - mmaction - INFO - Epoch [19][2520/2640] lr: 1.000e-03, eta: 10:00:05, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.5188, top5_acc: 0.7820, loss_cls: 1.8943, loss: 1.8943, grad_norm: 14.2793 2021-08-17 04:21:39,068 - mmaction - INFO - Epoch [19][2540/2640] lr: 1.000e-03, eta: 9:59:55, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.5078, top5_acc: 0.7719, loss_cls: 1.9144, loss: 1.9144, grad_norm: 13.8547 2021-08-17 04:21:47,353 - mmaction - INFO - Epoch [19][2560/2640] lr: 1.000e-03, eta: 9:59:46, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.5172, top5_acc: 0.7602, loss_cls: 1.9534, loss: 1.9534, grad_norm: 13.9377 2021-08-17 04:21:55,609 - mmaction - INFO - Epoch [19][2580/2640] lr: 1.000e-03, eta: 9:59:36, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.5437, top5_acc: 0.7867, loss_cls: 1.8664, loss: 1.8664, grad_norm: 14.4881 2021-08-17 04:22:03,871 - mmaction - INFO - Epoch [19][2600/2640] lr: 1.000e-03, eta: 9:59:26, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5219, top5_acc: 0.7758, loss_cls: 1.8749, loss: 1.8749, grad_norm: 13.9505 2021-08-17 04:22:12,161 - mmaction - INFO - Epoch [19][2620/2640] lr: 1.000e-03, eta: 9:59:17, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.5180, top5_acc: 0.7656, loss_cls: 1.9402, loss: 1.9402, grad_norm: 14.3871 2021-08-17 04:22:20,159 - mmaction - INFO - Epoch [19][2640/2640] lr: 1.000e-03, eta: 9:59:07, time: 0.400, data_time: 0.001, memory: 5736, top1_acc: 0.5016, top5_acc: 0.7669, loss_cls: 1.9455, loss: 1.9455, grad_norm: 14.9197 2021-08-17 04:22:21,970 - mmaction - INFO - Saving checkpoint at 19 epochs 2021-08-17 04:22:22,934 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-08-17 04:23:37,214 - mmaction - INFO - Epoch [20][20/2640] lr: 1.000e-03, eta: 10:00:45, time: 3.714, data_time: 3.248, memory: 5736, top1_acc: 0.5125, top5_acc: 0.7734, loss_cls: 1.8874, loss: 1.8874, grad_norm: 13.8498 2021-08-17 04:23:45,893 - mmaction - INFO - Epoch [20][40/2640] lr: 1.000e-03, eta: 10:00:36, time: 0.434, data_time: 0.002, memory: 5736, top1_acc: 0.5289, top5_acc: 0.7820, loss_cls: 1.8044, loss: 1.8044, grad_norm: 14.3417 2021-08-17 04:23:54,054 - mmaction - INFO - Epoch [20][60/2640] lr: 1.000e-03, eta: 10:00:26, time: 0.409, data_time: 0.001, memory: 5736, top1_acc: 0.5406, top5_acc: 0.7844, loss_cls: 1.8234, loss: 1.8234, grad_norm: 14.0583 2021-08-17 04:24:02,255 - mmaction - INFO - Epoch [20][80/2640] lr: 1.000e-03, eta: 10:00:16, time: 0.410, data_time: 0.002, memory: 5736, top1_acc: 0.5328, top5_acc: 0.8000, loss_cls: 1.7694, loss: 1.7694, grad_norm: 13.9833 2021-08-17 04:24:10,595 - mmaction - INFO - Epoch [20][100/2640] lr: 1.000e-03, eta: 10:00:07, time: 0.417, data_time: 0.001, memory: 5736, top1_acc: 0.5453, top5_acc: 0.7922, loss_cls: 1.8062, loss: 1.8062, grad_norm: 13.8034 2021-08-17 04:24:18,828 - mmaction - INFO - Epoch [20][120/2640] lr: 1.000e-03, eta: 9:59:57, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.5062, top5_acc: 0.7656, loss_cls: 1.9679, loss: 1.9679, grad_norm: 14.7639 2021-08-17 04:24:27,082 - mmaction - INFO - Epoch [20][140/2640] lr: 1.000e-03, eta: 9:59:47, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.5102, top5_acc: 0.7828, loss_cls: 1.8973, loss: 1.8973, grad_norm: 14.3068 2021-08-17 04:24:35,365 - mmaction - INFO - Epoch [20][160/2640] lr: 1.000e-03, eta: 9:59:37, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.5297, top5_acc: 0.7883, loss_cls: 1.8667, loss: 1.8667, grad_norm: 14.2614 2021-08-17 04:24:43,609 - mmaction - INFO - Epoch [20][180/2640] lr: 1.000e-03, eta: 9:59:28, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.5453, top5_acc: 0.8070, loss_cls: 1.7450, loss: 1.7450, grad_norm: 14.4689 2021-08-17 04:24:51,859 - mmaction - INFO - Epoch [20][200/2640] lr: 1.000e-03, eta: 9:59:18, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5320, top5_acc: 0.7883, loss_cls: 1.8443, loss: 1.8443, grad_norm: 13.7667 2021-08-17 04:25:00,138 - mmaction - INFO - Epoch [20][220/2640] lr: 1.000e-03, eta: 9:59:08, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.5281, top5_acc: 0.7750, loss_cls: 1.8524, loss: 1.8524, grad_norm: 14.3761 2021-08-17 04:25:08,483 - mmaction - INFO - Epoch [20][240/2640] lr: 1.000e-03, eta: 9:58:59, time: 0.417, data_time: 0.002, memory: 5736, top1_acc: 0.5328, top5_acc: 0.7812, loss_cls: 1.8701, loss: 1.8701, grad_norm: 14.3227 2021-08-17 04:25:16,710 - mmaction - INFO - Epoch [20][260/2640] lr: 1.000e-03, eta: 9:58:49, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5484, top5_acc: 0.7930, loss_cls: 1.7959, loss: 1.7959, grad_norm: 14.3889 2021-08-17 04:25:24,983 - mmaction - INFO - Epoch [20][280/2640] lr: 1.000e-03, eta: 9:58:39, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.5312, top5_acc: 0.7656, loss_cls: 1.9289, loss: 1.9289, grad_norm: 14.8733 2021-08-17 04:25:33,216 - mmaction - INFO - Epoch [20][300/2640] lr: 1.000e-03, eta: 9:58:30, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5445, top5_acc: 0.7930, loss_cls: 1.7966, loss: 1.7966, grad_norm: 14.2454 2021-08-17 04:25:41,463 - mmaction - INFO - Epoch [20][320/2640] lr: 1.000e-03, eta: 9:58:20, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5305, top5_acc: 0.7805, loss_cls: 1.8765, loss: 1.8765, grad_norm: 14.2202 2021-08-17 04:25:49,667 - mmaction - INFO - Epoch [20][340/2640] lr: 1.000e-03, eta: 9:58:10, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5289, top5_acc: 0.7867, loss_cls: 1.8720, loss: 1.8720, grad_norm: 13.9087 2021-08-17 04:25:57,930 - mmaction - INFO - Epoch [20][360/2640] lr: 1.000e-03, eta: 9:58:00, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5180, top5_acc: 0.7836, loss_cls: 1.8884, loss: 1.8884, grad_norm: 14.5000 2021-08-17 04:26:06,186 - mmaction - INFO - Epoch [20][380/2640] lr: 1.000e-03, eta: 9:57:51, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.5281, top5_acc: 0.7961, loss_cls: 1.8558, loss: 1.8558, grad_norm: 14.2422 2021-08-17 04:26:14,429 - mmaction - INFO - Epoch [20][400/2640] lr: 1.000e-03, eta: 9:57:41, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5250, top5_acc: 0.7789, loss_cls: 1.9455, loss: 1.9455, grad_norm: 15.0756 2021-08-17 04:26:22,588 - mmaction - INFO - Epoch [20][420/2640] lr: 1.000e-03, eta: 9:57:31, time: 0.408, data_time: 0.001, memory: 5736, top1_acc: 0.5422, top5_acc: 0.7773, loss_cls: 1.8482, loss: 1.8482, grad_norm: 13.7213 2021-08-17 04:26:30,844 - mmaction - INFO - Epoch [20][440/2640] lr: 1.000e-03, eta: 9:57:21, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.5258, top5_acc: 0.7664, loss_cls: 1.9556, loss: 1.9556, grad_norm: 14.2463 2021-08-17 04:26:39,100 - mmaction - INFO - Epoch [20][460/2640] lr: 1.000e-03, eta: 9:57:12, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.5344, top5_acc: 0.7828, loss_cls: 1.8216, loss: 1.8216, grad_norm: 14.6695 2021-08-17 04:26:47,333 - mmaction - INFO - Epoch [20][480/2640] lr: 1.000e-03, eta: 9:57:02, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.4984, top5_acc: 0.7688, loss_cls: 1.9916, loss: 1.9916, grad_norm: 14.7828 2021-08-17 04:26:55,578 - mmaction - INFO - Epoch [20][500/2640] lr: 1.000e-03, eta: 9:56:52, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.5297, top5_acc: 0.7883, loss_cls: 1.8123, loss: 1.8123, grad_norm: 13.7054 2021-08-17 04:27:03,854 - mmaction - INFO - Epoch [20][520/2640] lr: 1.000e-03, eta: 9:56:43, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.5289, top5_acc: 0.7891, loss_cls: 1.8029, loss: 1.8029, grad_norm: 15.0878 2021-08-17 04:27:12,098 - mmaction - INFO - Epoch [20][540/2640] lr: 1.000e-03, eta: 9:56:33, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.5242, top5_acc: 0.7680, loss_cls: 1.8894, loss: 1.8894, grad_norm: 14.3784 2021-08-17 04:27:20,473 - mmaction - INFO - Epoch [20][560/2640] lr: 1.000e-03, eta: 9:56:23, time: 0.418, data_time: 0.002, memory: 5736, top1_acc: 0.5125, top5_acc: 0.7859, loss_cls: 1.8696, loss: 1.8696, grad_norm: 14.5223 2021-08-17 04:27:28,772 - mmaction - INFO - Epoch [20][580/2640] lr: 1.000e-03, eta: 9:56:14, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.5281, top5_acc: 0.7836, loss_cls: 1.8640, loss: 1.8640, grad_norm: 14.5783 2021-08-17 04:27:37,064 - mmaction - INFO - Epoch [20][600/2640] lr: 1.000e-03, eta: 9:56:04, time: 0.414, data_time: 0.000, memory: 5736, top1_acc: 0.5383, top5_acc: 0.7875, loss_cls: 1.8365, loss: 1.8365, grad_norm: 14.1329 2021-08-17 04:27:45,432 - mmaction - INFO - Epoch [20][620/2640] lr: 1.000e-03, eta: 9:55:55, time: 0.418, data_time: 0.001, memory: 5736, top1_acc: 0.5406, top5_acc: 0.7969, loss_cls: 1.8079, loss: 1.8079, grad_norm: 14.1931 2021-08-17 04:27:53,682 - mmaction - INFO - Epoch [20][640/2640] lr: 1.000e-03, eta: 9:55:45, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5180, top5_acc: 0.7992, loss_cls: 1.8568, loss: 1.8568, grad_norm: 14.4733 2021-08-17 04:28:01,961 - mmaction - INFO - Epoch [20][660/2640] lr: 1.000e-03, eta: 9:55:35, time: 0.414, data_time: 0.000, memory: 5736, top1_acc: 0.5234, top5_acc: 0.7828, loss_cls: 1.8534, loss: 1.8534, grad_norm: 14.1489 2021-08-17 04:28:10,204 - mmaction - INFO - Epoch [20][680/2640] lr: 1.000e-03, eta: 9:55:26, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5453, top5_acc: 0.8055, loss_cls: 1.7862, loss: 1.7862, grad_norm: 14.2821 2021-08-17 04:28:18,420 - mmaction - INFO - Epoch [20][700/2640] lr: 1.000e-03, eta: 9:55:16, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.5680, top5_acc: 0.7992, loss_cls: 1.7754, loss: 1.7754, grad_norm: 14.4036 2021-08-17 04:28:26,725 - mmaction - INFO - Epoch [20][720/2640] lr: 1.000e-03, eta: 9:55:06, time: 0.416, data_time: 0.002, memory: 5736, top1_acc: 0.5344, top5_acc: 0.7898, loss_cls: 1.8404, loss: 1.8404, grad_norm: 14.5401 2021-08-17 04:28:35,012 - mmaction - INFO - Epoch [20][740/2640] lr: 1.000e-03, eta: 9:54:57, time: 0.414, data_time: 0.000, memory: 5736, top1_acc: 0.5383, top5_acc: 0.7922, loss_cls: 1.8508, loss: 1.8508, grad_norm: 13.9091 2021-08-17 04:28:43,326 - mmaction - INFO - Epoch [20][760/2640] lr: 1.000e-03, eta: 9:54:47, time: 0.416, data_time: 0.001, memory: 5736, top1_acc: 0.5180, top5_acc: 0.7836, loss_cls: 1.8808, loss: 1.8808, grad_norm: 14.1548 2021-08-17 04:28:51,512 - mmaction - INFO - Epoch [20][780/2640] lr: 1.000e-03, eta: 9:54:37, time: 0.409, data_time: 0.001, memory: 5736, top1_acc: 0.5422, top5_acc: 0.7836, loss_cls: 1.8590, loss: 1.8590, grad_norm: 14.3171 2021-08-17 04:28:59,827 - mmaction - INFO - Epoch [20][800/2640] lr: 1.000e-03, eta: 9:54:28, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.5391, top5_acc: 0.7836, loss_cls: 1.8721, loss: 1.8721, grad_norm: 14.4398 2021-08-17 04:29:08,077 - mmaction - INFO - Epoch [20][820/2640] lr: 1.000e-03, eta: 9:54:18, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5234, top5_acc: 0.7680, loss_cls: 1.8916, loss: 1.8916, grad_norm: 13.4538 2021-08-17 04:29:16,328 - mmaction - INFO - Epoch [20][840/2640] lr: 1.000e-03, eta: 9:54:08, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.5250, top5_acc: 0.7672, loss_cls: 1.8971, loss: 1.8971, grad_norm: 14.7537 2021-08-17 04:29:24,536 - mmaction - INFO - Epoch [20][860/2640] lr: 1.000e-03, eta: 9:53:59, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.5203, top5_acc: 0.7719, loss_cls: 1.9069, loss: 1.9069, grad_norm: 13.7210 2021-08-17 04:29:32,716 - mmaction - INFO - Epoch [20][880/2640] lr: 1.000e-03, eta: 9:53:49, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.5289, top5_acc: 0.7852, loss_cls: 1.8661, loss: 1.8661, grad_norm: 14.2107 2021-08-17 04:29:40,924 - mmaction - INFO - Epoch [20][900/2640] lr: 1.000e-03, eta: 9:53:39, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.5164, top5_acc: 0.7766, loss_cls: 1.9154, loss: 1.9154, grad_norm: 14.4515 2021-08-17 04:29:49,289 - mmaction - INFO - Epoch [20][920/2640] lr: 1.000e-03, eta: 9:53:30, time: 0.418, data_time: 0.002, memory: 5736, top1_acc: 0.5109, top5_acc: 0.7859, loss_cls: 1.8839, loss: 1.8839, grad_norm: 14.0269 2021-08-17 04:29:57,613 - mmaction - INFO - Epoch [20][940/2640] lr: 1.000e-03, eta: 9:53:20, time: 0.417, data_time: 0.001, memory: 5736, top1_acc: 0.5242, top5_acc: 0.7898, loss_cls: 1.8975, loss: 1.8975, grad_norm: 14.6802 2021-08-17 04:30:05,884 - mmaction - INFO - Epoch [20][960/2640] lr: 1.000e-03, eta: 9:53:10, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.5250, top5_acc: 0.7648, loss_cls: 1.9600, loss: 1.9600, grad_norm: 14.1380 2021-08-17 04:30:14,166 - mmaction - INFO - Epoch [20][980/2640] lr: 1.000e-03, eta: 9:53:01, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.5094, top5_acc: 0.7633, loss_cls: 1.9731, loss: 1.9731, grad_norm: 14.1303 2021-08-17 04:30:22,410 - mmaction - INFO - Epoch [20][1000/2640] lr: 1.000e-03, eta: 9:52:51, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.5078, top5_acc: 0.7883, loss_cls: 1.9057, loss: 1.9057, grad_norm: 14.4353 2021-08-17 04:30:30,640 - mmaction - INFO - Epoch [20][1020/2640] lr: 1.000e-03, eta: 9:52:41, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.5258, top5_acc: 0.7852, loss_cls: 1.8767, loss: 1.8767, grad_norm: 14.5468 2021-08-17 04:30:38,938 - mmaction - INFO - Epoch [20][1040/2640] lr: 1.000e-03, eta: 9:52:32, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.5133, top5_acc: 0.7695, loss_cls: 1.9605, loss: 1.9605, grad_norm: 13.7364 2021-08-17 04:30:47,182 - mmaction - INFO - Epoch [20][1060/2640] lr: 1.000e-03, eta: 9:52:22, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5367, top5_acc: 0.7820, loss_cls: 1.9221, loss: 1.9221, grad_norm: 14.3002 2021-08-17 04:30:55,408 - mmaction - INFO - Epoch [20][1080/2640] lr: 1.000e-03, eta: 9:52:12, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.5305, top5_acc: 0.7867, loss_cls: 1.9084, loss: 1.9084, grad_norm: 14.2026 2021-08-17 04:31:03,739 - mmaction - INFO - Epoch [20][1100/2640] lr: 1.000e-03, eta: 9:52:03, time: 0.418, data_time: 0.002, memory: 5736, top1_acc: 0.5312, top5_acc: 0.7695, loss_cls: 1.8998, loss: 1.8998, grad_norm: 14.2109 2021-08-17 04:31:11,993 - mmaction - INFO - Epoch [20][1120/2640] lr: 1.000e-03, eta: 9:51:53, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.5312, top5_acc: 0.7758, loss_cls: 1.8961, loss: 1.8961, grad_norm: 14.1596 2021-08-17 04:31:20,248 - mmaction - INFO - Epoch [20][1140/2640] lr: 1.000e-03, eta: 9:51:44, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5336, top5_acc: 0.7578, loss_cls: 1.9726, loss: 1.9726, grad_norm: 14.8938 2021-08-17 04:31:28,563 - mmaction - INFO - Epoch [20][1160/2640] lr: 1.000e-03, eta: 9:51:34, time: 0.416, data_time: 0.002, memory: 5736, top1_acc: 0.5359, top5_acc: 0.7883, loss_cls: 1.8171, loss: 1.8171, grad_norm: 14.0909 2021-08-17 04:31:36,778 - mmaction - INFO - Epoch [20][1180/2640] lr: 1.000e-03, eta: 9:51:24, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5437, top5_acc: 0.7867, loss_cls: 1.8076, loss: 1.8076, grad_norm: 13.7652 2021-08-17 04:31:45,068 - mmaction - INFO - Epoch [20][1200/2640] lr: 1.000e-03, eta: 9:51:15, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.5141, top5_acc: 0.7703, loss_cls: 1.9354, loss: 1.9354, grad_norm: 14.3061 2021-08-17 04:31:53,257 - mmaction - INFO - Epoch [20][1220/2640] lr: 1.000e-03, eta: 9:51:05, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.5258, top5_acc: 0.7766, loss_cls: 1.8526, loss: 1.8526, grad_norm: 14.7539 2021-08-17 04:32:01,522 - mmaction - INFO - Epoch [20][1240/2640] lr: 1.000e-03, eta: 9:50:55, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.5289, top5_acc: 0.7711, loss_cls: 1.9118, loss: 1.9118, grad_norm: 14.1507 2021-08-17 04:32:09,800 - mmaction - INFO - Epoch [20][1260/2640] lr: 1.000e-03, eta: 9:50:46, time: 0.414, data_time: 0.000, memory: 5736, top1_acc: 0.5195, top5_acc: 0.7625, loss_cls: 1.9340, loss: 1.9340, grad_norm: 14.4037 2021-08-17 04:32:18,111 - mmaction - INFO - Epoch [20][1280/2640] lr: 1.000e-03, eta: 9:50:36, time: 0.415, data_time: 0.000, memory: 5736, top1_acc: 0.5484, top5_acc: 0.7859, loss_cls: 1.8637, loss: 1.8637, grad_norm: 14.4401 2021-08-17 04:32:26,349 - mmaction - INFO - Epoch [20][1300/2640] lr: 1.000e-03, eta: 9:50:26, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5336, top5_acc: 0.7805, loss_cls: 1.8849, loss: 1.8849, grad_norm: 14.1189 2021-08-17 04:32:34,643 - mmaction - INFO - Epoch [20][1320/2640] lr: 1.000e-03, eta: 9:50:17, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.5266, top5_acc: 0.7930, loss_cls: 1.8503, loss: 1.8503, grad_norm: 14.1990 2021-08-17 04:32:42,883 - mmaction - INFO - Epoch [20][1340/2640] lr: 1.000e-03, eta: 9:50:07, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5289, top5_acc: 0.7852, loss_cls: 1.8673, loss: 1.8673, grad_norm: 14.8863 2021-08-17 04:32:51,073 - mmaction - INFO - Epoch [20][1360/2640] lr: 1.000e-03, eta: 9:49:57, time: 0.409, data_time: 0.001, memory: 5736, top1_acc: 0.4977, top5_acc: 0.7633, loss_cls: 2.0428, loss: 2.0428, grad_norm: 14.1558 2021-08-17 04:32:59,320 - mmaction - INFO - Epoch [20][1380/2640] lr: 1.000e-03, eta: 9:49:48, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5398, top5_acc: 0.7828, loss_cls: 1.8957, loss: 1.8957, grad_norm: 14.3579 2021-08-17 04:33:07,532 - mmaction - INFO - Epoch [20][1400/2640] lr: 1.000e-03, eta: 9:49:38, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.5258, top5_acc: 0.7820, loss_cls: 1.8520, loss: 1.8520, grad_norm: 15.7278 2021-08-17 04:33:15,770 - mmaction - INFO - Epoch [20][1420/2640] lr: 1.000e-03, eta: 9:49:28, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5328, top5_acc: 0.7562, loss_cls: 1.9508, loss: 1.9508, grad_norm: 14.1707 2021-08-17 04:33:23,982 - mmaction - INFO - Epoch [20][1440/2640] lr: 1.000e-03, eta: 9:49:19, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5258, top5_acc: 0.7805, loss_cls: 1.8854, loss: 1.8854, grad_norm: 14.1056 2021-08-17 04:33:32,214 - mmaction - INFO - Epoch [20][1460/2640] lr: 1.000e-03, eta: 9:49:09, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.5328, top5_acc: 0.7820, loss_cls: 1.9109, loss: 1.9109, grad_norm: 13.8444 2021-08-17 04:33:40,428 - mmaction - INFO - Epoch [20][1480/2640] lr: 1.000e-03, eta: 9:48:59, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5305, top5_acc: 0.7695, loss_cls: 1.9290, loss: 1.9290, grad_norm: 13.9668 2021-08-17 04:33:48,633 - mmaction - INFO - Epoch [20][1500/2640] lr: 1.000e-03, eta: 9:48:50, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.5016, top5_acc: 0.7633, loss_cls: 1.9621, loss: 1.9621, grad_norm: 14.4255 2021-08-17 04:33:56,909 - mmaction - INFO - Epoch [20][1520/2640] lr: 1.000e-03, eta: 9:48:40, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.5156, top5_acc: 0.7773, loss_cls: 1.9283, loss: 1.9283, grad_norm: 13.8146 2021-08-17 04:34:05,131 - mmaction - INFO - Epoch [20][1540/2640] lr: 1.000e-03, eta: 9:48:30, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.5641, top5_acc: 0.7977, loss_cls: 1.7508, loss: 1.7508, grad_norm: 13.5213 2021-08-17 04:34:13,421 - mmaction - INFO - Epoch [20][1560/2640] lr: 1.000e-03, eta: 9:48:21, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.5148, top5_acc: 0.7602, loss_cls: 1.9332, loss: 1.9332, grad_norm: 14.4879 2021-08-17 04:34:21,610 - mmaction - INFO - Epoch [20][1580/2640] lr: 1.000e-03, eta: 9:48:11, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.5258, top5_acc: 0.7711, loss_cls: 1.8835, loss: 1.8835, grad_norm: 13.6907 2021-08-17 04:34:29,833 - mmaction - INFO - Epoch [20][1600/2640] lr: 1.000e-03, eta: 9:48:01, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5039, top5_acc: 0.7477, loss_cls: 2.0444, loss: 2.0444, grad_norm: 14.2361 2021-08-17 04:34:38,150 - mmaction - INFO - Epoch [20][1620/2640] lr: 1.000e-03, eta: 9:47:52, time: 0.416, data_time: 0.001, memory: 5736, top1_acc: 0.5344, top5_acc: 0.7844, loss_cls: 1.8275, loss: 1.8275, grad_norm: 13.6142 2021-08-17 04:34:46,339 - mmaction - INFO - Epoch [20][1640/2640] lr: 1.000e-03, eta: 9:47:42, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.5469, top5_acc: 0.7891, loss_cls: 1.8185, loss: 1.8185, grad_norm: 14.0443 2021-08-17 04:34:54,617 - mmaction - INFO - Epoch [20][1660/2640] lr: 1.000e-03, eta: 9:47:33, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.5398, top5_acc: 0.7883, loss_cls: 1.8711, loss: 1.8711, grad_norm: 13.4204 2021-08-17 04:35:02,868 - mmaction - INFO - Epoch [20][1680/2640] lr: 1.000e-03, eta: 9:47:23, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.5398, top5_acc: 0.7766, loss_cls: 1.8882, loss: 1.8882, grad_norm: 14.4170 2021-08-17 04:35:11,096 - mmaction - INFO - Epoch [20][1700/2640] lr: 1.000e-03, eta: 9:47:13, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5406, top5_acc: 0.7844, loss_cls: 1.8225, loss: 1.8225, grad_norm: 14.2492 2021-08-17 04:35:19,366 - mmaction - INFO - Epoch [20][1720/2640] lr: 1.000e-03, eta: 9:47:04, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.5500, top5_acc: 0.7945, loss_cls: 1.7937, loss: 1.7937, grad_norm: 14.6369 2021-08-17 04:35:27,618 - mmaction - INFO - Epoch [20][1740/2640] lr: 1.000e-03, eta: 9:46:54, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.5320, top5_acc: 0.7812, loss_cls: 1.8775, loss: 1.8775, grad_norm: 14.3459 2021-08-17 04:35:35,833 - mmaction - INFO - Epoch [20][1760/2640] lr: 1.000e-03, eta: 9:46:44, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5344, top5_acc: 0.7883, loss_cls: 1.8448, loss: 1.8448, grad_norm: 14.6883 2021-08-17 04:35:44,037 - mmaction - INFO - Epoch [20][1780/2640] lr: 1.000e-03, eta: 9:46:35, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.5391, top5_acc: 0.7820, loss_cls: 1.8699, loss: 1.8699, grad_norm: 13.8904 2021-08-17 04:35:52,303 - mmaction - INFO - Epoch [20][1800/2640] lr: 1.000e-03, eta: 9:46:25, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.5289, top5_acc: 0.7727, loss_cls: 1.8936, loss: 1.8936, grad_norm: 14.9028 2021-08-17 04:36:00,497 - mmaction - INFO - Epoch [20][1820/2640] lr: 1.000e-03, eta: 9:46:15, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.5242, top5_acc: 0.7766, loss_cls: 1.8569, loss: 1.8569, grad_norm: 14.3161 2021-08-17 04:36:08,724 - mmaction - INFO - Epoch [20][1840/2640] lr: 1.000e-03, eta: 9:46:06, time: 0.411, data_time: 0.002, memory: 5736, top1_acc: 0.5180, top5_acc: 0.7695, loss_cls: 1.9203, loss: 1.9203, grad_norm: 13.6881 2021-08-17 04:36:17,083 - mmaction - INFO - Epoch [20][1860/2640] lr: 1.000e-03, eta: 9:45:56, time: 0.418, data_time: 0.001, memory: 5736, top1_acc: 0.5516, top5_acc: 0.7906, loss_cls: 1.7943, loss: 1.7943, grad_norm: 13.3667 2021-08-17 04:36:25,274 - mmaction - INFO - Epoch [20][1880/2640] lr: 1.000e-03, eta: 9:45:46, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.5367, top5_acc: 0.7859, loss_cls: 1.8486, loss: 1.8486, grad_norm: 13.6635 2021-08-17 04:36:33,531 - mmaction - INFO - Epoch [20][1900/2640] lr: 1.000e-03, eta: 9:45:37, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.5117, top5_acc: 0.7930, loss_cls: 1.8770, loss: 1.8770, grad_norm: 14.8059 2021-08-17 04:36:41,817 - mmaction - INFO - Epoch [20][1920/2640] lr: 1.000e-03, eta: 9:45:27, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.5188, top5_acc: 0.7484, loss_cls: 2.0034, loss: 2.0034, grad_norm: 14.8424 2021-08-17 04:36:50,048 - mmaction - INFO - Epoch [20][1940/2640] lr: 1.000e-03, eta: 9:45:18, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5250, top5_acc: 0.7937, loss_cls: 1.8125, loss: 1.8125, grad_norm: 14.3280 2021-08-17 04:36:58,354 - mmaction - INFO - Epoch [20][1960/2640] lr: 1.000e-03, eta: 9:45:08, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.5133, top5_acc: 0.7750, loss_cls: 1.8890, loss: 1.8890, grad_norm: 14.4943 2021-08-17 04:37:06,569 - mmaction - INFO - Epoch [20][1980/2640] lr: 1.000e-03, eta: 9:44:58, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.5453, top5_acc: 0.7781, loss_cls: 1.8390, loss: 1.8390, grad_norm: 14.2916 2021-08-17 04:37:14,812 - mmaction - INFO - Epoch [20][2000/2640] lr: 1.000e-03, eta: 9:44:49, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.5195, top5_acc: 0.7828, loss_cls: 1.8736, loss: 1.8736, grad_norm: 14.8621 2021-08-17 04:37:23,053 - mmaction - INFO - Epoch [20][2020/2640] lr: 1.000e-03, eta: 9:44:39, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5258, top5_acc: 0.7758, loss_cls: 1.9183, loss: 1.9183, grad_norm: 14.1577 2021-08-17 04:37:31,315 - mmaction - INFO - Epoch [20][2040/2640] lr: 1.000e-03, eta: 9:44:30, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.5359, top5_acc: 0.7859, loss_cls: 1.9016, loss: 1.9016, grad_norm: 14.2723 2021-08-17 04:37:39,632 - mmaction - INFO - Epoch [20][2060/2640] lr: 1.000e-03, eta: 9:44:20, time: 0.416, data_time: 0.001, memory: 5736, top1_acc: 0.5203, top5_acc: 0.7625, loss_cls: 1.9186, loss: 1.9186, grad_norm: 13.6571 2021-08-17 04:37:47,879 - mmaction - INFO - Epoch [20][2080/2640] lr: 1.000e-03, eta: 9:44:10, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.5375, top5_acc: 0.7984, loss_cls: 1.8482, loss: 1.8482, grad_norm: 14.4499 2021-08-17 04:37:56,148 - mmaction - INFO - Epoch [20][2100/2640] lr: 1.000e-03, eta: 9:44:01, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.4813, top5_acc: 0.7516, loss_cls: 1.9967, loss: 1.9967, grad_norm: 14.2367 2021-08-17 04:38:04,423 - mmaction - INFO - Epoch [20][2120/2640] lr: 1.000e-03, eta: 9:43:51, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.5383, top5_acc: 0.7875, loss_cls: 1.8785, loss: 1.8785, grad_norm: 13.9747 2021-08-17 04:38:12,706 - mmaction - INFO - Epoch [20][2140/2640] lr: 1.000e-03, eta: 9:43:42, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.5703, top5_acc: 0.7828, loss_cls: 1.8134, loss: 1.8134, grad_norm: 14.2556 2021-08-17 04:38:21,043 - mmaction - INFO - Epoch [20][2160/2640] lr: 1.000e-03, eta: 9:43:32, time: 0.417, data_time: 0.002, memory: 5736, top1_acc: 0.5437, top5_acc: 0.7734, loss_cls: 1.8698, loss: 1.8698, grad_norm: 14.0756 2021-08-17 04:38:29,271 - mmaction - INFO - Epoch [20][2180/2640] lr: 1.000e-03, eta: 9:43:23, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.5469, top5_acc: 0.7852, loss_cls: 1.8315, loss: 1.8315, grad_norm: 14.3385 2021-08-17 04:38:37,569 - mmaction - INFO - Epoch [20][2200/2640] lr: 1.000e-03, eta: 9:43:13, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.5219, top5_acc: 0.7984, loss_cls: 1.8632, loss: 1.8632, grad_norm: 14.1085 2021-08-17 04:38:45,851 - mmaction - INFO - Epoch [20][2220/2640] lr: 1.000e-03, eta: 9:43:04, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.5164, top5_acc: 0.7727, loss_cls: 1.9699, loss: 1.9699, grad_norm: 14.1116 2021-08-17 04:38:54,278 - mmaction - INFO - Epoch [20][2240/2640] lr: 1.000e-03, eta: 9:42:54, time: 0.421, data_time: 0.002, memory: 5736, top1_acc: 0.5180, top5_acc: 0.7695, loss_cls: 1.8923, loss: 1.8923, grad_norm: 14.8050 2021-08-17 04:39:02,524 - mmaction - INFO - Epoch [20][2260/2640] lr: 1.000e-03, eta: 9:42:45, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5484, top5_acc: 0.7812, loss_cls: 1.8432, loss: 1.8432, grad_norm: 14.4480 2021-08-17 04:39:10,760 - mmaction - INFO - Epoch [20][2280/2640] lr: 1.000e-03, eta: 9:42:35, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.5320, top5_acc: 0.7914, loss_cls: 1.8674, loss: 1.8674, grad_norm: 14.6373 2021-08-17 04:39:19,039 - mmaction - INFO - Epoch [20][2300/2640] lr: 1.000e-03, eta: 9:42:25, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.5070, top5_acc: 0.7750, loss_cls: 1.9498, loss: 1.9498, grad_norm: 14.5926 2021-08-17 04:39:27,290 - mmaction - INFO - Epoch [20][2320/2640] lr: 1.000e-03, eta: 9:42:16, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.5141, top5_acc: 0.7812, loss_cls: 1.8854, loss: 1.8854, grad_norm: 14.0417 2021-08-17 04:39:35,585 - mmaction - INFO - Epoch [20][2340/2640] lr: 1.000e-03, eta: 9:42:06, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.5250, top5_acc: 0.7891, loss_cls: 1.8987, loss: 1.8987, grad_norm: 14.4260 2021-08-17 04:39:43,921 - mmaction - INFO - Epoch [20][2360/2640] lr: 1.000e-03, eta: 9:41:57, time: 0.416, data_time: 0.001, memory: 5736, top1_acc: 0.4984, top5_acc: 0.7820, loss_cls: 1.9219, loss: 1.9219, grad_norm: 13.9798 2021-08-17 04:39:52,171 - mmaction - INFO - Epoch [20][2380/2640] lr: 1.000e-03, eta: 9:41:47, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.5398, top5_acc: 0.7898, loss_cls: 1.8514, loss: 1.8514, grad_norm: 14.2475 2021-08-17 04:40:00,484 - mmaction - INFO - Epoch [20][2400/2640] lr: 1.000e-03, eta: 9:41:38, time: 0.416, data_time: 0.002, memory: 5736, top1_acc: 0.5250, top5_acc: 0.7703, loss_cls: 1.9166, loss: 1.9166, grad_norm: 14.0353 2021-08-17 04:40:08,808 - mmaction - INFO - Epoch [20][2420/2640] lr: 1.000e-03, eta: 9:41:28, time: 0.416, data_time: 0.000, memory: 5736, top1_acc: 0.5297, top5_acc: 0.7617, loss_cls: 1.9366, loss: 1.9366, grad_norm: 13.6259 2021-08-17 04:40:17,070 - mmaction - INFO - Epoch [20][2440/2640] lr: 1.000e-03, eta: 9:41:19, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.5477, top5_acc: 0.7844, loss_cls: 1.8133, loss: 1.8133, grad_norm: 14.5796 2021-08-17 04:40:25,368 - mmaction - INFO - Epoch [20][2460/2640] lr: 1.000e-03, eta: 9:41:09, time: 0.415, data_time: 0.000, memory: 5736, top1_acc: 0.5422, top5_acc: 0.7930, loss_cls: 1.8410, loss: 1.8410, grad_norm: 13.3426 2021-08-17 04:40:33,622 - mmaction - INFO - Epoch [20][2480/2640] lr: 1.000e-03, eta: 9:41:00, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.4977, top5_acc: 0.7703, loss_cls: 1.9909, loss: 1.9909, grad_norm: 14.4461 2021-08-17 04:40:41,904 - mmaction - INFO - Epoch [20][2500/2640] lr: 1.000e-03, eta: 9:40:50, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.5477, top5_acc: 0.7961, loss_cls: 1.8184, loss: 1.8184, grad_norm: 14.0375 2021-08-17 04:40:50,174 - mmaction - INFO - Epoch [20][2520/2640] lr: 1.000e-03, eta: 9:40:40, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.5367, top5_acc: 0.7906, loss_cls: 1.8142, loss: 1.8142, grad_norm: 13.8101 2021-08-17 04:40:58,385 - mmaction - INFO - Epoch [20][2540/2640] lr: 1.000e-03, eta: 9:40:31, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5383, top5_acc: 0.7766, loss_cls: 1.8896, loss: 1.8896, grad_norm: 14.0166 2021-08-17 04:41:06,674 - mmaction - INFO - Epoch [20][2560/2640] lr: 1.000e-03, eta: 9:40:21, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.5180, top5_acc: 0.7828, loss_cls: 1.8634, loss: 1.8634, grad_norm: 14.7154 2021-08-17 04:41:14,984 - mmaction - INFO - Epoch [20][2580/2640] lr: 1.000e-03, eta: 9:40:12, time: 0.416, data_time: 0.001, memory: 5736, top1_acc: 0.5328, top5_acc: 0.7852, loss_cls: 1.8747, loss: 1.8747, grad_norm: 14.4698 2021-08-17 04:41:23,260 - mmaction - INFO - Epoch [20][2600/2640] lr: 1.000e-03, eta: 9:40:02, time: 0.414, data_time: 0.000, memory: 5736, top1_acc: 0.5219, top5_acc: 0.7656, loss_cls: 1.9451, loss: 1.9451, grad_norm: 14.5573 2021-08-17 04:41:31,483 - mmaction - INFO - Epoch [20][2620/2640] lr: 1.000e-03, eta: 9:39:53, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5414, top5_acc: 0.7711, loss_cls: 1.9369, loss: 1.9369, grad_norm: 14.0990 2021-08-17 04:41:39,427 - mmaction - INFO - Epoch [20][2640/2640] lr: 1.000e-03, eta: 9:39:43, time: 0.397, data_time: 0.001, memory: 5736, top1_acc: 0.5379, top5_acc: 0.7823, loss_cls: 1.8536, loss: 1.8536, grad_norm: 14.3622 2021-08-17 04:41:41,139 - mmaction - INFO - Saving checkpoint at 20 epochs 2021-08-17 04:41:42,189 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-08-17 04:42:55,495 - mmaction - INFO - Epoch [21][20/2640] lr: 1.000e-03, eta: 9:41:10, time: 3.665, data_time: 3.241, memory: 5736, top1_acc: 0.5375, top5_acc: 0.7898, loss_cls: 1.8257, loss: 1.8257, grad_norm: 14.3299 2021-08-17 04:43:03,730 - mmaction - INFO - Epoch [21][40/2640] lr: 1.000e-03, eta: 9:41:01, time: 0.412, data_time: 0.003, memory: 5736, top1_acc: 0.5367, top5_acc: 0.7953, loss_cls: 1.8285, loss: 1.8285, grad_norm: 14.1194 2021-08-17 04:43:12,029 - mmaction - INFO - Epoch [21][60/2640] lr: 1.000e-03, eta: 9:40:51, time: 0.415, data_time: 0.000, memory: 5736, top1_acc: 0.5406, top5_acc: 0.7812, loss_cls: 1.7996, loss: 1.7996, grad_norm: 14.0927 2021-08-17 04:43:20,221 - mmaction - INFO - Epoch [21][80/2640] lr: 1.000e-03, eta: 9:40:42, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.5406, top5_acc: 0.7922, loss_cls: 1.8080, loss: 1.8080, grad_norm: 14.5740 2021-08-17 04:43:28,444 - mmaction - INFO - Epoch [21][100/2640] lr: 1.000e-03, eta: 9:40:32, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5430, top5_acc: 0.7648, loss_cls: 1.8776, loss: 1.8776, grad_norm: 14.1579 2021-08-17 04:43:36,639 - mmaction - INFO - Epoch [21][120/2640] lr: 1.000e-03, eta: 9:40:22, time: 0.409, data_time: 0.001, memory: 5736, top1_acc: 0.5297, top5_acc: 0.7797, loss_cls: 1.8297, loss: 1.8297, grad_norm: 14.6260 2021-08-17 04:43:44,947 - mmaction - INFO - Epoch [21][140/2640] lr: 1.000e-03, eta: 9:40:13, time: 0.416, data_time: 0.002, memory: 5736, top1_acc: 0.5500, top5_acc: 0.7922, loss_cls: 1.7446, loss: 1.7446, grad_norm: 13.8701 2021-08-17 04:43:53,167 - mmaction - INFO - Epoch [21][160/2640] lr: 1.000e-03, eta: 9:40:03, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5625, top5_acc: 0.7969, loss_cls: 1.7782, loss: 1.7782, grad_norm: 13.8050 2021-08-17 04:44:01,436 - mmaction - INFO - Epoch [21][180/2640] lr: 1.000e-03, eta: 9:39:53, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.5211, top5_acc: 0.7758, loss_cls: 1.8754, loss: 1.8754, grad_norm: 14.6977 2021-08-17 04:44:09,672 - mmaction - INFO - Epoch [21][200/2640] lr: 1.000e-03, eta: 9:39:44, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.5398, top5_acc: 0.7789, loss_cls: 1.8820, loss: 1.8820, grad_norm: 14.8954 2021-08-17 04:44:17,946 - mmaction - INFO - Epoch [21][220/2640] lr: 1.000e-03, eta: 9:39:34, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.5469, top5_acc: 0.7875, loss_cls: 1.8363, loss: 1.8363, grad_norm: 14.2638 2021-08-17 04:44:26,127 - mmaction - INFO - Epoch [21][240/2640] lr: 1.000e-03, eta: 9:39:24, time: 0.409, data_time: 0.001, memory: 5736, top1_acc: 0.5398, top5_acc: 0.8039, loss_cls: 1.7657, loss: 1.7657, grad_norm: 14.2884 2021-08-17 04:44:34,415 - mmaction - INFO - Epoch [21][260/2640] lr: 1.000e-03, eta: 9:39:15, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.5391, top5_acc: 0.7969, loss_cls: 1.7958, loss: 1.7958, grad_norm: 13.9705 2021-08-17 04:44:42,658 - mmaction - INFO - Epoch [21][280/2640] lr: 1.000e-03, eta: 9:39:05, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5383, top5_acc: 0.7930, loss_cls: 1.8021, loss: 1.8021, grad_norm: 14.5734 2021-08-17 04:44:50,919 - mmaction - INFO - Epoch [21][300/2640] lr: 1.000e-03, eta: 9:38:55, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.5219, top5_acc: 0.7734, loss_cls: 1.9133, loss: 1.9133, grad_norm: 14.5191 2021-08-17 04:44:59,108 - mmaction - INFO - Epoch [21][320/2640] lr: 1.000e-03, eta: 9:38:46, time: 0.409, data_time: 0.001, memory: 5736, top1_acc: 0.5320, top5_acc: 0.7992, loss_cls: 1.8079, loss: 1.8079, grad_norm: 14.3388 2021-08-17 04:45:07,374 - mmaction - INFO - Epoch [21][340/2640] lr: 1.000e-03, eta: 9:38:36, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5375, top5_acc: 0.7969, loss_cls: 1.8493, loss: 1.8493, grad_norm: 14.2060 2021-08-17 04:45:15,572 - mmaction - INFO - Epoch [21][360/2640] lr: 1.000e-03, eta: 9:38:26, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.5352, top5_acc: 0.7922, loss_cls: 1.8715, loss: 1.8715, grad_norm: 14.5905 2021-08-17 04:45:23,821 - mmaction - INFO - Epoch [21][380/2640] lr: 1.000e-03, eta: 9:38:17, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5344, top5_acc: 0.7562, loss_cls: 1.8907, loss: 1.8907, grad_norm: 14.6453 2021-08-17 04:45:32,061 - mmaction - INFO - Epoch [21][400/2640] lr: 1.000e-03, eta: 9:38:07, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.5430, top5_acc: 0.7805, loss_cls: 1.8383, loss: 1.8383, grad_norm: 14.3939 2021-08-17 04:45:40,324 - mmaction - INFO - Epoch [21][420/2640] lr: 1.000e-03, eta: 9:37:58, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5344, top5_acc: 0.7828, loss_cls: 1.8633, loss: 1.8633, grad_norm: 13.9900 2021-08-17 04:45:48,551 - mmaction - INFO - Epoch [21][440/2640] lr: 1.000e-03, eta: 9:37:48, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5328, top5_acc: 0.7734, loss_cls: 1.8686, loss: 1.8686, grad_norm: 13.9900 2021-08-17 04:45:56,843 - mmaction - INFO - Epoch [21][460/2640] lr: 1.000e-03, eta: 9:37:38, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.5414, top5_acc: 0.7727, loss_cls: 1.9088, loss: 1.9088, grad_norm: 13.6764 2021-08-17 04:46:05,184 - mmaction - INFO - Epoch [21][480/2640] lr: 1.000e-03, eta: 9:37:29, time: 0.417, data_time: 0.000, memory: 5736, top1_acc: 0.5297, top5_acc: 0.7883, loss_cls: 1.8691, loss: 1.8691, grad_norm: 14.9621 2021-08-17 04:46:13,421 - mmaction - INFO - Epoch [21][500/2640] lr: 1.000e-03, eta: 9:37:19, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.5148, top5_acc: 0.7734, loss_cls: 1.9102, loss: 1.9102, grad_norm: 14.3452 2021-08-17 04:46:21,662 - mmaction - INFO - Epoch [21][520/2640] lr: 1.000e-03, eta: 9:37:10, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5156, top5_acc: 0.7664, loss_cls: 1.9120, loss: 1.9120, grad_norm: 14.6107 2021-08-17 04:46:29,911 - mmaction - INFO - Epoch [21][540/2640] lr: 1.000e-03, eta: 9:37:00, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.5570, top5_acc: 0.7812, loss_cls: 1.8198, loss: 1.8198, grad_norm: 14.4590 2021-08-17 04:46:38,153 - mmaction - INFO - Epoch [21][560/2640] lr: 1.000e-03, eta: 9:36:50, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5305, top5_acc: 0.7820, loss_cls: 1.8643, loss: 1.8643, grad_norm: 15.1754 2021-08-17 04:46:46,411 - mmaction - INFO - Epoch [21][580/2640] lr: 1.000e-03, eta: 9:36:41, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.5203, top5_acc: 0.7844, loss_cls: 1.8871, loss: 1.8871, grad_norm: 14.4395 2021-08-17 04:46:54,722 - mmaction - INFO - Epoch [21][600/2640] lr: 1.000e-03, eta: 9:36:31, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.5133, top5_acc: 0.7820, loss_cls: 1.8960, loss: 1.8960, grad_norm: 15.0485 2021-08-17 04:47:03,013 - mmaction - INFO - Epoch [21][620/2640] lr: 1.000e-03, eta: 9:36:22, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.5297, top5_acc: 0.7828, loss_cls: 1.8806, loss: 1.8806, grad_norm: 14.0056 2021-08-17 04:47:11,259 - mmaction - INFO - Epoch [21][640/2640] lr: 1.000e-03, eta: 9:36:12, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.5375, top5_acc: 0.7922, loss_cls: 1.8651, loss: 1.8651, grad_norm: 14.0891 2021-08-17 04:47:19,527 - mmaction - INFO - Epoch [21][660/2640] lr: 1.000e-03, eta: 9:36:02, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.5320, top5_acc: 0.7648, loss_cls: 1.9047, loss: 1.9047, grad_norm: 14.1565 2021-08-17 04:47:27,744 - mmaction - INFO - Epoch [21][680/2640] lr: 1.000e-03, eta: 9:35:53, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.5281, top5_acc: 0.7844, loss_cls: 1.8431, loss: 1.8431, grad_norm: 14.3921 2021-08-17 04:47:36,013 - mmaction - INFO - Epoch [21][700/2640] lr: 1.000e-03, eta: 9:35:43, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.5578, top5_acc: 0.7953, loss_cls: 1.7511, loss: 1.7511, grad_norm: 13.9785 2021-08-17 04:47:44,242 - mmaction - INFO - Epoch [21][720/2640] lr: 1.000e-03, eta: 9:35:34, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5516, top5_acc: 0.7961, loss_cls: 1.8405, loss: 1.8405, grad_norm: 15.5117 2021-08-17 04:47:52,588 - mmaction - INFO - Epoch [21][740/2640] lr: 1.000e-03, eta: 9:35:24, time: 0.417, data_time: 0.002, memory: 5736, top1_acc: 0.5383, top5_acc: 0.8016, loss_cls: 1.8055, loss: 1.8055, grad_norm: 13.7911 2021-08-17 04:48:00,770 - mmaction - INFO - Epoch [21][760/2640] lr: 1.000e-03, eta: 9:35:14, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.5219, top5_acc: 0.7766, loss_cls: 1.8654, loss: 1.8654, grad_norm: 14.4189 2021-08-17 04:48:09,075 - mmaction - INFO - Epoch [21][780/2640] lr: 1.000e-03, eta: 9:35:05, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.5031, top5_acc: 0.7562, loss_cls: 1.9917, loss: 1.9917, grad_norm: 15.0362 2021-08-17 04:48:17,260 - mmaction - INFO - Epoch [21][800/2640] lr: 1.000e-03, eta: 9:34:55, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.5297, top5_acc: 0.7937, loss_cls: 1.8737, loss: 1.8737, grad_norm: 14.1185 2021-08-17 04:48:25,546 - mmaction - INFO - Epoch [21][820/2640] lr: 1.000e-03, eta: 9:34:46, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.5453, top5_acc: 0.7992, loss_cls: 1.7745, loss: 1.7745, grad_norm: 14.0801 2021-08-17 04:48:33,862 - mmaction - INFO - Epoch [21][840/2640] lr: 1.000e-03, eta: 9:34:36, time: 0.416, data_time: 0.001, memory: 5736, top1_acc: 0.5172, top5_acc: 0.7750, loss_cls: 1.9218, loss: 1.9218, grad_norm: 15.1795 2021-08-17 04:48:42,145 - mmaction - INFO - Epoch [21][860/2640] lr: 1.000e-03, eta: 9:34:27, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.5023, top5_acc: 0.7758, loss_cls: 1.9577, loss: 1.9577, grad_norm: 14.0624 2021-08-17 04:48:50,393 - mmaction - INFO - Epoch [21][880/2640] lr: 1.000e-03, eta: 9:34:17, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5328, top5_acc: 0.7914, loss_cls: 1.8803, loss: 1.8803, grad_norm: 14.2067 2021-08-17 04:48:58,620 - mmaction - INFO - Epoch [21][900/2640] lr: 1.000e-03, eta: 9:34:07, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.5117, top5_acc: 0.7672, loss_cls: 1.9549, loss: 1.9549, grad_norm: 14.7508 2021-08-17 04:49:06,915 - mmaction - INFO - Epoch [21][920/2640] lr: 1.000e-03, eta: 9:33:58, time: 0.416, data_time: 0.002, memory: 5736, top1_acc: 0.5336, top5_acc: 0.8063, loss_cls: 1.7493, loss: 1.7493, grad_norm: 14.0641 2021-08-17 04:49:15,175 - mmaction - INFO - Epoch [21][940/2640] lr: 1.000e-03, eta: 9:33:48, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.5461, top5_acc: 0.7781, loss_cls: 1.8600, loss: 1.8600, grad_norm: 14.3519 2021-08-17 04:49:23,423 - mmaction - INFO - Epoch [21][960/2640] lr: 1.000e-03, eta: 9:33:39, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5273, top5_acc: 0.7711, loss_cls: 1.9075, loss: 1.9075, grad_norm: 14.1681 2021-08-17 04:49:31,785 - mmaction - INFO - Epoch [21][980/2640] lr: 1.000e-03, eta: 9:33:29, time: 0.418, data_time: 0.002, memory: 5736, top1_acc: 0.5281, top5_acc: 0.7953, loss_cls: 1.8543, loss: 1.8543, grad_norm: 14.9996 2021-08-17 04:49:40,031 - mmaction - INFO - Epoch [21][1000/2640] lr: 1.000e-03, eta: 9:33:20, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5258, top5_acc: 0.7719, loss_cls: 1.9191, loss: 1.9191, grad_norm: 14.4239 2021-08-17 04:49:48,283 - mmaction - INFO - Epoch [21][1020/2640] lr: 1.000e-03, eta: 9:33:10, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.5320, top5_acc: 0.7891, loss_cls: 1.8669, loss: 1.8669, grad_norm: 14.4048 2021-08-17 04:49:56,479 - mmaction - INFO - Epoch [21][1040/2640] lr: 1.000e-03, eta: 9:33:00, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.5391, top5_acc: 0.7883, loss_cls: 1.8332, loss: 1.8332, grad_norm: 14.5286 2021-08-17 04:50:04,767 - mmaction - INFO - Epoch [21][1060/2640] lr: 1.000e-03, eta: 9:32:51, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.5125, top5_acc: 0.7797, loss_cls: 1.8861, loss: 1.8861, grad_norm: 14.1732 2021-08-17 04:50:12,994 - mmaction - INFO - Epoch [21][1080/2640] lr: 1.000e-03, eta: 9:32:41, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5289, top5_acc: 0.7648, loss_cls: 1.9384, loss: 1.9384, grad_norm: 14.2989 2021-08-17 04:50:21,263 - mmaction - INFO - Epoch [21][1100/2640] lr: 1.000e-03, eta: 9:32:32, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.5531, top5_acc: 0.7875, loss_cls: 1.7744, loss: 1.7744, grad_norm: 13.7061 2021-08-17 04:50:29,557 - mmaction - INFO - Epoch [21][1120/2640] lr: 1.000e-03, eta: 9:32:22, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.5250, top5_acc: 0.7867, loss_cls: 1.8820, loss: 1.8820, grad_norm: 14.3770 2021-08-17 04:50:37,825 - mmaction - INFO - Epoch [21][1140/2640] lr: 1.000e-03, eta: 9:32:12, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.5273, top5_acc: 0.7656, loss_cls: 1.9223, loss: 1.9223, grad_norm: 14.4961 2021-08-17 04:50:46,067 - mmaction - INFO - Epoch [21][1160/2640] lr: 1.000e-03, eta: 9:32:03, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5383, top5_acc: 0.7828, loss_cls: 1.8649, loss: 1.8649, grad_norm: 13.6592 2021-08-17 04:50:54,319 - mmaction - INFO - Epoch [21][1180/2640] lr: 1.000e-03, eta: 9:31:53, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.5211, top5_acc: 0.7711, loss_cls: 1.9008, loss: 1.9008, grad_norm: 14.4404 2021-08-17 04:51:02,611 - mmaction - INFO - Epoch [21][1200/2640] lr: 1.000e-03, eta: 9:31:44, time: 0.416, data_time: 0.002, memory: 5736, top1_acc: 0.5242, top5_acc: 0.7734, loss_cls: 1.8913, loss: 1.8913, grad_norm: 14.5502 2021-08-17 04:51:10,853 - mmaction - INFO - Epoch [21][1220/2640] lr: 1.000e-03, eta: 9:31:34, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.5156, top5_acc: 0.7734, loss_cls: 1.9207, loss: 1.9207, grad_norm: 14.7469 2021-08-17 04:51:19,072 - mmaction - INFO - Epoch [21][1240/2640] lr: 1.000e-03, eta: 9:31:25, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5391, top5_acc: 0.7930, loss_cls: 1.8378, loss: 1.8378, grad_norm: 14.0413 2021-08-17 04:51:27,377 - mmaction - INFO - Epoch [21][1260/2640] lr: 1.000e-03, eta: 9:31:15, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.5375, top5_acc: 0.7773, loss_cls: 1.8556, loss: 1.8556, grad_norm: 13.8114 2021-08-17 04:51:35,598 - mmaction - INFO - Epoch [21][1280/2640] lr: 1.000e-03, eta: 9:31:05, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5000, top5_acc: 0.7562, loss_cls: 1.9863, loss: 1.9863, grad_norm: 14.6442 2021-08-17 04:51:43,865 - mmaction - INFO - Epoch [21][1300/2640] lr: 1.000e-03, eta: 9:30:56, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5414, top5_acc: 0.7797, loss_cls: 1.8185, loss: 1.8185, grad_norm: 13.9744 2021-08-17 04:51:52,145 - mmaction - INFO - Epoch [21][1320/2640] lr: 1.000e-03, eta: 9:30:46, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.5398, top5_acc: 0.7852, loss_cls: 1.8891, loss: 1.8891, grad_norm: 14.5783 2021-08-17 04:52:00,474 - mmaction - INFO - Epoch [21][1340/2640] lr: 1.000e-03, eta: 9:30:37, time: 0.416, data_time: 0.002, memory: 5736, top1_acc: 0.5219, top5_acc: 0.7883, loss_cls: 1.8169, loss: 1.8169, grad_norm: 14.1555 2021-08-17 04:52:08,738 - mmaction - INFO - Epoch [21][1360/2640] lr: 1.000e-03, eta: 9:30:27, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.5453, top5_acc: 0.7852, loss_cls: 1.8469, loss: 1.8469, grad_norm: 13.9328 2021-08-17 04:52:16,992 - mmaction - INFO - Epoch [21][1380/2640] lr: 1.000e-03, eta: 9:30:18, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5617, top5_acc: 0.8008, loss_cls: 1.7979, loss: 1.7979, grad_norm: 14.4233 2021-08-17 04:52:25,218 - mmaction - INFO - Epoch [21][1400/2640] lr: 1.000e-03, eta: 9:30:08, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5516, top5_acc: 0.8039, loss_cls: 1.7694, loss: 1.7694, grad_norm: 14.0486 2021-08-17 04:52:33,436 - mmaction - INFO - Epoch [21][1420/2640] lr: 1.000e-03, eta: 9:29:59, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.5352, top5_acc: 0.7781, loss_cls: 1.8739, loss: 1.8739, grad_norm: 14.6312 2021-08-17 04:52:41,638 - mmaction - INFO - Epoch [21][1440/2640] lr: 1.000e-03, eta: 9:29:49, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.5234, top5_acc: 0.7805, loss_cls: 1.9152, loss: 1.9152, grad_norm: 13.7350 2021-08-17 04:52:49,842 - mmaction - INFO - Epoch [21][1460/2640] lr: 1.000e-03, eta: 9:29:39, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.5555, top5_acc: 0.7883, loss_cls: 1.8140, loss: 1.8140, grad_norm: 13.7800 2021-08-17 04:52:58,035 - mmaction - INFO - Epoch [21][1480/2640] lr: 1.000e-03, eta: 9:29:30, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.5125, top5_acc: 0.7891, loss_cls: 1.8697, loss: 1.8697, grad_norm: 14.4665 2021-08-17 04:53:06,395 - mmaction - INFO - Epoch [21][1500/2640] lr: 1.000e-03, eta: 9:29:20, time: 0.418, data_time: 0.002, memory: 5736, top1_acc: 0.5266, top5_acc: 0.7797, loss_cls: 1.8575, loss: 1.8575, grad_norm: 14.3161 2021-08-17 04:53:14,611 - mmaction - INFO - Epoch [21][1520/2640] lr: 1.000e-03, eta: 9:29:11, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.5375, top5_acc: 0.7945, loss_cls: 1.8308, loss: 1.8308, grad_norm: 14.1150 2021-08-17 04:53:22,838 - mmaction - INFO - Epoch [21][1540/2640] lr: 1.000e-03, eta: 9:29:01, time: 0.411, data_time: 0.002, memory: 5736, top1_acc: 0.5320, top5_acc: 0.7727, loss_cls: 1.8988, loss: 1.8988, grad_norm: 14.4499 2021-08-17 04:53:31,060 - mmaction - INFO - Epoch [21][1560/2640] lr: 1.000e-03, eta: 9:28:51, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5516, top5_acc: 0.7867, loss_cls: 1.8127, loss: 1.8127, grad_norm: 14.2459 2021-08-17 04:53:39,333 - mmaction - INFO - Epoch [21][1580/2640] lr: 1.000e-03, eta: 9:28:42, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.5203, top5_acc: 0.7875, loss_cls: 1.9114, loss: 1.9114, grad_norm: 14.4967 2021-08-17 04:53:47,598 - mmaction - INFO - Epoch [21][1600/2640] lr: 1.000e-03, eta: 9:28:32, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5492, top5_acc: 0.7937, loss_cls: 1.8106, loss: 1.8106, grad_norm: 14.2839 2021-08-17 04:53:55,878 - mmaction - INFO - Epoch [21][1620/2640] lr: 1.000e-03, eta: 9:28:23, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.5437, top5_acc: 0.8031, loss_cls: 1.7773, loss: 1.7773, grad_norm: 14.1545 2021-08-17 04:54:04,221 - mmaction - INFO - Epoch [21][1640/2640] lr: 1.000e-03, eta: 9:28:13, time: 0.417, data_time: 0.000, memory: 5736, top1_acc: 0.5312, top5_acc: 0.7812, loss_cls: 1.8677, loss: 1.8677, grad_norm: 14.2296 2021-08-17 04:54:12,498 - mmaction - INFO - Epoch [21][1660/2640] lr: 1.000e-03, eta: 9:28:04, time: 0.414, data_time: 0.000, memory: 5736, top1_acc: 0.5211, top5_acc: 0.7758, loss_cls: 1.8713, loss: 1.8713, grad_norm: 13.9766 2021-08-17 04:54:20,676 - mmaction - INFO - Epoch [21][1680/2640] lr: 1.000e-03, eta: 9:27:54, time: 0.409, data_time: 0.001, memory: 5736, top1_acc: 0.5453, top5_acc: 0.8063, loss_cls: 1.7631, loss: 1.7631, grad_norm: 14.6986 2021-08-17 04:54:28,918 - mmaction - INFO - Epoch [21][1700/2640] lr: 1.000e-03, eta: 9:27:45, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.5250, top5_acc: 0.7789, loss_cls: 1.8773, loss: 1.8773, grad_norm: 14.7402 2021-08-17 04:54:37,099 - mmaction - INFO - Epoch [21][1720/2640] lr: 1.000e-03, eta: 9:27:35, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.5414, top5_acc: 0.7844, loss_cls: 1.8361, loss: 1.8361, grad_norm: 14.0099 2021-08-17 04:54:45,392 - mmaction - INFO - Epoch [21][1740/2640] lr: 1.000e-03, eta: 9:27:25, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.5102, top5_acc: 0.7859, loss_cls: 1.9200, loss: 1.9200, grad_norm: 14.3172 2021-08-17 04:54:53,618 - mmaction - INFO - Epoch [21][1760/2640] lr: 1.000e-03, eta: 9:27:16, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5500, top5_acc: 0.7844, loss_cls: 1.8168, loss: 1.8168, grad_norm: 14.0498 2021-08-17 04:55:01,857 - mmaction - INFO - Epoch [21][1780/2640] lr: 1.000e-03, eta: 9:27:06, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.5180, top5_acc: 0.7625, loss_cls: 1.9540, loss: 1.9540, grad_norm: 13.5592 2021-08-17 04:55:10,084 - mmaction - INFO - Epoch [21][1800/2640] lr: 1.000e-03, eta: 9:26:57, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.5414, top5_acc: 0.8000, loss_cls: 1.7860, loss: 1.7860, grad_norm: 14.4465 2021-08-17 04:55:18,335 - mmaction - INFO - Epoch [21][1820/2640] lr: 1.000e-03, eta: 9:26:47, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5367, top5_acc: 0.7852, loss_cls: 1.8795, loss: 1.8795, grad_norm: 14.7083 2021-08-17 04:55:26,542 - mmaction - INFO - Epoch [21][1840/2640] lr: 1.000e-03, eta: 9:26:37, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.5133, top5_acc: 0.7750, loss_cls: 1.9030, loss: 1.9030, grad_norm: 14.6257 2021-08-17 04:55:34,788 - mmaction - INFO - Epoch [21][1860/2640] lr: 1.000e-03, eta: 9:26:28, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.5273, top5_acc: 0.7773, loss_cls: 1.8702, loss: 1.8702, grad_norm: 13.5713 2021-08-17 04:55:43,043 - mmaction - INFO - Epoch [21][1880/2640] lr: 1.000e-03, eta: 9:26:18, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.5602, top5_acc: 0.8094, loss_cls: 1.7802, loss: 1.7802, grad_norm: 14.2089 2021-08-17 04:55:51,312 - mmaction - INFO - Epoch [21][1900/2640] lr: 1.000e-03, eta: 9:26:09, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.5203, top5_acc: 0.7680, loss_cls: 1.9027, loss: 1.9027, grad_norm: 14.2923 2021-08-17 04:55:59,572 - mmaction - INFO - Epoch [21][1920/2640] lr: 1.000e-03, eta: 9:25:59, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5242, top5_acc: 0.7859, loss_cls: 1.8474, loss: 1.8474, grad_norm: 14.2001 2021-08-17 04:56:07,822 - mmaction - INFO - Epoch [21][1940/2640] lr: 1.000e-03, eta: 9:25:50, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.5352, top5_acc: 0.7727, loss_cls: 1.8711, loss: 1.8711, grad_norm: 14.0030 2021-08-17 04:56:16,095 - mmaction - INFO - Epoch [21][1960/2640] lr: 1.000e-03, eta: 9:25:40, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.5148, top5_acc: 0.7625, loss_cls: 1.9189, loss: 1.9189, grad_norm: 14.2359 2021-08-17 04:56:24,423 - mmaction - INFO - Epoch [21][1980/2640] lr: 1.000e-03, eta: 9:25:31, time: 0.416, data_time: 0.001, memory: 5736, top1_acc: 0.5344, top5_acc: 0.7766, loss_cls: 1.8442, loss: 1.8442, grad_norm: 14.1246 2021-08-17 04:56:32,657 - mmaction - INFO - Epoch [21][2000/2640] lr: 1.000e-03, eta: 9:25:21, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5188, top5_acc: 0.7766, loss_cls: 1.8627, loss: 1.8627, grad_norm: 14.4722 2021-08-17 04:56:40,904 - mmaction - INFO - Epoch [21][2020/2640] lr: 1.000e-03, eta: 9:25:12, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5016, top5_acc: 0.7688, loss_cls: 1.9458, loss: 1.9458, grad_norm: 14.2263 2021-08-17 04:56:49,127 - mmaction - INFO - Epoch [21][2040/2640] lr: 1.000e-03, eta: 9:25:02, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5156, top5_acc: 0.7969, loss_cls: 1.8866, loss: 1.8866, grad_norm: 14.7841 2021-08-17 04:56:57,395 - mmaction - INFO - Epoch [21][2060/2640] lr: 1.000e-03, eta: 9:24:53, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.5164, top5_acc: 0.7789, loss_cls: 1.9076, loss: 1.9076, grad_norm: 14.2254 2021-08-17 04:57:05,589 - mmaction - INFO - Epoch [21][2080/2640] lr: 1.000e-03, eta: 9:24:43, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.5289, top5_acc: 0.7828, loss_cls: 1.8497, loss: 1.8497, grad_norm: 14.2609 2021-08-17 04:57:13,870 - mmaction - INFO - Epoch [21][2100/2640] lr: 1.000e-03, eta: 9:24:33, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.5219, top5_acc: 0.7727, loss_cls: 1.9080, loss: 1.9080, grad_norm: 14.3972 2021-08-17 04:57:22,208 - mmaction - INFO - Epoch [21][2120/2640] lr: 1.000e-03, eta: 9:24:24, time: 0.417, data_time: 0.001, memory: 5736, top1_acc: 0.5242, top5_acc: 0.7812, loss_cls: 1.8644, loss: 1.8644, grad_norm: 14.3007 2021-08-17 04:57:30,415 - mmaction - INFO - Epoch [21][2140/2640] lr: 1.000e-03, eta: 9:24:14, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.5352, top5_acc: 0.7875, loss_cls: 1.8354, loss: 1.8354, grad_norm: 14.4703 2021-08-17 04:57:38,607 - mmaction - INFO - Epoch [21][2160/2640] lr: 1.000e-03, eta: 9:24:05, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.5484, top5_acc: 0.7992, loss_cls: 1.8164, loss: 1.8164, grad_norm: 14.2106 2021-08-17 04:57:46,901 - mmaction - INFO - Epoch [21][2180/2640] lr: 1.000e-03, eta: 9:23:55, time: 0.416, data_time: 0.002, memory: 5736, top1_acc: 0.5312, top5_acc: 0.7789, loss_cls: 1.8510, loss: 1.8510, grad_norm: 14.1660 2021-08-17 04:57:55,078 - mmaction - INFO - Epoch [21][2200/2640] lr: 1.000e-03, eta: 9:23:46, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.5477, top5_acc: 0.7820, loss_cls: 1.8578, loss: 1.8578, grad_norm: 14.8080 2021-08-17 04:58:03,336 - mmaction - INFO - Epoch [21][2220/2640] lr: 1.000e-03, eta: 9:23:36, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5312, top5_acc: 0.7883, loss_cls: 1.8557, loss: 1.8557, grad_norm: 14.2689 2021-08-17 04:58:11,508 - mmaction - INFO - Epoch [21][2240/2640] lr: 1.000e-03, eta: 9:23:27, time: 0.408, data_time: 0.000, memory: 5736, top1_acc: 0.5062, top5_acc: 0.7688, loss_cls: 1.9448, loss: 1.9448, grad_norm: 14.7443 2021-08-17 04:58:19,772 - mmaction - INFO - Epoch [21][2260/2640] lr: 1.000e-03, eta: 9:23:17, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.5344, top5_acc: 0.7742, loss_cls: 1.8531, loss: 1.8531, grad_norm: 13.5459 2021-08-17 04:58:27,966 - mmaction - INFO - Epoch [21][2280/2640] lr: 1.000e-03, eta: 9:23:07, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.5398, top5_acc: 0.7836, loss_cls: 1.8565, loss: 1.8565, grad_norm: 15.3431 2021-08-17 04:58:36,218 - mmaction - INFO - Epoch [21][2300/2640] lr: 1.000e-03, eta: 9:22:58, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5219, top5_acc: 0.7844, loss_cls: 1.8661, loss: 1.8661, grad_norm: 14.3222 2021-08-17 04:58:44,468 - mmaction - INFO - Epoch [21][2320/2640] lr: 1.000e-03, eta: 9:22:48, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5055, top5_acc: 0.7703, loss_cls: 1.9529, loss: 1.9529, grad_norm: 14.0784 2021-08-17 04:58:52,661 - mmaction - INFO - Epoch [21][2340/2640] lr: 1.000e-03, eta: 9:22:39, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.5375, top5_acc: 0.7930, loss_cls: 1.8672, loss: 1.8672, grad_norm: 14.3517 2021-08-17 04:59:00,910 - mmaction - INFO - Epoch [21][2360/2640] lr: 1.000e-03, eta: 9:22:29, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.5414, top5_acc: 0.7969, loss_cls: 1.7714, loss: 1.7714, grad_norm: 14.5259 2021-08-17 04:59:09,147 - mmaction - INFO - Epoch [21][2380/2640] lr: 1.000e-03, eta: 9:22:20, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5289, top5_acc: 0.7891, loss_cls: 1.8992, loss: 1.8992, grad_norm: 14.4641 2021-08-17 04:59:17,450 - mmaction - INFO - Epoch [21][2400/2640] lr: 1.000e-03, eta: 9:22:10, time: 0.415, data_time: 0.000, memory: 5736, top1_acc: 0.5102, top5_acc: 0.7570, loss_cls: 1.9710, loss: 1.9710, grad_norm: 14.1554 2021-08-17 04:59:25,648 - mmaction - INFO - Epoch [21][2420/2640] lr: 1.000e-03, eta: 9:22:01, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.5375, top5_acc: 0.7742, loss_cls: 1.8971, loss: 1.8971, grad_norm: 14.2520 2021-08-17 04:59:33,893 - mmaction - INFO - Epoch [21][2440/2640] lr: 1.000e-03, eta: 9:21:51, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.5328, top5_acc: 0.7969, loss_cls: 1.8366, loss: 1.8366, grad_norm: 14.5197 2021-08-17 04:59:42,149 - mmaction - INFO - Epoch [21][2460/2640] lr: 1.000e-03, eta: 9:21:42, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5195, top5_acc: 0.7656, loss_cls: 1.9555, loss: 1.9555, grad_norm: 13.9726 2021-08-17 04:59:50,389 - mmaction - INFO - Epoch [21][2480/2640] lr: 1.000e-03, eta: 9:21:32, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5312, top5_acc: 0.7758, loss_cls: 1.8822, loss: 1.8822, grad_norm: 14.1386 2021-08-17 04:59:58,706 - mmaction - INFO - Epoch [21][2500/2640] lr: 1.000e-03, eta: 9:21:23, time: 0.416, data_time: 0.001, memory: 5736, top1_acc: 0.5180, top5_acc: 0.7641, loss_cls: 1.9606, loss: 1.9606, grad_norm: 14.6477 2021-08-17 05:00:06,929 - mmaction - INFO - Epoch [21][2520/2640] lr: 1.000e-03, eta: 9:21:13, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5344, top5_acc: 0.7844, loss_cls: 1.8785, loss: 1.8785, grad_norm: 13.7301 2021-08-17 05:00:15,189 - mmaction - INFO - Epoch [21][2540/2640] lr: 1.000e-03, eta: 9:21:04, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.5258, top5_acc: 0.7922, loss_cls: 1.8105, loss: 1.8105, grad_norm: 14.0789 2021-08-17 05:00:23,356 - mmaction - INFO - Epoch [21][2560/2640] lr: 1.000e-03, eta: 9:20:54, time: 0.408, data_time: 0.000, memory: 5736, top1_acc: 0.5188, top5_acc: 0.7836, loss_cls: 1.8770, loss: 1.8770, grad_norm: 14.2777 2021-08-17 05:00:31,615 - mmaction - INFO - Epoch [21][2580/2640] lr: 1.000e-03, eta: 9:20:44, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.5266, top5_acc: 0.7789, loss_cls: 1.8630, loss: 1.8630, grad_norm: 15.1383 2021-08-17 05:00:39,871 - mmaction - INFO - Epoch [21][2600/2640] lr: 1.000e-03, eta: 9:20:35, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5203, top5_acc: 0.7508, loss_cls: 2.0048, loss: 2.0048, grad_norm: 13.4703 2021-08-17 05:00:48,160 - mmaction - INFO - Epoch [21][2620/2640] lr: 1.000e-03, eta: 9:20:25, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.5352, top5_acc: 0.7812, loss_cls: 1.8414, loss: 1.8414, grad_norm: 14.0920 2021-08-17 05:00:56,161 - mmaction - INFO - Epoch [21][2640/2640] lr: 1.000e-03, eta: 9:20:16, time: 0.400, data_time: 0.001, memory: 5736, top1_acc: 0.5419, top5_acc: 0.7992, loss_cls: 1.8398, loss: 1.8398, grad_norm: 14.3059 2021-08-17 05:00:59,784 - mmaction - INFO - Saving checkpoint at 21 epochs 2021-08-17 05:01:00,540 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-08-17 05:02:23,508 - mmaction - INFO - Epoch [22][20/2640] lr: 1.000e-03, eta: 9:21:49, time: 4.148, data_time: 3.725, memory: 5736, top1_acc: 0.5461, top5_acc: 0.7852, loss_cls: 1.8265, loss: 1.8265, grad_norm: 14.4601 2021-08-17 05:02:31,776 - mmaction - INFO - Epoch [22][40/2640] lr: 1.000e-03, eta: 9:21:40, time: 0.414, data_time: 0.004, memory: 5736, top1_acc: 0.5555, top5_acc: 0.7914, loss_cls: 1.7766, loss: 1.7766, grad_norm: 13.6935 2021-08-17 05:02:39,947 - mmaction - INFO - Epoch [22][60/2640] lr: 1.000e-03, eta: 9:21:30, time: 0.409, data_time: 0.001, memory: 5736, top1_acc: 0.5437, top5_acc: 0.7883, loss_cls: 1.7949, loss: 1.7949, grad_norm: 14.4112 2021-08-17 05:02:48,183 - mmaction - INFO - Epoch [22][80/2640] lr: 1.000e-03, eta: 9:21:20, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.5484, top5_acc: 0.7992, loss_cls: 1.8011, loss: 1.8011, grad_norm: 15.0852 2021-08-17 05:02:56,392 - mmaction - INFO - Epoch [22][100/2640] lr: 1.000e-03, eta: 9:21:11, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5539, top5_acc: 0.8086, loss_cls: 1.7558, loss: 1.7558, grad_norm: 14.2427 2021-08-17 05:03:04,642 - mmaction - INFO - Epoch [22][120/2640] lr: 1.000e-03, eta: 9:21:01, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5391, top5_acc: 0.7789, loss_cls: 1.8654, loss: 1.8654, grad_norm: 15.0762 2021-08-17 05:03:12,832 - mmaction - INFO - Epoch [22][140/2640] lr: 1.000e-03, eta: 9:20:51, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.5422, top5_acc: 0.7828, loss_cls: 1.8030, loss: 1.8030, grad_norm: 14.1554 2021-08-17 05:03:21,091 - mmaction - INFO - Epoch [22][160/2640] lr: 1.000e-03, eta: 9:20:42, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5570, top5_acc: 0.7805, loss_cls: 1.8271, loss: 1.8271, grad_norm: 14.1112 2021-08-17 05:03:29,272 - mmaction - INFO - Epoch [22][180/2640] lr: 1.000e-03, eta: 9:20:32, time: 0.409, data_time: 0.001, memory: 5736, top1_acc: 0.5469, top5_acc: 0.7922, loss_cls: 1.8070, loss: 1.8070, grad_norm: 14.6793 2021-08-17 05:03:37,533 - mmaction - INFO - Epoch [22][200/2640] lr: 1.000e-03, eta: 9:20:23, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.5469, top5_acc: 0.7914, loss_cls: 1.8318, loss: 1.8318, grad_norm: 13.6692 2021-08-17 05:03:45,777 - mmaction - INFO - Epoch [22][220/2640] lr: 1.000e-03, eta: 9:20:13, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5445, top5_acc: 0.7797, loss_cls: 1.8200, loss: 1.8200, grad_norm: 14.0405 2021-08-17 05:03:54,050 - mmaction - INFO - Epoch [22][240/2640] lr: 1.000e-03, eta: 9:20:04, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.5445, top5_acc: 0.7852, loss_cls: 1.8472, loss: 1.8472, grad_norm: 14.3748 2021-08-17 05:04:02,270 - mmaction - INFO - Epoch [22][260/2640] lr: 1.000e-03, eta: 9:19:54, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5492, top5_acc: 0.7922, loss_cls: 1.8281, loss: 1.8281, grad_norm: 14.1406 2021-08-17 05:04:10,509 - mmaction - INFO - Epoch [22][280/2640] lr: 1.000e-03, eta: 9:19:44, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5516, top5_acc: 0.8039, loss_cls: 1.7819, loss: 1.7819, grad_norm: 14.5899 2021-08-17 05:04:18,716 - mmaction - INFO - Epoch [22][300/2640] lr: 1.000e-03, eta: 9:19:35, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5414, top5_acc: 0.7930, loss_cls: 1.8273, loss: 1.8273, grad_norm: 14.8136 2021-08-17 05:04:27,053 - mmaction - INFO - Epoch [22][320/2640] lr: 1.000e-03, eta: 9:19:25, time: 0.417, data_time: 0.002, memory: 5736, top1_acc: 0.5492, top5_acc: 0.7930, loss_cls: 1.8043, loss: 1.8043, grad_norm: 14.5956 2021-08-17 05:04:35,326 - mmaction - INFO - Epoch [22][340/2640] lr: 1.000e-03, eta: 9:19:16, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.5242, top5_acc: 0.7898, loss_cls: 1.8311, loss: 1.8311, grad_norm: 14.4807 2021-08-17 05:04:43,628 - mmaction - INFO - Epoch [22][360/2640] lr: 1.000e-03, eta: 9:19:06, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.5352, top5_acc: 0.7922, loss_cls: 1.8057, loss: 1.8057, grad_norm: 14.1433 2021-08-17 05:04:51,874 - mmaction - INFO - Epoch [22][380/2640] lr: 1.000e-03, eta: 9:18:57, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5281, top5_acc: 0.7852, loss_cls: 1.9140, loss: 1.9140, grad_norm: 14.7346 2021-08-17 05:05:00,098 - mmaction - INFO - Epoch [22][400/2640] lr: 1.000e-03, eta: 9:18:47, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.5352, top5_acc: 0.7812, loss_cls: 1.8762, loss: 1.8762, grad_norm: 14.1933 2021-08-17 05:05:08,374 - mmaction - INFO - Epoch [22][420/2640] lr: 1.000e-03, eta: 9:18:38, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.5359, top5_acc: 0.7859, loss_cls: 1.8063, loss: 1.8063, grad_norm: 14.4079 2021-08-17 05:05:16,613 - mmaction - INFO - Epoch [22][440/2640] lr: 1.000e-03, eta: 9:18:28, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.5125, top5_acc: 0.7852, loss_cls: 1.8416, loss: 1.8416, grad_norm: 15.0317 2021-08-17 05:05:24,926 - mmaction - INFO - Epoch [22][460/2640] lr: 1.000e-03, eta: 9:18:19, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.5656, top5_acc: 0.8070, loss_cls: 1.7673, loss: 1.7673, grad_norm: 14.5351 2021-08-17 05:05:33,157 - mmaction - INFO - Epoch [22][480/2640] lr: 1.000e-03, eta: 9:18:09, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5406, top5_acc: 0.7906, loss_cls: 1.8590, loss: 1.8590, grad_norm: 14.2977 2021-08-17 05:05:41,393 - mmaction - INFO - Epoch [22][500/2640] lr: 1.000e-03, eta: 9:17:59, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5383, top5_acc: 0.7844, loss_cls: 1.8779, loss: 1.8779, grad_norm: 14.5767 2021-08-17 05:05:49,609 - mmaction - INFO - Epoch [22][520/2640] lr: 1.000e-03, eta: 9:17:50, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5203, top5_acc: 0.7789, loss_cls: 1.8710, loss: 1.8710, grad_norm: 14.3679 2021-08-17 05:05:57,806 - mmaction - INFO - Epoch [22][540/2640] lr: 1.000e-03, eta: 9:17:40, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.5320, top5_acc: 0.7844, loss_cls: 1.8555, loss: 1.8555, grad_norm: 14.7532 2021-08-17 05:06:06,082 - mmaction - INFO - Epoch [22][560/2640] lr: 1.000e-03, eta: 9:17:31, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.5547, top5_acc: 0.7750, loss_cls: 1.8340, loss: 1.8340, grad_norm: 14.6530 2021-08-17 05:06:14,355 - mmaction - INFO - Epoch [22][580/2640] lr: 1.000e-03, eta: 9:17:21, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.5406, top5_acc: 0.7969, loss_cls: 1.7527, loss: 1.7527, grad_norm: 14.5873 2021-08-17 05:06:22,659 - mmaction - INFO - Epoch [22][600/2640] lr: 1.000e-03, eta: 9:17:12, time: 0.415, data_time: 0.000, memory: 5736, top1_acc: 0.5672, top5_acc: 0.8016, loss_cls: 1.7622, loss: 1.7622, grad_norm: 14.2106 2021-08-17 05:06:30,898 - mmaction - INFO - Epoch [22][620/2640] lr: 1.000e-03, eta: 9:17:02, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.5250, top5_acc: 0.7898, loss_cls: 1.8494, loss: 1.8494, grad_norm: 14.9037 2021-08-17 05:06:39,140 - mmaction - INFO - Epoch [22][640/2640] lr: 1.000e-03, eta: 9:16:52, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.5609, top5_acc: 0.7867, loss_cls: 1.7461, loss: 1.7461, grad_norm: 14.7191 2021-08-17 05:06:47,372 - mmaction - INFO - Epoch [22][660/2640] lr: 1.000e-03, eta: 9:16:43, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.5445, top5_acc: 0.7969, loss_cls: 1.8309, loss: 1.8309, grad_norm: 14.6060 2021-08-17 05:06:55,570 - mmaction - INFO - Epoch [22][680/2640] lr: 1.000e-03, eta: 9:16:33, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.5359, top5_acc: 0.7766, loss_cls: 1.8928, loss: 1.8928, grad_norm: 14.1958 2021-08-17 05:07:03,848 - mmaction - INFO - Epoch [22][700/2640] lr: 1.000e-03, eta: 9:16:24, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.5656, top5_acc: 0.8016, loss_cls: 1.7251, loss: 1.7251, grad_norm: 14.5041 2021-08-17 05:07:12,160 - mmaction - INFO - Epoch [22][720/2640] lr: 1.000e-03, eta: 9:16:14, time: 0.415, data_time: 0.000, memory: 5736, top1_acc: 0.5578, top5_acc: 0.7883, loss_cls: 1.7649, loss: 1.7649, grad_norm: 13.7515 2021-08-17 05:07:20,423 - mmaction - INFO - Epoch [22][740/2640] lr: 1.000e-03, eta: 9:16:05, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5289, top5_acc: 0.7844, loss_cls: 1.8711, loss: 1.8711, grad_norm: 15.0644 2021-08-17 05:07:28,755 - mmaction - INFO - Epoch [22][760/2640] lr: 1.000e-03, eta: 9:15:55, time: 0.416, data_time: 0.001, memory: 5736, top1_acc: 0.5414, top5_acc: 0.7992, loss_cls: 1.8223, loss: 1.8223, grad_norm: 14.9670 2021-08-17 05:07:36,950 - mmaction - INFO - Epoch [22][780/2640] lr: 1.000e-03, eta: 9:15:46, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.5383, top5_acc: 0.7859, loss_cls: 1.8181, loss: 1.8181, grad_norm: 14.4320 2021-08-17 05:07:45,238 - mmaction - INFO - Epoch [22][800/2640] lr: 1.000e-03, eta: 9:15:36, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.5289, top5_acc: 0.7937, loss_cls: 1.8534, loss: 1.8534, grad_norm: 14.6451 2021-08-17 05:07:53,459 - mmaction - INFO - Epoch [22][820/2640] lr: 1.000e-03, eta: 9:15:27, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.5359, top5_acc: 0.7883, loss_cls: 1.7885, loss: 1.7885, grad_norm: 14.2451 2021-08-17 05:08:01,738 - mmaction - INFO - Epoch [22][840/2640] lr: 1.000e-03, eta: 9:15:17, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.5156, top5_acc: 0.7742, loss_cls: 1.9391, loss: 1.9391, grad_norm: 15.1322 2021-08-17 05:08:09,955 - mmaction - INFO - Epoch [22][860/2640] lr: 1.000e-03, eta: 9:15:08, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5391, top5_acc: 0.7922, loss_cls: 1.8423, loss: 1.8423, grad_norm: 14.5638 2021-08-17 05:08:18,236 - mmaction - INFO - Epoch [22][880/2640] lr: 1.000e-03, eta: 9:14:58, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.5250, top5_acc: 0.7828, loss_cls: 1.8937, loss: 1.8937, grad_norm: 14.0985 2021-08-17 05:08:26,532 - mmaction - INFO - Epoch [22][900/2640] lr: 1.000e-03, eta: 9:14:49, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.5727, top5_acc: 0.8156, loss_cls: 1.7282, loss: 1.7282, grad_norm: 13.5211 2021-08-17 05:08:34,792 - mmaction - INFO - Epoch [22][920/2640] lr: 1.000e-03, eta: 9:14:39, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.5469, top5_acc: 0.8078, loss_cls: 1.7205, loss: 1.7205, grad_norm: 14.4864 2021-08-17 05:08:43,016 - mmaction - INFO - Epoch [22][940/2640] lr: 1.000e-03, eta: 9:14:30, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5539, top5_acc: 0.8172, loss_cls: 1.7605, loss: 1.7605, grad_norm: 14.8155 2021-08-17 05:08:51,302 - mmaction - INFO - Epoch [22][960/2640] lr: 1.000e-03, eta: 9:14:20, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.5469, top5_acc: 0.7859, loss_cls: 1.8305, loss: 1.8305, grad_norm: 14.1063 2021-08-17 05:08:59,555 - mmaction - INFO - Epoch [22][980/2640] lr: 1.000e-03, eta: 9:14:10, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5484, top5_acc: 0.7992, loss_cls: 1.7887, loss: 1.7887, grad_norm: 14.1229 2021-08-17 05:09:07,816 - mmaction - INFO - Epoch [22][1000/2640] lr: 1.000e-03, eta: 9:14:01, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.5453, top5_acc: 0.8023, loss_cls: 1.7746, loss: 1.7746, grad_norm: 14.3978 2021-08-17 05:09:16,054 - mmaction - INFO - Epoch [22][1020/2640] lr: 1.000e-03, eta: 9:13:51, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5305, top5_acc: 0.7812, loss_cls: 1.8802, loss: 1.8802, grad_norm: 14.7944 2021-08-17 05:09:24,310 - mmaction - INFO - Epoch [22][1040/2640] lr: 1.000e-03, eta: 9:13:42, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.5500, top5_acc: 0.7945, loss_cls: 1.7925, loss: 1.7925, grad_norm: 13.6896 2021-08-17 05:09:32,594 - mmaction - INFO - Epoch [22][1060/2640] lr: 1.000e-03, eta: 9:13:32, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.5422, top5_acc: 0.7781, loss_cls: 1.8737, loss: 1.8737, grad_norm: 13.9545 2021-08-17 05:09:40,820 - mmaction - INFO - Epoch [22][1080/2640] lr: 1.000e-03, eta: 9:13:23, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5242, top5_acc: 0.7781, loss_cls: 1.8456, loss: 1.8456, grad_norm: 14.8872 2021-08-17 05:09:49,046 - mmaction - INFO - Epoch [22][1100/2640] lr: 1.000e-03, eta: 9:13:13, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5250, top5_acc: 0.7797, loss_cls: 1.9008, loss: 1.9008, grad_norm: 14.4632 2021-08-17 05:09:57,378 - mmaction - INFO - Epoch [22][1120/2640] lr: 1.000e-03, eta: 9:13:04, time: 0.416, data_time: 0.001, memory: 5736, top1_acc: 0.5359, top5_acc: 0.7773, loss_cls: 1.8397, loss: 1.8397, grad_norm: 14.0286 2021-08-17 05:10:05,697 - mmaction - INFO - Epoch [22][1140/2640] lr: 1.000e-03, eta: 9:12:54, time: 0.417, data_time: 0.001, memory: 5736, top1_acc: 0.5531, top5_acc: 0.8039, loss_cls: 1.7829, loss: 1.7829, grad_norm: 14.3397 2021-08-17 05:10:13,938 - mmaction - INFO - Epoch [22][1160/2640] lr: 1.000e-03, eta: 9:12:45, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5422, top5_acc: 0.7906, loss_cls: 1.7983, loss: 1.7983, grad_norm: 15.0116 2021-08-17 05:10:22,205 - mmaction - INFO - Epoch [22][1180/2640] lr: 1.000e-03, eta: 9:12:35, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5492, top5_acc: 0.7789, loss_cls: 1.8285, loss: 1.8285, grad_norm: 13.8295 2021-08-17 05:10:30,436 - mmaction - INFO - Epoch [22][1200/2640] lr: 1.000e-03, eta: 9:12:26, time: 0.411, data_time: 0.002, memory: 5736, top1_acc: 0.5352, top5_acc: 0.7734, loss_cls: 1.8887, loss: 1.8887, grad_norm: 14.5705 2021-08-17 05:10:38,638 - mmaction - INFO - Epoch [22][1220/2640] lr: 1.000e-03, eta: 9:12:16, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.5289, top5_acc: 0.7875, loss_cls: 1.9241, loss: 1.9241, grad_norm: 14.0875 2021-08-17 05:10:46,956 - mmaction - INFO - Epoch [22][1240/2640] lr: 1.000e-03, eta: 9:12:07, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.5359, top5_acc: 0.7805, loss_cls: 1.8367, loss: 1.8367, grad_norm: 14.4830 2021-08-17 05:10:55,182 - mmaction - INFO - Epoch [22][1260/2640] lr: 1.000e-03, eta: 9:11:57, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5453, top5_acc: 0.7992, loss_cls: 1.8101, loss: 1.8101, grad_norm: 14.6988 2021-08-17 05:11:03,465 - mmaction - INFO - Epoch [22][1280/2640] lr: 1.000e-03, eta: 9:11:48, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.5344, top5_acc: 0.7883, loss_cls: 1.8321, loss: 1.8321, grad_norm: 14.0237 2021-08-17 05:11:11,691 - mmaction - INFO - Epoch [22][1300/2640] lr: 1.000e-03, eta: 9:11:38, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.5656, top5_acc: 0.8055, loss_cls: 1.7475, loss: 1.7475, grad_norm: 14.2371 2021-08-17 05:11:19,945 - mmaction - INFO - Epoch [22][1320/2640] lr: 1.000e-03, eta: 9:11:29, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.5305, top5_acc: 0.7594, loss_cls: 1.8790, loss: 1.8790, grad_norm: 14.5585 2021-08-17 05:11:28,141 - mmaction - INFO - Epoch [22][1340/2640] lr: 1.000e-03, eta: 9:11:19, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.5328, top5_acc: 0.7828, loss_cls: 1.8694, loss: 1.8694, grad_norm: 14.6876 2021-08-17 05:11:36,407 - mmaction - INFO - Epoch [22][1360/2640] lr: 1.000e-03, eta: 9:11:10, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.5250, top5_acc: 0.7820, loss_cls: 1.8522, loss: 1.8522, grad_norm: 14.3010 2021-08-17 05:11:44,670 - mmaction - INFO - Epoch [22][1380/2640] lr: 1.000e-03, eta: 9:11:00, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.5367, top5_acc: 0.7805, loss_cls: 1.8822, loss: 1.8822, grad_norm: 13.9876 2021-08-17 05:11:52,993 - mmaction - INFO - Epoch [22][1400/2640] lr: 1.000e-03, eta: 9:10:51, time: 0.416, data_time: 0.001, memory: 5736, top1_acc: 0.5328, top5_acc: 0.7891, loss_cls: 1.8269, loss: 1.8269, grad_norm: 14.8057 2021-08-17 05:12:01,194 - mmaction - INFO - Epoch [22][1420/2640] lr: 1.000e-03, eta: 9:10:41, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.5195, top5_acc: 0.7570, loss_cls: 2.0063, loss: 2.0063, grad_norm: 13.8185 2021-08-17 05:12:09,485 - mmaction - INFO - Epoch [22][1440/2640] lr: 1.000e-03, eta: 9:10:32, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.5352, top5_acc: 0.7828, loss_cls: 1.8670, loss: 1.8670, grad_norm: 14.0922 2021-08-17 05:12:17,725 - mmaction - INFO - Epoch [22][1460/2640] lr: 1.000e-03, eta: 9:10:22, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5234, top5_acc: 0.7844, loss_cls: 1.8946, loss: 1.8946, grad_norm: 15.1004 2021-08-17 05:12:26,040 - mmaction - INFO - Epoch [22][1480/2640] lr: 1.000e-03, eta: 9:10:13, time: 0.416, data_time: 0.002, memory: 5736, top1_acc: 0.5172, top5_acc: 0.7742, loss_cls: 1.9426, loss: 1.9426, grad_norm: 14.2340 2021-08-17 05:12:34,295 - mmaction - INFO - Epoch [22][1500/2640] lr: 1.000e-03, eta: 9:10:03, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5422, top5_acc: 0.7852, loss_cls: 1.8462, loss: 1.8462, grad_norm: 14.3545 2021-08-17 05:12:42,559 - mmaction - INFO - Epoch [22][1520/2640] lr: 1.000e-03, eta: 9:09:54, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.5406, top5_acc: 0.8047, loss_cls: 1.7662, loss: 1.7662, grad_norm: 14.7182 2021-08-17 05:12:50,827 - mmaction - INFO - Epoch [22][1540/2640] lr: 1.000e-03, eta: 9:09:44, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.5258, top5_acc: 0.7867, loss_cls: 1.8686, loss: 1.8686, grad_norm: 14.6449 2021-08-17 05:12:59,157 - mmaction - INFO - Epoch [22][1560/2640] lr: 1.000e-03, eta: 9:09:35, time: 0.417, data_time: 0.001, memory: 5736, top1_acc: 0.5422, top5_acc: 0.8055, loss_cls: 1.8029, loss: 1.8029, grad_norm: 13.7206 2021-08-17 05:13:07,356 - mmaction - INFO - Epoch [22][1580/2640] lr: 1.000e-03, eta: 9:09:25, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.5352, top5_acc: 0.7664, loss_cls: 1.8760, loss: 1.8760, grad_norm: 13.7894 2021-08-17 05:13:15,607 - mmaction - INFO - Epoch [22][1600/2640] lr: 1.000e-03, eta: 9:09:16, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.5312, top5_acc: 0.7875, loss_cls: 1.8502, loss: 1.8502, grad_norm: 14.5350 2021-08-17 05:13:23,820 - mmaction - INFO - Epoch [22][1620/2640] lr: 1.000e-03, eta: 9:09:06, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5578, top5_acc: 0.7891, loss_cls: 1.7962, loss: 1.7962, grad_norm: 13.7967 2021-08-17 05:13:32,074 - mmaction - INFO - Epoch [22][1640/2640] lr: 1.000e-03, eta: 9:08:57, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.5289, top5_acc: 0.7742, loss_cls: 1.8330, loss: 1.8330, grad_norm: 14.4881 2021-08-17 05:13:40,351 - mmaction - INFO - Epoch [22][1660/2640] lr: 1.000e-03, eta: 9:08:47, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5289, top5_acc: 0.7758, loss_cls: 1.8507, loss: 1.8507, grad_norm: 13.8797 2021-08-17 05:13:48,662 - mmaction - INFO - Epoch [22][1680/2640] lr: 1.000e-03, eta: 9:08:38, time: 0.416, data_time: 0.002, memory: 5736, top1_acc: 0.5437, top5_acc: 0.7930, loss_cls: 1.8720, loss: 1.8720, grad_norm: 13.9039 2021-08-17 05:13:56,927 - mmaction - INFO - Epoch [22][1700/2640] lr: 1.000e-03, eta: 9:08:28, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5188, top5_acc: 0.7719, loss_cls: 1.9334, loss: 1.9334, grad_norm: 14.1587 2021-08-17 05:14:05,239 - mmaction - INFO - Epoch [22][1720/2640] lr: 1.000e-03, eta: 9:08:19, time: 0.416, data_time: 0.002, memory: 5736, top1_acc: 0.5469, top5_acc: 0.7883, loss_cls: 1.8548, loss: 1.8548, grad_norm: 13.8582 2021-08-17 05:14:13,437 - mmaction - INFO - Epoch [22][1740/2640] lr: 1.000e-03, eta: 9:08:09, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.5234, top5_acc: 0.7680, loss_cls: 1.9071, loss: 1.9071, grad_norm: 14.7860 2021-08-17 05:14:21,655 - mmaction - INFO - Epoch [22][1760/2640] lr: 1.000e-03, eta: 9:08:00, time: 0.411, data_time: 0.002, memory: 5736, top1_acc: 0.5539, top5_acc: 0.7953, loss_cls: 1.7560, loss: 1.7560, grad_norm: 14.6948 2021-08-17 05:14:29,935 - mmaction - INFO - Epoch [22][1780/2640] lr: 1.000e-03, eta: 9:07:50, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.5266, top5_acc: 0.7773, loss_cls: 1.8484, loss: 1.8484, grad_norm: 14.7042 2021-08-17 05:14:38,145 - mmaction - INFO - Epoch [22][1800/2640] lr: 1.000e-03, eta: 9:07:41, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.5445, top5_acc: 0.8055, loss_cls: 1.7800, loss: 1.7800, grad_norm: 14.1897 2021-08-17 05:14:46,347 - mmaction - INFO - Epoch [22][1820/2640] lr: 1.000e-03, eta: 9:07:31, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.5117, top5_acc: 0.7758, loss_cls: 1.8585, loss: 1.8585, grad_norm: 14.8711 2021-08-17 05:14:54,615 - mmaction - INFO - Epoch [22][1840/2640] lr: 1.000e-03, eta: 9:07:22, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.5375, top5_acc: 0.7805, loss_cls: 1.8828, loss: 1.8828, grad_norm: 14.4134 2021-08-17 05:15:02,879 - mmaction - INFO - Epoch [22][1860/2640] lr: 1.000e-03, eta: 9:07:12, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.5453, top5_acc: 0.7883, loss_cls: 1.8215, loss: 1.8215, grad_norm: 14.3975 2021-08-17 05:15:11,118 - mmaction - INFO - Epoch [22][1880/2640] lr: 1.000e-03, eta: 9:07:03, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.5375, top5_acc: 0.7859, loss_cls: 1.8624, loss: 1.8624, grad_norm: 14.1682 2021-08-17 05:15:19,359 - mmaction - INFO - Epoch [22][1900/2640] lr: 1.000e-03, eta: 9:06:53, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5227, top5_acc: 0.7773, loss_cls: 1.9191, loss: 1.9191, grad_norm: 14.5062 2021-08-17 05:15:27,611 - mmaction - INFO - Epoch [22][1920/2640] lr: 1.000e-03, eta: 9:06:44, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.5117, top5_acc: 0.7656, loss_cls: 1.9207, loss: 1.9207, grad_norm: 14.3614 2021-08-17 05:15:35,890 - mmaction - INFO - Epoch [22][1940/2640] lr: 1.000e-03, eta: 9:06:34, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.5289, top5_acc: 0.7953, loss_cls: 1.8426, loss: 1.8426, grad_norm: 14.6718 2021-08-17 05:15:44,173 - mmaction - INFO - Epoch [22][1960/2640] lr: 1.000e-03, eta: 9:06:25, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.5500, top5_acc: 0.7820, loss_cls: 1.8508, loss: 1.8508, grad_norm: 14.2052 2021-08-17 05:15:52,501 - mmaction - INFO - Epoch [22][1980/2640] lr: 1.000e-03, eta: 9:06:15, time: 0.416, data_time: 0.000, memory: 5736, top1_acc: 0.5227, top5_acc: 0.7789, loss_cls: 1.8892, loss: 1.8892, grad_norm: 14.0349 2021-08-17 05:16:00,768 - mmaction - INFO - Epoch [22][2000/2640] lr: 1.000e-03, eta: 9:06:06, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.5367, top5_acc: 0.7922, loss_cls: 1.8140, loss: 1.8140, grad_norm: 14.3322 2021-08-17 05:16:08,962 - mmaction - INFO - Epoch [22][2020/2640] lr: 1.000e-03, eta: 9:05:56, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.5477, top5_acc: 0.8008, loss_cls: 1.8017, loss: 1.8017, grad_norm: 13.8241 2021-08-17 05:16:17,197 - mmaction - INFO - Epoch [22][2040/2640] lr: 1.000e-03, eta: 9:05:47, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.5453, top5_acc: 0.7797, loss_cls: 1.8229, loss: 1.8229, grad_norm: 14.1286 2021-08-17 05:16:25,469 - mmaction - INFO - Epoch [22][2060/2640] lr: 1.000e-03, eta: 9:05:37, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.5180, top5_acc: 0.7930, loss_cls: 1.8804, loss: 1.8804, grad_norm: 13.9654 2021-08-17 05:16:33,707 - mmaction - INFO - Epoch [22][2080/2640] lr: 1.000e-03, eta: 9:05:28, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.5227, top5_acc: 0.7773, loss_cls: 1.8949, loss: 1.8949, grad_norm: 14.3296 2021-08-17 05:16:42,063 - mmaction - INFO - Epoch [22][2100/2640] lr: 1.000e-03, eta: 9:05:19, time: 0.418, data_time: 0.001, memory: 5736, top1_acc: 0.5203, top5_acc: 0.7906, loss_cls: 1.8851, loss: 1.8851, grad_norm: 14.2852 2021-08-17 05:16:50,335 - mmaction - INFO - Epoch [22][2120/2640] lr: 1.000e-03, eta: 9:05:09, time: 0.414, data_time: 0.000, memory: 5736, top1_acc: 0.5484, top5_acc: 0.8094, loss_cls: 1.7562, loss: 1.7562, grad_norm: 14.2362 2021-08-17 05:16:58,607 - mmaction - INFO - Epoch [22][2140/2640] lr: 1.000e-03, eta: 9:05:00, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.5336, top5_acc: 0.7922, loss_cls: 1.8543, loss: 1.8543, grad_norm: 13.4617 2021-08-17 05:17:06,889 - mmaction - INFO - Epoch [22][2160/2640] lr: 1.000e-03, eta: 9:04:50, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5406, top5_acc: 0.7766, loss_cls: 1.8652, loss: 1.8652, grad_norm: 14.0382 2021-08-17 05:17:15,122 - mmaction - INFO - Epoch [22][2180/2640] lr: 1.000e-03, eta: 9:04:41, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5375, top5_acc: 0.7750, loss_cls: 1.8375, loss: 1.8375, grad_norm: 13.9472 2021-08-17 05:17:23,398 - mmaction - INFO - Epoch [22][2200/2640] lr: 1.000e-03, eta: 9:04:31, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.5461, top5_acc: 0.8125, loss_cls: 1.7322, loss: 1.7322, grad_norm: 14.1888 2021-08-17 05:17:31,654 - mmaction - INFO - Epoch [22][2220/2640] lr: 1.000e-03, eta: 9:04:22, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5234, top5_acc: 0.7797, loss_cls: 1.8794, loss: 1.8794, grad_norm: 14.5289 2021-08-17 05:17:39,965 - mmaction - INFO - Epoch [22][2240/2640] lr: 1.000e-03, eta: 9:04:12, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.5352, top5_acc: 0.7898, loss_cls: 1.8602, loss: 1.8602, grad_norm: 13.6751 2021-08-17 05:17:48,213 - mmaction - INFO - Epoch [22][2260/2640] lr: 1.000e-03, eta: 9:04:03, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.5398, top5_acc: 0.7852, loss_cls: 1.8180, loss: 1.8180, grad_norm: 14.1770 2021-08-17 05:17:56,480 - mmaction - INFO - Epoch [22][2280/2640] lr: 1.000e-03, eta: 9:03:53, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5398, top5_acc: 0.7789, loss_cls: 1.8598, loss: 1.8598, grad_norm: 13.8602 2021-08-17 05:18:04,737 - mmaction - INFO - Epoch [22][2300/2640] lr: 1.000e-03, eta: 9:03:44, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5242, top5_acc: 0.7750, loss_cls: 1.8901, loss: 1.8901, grad_norm: 14.1699 2021-08-17 05:18:12,969 - mmaction - INFO - Epoch [22][2320/2640] lr: 1.000e-03, eta: 9:03:35, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5539, top5_acc: 0.7953, loss_cls: 1.7879, loss: 1.7879, grad_norm: 14.8951 2021-08-17 05:18:21,249 - mmaction - INFO - Epoch [22][2340/2640] lr: 1.000e-03, eta: 9:03:25, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.5188, top5_acc: 0.7719, loss_cls: 1.9353, loss: 1.9353, grad_norm: 14.8885 2021-08-17 05:18:29,524 - mmaction - INFO - Epoch [22][2360/2640] lr: 1.000e-03, eta: 9:03:16, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.5289, top5_acc: 0.7828, loss_cls: 1.8586, loss: 1.8586, grad_norm: 13.8310 2021-08-17 05:18:37,726 - mmaction - INFO - Epoch [22][2380/2640] lr: 1.000e-03, eta: 9:03:06, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.5281, top5_acc: 0.7891, loss_cls: 1.8415, loss: 1.8415, grad_norm: 14.8245 2021-08-17 05:18:45,931 - mmaction - INFO - Epoch [22][2400/2640] lr: 1.000e-03, eta: 9:02:57, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.5469, top5_acc: 0.7930, loss_cls: 1.8125, loss: 1.8125, grad_norm: 13.8534 2021-08-17 05:18:54,161 - mmaction - INFO - Epoch [22][2420/2640] lr: 1.000e-03, eta: 9:02:47, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5375, top5_acc: 0.8023, loss_cls: 1.7670, loss: 1.7670, grad_norm: 15.4015 2021-08-17 05:19:02,404 - mmaction - INFO - Epoch [22][2440/2640] lr: 1.000e-03, eta: 9:02:38, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.5367, top5_acc: 0.7750, loss_cls: 1.8839, loss: 1.8839, grad_norm: 13.6181 2021-08-17 05:19:10,650 - mmaction - INFO - Epoch [22][2460/2640] lr: 1.000e-03, eta: 9:02:28, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.5125, top5_acc: 0.7898, loss_cls: 1.8753, loss: 1.8753, grad_norm: 14.4075 2021-08-17 05:19:18,902 - mmaction - INFO - Epoch [22][2480/2640] lr: 1.000e-03, eta: 9:02:19, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.5477, top5_acc: 0.7789, loss_cls: 1.8099, loss: 1.8099, grad_norm: 13.7893 2021-08-17 05:19:27,168 - mmaction - INFO - Epoch [22][2500/2640] lr: 1.000e-03, eta: 9:02:09, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.5484, top5_acc: 0.7797, loss_cls: 1.8544, loss: 1.8544, grad_norm: 13.8985 2021-08-17 05:19:35,441 - mmaction - INFO - Epoch [22][2520/2640] lr: 1.000e-03, eta: 9:02:00, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.5406, top5_acc: 0.7914, loss_cls: 1.8253, loss: 1.8253, grad_norm: 14.0306 2021-08-17 05:19:43,641 - mmaction - INFO - Epoch [22][2540/2640] lr: 1.000e-03, eta: 9:01:50, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.5539, top5_acc: 0.7961, loss_cls: 1.7638, loss: 1.7638, grad_norm: 13.6990 2021-08-17 05:19:51,887 - mmaction - INFO - Epoch [22][2560/2640] lr: 1.000e-03, eta: 9:01:41, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5625, top5_acc: 0.8070, loss_cls: 1.7061, loss: 1.7061, grad_norm: 14.1976 2021-08-17 05:20:00,123 - mmaction - INFO - Epoch [22][2580/2640] lr: 1.000e-03, eta: 9:01:31, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5586, top5_acc: 0.8094, loss_cls: 1.7931, loss: 1.7931, grad_norm: 14.7181 2021-08-17 05:20:08,400 - mmaction - INFO - Epoch [22][2600/2640] lr: 1.000e-03, eta: 9:01:22, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.5500, top5_acc: 0.7969, loss_cls: 1.8188, loss: 1.8188, grad_norm: 14.1115 2021-08-17 05:20:16,604 - mmaction - INFO - Epoch [22][2620/2640] lr: 1.000e-03, eta: 9:01:12, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.5352, top5_acc: 0.7680, loss_cls: 1.9062, loss: 1.9062, grad_norm: 14.6869 2021-08-17 05:20:24,566 - mmaction - INFO - Epoch [22][2640/2640] lr: 1.000e-03, eta: 9:01:03, time: 0.398, data_time: 0.001, memory: 5736, top1_acc: 0.5403, top5_acc: 0.7976, loss_cls: 1.7798, loss: 1.7798, grad_norm: 14.6744 2021-08-17 05:20:26,738 - mmaction - INFO - Saving checkpoint at 22 epochs 2021-08-17 05:20:27,140 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-08-17 05:21:47,586 - mmaction - INFO - Epoch [23][20/2640] lr: 1.000e-03, eta: 9:02:25, time: 4.021, data_time: 3.600, memory: 5736, top1_acc: 0.5477, top5_acc: 0.7875, loss_cls: 1.8216, loss: 1.8216, grad_norm: 13.5254 2021-08-17 05:21:55,847 - mmaction - INFO - Epoch [23][40/2640] lr: 1.000e-03, eta: 9:02:15, time: 0.413, data_time: 0.004, memory: 5736, top1_acc: 0.5398, top5_acc: 0.7945, loss_cls: 1.8030, loss: 1.8030, grad_norm: 14.0554 2021-08-17 05:22:04,072 - mmaction - INFO - Epoch [23][60/2640] lr: 1.000e-03, eta: 9:02:06, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5445, top5_acc: 0.7914, loss_cls: 1.8009, loss: 1.8009, grad_norm: 14.9066 2021-08-17 05:22:12,231 - mmaction - INFO - Epoch [23][80/2640] lr: 1.000e-03, eta: 9:01:56, time: 0.408, data_time: 0.000, memory: 5736, top1_acc: 0.5484, top5_acc: 0.7867, loss_cls: 1.7906, loss: 1.7906, grad_norm: 14.4470 2021-08-17 05:22:20,473 - mmaction - INFO - Epoch [23][100/2640] lr: 1.000e-03, eta: 9:01:47, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.5281, top5_acc: 0.7891, loss_cls: 1.8051, loss: 1.8051, grad_norm: 14.5333 2021-08-17 05:22:28,797 - mmaction - INFO - Epoch [23][120/2640] lr: 1.000e-03, eta: 9:01:37, time: 0.417, data_time: 0.001, memory: 5736, top1_acc: 0.5516, top5_acc: 0.7953, loss_cls: 1.7718, loss: 1.7718, grad_norm: 13.6901 2021-08-17 05:22:37,082 - mmaction - INFO - Epoch [23][140/2640] lr: 1.000e-03, eta: 9:01:28, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.5578, top5_acc: 0.8102, loss_cls: 1.7350, loss: 1.7350, grad_norm: 14.6574 2021-08-17 05:22:45,329 - mmaction - INFO - Epoch [23][160/2640] lr: 1.000e-03, eta: 9:01:18, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.5492, top5_acc: 0.7953, loss_cls: 1.7983, loss: 1.7983, grad_norm: 14.3548 2021-08-17 05:22:53,519 - mmaction - INFO - Epoch [23][180/2640] lr: 1.000e-03, eta: 9:01:09, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.5375, top5_acc: 0.8023, loss_cls: 1.7561, loss: 1.7561, grad_norm: 14.0737 2021-08-17 05:23:01,786 - mmaction - INFO - Epoch [23][200/2640] lr: 1.000e-03, eta: 9:00:59, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.5680, top5_acc: 0.8047, loss_cls: 1.7458, loss: 1.7458, grad_norm: 13.9781 2021-08-17 05:23:09,987 - mmaction - INFO - Epoch [23][220/2640] lr: 1.000e-03, eta: 9:00:50, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.5312, top5_acc: 0.7992, loss_cls: 1.8416, loss: 1.8416, grad_norm: 14.7648 2021-08-17 05:23:18,213 - mmaction - INFO - Epoch [23][240/2640] lr: 1.000e-03, eta: 9:00:40, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5289, top5_acc: 0.7859, loss_cls: 1.8412, loss: 1.8412, grad_norm: 14.7189 2021-08-17 05:23:26,457 - mmaction - INFO - Epoch [23][260/2640] lr: 1.000e-03, eta: 9:00:31, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5180, top5_acc: 0.7758, loss_cls: 1.9012, loss: 1.9012, grad_norm: 14.4159 2021-08-17 05:23:34,767 - mmaction - INFO - Epoch [23][280/2640] lr: 1.000e-03, eta: 9:00:21, time: 0.416, data_time: 0.002, memory: 5736, top1_acc: 0.5461, top5_acc: 0.7898, loss_cls: 1.8255, loss: 1.8255, grad_norm: 14.5869 2021-08-17 05:23:43,014 - mmaction - INFO - Epoch [23][300/2640] lr: 1.000e-03, eta: 9:00:12, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5617, top5_acc: 0.7992, loss_cls: 1.7496, loss: 1.7496, grad_norm: 14.4835 2021-08-17 05:23:51,277 - mmaction - INFO - Epoch [23][320/2640] lr: 1.000e-03, eta: 9:00:02, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.5453, top5_acc: 0.7922, loss_cls: 1.8338, loss: 1.8338, grad_norm: 14.1003 2021-08-17 05:23:59,568 - mmaction - INFO - Epoch [23][340/2640] lr: 1.000e-03, eta: 8:59:53, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.5500, top5_acc: 0.7961, loss_cls: 1.7535, loss: 1.7535, grad_norm: 14.6460 2021-08-17 05:24:07,849 - mmaction - INFO - Epoch [23][360/2640] lr: 1.000e-03, eta: 8:59:43, time: 0.414, data_time: 0.000, memory: 5736, top1_acc: 0.5258, top5_acc: 0.7758, loss_cls: 1.8986, loss: 1.8986, grad_norm: 15.2254 2021-08-17 05:24:16,097 - mmaction - INFO - Epoch [23][380/2640] lr: 1.000e-03, eta: 8:59:34, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5477, top5_acc: 0.7984, loss_cls: 1.8086, loss: 1.8086, grad_norm: 13.5813 2021-08-17 05:24:24,450 - mmaction - INFO - Epoch [23][400/2640] lr: 1.000e-03, eta: 8:59:24, time: 0.417, data_time: 0.000, memory: 5736, top1_acc: 0.5664, top5_acc: 0.7969, loss_cls: 1.7656, loss: 1.7656, grad_norm: 14.4755 2021-08-17 05:24:32,698 - mmaction - INFO - Epoch [23][420/2640] lr: 1.000e-03, eta: 8:59:15, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5484, top5_acc: 0.7898, loss_cls: 1.7686, loss: 1.7686, grad_norm: 14.5001 2021-08-17 05:24:40,920 - mmaction - INFO - Epoch [23][440/2640] lr: 1.000e-03, eta: 8:59:05, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5266, top5_acc: 0.8063, loss_cls: 1.7865, loss: 1.7865, grad_norm: 14.8935 2021-08-17 05:24:49,170 - mmaction - INFO - Epoch [23][460/2640] lr: 1.000e-03, eta: 8:58:56, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.5305, top5_acc: 0.7930, loss_cls: 1.8185, loss: 1.8185, grad_norm: 14.7589 2021-08-17 05:24:57,442 - mmaction - INFO - Epoch [23][480/2640] lr: 1.000e-03, eta: 8:58:46, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.5352, top5_acc: 0.7750, loss_cls: 1.8688, loss: 1.8688, grad_norm: 14.4441 2021-08-17 05:25:05,726 - mmaction - INFO - Epoch [23][500/2640] lr: 1.000e-03, eta: 8:58:37, time: 0.414, data_time: 0.000, memory: 5736, top1_acc: 0.5586, top5_acc: 0.7969, loss_cls: 1.7580, loss: 1.7580, grad_norm: 14.0696 2021-08-17 05:25:13,956 - mmaction - INFO - Epoch [23][520/2640] lr: 1.000e-03, eta: 8:58:27, time: 0.411, data_time: 0.002, memory: 5736, top1_acc: 0.5359, top5_acc: 0.8000, loss_cls: 1.7863, loss: 1.7863, grad_norm: 14.4578 2021-08-17 05:25:22,239 - mmaction - INFO - Epoch [23][540/2640] lr: 1.000e-03, eta: 8:58:18, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.5203, top5_acc: 0.7883, loss_cls: 1.9018, loss: 1.9018, grad_norm: 14.3171 2021-08-17 05:25:30,497 - mmaction - INFO - Epoch [23][560/2640] lr: 1.000e-03, eta: 8:58:08, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.5336, top5_acc: 0.7805, loss_cls: 1.8886, loss: 1.8886, grad_norm: 14.4915 2021-08-17 05:25:38,668 - mmaction - INFO - Epoch [23][580/2640] lr: 1.000e-03, eta: 8:57:59, time: 0.408, data_time: 0.000, memory: 5736, top1_acc: 0.5836, top5_acc: 0.8148, loss_cls: 1.6554, loss: 1.6554, grad_norm: 14.5729 2021-08-17 05:25:46,909 - mmaction - INFO - Epoch [23][600/2640] lr: 1.000e-03, eta: 8:57:49, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5500, top5_acc: 0.7852, loss_cls: 1.8185, loss: 1.8185, grad_norm: 13.7758 2021-08-17 05:25:55,206 - mmaction - INFO - Epoch [23][620/2640] lr: 1.000e-03, eta: 8:57:40, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.5375, top5_acc: 0.7984, loss_cls: 1.8005, loss: 1.8005, grad_norm: 14.0807 2021-08-17 05:26:03,434 - mmaction - INFO - Epoch [23][640/2640] lr: 1.000e-03, eta: 8:57:30, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.5734, top5_acc: 0.8164, loss_cls: 1.6918, loss: 1.6918, grad_norm: 14.5527 2021-08-17 05:26:11,714 - mmaction - INFO - Epoch [23][660/2640] lr: 1.000e-03, eta: 8:57:21, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.5375, top5_acc: 0.7930, loss_cls: 1.8243, loss: 1.8243, grad_norm: 14.4311 2021-08-17 05:26:19,974 - mmaction - INFO - Epoch [23][680/2640] lr: 1.000e-03, eta: 8:57:11, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.5445, top5_acc: 0.7867, loss_cls: 1.8316, loss: 1.8316, grad_norm: 13.8207 2021-08-17 05:26:28,162 - mmaction - INFO - Epoch [23][700/2640] lr: 1.000e-03, eta: 8:57:02, time: 0.409, data_time: 0.001, memory: 5736, top1_acc: 0.5367, top5_acc: 0.7906, loss_cls: 1.8557, loss: 1.8557, grad_norm: 13.8895 2021-08-17 05:26:36,394 - mmaction - INFO - Epoch [23][720/2640] lr: 1.000e-03, eta: 8:56:52, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5445, top5_acc: 0.7937, loss_cls: 1.7669, loss: 1.7669, grad_norm: 14.9048 2021-08-17 05:26:44,597 - mmaction - INFO - Epoch [23][740/2640] lr: 1.000e-03, eta: 8:56:43, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.5594, top5_acc: 0.8031, loss_cls: 1.7389, loss: 1.7389, grad_norm: 14.0706 2021-08-17 05:26:52,802 - mmaction - INFO - Epoch [23][760/2640] lr: 1.000e-03, eta: 8:56:33, time: 0.410, data_time: 0.002, memory: 5736, top1_acc: 0.5469, top5_acc: 0.7945, loss_cls: 1.7295, loss: 1.7295, grad_norm: 14.2895 2021-08-17 05:27:01,161 - mmaction - INFO - Epoch [23][780/2640] lr: 1.000e-03, eta: 8:56:24, time: 0.418, data_time: 0.001, memory: 5736, top1_acc: 0.5102, top5_acc: 0.7883, loss_cls: 1.8956, loss: 1.8956, grad_norm: 14.6645 2021-08-17 05:27:09,431 - mmaction - INFO - Epoch [23][800/2640] lr: 1.000e-03, eta: 8:56:14, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.5289, top5_acc: 0.7883, loss_cls: 1.8064, loss: 1.8064, grad_norm: 14.4460 2021-08-17 05:27:17,606 - mmaction - INFO - Epoch [23][820/2640] lr: 1.000e-03, eta: 8:56:05, time: 0.409, data_time: 0.001, memory: 5736, top1_acc: 0.5578, top5_acc: 0.8016, loss_cls: 1.7855, loss: 1.7855, grad_norm: 14.3351 2021-08-17 05:27:25,875 - mmaction - INFO - Epoch [23][840/2640] lr: 1.000e-03, eta: 8:55:55, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.5422, top5_acc: 0.7945, loss_cls: 1.8397, loss: 1.8397, grad_norm: 15.0815 2021-08-17 05:27:34,117 - mmaction - INFO - Epoch [23][860/2640] lr: 1.000e-03, eta: 8:55:46, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5406, top5_acc: 0.7992, loss_cls: 1.7887, loss: 1.7887, grad_norm: 14.3821 2021-08-17 05:27:42,358 - mmaction - INFO - Epoch [23][880/2640] lr: 1.000e-03, eta: 8:55:36, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.5406, top5_acc: 0.7914, loss_cls: 1.8597, loss: 1.8597, grad_norm: 14.4788 2021-08-17 05:27:50,584 - mmaction - INFO - Epoch [23][900/2640] lr: 1.000e-03, eta: 8:55:27, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5258, top5_acc: 0.7789, loss_cls: 1.8963, loss: 1.8963, grad_norm: 14.0429 2021-08-17 05:27:58,824 - mmaction - INFO - Epoch [23][920/2640] lr: 1.000e-03, eta: 8:55:17, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.5523, top5_acc: 0.7969, loss_cls: 1.7812, loss: 1.7812, grad_norm: 14.1300 2021-08-17 05:28:07,102 - mmaction - INFO - Epoch [23][940/2640] lr: 1.000e-03, eta: 8:55:08, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.5531, top5_acc: 0.7945, loss_cls: 1.7638, loss: 1.7638, grad_norm: 15.0471 2021-08-17 05:28:15,332 - mmaction - INFO - Epoch [23][960/2640] lr: 1.000e-03, eta: 8:54:58, time: 0.411, data_time: 0.002, memory: 5736, top1_acc: 0.5508, top5_acc: 0.8000, loss_cls: 1.7273, loss: 1.7273, grad_norm: 14.3905 2021-08-17 05:28:23,647 - mmaction - INFO - Epoch [23][980/2640] lr: 1.000e-03, eta: 8:54:49, time: 0.416, data_time: 0.001, memory: 5736, top1_acc: 0.5336, top5_acc: 0.7867, loss_cls: 1.8513, loss: 1.8513, grad_norm: 14.3134 2021-08-17 05:28:31,899 - mmaction - INFO - Epoch [23][1000/2640] lr: 1.000e-03, eta: 8:54:40, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5570, top5_acc: 0.7930, loss_cls: 1.7629, loss: 1.7629, grad_norm: 14.3908 2021-08-17 05:28:40,107 - mmaction - INFO - Epoch [23][1020/2640] lr: 1.000e-03, eta: 8:54:30, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5609, top5_acc: 0.7937, loss_cls: 1.7666, loss: 1.7666, grad_norm: 13.9415 2021-08-17 05:28:48,275 - mmaction - INFO - Epoch [23][1040/2640] lr: 1.000e-03, eta: 8:54:21, time: 0.408, data_time: 0.000, memory: 5736, top1_acc: 0.5563, top5_acc: 0.7953, loss_cls: 1.7802, loss: 1.7802, grad_norm: 14.2115 2021-08-17 05:28:56,495 - mmaction - INFO - Epoch [23][1060/2640] lr: 1.000e-03, eta: 8:54:11, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5414, top5_acc: 0.7898, loss_cls: 1.7974, loss: 1.7974, grad_norm: 14.4522 2021-08-17 05:29:04,747 - mmaction - INFO - Epoch [23][1080/2640] lr: 1.000e-03, eta: 8:54:02, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.5078, top5_acc: 0.7562, loss_cls: 1.9350, loss: 1.9350, grad_norm: 14.4471 2021-08-17 05:29:13,000 - mmaction - INFO - Epoch [23][1100/2640] lr: 1.000e-03, eta: 8:53:52, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.5477, top5_acc: 0.7852, loss_cls: 1.8127, loss: 1.8127, grad_norm: 14.1204 2021-08-17 05:29:21,206 - mmaction - INFO - Epoch [23][1120/2640] lr: 1.000e-03, eta: 8:53:43, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.5328, top5_acc: 0.8063, loss_cls: 1.8093, loss: 1.8093, grad_norm: 14.9750 2021-08-17 05:29:29,524 - mmaction - INFO - Epoch [23][1140/2640] lr: 1.000e-03, eta: 8:53:33, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.5352, top5_acc: 0.7969, loss_cls: 1.8099, loss: 1.8099, grad_norm: 14.1098 2021-08-17 05:29:37,810 - mmaction - INFO - Epoch [23][1160/2640] lr: 1.000e-03, eta: 8:53:24, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.5398, top5_acc: 0.7945, loss_cls: 1.8418, loss: 1.8418, grad_norm: 14.1628 2021-08-17 05:29:46,070 - mmaction - INFO - Epoch [23][1180/2640] lr: 1.000e-03, eta: 8:53:14, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.5391, top5_acc: 0.8055, loss_cls: 1.7818, loss: 1.7818, grad_norm: 14.6786 2021-08-17 05:29:54,249 - mmaction - INFO - Epoch [23][1200/2640] lr: 1.000e-03, eta: 8:53:05, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.5391, top5_acc: 0.7859, loss_cls: 1.8346, loss: 1.8346, grad_norm: 14.4231 2021-08-17 05:30:02,568 - mmaction - INFO - Epoch [23][1220/2640] lr: 1.000e-03, eta: 8:52:55, time: 0.416, data_time: 0.002, memory: 5736, top1_acc: 0.5469, top5_acc: 0.7891, loss_cls: 1.8263, loss: 1.8263, grad_norm: 14.5569 2021-08-17 05:30:10,811 - mmaction - INFO - Epoch [23][1240/2640] lr: 1.000e-03, eta: 8:52:46, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5453, top5_acc: 0.8063, loss_cls: 1.7905, loss: 1.7905, grad_norm: 14.1491 2021-08-17 05:30:19,090 - mmaction - INFO - Epoch [23][1260/2640] lr: 1.000e-03, eta: 8:52:36, time: 0.414, data_time: 0.000, memory: 5736, top1_acc: 0.5297, top5_acc: 0.7883, loss_cls: 1.8132, loss: 1.8132, grad_norm: 14.3468 2021-08-17 05:30:27,310 - mmaction - INFO - Epoch [23][1280/2640] lr: 1.000e-03, eta: 8:52:27, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5734, top5_acc: 0.7906, loss_cls: 1.7750, loss: 1.7750, grad_norm: 14.1369 2021-08-17 05:30:35,508 - mmaction - INFO - Epoch [23][1300/2640] lr: 1.000e-03, eta: 8:52:17, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.5133, top5_acc: 0.7547, loss_cls: 1.9746, loss: 1.9746, grad_norm: 14.8090 2021-08-17 05:30:43,756 - mmaction - INFO - Epoch [23][1320/2640] lr: 1.000e-03, eta: 8:52:08, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5687, top5_acc: 0.8109, loss_cls: 1.7409, loss: 1.7409, grad_norm: 14.2791 2021-08-17 05:30:52,000 - mmaction - INFO - Epoch [23][1340/2640] lr: 1.000e-03, eta: 8:51:58, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5523, top5_acc: 0.7859, loss_cls: 1.8072, loss: 1.8072, grad_norm: 14.6640 2021-08-17 05:31:00,179 - mmaction - INFO - Epoch [23][1360/2640] lr: 1.000e-03, eta: 8:51:49, time: 0.409, data_time: 0.001, memory: 5736, top1_acc: 0.5320, top5_acc: 0.7797, loss_cls: 1.8804, loss: 1.8804, grad_norm: 14.2420 2021-08-17 05:31:08,404 - mmaction - INFO - Epoch [23][1380/2640] lr: 1.000e-03, eta: 8:51:39, time: 0.411, data_time: 0.002, memory: 5736, top1_acc: 0.5578, top5_acc: 0.8117, loss_cls: 1.8047, loss: 1.8047, grad_norm: 14.6001 2021-08-17 05:31:16,674 - mmaction - INFO - Epoch [23][1400/2640] lr: 1.000e-03, eta: 8:51:30, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.5695, top5_acc: 0.8102, loss_cls: 1.6747, loss: 1.6747, grad_norm: 14.5368 2021-08-17 05:31:25,033 - mmaction - INFO - Epoch [23][1420/2640] lr: 1.000e-03, eta: 8:51:21, time: 0.418, data_time: 0.002, memory: 5736, top1_acc: 0.5062, top5_acc: 0.7703, loss_cls: 1.8951, loss: 1.8951, grad_norm: 14.5152 2021-08-17 05:31:33,254 - mmaction - INFO - Epoch [23][1440/2640] lr: 1.000e-03, eta: 8:51:11, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.5617, top5_acc: 0.7937, loss_cls: 1.7397, loss: 1.7397, grad_norm: 13.9922 2021-08-17 05:31:41,498 - mmaction - INFO - Epoch [23][1460/2640] lr: 1.000e-03, eta: 8:51:02, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.5266, top5_acc: 0.7703, loss_cls: 1.8318, loss: 1.8318, grad_norm: 14.3845 2021-08-17 05:31:49,735 - mmaction - INFO - Epoch [23][1480/2640] lr: 1.000e-03, eta: 8:50:52, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.5461, top5_acc: 0.7898, loss_cls: 1.8291, loss: 1.8291, grad_norm: 14.2549 2021-08-17 05:31:57,955 - mmaction - INFO - Epoch [23][1500/2640] lr: 1.000e-03, eta: 8:50:43, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5406, top5_acc: 0.7883, loss_cls: 1.7981, loss: 1.7981, grad_norm: 14.4785 2021-08-17 05:32:06,151 - mmaction - INFO - Epoch [23][1520/2640] lr: 1.000e-03, eta: 8:50:33, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.5445, top5_acc: 0.7953, loss_cls: 1.7815, loss: 1.7815, grad_norm: 13.8243 2021-08-17 05:32:14,493 - mmaction - INFO - Epoch [23][1540/2640] lr: 1.000e-03, eta: 8:50:24, time: 0.417, data_time: 0.002, memory: 5736, top1_acc: 0.5508, top5_acc: 0.7898, loss_cls: 1.8149, loss: 1.8149, grad_norm: 14.9710 2021-08-17 05:32:22,758 - mmaction - INFO - Epoch [23][1560/2640] lr: 1.000e-03, eta: 8:50:14, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5820, top5_acc: 0.8156, loss_cls: 1.6815, loss: 1.6815, grad_norm: 13.9936 2021-08-17 05:32:31,194 - mmaction - INFO - Epoch [23][1580/2640] lr: 1.000e-03, eta: 8:50:05, time: 0.422, data_time: 0.001, memory: 5736, top1_acc: 0.5406, top5_acc: 0.7781, loss_cls: 1.8199, loss: 1.8199, grad_norm: 14.3909 2021-08-17 05:32:39,415 - mmaction - INFO - Epoch [23][1600/2640] lr: 1.000e-03, eta: 8:49:56, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5453, top5_acc: 0.8023, loss_cls: 1.7938, loss: 1.7938, grad_norm: 13.8643 2021-08-17 05:32:47,708 - mmaction - INFO - Epoch [23][1620/2640] lr: 1.000e-03, eta: 8:49:46, time: 0.415, data_time: 0.000, memory: 5736, top1_acc: 0.5469, top5_acc: 0.7812, loss_cls: 1.8472, loss: 1.8472, grad_norm: 14.4218 2021-08-17 05:32:56,052 - mmaction - INFO - Epoch [23][1640/2640] lr: 1.000e-03, eta: 8:49:37, time: 0.417, data_time: 0.001, memory: 5736, top1_acc: 0.5227, top5_acc: 0.7906, loss_cls: 1.8528, loss: 1.8528, grad_norm: 14.2798 2021-08-17 05:33:04,342 - mmaction - INFO - Epoch [23][1660/2640] lr: 1.000e-03, eta: 8:49:28, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.5625, top5_acc: 0.8000, loss_cls: 1.7765, loss: 1.7765, grad_norm: 14.7697 2021-08-17 05:33:12,572 - mmaction - INFO - Epoch [23][1680/2640] lr: 1.000e-03, eta: 8:49:18, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5516, top5_acc: 0.8063, loss_cls: 1.7462, loss: 1.7462, grad_norm: 14.3441 2021-08-17 05:33:20,947 - mmaction - INFO - Epoch [23][1700/2640] lr: 1.000e-03, eta: 8:49:09, time: 0.419, data_time: 0.002, memory: 5736, top1_acc: 0.5414, top5_acc: 0.7883, loss_cls: 1.8287, loss: 1.8287, grad_norm: 14.6736 2021-08-17 05:33:29,192 - mmaction - INFO - Epoch [23][1720/2640] lr: 1.000e-03, eta: 8:48:59, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.5273, top5_acc: 0.7727, loss_cls: 1.9153, loss: 1.9153, grad_norm: 14.1607 2021-08-17 05:33:37,476 - mmaction - INFO - Epoch [23][1740/2640] lr: 1.000e-03, eta: 8:48:50, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.5500, top5_acc: 0.7914, loss_cls: 1.7887, loss: 1.7887, grad_norm: 14.0833 2021-08-17 05:33:45,695 - mmaction - INFO - Epoch [23][1760/2640] lr: 1.000e-03, eta: 8:48:40, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5391, top5_acc: 0.7922, loss_cls: 1.8351, loss: 1.8351, grad_norm: 14.8375 2021-08-17 05:33:53,955 - mmaction - INFO - Epoch [23][1780/2640] lr: 1.000e-03, eta: 8:48:31, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.5539, top5_acc: 0.7961, loss_cls: 1.8015, loss: 1.8015, grad_norm: 13.5678 2021-08-17 05:34:02,169 - mmaction - INFO - Epoch [23][1800/2640] lr: 1.000e-03, eta: 8:48:22, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5328, top5_acc: 0.7688, loss_cls: 1.9223, loss: 1.9223, grad_norm: 14.8154 2021-08-17 05:34:10,449 - mmaction - INFO - Epoch [23][1820/2640] lr: 1.000e-03, eta: 8:48:12, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.5641, top5_acc: 0.8086, loss_cls: 1.7330, loss: 1.7330, grad_norm: 14.0416 2021-08-17 05:34:18,733 - mmaction - INFO - Epoch [23][1840/2640] lr: 1.000e-03, eta: 8:48:03, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.5531, top5_acc: 0.7805, loss_cls: 1.8330, loss: 1.8330, grad_norm: 14.6580 2021-08-17 05:34:26,942 - mmaction - INFO - Epoch [23][1860/2640] lr: 1.000e-03, eta: 8:47:53, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5641, top5_acc: 0.7969, loss_cls: 1.7485, loss: 1.7485, grad_norm: 14.1624 2021-08-17 05:34:35,278 - mmaction - INFO - Epoch [23][1880/2640] lr: 1.000e-03, eta: 8:47:44, time: 0.415, data_time: 0.000, memory: 5736, top1_acc: 0.5453, top5_acc: 0.7906, loss_cls: 1.7721, loss: 1.7721, grad_norm: 14.5234 2021-08-17 05:34:43,539 - mmaction - INFO - Epoch [23][1900/2640] lr: 1.000e-03, eta: 8:47:34, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.5352, top5_acc: 0.7789, loss_cls: 1.8798, loss: 1.8798, grad_norm: 14.6732 2021-08-17 05:34:51,702 - mmaction - INFO - Epoch [23][1920/2640] lr: 1.000e-03, eta: 8:47:25, time: 0.408, data_time: 0.000, memory: 5736, top1_acc: 0.5719, top5_acc: 0.8328, loss_cls: 1.6857, loss: 1.6857, grad_norm: 15.0736 2021-08-17 05:34:59,951 - mmaction - INFO - Epoch [23][1940/2640] lr: 1.000e-03, eta: 8:47:16, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.5461, top5_acc: 0.8016, loss_cls: 1.8442, loss: 1.8442, grad_norm: 14.6390 2021-08-17 05:35:08,199 - mmaction - INFO - Epoch [23][1960/2640] lr: 1.000e-03, eta: 8:47:06, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.5398, top5_acc: 0.7883, loss_cls: 1.8349, loss: 1.8349, grad_norm: 14.1531 2021-08-17 05:35:16,436 - mmaction - INFO - Epoch [23][1980/2640] lr: 1.000e-03, eta: 8:46:57, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5273, top5_acc: 0.7883, loss_cls: 1.8786, loss: 1.8786, grad_norm: 14.4024 2021-08-17 05:35:24,736 - mmaction - INFO - Epoch [23][2000/2640] lr: 1.000e-03, eta: 8:46:47, time: 0.415, data_time: 0.000, memory: 5736, top1_acc: 0.5461, top5_acc: 0.8008, loss_cls: 1.7760, loss: 1.7760, grad_norm: 14.9500 2021-08-17 05:35:32,981 - mmaction - INFO - Epoch [23][2020/2640] lr: 1.000e-03, eta: 8:46:38, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5461, top5_acc: 0.7984, loss_cls: 1.7898, loss: 1.7898, grad_norm: 13.9885 2021-08-17 05:35:41,188 - mmaction - INFO - Epoch [23][2040/2640] lr: 1.000e-03, eta: 8:46:28, time: 0.411, data_time: 0.002, memory: 5736, top1_acc: 0.5297, top5_acc: 0.7930, loss_cls: 1.8423, loss: 1.8423, grad_norm: 15.0321 2021-08-17 05:35:49,452 - mmaction - INFO - Epoch [23][2060/2640] lr: 1.000e-03, eta: 8:46:19, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.5492, top5_acc: 0.7859, loss_cls: 1.8568, loss: 1.8568, grad_norm: 14.5302 2021-08-17 05:35:57,647 - mmaction - INFO - Epoch [23][2080/2640] lr: 1.000e-03, eta: 8:46:09, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.5219, top5_acc: 0.7695, loss_cls: 1.8853, loss: 1.8853, grad_norm: 14.1745 2021-08-17 05:36:05,958 - mmaction - INFO - Epoch [23][2100/2640] lr: 1.000e-03, eta: 8:46:00, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.5578, top5_acc: 0.7969, loss_cls: 1.8161, loss: 1.8161, grad_norm: 14.3980 2021-08-17 05:36:14,150 - mmaction - INFO - Epoch [23][2120/2640] lr: 1.000e-03, eta: 8:45:51, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.5398, top5_acc: 0.7891, loss_cls: 1.8384, loss: 1.8384, grad_norm: 14.8041 2021-08-17 05:36:22,414 - mmaction - INFO - Epoch [23][2140/2640] lr: 1.000e-03, eta: 8:45:41, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.5563, top5_acc: 0.8008, loss_cls: 1.8121, loss: 1.8121, grad_norm: 14.5896 2021-08-17 05:36:30,596 - mmaction - INFO - Epoch [23][2160/2640] lr: 1.000e-03, eta: 8:45:32, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.5391, top5_acc: 0.7937, loss_cls: 1.8591, loss: 1.8591, grad_norm: 14.2613 2021-08-17 05:36:38,854 - mmaction - INFO - Epoch [23][2180/2640] lr: 1.000e-03, eta: 8:45:22, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.5477, top5_acc: 0.7922, loss_cls: 1.8207, loss: 1.8207, grad_norm: 14.2409 2021-08-17 05:36:47,109 - mmaction - INFO - Epoch [23][2200/2640] lr: 1.000e-03, eta: 8:45:13, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5523, top5_acc: 0.7820, loss_cls: 1.8648, loss: 1.8648, grad_norm: 14.0847 2021-08-17 05:36:55,400 - mmaction - INFO - Epoch [23][2220/2640] lr: 1.000e-03, eta: 8:45:03, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.5461, top5_acc: 0.7945, loss_cls: 1.8369, loss: 1.8369, grad_norm: 13.9585 2021-08-17 05:37:03,682 - mmaction - INFO - Epoch [23][2240/2640] lr: 1.000e-03, eta: 8:44:54, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.5555, top5_acc: 0.8016, loss_cls: 1.7514, loss: 1.7514, grad_norm: 14.5285 2021-08-17 05:37:11,905 - mmaction - INFO - Epoch [23][2260/2640] lr: 1.000e-03, eta: 8:44:45, time: 0.411, data_time: 0.002, memory: 5736, top1_acc: 0.5344, top5_acc: 0.7906, loss_cls: 1.8181, loss: 1.8181, grad_norm: 14.6245 2021-08-17 05:37:20,130 - mmaction - INFO - Epoch [23][2280/2640] lr: 1.000e-03, eta: 8:44:35, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.5469, top5_acc: 0.7922, loss_cls: 1.8091, loss: 1.8091, grad_norm: 14.1629 2021-08-17 05:37:28,359 - mmaction - INFO - Epoch [23][2300/2640] lr: 1.000e-03, eta: 8:44:26, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5430, top5_acc: 0.7562, loss_cls: 1.9151, loss: 1.9151, grad_norm: 13.7813 2021-08-17 05:37:36,591 - mmaction - INFO - Epoch [23][2320/2640] lr: 1.000e-03, eta: 8:44:16, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5586, top5_acc: 0.8102, loss_cls: 1.7462, loss: 1.7462, grad_norm: 13.5801 2021-08-17 05:37:44,782 - mmaction - INFO - Epoch [23][2340/2640] lr: 1.000e-03, eta: 8:44:07, time: 0.410, data_time: 0.002, memory: 5736, top1_acc: 0.5266, top5_acc: 0.7906, loss_cls: 1.8395, loss: 1.8395, grad_norm: 14.4375 2021-08-17 05:37:53,083 - mmaction - INFO - Epoch [23][2360/2640] lr: 1.000e-03, eta: 8:43:57, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.5539, top5_acc: 0.7930, loss_cls: 1.7619, loss: 1.7619, grad_norm: 14.4519 2021-08-17 05:38:01,366 - mmaction - INFO - Epoch [23][2380/2640] lr: 1.000e-03, eta: 8:43:48, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.5641, top5_acc: 0.7992, loss_cls: 1.7488, loss: 1.7488, grad_norm: 14.0513 2021-08-17 05:38:09,548 - mmaction - INFO - Epoch [23][2400/2640] lr: 1.000e-03, eta: 8:43:38, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.5609, top5_acc: 0.7828, loss_cls: 1.8134, loss: 1.8134, grad_norm: 13.8345 2021-08-17 05:38:17,793 - mmaction - INFO - Epoch [23][2420/2640] lr: 1.000e-03, eta: 8:43:29, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.5320, top5_acc: 0.7680, loss_cls: 1.9023, loss: 1.9023, grad_norm: 14.3465 2021-08-17 05:38:26,010 - mmaction - INFO - Epoch [23][2440/2640] lr: 1.000e-03, eta: 8:43:20, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5516, top5_acc: 0.8016, loss_cls: 1.7554, loss: 1.7554, grad_norm: 14.8594 2021-08-17 05:38:34,285 - mmaction - INFO - Epoch [23][2460/2640] lr: 1.000e-03, eta: 8:43:10, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5445, top5_acc: 0.7812, loss_cls: 1.8438, loss: 1.8438, grad_norm: 14.4998 2021-08-17 05:38:42,518 - mmaction - INFO - Epoch [23][2480/2640] lr: 1.000e-03, eta: 8:43:01, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5406, top5_acc: 0.7812, loss_cls: 1.8350, loss: 1.8350, grad_norm: 13.7811 2021-08-17 05:38:50,779 - mmaction - INFO - Epoch [23][2500/2640] lr: 1.000e-03, eta: 8:42:51, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.5297, top5_acc: 0.8023, loss_cls: 1.7746, loss: 1.7746, grad_norm: 15.0935 2021-08-17 05:38:58,946 - mmaction - INFO - Epoch [23][2520/2640] lr: 1.000e-03, eta: 8:42:42, time: 0.408, data_time: 0.000, memory: 5736, top1_acc: 0.5305, top5_acc: 0.7594, loss_cls: 1.9348, loss: 1.9348, grad_norm: 13.8416 2021-08-17 05:39:07,236 - mmaction - INFO - Epoch [23][2540/2640] lr: 1.000e-03, eta: 8:42:32, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.5453, top5_acc: 0.8141, loss_cls: 1.7941, loss: 1.7941, grad_norm: 14.2550 2021-08-17 05:39:15,531 - mmaction - INFO - Epoch [23][2560/2640] lr: 1.000e-03, eta: 8:42:23, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.5445, top5_acc: 0.7891, loss_cls: 1.8488, loss: 1.8488, grad_norm: 14.8168 2021-08-17 05:39:23,810 - mmaction - INFO - Epoch [23][2580/2640] lr: 1.000e-03, eta: 8:42:14, time: 0.414, data_time: 0.000, memory: 5736, top1_acc: 0.5219, top5_acc: 0.7664, loss_cls: 1.8981, loss: 1.8981, grad_norm: 14.6675 2021-08-17 05:39:32,015 - mmaction - INFO - Epoch [23][2600/2640] lr: 1.000e-03, eta: 8:42:04, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.5289, top5_acc: 0.7922, loss_cls: 1.8321, loss: 1.8321, grad_norm: 14.9467 2021-08-17 05:39:40,215 - mmaction - INFO - Epoch [23][2620/2640] lr: 1.000e-03, eta: 8:41:55, time: 0.410, data_time: 0.002, memory: 5736, top1_acc: 0.5305, top5_acc: 0.7891, loss_cls: 1.8238, loss: 1.8238, grad_norm: 13.7986 2021-08-17 05:39:48,164 - mmaction - INFO - Epoch [23][2640/2640] lr: 1.000e-03, eta: 8:41:45, time: 0.397, data_time: 0.001, memory: 5736, top1_acc: 0.5315, top5_acc: 0.7734, loss_cls: 1.9022, loss: 1.9022, grad_norm: 14.8337 2021-08-17 05:39:50,118 - mmaction - INFO - Saving checkpoint at 23 epochs 2021-08-17 05:39:50,959 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-08-17 05:41:04,689 - mmaction - INFO - Epoch [24][20/2640] lr: 1.000e-03, eta: 8:42:52, time: 3.686, data_time: 3.256, memory: 5736, top1_acc: 0.5359, top5_acc: 0.7977, loss_cls: 1.8354, loss: 1.8354, grad_norm: 13.6046 2021-08-17 05:41:12,933 - mmaction - INFO - Epoch [24][40/2640] lr: 1.000e-03, eta: 8:42:43, time: 0.412, data_time: 0.003, memory: 5736, top1_acc: 0.5836, top5_acc: 0.8281, loss_cls: 1.6678, loss: 1.6678, grad_norm: 14.3897 2021-08-17 05:41:21,094 - mmaction - INFO - Epoch [24][60/2640] lr: 1.000e-03, eta: 8:42:33, time: 0.408, data_time: 0.000, memory: 5736, top1_acc: 0.5563, top5_acc: 0.7953, loss_cls: 1.7463, loss: 1.7463, grad_norm: 14.1201 2021-08-17 05:41:29,330 - mmaction - INFO - Epoch [24][80/2640] lr: 1.000e-03, eta: 8:42:24, time: 0.411, data_time: 0.002, memory: 5736, top1_acc: 0.5570, top5_acc: 0.8094, loss_cls: 1.6898, loss: 1.6898, grad_norm: 14.6212 2021-08-17 05:41:37,540 - mmaction - INFO - Epoch [24][100/2640] lr: 1.000e-03, eta: 8:42:14, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5414, top5_acc: 0.7883, loss_cls: 1.7947, loss: 1.7947, grad_norm: 14.5724 2021-08-17 05:41:45,771 - mmaction - INFO - Epoch [24][120/2640] lr: 1.000e-03, eta: 8:42:05, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.5461, top5_acc: 0.7992, loss_cls: 1.7745, loss: 1.7745, grad_norm: 14.8098 2021-08-17 05:41:53,988 - mmaction - INFO - Epoch [24][140/2640] lr: 1.000e-03, eta: 8:41:55, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5805, top5_acc: 0.8031, loss_cls: 1.7073, loss: 1.7073, grad_norm: 13.9694 2021-08-17 05:42:02,238 - mmaction - INFO - Epoch [24][160/2640] lr: 1.000e-03, eta: 8:41:46, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.5352, top5_acc: 0.7875, loss_cls: 1.8252, loss: 1.8252, grad_norm: 14.3265 2021-08-17 05:42:10,424 - mmaction - INFO - Epoch [24][180/2640] lr: 1.000e-03, eta: 8:41:36, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.5391, top5_acc: 0.7930, loss_cls: 1.7858, loss: 1.7858, grad_norm: 14.6403 2021-08-17 05:42:18,712 - mmaction - INFO - Epoch [24][200/2640] lr: 1.000e-03, eta: 8:41:27, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.5281, top5_acc: 0.7867, loss_cls: 1.8468, loss: 1.8468, grad_norm: 14.3497 2021-08-17 05:42:26,907 - mmaction - INFO - Epoch [24][220/2640] lr: 1.000e-03, eta: 8:41:18, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.5617, top5_acc: 0.8063, loss_cls: 1.7545, loss: 1.7545, grad_norm: 14.8342 2021-08-17 05:42:35,191 - mmaction - INFO - Epoch [24][240/2640] lr: 1.000e-03, eta: 8:41:08, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.5594, top5_acc: 0.7898, loss_cls: 1.7577, loss: 1.7577, grad_norm: 13.5571 2021-08-17 05:42:43,373 - mmaction - INFO - Epoch [24][260/2640] lr: 1.000e-03, eta: 8:40:59, time: 0.409, data_time: 0.001, memory: 5736, top1_acc: 0.5656, top5_acc: 0.8047, loss_cls: 1.7403, loss: 1.7403, grad_norm: 13.5818 2021-08-17 05:42:51,557 - mmaction - INFO - Epoch [24][280/2640] lr: 1.000e-03, eta: 8:40:49, time: 0.409, data_time: 0.002, memory: 5736, top1_acc: 0.5523, top5_acc: 0.7875, loss_cls: 1.8009, loss: 1.8009, grad_norm: 14.2894 2021-08-17 05:42:59,834 - mmaction - INFO - Epoch [24][300/2640] lr: 1.000e-03, eta: 8:40:40, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.5430, top5_acc: 0.8031, loss_cls: 1.7922, loss: 1.7922, grad_norm: 14.1842 2021-08-17 05:43:08,058 - mmaction - INFO - Epoch [24][320/2640] lr: 1.000e-03, eta: 8:40:30, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.5742, top5_acc: 0.8000, loss_cls: 1.7209, loss: 1.7209, grad_norm: 14.6398 2021-08-17 05:43:16,398 - mmaction - INFO - Epoch [24][340/2640] lr: 1.000e-03, eta: 8:40:21, time: 0.417, data_time: 0.002, memory: 5736, top1_acc: 0.5391, top5_acc: 0.8273, loss_cls: 1.7124, loss: 1.7124, grad_norm: 14.4641 2021-08-17 05:43:24,703 - mmaction - INFO - Epoch [24][360/2640] lr: 1.000e-03, eta: 8:40:12, time: 0.416, data_time: 0.001, memory: 5736, top1_acc: 0.5531, top5_acc: 0.7984, loss_cls: 1.7622, loss: 1.7622, grad_norm: 14.8350 2021-08-17 05:43:32,989 - mmaction - INFO - Epoch [24][380/2640] lr: 1.000e-03, eta: 8:40:02, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.5289, top5_acc: 0.7945, loss_cls: 1.8092, loss: 1.8092, grad_norm: 14.6355 2021-08-17 05:43:41,218 - mmaction - INFO - Epoch [24][400/2640] lr: 1.000e-03, eta: 8:39:53, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.5484, top5_acc: 0.8133, loss_cls: 1.8132, loss: 1.8132, grad_norm: 14.5194 2021-08-17 05:43:49,400 - mmaction - INFO - Epoch [24][420/2640] lr: 1.000e-03, eta: 8:39:43, time: 0.408, data_time: 0.000, memory: 5736, top1_acc: 0.5461, top5_acc: 0.7883, loss_cls: 1.7913, loss: 1.7913, grad_norm: 14.3309 2021-08-17 05:43:57,639 - mmaction - INFO - Epoch [24][440/2640] lr: 1.000e-03, eta: 8:39:34, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.5469, top5_acc: 0.7984, loss_cls: 1.7781, loss: 1.7781, grad_norm: 14.4908 2021-08-17 05:44:05,832 - mmaction - INFO - Epoch [24][460/2640] lr: 1.000e-03, eta: 8:39:24, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.5484, top5_acc: 0.8016, loss_cls: 1.7819, loss: 1.7819, grad_norm: 14.4723 2021-08-17 05:44:14,151 - mmaction - INFO - Epoch [24][480/2640] lr: 1.000e-03, eta: 8:39:15, time: 0.416, data_time: 0.002, memory: 5736, top1_acc: 0.5305, top5_acc: 0.7930, loss_cls: 1.8140, loss: 1.8140, grad_norm: 14.3135 2021-08-17 05:44:22,406 - mmaction - INFO - Epoch [24][500/2640] lr: 1.000e-03, eta: 8:39:05, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.5859, top5_acc: 0.8133, loss_cls: 1.6916, loss: 1.6916, grad_norm: 14.3671 2021-08-17 05:44:30,639 - mmaction - INFO - Epoch [24][520/2640] lr: 1.000e-03, eta: 8:38:56, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.5398, top5_acc: 0.7859, loss_cls: 1.8134, loss: 1.8134, grad_norm: 14.7742 2021-08-17 05:44:38,901 - mmaction - INFO - Epoch [24][540/2640] lr: 1.000e-03, eta: 8:38:46, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5555, top5_acc: 0.7820, loss_cls: 1.8210, loss: 1.8210, grad_norm: 15.5810 2021-08-17 05:44:47,143 - mmaction - INFO - Epoch [24][560/2640] lr: 1.000e-03, eta: 8:38:37, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5258, top5_acc: 0.7695, loss_cls: 1.8981, loss: 1.8981, grad_norm: 14.8894 2021-08-17 05:44:55,382 - mmaction - INFO - Epoch [24][580/2640] lr: 1.000e-03, eta: 8:38:28, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.5422, top5_acc: 0.7922, loss_cls: 1.7525, loss: 1.7525, grad_norm: 14.4712 2021-08-17 05:45:03,635 - mmaction - INFO - Epoch [24][600/2640] lr: 1.000e-03, eta: 8:38:18, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.5367, top5_acc: 0.7953, loss_cls: 1.8281, loss: 1.8281, grad_norm: 15.1010 2021-08-17 05:45:11,821 - mmaction - INFO - Epoch [24][620/2640] lr: 1.000e-03, eta: 8:38:09, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.5492, top5_acc: 0.8008, loss_cls: 1.7428, loss: 1.7428, grad_norm: 14.8691 2021-08-17 05:45:20,052 - mmaction - INFO - Epoch [24][640/2640] lr: 1.000e-03, eta: 8:37:59, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5297, top5_acc: 0.7727, loss_cls: 1.8749, loss: 1.8749, grad_norm: 14.3951 2021-08-17 05:45:28,304 - mmaction - INFO - Epoch [24][660/2640] lr: 1.000e-03, eta: 8:37:50, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.5711, top5_acc: 0.8125, loss_cls: 1.7532, loss: 1.7532, grad_norm: 14.0764 2021-08-17 05:45:36,521 - mmaction - INFO - Epoch [24][680/2640] lr: 1.000e-03, eta: 8:37:40, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5563, top5_acc: 0.8000, loss_cls: 1.7467, loss: 1.7467, grad_norm: 14.7044 2021-08-17 05:45:44,773 - mmaction - INFO - Epoch [24][700/2640] lr: 1.000e-03, eta: 8:37:31, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.5500, top5_acc: 0.7922, loss_cls: 1.7936, loss: 1.7936, grad_norm: 14.0269 2021-08-17 05:45:53,046 - mmaction - INFO - Epoch [24][720/2640] lr: 1.000e-03, eta: 8:37:21, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.5711, top5_acc: 0.7937, loss_cls: 1.8025, loss: 1.8025, grad_norm: 14.5413 2021-08-17 05:46:01,313 - mmaction - INFO - Epoch [24][740/2640] lr: 1.000e-03, eta: 8:37:12, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.5398, top5_acc: 0.8016, loss_cls: 1.8097, loss: 1.8097, grad_norm: 15.1073 2021-08-17 05:46:09,589 - mmaction - INFO - Epoch [24][760/2640] lr: 1.000e-03, eta: 8:37:03, time: 0.414, data_time: 0.000, memory: 5736, top1_acc: 0.5281, top5_acc: 0.7906, loss_cls: 1.8540, loss: 1.8540, grad_norm: 14.0803 2021-08-17 05:46:17,808 - mmaction - INFO - Epoch [24][780/2640] lr: 1.000e-03, eta: 8:36:53, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.5711, top5_acc: 0.7984, loss_cls: 1.7486, loss: 1.7486, grad_norm: 14.1803 2021-08-17 05:46:26,038 - mmaction - INFO - Epoch [24][800/2640] lr: 1.000e-03, eta: 8:36:44, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5352, top5_acc: 0.7930, loss_cls: 1.7960, loss: 1.7960, grad_norm: 14.9241 2021-08-17 05:46:34,271 - mmaction - INFO - Epoch [24][820/2640] lr: 1.000e-03, eta: 8:36:34, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5312, top5_acc: 0.7617, loss_cls: 1.9491, loss: 1.9491, grad_norm: 14.5497 2021-08-17 05:46:42,490 - mmaction - INFO - Epoch [24][840/2640] lr: 1.000e-03, eta: 8:36:25, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5578, top5_acc: 0.8070, loss_cls: 1.7344, loss: 1.7344, grad_norm: 14.1934 2021-08-17 05:46:50,768 - mmaction - INFO - Epoch [24][860/2640] lr: 1.000e-03, eta: 8:36:15, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.5437, top5_acc: 0.8039, loss_cls: 1.7535, loss: 1.7535, grad_norm: 14.8273 2021-08-17 05:46:59,061 - mmaction - INFO - Epoch [24][880/2640] lr: 1.000e-03, eta: 8:36:06, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.5492, top5_acc: 0.7773, loss_cls: 1.8188, loss: 1.8188, grad_norm: 14.5904 2021-08-17 05:47:07,293 - mmaction - INFO - Epoch [24][900/2640] lr: 1.000e-03, eta: 8:35:57, time: 0.411, data_time: 0.002, memory: 5736, top1_acc: 0.5477, top5_acc: 0.7875, loss_cls: 1.7790, loss: 1.7790, grad_norm: 14.4357 2021-08-17 05:47:15,517 - mmaction - INFO - Epoch [24][920/2640] lr: 1.000e-03, eta: 8:35:47, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5836, top5_acc: 0.8047, loss_cls: 1.7367, loss: 1.7367, grad_norm: 13.8239 2021-08-17 05:47:23,814 - mmaction - INFO - Epoch [24][940/2640] lr: 1.000e-03, eta: 8:35:38, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.5281, top5_acc: 0.7977, loss_cls: 1.8167, loss: 1.8167, grad_norm: 14.5183 2021-08-17 05:47:32,045 - mmaction - INFO - Epoch [24][960/2640] lr: 1.000e-03, eta: 8:35:28, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5312, top5_acc: 0.7883, loss_cls: 1.8264, loss: 1.8264, grad_norm: 14.8783 2021-08-17 05:47:40,305 - mmaction - INFO - Epoch [24][980/2640] lr: 1.000e-03, eta: 8:35:19, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.5594, top5_acc: 0.7984, loss_cls: 1.8011, loss: 1.8011, grad_norm: 14.4698 2021-08-17 05:47:48,579 - mmaction - INFO - Epoch [24][1000/2640] lr: 1.000e-03, eta: 8:35:10, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.5320, top5_acc: 0.7820, loss_cls: 1.8103, loss: 1.8103, grad_norm: 14.3216 2021-08-17 05:47:56,827 - mmaction - INFO - Epoch [24][1020/2640] lr: 1.000e-03, eta: 8:35:00, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.5484, top5_acc: 0.7828, loss_cls: 1.8091, loss: 1.8091, grad_norm: 14.3627 2021-08-17 05:48:05,076 - mmaction - INFO - Epoch [24][1040/2640] lr: 1.000e-03, eta: 8:34:51, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.5359, top5_acc: 0.7875, loss_cls: 1.8445, loss: 1.8445, grad_norm: 14.2780 2021-08-17 05:48:13,301 - mmaction - INFO - Epoch [24][1060/2640] lr: 1.000e-03, eta: 8:34:41, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5687, top5_acc: 0.7992, loss_cls: 1.7332, loss: 1.7332, grad_norm: 14.0092 2021-08-17 05:48:21,572 - mmaction - INFO - Epoch [24][1080/2640] lr: 1.000e-03, eta: 8:34:32, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.5555, top5_acc: 0.7867, loss_cls: 1.7978, loss: 1.7978, grad_norm: 14.2724 2021-08-17 05:48:29,825 - mmaction - INFO - Epoch [24][1100/2640] lr: 1.000e-03, eta: 8:34:22, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.5453, top5_acc: 0.7906, loss_cls: 1.8430, loss: 1.8430, grad_norm: 14.1790 2021-08-17 05:48:38,049 - mmaction - INFO - Epoch [24][1120/2640] lr: 1.000e-03, eta: 8:34:13, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5461, top5_acc: 0.7945, loss_cls: 1.7587, loss: 1.7587, grad_norm: 14.2679 2021-08-17 05:48:46,348 - mmaction - INFO - Epoch [24][1140/2640] lr: 1.000e-03, eta: 8:34:04, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.5367, top5_acc: 0.7836, loss_cls: 1.8519, loss: 1.8519, grad_norm: 14.0426 2021-08-17 05:48:54,580 - mmaction - INFO - Epoch [24][1160/2640] lr: 1.000e-03, eta: 8:33:54, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5523, top5_acc: 0.7937, loss_cls: 1.7558, loss: 1.7558, grad_norm: 14.0676 2021-08-17 05:49:02,868 - mmaction - INFO - Epoch [24][1180/2640] lr: 1.000e-03, eta: 8:33:45, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.5602, top5_acc: 0.7891, loss_cls: 1.8195, loss: 1.8195, grad_norm: 14.1088 2021-08-17 05:49:11,130 - mmaction - INFO - Epoch [24][1200/2640] lr: 1.000e-03, eta: 8:33:35, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.5633, top5_acc: 0.7883, loss_cls: 1.7492, loss: 1.7492, grad_norm: 14.1348 2021-08-17 05:49:19,341 - mmaction - INFO - Epoch [24][1220/2640] lr: 1.000e-03, eta: 8:33:26, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.5414, top5_acc: 0.7977, loss_cls: 1.8071, loss: 1.8071, grad_norm: 14.6988 2021-08-17 05:49:27,589 - mmaction - INFO - Epoch [24][1240/2640] lr: 1.000e-03, eta: 8:33:17, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5492, top5_acc: 0.7969, loss_cls: 1.7886, loss: 1.7886, grad_norm: 14.5871 2021-08-17 05:49:35,845 - mmaction - INFO - Epoch [24][1260/2640] lr: 1.000e-03, eta: 8:33:07, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.5437, top5_acc: 0.7820, loss_cls: 1.8165, loss: 1.8165, grad_norm: 14.4601 2021-08-17 05:49:44,080 - mmaction - INFO - Epoch [24][1280/2640] lr: 1.000e-03, eta: 8:32:58, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5664, top5_acc: 0.7984, loss_cls: 1.7769, loss: 1.7769, grad_norm: 14.5714 2021-08-17 05:49:52,355 - mmaction - INFO - Epoch [24][1300/2640] lr: 1.000e-03, eta: 8:32:48, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.5687, top5_acc: 0.8031, loss_cls: 1.7522, loss: 1.7522, grad_norm: 14.6551 2021-08-17 05:50:00,588 - mmaction - INFO - Epoch [24][1320/2640] lr: 1.000e-03, eta: 8:32:39, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5437, top5_acc: 0.7867, loss_cls: 1.8179, loss: 1.8179, grad_norm: 14.1012 2021-08-17 05:50:08,875 - mmaction - INFO - Epoch [24][1340/2640] lr: 1.000e-03, eta: 8:32:30, time: 0.414, data_time: 0.000, memory: 5736, top1_acc: 0.5664, top5_acc: 0.8039, loss_cls: 1.6813, loss: 1.6813, grad_norm: 14.0875 2021-08-17 05:50:17,127 - mmaction - INFO - Epoch [24][1360/2640] lr: 1.000e-03, eta: 8:32:20, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5461, top5_acc: 0.7937, loss_cls: 1.8101, loss: 1.8101, grad_norm: 14.3734 2021-08-17 05:50:25,438 - mmaction - INFO - Epoch [24][1380/2640] lr: 1.000e-03, eta: 8:32:11, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.5352, top5_acc: 0.7758, loss_cls: 1.8240, loss: 1.8240, grad_norm: 14.3613 2021-08-17 05:50:33,754 - mmaction - INFO - Epoch [24][1400/2640] lr: 1.000e-03, eta: 8:32:02, time: 0.416, data_time: 0.001, memory: 5736, top1_acc: 0.5531, top5_acc: 0.8008, loss_cls: 1.7765, loss: 1.7765, grad_norm: 14.7444 2021-08-17 05:50:41,983 - mmaction - INFO - Epoch [24][1420/2640] lr: 1.000e-03, eta: 8:31:52, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.5539, top5_acc: 0.8070, loss_cls: 1.7405, loss: 1.7405, grad_norm: 14.9859 2021-08-17 05:50:50,230 - mmaction - INFO - Epoch [24][1440/2640] lr: 1.000e-03, eta: 8:31:43, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.5398, top5_acc: 0.7992, loss_cls: 1.7594, loss: 1.7594, grad_norm: 14.0399 2021-08-17 05:50:58,441 - mmaction - INFO - Epoch [24][1460/2640] lr: 1.000e-03, eta: 8:31:33, time: 0.411, data_time: 0.002, memory: 5736, top1_acc: 0.5234, top5_acc: 0.7859, loss_cls: 1.8073, loss: 1.8073, grad_norm: 14.8616 2021-08-17 05:51:06,768 - mmaction - INFO - Epoch [24][1480/2640] lr: 1.000e-03, eta: 8:31:24, time: 0.416, data_time: 0.000, memory: 5736, top1_acc: 0.5328, top5_acc: 0.7859, loss_cls: 1.8359, loss: 1.8359, grad_norm: 14.0881 2021-08-17 05:51:14,965 - mmaction - INFO - Epoch [24][1500/2640] lr: 1.000e-03, eta: 8:31:15, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.5500, top5_acc: 0.7992, loss_cls: 1.7733, loss: 1.7733, grad_norm: 13.9361 2021-08-17 05:51:23,313 - mmaction - INFO - Epoch [24][1520/2640] lr: 1.000e-03, eta: 8:31:05, time: 0.417, data_time: 0.001, memory: 5736, top1_acc: 0.5195, top5_acc: 0.7937, loss_cls: 1.8472, loss: 1.8472, grad_norm: 14.5438 2021-08-17 05:51:31,566 - mmaction - INFO - Epoch [24][1540/2640] lr: 1.000e-03, eta: 8:30:56, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5367, top5_acc: 0.7789, loss_cls: 1.8481, loss: 1.8481, grad_norm: 14.6083 2021-08-17 05:51:39,766 - mmaction - INFO - Epoch [24][1560/2640] lr: 1.000e-03, eta: 8:30:46, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.5570, top5_acc: 0.8094, loss_cls: 1.6954, loss: 1.6954, grad_norm: 14.2434 2021-08-17 05:51:47,978 - mmaction - INFO - Epoch [24][1580/2640] lr: 1.000e-03, eta: 8:30:37, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.5547, top5_acc: 0.7883, loss_cls: 1.7519, loss: 1.7519, grad_norm: 14.7380 2021-08-17 05:51:56,270 - mmaction - INFO - Epoch [24][1600/2640] lr: 1.000e-03, eta: 8:30:28, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.5289, top5_acc: 0.7852, loss_cls: 1.8471, loss: 1.8471, grad_norm: 14.2907 2021-08-17 05:52:04,488 - mmaction - INFO - Epoch [24][1620/2640] lr: 1.000e-03, eta: 8:30:18, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.5680, top5_acc: 0.7961, loss_cls: 1.7600, loss: 1.7600, grad_norm: 14.2224 2021-08-17 05:52:12,677 - mmaction - INFO - Epoch [24][1640/2640] lr: 1.000e-03, eta: 8:30:09, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.5250, top5_acc: 0.7945, loss_cls: 1.8068, loss: 1.8068, grad_norm: 15.0557 2021-08-17 05:52:20,915 - mmaction - INFO - Epoch [24][1660/2640] lr: 1.000e-03, eta: 8:29:59, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5383, top5_acc: 0.8055, loss_cls: 1.7858, loss: 1.7858, grad_norm: 15.0124 2021-08-17 05:52:29,150 - mmaction - INFO - Epoch [24][1680/2640] lr: 1.000e-03, eta: 8:29:50, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5383, top5_acc: 0.8008, loss_cls: 1.8013, loss: 1.8013, grad_norm: 13.6804 2021-08-17 05:52:37,390 - mmaction - INFO - Epoch [24][1700/2640] lr: 1.000e-03, eta: 8:29:40, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5680, top5_acc: 0.8117, loss_cls: 1.7234, loss: 1.7234, grad_norm: 13.9060 2021-08-17 05:52:45,585 - mmaction - INFO - Epoch [24][1720/2640] lr: 1.000e-03, eta: 8:29:31, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.5211, top5_acc: 0.7844, loss_cls: 1.8351, loss: 1.8351, grad_norm: 14.5440 2021-08-17 05:52:53,883 - mmaction - INFO - Epoch [24][1740/2640] lr: 1.000e-03, eta: 8:29:22, time: 0.416, data_time: 0.002, memory: 5736, top1_acc: 0.5687, top5_acc: 0.7891, loss_cls: 1.7872, loss: 1.7872, grad_norm: 13.7857 2021-08-17 05:53:02,230 - mmaction - INFO - Epoch [24][1760/2640] lr: 1.000e-03, eta: 8:29:12, time: 0.417, data_time: 0.000, memory: 5736, top1_acc: 0.5289, top5_acc: 0.7703, loss_cls: 1.8661, loss: 1.8661, grad_norm: 13.7716 2021-08-17 05:53:10,421 - mmaction - INFO - Epoch [24][1780/2640] lr: 1.000e-03, eta: 8:29:03, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.5672, top5_acc: 0.8039, loss_cls: 1.7281, loss: 1.7281, grad_norm: 14.3118 2021-08-17 05:53:18,722 - mmaction - INFO - Epoch [24][1800/2640] lr: 1.000e-03, eta: 8:28:54, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.5570, top5_acc: 0.8008, loss_cls: 1.7831, loss: 1.7831, grad_norm: 14.6075 2021-08-17 05:53:26,981 - mmaction - INFO - Epoch [24][1820/2640] lr: 1.000e-03, eta: 8:28:44, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5453, top5_acc: 0.8078, loss_cls: 1.7864, loss: 1.7864, grad_norm: 14.6536 2021-08-17 05:53:35,226 - mmaction - INFO - Epoch [24][1840/2640] lr: 1.000e-03, eta: 8:28:35, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5352, top5_acc: 0.7883, loss_cls: 1.8410, loss: 1.8410, grad_norm: 14.5666 2021-08-17 05:53:43,570 - mmaction - INFO - Epoch [24][1860/2640] lr: 1.000e-03, eta: 8:28:26, time: 0.418, data_time: 0.002, memory: 5736, top1_acc: 0.5500, top5_acc: 0.8000, loss_cls: 1.7474, loss: 1.7474, grad_norm: 14.0612 2021-08-17 05:53:51,863 - mmaction - INFO - Epoch [24][1880/2640] lr: 1.000e-03, eta: 8:28:16, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.5664, top5_acc: 0.8203, loss_cls: 1.6552, loss: 1.6552, grad_norm: 14.4995 2021-08-17 05:54:00,101 - mmaction - INFO - Epoch [24][1900/2640] lr: 1.000e-03, eta: 8:28:07, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5641, top5_acc: 0.7969, loss_cls: 1.7388, loss: 1.7388, grad_norm: 15.0162 2021-08-17 05:54:08,399 - mmaction - INFO - Epoch [24][1920/2640] lr: 1.000e-03, eta: 8:27:57, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.5383, top5_acc: 0.7906, loss_cls: 1.7628, loss: 1.7628, grad_norm: 14.0614 2021-08-17 05:54:16,721 - mmaction - INFO - Epoch [24][1940/2640] lr: 1.000e-03, eta: 8:27:48, time: 0.416, data_time: 0.001, memory: 5736, top1_acc: 0.5586, top5_acc: 0.7945, loss_cls: 1.7404, loss: 1.7404, grad_norm: 14.6815 2021-08-17 05:54:24,938 - mmaction - INFO - Epoch [24][1960/2640] lr: 1.000e-03, eta: 8:27:39, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5609, top5_acc: 0.7961, loss_cls: 1.7750, loss: 1.7750, grad_norm: 14.5431 2021-08-17 05:54:33,196 - mmaction - INFO - Epoch [24][1980/2640] lr: 1.000e-03, eta: 8:27:29, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5531, top5_acc: 0.8008, loss_cls: 1.8076, loss: 1.8076, grad_norm: 14.6685 2021-08-17 05:54:41,423 - mmaction - INFO - Epoch [24][2000/2640] lr: 1.000e-03, eta: 8:27:20, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5273, top5_acc: 0.7906, loss_cls: 1.8450, loss: 1.8450, grad_norm: 14.4826 2021-08-17 05:54:49,583 - mmaction - INFO - Epoch [24][2020/2640] lr: 1.000e-03, eta: 8:27:10, time: 0.409, data_time: 0.001, memory: 5736, top1_acc: 0.5336, top5_acc: 0.7656, loss_cls: 1.9040, loss: 1.9040, grad_norm: 13.7120 2021-08-17 05:54:57,833 - mmaction - INFO - Epoch [24][2040/2640] lr: 1.000e-03, eta: 8:27:01, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.5563, top5_acc: 0.8086, loss_cls: 1.7287, loss: 1.7287, grad_norm: 13.9318 2021-08-17 05:55:06,058 - mmaction - INFO - Epoch [24][2060/2640] lr: 1.000e-03, eta: 8:26:52, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5703, top5_acc: 0.7953, loss_cls: 1.7513, loss: 1.7513, grad_norm: 14.3541 2021-08-17 05:55:14,325 - mmaction - INFO - Epoch [24][2080/2640] lr: 1.000e-03, eta: 8:26:42, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5500, top5_acc: 0.7891, loss_cls: 1.8350, loss: 1.8350, grad_norm: 14.5609 2021-08-17 05:55:22,568 - mmaction - INFO - Epoch [24][2100/2640] lr: 1.000e-03, eta: 8:26:33, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5383, top5_acc: 0.8000, loss_cls: 1.8239, loss: 1.8239, grad_norm: 14.1369 2021-08-17 05:55:30,827 - mmaction - INFO - Epoch [24][2120/2640] lr: 1.000e-03, eta: 8:26:24, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.5469, top5_acc: 0.7945, loss_cls: 1.8102, loss: 1.8102, grad_norm: 14.5616 2021-08-17 05:55:39,045 - mmaction - INFO - Epoch [24][2140/2640] lr: 1.000e-03, eta: 8:26:14, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5289, top5_acc: 0.7898, loss_cls: 1.8336, loss: 1.8336, grad_norm: 14.5659 2021-08-17 05:55:47,270 - mmaction - INFO - Epoch [24][2160/2640] lr: 1.000e-03, eta: 8:26:05, time: 0.411, data_time: 0.002, memory: 5736, top1_acc: 0.5375, top5_acc: 0.7766, loss_cls: 1.9065, loss: 1.9065, grad_norm: 14.0881 2021-08-17 05:55:55,492 - mmaction - INFO - Epoch [24][2180/2640] lr: 1.000e-03, eta: 8:25:55, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.5523, top5_acc: 0.8063, loss_cls: 1.7833, loss: 1.7833, grad_norm: 14.3847 2021-08-17 05:56:03,752 - mmaction - INFO - Epoch [24][2200/2640] lr: 1.000e-03, eta: 8:25:46, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.5344, top5_acc: 0.7742, loss_cls: 1.8556, loss: 1.8556, grad_norm: 14.1951 2021-08-17 05:56:11,967 - mmaction - INFO - Epoch [24][2220/2640] lr: 1.000e-03, eta: 8:25:37, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.5773, top5_acc: 0.8219, loss_cls: 1.6516, loss: 1.6516, grad_norm: 14.4568 2021-08-17 05:56:20,243 - mmaction - INFO - Epoch [24][2240/2640] lr: 1.000e-03, eta: 8:25:27, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.5406, top5_acc: 0.8070, loss_cls: 1.7659, loss: 1.7659, grad_norm: 15.0887 2021-08-17 05:56:28,480 - mmaction - INFO - Epoch [24][2260/2640] lr: 1.000e-03, eta: 8:25:18, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.5305, top5_acc: 0.7859, loss_cls: 1.8245, loss: 1.8245, grad_norm: 14.6874 2021-08-17 05:56:36,733 - mmaction - INFO - Epoch [24][2280/2640] lr: 1.000e-03, eta: 8:25:08, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.5711, top5_acc: 0.8148, loss_cls: 1.6621, loss: 1.6621, grad_norm: 14.3082 2021-08-17 05:56:44,919 - mmaction - INFO - Epoch [24][2300/2640] lr: 1.000e-03, eta: 8:24:59, time: 0.409, data_time: 0.001, memory: 5736, top1_acc: 0.5266, top5_acc: 0.7867, loss_cls: 1.8587, loss: 1.8587, grad_norm: 14.3260 2021-08-17 05:56:53,166 - mmaction - INFO - Epoch [24][2320/2640] lr: 1.000e-03, eta: 8:24:50, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.5297, top5_acc: 0.7875, loss_cls: 1.8687, loss: 1.8687, grad_norm: 14.8242 2021-08-17 05:57:01,367 - mmaction - INFO - Epoch [24][2340/2640] lr: 1.000e-03, eta: 8:24:40, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.5578, top5_acc: 0.7953, loss_cls: 1.7970, loss: 1.7970, grad_norm: 14.4839 2021-08-17 05:57:09,607 - mmaction - INFO - Epoch [24][2360/2640] lr: 1.000e-03, eta: 8:24:31, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5563, top5_acc: 0.7891, loss_cls: 1.7975, loss: 1.7975, grad_norm: 14.3729 2021-08-17 05:57:17,898 - mmaction - INFO - Epoch [24][2380/2640] lr: 1.000e-03, eta: 8:24:22, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.5312, top5_acc: 0.7680, loss_cls: 1.8658, loss: 1.8658, grad_norm: 14.9319 2021-08-17 05:57:26,143 - mmaction - INFO - Epoch [24][2400/2640] lr: 1.000e-03, eta: 8:24:12, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.5188, top5_acc: 0.7664, loss_cls: 1.9243, loss: 1.9243, grad_norm: 14.5985 2021-08-17 05:57:34,307 - mmaction - INFO - Epoch [24][2420/2640] lr: 1.000e-03, eta: 8:24:03, time: 0.408, data_time: 0.000, memory: 5736, top1_acc: 0.5141, top5_acc: 0.7844, loss_cls: 1.9039, loss: 1.9039, grad_norm: 14.9584 2021-08-17 05:57:42,589 - mmaction - INFO - Epoch [24][2440/2640] lr: 1.000e-03, eta: 8:23:53, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.5188, top5_acc: 0.7828, loss_cls: 1.8929, loss: 1.8929, grad_norm: 14.5683 2021-08-17 05:57:50,813 - mmaction - INFO - Epoch [24][2460/2640] lr: 1.000e-03, eta: 8:23:44, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5578, top5_acc: 0.8086, loss_cls: 1.7293, loss: 1.7293, grad_norm: 14.7462 2021-08-17 05:57:59,055 - mmaction - INFO - Epoch [24][2480/2640] lr: 1.000e-03, eta: 8:23:35, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.5430, top5_acc: 0.8008, loss_cls: 1.7730, loss: 1.7730, grad_norm: 14.1496 2021-08-17 05:58:07,271 - mmaction - INFO - Epoch [24][2500/2640] lr: 1.000e-03, eta: 8:23:25, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.5469, top5_acc: 0.8117, loss_cls: 1.7409, loss: 1.7409, grad_norm: 13.9083 2021-08-17 05:58:15,529 - mmaction - INFO - Epoch [24][2520/2640] lr: 1.000e-03, eta: 8:23:16, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5414, top5_acc: 0.8023, loss_cls: 1.8277, loss: 1.8277, grad_norm: 14.4644 2021-08-17 05:58:23,724 - mmaction - INFO - Epoch [24][2540/2640] lr: 1.000e-03, eta: 8:23:06, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.5188, top5_acc: 0.7867, loss_cls: 1.8832, loss: 1.8832, grad_norm: 14.6373 2021-08-17 05:58:32,060 - mmaction - INFO - Epoch [24][2560/2640] lr: 1.000e-03, eta: 8:22:57, time: 0.417, data_time: 0.002, memory: 5736, top1_acc: 0.5531, top5_acc: 0.7937, loss_cls: 1.7476, loss: 1.7476, grad_norm: 13.9803 2021-08-17 05:58:40,302 - mmaction - INFO - Epoch [24][2580/2640] lr: 1.000e-03, eta: 8:22:48, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5477, top5_acc: 0.7820, loss_cls: 1.8368, loss: 1.8368, grad_norm: 14.0507 2021-08-17 05:58:48,518 - mmaction - INFO - Epoch [24][2600/2640] lr: 1.000e-03, eta: 8:22:38, time: 0.411, data_time: 0.002, memory: 5736, top1_acc: 0.5344, top5_acc: 0.7937, loss_cls: 1.8376, loss: 1.8376, grad_norm: 14.3034 2021-08-17 05:58:56,733 - mmaction - INFO - Epoch [24][2620/2640] lr: 1.000e-03, eta: 8:22:29, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5469, top5_acc: 0.7836, loss_cls: 1.8367, loss: 1.8367, grad_norm: 14.4853 2021-08-17 05:59:04,668 - mmaction - INFO - Epoch [24][2640/2640] lr: 1.000e-03, eta: 8:22:19, time: 0.396, data_time: 0.000, memory: 5736, top1_acc: 0.5516, top5_acc: 0.7984, loss_cls: 1.7684, loss: 1.7684, grad_norm: 13.5993 2021-08-17 05:59:09,330 - mmaction - INFO - Saving checkpoint at 24 epochs 2021-08-17 05:59:10,532 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-08-17 06:00:51,931 - mmaction - INFO - Epoch [25][20/2640] lr: 1.000e-03, eta: 8:23:51, time: 5.070, data_time: 4.632, memory: 5736, top1_acc: 0.5898, top5_acc: 0.8125, loss_cls: 1.6776, loss: 1.6776, grad_norm: 14.7601 2021-08-17 06:01:00,219 - mmaction - INFO - Epoch [25][40/2640] lr: 1.000e-03, eta: 8:23:41, time: 0.414, data_time: 0.003, memory: 5736, top1_acc: 0.5633, top5_acc: 0.7867, loss_cls: 1.7529, loss: 1.7529, grad_norm: 14.7792 2021-08-17 06:01:08,407 - mmaction - INFO - Epoch [25][60/2640] lr: 1.000e-03, eta: 8:23:32, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.5555, top5_acc: 0.8109, loss_cls: 1.7042, loss: 1.7042, grad_norm: 14.7083 2021-08-17 06:01:16,620 - mmaction - INFO - Epoch [25][80/2640] lr: 1.000e-03, eta: 8:23:22, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5367, top5_acc: 0.7891, loss_cls: 1.7974, loss: 1.7974, grad_norm: 14.6092 2021-08-17 06:01:24,845 - mmaction - INFO - Epoch [25][100/2640] lr: 1.000e-03, eta: 8:23:13, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5336, top5_acc: 0.7922, loss_cls: 1.7921, loss: 1.7921, grad_norm: 14.1780 2021-08-17 06:01:33,061 - mmaction - INFO - Epoch [25][120/2640] lr: 1.000e-03, eta: 8:23:04, time: 0.411, data_time: 0.002, memory: 5736, top1_acc: 0.5469, top5_acc: 0.7828, loss_cls: 1.8091, loss: 1.8091, grad_norm: 14.3650 2021-08-17 06:01:41,347 - mmaction - INFO - Epoch [25][140/2640] lr: 1.000e-03, eta: 8:22:54, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.5617, top5_acc: 0.8008, loss_cls: 1.7598, loss: 1.7598, grad_norm: 15.1029 2021-08-17 06:01:49,532 - mmaction - INFO - Epoch [25][160/2640] lr: 1.000e-03, eta: 8:22:45, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.5617, top5_acc: 0.8023, loss_cls: 1.7161, loss: 1.7161, grad_norm: 14.9244 2021-08-17 06:01:57,826 - mmaction - INFO - Epoch [25][180/2640] lr: 1.000e-03, eta: 8:22:35, time: 0.414, data_time: 0.000, memory: 5736, top1_acc: 0.5516, top5_acc: 0.7953, loss_cls: 1.8010, loss: 1.8010, grad_norm: 14.7345 2021-08-17 06:02:06,138 - mmaction - INFO - Epoch [25][200/2640] lr: 1.000e-03, eta: 8:22:26, time: 0.417, data_time: 0.001, memory: 5736, top1_acc: 0.5242, top5_acc: 0.7820, loss_cls: 1.8847, loss: 1.8847, grad_norm: 14.0919 2021-08-17 06:02:14,384 - mmaction - INFO - Epoch [25][220/2640] lr: 1.000e-03, eta: 8:22:17, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.5328, top5_acc: 0.8000, loss_cls: 1.7358, loss: 1.7358, grad_norm: 14.9363 2021-08-17 06:02:22,708 - mmaction - INFO - Epoch [25][240/2640] lr: 1.000e-03, eta: 8:22:07, time: 0.416, data_time: 0.002, memory: 5736, top1_acc: 0.5539, top5_acc: 0.8094, loss_cls: 1.7509, loss: 1.7509, grad_norm: 14.5667 2021-08-17 06:02:30,918 - mmaction - INFO - Epoch [25][260/2640] lr: 1.000e-03, eta: 8:21:58, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5523, top5_acc: 0.8070, loss_cls: 1.7621, loss: 1.7621, grad_norm: 15.3311 2021-08-17 06:02:39,104 - mmaction - INFO - Epoch [25][280/2640] lr: 1.000e-03, eta: 8:21:48, time: 0.409, data_time: 0.002, memory: 5736, top1_acc: 0.5422, top5_acc: 0.7984, loss_cls: 1.7478, loss: 1.7478, grad_norm: 14.6182 2021-08-17 06:02:47,323 - mmaction - INFO - Epoch [25][300/2640] lr: 1.000e-03, eta: 8:21:39, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5586, top5_acc: 0.7977, loss_cls: 1.8064, loss: 1.8064, grad_norm: 14.4303 2021-08-17 06:02:55,510 - mmaction - INFO - Epoch [25][320/2640] lr: 1.000e-03, eta: 8:21:29, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.5609, top5_acc: 0.7937, loss_cls: 1.7571, loss: 1.7571, grad_norm: 15.0118 2021-08-17 06:03:03,782 - mmaction - INFO - Epoch [25][340/2640] lr: 1.000e-03, eta: 8:21:20, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.5563, top5_acc: 0.8133, loss_cls: 1.7738, loss: 1.7738, grad_norm: 14.6400 2021-08-17 06:03:12,061 - mmaction - INFO - Epoch [25][360/2640] lr: 1.000e-03, eta: 8:21:11, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.5492, top5_acc: 0.7914, loss_cls: 1.7981, loss: 1.7981, grad_norm: 14.2401 2021-08-17 06:03:20,297 - mmaction - INFO - Epoch [25][380/2640] lr: 1.000e-03, eta: 8:21:01, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5461, top5_acc: 0.7969, loss_cls: 1.7993, loss: 1.7993, grad_norm: 14.3982 2021-08-17 06:03:28,588 - mmaction - INFO - Epoch [25][400/2640] lr: 1.000e-03, eta: 8:20:52, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.5641, top5_acc: 0.8156, loss_cls: 1.7162, loss: 1.7162, grad_norm: 15.1627 2021-08-17 06:03:36,786 - mmaction - INFO - Epoch [25][420/2640] lr: 1.000e-03, eta: 8:20:42, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.5758, top5_acc: 0.8187, loss_cls: 1.6969, loss: 1.6969, grad_norm: 14.3024 2021-08-17 06:03:45,041 - mmaction - INFO - Epoch [25][440/2640] lr: 1.000e-03, eta: 8:20:33, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.5477, top5_acc: 0.8187, loss_cls: 1.7068, loss: 1.7068, grad_norm: 14.6017 2021-08-17 06:03:53,327 - mmaction - INFO - Epoch [25][460/2640] lr: 1.000e-03, eta: 8:20:24, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.5391, top5_acc: 0.7898, loss_cls: 1.8255, loss: 1.8255, grad_norm: 14.4578 2021-08-17 06:04:01,587 - mmaction - INFO - Epoch [25][480/2640] lr: 1.000e-03, eta: 8:20:14, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.5672, top5_acc: 0.7891, loss_cls: 1.7472, loss: 1.7472, grad_norm: 14.1772 2021-08-17 06:04:09,835 - mmaction - INFO - Epoch [25][500/2640] lr: 1.000e-03, eta: 8:20:05, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5789, top5_acc: 0.8195, loss_cls: 1.6550, loss: 1.6550, grad_norm: 14.5624 2021-08-17 06:04:18,136 - mmaction - INFO - Epoch [25][520/2640] lr: 1.000e-03, eta: 8:19:55, time: 0.415, data_time: 0.000, memory: 5736, top1_acc: 0.5523, top5_acc: 0.8063, loss_cls: 1.7341, loss: 1.7341, grad_norm: 14.9335 2021-08-17 06:04:26,425 - mmaction - INFO - Epoch [25][540/2640] lr: 1.000e-03, eta: 8:19:46, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.5813, top5_acc: 0.8266, loss_cls: 1.6335, loss: 1.6335, grad_norm: 15.0045 2021-08-17 06:04:34,691 - mmaction - INFO - Epoch [25][560/2640] lr: 1.000e-03, eta: 8:19:37, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.5703, top5_acc: 0.8109, loss_cls: 1.6609, loss: 1.6609, grad_norm: 15.0961 2021-08-17 06:04:42,949 - mmaction - INFO - Epoch [25][580/2640] lr: 1.000e-03, eta: 8:19:27, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5461, top5_acc: 0.8023, loss_cls: 1.7645, loss: 1.7645, grad_norm: 14.4351 2021-08-17 06:04:51,251 - mmaction - INFO - Epoch [25][600/2640] lr: 1.000e-03, eta: 8:19:18, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.5430, top5_acc: 0.7750, loss_cls: 1.8287, loss: 1.8287, grad_norm: 14.4598 2021-08-17 06:04:59,503 - mmaction - INFO - Epoch [25][620/2640] lr: 1.000e-03, eta: 8:19:09, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.5539, top5_acc: 0.7953, loss_cls: 1.7939, loss: 1.7939, grad_norm: 14.8057 2021-08-17 06:05:07,777 - mmaction - INFO - Epoch [25][640/2640] lr: 1.000e-03, eta: 8:18:59, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.5609, top5_acc: 0.7945, loss_cls: 1.7332, loss: 1.7332, grad_norm: 14.3592 2021-08-17 06:05:15,988 - mmaction - INFO - Epoch [25][660/2640] lr: 1.000e-03, eta: 8:18:50, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.5516, top5_acc: 0.8031, loss_cls: 1.8054, loss: 1.8054, grad_norm: 14.2572 2021-08-17 06:05:24,230 - mmaction - INFO - Epoch [25][680/2640] lr: 1.000e-03, eta: 8:18:40, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.5508, top5_acc: 0.7906, loss_cls: 1.7406, loss: 1.7406, grad_norm: 14.6804 2021-08-17 06:05:32,472 - mmaction - INFO - Epoch [25][700/2640] lr: 1.000e-03, eta: 8:18:31, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5367, top5_acc: 0.7930, loss_cls: 1.7498, loss: 1.7498, grad_norm: 14.4339 2021-08-17 06:05:40,798 - mmaction - INFO - Epoch [25][720/2640] lr: 1.000e-03, eta: 8:18:22, time: 0.416, data_time: 0.002, memory: 5736, top1_acc: 0.5445, top5_acc: 0.7844, loss_cls: 1.8633, loss: 1.8633, grad_norm: 14.7076 2021-08-17 06:05:49,051 - mmaction - INFO - Epoch [25][740/2640] lr: 1.000e-03, eta: 8:18:12, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5477, top5_acc: 0.7945, loss_cls: 1.7893, loss: 1.7893, grad_norm: 14.6493 2021-08-17 06:05:57,326 - mmaction - INFO - Epoch [25][760/2640] lr: 1.000e-03, eta: 8:18:03, time: 0.414, data_time: 0.000, memory: 5736, top1_acc: 0.5563, top5_acc: 0.8078, loss_cls: 1.7300, loss: 1.7300, grad_norm: 14.9066 2021-08-17 06:06:05,564 - mmaction - INFO - Epoch [25][780/2640] lr: 1.000e-03, eta: 8:17:54, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.5469, top5_acc: 0.7914, loss_cls: 1.8268, loss: 1.8268, grad_norm: 14.1350 2021-08-17 06:06:13,840 - mmaction - INFO - Epoch [25][800/2640] lr: 1.000e-03, eta: 8:17:44, time: 0.414, data_time: 0.000, memory: 5736, top1_acc: 0.5383, top5_acc: 0.7984, loss_cls: 1.7957, loss: 1.7957, grad_norm: 14.2101 2021-08-17 06:06:22,027 - mmaction - INFO - Epoch [25][820/2640] lr: 1.000e-03, eta: 8:17:35, time: 0.409, data_time: 0.001, memory: 5736, top1_acc: 0.5469, top5_acc: 0.8016, loss_cls: 1.7672, loss: 1.7672, grad_norm: 14.5106 2021-08-17 06:06:30,328 - mmaction - INFO - Epoch [25][840/2640] lr: 1.000e-03, eta: 8:17:25, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.5594, top5_acc: 0.8055, loss_cls: 1.7142, loss: 1.7142, grad_norm: 14.7551 2021-08-17 06:06:38,663 - mmaction - INFO - Epoch [25][860/2640] lr: 1.000e-03, eta: 8:17:16, time: 0.417, data_time: 0.001, memory: 5736, top1_acc: 0.5539, top5_acc: 0.7992, loss_cls: 1.7752, loss: 1.7752, grad_norm: 14.3722 2021-08-17 06:06:46,997 - mmaction - INFO - Epoch [25][880/2640] lr: 1.000e-03, eta: 8:17:07, time: 0.417, data_time: 0.002, memory: 5736, top1_acc: 0.5609, top5_acc: 0.8109, loss_cls: 1.7107, loss: 1.7107, grad_norm: 14.5711 2021-08-17 06:06:55,303 - mmaction - INFO - Epoch [25][900/2640] lr: 1.000e-03, eta: 8:16:57, time: 0.415, data_time: 0.000, memory: 5736, top1_acc: 0.5687, top5_acc: 0.8031, loss_cls: 1.7297, loss: 1.7297, grad_norm: 14.1893 2021-08-17 06:07:03,600 - mmaction - INFO - Epoch [25][920/2640] lr: 1.000e-03, eta: 8:16:48, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.5789, top5_acc: 0.8164, loss_cls: 1.6758, loss: 1.6758, grad_norm: 14.3447 2021-08-17 06:07:11,837 - mmaction - INFO - Epoch [25][940/2640] lr: 1.000e-03, eta: 8:16:39, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5367, top5_acc: 0.7883, loss_cls: 1.8217, loss: 1.8217, grad_norm: 14.7291 2021-08-17 06:07:20,102 - mmaction - INFO - Epoch [25][960/2640] lr: 1.000e-03, eta: 8:16:29, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.5430, top5_acc: 0.7945, loss_cls: 1.7598, loss: 1.7598, grad_norm: 14.0158 2021-08-17 06:07:28,395 - mmaction - INFO - Epoch [25][980/2640] lr: 1.000e-03, eta: 8:16:20, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.5656, top5_acc: 0.7906, loss_cls: 1.7503, loss: 1.7503, grad_norm: 14.5160 2021-08-17 06:07:36,689 - mmaction - INFO - Epoch [25][1000/2640] lr: 1.000e-03, eta: 8:16:11, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.5719, top5_acc: 0.8133, loss_cls: 1.6466, loss: 1.6466, grad_norm: 13.8586 2021-08-17 06:07:44,993 - mmaction - INFO - Epoch [25][1020/2640] lr: 1.000e-03, eta: 8:16:01, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.5375, top5_acc: 0.7945, loss_cls: 1.8317, loss: 1.8317, grad_norm: 15.3470 2021-08-17 06:07:53,227 - mmaction - INFO - Epoch [25][1040/2640] lr: 1.000e-03, eta: 8:15:52, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5617, top5_acc: 0.8039, loss_cls: 1.7876, loss: 1.7876, grad_norm: 14.8640 2021-08-17 06:08:01,468 - mmaction - INFO - Epoch [25][1060/2640] lr: 1.000e-03, eta: 8:15:43, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5477, top5_acc: 0.8031, loss_cls: 1.7801, loss: 1.7801, grad_norm: 14.2377 2021-08-17 06:08:09,722 - mmaction - INFO - Epoch [25][1080/2640] lr: 1.000e-03, eta: 8:15:33, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.5312, top5_acc: 0.7852, loss_cls: 1.8419, loss: 1.8419, grad_norm: 14.9320 2021-08-17 06:08:18,050 - mmaction - INFO - Epoch [25][1100/2640] lr: 1.000e-03, eta: 8:15:24, time: 0.416, data_time: 0.000, memory: 5736, top1_acc: 0.5797, top5_acc: 0.8047, loss_cls: 1.7094, loss: 1.7094, grad_norm: 13.6121 2021-08-17 06:08:26,331 - mmaction - INFO - Epoch [25][1120/2640] lr: 1.000e-03, eta: 8:15:15, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.5516, top5_acc: 0.7953, loss_cls: 1.7326, loss: 1.7326, grad_norm: 14.4633 2021-08-17 06:08:34,584 - mmaction - INFO - Epoch [25][1140/2640] lr: 1.000e-03, eta: 8:15:05, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5609, top5_acc: 0.8094, loss_cls: 1.6689, loss: 1.6689, grad_norm: 13.8812 2021-08-17 06:08:42,879 - mmaction - INFO - Epoch [25][1160/2640] lr: 1.000e-03, eta: 8:14:56, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.5680, top5_acc: 0.7922, loss_cls: 1.7637, loss: 1.7637, grad_norm: 14.7353 2021-08-17 06:08:51,080 - mmaction - INFO - Epoch [25][1180/2640] lr: 1.000e-03, eta: 8:14:46, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.5625, top5_acc: 0.8117, loss_cls: 1.7135, loss: 1.7135, grad_norm: 14.1175 2021-08-17 06:08:59,329 - mmaction - INFO - Epoch [25][1200/2640] lr: 1.000e-03, eta: 8:14:37, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5523, top5_acc: 0.7937, loss_cls: 1.7651, loss: 1.7651, grad_norm: 15.3033 2021-08-17 06:09:07,557 - mmaction - INFO - Epoch [25][1220/2640] lr: 1.000e-03, eta: 8:14:28, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5461, top5_acc: 0.8055, loss_cls: 1.7639, loss: 1.7639, grad_norm: 14.3319 2021-08-17 06:09:15,762 - mmaction - INFO - Epoch [25][1240/2640] lr: 1.000e-03, eta: 8:14:18, time: 0.410, data_time: 0.002, memory: 5736, top1_acc: 0.5352, top5_acc: 0.8008, loss_cls: 1.7565, loss: 1.7565, grad_norm: 14.3631 2021-08-17 06:09:23,983 - mmaction - INFO - Epoch [25][1260/2640] lr: 1.000e-03, eta: 8:14:09, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5609, top5_acc: 0.7906, loss_cls: 1.7558, loss: 1.7558, grad_norm: 14.8130 2021-08-17 06:09:32,195 - mmaction - INFO - Epoch [25][1280/2640] lr: 1.000e-03, eta: 8:13:59, time: 0.411, data_time: 0.002, memory: 5736, top1_acc: 0.5445, top5_acc: 0.7906, loss_cls: 1.7882, loss: 1.7882, grad_norm: 14.9510 2021-08-17 06:09:40,414 - mmaction - INFO - Epoch [25][1300/2640] lr: 1.000e-03, eta: 8:13:50, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5578, top5_acc: 0.7781, loss_cls: 1.8138, loss: 1.8138, grad_norm: 13.6276 2021-08-17 06:09:48,884 - mmaction - INFO - Epoch [25][1320/2640] lr: 1.000e-03, eta: 8:13:41, time: 0.423, data_time: 0.001, memory: 5736, top1_acc: 0.5203, top5_acc: 0.7836, loss_cls: 1.8787, loss: 1.8787, grad_norm: 14.4820 2021-08-17 06:09:57,137 - mmaction - INFO - Epoch [25][1340/2640] lr: 1.000e-03, eta: 8:13:31, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5687, top5_acc: 0.8180, loss_cls: 1.6830, loss: 1.6830, grad_norm: 13.9630 2021-08-17 06:10:05,395 - mmaction - INFO - Epoch [25][1360/2640] lr: 1.000e-03, eta: 8:13:22, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.5305, top5_acc: 0.7703, loss_cls: 1.8421, loss: 1.8421, grad_norm: 14.6304 2021-08-17 06:10:13,658 - mmaction - INFO - Epoch [25][1380/2640] lr: 1.000e-03, eta: 8:13:13, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.5125, top5_acc: 0.7633, loss_cls: 1.9442, loss: 1.9442, grad_norm: 14.7848 2021-08-17 06:10:21,859 - mmaction - INFO - Epoch [25][1400/2640] lr: 1.000e-03, eta: 8:13:03, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.5555, top5_acc: 0.8117, loss_cls: 1.7866, loss: 1.7866, grad_norm: 14.6600 2021-08-17 06:10:30,102 - mmaction - INFO - Epoch [25][1420/2640] lr: 1.000e-03, eta: 8:12:54, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.5461, top5_acc: 0.7992, loss_cls: 1.8136, loss: 1.8136, grad_norm: 14.2808 2021-08-17 06:10:38,369 - mmaction - INFO - Epoch [25][1440/2640] lr: 1.000e-03, eta: 8:12:45, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.5305, top5_acc: 0.7805, loss_cls: 1.8497, loss: 1.8497, grad_norm: 14.3437 2021-08-17 06:10:46,575 - mmaction - INFO - Epoch [25][1460/2640] lr: 1.000e-03, eta: 8:12:35, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.5539, top5_acc: 0.7922, loss_cls: 1.7976, loss: 1.7976, grad_norm: 14.2584 2021-08-17 06:10:54,811 - mmaction - INFO - Epoch [25][1480/2640] lr: 1.000e-03, eta: 8:12:26, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5508, top5_acc: 0.7992, loss_cls: 1.7670, loss: 1.7670, grad_norm: 14.0477 2021-08-17 06:11:03,105 - mmaction - INFO - Epoch [25][1500/2640] lr: 1.000e-03, eta: 8:12:16, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.5844, top5_acc: 0.8227, loss_cls: 1.6996, loss: 1.6996, grad_norm: 14.3100 2021-08-17 06:11:11,372 - mmaction - INFO - Epoch [25][1520/2640] lr: 1.000e-03, eta: 8:12:07, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.5523, top5_acc: 0.7984, loss_cls: 1.7401, loss: 1.7401, grad_norm: 14.5435 2021-08-17 06:11:19,611 - mmaction - INFO - Epoch [25][1540/2640] lr: 1.000e-03, eta: 8:11:58, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5602, top5_acc: 0.7953, loss_cls: 1.7718, loss: 1.7718, grad_norm: 14.8829 2021-08-17 06:11:27,816 - mmaction - INFO - Epoch [25][1560/2640] lr: 1.000e-03, eta: 8:11:48, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.5375, top5_acc: 0.8008, loss_cls: 1.8238, loss: 1.8238, grad_norm: 15.0273 2021-08-17 06:11:36,072 - mmaction - INFO - Epoch [25][1580/2640] lr: 1.000e-03, eta: 8:11:39, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5492, top5_acc: 0.7953, loss_cls: 1.8087, loss: 1.8087, grad_norm: 14.3086 2021-08-17 06:11:44,328 - mmaction - INFO - Epoch [25][1600/2640] lr: 1.000e-03, eta: 8:11:30, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.5352, top5_acc: 0.7750, loss_cls: 1.8512, loss: 1.8512, grad_norm: 14.5258 2021-08-17 06:11:52,596 - mmaction - INFO - Epoch [25][1620/2640] lr: 1.000e-03, eta: 8:11:20, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.5336, top5_acc: 0.8055, loss_cls: 1.7401, loss: 1.7401, grad_norm: 15.1554 2021-08-17 06:12:00,991 - mmaction - INFO - Epoch [25][1640/2640] lr: 1.000e-03, eta: 8:11:11, time: 0.420, data_time: 0.001, memory: 5736, top1_acc: 0.5727, top5_acc: 0.8016, loss_cls: 1.7114, loss: 1.7114, grad_norm: 14.3951 2021-08-17 06:12:09,265 - mmaction - INFO - Epoch [25][1660/2640] lr: 1.000e-03, eta: 8:11:02, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.5609, top5_acc: 0.8125, loss_cls: 1.7274, loss: 1.7274, grad_norm: 14.1142 2021-08-17 06:12:17,583 - mmaction - INFO - Epoch [25][1680/2640] lr: 1.000e-03, eta: 8:10:52, time: 0.416, data_time: 0.002, memory: 5736, top1_acc: 0.5305, top5_acc: 0.7883, loss_cls: 1.8294, loss: 1.8294, grad_norm: 14.3445 2021-08-17 06:12:25,843 - mmaction - INFO - Epoch [25][1700/2640] lr: 1.000e-03, eta: 8:10:43, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5680, top5_acc: 0.7961, loss_cls: 1.7175, loss: 1.7175, grad_norm: 14.0929 2021-08-17 06:12:34,091 - mmaction - INFO - Epoch [25][1720/2640] lr: 1.000e-03, eta: 8:10:34, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5523, top5_acc: 0.7945, loss_cls: 1.8027, loss: 1.8027, grad_norm: 14.2771 2021-08-17 06:12:42,295 - mmaction - INFO - Epoch [25][1740/2640] lr: 1.000e-03, eta: 8:10:24, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.5555, top5_acc: 0.8039, loss_cls: 1.7313, loss: 1.7313, grad_norm: 14.2925 2021-08-17 06:12:50,540 - mmaction - INFO - Epoch [25][1760/2640] lr: 1.000e-03, eta: 8:10:15, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5578, top5_acc: 0.8133, loss_cls: 1.7014, loss: 1.7014, grad_norm: 13.9779 2021-08-17 06:12:58,756 - mmaction - INFO - Epoch [25][1780/2640] lr: 1.000e-03, eta: 8:10:06, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5398, top5_acc: 0.7984, loss_cls: 1.7751, loss: 1.7751, grad_norm: 14.2904 2021-08-17 06:13:07,039 - mmaction - INFO - Epoch [25][1800/2640] lr: 1.000e-03, eta: 8:09:56, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.5391, top5_acc: 0.7992, loss_cls: 1.8348, loss: 1.8348, grad_norm: 14.0959 2021-08-17 06:13:15,253 - mmaction - INFO - Epoch [25][1820/2640] lr: 1.000e-03, eta: 8:09:47, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.5680, top5_acc: 0.8086, loss_cls: 1.7387, loss: 1.7387, grad_norm: 14.0482 2021-08-17 06:13:23,520 - mmaction - INFO - Epoch [25][1840/2640] lr: 1.000e-03, eta: 8:09:37, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.5547, top5_acc: 0.7844, loss_cls: 1.7933, loss: 1.7933, grad_norm: 14.3581 2021-08-17 06:13:31,810 - mmaction - INFO - Epoch [25][1860/2640] lr: 1.000e-03, eta: 8:09:28, time: 0.414, data_time: 0.000, memory: 5736, top1_acc: 0.5852, top5_acc: 0.8109, loss_cls: 1.6677, loss: 1.6677, grad_norm: 13.8727 2021-08-17 06:13:40,057 - mmaction - INFO - Epoch [25][1880/2640] lr: 1.000e-03, eta: 8:09:19, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5875, top5_acc: 0.8156, loss_cls: 1.6379, loss: 1.6379, grad_norm: 14.3439 2021-08-17 06:13:48,316 - mmaction - INFO - Epoch [25][1900/2640] lr: 1.000e-03, eta: 8:09:09, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.5266, top5_acc: 0.7773, loss_cls: 1.8537, loss: 1.8537, grad_norm: 14.9460 2021-08-17 06:13:56,545 - mmaction - INFO - Epoch [25][1920/2640] lr: 1.000e-03, eta: 8:09:00, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5367, top5_acc: 0.7852, loss_cls: 1.8464, loss: 1.8464, grad_norm: 14.5374 2021-08-17 06:14:04,815 - mmaction - INFO - Epoch [25][1940/2640] lr: 1.000e-03, eta: 8:08:51, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.5617, top5_acc: 0.7961, loss_cls: 1.7698, loss: 1.7698, grad_norm: 15.0425 2021-08-17 06:14:13,057 - mmaction - INFO - Epoch [25][1960/2640] lr: 1.000e-03, eta: 8:08:41, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.5336, top5_acc: 0.7883, loss_cls: 1.8546, loss: 1.8546, grad_norm: 14.5327 2021-08-17 06:14:21,418 - mmaction - INFO - Epoch [25][1980/2640] lr: 1.000e-03, eta: 8:08:32, time: 0.418, data_time: 0.001, memory: 5736, top1_acc: 0.5656, top5_acc: 0.8273, loss_cls: 1.6300, loss: 1.6300, grad_norm: 14.3831 2021-08-17 06:14:29,656 - mmaction - INFO - Epoch [25][2000/2640] lr: 1.000e-03, eta: 8:08:23, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.5609, top5_acc: 0.8031, loss_cls: 1.7425, loss: 1.7425, grad_norm: 14.5720 2021-08-17 06:14:37,850 - mmaction - INFO - Epoch [25][2020/2640] lr: 1.000e-03, eta: 8:08:13, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.5453, top5_acc: 0.7953, loss_cls: 1.8348, loss: 1.8348, grad_norm: 14.7802 2021-08-17 06:14:46,029 - mmaction - INFO - Epoch [25][2040/2640] lr: 1.000e-03, eta: 8:08:04, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.5344, top5_acc: 0.7977, loss_cls: 1.7806, loss: 1.7806, grad_norm: 14.4890 2021-08-17 06:14:54,269 - mmaction - INFO - Epoch [25][2060/2640] lr: 1.000e-03, eta: 8:07:55, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.5547, top5_acc: 0.8008, loss_cls: 1.7719, loss: 1.7719, grad_norm: 14.4556 2021-08-17 06:15:02,514 - mmaction - INFO - Epoch [25][2080/2640] lr: 1.000e-03, eta: 8:07:45, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.5492, top5_acc: 0.7875, loss_cls: 1.8132, loss: 1.8132, grad_norm: 15.0890 2021-08-17 06:15:10,726 - mmaction - INFO - Epoch [25][2100/2640] lr: 1.000e-03, eta: 8:07:36, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5344, top5_acc: 0.7812, loss_cls: 1.8449, loss: 1.8449, grad_norm: 14.4958 2021-08-17 06:15:19,008 - mmaction - INFO - Epoch [25][2120/2640] lr: 1.000e-03, eta: 8:07:27, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.5477, top5_acc: 0.7875, loss_cls: 1.7862, loss: 1.7862, grad_norm: 13.9133 2021-08-17 06:15:27,215 - mmaction - INFO - Epoch [25][2140/2640] lr: 1.000e-03, eta: 8:07:17, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.5297, top5_acc: 0.7844, loss_cls: 1.8593, loss: 1.8593, grad_norm: 14.8585 2021-08-17 06:15:35,453 - mmaction - INFO - Epoch [25][2160/2640] lr: 1.000e-03, eta: 8:07:08, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.5328, top5_acc: 0.7750, loss_cls: 1.8624, loss: 1.8624, grad_norm: 14.2936 2021-08-17 06:15:43,663 - mmaction - INFO - Epoch [25][2180/2640] lr: 1.000e-03, eta: 8:06:58, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.5391, top5_acc: 0.7961, loss_cls: 1.8092, loss: 1.8092, grad_norm: 14.5694 2021-08-17 06:15:52,029 - mmaction - INFO - Epoch [25][2200/2640] lr: 1.000e-03, eta: 8:06:49, time: 0.418, data_time: 0.001, memory: 5736, top1_acc: 0.5641, top5_acc: 0.7992, loss_cls: 1.7308, loss: 1.7308, grad_norm: 13.5737 2021-08-17 06:16:00,249 - mmaction - INFO - Epoch [25][2220/2640] lr: 1.000e-03, eta: 8:06:40, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5695, top5_acc: 0.8117, loss_cls: 1.6438, loss: 1.6438, grad_norm: 14.3154 2021-08-17 06:16:08,556 - mmaction - INFO - Epoch [25][2240/2640] lr: 1.000e-03, eta: 8:06:31, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.5695, top5_acc: 0.8109, loss_cls: 1.6633, loss: 1.6633, grad_norm: 14.1229 2021-08-17 06:16:16,791 - mmaction - INFO - Epoch [25][2260/2640] lr: 1.000e-03, eta: 8:06:21, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5102, top5_acc: 0.7633, loss_cls: 1.9712, loss: 1.9712, grad_norm: 14.9206 2021-08-17 06:16:25,026 - mmaction - INFO - Epoch [25][2280/2640] lr: 1.000e-03, eta: 8:06:12, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.5656, top5_acc: 0.7922, loss_cls: 1.7490, loss: 1.7490, grad_norm: 13.7834 2021-08-17 06:16:33,269 - mmaction - INFO - Epoch [25][2300/2640] lr: 1.000e-03, eta: 8:06:02, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.5453, top5_acc: 0.8023, loss_cls: 1.7779, loss: 1.7779, grad_norm: 14.9060 2021-08-17 06:16:41,531 - mmaction - INFO - Epoch [25][2320/2640] lr: 1.000e-03, eta: 8:05:53, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.5086, top5_acc: 0.7852, loss_cls: 1.9291, loss: 1.9291, grad_norm: 14.4449 2021-08-17 06:16:49,802 - mmaction - INFO - Epoch [25][2340/2640] lr: 1.000e-03, eta: 8:05:44, time: 0.414, data_time: 0.000, memory: 5736, top1_acc: 0.5508, top5_acc: 0.8000, loss_cls: 1.7590, loss: 1.7590, grad_norm: 13.6374 2021-08-17 06:16:58,044 - mmaction - INFO - Epoch [25][2360/2640] lr: 1.000e-03, eta: 8:05:35, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5430, top5_acc: 0.7898, loss_cls: 1.7901, loss: 1.7901, grad_norm: 14.0119 2021-08-17 06:17:06,290 - mmaction - INFO - Epoch [25][2380/2640] lr: 1.000e-03, eta: 8:05:25, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.5508, top5_acc: 0.7906, loss_cls: 1.8088, loss: 1.8088, grad_norm: 14.3887 2021-08-17 06:17:14,563 - mmaction - INFO - Epoch [25][2400/2640] lr: 1.000e-03, eta: 8:05:16, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.5469, top5_acc: 0.8141, loss_cls: 1.7261, loss: 1.7261, grad_norm: 14.1040 2021-08-17 06:17:22,752 - mmaction - INFO - Epoch [25][2420/2640] lr: 1.000e-03, eta: 8:05:06, time: 0.409, data_time: 0.001, memory: 5736, top1_acc: 0.5687, top5_acc: 0.8000, loss_cls: 1.7574, loss: 1.7574, grad_norm: 14.4681 2021-08-17 06:17:30,992 - mmaction - INFO - Epoch [25][2440/2640] lr: 1.000e-03, eta: 8:04:57, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.5492, top5_acc: 0.8008, loss_cls: 1.7256, loss: 1.7256, grad_norm: 15.0619 2021-08-17 06:17:39,254 - mmaction - INFO - Epoch [25][2460/2640] lr: 1.000e-03, eta: 8:04:48, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5297, top5_acc: 0.7945, loss_cls: 1.8452, loss: 1.8452, grad_norm: 14.3625 2021-08-17 06:17:47,516 - mmaction - INFO - Epoch [25][2480/2640] lr: 1.000e-03, eta: 8:04:38, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.5437, top5_acc: 0.7820, loss_cls: 1.8601, loss: 1.8601, grad_norm: 14.8806 2021-08-17 06:17:55,774 - mmaction - INFO - Epoch [25][2500/2640] lr: 1.000e-03, eta: 8:04:29, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5469, top5_acc: 0.8008, loss_cls: 1.7505, loss: 1.7505, grad_norm: 13.9664 2021-08-17 06:18:04,005 - mmaction - INFO - Epoch [25][2520/2640] lr: 1.000e-03, eta: 8:04:20, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.5586, top5_acc: 0.7859, loss_cls: 1.7978, loss: 1.7978, grad_norm: 14.5106 2021-08-17 06:18:12,279 - mmaction - INFO - Epoch [25][2540/2640] lr: 1.000e-03, eta: 8:04:10, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.5641, top5_acc: 0.7914, loss_cls: 1.8187, loss: 1.8187, grad_norm: 14.4365 2021-08-17 06:18:20,543 - mmaction - INFO - Epoch [25][2560/2640] lr: 1.000e-03, eta: 8:04:01, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.5578, top5_acc: 0.8094, loss_cls: 1.7206, loss: 1.7206, grad_norm: 14.2083 2021-08-17 06:18:28,756 - mmaction - INFO - Epoch [25][2580/2640] lr: 1.000e-03, eta: 8:03:52, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5281, top5_acc: 0.7859, loss_cls: 1.8596, loss: 1.8596, grad_norm: 15.0612 2021-08-17 06:18:37,043 - mmaction - INFO - Epoch [25][2600/2640] lr: 1.000e-03, eta: 8:03:42, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.5734, top5_acc: 0.8164, loss_cls: 1.7385, loss: 1.7385, grad_norm: 14.2117 2021-08-17 06:18:45,259 - mmaction - INFO - Epoch [25][2620/2640] lr: 1.000e-03, eta: 8:03:33, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.5625, top5_acc: 0.8039, loss_cls: 1.7282, loss: 1.7282, grad_norm: 14.4214 2021-08-17 06:18:53,246 - mmaction - INFO - Epoch [25][2640/2640] lr: 1.000e-03, eta: 8:03:24, time: 0.399, data_time: 0.001, memory: 5736, top1_acc: 0.5621, top5_acc: 0.7927, loss_cls: 1.7511, loss: 1.7511, grad_norm: 14.8292 2021-08-17 06:18:56,589 - mmaction - INFO - Saving checkpoint at 25 epochs 2021-08-17 06:18:57,870 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-08-17 06:20:28,119 - mmaction - INFO - Epoch [26][20/2640] lr: 1.000e-03, eta: 8:04:36, time: 4.510, data_time: 4.008, memory: 5736, top1_acc: 0.5813, top5_acc: 0.8211, loss_cls: 1.6602, loss: 1.6602, grad_norm: 14.5349 2021-08-17 06:20:36,363 - mmaction - INFO - Epoch [26][40/2640] lr: 1.000e-03, eta: 8:04:27, time: 0.415, data_time: 0.004, memory: 5736, top1_acc: 0.5453, top5_acc: 0.7937, loss_cls: 1.7979, loss: 1.7979, grad_norm: 15.0618 2021-08-17 06:20:44,613 - mmaction - INFO - Epoch [26][60/2640] lr: 1.000e-03, eta: 8:04:17, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.5570, top5_acc: 0.7883, loss_cls: 1.7605, loss: 1.7605, grad_norm: 14.6293 2021-08-17 06:20:52,888 - mmaction - INFO - Epoch [26][80/2640] lr: 1.000e-03, eta: 8:04:08, time: 0.414, data_time: 0.000, memory: 5736, top1_acc: 0.5516, top5_acc: 0.7984, loss_cls: 1.7481, loss: 1.7481, grad_norm: 14.9386 2021-08-17 06:21:01,044 - mmaction - INFO - Epoch [26][100/2640] lr: 1.000e-03, eta: 8:03:59, time: 0.408, data_time: 0.000, memory: 5736, top1_acc: 0.5719, top5_acc: 0.8195, loss_cls: 1.6538, loss: 1.6538, grad_norm: 14.5823 2021-08-17 06:21:09,304 - mmaction - INFO - Epoch [26][120/2640] lr: 1.000e-03, eta: 8:03:49, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5422, top5_acc: 0.7906, loss_cls: 1.7661, loss: 1.7661, grad_norm: 14.5711 2021-08-17 06:21:17,480 - mmaction - INFO - Epoch [26][140/2640] lr: 1.000e-03, eta: 8:03:40, time: 0.409, data_time: 0.001, memory: 5736, top1_acc: 0.5484, top5_acc: 0.7867, loss_cls: 1.8158, loss: 1.8158, grad_norm: 14.3332 2021-08-17 06:21:25,733 - mmaction - INFO - Epoch [26][160/2640] lr: 1.000e-03, eta: 8:03:30, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6023, top5_acc: 0.8102, loss_cls: 1.6162, loss: 1.6162, grad_norm: 13.7739 2021-08-17 06:21:33,969 - mmaction - INFO - Epoch [26][180/2640] lr: 1.000e-03, eta: 8:03:21, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5687, top5_acc: 0.8227, loss_cls: 1.6597, loss: 1.6597, grad_norm: 14.4735 2021-08-17 06:21:42,195 - mmaction - INFO - Epoch [26][200/2640] lr: 1.000e-03, eta: 8:03:12, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.5484, top5_acc: 0.8000, loss_cls: 1.7555, loss: 1.7555, grad_norm: 14.3419 2021-08-17 06:21:50,413 - mmaction - INFO - Epoch [26][220/2640] lr: 1.000e-03, eta: 8:03:02, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.5508, top5_acc: 0.8164, loss_cls: 1.7500, loss: 1.7500, grad_norm: 14.8119 2021-08-17 06:21:58,656 - mmaction - INFO - Epoch [26][240/2640] lr: 1.000e-03, eta: 8:02:53, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.5625, top5_acc: 0.8055, loss_cls: 1.7227, loss: 1.7227, grad_norm: 14.3943 2021-08-17 06:22:06,846 - mmaction - INFO - Epoch [26][260/2640] lr: 1.000e-03, eta: 8:02:43, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.5523, top5_acc: 0.8125, loss_cls: 1.6988, loss: 1.6988, grad_norm: 14.7438 2021-08-17 06:22:15,097 - mmaction - INFO - Epoch [26][280/2640] lr: 1.000e-03, eta: 8:02:34, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.5531, top5_acc: 0.7867, loss_cls: 1.7866, loss: 1.7866, grad_norm: 14.3521 2021-08-17 06:22:23,377 - mmaction - INFO - Epoch [26][300/2640] lr: 1.000e-03, eta: 8:02:25, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.5914, top5_acc: 0.8266, loss_cls: 1.6433, loss: 1.6433, grad_norm: 13.9964 2021-08-17 06:22:31,623 - mmaction - INFO - Epoch [26][320/2640] lr: 1.000e-03, eta: 8:02:15, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.5719, top5_acc: 0.8055, loss_cls: 1.7066, loss: 1.7066, grad_norm: 15.3589 2021-08-17 06:22:39,824 - mmaction - INFO - Epoch [26][340/2640] lr: 1.000e-03, eta: 8:02:06, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.5461, top5_acc: 0.7922, loss_cls: 1.7963, loss: 1.7963, grad_norm: 14.4301 2021-08-17 06:22:48,094 - mmaction - INFO - Epoch [26][360/2640] lr: 1.000e-03, eta: 8:01:57, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5594, top5_acc: 0.8086, loss_cls: 1.7370, loss: 1.7370, grad_norm: 15.3854 2021-08-17 06:22:56,314 - mmaction - INFO - Epoch [26][380/2640] lr: 1.000e-03, eta: 8:01:47, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5555, top5_acc: 0.8039, loss_cls: 1.7200, loss: 1.7200, grad_norm: 14.6575 2021-08-17 06:23:04,590 - mmaction - INFO - Epoch [26][400/2640] lr: 1.000e-03, eta: 8:01:38, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.5734, top5_acc: 0.8125, loss_cls: 1.6933, loss: 1.6933, grad_norm: 14.8517 2021-08-17 06:23:12,878 - mmaction - INFO - Epoch [26][420/2640] lr: 1.000e-03, eta: 8:01:29, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.5711, top5_acc: 0.8055, loss_cls: 1.6815, loss: 1.6815, grad_norm: 14.8219 2021-08-17 06:23:21,168 - mmaction - INFO - Epoch [26][440/2640] lr: 1.000e-03, eta: 8:01:19, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.5609, top5_acc: 0.8031, loss_cls: 1.6872, loss: 1.6872, grad_norm: 14.4970 2021-08-17 06:23:29,401 - mmaction - INFO - Epoch [26][460/2640] lr: 1.000e-03, eta: 8:01:10, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5625, top5_acc: 0.7984, loss_cls: 1.7470, loss: 1.7470, grad_norm: 15.1127 2021-08-17 06:23:37,677 - mmaction - INFO - Epoch [26][480/2640] lr: 1.000e-03, eta: 8:01:00, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.5484, top5_acc: 0.8063, loss_cls: 1.7443, loss: 1.7443, grad_norm: 14.4338 2021-08-17 06:23:45,900 - mmaction - INFO - Epoch [26][500/2640] lr: 1.000e-03, eta: 8:00:51, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5656, top5_acc: 0.8063, loss_cls: 1.7570, loss: 1.7570, grad_norm: 14.4443 2021-08-17 06:23:54,181 - mmaction - INFO - Epoch [26][520/2640] lr: 1.000e-03, eta: 8:00:42, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.5297, top5_acc: 0.7937, loss_cls: 1.8486, loss: 1.8486, grad_norm: 14.9632 2021-08-17 06:24:02,412 - mmaction - INFO - Epoch [26][540/2640] lr: 1.000e-03, eta: 8:00:32, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.5461, top5_acc: 0.8039, loss_cls: 1.8118, loss: 1.8118, grad_norm: 14.3974 2021-08-17 06:24:10,636 - mmaction - INFO - Epoch [26][560/2640] lr: 1.000e-03, eta: 8:00:23, time: 0.411, data_time: 0.002, memory: 5736, top1_acc: 0.5750, top5_acc: 0.8203, loss_cls: 1.6539, loss: 1.6539, grad_norm: 14.6982 2021-08-17 06:24:18,878 - mmaction - INFO - Epoch [26][580/2640] lr: 1.000e-03, eta: 8:00:14, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.5703, top5_acc: 0.7953, loss_cls: 1.7516, loss: 1.7516, grad_norm: 14.7380 2021-08-17 06:24:27,149 - mmaction - INFO - Epoch [26][600/2640] lr: 1.000e-03, eta: 8:00:04, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.5570, top5_acc: 0.8070, loss_cls: 1.7913, loss: 1.7913, grad_norm: 13.6939 2021-08-17 06:24:35,415 - mmaction - INFO - Epoch [26][620/2640] lr: 1.000e-03, eta: 7:59:55, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.5602, top5_acc: 0.8258, loss_cls: 1.6490, loss: 1.6490, grad_norm: 13.7902 2021-08-17 06:24:43,669 - mmaction - INFO - Epoch [26][640/2640] lr: 1.000e-03, eta: 7:59:46, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.5570, top5_acc: 0.7914, loss_cls: 1.7595, loss: 1.7595, grad_norm: 14.3990 2021-08-17 06:24:51,936 - mmaction - INFO - Epoch [26][660/2640] lr: 1.000e-03, eta: 7:59:36, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5687, top5_acc: 0.7969, loss_cls: 1.7358, loss: 1.7358, grad_norm: 14.4377 2021-08-17 06:25:00,206 - mmaction - INFO - Epoch [26][680/2640] lr: 1.000e-03, eta: 7:59:27, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.5672, top5_acc: 0.8094, loss_cls: 1.7079, loss: 1.7079, grad_norm: 14.9107 2021-08-17 06:25:08,450 - mmaction - INFO - Epoch [26][700/2640] lr: 1.000e-03, eta: 7:59:18, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5617, top5_acc: 0.7805, loss_cls: 1.7920, loss: 1.7920, grad_norm: 13.9126 2021-08-17 06:25:16,855 - mmaction - INFO - Epoch [26][720/2640] lr: 1.000e-03, eta: 7:59:08, time: 0.420, data_time: 0.002, memory: 5736, top1_acc: 0.5648, top5_acc: 0.8063, loss_cls: 1.7317, loss: 1.7317, grad_norm: 14.6331 2021-08-17 06:25:25,068 - mmaction - INFO - Epoch [26][740/2640] lr: 1.000e-03, eta: 7:58:59, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5648, top5_acc: 0.8141, loss_cls: 1.7001, loss: 1.7001, grad_norm: 14.8821 2021-08-17 06:25:33,320 - mmaction - INFO - Epoch [26][760/2640] lr: 1.000e-03, eta: 7:58:50, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.5555, top5_acc: 0.8008, loss_cls: 1.7325, loss: 1.7325, grad_norm: 15.0900 2021-08-17 06:25:41,522 - mmaction - INFO - Epoch [26][780/2640] lr: 1.000e-03, eta: 7:58:40, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.5820, top5_acc: 0.8273, loss_cls: 1.6017, loss: 1.6017, grad_norm: 14.5980 2021-08-17 06:25:49,830 - mmaction - INFO - Epoch [26][800/2640] lr: 1.000e-03, eta: 7:58:31, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.5414, top5_acc: 0.7906, loss_cls: 1.8310, loss: 1.8310, grad_norm: 14.4560 2021-08-17 06:25:58,046 - mmaction - INFO - Epoch [26][820/2640] lr: 1.000e-03, eta: 7:58:22, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.5859, top5_acc: 0.8148, loss_cls: 1.6522, loss: 1.6522, grad_norm: 14.7236 2021-08-17 06:26:06,362 - mmaction - INFO - Epoch [26][840/2640] lr: 1.000e-03, eta: 7:58:12, time: 0.416, data_time: 0.002, memory: 5736, top1_acc: 0.5602, top5_acc: 0.7906, loss_cls: 1.7884, loss: 1.7884, grad_norm: 14.3263 2021-08-17 06:26:14,641 - mmaction - INFO - Epoch [26][860/2640] lr: 1.000e-03, eta: 7:58:03, time: 0.414, data_time: 0.000, memory: 5736, top1_acc: 0.5656, top5_acc: 0.8016, loss_cls: 1.7380, loss: 1.7380, grad_norm: 14.7512 2021-08-17 06:26:22,821 - mmaction - INFO - Epoch [26][880/2640] lr: 1.000e-03, eta: 7:57:54, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.5570, top5_acc: 0.8109, loss_cls: 1.7095, loss: 1.7095, grad_norm: 14.8378 2021-08-17 06:26:31,086 - mmaction - INFO - Epoch [26][900/2640] lr: 1.000e-03, eta: 7:57:44, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.5930, top5_acc: 0.8297, loss_cls: 1.6225, loss: 1.6225, grad_norm: 14.7625 2021-08-17 06:26:39,310 - mmaction - INFO - Epoch [26][920/2640] lr: 1.000e-03, eta: 7:57:35, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.5500, top5_acc: 0.7945, loss_cls: 1.7459, loss: 1.7459, grad_norm: 14.3038 2021-08-17 06:26:47,597 - mmaction - INFO - Epoch [26][940/2640] lr: 1.000e-03, eta: 7:57:25, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.5523, top5_acc: 0.7961, loss_cls: 1.7460, loss: 1.7460, grad_norm: 14.4486 2021-08-17 06:26:55,840 - mmaction - INFO - Epoch [26][960/2640] lr: 1.000e-03, eta: 7:57:16, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.5547, top5_acc: 0.8016, loss_cls: 1.7462, loss: 1.7462, grad_norm: 14.2094 2021-08-17 06:27:04,055 - mmaction - INFO - Epoch [26][980/2640] lr: 1.000e-03, eta: 7:57:07, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.5742, top5_acc: 0.8086, loss_cls: 1.7276, loss: 1.7276, grad_norm: 14.5532 2021-08-17 06:27:12,324 - mmaction - INFO - Epoch [26][1000/2640] lr: 1.000e-03, eta: 7:56:57, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.5563, top5_acc: 0.7883, loss_cls: 1.7813, loss: 1.7813, grad_norm: 14.7788 2021-08-17 06:27:20,573 - mmaction - INFO - Epoch [26][1020/2640] lr: 1.000e-03, eta: 7:56:48, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5414, top5_acc: 0.7898, loss_cls: 1.8278, loss: 1.8278, grad_norm: 14.1551 2021-08-17 06:27:28,857 - mmaction - INFO - Epoch [26][1040/2640] lr: 1.000e-03, eta: 7:56:39, time: 0.414, data_time: 0.000, memory: 5736, top1_acc: 0.5406, top5_acc: 0.8102, loss_cls: 1.7434, loss: 1.7434, grad_norm: 15.1467 2021-08-17 06:27:37,140 - mmaction - INFO - Epoch [26][1060/2640] lr: 1.000e-03, eta: 7:56:29, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.5500, top5_acc: 0.7984, loss_cls: 1.7587, loss: 1.7587, grad_norm: 14.5543 2021-08-17 06:27:45,401 - mmaction - INFO - Epoch [26][1080/2640] lr: 1.000e-03, eta: 7:56:20, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.5523, top5_acc: 0.7992, loss_cls: 1.7914, loss: 1.7914, grad_norm: 14.2880 2021-08-17 06:27:53,596 - mmaction - INFO - Epoch [26][1100/2640] lr: 1.000e-03, eta: 7:56:11, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.5641, top5_acc: 0.7945, loss_cls: 1.7597, loss: 1.7597, grad_norm: 14.2269 2021-08-17 06:28:01,872 - mmaction - INFO - Epoch [26][1120/2640] lr: 1.000e-03, eta: 7:56:01, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.5789, top5_acc: 0.8250, loss_cls: 1.6145, loss: 1.6145, grad_norm: 15.2749 2021-08-17 06:28:10,096 - mmaction - INFO - Epoch [26][1140/2640] lr: 1.000e-03, eta: 7:55:52, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.5391, top5_acc: 0.7734, loss_cls: 1.8209, loss: 1.8209, grad_norm: 14.7771 2021-08-17 06:28:18,375 - mmaction - INFO - Epoch [26][1160/2640] lr: 1.000e-03, eta: 7:55:43, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.5750, top5_acc: 0.8023, loss_cls: 1.7128, loss: 1.7128, grad_norm: 14.2989 2021-08-17 06:28:26,621 - mmaction - INFO - Epoch [26][1180/2640] lr: 1.000e-03, eta: 7:55:33, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5500, top5_acc: 0.7969, loss_cls: 1.7425, loss: 1.7425, grad_norm: 14.0820 2021-08-17 06:28:34,860 - mmaction - INFO - Epoch [26][1200/2640] lr: 1.000e-03, eta: 7:55:24, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.5570, top5_acc: 0.8164, loss_cls: 1.6920, loss: 1.6920, grad_norm: 14.9594 2021-08-17 06:28:43,036 - mmaction - INFO - Epoch [26][1220/2640] lr: 1.000e-03, eta: 7:55:15, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.5430, top5_acc: 0.8125, loss_cls: 1.7461, loss: 1.7461, grad_norm: 14.7128 2021-08-17 06:28:51,417 - mmaction - INFO - Epoch [26][1240/2640] lr: 1.000e-03, eta: 7:55:05, time: 0.418, data_time: 0.001, memory: 5736, top1_acc: 0.5461, top5_acc: 0.7969, loss_cls: 1.8170, loss: 1.8170, grad_norm: 14.7713 2021-08-17 06:28:59,637 - mmaction - INFO - Epoch [26][1260/2640] lr: 1.000e-03, eta: 7:54:56, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5773, top5_acc: 0.8102, loss_cls: 1.6867, loss: 1.6867, grad_norm: 13.8267 2021-08-17 06:29:07,897 - mmaction - INFO - Epoch [26][1280/2640] lr: 1.000e-03, eta: 7:54:47, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.5477, top5_acc: 0.8008, loss_cls: 1.7552, loss: 1.7552, grad_norm: 14.2959 2021-08-17 06:29:16,221 - mmaction - INFO - Epoch [26][1300/2640] lr: 1.000e-03, eta: 7:54:37, time: 0.417, data_time: 0.001, memory: 5736, top1_acc: 0.5813, top5_acc: 0.8336, loss_cls: 1.5821, loss: 1.5821, grad_norm: 14.3946 2021-08-17 06:29:24,546 - mmaction - INFO - Epoch [26][1320/2640] lr: 1.000e-03, eta: 7:54:28, time: 0.416, data_time: 0.002, memory: 5736, top1_acc: 0.5500, top5_acc: 0.7906, loss_cls: 1.7952, loss: 1.7952, grad_norm: 14.7722 2021-08-17 06:29:32,783 - mmaction - INFO - Epoch [26][1340/2640] lr: 1.000e-03, eta: 7:54:19, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.5773, top5_acc: 0.8125, loss_cls: 1.6796, loss: 1.6796, grad_norm: 14.4666 2021-08-17 06:29:41,035 - mmaction - INFO - Epoch [26][1360/2640] lr: 1.000e-03, eta: 7:54:10, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5578, top5_acc: 0.7883, loss_cls: 1.7929, loss: 1.7929, grad_norm: 14.0303 2021-08-17 06:29:49,265 - mmaction - INFO - Epoch [26][1380/2640] lr: 1.000e-03, eta: 7:54:00, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5477, top5_acc: 0.8008, loss_cls: 1.7643, loss: 1.7643, grad_norm: 14.6322 2021-08-17 06:29:57,551 - mmaction - INFO - Epoch [26][1400/2640] lr: 1.000e-03, eta: 7:53:51, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.5430, top5_acc: 0.7766, loss_cls: 1.7813, loss: 1.7813, grad_norm: 14.5998 2021-08-17 06:30:05,833 - mmaction - INFO - Epoch [26][1420/2640] lr: 1.000e-03, eta: 7:53:42, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.5648, top5_acc: 0.8156, loss_cls: 1.7374, loss: 1.7374, grad_norm: 14.7413 2021-08-17 06:30:14,046 - mmaction - INFO - Epoch [26][1440/2640] lr: 1.000e-03, eta: 7:53:32, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.5539, top5_acc: 0.7984, loss_cls: 1.7547, loss: 1.7547, grad_norm: 14.2586 2021-08-17 06:30:22,258 - mmaction - INFO - Epoch [26][1460/2640] lr: 1.000e-03, eta: 7:53:23, time: 0.411, data_time: 0.002, memory: 5736, top1_acc: 0.5508, top5_acc: 0.7969, loss_cls: 1.7996, loss: 1.7996, grad_norm: 14.6256 2021-08-17 06:30:30,534 - mmaction - INFO - Epoch [26][1480/2640] lr: 1.000e-03, eta: 7:53:14, time: 0.414, data_time: 0.000, memory: 5736, top1_acc: 0.5609, top5_acc: 0.8109, loss_cls: 1.7233, loss: 1.7233, grad_norm: 14.7197 2021-08-17 06:30:38,764 - mmaction - INFO - Epoch [26][1500/2640] lr: 1.000e-03, eta: 7:53:04, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.5781, top5_acc: 0.8000, loss_cls: 1.7144, loss: 1.7144, grad_norm: 14.4075 2021-08-17 06:30:47,088 - mmaction - INFO - Epoch [26][1520/2640] lr: 1.000e-03, eta: 7:52:55, time: 0.416, data_time: 0.001, memory: 5736, top1_acc: 0.5367, top5_acc: 0.7805, loss_cls: 1.8691, loss: 1.8691, grad_norm: 15.0451 2021-08-17 06:30:55,283 - mmaction - INFO - Epoch [26][1540/2640] lr: 1.000e-03, eta: 7:52:46, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.5461, top5_acc: 0.7945, loss_cls: 1.7830, loss: 1.7830, grad_norm: 14.0849 2021-08-17 06:31:03,607 - mmaction - INFO - Epoch [26][1560/2640] lr: 1.000e-03, eta: 7:52:36, time: 0.416, data_time: 0.002, memory: 5736, top1_acc: 0.5375, top5_acc: 0.7883, loss_cls: 1.8328, loss: 1.8328, grad_norm: 14.4016 2021-08-17 06:31:11,798 - mmaction - INFO - Epoch [26][1580/2640] lr: 1.000e-03, eta: 7:52:27, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.5687, top5_acc: 0.8117, loss_cls: 1.6936, loss: 1.6936, grad_norm: 14.1534 2021-08-17 06:31:20,139 - mmaction - INFO - Epoch [26][1600/2640] lr: 1.000e-03, eta: 7:52:18, time: 0.417, data_time: 0.002, memory: 5736, top1_acc: 0.5664, top5_acc: 0.8141, loss_cls: 1.7029, loss: 1.7029, grad_norm: 14.4342 2021-08-17 06:31:28,395 - mmaction - INFO - Epoch [26][1620/2640] lr: 1.000e-03, eta: 7:52:08, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.5422, top5_acc: 0.8023, loss_cls: 1.7774, loss: 1.7774, grad_norm: 14.3216 2021-08-17 06:31:36,654 - mmaction - INFO - Epoch [26][1640/2640] lr: 1.000e-03, eta: 7:51:59, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5484, top5_acc: 0.8000, loss_cls: 1.8179, loss: 1.8179, grad_norm: 14.1187 2021-08-17 06:31:44,826 - mmaction - INFO - Epoch [26][1660/2640] lr: 1.000e-03, eta: 7:51:50, time: 0.409, data_time: 0.001, memory: 5736, top1_acc: 0.5617, top5_acc: 0.8094, loss_cls: 1.6924, loss: 1.6924, grad_norm: 14.7595 2021-08-17 06:31:53,051 - mmaction - INFO - Epoch [26][1680/2640] lr: 1.000e-03, eta: 7:51:40, time: 0.411, data_time: 0.002, memory: 5736, top1_acc: 0.5664, top5_acc: 0.8117, loss_cls: 1.6906, loss: 1.6906, grad_norm: 13.8949 2021-08-17 06:32:01,279 - mmaction - INFO - Epoch [26][1700/2640] lr: 1.000e-03, eta: 7:51:31, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5742, top5_acc: 0.7969, loss_cls: 1.7196, loss: 1.7196, grad_norm: 14.4151 2021-08-17 06:32:09,531 - mmaction - INFO - Epoch [26][1720/2640] lr: 1.000e-03, eta: 7:51:22, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.5547, top5_acc: 0.7781, loss_cls: 1.7923, loss: 1.7923, grad_norm: 13.6024 2021-08-17 06:32:17,733 - mmaction - INFO - Epoch [26][1740/2640] lr: 1.000e-03, eta: 7:51:12, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.5625, top5_acc: 0.8187, loss_cls: 1.6990, loss: 1.6990, grad_norm: 14.1594 2021-08-17 06:32:25,965 - mmaction - INFO - Epoch [26][1760/2640] lr: 1.000e-03, eta: 7:51:03, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.5617, top5_acc: 0.8070, loss_cls: 1.7376, loss: 1.7376, grad_norm: 14.5105 2021-08-17 06:32:34,206 - mmaction - INFO - Epoch [26][1780/2640] lr: 1.000e-03, eta: 7:50:54, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.5742, top5_acc: 0.8031, loss_cls: 1.7207, loss: 1.7207, grad_norm: 14.3151 2021-08-17 06:32:42,485 - mmaction - INFO - Epoch [26][1800/2640] lr: 1.000e-03, eta: 7:50:44, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.5578, top5_acc: 0.7914, loss_cls: 1.7316, loss: 1.7316, grad_norm: 14.9258 2021-08-17 06:32:50,689 - mmaction - INFO - Epoch [26][1820/2640] lr: 1.000e-03, eta: 7:50:35, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5625, top5_acc: 0.7906, loss_cls: 1.8082, loss: 1.8082, grad_norm: 13.7548 2021-08-17 06:32:58,959 - mmaction - INFO - Epoch [26][1840/2640] lr: 1.000e-03, eta: 7:50:26, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.5492, top5_acc: 0.7969, loss_cls: 1.8111, loss: 1.8111, grad_norm: 14.9679 2021-08-17 06:33:07,221 - mmaction - INFO - Epoch [26][1860/2640] lr: 1.000e-03, eta: 7:50:16, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.5484, top5_acc: 0.7969, loss_cls: 1.7983, loss: 1.7983, grad_norm: 14.7465 2021-08-17 06:33:15,482 - mmaction - INFO - Epoch [26][1880/2640] lr: 1.000e-03, eta: 7:50:07, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.5391, top5_acc: 0.7836, loss_cls: 1.8026, loss: 1.8026, grad_norm: 14.2285 2021-08-17 06:33:23,795 - mmaction - INFO - Epoch [26][1900/2640] lr: 1.000e-03, eta: 7:49:58, time: 0.416, data_time: 0.001, memory: 5736, top1_acc: 0.5406, top5_acc: 0.7930, loss_cls: 1.8028, loss: 1.8028, grad_norm: 14.8434 2021-08-17 06:33:32,023 - mmaction - INFO - Epoch [26][1920/2640] lr: 1.000e-03, eta: 7:49:48, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.5609, top5_acc: 0.7930, loss_cls: 1.7669, loss: 1.7669, grad_norm: 14.4867 2021-08-17 06:33:40,222 - mmaction - INFO - Epoch [26][1940/2640] lr: 1.000e-03, eta: 7:49:39, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.5445, top5_acc: 0.7844, loss_cls: 1.8049, loss: 1.8049, grad_norm: 14.3238 2021-08-17 06:33:48,459 - mmaction - INFO - Epoch [26][1960/2640] lr: 1.000e-03, eta: 7:49:30, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.5531, top5_acc: 0.7961, loss_cls: 1.7553, loss: 1.7553, grad_norm: 14.4013 2021-08-17 06:33:56,697 - mmaction - INFO - Epoch [26][1980/2640] lr: 1.000e-03, eta: 7:49:20, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5445, top5_acc: 0.8063, loss_cls: 1.7519, loss: 1.7519, grad_norm: 14.9746 2021-08-17 06:34:04,978 - mmaction - INFO - Epoch [26][2000/2640] lr: 1.000e-03, eta: 7:49:11, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.5383, top5_acc: 0.8070, loss_cls: 1.7733, loss: 1.7733, grad_norm: 14.9072 2021-08-17 06:34:13,169 - mmaction - INFO - Epoch [26][2020/2640] lr: 1.000e-03, eta: 7:49:02, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.5383, top5_acc: 0.7844, loss_cls: 1.8221, loss: 1.8221, grad_norm: 14.1319 2021-08-17 06:34:21,483 - mmaction - INFO - Epoch [26][2040/2640] lr: 1.000e-03, eta: 7:48:53, time: 0.416, data_time: 0.002, memory: 5736, top1_acc: 0.5625, top5_acc: 0.7867, loss_cls: 1.7722, loss: 1.7722, grad_norm: 14.5262 2021-08-17 06:34:29,699 - mmaction - INFO - Epoch [26][2060/2640] lr: 1.000e-03, eta: 7:48:43, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.5594, top5_acc: 0.8039, loss_cls: 1.7228, loss: 1.7228, grad_norm: 14.2057 2021-08-17 06:34:37,937 - mmaction - INFO - Epoch [26][2080/2640] lr: 1.000e-03, eta: 7:48:34, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5789, top5_acc: 0.8117, loss_cls: 1.7146, loss: 1.7146, grad_norm: 14.8749 2021-08-17 06:34:46,279 - mmaction - INFO - Epoch [26][2100/2640] lr: 1.000e-03, eta: 7:48:25, time: 0.417, data_time: 0.000, memory: 5736, top1_acc: 0.5570, top5_acc: 0.7914, loss_cls: 1.7740, loss: 1.7740, grad_norm: 14.0439 2021-08-17 06:34:54,480 - mmaction - INFO - Epoch [26][2120/2640] lr: 1.000e-03, eta: 7:48:15, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.5359, top5_acc: 0.7766, loss_cls: 1.8616, loss: 1.8616, grad_norm: 14.9472 2021-08-17 06:35:02,705 - mmaction - INFO - Epoch [26][2140/2640] lr: 1.000e-03, eta: 7:48:06, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.5656, top5_acc: 0.8031, loss_cls: 1.7643, loss: 1.7643, grad_norm: 14.1003 2021-08-17 06:35:11,056 - mmaction - INFO - Epoch [26][2160/2640] lr: 1.000e-03, eta: 7:47:57, time: 0.418, data_time: 0.002, memory: 5736, top1_acc: 0.5539, top5_acc: 0.8070, loss_cls: 1.7385, loss: 1.7385, grad_norm: 14.5009 2021-08-17 06:35:19,314 - mmaction - INFO - Epoch [26][2180/2640] lr: 1.000e-03, eta: 7:47:47, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.5578, top5_acc: 0.8000, loss_cls: 1.7569, loss: 1.7569, grad_norm: 14.5859 2021-08-17 06:35:27,550 - mmaction - INFO - Epoch [26][2200/2640] lr: 1.000e-03, eta: 7:47:38, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5508, top5_acc: 0.8000, loss_cls: 1.7796, loss: 1.7796, grad_norm: 14.4620 2021-08-17 06:35:35,821 - mmaction - INFO - Epoch [26][2220/2640] lr: 1.000e-03, eta: 7:47:29, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.5492, top5_acc: 0.7992, loss_cls: 1.7417, loss: 1.7417, grad_norm: 14.5352 2021-08-17 06:35:44,040 - mmaction - INFO - Epoch [26][2240/2640] lr: 1.000e-03, eta: 7:47:20, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5828, top5_acc: 0.8187, loss_cls: 1.6554, loss: 1.6554, grad_norm: 14.1683 2021-08-17 06:35:52,238 - mmaction - INFO - Epoch [26][2260/2640] lr: 1.000e-03, eta: 7:47:10, time: 0.410, data_time: 0.002, memory: 5736, top1_acc: 0.5523, top5_acc: 0.7852, loss_cls: 1.8226, loss: 1.8226, grad_norm: 14.0408 2021-08-17 06:36:00,529 - mmaction - INFO - Epoch [26][2280/2640] lr: 1.000e-03, eta: 7:47:01, time: 0.414, data_time: 0.000, memory: 5736, top1_acc: 0.5664, top5_acc: 0.8016, loss_cls: 1.7270, loss: 1.7270, grad_norm: 14.2306 2021-08-17 06:36:08,758 - mmaction - INFO - Epoch [26][2300/2640] lr: 1.000e-03, eta: 7:46:52, time: 0.411, data_time: 0.002, memory: 5736, top1_acc: 0.5539, top5_acc: 0.7992, loss_cls: 1.7721, loss: 1.7721, grad_norm: 14.8172 2021-08-17 06:36:16,982 - mmaction - INFO - Epoch [26][2320/2640] lr: 1.000e-03, eta: 7:46:42, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5484, top5_acc: 0.8000, loss_cls: 1.7596, loss: 1.7596, grad_norm: 14.9913 2021-08-17 06:36:25,241 - mmaction - INFO - Epoch [26][2340/2640] lr: 1.000e-03, eta: 7:46:33, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5680, top5_acc: 0.8078, loss_cls: 1.7424, loss: 1.7424, grad_norm: 15.0102 2021-08-17 06:36:33,456 - mmaction - INFO - Epoch [26][2360/2640] lr: 1.000e-03, eta: 7:46:24, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5703, top5_acc: 0.8031, loss_cls: 1.6927, loss: 1.6927, grad_norm: 14.2579 2021-08-17 06:36:41,724 - mmaction - INFO - Epoch [26][2380/2640] lr: 1.000e-03, eta: 7:46:14, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.5484, top5_acc: 0.7977, loss_cls: 1.8006, loss: 1.8006, grad_norm: 14.3443 2021-08-17 06:36:49,960 - mmaction - INFO - Epoch [26][2400/2640] lr: 1.000e-03, eta: 7:46:05, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5625, top5_acc: 0.8078, loss_cls: 1.6930, loss: 1.6930, grad_norm: 14.7402 2021-08-17 06:36:58,172 - mmaction - INFO - Epoch [26][2420/2640] lr: 1.000e-03, eta: 7:45:56, time: 0.410, data_time: 0.002, memory: 5736, top1_acc: 0.5586, top5_acc: 0.7930, loss_cls: 1.7664, loss: 1.7664, grad_norm: 14.4691 2021-08-17 06:37:06,379 - mmaction - INFO - Epoch [26][2440/2640] lr: 1.000e-03, eta: 7:45:46, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5375, top5_acc: 0.7984, loss_cls: 1.8038, loss: 1.8038, grad_norm: 14.4324 2021-08-17 06:37:14,630 - mmaction - INFO - Epoch [26][2460/2640] lr: 1.000e-03, eta: 7:45:37, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.5641, top5_acc: 0.8055, loss_cls: 1.7458, loss: 1.7458, grad_norm: 15.3154 2021-08-17 06:37:22,923 - mmaction - INFO - Epoch [26][2480/2640] lr: 1.000e-03, eta: 7:45:28, time: 0.415, data_time: 0.000, memory: 5736, top1_acc: 0.5672, top5_acc: 0.8133, loss_cls: 1.6973, loss: 1.6973, grad_norm: 14.3672 2021-08-17 06:37:31,206 - mmaction - INFO - Epoch [26][2500/2640] lr: 1.000e-03, eta: 7:45:19, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.5508, top5_acc: 0.8078, loss_cls: 1.7595, loss: 1.7595, grad_norm: 14.6712 2021-08-17 06:37:39,384 - mmaction - INFO - Epoch [26][2520/2640] lr: 1.000e-03, eta: 7:45:09, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.5453, top5_acc: 0.7875, loss_cls: 1.8153, loss: 1.8153, grad_norm: 14.5275 2021-08-17 06:37:47,695 - mmaction - INFO - Epoch [26][2540/2640] lr: 1.000e-03, eta: 7:45:00, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.5734, top5_acc: 0.8141, loss_cls: 1.6659, loss: 1.6659, grad_norm: 13.9989 2021-08-17 06:37:55,924 - mmaction - INFO - Epoch [26][2560/2640] lr: 1.000e-03, eta: 7:44:51, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5367, top5_acc: 0.7937, loss_cls: 1.8270, loss: 1.8270, grad_norm: 14.8052 2021-08-17 06:38:04,222 - mmaction - INFO - Epoch [26][2580/2640] lr: 1.000e-03, eta: 7:44:41, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.5609, top5_acc: 0.8078, loss_cls: 1.6841, loss: 1.6841, grad_norm: 14.4221 2021-08-17 06:38:12,416 - mmaction - INFO - Epoch [26][2600/2640] lr: 1.000e-03, eta: 7:44:32, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.5266, top5_acc: 0.8125, loss_cls: 1.7548, loss: 1.7548, grad_norm: 15.2696 2021-08-17 06:38:20,652 - mmaction - INFO - Epoch [26][2620/2640] lr: 1.000e-03, eta: 7:44:23, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5266, top5_acc: 0.7992, loss_cls: 1.7899, loss: 1.7899, grad_norm: 13.8786 2021-08-17 06:38:28,607 - mmaction - INFO - Epoch [26][2640/2640] lr: 1.000e-03, eta: 7:44:13, time: 0.397, data_time: 0.001, memory: 5736, top1_acc: 0.5661, top5_acc: 0.7968, loss_cls: 1.7640, loss: 1.7640, grad_norm: 14.9159 2021-08-17 06:38:30,741 - mmaction - INFO - Saving checkpoint at 26 epochs 2021-08-17 06:38:31,811 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-08-17 06:39:54,470 - mmaction - INFO - Epoch [27][20/2640] lr: 1.000e-03, eta: 7:45:12, time: 4.130, data_time: 3.667, memory: 5736, top1_acc: 0.5461, top5_acc: 0.7891, loss_cls: 1.7948, loss: 1.7948, grad_norm: 14.3758 2021-08-17 06:40:02,720 - mmaction - INFO - Epoch [27][40/2640] lr: 1.000e-03, eta: 7:45:03, time: 0.415, data_time: 0.006, memory: 5736, top1_acc: 0.5703, top5_acc: 0.8133, loss_cls: 1.6875, loss: 1.6875, grad_norm: 14.6290 2021-08-17 06:40:10,925 - mmaction - INFO - Epoch [27][60/2640] lr: 1.000e-03, eta: 7:44:54, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.5789, top5_acc: 0.8125, loss_cls: 1.6711, loss: 1.6711, grad_norm: 15.3221 2021-08-17 06:40:19,210 - mmaction - INFO - Epoch [27][80/2640] lr: 1.000e-03, eta: 7:44:44, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.5789, top5_acc: 0.8078, loss_cls: 1.6496, loss: 1.6496, grad_norm: 14.7602 2021-08-17 06:40:27,439 - mmaction - INFO - Epoch [27][100/2640] lr: 1.000e-03, eta: 7:44:35, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.5680, top5_acc: 0.8117, loss_cls: 1.7151, loss: 1.7151, grad_norm: 15.4847 2021-08-17 06:40:35,717 - mmaction - INFO - Epoch [27][120/2640] lr: 1.000e-03, eta: 7:44:26, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.5961, top5_acc: 0.8109, loss_cls: 1.6464, loss: 1.6464, grad_norm: 14.9133 2021-08-17 06:40:43,928 - mmaction - INFO - Epoch [27][140/2640] lr: 1.000e-03, eta: 7:44:16, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5609, top5_acc: 0.8047, loss_cls: 1.7632, loss: 1.7632, grad_norm: 15.4884 2021-08-17 06:40:52,190 - mmaction - INFO - Epoch [27][160/2640] lr: 1.000e-03, eta: 7:44:07, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.5531, top5_acc: 0.8063, loss_cls: 1.7719, loss: 1.7719, grad_norm: 15.2378 2021-08-17 06:41:00,475 - mmaction - INFO - Epoch [27][180/2640] lr: 1.000e-03, eta: 7:43:58, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6031, top5_acc: 0.8344, loss_cls: 1.5668, loss: 1.5668, grad_norm: 14.0856 2021-08-17 06:41:08,701 - mmaction - INFO - Epoch [27][200/2640] lr: 1.000e-03, eta: 7:43:48, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.5633, top5_acc: 0.8109, loss_cls: 1.7049, loss: 1.7049, grad_norm: 14.3048 2021-08-17 06:41:16,910 - mmaction - INFO - Epoch [27][220/2640] lr: 1.000e-03, eta: 7:43:39, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5570, top5_acc: 0.8016, loss_cls: 1.7534, loss: 1.7534, grad_norm: 14.3710 2021-08-17 06:41:25,139 - mmaction - INFO - Epoch [27][240/2640] lr: 1.000e-03, eta: 7:43:30, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5594, top5_acc: 0.8000, loss_cls: 1.7372, loss: 1.7372, grad_norm: 13.9880 2021-08-17 06:41:33,341 - mmaction - INFO - Epoch [27][260/2640] lr: 1.000e-03, eta: 7:43:20, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.5523, top5_acc: 0.8023, loss_cls: 1.7694, loss: 1.7694, grad_norm: 14.7795 2021-08-17 06:41:41,575 - mmaction - INFO - Epoch [27][280/2640] lr: 1.000e-03, eta: 7:43:11, time: 0.411, data_time: 0.002, memory: 5736, top1_acc: 0.5555, top5_acc: 0.8227, loss_cls: 1.6620, loss: 1.6620, grad_norm: 14.9500 2021-08-17 06:41:49,764 - mmaction - INFO - Epoch [27][300/2640] lr: 1.000e-03, eta: 7:43:02, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.5500, top5_acc: 0.8023, loss_cls: 1.7806, loss: 1.7806, grad_norm: 15.1701 2021-08-17 06:41:58,022 - mmaction - INFO - Epoch [27][320/2640] lr: 1.000e-03, eta: 7:42:52, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.5773, top5_acc: 0.8289, loss_cls: 1.6224, loss: 1.6224, grad_norm: 14.9628 2021-08-17 06:42:06,238 - mmaction - INFO - Epoch [27][340/2640] lr: 1.000e-03, eta: 7:42:43, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5555, top5_acc: 0.7969, loss_cls: 1.7282, loss: 1.7282, grad_norm: 13.6387 2021-08-17 06:42:14,547 - mmaction - INFO - Epoch [27][360/2640] lr: 1.000e-03, eta: 7:42:34, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.5633, top5_acc: 0.8102, loss_cls: 1.7381, loss: 1.7381, grad_norm: 14.8209 2021-08-17 06:42:22,820 - mmaction - INFO - Epoch [27][380/2640] lr: 1.000e-03, eta: 7:42:24, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.5711, top5_acc: 0.8023, loss_cls: 1.7388, loss: 1.7388, grad_norm: 14.0213 2021-08-17 06:42:31,063 - mmaction - INFO - Epoch [27][400/2640] lr: 1.000e-03, eta: 7:42:15, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5703, top5_acc: 0.8078, loss_cls: 1.7559, loss: 1.7559, grad_norm: 14.8306 2021-08-17 06:42:39,268 - mmaction - INFO - Epoch [27][420/2640] lr: 1.000e-03, eta: 7:42:06, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.5813, top5_acc: 0.8063, loss_cls: 1.6589, loss: 1.6589, grad_norm: 14.4760 2021-08-17 06:42:47,550 - mmaction - INFO - Epoch [27][440/2640] lr: 1.000e-03, eta: 7:41:56, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.5648, top5_acc: 0.8195, loss_cls: 1.7042, loss: 1.7042, grad_norm: 14.9794 2021-08-17 06:42:55,736 - mmaction - INFO - Epoch [27][460/2640] lr: 1.000e-03, eta: 7:41:47, time: 0.409, data_time: 0.001, memory: 5736, top1_acc: 0.5305, top5_acc: 0.7945, loss_cls: 1.7966, loss: 1.7966, grad_norm: 15.1659 2021-08-17 06:43:03,994 - mmaction - INFO - Epoch [27][480/2640] lr: 1.000e-03, eta: 7:41:38, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5445, top5_acc: 0.7836, loss_cls: 1.7675, loss: 1.7675, grad_norm: 14.5468 2021-08-17 06:43:12,306 - mmaction - INFO - Epoch [27][500/2640] lr: 1.000e-03, eta: 7:41:28, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.5422, top5_acc: 0.8008, loss_cls: 1.8169, loss: 1.8169, grad_norm: 15.2475 2021-08-17 06:43:20,548 - mmaction - INFO - Epoch [27][520/2640] lr: 1.000e-03, eta: 7:41:19, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5398, top5_acc: 0.8008, loss_cls: 1.7889, loss: 1.7889, grad_norm: 15.2338 2021-08-17 06:43:28,802 - mmaction - INFO - Epoch [27][540/2640] lr: 1.000e-03, eta: 7:41:10, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5523, top5_acc: 0.8055, loss_cls: 1.7464, loss: 1.7464, grad_norm: 14.4986 2021-08-17 06:43:37,063 - mmaction - INFO - Epoch [27][560/2640] lr: 1.000e-03, eta: 7:41:01, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.5781, top5_acc: 0.8125, loss_cls: 1.6845, loss: 1.6845, grad_norm: 15.4074 2021-08-17 06:43:45,305 - mmaction - INFO - Epoch [27][580/2640] lr: 1.000e-03, eta: 7:40:51, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5469, top5_acc: 0.8094, loss_cls: 1.7889, loss: 1.7889, grad_norm: 15.0294 2021-08-17 06:43:53,584 - mmaction - INFO - Epoch [27][600/2640] lr: 1.000e-03, eta: 7:40:42, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.5641, top5_acc: 0.8023, loss_cls: 1.7437, loss: 1.7437, grad_norm: 14.5872 2021-08-17 06:44:01,805 - mmaction - INFO - Epoch [27][620/2640] lr: 1.000e-03, eta: 7:40:33, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5672, top5_acc: 0.8047, loss_cls: 1.7131, loss: 1.7131, grad_norm: 14.4987 2021-08-17 06:44:10,051 - mmaction - INFO - Epoch [27][640/2640] lr: 1.000e-03, eta: 7:40:23, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.5656, top5_acc: 0.8086, loss_cls: 1.7210, loss: 1.7210, grad_norm: 14.5977 2021-08-17 06:44:18,336 - mmaction - INFO - Epoch [27][660/2640] lr: 1.000e-03, eta: 7:40:14, time: 0.414, data_time: 0.000, memory: 5736, top1_acc: 0.5797, top5_acc: 0.8109, loss_cls: 1.6763, loss: 1.6763, grad_norm: 14.0225 2021-08-17 06:44:26,632 - mmaction - INFO - Epoch [27][680/2640] lr: 1.000e-03, eta: 7:40:05, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.5539, top5_acc: 0.8156, loss_cls: 1.7044, loss: 1.7044, grad_norm: 14.9944 2021-08-17 06:44:34,852 - mmaction - INFO - Epoch [27][700/2640] lr: 1.000e-03, eta: 7:39:55, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.5523, top5_acc: 0.8047, loss_cls: 1.7395, loss: 1.7395, grad_norm: 14.3852 2021-08-17 06:44:43,117 - mmaction - INFO - Epoch [27][720/2640] lr: 1.000e-03, eta: 7:39:46, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.5750, top5_acc: 0.8070, loss_cls: 1.6808, loss: 1.6808, grad_norm: 13.7301 2021-08-17 06:44:51,298 - mmaction - INFO - Epoch [27][740/2640] lr: 1.000e-03, eta: 7:39:37, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.5703, top5_acc: 0.8133, loss_cls: 1.6751, loss: 1.6751, grad_norm: 14.2421 2021-08-17 06:44:59,554 - mmaction - INFO - Epoch [27][760/2640] lr: 1.000e-03, eta: 7:39:27, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6000, top5_acc: 0.8250, loss_cls: 1.6196, loss: 1.6196, grad_norm: 13.7389 2021-08-17 06:45:07,829 - mmaction - INFO - Epoch [27][780/2640] lr: 1.000e-03, eta: 7:39:18, time: 0.414, data_time: 0.000, memory: 5736, top1_acc: 0.5273, top5_acc: 0.7766, loss_cls: 1.8382, loss: 1.8382, grad_norm: 14.7694 2021-08-17 06:45:16,131 - mmaction - INFO - Epoch [27][800/2640] lr: 1.000e-03, eta: 7:39:09, time: 0.415, data_time: 0.000, memory: 5736, top1_acc: 0.5555, top5_acc: 0.8102, loss_cls: 1.7139, loss: 1.7139, grad_norm: 14.3861 2021-08-17 06:45:24,345 - mmaction - INFO - Epoch [27][820/2640] lr: 1.000e-03, eta: 7:39:00, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5555, top5_acc: 0.7977, loss_cls: 1.7861, loss: 1.7861, grad_norm: 14.6324 2021-08-17 06:45:32,565 - mmaction - INFO - Epoch [27][840/2640] lr: 1.000e-03, eta: 7:38:50, time: 0.411, data_time: 0.002, memory: 5736, top1_acc: 0.5508, top5_acc: 0.7922, loss_cls: 1.7834, loss: 1.7834, grad_norm: 14.5813 2021-08-17 06:45:40,760 - mmaction - INFO - Epoch [27][860/2640] lr: 1.000e-03, eta: 7:38:41, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.5617, top5_acc: 0.8023, loss_cls: 1.7503, loss: 1.7503, grad_norm: 14.6225 2021-08-17 06:45:49,049 - mmaction - INFO - Epoch [27][880/2640] lr: 1.000e-03, eta: 7:38:32, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.5516, top5_acc: 0.8117, loss_cls: 1.7657, loss: 1.7657, grad_norm: 14.9653 2021-08-17 06:45:57,309 - mmaction - INFO - Epoch [27][900/2640] lr: 1.000e-03, eta: 7:38:22, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5664, top5_acc: 0.8180, loss_cls: 1.7165, loss: 1.7165, grad_norm: 14.8633 2021-08-17 06:46:05,616 - mmaction - INFO - Epoch [27][920/2640] lr: 1.000e-03, eta: 7:38:13, time: 0.416, data_time: 0.002, memory: 5736, top1_acc: 0.5453, top5_acc: 0.7922, loss_cls: 1.8167, loss: 1.8167, grad_norm: 14.4844 2021-08-17 06:46:13,839 - mmaction - INFO - Epoch [27][940/2640] lr: 1.000e-03, eta: 7:38:04, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.5664, top5_acc: 0.7969, loss_cls: 1.7539, loss: 1.7539, grad_norm: 15.0216 2021-08-17 06:46:22,064 - mmaction - INFO - Epoch [27][960/2640] lr: 1.000e-03, eta: 7:37:54, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5586, top5_acc: 0.7883, loss_cls: 1.7787, loss: 1.7787, grad_norm: 14.1053 2021-08-17 06:46:30,281 - mmaction - INFO - Epoch [27][980/2640] lr: 1.000e-03, eta: 7:37:45, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5852, top5_acc: 0.8234, loss_cls: 1.6236, loss: 1.6236, grad_norm: 14.3669 2021-08-17 06:46:38,543 - mmaction - INFO - Epoch [27][1000/2640] lr: 1.000e-03, eta: 7:37:36, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.5914, top5_acc: 0.8164, loss_cls: 1.6747, loss: 1.6747, grad_norm: 14.6515 2021-08-17 06:46:46,833 - mmaction - INFO - Epoch [27][1020/2640] lr: 1.000e-03, eta: 7:37:26, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.5648, top5_acc: 0.8039, loss_cls: 1.7349, loss: 1.7349, grad_norm: 14.8475 2021-08-17 06:46:55,097 - mmaction - INFO - Epoch [27][1040/2640] lr: 1.000e-03, eta: 7:37:17, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.5508, top5_acc: 0.7922, loss_cls: 1.7658, loss: 1.7658, grad_norm: 14.6210 2021-08-17 06:47:03,432 - mmaction - INFO - Epoch [27][1060/2640] lr: 1.000e-03, eta: 7:37:08, time: 0.417, data_time: 0.000, memory: 5736, top1_acc: 0.5664, top5_acc: 0.8156, loss_cls: 1.6833, loss: 1.6833, grad_norm: 14.4582 2021-08-17 06:47:11,687 - mmaction - INFO - Epoch [27][1080/2640] lr: 1.000e-03, eta: 7:36:59, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5555, top5_acc: 0.8000, loss_cls: 1.7941, loss: 1.7941, grad_norm: 14.6952 2021-08-17 06:47:19,993 - mmaction - INFO - Epoch [27][1100/2640] lr: 1.000e-03, eta: 7:36:49, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.5750, top5_acc: 0.8234, loss_cls: 1.6971, loss: 1.6971, grad_norm: 14.5812 2021-08-17 06:47:28,292 - mmaction - INFO - Epoch [27][1120/2640] lr: 1.000e-03, eta: 7:36:40, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.5758, top5_acc: 0.8328, loss_cls: 1.6335, loss: 1.6335, grad_norm: 14.6138 2021-08-17 06:47:36,686 - mmaction - INFO - Epoch [27][1140/2640] lr: 1.000e-03, eta: 7:36:31, time: 0.419, data_time: 0.002, memory: 5736, top1_acc: 0.5461, top5_acc: 0.8102, loss_cls: 1.7470, loss: 1.7470, grad_norm: 14.7278 2021-08-17 06:47:44,910 - mmaction - INFO - Epoch [27][1160/2640] lr: 1.000e-03, eta: 7:36:22, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5523, top5_acc: 0.7969, loss_cls: 1.7925, loss: 1.7925, grad_norm: 15.7751 2021-08-17 06:47:53,186 - mmaction - INFO - Epoch [27][1180/2640] lr: 1.000e-03, eta: 7:36:12, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.5539, top5_acc: 0.7727, loss_cls: 1.8074, loss: 1.8074, grad_norm: 13.8550 2021-08-17 06:48:01,370 - mmaction - INFO - Epoch [27][1200/2640] lr: 1.000e-03, eta: 7:36:03, time: 0.409, data_time: 0.001, memory: 5736, top1_acc: 0.5758, top5_acc: 0.8109, loss_cls: 1.6708, loss: 1.6708, grad_norm: 14.9767 2021-08-17 06:48:09,619 - mmaction - INFO - Epoch [27][1220/2640] lr: 1.000e-03, eta: 7:35:54, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.5523, top5_acc: 0.8109, loss_cls: 1.7178, loss: 1.7178, grad_norm: 15.2742 2021-08-17 06:48:17,794 - mmaction - INFO - Epoch [27][1240/2640] lr: 1.000e-03, eta: 7:35:44, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.5695, top5_acc: 0.8180, loss_cls: 1.6516, loss: 1.6516, grad_norm: 14.4293 2021-08-17 06:48:26,039 - mmaction - INFO - Epoch [27][1260/2640] lr: 1.000e-03, eta: 7:35:35, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.5625, top5_acc: 0.8008, loss_cls: 1.7815, loss: 1.7815, grad_norm: 14.4242 2021-08-17 06:48:34,304 - mmaction - INFO - Epoch [27][1280/2640] lr: 1.000e-03, eta: 7:35:26, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.5430, top5_acc: 0.8141, loss_cls: 1.7107, loss: 1.7107, grad_norm: 14.7996 2021-08-17 06:48:42,528 - mmaction - INFO - Epoch [27][1300/2640] lr: 1.000e-03, eta: 7:35:16, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.5547, top5_acc: 0.8039, loss_cls: 1.7110, loss: 1.7110, grad_norm: 14.6750 2021-08-17 06:48:50,816 - mmaction - INFO - Epoch [27][1320/2640] lr: 1.000e-03, eta: 7:35:07, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.5813, top5_acc: 0.8078, loss_cls: 1.7034, loss: 1.7034, grad_norm: 14.3230 2021-08-17 06:48:59,071 - mmaction - INFO - Epoch [27][1340/2640] lr: 1.000e-03, eta: 7:34:58, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.5914, top5_acc: 0.8102, loss_cls: 1.6243, loss: 1.6243, grad_norm: 13.8641 2021-08-17 06:49:07,277 - mmaction - INFO - Epoch [27][1360/2640] lr: 1.000e-03, eta: 7:34:49, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.5383, top5_acc: 0.8148, loss_cls: 1.7059, loss: 1.7059, grad_norm: 14.9309 2021-08-17 06:49:15,514 - mmaction - INFO - Epoch [27][1380/2640] lr: 1.000e-03, eta: 7:34:39, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5789, top5_acc: 0.8273, loss_cls: 1.6179, loss: 1.6179, grad_norm: 14.8480 2021-08-17 06:49:23,772 - mmaction - INFO - Epoch [27][1400/2640] lr: 1.000e-03, eta: 7:34:30, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5469, top5_acc: 0.7906, loss_cls: 1.7921, loss: 1.7921, grad_norm: 15.1437 2021-08-17 06:49:32,065 - mmaction - INFO - Epoch [27][1420/2640] lr: 1.000e-03, eta: 7:34:21, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.5422, top5_acc: 0.8008, loss_cls: 1.7980, loss: 1.7980, grad_norm: 14.2132 2021-08-17 06:49:40,255 - mmaction - INFO - Epoch [27][1440/2640] lr: 1.000e-03, eta: 7:34:11, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.5375, top5_acc: 0.8047, loss_cls: 1.7512, loss: 1.7512, grad_norm: 14.7901 2021-08-17 06:49:48,581 - mmaction - INFO - Epoch [27][1460/2640] lr: 1.000e-03, eta: 7:34:02, time: 0.416, data_time: 0.002, memory: 5736, top1_acc: 0.5563, top5_acc: 0.8102, loss_cls: 1.7355, loss: 1.7355, grad_norm: 14.3791 2021-08-17 06:49:56,828 - mmaction - INFO - Epoch [27][1480/2640] lr: 1.000e-03, eta: 7:33:53, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.5523, top5_acc: 0.7984, loss_cls: 1.7449, loss: 1.7449, grad_norm: 14.8130 2021-08-17 06:50:05,044 - mmaction - INFO - Epoch [27][1500/2640] lr: 1.000e-03, eta: 7:33:44, time: 0.411, data_time: 0.002, memory: 5736, top1_acc: 0.5602, top5_acc: 0.8008, loss_cls: 1.7159, loss: 1.7159, grad_norm: 14.2266 2021-08-17 06:50:13,219 - mmaction - INFO - Epoch [27][1520/2640] lr: 1.000e-03, eta: 7:33:34, time: 0.409, data_time: 0.001, memory: 5736, top1_acc: 0.5758, top5_acc: 0.8117, loss_cls: 1.7191, loss: 1.7191, grad_norm: 14.3000 2021-08-17 06:50:21,456 - mmaction - INFO - Epoch [27][1540/2640] lr: 1.000e-03, eta: 7:33:25, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5609, top5_acc: 0.8070, loss_cls: 1.6840, loss: 1.6840, grad_norm: 14.3447 2021-08-17 06:50:29,704 - mmaction - INFO - Epoch [27][1560/2640] lr: 1.000e-03, eta: 7:33:16, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5672, top5_acc: 0.8133, loss_cls: 1.6874, loss: 1.6874, grad_norm: 14.6267 2021-08-17 06:50:37,959 - mmaction - INFO - Epoch [27][1580/2640] lr: 1.000e-03, eta: 7:33:06, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.5508, top5_acc: 0.8070, loss_cls: 1.7087, loss: 1.7087, grad_norm: 14.9318 2021-08-17 06:50:46,222 - mmaction - INFO - Epoch [27][1600/2640] lr: 1.000e-03, eta: 7:32:57, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5687, top5_acc: 0.8039, loss_cls: 1.7001, loss: 1.7001, grad_norm: 15.2807 2021-08-17 06:50:54,482 - mmaction - INFO - Epoch [27][1620/2640] lr: 1.000e-03, eta: 7:32:48, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.5672, top5_acc: 0.8047, loss_cls: 1.6730, loss: 1.6730, grad_norm: 13.8689 2021-08-17 06:51:02,735 - mmaction - INFO - Epoch [27][1640/2640] lr: 1.000e-03, eta: 7:32:38, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5711, top5_acc: 0.8078, loss_cls: 1.7353, loss: 1.7353, grad_norm: 15.2823 2021-08-17 06:51:11,006 - mmaction - INFO - Epoch [27][1660/2640] lr: 1.000e-03, eta: 7:32:29, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.5758, top5_acc: 0.8266, loss_cls: 1.6576, loss: 1.6576, grad_norm: 14.3860 2021-08-17 06:51:19,260 - mmaction - INFO - Epoch [27][1680/2640] lr: 1.000e-03, eta: 7:32:20, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5563, top5_acc: 0.8086, loss_cls: 1.7434, loss: 1.7434, grad_norm: 15.4799 2021-08-17 06:51:27,497 - mmaction - INFO - Epoch [27][1700/2640] lr: 1.000e-03, eta: 7:32:11, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5641, top5_acc: 0.8094, loss_cls: 1.7254, loss: 1.7254, grad_norm: 14.7071 2021-08-17 06:51:35,695 - mmaction - INFO - Epoch [27][1720/2640] lr: 1.000e-03, eta: 7:32:01, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.5539, top5_acc: 0.7961, loss_cls: 1.8006, loss: 1.8006, grad_norm: 15.3374 2021-08-17 06:51:43,941 - mmaction - INFO - Epoch [27][1740/2640] lr: 1.000e-03, eta: 7:31:52, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.5609, top5_acc: 0.8102, loss_cls: 1.6981, loss: 1.6981, grad_norm: 14.2799 2021-08-17 06:51:52,225 - mmaction - INFO - Epoch [27][1760/2640] lr: 1.000e-03, eta: 7:31:43, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.5766, top5_acc: 0.8148, loss_cls: 1.6535, loss: 1.6535, grad_norm: 14.2943 2021-08-17 06:52:00,452 - mmaction - INFO - Epoch [27][1780/2640] lr: 1.000e-03, eta: 7:31:33, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.5500, top5_acc: 0.7930, loss_cls: 1.7808, loss: 1.7808, grad_norm: 13.9451 2021-08-17 06:52:08,687 - mmaction - INFO - Epoch [27][1800/2640] lr: 1.000e-03, eta: 7:31:24, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5398, top5_acc: 0.8008, loss_cls: 1.7511, loss: 1.7511, grad_norm: 14.9372 2021-08-17 06:52:16,938 - mmaction - INFO - Epoch [27][1820/2640] lr: 1.000e-03, eta: 7:31:15, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5641, top5_acc: 0.7945, loss_cls: 1.7515, loss: 1.7515, grad_norm: 14.2803 2021-08-17 06:52:25,179 - mmaction - INFO - Epoch [27][1840/2640] lr: 1.000e-03, eta: 7:31:06, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5539, top5_acc: 0.8102, loss_cls: 1.7445, loss: 1.7445, grad_norm: 14.5997 2021-08-17 06:52:33,422 - mmaction - INFO - Epoch [27][1860/2640] lr: 1.000e-03, eta: 7:30:56, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5563, top5_acc: 0.7977, loss_cls: 1.7371, loss: 1.7371, grad_norm: 14.4656 2021-08-17 06:52:41,767 - mmaction - INFO - Epoch [27][1880/2640] lr: 1.000e-03, eta: 7:30:47, time: 0.417, data_time: 0.001, memory: 5736, top1_acc: 0.5586, top5_acc: 0.8117, loss_cls: 1.6959, loss: 1.6959, grad_norm: 14.2784 2021-08-17 06:52:50,078 - mmaction - INFO - Epoch [27][1900/2640] lr: 1.000e-03, eta: 7:30:38, time: 0.416, data_time: 0.002, memory: 5736, top1_acc: 0.5664, top5_acc: 0.8117, loss_cls: 1.6686, loss: 1.6686, grad_norm: 14.5363 2021-08-17 06:52:58,328 - mmaction - INFO - Epoch [27][1920/2640] lr: 1.000e-03, eta: 7:30:29, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5437, top5_acc: 0.8039, loss_cls: 1.7669, loss: 1.7669, grad_norm: 15.0108 2021-08-17 06:53:06,587 - mmaction - INFO - Epoch [27][1940/2640] lr: 1.000e-03, eta: 7:30:19, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5500, top5_acc: 0.7930, loss_cls: 1.7990, loss: 1.7990, grad_norm: 13.8924 2021-08-17 06:53:14,867 - mmaction - INFO - Epoch [27][1960/2640] lr: 1.000e-03, eta: 7:30:10, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.5781, top5_acc: 0.8078, loss_cls: 1.6855, loss: 1.6855, grad_norm: 13.7756 2021-08-17 06:53:23,144 - mmaction - INFO - Epoch [27][1980/2640] lr: 1.000e-03, eta: 7:30:01, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.5656, top5_acc: 0.7891, loss_cls: 1.7657, loss: 1.7657, grad_norm: 15.1331 2021-08-17 06:53:31,349 - mmaction - INFO - Epoch [27][2000/2640] lr: 1.000e-03, eta: 7:29:52, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.5414, top5_acc: 0.7875, loss_cls: 1.8153, loss: 1.8153, grad_norm: 14.6314 2021-08-17 06:53:39,643 - mmaction - INFO - Epoch [27][2020/2640] lr: 1.000e-03, eta: 7:29:42, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.5523, top5_acc: 0.8023, loss_cls: 1.7532, loss: 1.7532, grad_norm: 14.2214 2021-08-17 06:53:47,872 - mmaction - INFO - Epoch [27][2040/2640] lr: 1.000e-03, eta: 7:29:33, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5531, top5_acc: 0.7922, loss_cls: 1.7810, loss: 1.7810, grad_norm: 14.2995 2021-08-17 06:53:56,100 - mmaction - INFO - Epoch [27][2060/2640] lr: 1.000e-03, eta: 7:29:24, time: 0.411, data_time: 0.002, memory: 5736, top1_acc: 0.5867, top5_acc: 0.8180, loss_cls: 1.6733, loss: 1.6733, grad_norm: 14.6093 2021-08-17 06:54:04,286 - mmaction - INFO - Epoch [27][2080/2640] lr: 1.000e-03, eta: 7:29:14, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.5766, top5_acc: 0.8172, loss_cls: 1.6732, loss: 1.6732, grad_norm: 14.6421 2021-08-17 06:54:12,574 - mmaction - INFO - Epoch [27][2100/2640] lr: 1.000e-03, eta: 7:29:05, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.5914, top5_acc: 0.8281, loss_cls: 1.6163, loss: 1.6163, grad_norm: 14.5315 2021-08-17 06:54:20,776 - mmaction - INFO - Epoch [27][2120/2640] lr: 1.000e-03, eta: 7:28:56, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.5570, top5_acc: 0.7961, loss_cls: 1.7864, loss: 1.7864, grad_norm: 15.1029 2021-08-17 06:54:29,075 - mmaction - INFO - Epoch [27][2140/2640] lr: 1.000e-03, eta: 7:28:47, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.5437, top5_acc: 0.7930, loss_cls: 1.7917, loss: 1.7917, grad_norm: 14.3108 2021-08-17 06:54:37,327 - mmaction - INFO - Epoch [27][2160/2640] lr: 1.000e-03, eta: 7:28:37, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5641, top5_acc: 0.8164, loss_cls: 1.6635, loss: 1.6635, grad_norm: 13.7568 2021-08-17 06:54:45,599 - mmaction - INFO - Epoch [27][2180/2640] lr: 1.000e-03, eta: 7:28:28, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.5750, top5_acc: 0.8141, loss_cls: 1.6831, loss: 1.6831, grad_norm: 14.6012 2021-08-17 06:54:53,857 - mmaction - INFO - Epoch [27][2200/2640] lr: 1.000e-03, eta: 7:28:19, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5633, top5_acc: 0.8008, loss_cls: 1.7235, loss: 1.7235, grad_norm: 14.0816 2021-08-17 06:55:02,217 - mmaction - INFO - Epoch [27][2220/2640] lr: 1.000e-03, eta: 7:28:10, time: 0.418, data_time: 0.002, memory: 5736, top1_acc: 0.5680, top5_acc: 0.8148, loss_cls: 1.6592, loss: 1.6592, grad_norm: 14.3908 2021-08-17 06:55:10,595 - mmaction - INFO - Epoch [27][2240/2640] lr: 1.000e-03, eta: 7:28:01, time: 0.419, data_time: 0.001, memory: 5736, top1_acc: 0.5586, top5_acc: 0.7867, loss_cls: 1.7835, loss: 1.7835, grad_norm: 14.7460 2021-08-17 06:55:18,955 - mmaction - INFO - Epoch [27][2260/2640] lr: 1.000e-03, eta: 7:27:51, time: 0.418, data_time: 0.002, memory: 5736, top1_acc: 0.5898, top5_acc: 0.8164, loss_cls: 1.6529, loss: 1.6529, grad_norm: 14.1700 2021-08-17 06:55:27,170 - mmaction - INFO - Epoch [27][2280/2640] lr: 1.000e-03, eta: 7:27:42, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5602, top5_acc: 0.7852, loss_cls: 1.8176, loss: 1.8176, grad_norm: 14.9530 2021-08-17 06:55:35,457 - mmaction - INFO - Epoch [27][2300/2640] lr: 1.000e-03, eta: 7:27:33, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.5578, top5_acc: 0.7820, loss_cls: 1.7819, loss: 1.7819, grad_norm: 13.7594 2021-08-17 06:55:43,685 - mmaction - INFO - Epoch [27][2320/2640] lr: 1.000e-03, eta: 7:27:24, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5750, top5_acc: 0.8031, loss_cls: 1.7011, loss: 1.7011, grad_norm: 14.1900 2021-08-17 06:55:51,919 - mmaction - INFO - Epoch [27][2340/2640] lr: 1.000e-03, eta: 7:27:14, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.5742, top5_acc: 0.7875, loss_cls: 1.7531, loss: 1.7531, grad_norm: 14.8275 2021-08-17 06:56:00,195 - mmaction - INFO - Epoch [27][2360/2640] lr: 1.000e-03, eta: 7:27:05, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.5734, top5_acc: 0.8031, loss_cls: 1.7133, loss: 1.7133, grad_norm: 14.4983 2021-08-17 06:56:08,452 - mmaction - INFO - Epoch [27][2380/2640] lr: 1.000e-03, eta: 7:26:56, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.5516, top5_acc: 0.8078, loss_cls: 1.7661, loss: 1.7661, grad_norm: 14.5447 2021-08-17 06:56:16,698 - mmaction - INFO - Epoch [27][2400/2640] lr: 1.000e-03, eta: 7:26:46, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.5508, top5_acc: 0.7906, loss_cls: 1.7973, loss: 1.7973, grad_norm: 14.0973 2021-08-17 06:56:24,933 - mmaction - INFO - Epoch [27][2420/2640] lr: 1.000e-03, eta: 7:26:37, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5250, top5_acc: 0.8047, loss_cls: 1.8315, loss: 1.8315, grad_norm: 14.4476 2021-08-17 06:56:33,197 - mmaction - INFO - Epoch [27][2440/2640] lr: 1.000e-03, eta: 7:26:28, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5555, top5_acc: 0.7898, loss_cls: 1.7950, loss: 1.7950, grad_norm: 14.4817 2021-08-17 06:56:41,493 - mmaction - INFO - Epoch [27][2460/2640] lr: 1.000e-03, eta: 7:26:19, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.5633, top5_acc: 0.8000, loss_cls: 1.7549, loss: 1.7549, grad_norm: 14.5578 2021-08-17 06:56:49,708 - mmaction - INFO - Epoch [27][2480/2640] lr: 1.000e-03, eta: 7:26:09, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5578, top5_acc: 0.8078, loss_cls: 1.6860, loss: 1.6860, grad_norm: 13.9942 2021-08-17 06:56:57,989 - mmaction - INFO - Epoch [27][2500/2640] lr: 1.000e-03, eta: 7:26:00, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.5664, top5_acc: 0.7992, loss_cls: 1.7377, loss: 1.7377, grad_norm: 14.1124 2021-08-17 06:57:06,206 - mmaction - INFO - Epoch [27][2520/2640] lr: 1.000e-03, eta: 7:25:51, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.5430, top5_acc: 0.7984, loss_cls: 1.8075, loss: 1.8075, grad_norm: 15.2064 2021-08-17 06:57:14,510 - mmaction - INFO - Epoch [27][2540/2640] lr: 1.000e-03, eta: 7:25:42, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.5492, top5_acc: 0.7992, loss_cls: 1.7709, loss: 1.7709, grad_norm: 14.4499 2021-08-17 06:57:22,728 - mmaction - INFO - Epoch [27][2560/2640] lr: 1.000e-03, eta: 7:25:32, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5727, top5_acc: 0.7961, loss_cls: 1.7191, loss: 1.7191, grad_norm: 14.1777 2021-08-17 06:57:30,943 - mmaction - INFO - Epoch [27][2580/2640] lr: 1.000e-03, eta: 7:25:23, time: 0.411, data_time: 0.002, memory: 5736, top1_acc: 0.5687, top5_acc: 0.8078, loss_cls: 1.7021, loss: 1.7021, grad_norm: 13.9296 2021-08-17 06:57:39,155 - mmaction - INFO - Epoch [27][2600/2640] lr: 1.000e-03, eta: 7:25:14, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5383, top5_acc: 0.7914, loss_cls: 1.8176, loss: 1.8176, grad_norm: 14.8703 2021-08-17 06:57:47,555 - mmaction - INFO - Epoch [27][2620/2640] lr: 1.000e-03, eta: 7:25:05, time: 0.420, data_time: 0.002, memory: 5736, top1_acc: 0.5602, top5_acc: 0.8039, loss_cls: 1.7736, loss: 1.7736, grad_norm: 14.3660 2021-08-17 06:57:55,623 - mmaction - INFO - Epoch [27][2640/2640] lr: 1.000e-03, eta: 7:24:55, time: 0.403, data_time: 0.001, memory: 5736, top1_acc: 0.5508, top5_acc: 0.8048, loss_cls: 1.7800, loss: 1.7800, grad_norm: 14.8762 2021-08-17 06:57:57,413 - mmaction - INFO - Saving checkpoint at 27 epochs 2021-08-17 06:57:58,311 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-08-17 06:59:11,245 - mmaction - INFO - Epoch [28][20/2640] lr: 1.000e-03, eta: 7:25:41, time: 3.646, data_time: 3.224, memory: 5736, top1_acc: 0.5687, top5_acc: 0.8070, loss_cls: 1.6834, loss: 1.6834, grad_norm: 14.1406 2021-08-17 06:59:19,470 - mmaction - INFO - Epoch [28][40/2640] lr: 1.000e-03, eta: 7:25:32, time: 0.412, data_time: 0.004, memory: 5736, top1_acc: 0.5758, top5_acc: 0.8219, loss_cls: 1.6474, loss: 1.6474, grad_norm: 14.6571 2021-08-17 06:59:27,634 - mmaction - INFO - Epoch [28][60/2640] lr: 1.000e-03, eta: 7:25:22, time: 0.408, data_time: 0.000, memory: 5736, top1_acc: 0.5758, top5_acc: 0.8266, loss_cls: 1.6234, loss: 1.6234, grad_norm: 15.1417 2021-08-17 06:59:35,871 - mmaction - INFO - Epoch [28][80/2640] lr: 1.000e-03, eta: 7:25:13, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.5492, top5_acc: 0.7961, loss_cls: 1.7698, loss: 1.7698, grad_norm: 14.6116 2021-08-17 06:59:44,133 - mmaction - INFO - Epoch [28][100/2640] lr: 1.000e-03, eta: 7:25:04, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5547, top5_acc: 0.8000, loss_cls: 1.6950, loss: 1.6950, grad_norm: 14.8535 2021-08-17 06:59:52,391 - mmaction - INFO - Epoch [28][120/2640] lr: 1.000e-03, eta: 7:24:55, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.5703, top5_acc: 0.8125, loss_cls: 1.6889, loss: 1.6889, grad_norm: 14.8621 2021-08-17 07:00:00,610 - mmaction - INFO - Epoch [28][140/2640] lr: 1.000e-03, eta: 7:24:45, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.5617, top5_acc: 0.8180, loss_cls: 1.7139, loss: 1.7139, grad_norm: 15.0782 2021-08-17 07:00:08,883 - mmaction - INFO - Epoch [28][160/2640] lr: 1.000e-03, eta: 7:24:36, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5766, top5_acc: 0.8063, loss_cls: 1.6845, loss: 1.6845, grad_norm: 14.0881 2021-08-17 07:00:17,072 - mmaction - INFO - Epoch [28][180/2640] lr: 1.000e-03, eta: 7:24:27, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.5852, top5_acc: 0.8047, loss_cls: 1.6972, loss: 1.6972, grad_norm: 14.5385 2021-08-17 07:00:25,282 - mmaction - INFO - Epoch [28][200/2640] lr: 1.000e-03, eta: 7:24:17, time: 0.410, data_time: 0.002, memory: 5736, top1_acc: 0.5625, top5_acc: 0.8055, loss_cls: 1.7102, loss: 1.7102, grad_norm: 15.2341 2021-08-17 07:00:33,497 - mmaction - INFO - Epoch [28][220/2640] lr: 1.000e-03, eta: 7:24:08, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.5563, top5_acc: 0.7984, loss_cls: 1.7204, loss: 1.7204, grad_norm: 14.2771 2021-08-17 07:00:41,737 - mmaction - INFO - Epoch [28][240/2640] lr: 1.000e-03, eta: 7:23:59, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.5758, top5_acc: 0.8156, loss_cls: 1.6719, loss: 1.6719, grad_norm: 14.0524 2021-08-17 07:00:49,975 - mmaction - INFO - Epoch [28][260/2640] lr: 1.000e-03, eta: 7:23:49, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5813, top5_acc: 0.7984, loss_cls: 1.6892, loss: 1.6892, grad_norm: 14.1555 2021-08-17 07:00:58,278 - mmaction - INFO - Epoch [28][280/2640] lr: 1.000e-03, eta: 7:23:40, time: 0.416, data_time: 0.001, memory: 5736, top1_acc: 0.5789, top5_acc: 0.8180, loss_cls: 1.6745, loss: 1.6745, grad_norm: 15.3983 2021-08-17 07:01:06,475 - mmaction - INFO - Epoch [28][300/2640] lr: 1.000e-03, eta: 7:23:31, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.5461, top5_acc: 0.7961, loss_cls: 1.7819, loss: 1.7819, grad_norm: 14.3734 2021-08-17 07:01:14,745 - mmaction - INFO - Epoch [28][320/2640] lr: 1.000e-03, eta: 7:23:22, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.5734, top5_acc: 0.8063, loss_cls: 1.7187, loss: 1.7187, grad_norm: 14.0506 2021-08-17 07:01:22,930 - mmaction - INFO - Epoch [28][340/2640] lr: 1.000e-03, eta: 7:23:12, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.5523, top5_acc: 0.8086, loss_cls: 1.7846, loss: 1.7846, grad_norm: 14.6291 2021-08-17 07:01:31,195 - mmaction - INFO - Epoch [28][360/2640] lr: 1.000e-03, eta: 7:23:03, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.5852, top5_acc: 0.8180, loss_cls: 1.6762, loss: 1.6762, grad_norm: 13.9891 2021-08-17 07:01:39,412 - mmaction - INFO - Epoch [28][380/2640] lr: 1.000e-03, eta: 7:22:54, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.5672, top5_acc: 0.8289, loss_cls: 1.6152, loss: 1.6152, grad_norm: 14.8381 2021-08-17 07:01:47,628 - mmaction - INFO - Epoch [28][400/2640] lr: 1.000e-03, eta: 7:22:44, time: 0.411, data_time: 0.002, memory: 5736, top1_acc: 0.5555, top5_acc: 0.8227, loss_cls: 1.7465, loss: 1.7465, grad_norm: 14.5573 2021-08-17 07:01:55,835 - mmaction - INFO - Epoch [28][420/2640] lr: 1.000e-03, eta: 7:22:35, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.5641, top5_acc: 0.8063, loss_cls: 1.6986, loss: 1.6986, grad_norm: 14.7008 2021-08-17 07:02:04,102 - mmaction - INFO - Epoch [28][440/2640] lr: 1.000e-03, eta: 7:22:26, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5547, top5_acc: 0.7984, loss_cls: 1.7909, loss: 1.7909, grad_norm: 14.6669 2021-08-17 07:02:12,315 - mmaction - INFO - Epoch [28][460/2640] lr: 1.000e-03, eta: 7:22:17, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5422, top5_acc: 0.8039, loss_cls: 1.7764, loss: 1.7764, grad_norm: 14.9821 2021-08-17 07:02:20,594 - mmaction - INFO - Epoch [28][480/2640] lr: 1.000e-03, eta: 7:22:07, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.5664, top5_acc: 0.8039, loss_cls: 1.7549, loss: 1.7549, grad_norm: 14.2960 2021-08-17 07:02:28,884 - mmaction - INFO - Epoch [28][500/2640] lr: 1.000e-03, eta: 7:21:58, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.5727, top5_acc: 0.8156, loss_cls: 1.6433, loss: 1.6433, grad_norm: 14.5701 2021-08-17 07:02:37,143 - mmaction - INFO - Epoch [28][520/2640] lr: 1.000e-03, eta: 7:21:49, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.5773, top5_acc: 0.7891, loss_cls: 1.7899, loss: 1.7899, grad_norm: 14.1595 2021-08-17 07:02:45,402 - mmaction - INFO - Epoch [28][540/2640] lr: 1.000e-03, eta: 7:21:40, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.5859, top5_acc: 0.8234, loss_cls: 1.6035, loss: 1.6035, grad_norm: 14.5452 2021-08-17 07:02:53,691 - mmaction - INFO - Epoch [28][560/2640] lr: 1.000e-03, eta: 7:21:30, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.5500, top5_acc: 0.7898, loss_cls: 1.7903, loss: 1.7903, grad_norm: 14.3516 2021-08-17 07:03:01,917 - mmaction - INFO - Epoch [28][580/2640] lr: 1.000e-03, eta: 7:21:21, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.5563, top5_acc: 0.8039, loss_cls: 1.7231, loss: 1.7231, grad_norm: 14.7740 2021-08-17 07:03:10,140 - mmaction - INFO - Epoch [28][600/2640] lr: 1.000e-03, eta: 7:21:12, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5547, top5_acc: 0.8063, loss_cls: 1.7506, loss: 1.7506, grad_norm: 15.4693 2021-08-17 07:03:18,341 - mmaction - INFO - Epoch [28][620/2640] lr: 1.000e-03, eta: 7:21:02, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.5742, top5_acc: 0.8234, loss_cls: 1.6458, loss: 1.6458, grad_norm: 14.3160 2021-08-17 07:03:26,610 - mmaction - INFO - Epoch [28][640/2640] lr: 1.000e-03, eta: 7:20:53, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.5586, top5_acc: 0.8156, loss_cls: 1.6983, loss: 1.6983, grad_norm: 14.5157 2021-08-17 07:03:34,878 - mmaction - INFO - Epoch [28][660/2640] lr: 1.000e-03, eta: 7:20:44, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.5383, top5_acc: 0.7914, loss_cls: 1.7982, loss: 1.7982, grad_norm: 14.9087 2021-08-17 07:03:43,129 - mmaction - INFO - Epoch [28][680/2640] lr: 1.000e-03, eta: 7:20:35, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.5641, top5_acc: 0.8086, loss_cls: 1.7141, loss: 1.7141, grad_norm: 14.4187 2021-08-17 07:03:51,434 - mmaction - INFO - Epoch [28][700/2640] lr: 1.000e-03, eta: 7:20:25, time: 0.416, data_time: 0.002, memory: 5736, top1_acc: 0.5523, top5_acc: 0.8055, loss_cls: 1.7793, loss: 1.7793, grad_norm: 14.5023 2021-08-17 07:03:59,681 - mmaction - INFO - Epoch [28][720/2640] lr: 1.000e-03, eta: 7:20:16, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.5422, top5_acc: 0.7945, loss_cls: 1.8108, loss: 1.8108, grad_norm: 14.1650 2021-08-17 07:04:07,902 - mmaction - INFO - Epoch [28][740/2640] lr: 1.000e-03, eta: 7:20:07, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5523, top5_acc: 0.8063, loss_cls: 1.7734, loss: 1.7734, grad_norm: 14.7198 2021-08-17 07:04:16,196 - mmaction - INFO - Epoch [28][760/2640] lr: 1.000e-03, eta: 7:19:58, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.5656, top5_acc: 0.8195, loss_cls: 1.6522, loss: 1.6522, grad_norm: 14.7380 2021-08-17 07:04:24,450 - mmaction - INFO - Epoch [28][780/2640] lr: 1.000e-03, eta: 7:19:48, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5758, top5_acc: 0.8156, loss_cls: 1.6267, loss: 1.6267, grad_norm: 14.1556 2021-08-17 07:04:32,781 - mmaction - INFO - Epoch [28][800/2640] lr: 1.000e-03, eta: 7:19:39, time: 0.416, data_time: 0.002, memory: 5736, top1_acc: 0.5687, top5_acc: 0.8125, loss_cls: 1.6702, loss: 1.6702, grad_norm: 14.7697 2021-08-17 07:04:41,050 - mmaction - INFO - Epoch [28][820/2640] lr: 1.000e-03, eta: 7:19:30, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.5719, top5_acc: 0.8219, loss_cls: 1.6557, loss: 1.6557, grad_norm: 14.9620 2021-08-17 07:04:49,334 - mmaction - INFO - Epoch [28][840/2640] lr: 1.000e-03, eta: 7:19:21, time: 0.414, data_time: 0.000, memory: 5736, top1_acc: 0.5625, top5_acc: 0.7969, loss_cls: 1.7438, loss: 1.7438, grad_norm: 14.0782 2021-08-17 07:04:57,591 - mmaction - INFO - Epoch [28][860/2640] lr: 1.000e-03, eta: 7:19:11, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5500, top5_acc: 0.7945, loss_cls: 1.7806, loss: 1.7806, grad_norm: 14.6886 2021-08-17 07:05:05,876 - mmaction - INFO - Epoch [28][880/2640] lr: 1.000e-03, eta: 7:19:02, time: 0.414, data_time: 0.000, memory: 5736, top1_acc: 0.5820, top5_acc: 0.8141, loss_cls: 1.6862, loss: 1.6862, grad_norm: 14.1907 2021-08-17 07:05:14,098 - mmaction - INFO - Epoch [28][900/2640] lr: 1.000e-03, eta: 7:18:53, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5711, top5_acc: 0.8055, loss_cls: 1.6810, loss: 1.6810, grad_norm: 15.1153 2021-08-17 07:05:22,385 - mmaction - INFO - Epoch [28][920/2640] lr: 1.000e-03, eta: 7:18:44, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.5727, top5_acc: 0.8250, loss_cls: 1.6464, loss: 1.6464, grad_norm: 14.5269 2021-08-17 07:05:30,627 - mmaction - INFO - Epoch [28][940/2640] lr: 1.000e-03, eta: 7:18:34, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5539, top5_acc: 0.7953, loss_cls: 1.7470, loss: 1.7470, grad_norm: 14.5812 2021-08-17 07:05:38,959 - mmaction - INFO - Epoch [28][960/2640] lr: 1.000e-03, eta: 7:18:25, time: 0.417, data_time: 0.002, memory: 5736, top1_acc: 0.5531, top5_acc: 0.7883, loss_cls: 1.7739, loss: 1.7739, grad_norm: 14.3814 2021-08-17 07:05:47,174 - mmaction - INFO - Epoch [28][980/2640] lr: 1.000e-03, eta: 7:18:16, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.5641, top5_acc: 0.8148, loss_cls: 1.6961, loss: 1.6961, grad_norm: 15.1310 2021-08-17 07:05:55,405 - mmaction - INFO - Epoch [28][1000/2640] lr: 1.000e-03, eta: 7:18:07, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5687, top5_acc: 0.7969, loss_cls: 1.7271, loss: 1.7271, grad_norm: 14.5017 2021-08-17 07:06:03,643 - mmaction - INFO - Epoch [28][1020/2640] lr: 1.000e-03, eta: 7:17:57, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.6125, top5_acc: 0.8289, loss_cls: 1.5427, loss: 1.5427, grad_norm: 13.9431 2021-08-17 07:06:11,950 - mmaction - INFO - Epoch [28][1040/2640] lr: 1.000e-03, eta: 7:17:48, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.5492, top5_acc: 0.8141, loss_cls: 1.7664, loss: 1.7664, grad_norm: 14.3771 2021-08-17 07:06:20,166 - mmaction - INFO - Epoch [28][1060/2640] lr: 1.000e-03, eta: 7:17:39, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5563, top5_acc: 0.7992, loss_cls: 1.7287, loss: 1.7287, grad_norm: 14.6859 2021-08-17 07:06:28,409 - mmaction - INFO - Epoch [28][1080/2640] lr: 1.000e-03, eta: 7:17:30, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.5625, top5_acc: 0.8148, loss_cls: 1.7369, loss: 1.7369, grad_norm: 15.0488 2021-08-17 07:06:36,642 - mmaction - INFO - Epoch [28][1100/2640] lr: 1.000e-03, eta: 7:17:20, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5805, top5_acc: 0.8203, loss_cls: 1.6419, loss: 1.6419, grad_norm: 14.5453 2021-08-17 07:06:44,841 - mmaction - INFO - Epoch [28][1120/2640] lr: 1.000e-03, eta: 7:17:11, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.5586, top5_acc: 0.8000, loss_cls: 1.7425, loss: 1.7425, grad_norm: 14.5093 2021-08-17 07:06:53,109 - mmaction - INFO - Epoch [28][1140/2640] lr: 1.000e-03, eta: 7:17:02, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5508, top5_acc: 0.8063, loss_cls: 1.7318, loss: 1.7318, grad_norm: 15.3229 2021-08-17 07:07:01,333 - mmaction - INFO - Epoch [28][1160/2640] lr: 1.000e-03, eta: 7:16:52, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.5648, top5_acc: 0.8180, loss_cls: 1.6592, loss: 1.6592, grad_norm: 14.6211 2021-08-17 07:07:09,618 - mmaction - INFO - Epoch [28][1180/2640] lr: 1.000e-03, eta: 7:16:43, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.5930, top5_acc: 0.8289, loss_cls: 1.6162, loss: 1.6162, grad_norm: 14.3264 2021-08-17 07:07:17,889 - mmaction - INFO - Epoch [28][1200/2640] lr: 1.000e-03, eta: 7:16:34, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.5828, top5_acc: 0.8086, loss_cls: 1.6705, loss: 1.6705, grad_norm: 14.5811 2021-08-17 07:07:26,169 - mmaction - INFO - Epoch [28][1220/2640] lr: 1.000e-03, eta: 7:16:25, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.5578, top5_acc: 0.8000, loss_cls: 1.7503, loss: 1.7503, grad_norm: 14.5007 2021-08-17 07:07:34,440 - mmaction - INFO - Epoch [28][1240/2640] lr: 1.000e-03, eta: 7:16:16, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.5781, top5_acc: 0.8133, loss_cls: 1.6666, loss: 1.6666, grad_norm: 14.5110 2021-08-17 07:07:42,636 - mmaction - INFO - Epoch [28][1260/2640] lr: 1.000e-03, eta: 7:16:06, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.5555, top5_acc: 0.7984, loss_cls: 1.7429, loss: 1.7429, grad_norm: 14.4583 2021-08-17 07:07:50,986 - mmaction - INFO - Epoch [28][1280/2640] lr: 1.000e-03, eta: 7:15:57, time: 0.417, data_time: 0.002, memory: 5736, top1_acc: 0.5430, top5_acc: 0.7898, loss_cls: 1.8031, loss: 1.8031, grad_norm: 14.7003 2021-08-17 07:07:59,216 - mmaction - INFO - Epoch [28][1300/2640] lr: 1.000e-03, eta: 7:15:48, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.5953, top5_acc: 0.8195, loss_cls: 1.6150, loss: 1.6150, grad_norm: 13.9448 2021-08-17 07:08:07,461 - mmaction - INFO - Epoch [28][1320/2640] lr: 1.000e-03, eta: 7:15:39, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.5711, top5_acc: 0.8195, loss_cls: 1.6384, loss: 1.6384, grad_norm: 14.7615 2021-08-17 07:08:15,671 - mmaction - INFO - Epoch [28][1340/2640] lr: 1.000e-03, eta: 7:15:29, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.5367, top5_acc: 0.8016, loss_cls: 1.7951, loss: 1.7951, grad_norm: 15.0013 2021-08-17 07:08:23,959 - mmaction - INFO - Epoch [28][1360/2640] lr: 1.000e-03, eta: 7:15:20, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.5680, top5_acc: 0.8000, loss_cls: 1.7318, loss: 1.7318, grad_norm: 14.0552 2021-08-17 07:08:32,200 - mmaction - INFO - Epoch [28][1380/2640] lr: 1.000e-03, eta: 7:15:11, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5594, top5_acc: 0.8148, loss_cls: 1.7257, loss: 1.7257, grad_norm: 14.9511 2021-08-17 07:08:40,448 - mmaction - INFO - Epoch [28][1400/2640] lr: 1.000e-03, eta: 7:15:01, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.5844, top5_acc: 0.7906, loss_cls: 1.6929, loss: 1.6929, grad_norm: 14.4977 2021-08-17 07:08:48,716 - mmaction - INFO - Epoch [28][1420/2640] lr: 1.000e-03, eta: 7:14:52, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.5422, top5_acc: 0.8000, loss_cls: 1.7741, loss: 1.7741, grad_norm: 14.3881 2021-08-17 07:08:57,024 - mmaction - INFO - Epoch [28][1440/2640] lr: 1.000e-03, eta: 7:14:43, time: 0.415, data_time: 0.000, memory: 5736, top1_acc: 0.5641, top5_acc: 0.8117, loss_cls: 1.6763, loss: 1.6763, grad_norm: 15.4939 2021-08-17 07:09:05,293 - mmaction - INFO - Epoch [28][1460/2640] lr: 1.000e-03, eta: 7:14:34, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.5336, top5_acc: 0.7883, loss_cls: 1.8207, loss: 1.8207, grad_norm: 14.0909 2021-08-17 07:09:13,538 - mmaction - INFO - Epoch [28][1480/2640] lr: 1.000e-03, eta: 7:14:25, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.5508, top5_acc: 0.8117, loss_cls: 1.7282, loss: 1.7282, grad_norm: 15.0912 2021-08-17 07:09:21,745 - mmaction - INFO - Epoch [28][1500/2640] lr: 1.000e-03, eta: 7:14:15, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.5836, top5_acc: 0.8391, loss_cls: 1.6083, loss: 1.6083, grad_norm: 15.3392 2021-08-17 07:09:29,967 - mmaction - INFO - Epoch [28][1520/2640] lr: 1.000e-03, eta: 7:14:06, time: 0.411, data_time: 0.002, memory: 5736, top1_acc: 0.5969, top5_acc: 0.8266, loss_cls: 1.6104, loss: 1.6104, grad_norm: 14.3474 2021-08-17 07:09:38,200 - mmaction - INFO - Epoch [28][1540/2640] lr: 1.000e-03, eta: 7:13:57, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.5469, top5_acc: 0.7820, loss_cls: 1.7999, loss: 1.7999, grad_norm: 14.9963 2021-08-17 07:09:46,493 - mmaction - INFO - Epoch [28][1560/2640] lr: 1.000e-03, eta: 7:13:48, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.5461, top5_acc: 0.7961, loss_cls: 1.7613, loss: 1.7613, grad_norm: 15.5911 2021-08-17 07:09:54,732 - mmaction - INFO - Epoch [28][1580/2640] lr: 1.000e-03, eta: 7:13:38, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.5500, top5_acc: 0.8055, loss_cls: 1.7224, loss: 1.7224, grad_norm: 14.1261 2021-08-17 07:10:02,994 - mmaction - INFO - Epoch [28][1600/2640] lr: 1.000e-03, eta: 7:13:29, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5578, top5_acc: 0.7883, loss_cls: 1.7890, loss: 1.7890, grad_norm: 15.1136 2021-08-17 07:10:11,224 - mmaction - INFO - Epoch [28][1620/2640] lr: 1.000e-03, eta: 7:13:20, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.5703, top5_acc: 0.8070, loss_cls: 1.7222, loss: 1.7222, grad_norm: 14.5146 2021-08-17 07:10:19,488 - mmaction - INFO - Epoch [28][1640/2640] lr: 1.000e-03, eta: 7:13:11, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.5625, top5_acc: 0.7953, loss_cls: 1.7534, loss: 1.7534, grad_norm: 15.1787 2021-08-17 07:10:27,707 - mmaction - INFO - Epoch [28][1660/2640] lr: 1.000e-03, eta: 7:13:01, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5750, top5_acc: 0.8234, loss_cls: 1.6527, loss: 1.6527, grad_norm: 13.8034 2021-08-17 07:10:35,986 - mmaction - INFO - Epoch [28][1680/2640] lr: 1.000e-03, eta: 7:12:52, time: 0.414, data_time: 0.000, memory: 5736, top1_acc: 0.5852, top5_acc: 0.8195, loss_cls: 1.6167, loss: 1.6167, grad_norm: 14.1846 2021-08-17 07:10:44,246 - mmaction - INFO - Epoch [28][1700/2640] lr: 1.000e-03, eta: 7:12:43, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5555, top5_acc: 0.8000, loss_cls: 1.7390, loss: 1.7390, grad_norm: 14.2731 2021-08-17 07:10:52,530 - mmaction - INFO - Epoch [28][1720/2640] lr: 1.000e-03, eta: 7:12:34, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.5813, top5_acc: 0.8281, loss_cls: 1.6356, loss: 1.6356, grad_norm: 14.9265 2021-08-17 07:11:00,845 - mmaction - INFO - Epoch [28][1740/2640] lr: 1.000e-03, eta: 7:12:24, time: 0.416, data_time: 0.001, memory: 5736, top1_acc: 0.5813, top5_acc: 0.8195, loss_cls: 1.6228, loss: 1.6228, grad_norm: 14.6826 2021-08-17 07:11:09,145 - mmaction - INFO - Epoch [28][1760/2640] lr: 1.000e-03, eta: 7:12:15, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.5742, top5_acc: 0.8094, loss_cls: 1.6874, loss: 1.6874, grad_norm: 14.7455 2021-08-17 07:11:17,406 - mmaction - INFO - Epoch [28][1780/2640] lr: 1.000e-03, eta: 7:12:06, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5836, top5_acc: 0.8211, loss_cls: 1.6516, loss: 1.6516, grad_norm: 13.9554 2021-08-17 07:11:25,688 - mmaction - INFO - Epoch [28][1800/2640] lr: 1.000e-03, eta: 7:11:57, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.5664, top5_acc: 0.8156, loss_cls: 1.6547, loss: 1.6547, grad_norm: 14.4578 2021-08-17 07:11:33,884 - mmaction - INFO - Epoch [28][1820/2640] lr: 1.000e-03, eta: 7:11:48, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.5805, top5_acc: 0.8180, loss_cls: 1.6538, loss: 1.6538, grad_norm: 14.4866 2021-08-17 07:11:42,280 - mmaction - INFO - Epoch [28][1840/2640] lr: 1.000e-03, eta: 7:11:38, time: 0.420, data_time: 0.002, memory: 5736, top1_acc: 0.5625, top5_acc: 0.7977, loss_cls: 1.7456, loss: 1.7456, grad_norm: 14.7806 2021-08-17 07:11:50,502 - mmaction - INFO - Epoch [28][1860/2640] lr: 1.000e-03, eta: 7:11:29, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5547, top5_acc: 0.8203, loss_cls: 1.7214, loss: 1.7214, grad_norm: 15.1187 2021-08-17 07:11:58,790 - mmaction - INFO - Epoch [28][1880/2640] lr: 1.000e-03, eta: 7:11:20, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.5516, top5_acc: 0.7945, loss_cls: 1.7728, loss: 1.7728, grad_norm: 14.3780 2021-08-17 07:12:07,046 - mmaction - INFO - Epoch [28][1900/2640] lr: 1.000e-03, eta: 7:11:11, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5828, top5_acc: 0.8219, loss_cls: 1.6645, loss: 1.6645, grad_norm: 15.0746 2021-08-17 07:12:15,284 - mmaction - INFO - Epoch [28][1920/2640] lr: 1.000e-03, eta: 7:11:01, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.5469, top5_acc: 0.7977, loss_cls: 1.7741, loss: 1.7741, grad_norm: 14.5987 2021-08-17 07:12:23,574 - mmaction - INFO - Epoch [28][1940/2640] lr: 1.000e-03, eta: 7:10:52, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.5484, top5_acc: 0.8063, loss_cls: 1.7616, loss: 1.7616, grad_norm: 15.2498 2021-08-17 07:12:31,843 - mmaction - INFO - Epoch [28][1960/2640] lr: 1.000e-03, eta: 7:10:43, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.5672, top5_acc: 0.8219, loss_cls: 1.6713, loss: 1.6713, grad_norm: 14.4315 2021-08-17 07:12:40,104 - mmaction - INFO - Epoch [28][1980/2640] lr: 1.000e-03, eta: 7:10:34, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5687, top5_acc: 0.8227, loss_cls: 1.6596, loss: 1.6596, grad_norm: 14.6899 2021-08-17 07:12:48,391 - mmaction - INFO - Epoch [28][2000/2640] lr: 1.000e-03, eta: 7:10:25, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.5781, top5_acc: 0.8203, loss_cls: 1.6191, loss: 1.6191, grad_norm: 14.7214 2021-08-17 07:12:56,606 - mmaction - INFO - Epoch [28][2020/2640] lr: 1.000e-03, eta: 7:10:15, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5641, top5_acc: 0.8039, loss_cls: 1.7143, loss: 1.7143, grad_norm: 14.3356 2021-08-17 07:13:04,879 - mmaction - INFO - Epoch [28][2040/2640] lr: 1.000e-03, eta: 7:10:06, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.5383, top5_acc: 0.7922, loss_cls: 1.8017, loss: 1.8017, grad_norm: 14.4740 2021-08-17 07:13:13,121 - mmaction - INFO - Epoch [28][2060/2640] lr: 1.000e-03, eta: 7:09:57, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5609, top5_acc: 0.7930, loss_cls: 1.7584, loss: 1.7584, grad_norm: 14.2081 2021-08-17 07:13:21,330 - mmaction - INFO - Epoch [28][2080/2640] lr: 1.000e-03, eta: 7:09:48, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.5695, top5_acc: 0.8125, loss_cls: 1.6983, loss: 1.6983, grad_norm: 14.8884 2021-08-17 07:13:29,562 - mmaction - INFO - Epoch [28][2100/2640] lr: 1.000e-03, eta: 7:09:38, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.5656, top5_acc: 0.8008, loss_cls: 1.7024, loss: 1.7024, grad_norm: 14.7322 2021-08-17 07:13:37,818 - mmaction - INFO - Epoch [28][2120/2640] lr: 1.000e-03, eta: 7:09:29, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.5234, top5_acc: 0.7914, loss_cls: 1.7818, loss: 1.7818, grad_norm: 14.7816 2021-08-17 07:13:46,023 - mmaction - INFO - Epoch [28][2140/2640] lr: 1.000e-03, eta: 7:09:20, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.5437, top5_acc: 0.7977, loss_cls: 1.8007, loss: 1.8007, grad_norm: 15.0719 2021-08-17 07:13:54,277 - mmaction - INFO - Epoch [28][2160/2640] lr: 1.000e-03, eta: 7:09:11, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5687, top5_acc: 0.8039, loss_cls: 1.6529, loss: 1.6529, grad_norm: 14.1417 2021-08-17 07:14:02,534 - mmaction - INFO - Epoch [28][2180/2640] lr: 1.000e-03, eta: 7:09:01, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5703, top5_acc: 0.7992, loss_cls: 1.7498, loss: 1.7498, grad_norm: 14.5366 2021-08-17 07:14:10,786 - mmaction - INFO - Epoch [28][2200/2640] lr: 1.000e-03, eta: 7:08:52, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.5828, top5_acc: 0.8141, loss_cls: 1.6941, loss: 1.6941, grad_norm: 15.1122 2021-08-17 07:14:18,998 - mmaction - INFO - Epoch [28][2220/2640] lr: 1.000e-03, eta: 7:08:43, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.5664, top5_acc: 0.8187, loss_cls: 1.6648, loss: 1.6648, grad_norm: 14.7969 2021-08-17 07:14:27,217 - mmaction - INFO - Epoch [28][2240/2640] lr: 1.000e-03, eta: 7:08:34, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5703, top5_acc: 0.8117, loss_cls: 1.6631, loss: 1.6631, grad_norm: 14.7171 2021-08-17 07:14:35,429 - mmaction - INFO - Epoch [28][2260/2640] lr: 1.000e-03, eta: 7:08:24, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5625, top5_acc: 0.7937, loss_cls: 1.7667, loss: 1.7667, grad_norm: 14.3107 2021-08-17 07:14:43,716 - mmaction - INFO - Epoch [28][2280/2640] lr: 1.000e-03, eta: 7:08:15, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.5695, top5_acc: 0.8156, loss_cls: 1.6732, loss: 1.6732, grad_norm: 14.8189 2021-08-17 07:14:51,980 - mmaction - INFO - Epoch [28][2300/2640] lr: 1.000e-03, eta: 7:08:06, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5789, top5_acc: 0.7953, loss_cls: 1.7148, loss: 1.7148, grad_norm: 14.2823 2021-08-17 07:15:00,297 - mmaction - INFO - Epoch [28][2320/2640] lr: 1.000e-03, eta: 7:07:57, time: 0.416, data_time: 0.002, memory: 5736, top1_acc: 0.5687, top5_acc: 0.8102, loss_cls: 1.7331, loss: 1.7331, grad_norm: 15.0168 2021-08-17 07:15:08,571 - mmaction - INFO - Epoch [28][2340/2640] lr: 1.000e-03, eta: 7:07:48, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.5531, top5_acc: 0.8047, loss_cls: 1.7603, loss: 1.7603, grad_norm: 14.7041 2021-08-17 07:15:16,847 - mmaction - INFO - Epoch [28][2360/2640] lr: 1.000e-03, eta: 7:07:38, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.5469, top5_acc: 0.7922, loss_cls: 1.8073, loss: 1.8073, grad_norm: 14.5190 2021-08-17 07:15:25,076 - mmaction - INFO - Epoch [28][2380/2640] lr: 1.000e-03, eta: 7:07:29, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5578, top5_acc: 0.8016, loss_cls: 1.7319, loss: 1.7319, grad_norm: 13.6316 2021-08-17 07:15:33,311 - mmaction - INFO - Epoch [28][2400/2640] lr: 1.000e-03, eta: 7:07:20, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5469, top5_acc: 0.7977, loss_cls: 1.7276, loss: 1.7276, grad_norm: 15.0027 2021-08-17 07:15:41,523 - mmaction - INFO - Epoch [28][2420/2640] lr: 1.000e-03, eta: 7:07:11, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.5531, top5_acc: 0.8281, loss_cls: 1.6916, loss: 1.6916, grad_norm: 15.1185 2021-08-17 07:15:49,808 - mmaction - INFO - Epoch [28][2440/2640] lr: 1.000e-03, eta: 7:07:02, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.5547, top5_acc: 0.8094, loss_cls: 1.7329, loss: 1.7329, grad_norm: 15.1459 2021-08-17 07:15:58,031 - mmaction - INFO - Epoch [28][2460/2640] lr: 1.000e-03, eta: 7:06:52, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5617, top5_acc: 0.8141, loss_cls: 1.7049, loss: 1.7049, grad_norm: 14.3321 2021-08-17 07:16:06,277 - mmaction - INFO - Epoch [28][2480/2640] lr: 1.000e-03, eta: 7:06:43, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.5594, top5_acc: 0.7898, loss_cls: 1.7862, loss: 1.7862, grad_norm: 14.7482 2021-08-17 07:16:14,504 - mmaction - INFO - Epoch [28][2500/2640] lr: 1.000e-03, eta: 7:06:34, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.5609, top5_acc: 0.8039, loss_cls: 1.7606, loss: 1.7606, grad_norm: 14.6181 2021-08-17 07:16:22,755 - mmaction - INFO - Epoch [28][2520/2640] lr: 1.000e-03, eta: 7:06:25, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.5391, top5_acc: 0.7937, loss_cls: 1.7675, loss: 1.7675, grad_norm: 15.7401 2021-08-17 07:16:30,955 - mmaction - INFO - Epoch [28][2540/2640] lr: 1.000e-03, eta: 7:06:15, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.5531, top5_acc: 0.8008, loss_cls: 1.7471, loss: 1.7471, grad_norm: 14.3269 2021-08-17 07:16:39,257 - mmaction - INFO - Epoch [28][2560/2640] lr: 1.000e-03, eta: 7:06:06, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.5500, top5_acc: 0.7937, loss_cls: 1.7704, loss: 1.7704, grad_norm: 14.2507 2021-08-17 07:16:47,515 - mmaction - INFO - Epoch [28][2580/2640] lr: 1.000e-03, eta: 7:05:57, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5406, top5_acc: 0.7961, loss_cls: 1.7682, loss: 1.7682, grad_norm: 15.1821 2021-08-17 07:16:55,784 - mmaction - INFO - Epoch [28][2600/2640] lr: 1.000e-03, eta: 7:05:48, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5477, top5_acc: 0.8047, loss_cls: 1.6792, loss: 1.6792, grad_norm: 14.3413 2021-08-17 07:17:03,999 - mmaction - INFO - Epoch [28][2620/2640] lr: 1.000e-03, eta: 7:05:39, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5453, top5_acc: 0.7867, loss_cls: 1.7761, loss: 1.7761, grad_norm: 14.1693 2021-08-17 07:17:11,962 - mmaction - INFO - Epoch [28][2640/2640] lr: 1.000e-03, eta: 7:05:29, time: 0.398, data_time: 0.000, memory: 5736, top1_acc: 0.5500, top5_acc: 0.8121, loss_cls: 1.6998, loss: 1.6998, grad_norm: 14.5577 2021-08-17 07:17:13,591 - mmaction - INFO - Saving checkpoint at 28 epochs 2021-08-17 07:17:14,388 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-08-17 07:18:28,747 - mmaction - INFO - Epoch [29][20/2640] lr: 1.000e-03, eta: 7:06:12, time: 3.718, data_time: 3.301, memory: 5736, top1_acc: 0.5797, top5_acc: 0.8258, loss_cls: 1.6236, loss: 1.6236, grad_norm: 15.1511 2021-08-17 07:18:37,001 - mmaction - INFO - Epoch [29][40/2640] lr: 1.000e-03, eta: 7:06:03, time: 0.413, data_time: 0.003, memory: 5736, top1_acc: 0.5766, top5_acc: 0.8102, loss_cls: 1.6911, loss: 1.6911, grad_norm: 14.1958 2021-08-17 07:18:45,221 - mmaction - INFO - Epoch [29][60/2640] lr: 1.000e-03, eta: 7:05:53, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.5711, top5_acc: 0.8156, loss_cls: 1.7091, loss: 1.7091, grad_norm: 14.8420 2021-08-17 07:18:53,419 - mmaction - INFO - Epoch [29][80/2640] lr: 1.000e-03, eta: 7:05:44, time: 0.410, data_time: 0.002, memory: 5736, top1_acc: 0.5680, top5_acc: 0.8203, loss_cls: 1.6682, loss: 1.6682, grad_norm: 15.2117 2021-08-17 07:19:01,595 - mmaction - INFO - Epoch [29][100/2640] lr: 1.000e-03, eta: 7:05:35, time: 0.409, data_time: 0.001, memory: 5736, top1_acc: 0.5945, top5_acc: 0.8352, loss_cls: 1.5720, loss: 1.5720, grad_norm: 14.6004 2021-08-17 07:19:09,869 - mmaction - INFO - Epoch [29][120/2640] lr: 1.000e-03, eta: 7:05:25, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.5516, top5_acc: 0.8016, loss_cls: 1.7665, loss: 1.7665, grad_norm: 15.0921 2021-08-17 07:19:18,097 - mmaction - INFO - Epoch [29][140/2640] lr: 1.000e-03, eta: 7:05:16, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5727, top5_acc: 0.8039, loss_cls: 1.6767, loss: 1.6767, grad_norm: 14.5281 2021-08-17 07:19:26,313 - mmaction - INFO - Epoch [29][160/2640] lr: 1.000e-03, eta: 7:05:07, time: 0.411, data_time: 0.002, memory: 5736, top1_acc: 0.5719, top5_acc: 0.8133, loss_cls: 1.6756, loss: 1.6756, grad_norm: 14.7748 2021-08-17 07:19:34,543 - mmaction - INFO - Epoch [29][180/2640] lr: 1.000e-03, eta: 7:04:58, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5742, top5_acc: 0.8086, loss_cls: 1.6583, loss: 1.6583, grad_norm: 14.9557 2021-08-17 07:19:42,902 - mmaction - INFO - Epoch [29][200/2640] lr: 1.000e-03, eta: 7:04:48, time: 0.417, data_time: 0.000, memory: 5736, top1_acc: 0.5758, top5_acc: 0.8219, loss_cls: 1.6745, loss: 1.6745, grad_norm: 14.5043 2021-08-17 07:19:51,179 - mmaction - INFO - Epoch [29][220/2640] lr: 1.000e-03, eta: 7:04:39, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.5906, top5_acc: 0.8273, loss_cls: 1.6390, loss: 1.6390, grad_norm: 14.7883 2021-08-17 07:19:59,484 - mmaction - INFO - Epoch [29][240/2640] lr: 1.000e-03, eta: 7:04:30, time: 0.415, data_time: 0.000, memory: 5736, top1_acc: 0.5672, top5_acc: 0.7891, loss_cls: 1.7653, loss: 1.7653, grad_norm: 14.7012 2021-08-17 07:20:07,780 - mmaction - INFO - Epoch [29][260/2640] lr: 1.000e-03, eta: 7:04:21, time: 0.415, data_time: 0.000, memory: 5736, top1_acc: 0.5609, top5_acc: 0.8180, loss_cls: 1.7075, loss: 1.7075, grad_norm: 14.6390 2021-08-17 07:20:16,028 - mmaction - INFO - Epoch [29][280/2640] lr: 1.000e-03, eta: 7:04:12, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.5633, top5_acc: 0.7883, loss_cls: 1.7375, loss: 1.7375, grad_norm: 14.5882 2021-08-17 07:20:24,385 - mmaction - INFO - Epoch [29][300/2640] lr: 1.000e-03, eta: 7:04:02, time: 0.418, data_time: 0.001, memory: 5736, top1_acc: 0.5484, top5_acc: 0.8016, loss_cls: 1.7143, loss: 1.7143, grad_norm: 14.1533 2021-08-17 07:20:32,701 - mmaction - INFO - Epoch [29][320/2640] lr: 1.000e-03, eta: 7:03:53, time: 0.416, data_time: 0.002, memory: 5736, top1_acc: 0.5781, top5_acc: 0.8250, loss_cls: 1.6443, loss: 1.6443, grad_norm: 13.9515 2021-08-17 07:20:40,993 - mmaction - INFO - Epoch [29][340/2640] lr: 1.000e-03, eta: 7:03:44, time: 0.415, data_time: 0.000, memory: 5736, top1_acc: 0.5523, top5_acc: 0.8078, loss_cls: 1.7129, loss: 1.7129, grad_norm: 15.0605 2021-08-17 07:20:49,267 - mmaction - INFO - Epoch [29][360/2640] lr: 1.000e-03, eta: 7:03:35, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5992, top5_acc: 0.8211, loss_cls: 1.6083, loss: 1.6083, grad_norm: 14.2904 2021-08-17 07:20:57,533 - mmaction - INFO - Epoch [29][380/2640] lr: 1.000e-03, eta: 7:03:26, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.5930, top5_acc: 0.8094, loss_cls: 1.6562, loss: 1.6562, grad_norm: 14.7755 2021-08-17 07:21:05,791 - mmaction - INFO - Epoch [29][400/2640] lr: 1.000e-03, eta: 7:03:16, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5891, top5_acc: 0.8219, loss_cls: 1.5911, loss: 1.5911, grad_norm: 14.1707 2021-08-17 07:21:14,037 - mmaction - INFO - Epoch [29][420/2640] lr: 1.000e-03, eta: 7:03:07, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5875, top5_acc: 0.8289, loss_cls: 1.6114, loss: 1.6114, grad_norm: 14.8921 2021-08-17 07:21:22,293 - mmaction - INFO - Epoch [29][440/2640] lr: 1.000e-03, eta: 7:02:58, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.5617, top5_acc: 0.8125, loss_cls: 1.7190, loss: 1.7190, grad_norm: 14.9157 2021-08-17 07:21:30,594 - mmaction - INFO - Epoch [29][460/2640] lr: 1.000e-03, eta: 7:02:49, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.5703, top5_acc: 0.8203, loss_cls: 1.6461, loss: 1.6461, grad_norm: 14.3928 2021-08-17 07:21:38,880 - mmaction - INFO - Epoch [29][480/2640] lr: 1.000e-03, eta: 7:02:39, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.5602, top5_acc: 0.8063, loss_cls: 1.7281, loss: 1.7281, grad_norm: 15.2679 2021-08-17 07:21:47,169 - mmaction - INFO - Epoch [29][500/2640] lr: 1.000e-03, eta: 7:02:30, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.5461, top5_acc: 0.7961, loss_cls: 1.7709, loss: 1.7709, grad_norm: 15.1162 2021-08-17 07:21:55,380 - mmaction - INFO - Epoch [29][520/2640] lr: 1.000e-03, eta: 7:02:21, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.5656, top5_acc: 0.8117, loss_cls: 1.6998, loss: 1.6998, grad_norm: 14.8327 2021-08-17 07:22:03,618 - mmaction - INFO - Epoch [29][540/2640] lr: 1.000e-03, eta: 7:02:12, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5844, top5_acc: 0.8203, loss_cls: 1.6450, loss: 1.6450, grad_norm: 14.1798 2021-08-17 07:22:11,850 - mmaction - INFO - Epoch [29][560/2640] lr: 1.000e-03, eta: 7:02:03, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.5656, top5_acc: 0.8125, loss_cls: 1.7089, loss: 1.7089, grad_norm: 14.5894 2021-08-17 07:22:20,112 - mmaction - INFO - Epoch [29][580/2640] lr: 1.000e-03, eta: 7:01:53, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.5539, top5_acc: 0.8141, loss_cls: 1.7172, loss: 1.7172, grad_norm: 14.8068 2021-08-17 07:22:28,387 - mmaction - INFO - Epoch [29][600/2640] lr: 1.000e-03, eta: 7:01:44, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5875, top5_acc: 0.8109, loss_cls: 1.6980, loss: 1.6980, grad_norm: 14.5426 2021-08-17 07:22:36,699 - mmaction - INFO - Epoch [29][620/2640] lr: 1.000e-03, eta: 7:01:35, time: 0.416, data_time: 0.001, memory: 5736, top1_acc: 0.5531, top5_acc: 0.7992, loss_cls: 1.7406, loss: 1.7406, grad_norm: 14.8889 2021-08-17 07:22:44,925 - mmaction - INFO - Epoch [29][640/2640] lr: 1.000e-03, eta: 7:01:26, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5695, top5_acc: 0.8141, loss_cls: 1.6902, loss: 1.6902, grad_norm: 15.0699 2021-08-17 07:22:53,172 - mmaction - INFO - Epoch [29][660/2640] lr: 1.000e-03, eta: 7:01:16, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5813, top5_acc: 0.8094, loss_cls: 1.6591, loss: 1.6591, grad_norm: 14.0814 2021-08-17 07:23:01,430 - mmaction - INFO - Epoch [29][680/2640] lr: 1.000e-03, eta: 7:01:07, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5508, top5_acc: 0.8078, loss_cls: 1.7192, loss: 1.7192, grad_norm: 15.0562 2021-08-17 07:23:09,751 - mmaction - INFO - Epoch [29][700/2640] lr: 1.000e-03, eta: 7:00:58, time: 0.416, data_time: 0.002, memory: 5736, top1_acc: 0.5664, top5_acc: 0.8133, loss_cls: 1.6542, loss: 1.6542, grad_norm: 14.7487 2021-08-17 07:23:17,920 - mmaction - INFO - Epoch [29][720/2640] lr: 1.000e-03, eta: 7:00:49, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.5703, top5_acc: 0.8180, loss_cls: 1.6825, loss: 1.6825, grad_norm: 14.4818 2021-08-17 07:23:26,124 - mmaction - INFO - Epoch [29][740/2640] lr: 1.000e-03, eta: 7:00:39, time: 0.410, data_time: 0.002, memory: 5736, top1_acc: 0.5680, top5_acc: 0.8070, loss_cls: 1.6887, loss: 1.6887, grad_norm: 14.3712 2021-08-17 07:23:34,367 - mmaction - INFO - Epoch [29][760/2640] lr: 1.000e-03, eta: 7:00:30, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5797, top5_acc: 0.8070, loss_cls: 1.6599, loss: 1.6599, grad_norm: 14.1975 2021-08-17 07:23:42,653 - mmaction - INFO - Epoch [29][780/2640] lr: 1.000e-03, eta: 7:00:21, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.5797, top5_acc: 0.8156, loss_cls: 1.6764, loss: 1.6764, grad_norm: 14.9232 2021-08-17 07:23:50,841 - mmaction - INFO - Epoch [29][800/2640] lr: 1.000e-03, eta: 7:00:12, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.5734, top5_acc: 0.8203, loss_cls: 1.7062, loss: 1.7062, grad_norm: 14.7065 2021-08-17 07:23:59,082 - mmaction - INFO - Epoch [29][820/2640] lr: 1.000e-03, eta: 7:00:03, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5609, top5_acc: 0.8070, loss_cls: 1.7554, loss: 1.7554, grad_norm: 14.9738 2021-08-17 07:24:07,275 - mmaction - INFO - Epoch [29][840/2640] lr: 1.000e-03, eta: 6:59:53, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.5414, top5_acc: 0.8086, loss_cls: 1.7943, loss: 1.7943, grad_norm: 15.1003 2021-08-17 07:24:15,533 - mmaction - INFO - Epoch [29][860/2640] lr: 1.000e-03, eta: 6:59:44, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.5695, top5_acc: 0.8258, loss_cls: 1.6629, loss: 1.6629, grad_norm: 14.7081 2021-08-17 07:24:23,864 - mmaction - INFO - Epoch [29][880/2640] lr: 1.000e-03, eta: 6:59:35, time: 0.416, data_time: 0.001, memory: 5736, top1_acc: 0.5586, top5_acc: 0.7922, loss_cls: 1.7227, loss: 1.7227, grad_norm: 14.6619 2021-08-17 07:24:32,133 - mmaction - INFO - Epoch [29][900/2640] lr: 1.000e-03, eta: 6:59:26, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.5945, top5_acc: 0.8266, loss_cls: 1.6154, loss: 1.6154, grad_norm: 14.6200 2021-08-17 07:24:40,359 - mmaction - INFO - Epoch [29][920/2640] lr: 1.000e-03, eta: 6:59:16, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5781, top5_acc: 0.8164, loss_cls: 1.6278, loss: 1.6278, grad_norm: 14.7566 2021-08-17 07:24:48,638 - mmaction - INFO - Epoch [29][940/2640] lr: 1.000e-03, eta: 6:59:07, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.5727, top5_acc: 0.8117, loss_cls: 1.6680, loss: 1.6680, grad_norm: 14.4396 2021-08-17 07:24:56,882 - mmaction - INFO - Epoch [29][960/2640] lr: 1.000e-03, eta: 6:58:58, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5727, top5_acc: 0.8023, loss_cls: 1.7038, loss: 1.7038, grad_norm: 14.6732 2021-08-17 07:25:05,074 - mmaction - INFO - Epoch [29][980/2640] lr: 1.000e-03, eta: 6:58:49, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.5547, top5_acc: 0.8117, loss_cls: 1.7255, loss: 1.7255, grad_norm: 14.8041 2021-08-17 07:25:13,393 - mmaction - INFO - Epoch [29][1000/2640] lr: 1.000e-03, eta: 6:58:40, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.5781, top5_acc: 0.8141, loss_cls: 1.6608, loss: 1.6608, grad_norm: 14.8331 2021-08-17 07:25:21,625 - mmaction - INFO - Epoch [29][1020/2640] lr: 1.000e-03, eta: 6:58:30, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5594, top5_acc: 0.8117, loss_cls: 1.6655, loss: 1.6655, grad_norm: 14.2948 2021-08-17 07:25:29,884 - mmaction - INFO - Epoch [29][1040/2640] lr: 1.000e-03, eta: 6:58:21, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.5602, top5_acc: 0.8055, loss_cls: 1.7139, loss: 1.7139, grad_norm: 15.2590 2021-08-17 07:25:38,065 - mmaction - INFO - Epoch [29][1060/2640] lr: 1.000e-03, eta: 6:58:12, time: 0.409, data_time: 0.001, memory: 5736, top1_acc: 0.5813, top5_acc: 0.8109, loss_cls: 1.6679, loss: 1.6679, grad_norm: 14.6871 2021-08-17 07:25:46,313 - mmaction - INFO - Epoch [29][1080/2640] lr: 1.000e-03, eta: 6:58:03, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5641, top5_acc: 0.8078, loss_cls: 1.6809, loss: 1.6809, grad_norm: 15.0857 2021-08-17 07:25:54,561 - mmaction - INFO - Epoch [29][1100/2640] lr: 1.000e-03, eta: 6:57:53, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5711, top5_acc: 0.8055, loss_cls: 1.6788, loss: 1.6788, grad_norm: 14.2224 2021-08-17 07:26:02,807 - mmaction - INFO - Epoch [29][1120/2640] lr: 1.000e-03, eta: 6:57:44, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.5602, top5_acc: 0.7969, loss_cls: 1.6692, loss: 1.6692, grad_norm: 14.6360 2021-08-17 07:26:10,991 - mmaction - INFO - Epoch [29][1140/2640] lr: 1.000e-03, eta: 6:57:35, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.5625, top5_acc: 0.8039, loss_cls: 1.7448, loss: 1.7448, grad_norm: 14.4678 2021-08-17 07:26:19,243 - mmaction - INFO - Epoch [29][1160/2640] lr: 1.000e-03, eta: 6:57:26, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.5555, top5_acc: 0.7945, loss_cls: 1.7267, loss: 1.7267, grad_norm: 14.7595 2021-08-17 07:26:27,541 - mmaction - INFO - Epoch [29][1180/2640] lr: 1.000e-03, eta: 6:57:16, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.5695, top5_acc: 0.8039, loss_cls: 1.7126, loss: 1.7126, grad_norm: 15.7063 2021-08-17 07:26:35,740 - mmaction - INFO - Epoch [29][1200/2640] lr: 1.000e-03, eta: 6:57:07, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.5641, top5_acc: 0.8055, loss_cls: 1.7169, loss: 1.7169, grad_norm: 14.1753 2021-08-17 07:26:43,993 - mmaction - INFO - Epoch [29][1220/2640] lr: 1.000e-03, eta: 6:56:58, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5617, top5_acc: 0.7953, loss_cls: 1.8132, loss: 1.8132, grad_norm: 14.6345 2021-08-17 07:26:52,303 - mmaction - INFO - Epoch [29][1240/2640] lr: 1.000e-03, eta: 6:56:49, time: 0.415, data_time: 0.000, memory: 5736, top1_acc: 0.5594, top5_acc: 0.8078, loss_cls: 1.6974, loss: 1.6974, grad_norm: 14.5622 2021-08-17 07:27:00,504 - mmaction - INFO - Epoch [29][1260/2640] lr: 1.000e-03, eta: 6:56:40, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.5875, top5_acc: 0.8195, loss_cls: 1.6057, loss: 1.6057, grad_norm: 13.9543 2021-08-17 07:27:08,713 - mmaction - INFO - Epoch [29][1280/2640] lr: 1.000e-03, eta: 6:56:30, time: 0.410, data_time: 0.002, memory: 5736, top1_acc: 0.5742, top5_acc: 0.8078, loss_cls: 1.6886, loss: 1.6886, grad_norm: 14.6249 2021-08-17 07:27:16,947 - mmaction - INFO - Epoch [29][1300/2640] lr: 1.000e-03, eta: 6:56:21, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5836, top5_acc: 0.7977, loss_cls: 1.6606, loss: 1.6606, grad_norm: 14.9277 2021-08-17 07:27:25,238 - mmaction - INFO - Epoch [29][1320/2640] lr: 1.000e-03, eta: 6:56:12, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.5523, top5_acc: 0.8016, loss_cls: 1.7578, loss: 1.7578, grad_norm: 14.8649 2021-08-17 07:27:33,416 - mmaction - INFO - Epoch [29][1340/2640] lr: 1.000e-03, eta: 6:56:03, time: 0.409, data_time: 0.001, memory: 5736, top1_acc: 0.5719, top5_acc: 0.8172, loss_cls: 1.6507, loss: 1.6507, grad_norm: 14.5182 2021-08-17 07:27:41,709 - mmaction - INFO - Epoch [29][1360/2640] lr: 1.000e-03, eta: 6:55:54, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.5641, top5_acc: 0.8117, loss_cls: 1.7054, loss: 1.7054, grad_norm: 14.2106 2021-08-17 07:27:49,935 - mmaction - INFO - Epoch [29][1380/2640] lr: 1.000e-03, eta: 6:55:44, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5539, top5_acc: 0.7930, loss_cls: 1.7883, loss: 1.7883, grad_norm: 15.1220 2021-08-17 07:27:58,187 - mmaction - INFO - Epoch [29][1400/2640] lr: 1.000e-03, eta: 6:55:35, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.5805, top5_acc: 0.8258, loss_cls: 1.6003, loss: 1.6003, grad_norm: 14.0285 2021-08-17 07:28:06,430 - mmaction - INFO - Epoch [29][1420/2640] lr: 1.000e-03, eta: 6:55:26, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.5539, top5_acc: 0.7898, loss_cls: 1.7750, loss: 1.7750, grad_norm: 14.5271 2021-08-17 07:28:14,659 - mmaction - INFO - Epoch [29][1440/2640] lr: 1.000e-03, eta: 6:55:17, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5422, top5_acc: 0.7984, loss_cls: 1.7635, loss: 1.7635, grad_norm: 14.7697 2021-08-17 07:28:22,947 - mmaction - INFO - Epoch [29][1460/2640] lr: 1.000e-03, eta: 6:55:07, time: 0.414, data_time: 0.000, memory: 5736, top1_acc: 0.5922, top5_acc: 0.8320, loss_cls: 1.5847, loss: 1.5847, grad_norm: 14.3106 2021-08-17 07:28:31,150 - mmaction - INFO - Epoch [29][1480/2640] lr: 1.000e-03, eta: 6:54:58, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.5531, top5_acc: 0.8039, loss_cls: 1.7328, loss: 1.7328, grad_norm: 14.9090 2021-08-17 07:28:39,326 - mmaction - INFO - Epoch [29][1500/2640] lr: 1.000e-03, eta: 6:54:49, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.5766, top5_acc: 0.8148, loss_cls: 1.6734, loss: 1.6734, grad_norm: 14.2119 2021-08-17 07:28:47,554 - mmaction - INFO - Epoch [29][1520/2640] lr: 1.000e-03, eta: 6:54:40, time: 0.411, data_time: 0.002, memory: 5736, top1_acc: 0.5617, top5_acc: 0.7969, loss_cls: 1.7723, loss: 1.7723, grad_norm: 15.0911 2021-08-17 07:28:55,773 - mmaction - INFO - Epoch [29][1540/2640] lr: 1.000e-03, eta: 6:54:30, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5891, top5_acc: 0.8078, loss_cls: 1.6784, loss: 1.6784, grad_norm: 14.2535 2021-08-17 07:29:04,035 - mmaction - INFO - Epoch [29][1560/2640] lr: 1.000e-03, eta: 6:54:21, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.5844, top5_acc: 0.8008, loss_cls: 1.6556, loss: 1.6556, grad_norm: 14.0816 2021-08-17 07:29:12,235 - mmaction - INFO - Epoch [29][1580/2640] lr: 1.000e-03, eta: 6:54:12, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.5898, top5_acc: 0.8117, loss_cls: 1.6514, loss: 1.6514, grad_norm: 14.7432 2021-08-17 07:29:20,449 - mmaction - INFO - Epoch [29][1600/2640] lr: 1.000e-03, eta: 6:54:03, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.5602, top5_acc: 0.8000, loss_cls: 1.7429, loss: 1.7429, grad_norm: 14.6578 2021-08-17 07:29:28,734 - mmaction - INFO - Epoch [29][1620/2640] lr: 1.000e-03, eta: 6:53:54, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.5711, top5_acc: 0.8266, loss_cls: 1.6456, loss: 1.6456, grad_norm: 14.7374 2021-08-17 07:29:37,035 - mmaction - INFO - Epoch [29][1640/2640] lr: 1.000e-03, eta: 6:53:44, time: 0.415, data_time: 0.000, memory: 5736, top1_acc: 0.5672, top5_acc: 0.8164, loss_cls: 1.6447, loss: 1.6447, grad_norm: 14.2015 2021-08-17 07:29:45,334 - mmaction - INFO - Epoch [29][1660/2640] lr: 1.000e-03, eta: 6:53:35, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.5719, top5_acc: 0.8117, loss_cls: 1.7411, loss: 1.7411, grad_norm: 14.8770 2021-08-17 07:29:53,617 - mmaction - INFO - Epoch [29][1680/2640] lr: 1.000e-03, eta: 6:53:26, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.5430, top5_acc: 0.7836, loss_cls: 1.8039, loss: 1.8039, grad_norm: 14.5657 2021-08-17 07:30:01,866 - mmaction - INFO - Epoch [29][1700/2640] lr: 1.000e-03, eta: 6:53:17, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5687, top5_acc: 0.8047, loss_cls: 1.7090, loss: 1.7090, grad_norm: 14.0903 2021-08-17 07:30:10,094 - mmaction - INFO - Epoch [29][1720/2640] lr: 1.000e-03, eta: 6:53:08, time: 0.411, data_time: 0.002, memory: 5736, top1_acc: 0.5664, top5_acc: 0.8234, loss_cls: 1.6775, loss: 1.6775, grad_norm: 14.8142 2021-08-17 07:30:18,340 - mmaction - INFO - Epoch [29][1740/2640] lr: 1.000e-03, eta: 6:52:58, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5719, top5_acc: 0.8086, loss_cls: 1.6890, loss: 1.6890, grad_norm: 14.7395 2021-08-17 07:30:26,664 - mmaction - INFO - Epoch [29][1760/2640] lr: 1.000e-03, eta: 6:52:49, time: 0.416, data_time: 0.000, memory: 5736, top1_acc: 0.5836, top5_acc: 0.7969, loss_cls: 1.7064, loss: 1.7064, grad_norm: 14.9323 2021-08-17 07:30:34,910 - mmaction - INFO - Epoch [29][1780/2640] lr: 1.000e-03, eta: 6:52:40, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.5398, top5_acc: 0.7969, loss_cls: 1.8009, loss: 1.8009, grad_norm: 14.6508 2021-08-17 07:30:43,217 - mmaction - INFO - Epoch [29][1800/2640] lr: 1.000e-03, eta: 6:52:31, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.5648, top5_acc: 0.8148, loss_cls: 1.7035, loss: 1.7035, grad_norm: 15.2503 2021-08-17 07:30:51,427 - mmaction - INFO - Epoch [29][1820/2640] lr: 1.000e-03, eta: 6:52:22, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.5789, top5_acc: 0.8141, loss_cls: 1.6739, loss: 1.6739, grad_norm: 14.5568 2021-08-17 07:30:59,722 - mmaction - INFO - Epoch [29][1840/2640] lr: 1.000e-03, eta: 6:52:13, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.5797, top5_acc: 0.8172, loss_cls: 1.6412, loss: 1.6412, grad_norm: 14.3402 2021-08-17 07:31:07,956 - mmaction - INFO - Epoch [29][1860/2640] lr: 1.000e-03, eta: 6:52:03, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.5930, top5_acc: 0.8195, loss_cls: 1.6554, loss: 1.6554, grad_norm: 14.1069 2021-08-17 07:31:16,228 - mmaction - INFO - Epoch [29][1880/2640] lr: 1.000e-03, eta: 6:51:54, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.5969, top5_acc: 0.8250, loss_cls: 1.6124, loss: 1.6124, grad_norm: 14.6600 2021-08-17 07:31:24,473 - mmaction - INFO - Epoch [29][1900/2640] lr: 1.000e-03, eta: 6:51:45, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.5547, top5_acc: 0.8078, loss_cls: 1.7607, loss: 1.7607, grad_norm: 14.5456 2021-08-17 07:31:32,674 - mmaction - INFO - Epoch [29][1920/2640] lr: 1.000e-03, eta: 6:51:36, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.5672, top5_acc: 0.8180, loss_cls: 1.6670, loss: 1.6670, grad_norm: 14.3525 2021-08-17 07:31:40,907 - mmaction - INFO - Epoch [29][1940/2640] lr: 1.000e-03, eta: 6:51:27, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5375, top5_acc: 0.7898, loss_cls: 1.8104, loss: 1.8104, grad_norm: 14.7066 2021-08-17 07:31:49,142 - mmaction - INFO - Epoch [29][1960/2640] lr: 1.000e-03, eta: 6:51:17, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.5820, top5_acc: 0.8016, loss_cls: 1.6248, loss: 1.6248, grad_norm: 14.7592 2021-08-17 07:31:57,450 - mmaction - INFO - Epoch [29][1980/2640] lr: 1.000e-03, eta: 6:51:08, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.5711, top5_acc: 0.8094, loss_cls: 1.6732, loss: 1.6732, grad_norm: 14.8163 2021-08-17 07:32:05,682 - mmaction - INFO - Epoch [29][2000/2640] lr: 1.000e-03, eta: 6:50:59, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.5617, top5_acc: 0.8266, loss_cls: 1.6262, loss: 1.6262, grad_norm: 14.1855 2021-08-17 07:32:13,934 - mmaction - INFO - Epoch [29][2020/2640] lr: 1.000e-03, eta: 6:50:50, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5523, top5_acc: 0.8125, loss_cls: 1.7297, loss: 1.7297, grad_norm: 14.3640 2021-08-17 07:32:22,150 - mmaction - INFO - Epoch [29][2040/2640] lr: 1.000e-03, eta: 6:50:41, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5711, top5_acc: 0.8117, loss_cls: 1.6785, loss: 1.6785, grad_norm: 13.8819 2021-08-17 07:32:30,440 - mmaction - INFO - Epoch [29][2060/2640] lr: 1.000e-03, eta: 6:50:31, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.5742, top5_acc: 0.8195, loss_cls: 1.6559, loss: 1.6559, grad_norm: 15.0979 2021-08-17 07:32:38,678 - mmaction - INFO - Epoch [29][2080/2640] lr: 1.000e-03, eta: 6:50:22, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.5641, top5_acc: 0.7984, loss_cls: 1.7684, loss: 1.7684, grad_norm: 14.7714 2021-08-17 07:32:46,884 - mmaction - INFO - Epoch [29][2100/2640] lr: 1.000e-03, eta: 6:50:13, time: 0.410, data_time: 0.002, memory: 5736, top1_acc: 0.5766, top5_acc: 0.8258, loss_cls: 1.6507, loss: 1.6507, grad_norm: 15.0768 2021-08-17 07:32:55,176 - mmaction - INFO - Epoch [29][2120/2640] lr: 1.000e-03, eta: 6:50:04, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.5773, top5_acc: 0.8172, loss_cls: 1.6381, loss: 1.6381, grad_norm: 14.6731 2021-08-17 07:33:03,387 - mmaction - INFO - Epoch [29][2140/2640] lr: 1.000e-03, eta: 6:49:55, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.5516, top5_acc: 0.8164, loss_cls: 1.6933, loss: 1.6933, grad_norm: 15.0659 2021-08-17 07:33:11,612 - mmaction - INFO - Epoch [29][2160/2640] lr: 1.000e-03, eta: 6:49:45, time: 0.411, data_time: 0.002, memory: 5736, top1_acc: 0.5867, top5_acc: 0.8164, loss_cls: 1.6819, loss: 1.6819, grad_norm: 14.5045 2021-08-17 07:33:19,783 - mmaction - INFO - Epoch [29][2180/2640] lr: 1.000e-03, eta: 6:49:36, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.5570, top5_acc: 0.7898, loss_cls: 1.7728, loss: 1.7728, grad_norm: 15.0840 2021-08-17 07:33:28,041 - mmaction - INFO - Epoch [29][2200/2640] lr: 1.000e-03, eta: 6:49:27, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5703, top5_acc: 0.8031, loss_cls: 1.7530, loss: 1.7530, grad_norm: 14.1578 2021-08-17 07:33:36,273 - mmaction - INFO - Epoch [29][2220/2640] lr: 1.000e-03, eta: 6:49:18, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5555, top5_acc: 0.8047, loss_cls: 1.6943, loss: 1.6943, grad_norm: 14.4679 2021-08-17 07:33:44,492 - mmaction - INFO - Epoch [29][2240/2640] lr: 1.000e-03, eta: 6:49:08, time: 0.411, data_time: 0.002, memory: 5736, top1_acc: 0.5680, top5_acc: 0.8109, loss_cls: 1.6580, loss: 1.6580, grad_norm: 15.0138 2021-08-17 07:33:52,777 - mmaction - INFO - Epoch [29][2260/2640] lr: 1.000e-03, eta: 6:48:59, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.5484, top5_acc: 0.8125, loss_cls: 1.7116, loss: 1.7116, grad_norm: 15.0202 2021-08-17 07:34:01,042 - mmaction - INFO - Epoch [29][2280/2640] lr: 1.000e-03, eta: 6:48:50, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.5758, top5_acc: 0.8180, loss_cls: 1.6562, loss: 1.6562, grad_norm: 15.2686 2021-08-17 07:34:09,282 - mmaction - INFO - Epoch [29][2300/2640] lr: 1.000e-03, eta: 6:48:41, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.5914, top5_acc: 0.8219, loss_cls: 1.5868, loss: 1.5868, grad_norm: 13.7118 2021-08-17 07:34:17,537 - mmaction - INFO - Epoch [29][2320/2640] lr: 1.000e-03, eta: 6:48:32, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.5523, top5_acc: 0.8117, loss_cls: 1.7385, loss: 1.7385, grad_norm: 15.3574 2021-08-17 07:34:25,774 - mmaction - INFO - Epoch [29][2340/2640] lr: 1.000e-03, eta: 6:48:23, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5820, top5_acc: 0.8039, loss_cls: 1.6932, loss: 1.6932, grad_norm: 13.9470 2021-08-17 07:34:33,993 - mmaction - INFO - Epoch [29][2360/2640] lr: 1.000e-03, eta: 6:48:13, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.5680, top5_acc: 0.8219, loss_cls: 1.7036, loss: 1.7036, grad_norm: 14.3882 2021-08-17 07:34:42,249 - mmaction - INFO - Epoch [29][2380/2640] lr: 1.000e-03, eta: 6:48:04, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5836, top5_acc: 0.8156, loss_cls: 1.6636, loss: 1.6636, grad_norm: 14.7451 2021-08-17 07:34:50,534 - mmaction - INFO - Epoch [29][2400/2640] lr: 1.000e-03, eta: 6:47:55, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.5602, top5_acc: 0.8125, loss_cls: 1.7156, loss: 1.7156, grad_norm: 14.2159 2021-08-17 07:34:58,841 - mmaction - INFO - Epoch [29][2420/2640] lr: 1.000e-03, eta: 6:47:46, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.5648, top5_acc: 0.8273, loss_cls: 1.6703, loss: 1.6703, grad_norm: 15.0815 2021-08-17 07:35:07,122 - mmaction - INFO - Epoch [29][2440/2640] lr: 1.000e-03, eta: 6:47:37, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.5523, top5_acc: 0.8008, loss_cls: 1.7392, loss: 1.7392, grad_norm: 14.5597 2021-08-17 07:35:15,361 - mmaction - INFO - Epoch [29][2460/2640] lr: 1.000e-03, eta: 6:47:27, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5672, top5_acc: 0.8039, loss_cls: 1.7088, loss: 1.7088, grad_norm: 14.6002 2021-08-17 07:35:23,606 - mmaction - INFO - Epoch [29][2480/2640] lr: 1.000e-03, eta: 6:47:18, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.5508, top5_acc: 0.7906, loss_cls: 1.8047, loss: 1.8047, grad_norm: 14.9735 2021-08-17 07:35:31,876 - mmaction - INFO - Epoch [29][2500/2640] lr: 1.000e-03, eta: 6:47:09, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.5953, top5_acc: 0.8336, loss_cls: 1.5906, loss: 1.5906, grad_norm: 14.2825 2021-08-17 07:35:40,141 - mmaction - INFO - Epoch [29][2520/2640] lr: 1.000e-03, eta: 6:47:00, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.5781, top5_acc: 0.8117, loss_cls: 1.6801, loss: 1.6801, grad_norm: 15.2390 2021-08-17 07:35:48,326 - mmaction - INFO - Epoch [29][2540/2640] lr: 1.000e-03, eta: 6:46:51, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.5680, top5_acc: 0.8141, loss_cls: 1.6824, loss: 1.6824, grad_norm: 15.3271 2021-08-17 07:35:56,587 - mmaction - INFO - Epoch [29][2560/2640] lr: 1.000e-03, eta: 6:46:42, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.5555, top5_acc: 0.8195, loss_cls: 1.7101, loss: 1.7101, grad_norm: 14.9888 2021-08-17 07:36:04,827 - mmaction - INFO - Epoch [29][2580/2640] lr: 1.000e-03, eta: 6:46:32, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.5242, top5_acc: 0.7945, loss_cls: 1.8286, loss: 1.8286, grad_norm: 14.3938 2021-08-17 07:36:13,049 - mmaction - INFO - Epoch [29][2600/2640] lr: 1.000e-03, eta: 6:46:23, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5805, top5_acc: 0.7891, loss_cls: 1.7441, loss: 1.7441, grad_norm: 14.0898 2021-08-17 07:36:21,311 - mmaction - INFO - Epoch [29][2620/2640] lr: 1.000e-03, eta: 6:46:14, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.5828, top5_acc: 0.8055, loss_cls: 1.6827, loss: 1.6827, grad_norm: 13.7124 2021-08-17 07:36:29,288 - mmaction - INFO - Epoch [29][2640/2640] lr: 1.000e-03, eta: 6:46:05, time: 0.399, data_time: 0.000, memory: 5736, top1_acc: 0.5605, top5_acc: 0.8000, loss_cls: 1.7420, loss: 1.7420, grad_norm: 14.5948 2021-08-17 07:36:31,082 - mmaction - INFO - Saving checkpoint at 29 epochs 2021-08-17 07:36:32,052 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-08-17 07:37:44,075 - mmaction - INFO - Epoch [30][20/2640] lr: 1.000e-03, eta: 6:46:42, time: 3.601, data_time: 3.176, memory: 5736, top1_acc: 0.6016, top5_acc: 0.8180, loss_cls: 1.6059, loss: 1.6059, grad_norm: 14.0949 2021-08-17 07:37:52,301 - mmaction - INFO - Epoch [30][40/2640] lr: 1.000e-03, eta: 6:46:32, time: 0.411, data_time: 0.002, memory: 5736, top1_acc: 0.5930, top5_acc: 0.8234, loss_cls: 1.5995, loss: 1.5995, grad_norm: 14.3057 2021-08-17 07:38:00,615 - mmaction - INFO - Epoch [30][60/2640] lr: 1.000e-03, eta: 6:46:23, time: 0.416, data_time: 0.002, memory: 5736, top1_acc: 0.5602, top5_acc: 0.7961, loss_cls: 1.7707, loss: 1.7707, grad_norm: 14.4025 2021-08-17 07:38:08,828 - mmaction - INFO - Epoch [30][80/2640] lr: 1.000e-03, eta: 6:46:14, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5617, top5_acc: 0.8031, loss_cls: 1.7266, loss: 1.7266, grad_norm: 14.4258 2021-08-17 07:38:17,095 - mmaction - INFO - Epoch [30][100/2640] lr: 1.000e-03, eta: 6:46:05, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.5773, top5_acc: 0.8102, loss_cls: 1.6967, loss: 1.6967, grad_norm: 14.1276 2021-08-17 07:38:25,303 - mmaction - INFO - Epoch [30][120/2640] lr: 1.000e-03, eta: 6:45:56, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.5891, top5_acc: 0.8305, loss_cls: 1.6139, loss: 1.6139, grad_norm: 15.1010 2021-08-17 07:38:33,526 - mmaction - INFO - Epoch [30][140/2640] lr: 1.000e-03, eta: 6:45:46, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5836, top5_acc: 0.8289, loss_cls: 1.5946, loss: 1.5946, grad_norm: 14.8254 2021-08-17 07:38:41,755 - mmaction - INFO - Epoch [30][160/2640] lr: 1.000e-03, eta: 6:45:37, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5828, top5_acc: 0.7953, loss_cls: 1.6996, loss: 1.6996, grad_norm: 14.3419 2021-08-17 07:38:49,994 - mmaction - INFO - Epoch [30][180/2640] lr: 1.000e-03, eta: 6:45:28, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.5953, top5_acc: 0.8063, loss_cls: 1.6165, loss: 1.6165, grad_norm: 14.4446 2021-08-17 07:38:58,216 - mmaction - INFO - Epoch [30][200/2640] lr: 1.000e-03, eta: 6:45:19, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5547, top5_acc: 0.8016, loss_cls: 1.7246, loss: 1.7246, grad_norm: 14.1922 2021-08-17 07:39:06,458 - mmaction - INFO - Epoch [30][220/2640] lr: 1.000e-03, eta: 6:45:09, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5828, top5_acc: 0.8266, loss_cls: 1.5942, loss: 1.5942, grad_norm: 15.1851 2021-08-17 07:39:14,818 - mmaction - INFO - Epoch [30][240/2640] lr: 1.000e-03, eta: 6:45:00, time: 0.418, data_time: 0.001, memory: 5736, top1_acc: 0.5898, top5_acc: 0.8195, loss_cls: 1.6334, loss: 1.6334, grad_norm: 14.8620 2021-08-17 07:39:23,024 - mmaction - INFO - Epoch [30][260/2640] lr: 1.000e-03, eta: 6:44:51, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5773, top5_acc: 0.8156, loss_cls: 1.6632, loss: 1.6632, grad_norm: 15.0422 2021-08-17 07:39:31,276 - mmaction - INFO - Epoch [30][280/2640] lr: 1.000e-03, eta: 6:44:42, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5875, top5_acc: 0.8211, loss_cls: 1.5968, loss: 1.5968, grad_norm: 14.7419 2021-08-17 07:39:39,470 - mmaction - INFO - Epoch [30][300/2640] lr: 1.000e-03, eta: 6:44:33, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.5508, top5_acc: 0.8172, loss_cls: 1.6983, loss: 1.6983, grad_norm: 14.8485 2021-08-17 07:39:47,706 - mmaction - INFO - Epoch [30][320/2640] lr: 1.000e-03, eta: 6:44:23, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.5672, top5_acc: 0.8039, loss_cls: 1.7178, loss: 1.7178, grad_norm: 14.9764 2021-08-17 07:39:55,901 - mmaction - INFO - Epoch [30][340/2640] lr: 1.000e-03, eta: 6:44:14, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.5945, top5_acc: 0.8094, loss_cls: 1.6634, loss: 1.6634, grad_norm: 14.2904 2021-08-17 07:40:04,184 - mmaction - INFO - Epoch [30][360/2640] lr: 1.000e-03, eta: 6:44:05, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.5625, top5_acc: 0.8063, loss_cls: 1.6680, loss: 1.6680, grad_norm: 14.2987 2021-08-17 07:40:12,556 - mmaction - INFO - Epoch [30][380/2640] lr: 1.000e-03, eta: 6:43:56, time: 0.418, data_time: 0.001, memory: 5736, top1_acc: 0.5789, top5_acc: 0.8195, loss_cls: 1.6875, loss: 1.6875, grad_norm: 14.9712 2021-08-17 07:40:20,777 - mmaction - INFO - Epoch [30][400/2640] lr: 1.000e-03, eta: 6:43:47, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.5727, top5_acc: 0.8086, loss_cls: 1.6794, loss: 1.6794, grad_norm: 14.6217 2021-08-17 07:40:29,063 - mmaction - INFO - Epoch [30][420/2640] lr: 1.000e-03, eta: 6:43:37, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.5813, top5_acc: 0.8211, loss_cls: 1.6351, loss: 1.6351, grad_norm: 15.0329 2021-08-17 07:40:37,313 - mmaction - INFO - Epoch [30][440/2640] lr: 1.000e-03, eta: 6:43:28, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.5719, top5_acc: 0.8125, loss_cls: 1.6694, loss: 1.6694, grad_norm: 14.7294 2021-08-17 07:40:45,513 - mmaction - INFO - Epoch [30][460/2640] lr: 1.000e-03, eta: 6:43:19, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.5813, top5_acc: 0.8117, loss_cls: 1.6351, loss: 1.6351, grad_norm: 14.3621 2021-08-17 07:40:53,804 - mmaction - INFO - Epoch [30][480/2640] lr: 1.000e-03, eta: 6:43:10, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.5578, top5_acc: 0.8250, loss_cls: 1.6865, loss: 1.6865, grad_norm: 15.2804 2021-08-17 07:41:02,085 - mmaction - INFO - Epoch [30][500/2640] lr: 1.000e-03, eta: 6:43:01, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.5828, top5_acc: 0.8250, loss_cls: 1.6310, loss: 1.6310, grad_norm: 14.3121 2021-08-17 07:41:10,324 - mmaction - INFO - Epoch [30][520/2640] lr: 1.000e-03, eta: 6:42:52, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5617, top5_acc: 0.8078, loss_cls: 1.6890, loss: 1.6890, grad_norm: 14.5688 2021-08-17 07:41:18,533 - mmaction - INFO - Epoch [30][540/2640] lr: 1.000e-03, eta: 6:42:42, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.5766, top5_acc: 0.8133, loss_cls: 1.6628, loss: 1.6628, grad_norm: 14.9735 2021-08-17 07:41:26,773 - mmaction - INFO - Epoch [30][560/2640] lr: 1.000e-03, eta: 6:42:33, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5687, top5_acc: 0.8141, loss_cls: 1.6752, loss: 1.6752, grad_norm: 14.8292 2021-08-17 07:41:34,987 - mmaction - INFO - Epoch [30][580/2640] lr: 1.000e-03, eta: 6:42:24, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5977, top5_acc: 0.8562, loss_cls: 1.5425, loss: 1.5425, grad_norm: 14.4938 2021-08-17 07:41:43,261 - mmaction - INFO - Epoch [30][600/2640] lr: 1.000e-03, eta: 6:42:15, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.5734, top5_acc: 0.8328, loss_cls: 1.6378, loss: 1.6378, grad_norm: 15.1433 2021-08-17 07:41:51,560 - mmaction - INFO - Epoch [30][620/2640] lr: 1.000e-03, eta: 6:42:06, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.5898, top5_acc: 0.8172, loss_cls: 1.6106, loss: 1.6106, grad_norm: 14.9125 2021-08-17 07:41:59,887 - mmaction - INFO - Epoch [30][640/2640] lr: 1.000e-03, eta: 6:41:56, time: 0.416, data_time: 0.001, memory: 5736, top1_acc: 0.5742, top5_acc: 0.8219, loss_cls: 1.6000, loss: 1.6000, grad_norm: 14.6476 2021-08-17 07:42:08,123 - mmaction - INFO - Epoch [30][660/2640] lr: 1.000e-03, eta: 6:41:47, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.5680, top5_acc: 0.8125, loss_cls: 1.6763, loss: 1.6763, grad_norm: 14.5241 2021-08-17 07:42:16,416 - mmaction - INFO - Epoch [30][680/2640] lr: 1.000e-03, eta: 6:41:38, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.5914, top5_acc: 0.8227, loss_cls: 1.5884, loss: 1.5884, grad_norm: 14.7839 2021-08-17 07:42:24,755 - mmaction - INFO - Epoch [30][700/2640] lr: 1.000e-03, eta: 6:41:29, time: 0.417, data_time: 0.001, memory: 5736, top1_acc: 0.5844, top5_acc: 0.8086, loss_cls: 1.6843, loss: 1.6843, grad_norm: 14.3964 2021-08-17 07:42:33,001 - mmaction - INFO - Epoch [30][720/2640] lr: 1.000e-03, eta: 6:41:20, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.5633, top5_acc: 0.8047, loss_cls: 1.7110, loss: 1.7110, grad_norm: 14.8371 2021-08-17 07:42:41,251 - mmaction - INFO - Epoch [30][740/2640] lr: 1.000e-03, eta: 6:41:11, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5773, top5_acc: 0.8211, loss_cls: 1.6683, loss: 1.6683, grad_norm: 14.6985 2021-08-17 07:42:49,440 - mmaction - INFO - Epoch [30][760/2640] lr: 1.000e-03, eta: 6:41:01, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.5805, top5_acc: 0.8125, loss_cls: 1.6386, loss: 1.6386, grad_norm: 14.9893 2021-08-17 07:42:57,769 - mmaction - INFO - Epoch [30][780/2640] lr: 1.000e-03, eta: 6:40:52, time: 0.415, data_time: 0.000, memory: 5736, top1_acc: 0.5914, top5_acc: 0.8211, loss_cls: 1.6180, loss: 1.6180, grad_norm: 14.3798 2021-08-17 07:43:06,036 - mmaction - INFO - Epoch [30][800/2640] lr: 1.000e-03, eta: 6:40:43, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.5648, top5_acc: 0.8078, loss_cls: 1.6895, loss: 1.6895, grad_norm: 14.5713 2021-08-17 07:43:14,368 - mmaction - INFO - Epoch [30][820/2640] lr: 1.000e-03, eta: 6:40:34, time: 0.416, data_time: 0.000, memory: 5736, top1_acc: 0.5836, top5_acc: 0.8141, loss_cls: 1.6421, loss: 1.6421, grad_norm: 14.8657 2021-08-17 07:43:22,600 - mmaction - INFO - Epoch [30][840/2640] lr: 1.000e-03, eta: 6:40:25, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.5797, top5_acc: 0.8180, loss_cls: 1.6440, loss: 1.6440, grad_norm: 14.3978 2021-08-17 07:43:30,904 - mmaction - INFO - Epoch [30][860/2640] lr: 1.000e-03, eta: 6:40:15, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.5750, top5_acc: 0.8273, loss_cls: 1.6212, loss: 1.6212, grad_norm: 14.8225 2021-08-17 07:43:39,147 - mmaction - INFO - Epoch [30][880/2640] lr: 1.000e-03, eta: 6:40:06, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.6094, top5_acc: 0.8367, loss_cls: 1.5718, loss: 1.5718, grad_norm: 14.1176 2021-08-17 07:43:47,350 - mmaction - INFO - Epoch [30][900/2640] lr: 1.000e-03, eta: 6:39:57, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.5695, top5_acc: 0.8055, loss_cls: 1.7143, loss: 1.7143, grad_norm: 15.0652 2021-08-17 07:43:55,573 - mmaction - INFO - Epoch [30][920/2640] lr: 1.000e-03, eta: 6:39:48, time: 0.411, data_time: 0.002, memory: 5736, top1_acc: 0.5867, top5_acc: 0.8234, loss_cls: 1.5730, loss: 1.5730, grad_norm: 14.7916 2021-08-17 07:44:03,844 - mmaction - INFO - Epoch [30][940/2640] lr: 1.000e-03, eta: 6:39:39, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5758, top5_acc: 0.8219, loss_cls: 1.6103, loss: 1.6103, grad_norm: 14.4937 2021-08-17 07:44:12,069 - mmaction - INFO - Epoch [30][960/2640] lr: 1.000e-03, eta: 6:39:29, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5859, top5_acc: 0.8156, loss_cls: 1.6352, loss: 1.6352, grad_norm: 14.4460 2021-08-17 07:44:20,286 - mmaction - INFO - Epoch [30][980/2640] lr: 1.000e-03, eta: 6:39:20, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5516, top5_acc: 0.8117, loss_cls: 1.6907, loss: 1.6907, grad_norm: 15.5561 2021-08-17 07:44:28,537 - mmaction - INFO - Epoch [30][1000/2640] lr: 1.000e-03, eta: 6:39:11, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.5633, top5_acc: 0.8117, loss_cls: 1.7056, loss: 1.7056, grad_norm: 15.0719 2021-08-17 07:44:36,797 - mmaction - INFO - Epoch [30][1020/2640] lr: 1.000e-03, eta: 6:39:02, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5758, top5_acc: 0.8039, loss_cls: 1.7280, loss: 1.7280, grad_norm: 14.6140 2021-08-17 07:44:45,011 - mmaction - INFO - Epoch [30][1040/2640] lr: 1.000e-03, eta: 6:38:53, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5711, top5_acc: 0.8023, loss_cls: 1.7406, loss: 1.7406, grad_norm: 14.2445 2021-08-17 07:44:53,226 - mmaction - INFO - Epoch [30][1060/2640] lr: 1.000e-03, eta: 6:38:43, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.5617, top5_acc: 0.8266, loss_cls: 1.6492, loss: 1.6492, grad_norm: 14.7555 2021-08-17 07:45:01,513 - mmaction - INFO - Epoch [30][1080/2640] lr: 1.000e-03, eta: 6:38:34, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.5430, top5_acc: 0.7977, loss_cls: 1.7445, loss: 1.7445, grad_norm: 15.1134 2021-08-17 07:45:09,815 - mmaction - INFO - Epoch [30][1100/2640] lr: 1.000e-03, eta: 6:38:25, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.5609, top5_acc: 0.8078, loss_cls: 1.6979, loss: 1.6979, grad_norm: 14.6040 2021-08-17 07:45:18,131 - mmaction - INFO - Epoch [30][1120/2640] lr: 1.000e-03, eta: 6:38:16, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.5687, top5_acc: 0.8094, loss_cls: 1.6968, loss: 1.6968, grad_norm: 14.7613 2021-08-17 07:45:26,421 - mmaction - INFO - Epoch [30][1140/2640] lr: 1.000e-03, eta: 6:38:07, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.5719, top5_acc: 0.8141, loss_cls: 1.6382, loss: 1.6382, grad_norm: 14.9837 2021-08-17 07:45:34,709 - mmaction - INFO - Epoch [30][1160/2640] lr: 1.000e-03, eta: 6:37:58, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.5813, top5_acc: 0.8141, loss_cls: 1.6267, loss: 1.6267, grad_norm: 13.8145 2021-08-17 07:45:42,907 - mmaction - INFO - Epoch [30][1180/2640] lr: 1.000e-03, eta: 6:37:49, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.5531, top5_acc: 0.7937, loss_cls: 1.7937, loss: 1.7937, grad_norm: 14.3180 2021-08-17 07:45:51,140 - mmaction - INFO - Epoch [30][1200/2640] lr: 1.000e-03, eta: 6:37:39, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.5828, top5_acc: 0.8234, loss_cls: 1.6113, loss: 1.6113, grad_norm: 13.7567 2021-08-17 07:45:59,422 - mmaction - INFO - Epoch [30][1220/2640] lr: 1.000e-03, eta: 6:37:30, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.5844, top5_acc: 0.8195, loss_cls: 1.6091, loss: 1.6091, grad_norm: 15.1761 2021-08-17 07:46:07,659 - mmaction - INFO - Epoch [30][1240/2640] lr: 1.000e-03, eta: 6:37:21, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.5563, top5_acc: 0.8141, loss_cls: 1.6981, loss: 1.6981, grad_norm: 14.2114 2021-08-17 07:46:15,856 - mmaction - INFO - Epoch [30][1260/2640] lr: 1.000e-03, eta: 6:37:12, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.5664, top5_acc: 0.8008, loss_cls: 1.7398, loss: 1.7398, grad_norm: 14.6000 2021-08-17 07:46:24,119 - mmaction - INFO - Epoch [30][1280/2640] lr: 1.000e-03, eta: 6:37:03, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5719, top5_acc: 0.8219, loss_cls: 1.6540, loss: 1.6540, grad_norm: 14.2386 2021-08-17 07:46:32,403 - mmaction - INFO - Epoch [30][1300/2640] lr: 1.000e-03, eta: 6:36:53, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.5625, top5_acc: 0.8164, loss_cls: 1.7103, loss: 1.7103, grad_norm: 15.3521 2021-08-17 07:46:40,602 - mmaction - INFO - Epoch [30][1320/2640] lr: 1.000e-03, eta: 6:36:44, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.5750, top5_acc: 0.8125, loss_cls: 1.7102, loss: 1.7102, grad_norm: 14.5929 2021-08-17 07:46:48,869 - mmaction - INFO - Epoch [30][1340/2640] lr: 1.000e-03, eta: 6:36:35, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.5703, top5_acc: 0.8250, loss_cls: 1.6253, loss: 1.6253, grad_norm: 14.6272 2021-08-17 07:46:57,128 - mmaction - INFO - Epoch [30][1360/2640] lr: 1.000e-03, eta: 6:36:26, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.5789, top5_acc: 0.8086, loss_cls: 1.6831, loss: 1.6831, grad_norm: 15.1431 2021-08-17 07:47:05,349 - mmaction - INFO - Epoch [30][1380/2640] lr: 1.000e-03, eta: 6:36:17, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.5742, top5_acc: 0.8063, loss_cls: 1.6767, loss: 1.6767, grad_norm: 14.4432 2021-08-17 07:47:13,543 - mmaction - INFO - Epoch [30][1400/2640] lr: 1.000e-03, eta: 6:36:07, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.5594, top5_acc: 0.8008, loss_cls: 1.7071, loss: 1.7071, grad_norm: 15.1339 2021-08-17 07:47:21,797 - mmaction - INFO - Epoch [30][1420/2640] lr: 1.000e-03, eta: 6:35:58, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5648, top5_acc: 0.8078, loss_cls: 1.7164, loss: 1.7164, grad_norm: 14.4378 2021-08-17 07:47:30,053 - mmaction - INFO - Epoch [30][1440/2640] lr: 1.000e-03, eta: 6:35:49, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5578, top5_acc: 0.8086, loss_cls: 1.7031, loss: 1.7031, grad_norm: 14.2598 2021-08-17 07:47:38,406 - mmaction - INFO - Epoch [30][1460/2640] lr: 1.000e-03, eta: 6:35:40, time: 0.418, data_time: 0.002, memory: 5736, top1_acc: 0.5508, top5_acc: 0.8141, loss_cls: 1.7218, loss: 1.7218, grad_norm: 15.0170 2021-08-17 07:47:46,800 - mmaction - INFO - Epoch [30][1480/2640] lr: 1.000e-03, eta: 6:35:31, time: 0.420, data_time: 0.001, memory: 5736, top1_acc: 0.5523, top5_acc: 0.8187, loss_cls: 1.7011, loss: 1.7011, grad_norm: 14.9394 2021-08-17 07:47:55,014 - mmaction - INFO - Epoch [30][1500/2640] lr: 1.000e-03, eta: 6:35:22, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5391, top5_acc: 0.8063, loss_cls: 1.7101, loss: 1.7101, grad_norm: 14.5649 2021-08-17 07:48:03,319 - mmaction - INFO - Epoch [30][1520/2640] lr: 1.000e-03, eta: 6:35:13, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.5789, top5_acc: 0.8172, loss_cls: 1.6286, loss: 1.6286, grad_norm: 14.5915 2021-08-17 07:48:11,504 - mmaction - INFO - Epoch [30][1540/2640] lr: 1.000e-03, eta: 6:35:03, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.5680, top5_acc: 0.7930, loss_cls: 1.7372, loss: 1.7372, grad_norm: 15.0511 2021-08-17 07:48:19,720 - mmaction - INFO - Epoch [30][1560/2640] lr: 1.000e-03, eta: 6:34:54, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5758, top5_acc: 0.8109, loss_cls: 1.7240, loss: 1.7240, grad_norm: 14.5513 2021-08-17 07:48:27,923 - mmaction - INFO - Epoch [30][1580/2640] lr: 1.000e-03, eta: 6:34:45, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.5570, top5_acc: 0.8141, loss_cls: 1.7119, loss: 1.7119, grad_norm: 14.5280 2021-08-17 07:48:36,160 - mmaction - INFO - Epoch [30][1600/2640] lr: 1.000e-03, eta: 6:34:36, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5477, top5_acc: 0.8070, loss_cls: 1.7645, loss: 1.7645, grad_norm: 15.1204 2021-08-17 07:48:44,389 - mmaction - INFO - Epoch [30][1620/2640] lr: 1.000e-03, eta: 6:34:27, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5687, top5_acc: 0.8289, loss_cls: 1.6639, loss: 1.6639, grad_norm: 14.7937 2021-08-17 07:48:52,602 - mmaction - INFO - Epoch [30][1640/2640] lr: 1.000e-03, eta: 6:34:17, time: 0.410, data_time: 0.002, memory: 5736, top1_acc: 0.5383, top5_acc: 0.7969, loss_cls: 1.7609, loss: 1.7609, grad_norm: 15.0552 2021-08-17 07:49:00,889 - mmaction - INFO - Epoch [30][1660/2640] lr: 1.000e-03, eta: 6:34:08, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.5742, top5_acc: 0.8109, loss_cls: 1.7086, loss: 1.7086, grad_norm: 14.3765 2021-08-17 07:49:09,189 - mmaction - INFO - Epoch [30][1680/2640] lr: 1.000e-03, eta: 6:33:59, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.5789, top5_acc: 0.7984, loss_cls: 1.7116, loss: 1.7116, grad_norm: 14.8173 2021-08-17 07:49:17,490 - mmaction - INFO - Epoch [30][1700/2640] lr: 1.000e-03, eta: 6:33:50, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.5852, top5_acc: 0.8234, loss_cls: 1.6050, loss: 1.6050, grad_norm: 14.5441 2021-08-17 07:49:25,781 - mmaction - INFO - Epoch [30][1720/2640] lr: 1.000e-03, eta: 6:33:41, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.5625, top5_acc: 0.8195, loss_cls: 1.6838, loss: 1.6838, grad_norm: 15.4635 2021-08-17 07:49:34,009 - mmaction - INFO - Epoch [30][1740/2640] lr: 1.000e-03, eta: 6:33:32, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5563, top5_acc: 0.8039, loss_cls: 1.7615, loss: 1.7615, grad_norm: 14.9082 2021-08-17 07:49:42,284 - mmaction - INFO - Epoch [30][1760/2640] lr: 1.000e-03, eta: 6:33:23, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.5766, top5_acc: 0.8102, loss_cls: 1.6783, loss: 1.6783, grad_norm: 13.7897 2021-08-17 07:49:50,498 - mmaction - INFO - Epoch [30][1780/2640] lr: 1.000e-03, eta: 6:33:13, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5437, top5_acc: 0.7969, loss_cls: 1.7824, loss: 1.7824, grad_norm: 14.8067 2021-08-17 07:49:58,747 - mmaction - INFO - Epoch [30][1800/2640] lr: 1.000e-03, eta: 6:33:04, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.5680, top5_acc: 0.8187, loss_cls: 1.6639, loss: 1.6639, grad_norm: 14.3240 2021-08-17 07:50:06,934 - mmaction - INFO - Epoch [30][1820/2640] lr: 1.000e-03, eta: 6:32:55, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.5719, top5_acc: 0.8117, loss_cls: 1.7072, loss: 1.7072, grad_norm: 15.3464 2021-08-17 07:50:15,176 - mmaction - INFO - Epoch [30][1840/2640] lr: 1.000e-03, eta: 6:32:46, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5500, top5_acc: 0.7984, loss_cls: 1.7873, loss: 1.7873, grad_norm: 14.7221 2021-08-17 07:50:23,395 - mmaction - INFO - Epoch [30][1860/2640] lr: 1.000e-03, eta: 6:32:37, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5805, top5_acc: 0.8391, loss_cls: 1.5788, loss: 1.5788, grad_norm: 14.4661 2021-08-17 07:50:31,664 - mmaction - INFO - Epoch [30][1880/2640] lr: 1.000e-03, eta: 6:32:28, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.5703, top5_acc: 0.8055, loss_cls: 1.6874, loss: 1.6874, grad_norm: 14.8685 2021-08-17 07:50:39,881 - mmaction - INFO - Epoch [30][1900/2640] lr: 1.000e-03, eta: 6:32:18, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.5789, top5_acc: 0.8211, loss_cls: 1.6569, loss: 1.6569, grad_norm: 14.5161 2021-08-17 07:50:48,124 - mmaction - INFO - Epoch [30][1920/2640] lr: 1.000e-03, eta: 6:32:09, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.5875, top5_acc: 0.8180, loss_cls: 1.6324, loss: 1.6324, grad_norm: 14.7422 2021-08-17 07:50:56,394 - mmaction - INFO - Epoch [30][1940/2640] lr: 1.000e-03, eta: 6:32:00, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5664, top5_acc: 0.8281, loss_cls: 1.6415, loss: 1.6415, grad_norm: 15.0553 2021-08-17 07:51:04,705 - mmaction - INFO - Epoch [30][1960/2640] lr: 1.000e-03, eta: 6:31:51, time: 0.416, data_time: 0.002, memory: 5736, top1_acc: 0.5695, top5_acc: 0.8063, loss_cls: 1.6998, loss: 1.6998, grad_norm: 14.6834 2021-08-17 07:51:12,927 - mmaction - INFO - Epoch [30][1980/2640] lr: 1.000e-03, eta: 6:31:42, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.5289, top5_acc: 0.7820, loss_cls: 1.8114, loss: 1.8114, grad_norm: 14.8187 2021-08-17 07:51:21,220 - mmaction - INFO - Epoch [30][2000/2640] lr: 1.000e-03, eta: 6:31:33, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.5570, top5_acc: 0.8102, loss_cls: 1.7365, loss: 1.7365, grad_norm: 14.8221 2021-08-17 07:51:29,465 - mmaction - INFO - Epoch [30][2020/2640] lr: 1.000e-03, eta: 6:31:23, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.5469, top5_acc: 0.7930, loss_cls: 1.8009, loss: 1.8009, grad_norm: 14.5341 2021-08-17 07:51:37,717 - mmaction - INFO - Epoch [30][2040/2640] lr: 1.000e-03, eta: 6:31:14, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.5758, top5_acc: 0.8320, loss_cls: 1.6078, loss: 1.6078, grad_norm: 14.4559 2021-08-17 07:51:45,942 - mmaction - INFO - Epoch [30][2060/2640] lr: 1.000e-03, eta: 6:31:05, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.5883, top5_acc: 0.8297, loss_cls: 1.5875, loss: 1.5875, grad_norm: 14.3124 2021-08-17 07:51:54,193 - mmaction - INFO - Epoch [30][2080/2640] lr: 1.000e-03, eta: 6:30:56, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6227, top5_acc: 0.8438, loss_cls: 1.5342, loss: 1.5342, grad_norm: 14.8266 2021-08-17 07:52:02,477 - mmaction - INFO - Epoch [30][2100/2640] lr: 1.000e-03, eta: 6:30:47, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.5656, top5_acc: 0.8234, loss_cls: 1.6495, loss: 1.6495, grad_norm: 15.1671 2021-08-17 07:52:10,734 - mmaction - INFO - Epoch [30][2120/2640] lr: 1.000e-03, eta: 6:30:38, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.5602, top5_acc: 0.8172, loss_cls: 1.7269, loss: 1.7269, grad_norm: 14.3740 2021-08-17 07:52:18,933 - mmaction - INFO - Epoch [30][2140/2640] lr: 1.000e-03, eta: 6:30:28, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.5836, top5_acc: 0.8172, loss_cls: 1.6361, loss: 1.6361, grad_norm: 14.1239 2021-08-17 07:52:27,178 - mmaction - INFO - Epoch [30][2160/2640] lr: 1.000e-03, eta: 6:30:19, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.5867, top5_acc: 0.8203, loss_cls: 1.6075, loss: 1.6075, grad_norm: 14.6311 2021-08-17 07:52:35,397 - mmaction - INFO - Epoch [30][2180/2640] lr: 1.000e-03, eta: 6:30:10, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5687, top5_acc: 0.8180, loss_cls: 1.6751, loss: 1.6751, grad_norm: 14.3679 2021-08-17 07:52:43,674 - mmaction - INFO - Epoch [30][2200/2640] lr: 1.000e-03, eta: 6:30:01, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.5891, top5_acc: 0.8156, loss_cls: 1.6665, loss: 1.6665, grad_norm: 14.5596 2021-08-17 07:52:51,858 - mmaction - INFO - Epoch [30][2220/2640] lr: 1.000e-03, eta: 6:29:52, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.5391, top5_acc: 0.7914, loss_cls: 1.8143, loss: 1.8143, grad_norm: 14.6509 2021-08-17 07:53:00,096 - mmaction - INFO - Epoch [30][2240/2640] lr: 1.000e-03, eta: 6:29:43, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.5883, top5_acc: 0.8211, loss_cls: 1.6258, loss: 1.6258, grad_norm: 14.5649 2021-08-17 07:53:08,333 - mmaction - INFO - Epoch [30][2260/2640] lr: 1.000e-03, eta: 6:29:33, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.5664, top5_acc: 0.8102, loss_cls: 1.6472, loss: 1.6472, grad_norm: 15.0107 2021-08-17 07:53:16,700 - mmaction - INFO - Epoch [30][2280/2640] lr: 1.000e-03, eta: 6:29:24, time: 0.419, data_time: 0.001, memory: 5736, top1_acc: 0.5594, top5_acc: 0.8047, loss_cls: 1.6916, loss: 1.6916, grad_norm: 14.6188 2021-08-17 07:53:24,912 - mmaction - INFO - Epoch [30][2300/2640] lr: 1.000e-03, eta: 6:29:15, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5594, top5_acc: 0.8125, loss_cls: 1.7392, loss: 1.7392, grad_norm: 14.5099 2021-08-17 07:53:33,188 - mmaction - INFO - Epoch [30][2320/2640] lr: 1.000e-03, eta: 6:29:06, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.5375, top5_acc: 0.7953, loss_cls: 1.8102, loss: 1.8102, grad_norm: 15.5253 2021-08-17 07:53:41,406 - mmaction - INFO - Epoch [30][2340/2640] lr: 1.000e-03, eta: 6:28:57, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5750, top5_acc: 0.8102, loss_cls: 1.7001, loss: 1.7001, grad_norm: 14.5231 2021-08-17 07:53:49,571 - mmaction - INFO - Epoch [30][2360/2640] lr: 1.000e-03, eta: 6:28:48, time: 0.409, data_time: 0.001, memory: 5736, top1_acc: 0.5852, top5_acc: 0.8156, loss_cls: 1.6619, loss: 1.6619, grad_norm: 14.3185 2021-08-17 07:53:57,840 - mmaction - INFO - Epoch [30][2380/2640] lr: 1.000e-03, eta: 6:28:38, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.5898, top5_acc: 0.8187, loss_cls: 1.6349, loss: 1.6349, grad_norm: 14.4289 2021-08-17 07:54:06,035 - mmaction - INFO - Epoch [30][2400/2640] lr: 1.000e-03, eta: 6:28:29, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.5781, top5_acc: 0.8078, loss_cls: 1.6722, loss: 1.6722, grad_norm: 14.5038 2021-08-17 07:54:14,225 - mmaction - INFO - Epoch [30][2420/2640] lr: 1.000e-03, eta: 6:28:20, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.5633, top5_acc: 0.8094, loss_cls: 1.6903, loss: 1.6903, grad_norm: 14.0861 2021-08-17 07:54:22,457 - mmaction - INFO - Epoch [30][2440/2640] lr: 1.000e-03, eta: 6:28:11, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.5547, top5_acc: 0.7992, loss_cls: 1.7389, loss: 1.7389, grad_norm: 15.9055 2021-08-17 07:54:30,707 - mmaction - INFO - Epoch [30][2460/2640] lr: 1.000e-03, eta: 6:28:02, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5648, top5_acc: 0.8109, loss_cls: 1.6886, loss: 1.6886, grad_norm: 14.9407 2021-08-17 07:54:39,041 - mmaction - INFO - Epoch [30][2480/2640] lr: 1.000e-03, eta: 6:27:53, time: 0.417, data_time: 0.002, memory: 5736, top1_acc: 0.5570, top5_acc: 0.8070, loss_cls: 1.7295, loss: 1.7295, grad_norm: 14.5803 2021-08-17 07:54:47,246 - mmaction - INFO - Epoch [30][2500/2640] lr: 1.000e-03, eta: 6:27:44, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.5648, top5_acc: 0.8047, loss_cls: 1.6685, loss: 1.6685, grad_norm: 15.0432 2021-08-17 07:54:55,585 - mmaction - INFO - Epoch [30][2520/2640] lr: 1.000e-03, eta: 6:27:34, time: 0.417, data_time: 0.001, memory: 5736, top1_acc: 0.5844, top5_acc: 0.8102, loss_cls: 1.6539, loss: 1.6539, grad_norm: 13.6406 2021-08-17 07:55:03,832 - mmaction - INFO - Epoch [30][2540/2640] lr: 1.000e-03, eta: 6:27:25, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5578, top5_acc: 0.8242, loss_cls: 1.6633, loss: 1.6633, grad_norm: 15.0828 2021-08-17 07:55:12,086 - mmaction - INFO - Epoch [30][2560/2640] lr: 1.000e-03, eta: 6:27:16, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.5664, top5_acc: 0.8063, loss_cls: 1.6643, loss: 1.6643, grad_norm: 14.8219 2021-08-17 07:55:20,294 - mmaction - INFO - Epoch [30][2580/2640] lr: 1.000e-03, eta: 6:27:07, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.5648, top5_acc: 0.8055, loss_cls: 1.7191, loss: 1.7191, grad_norm: 14.5724 2021-08-17 07:55:28,549 - mmaction - INFO - Epoch [30][2600/2640] lr: 1.000e-03, eta: 6:26:58, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.5852, top5_acc: 0.8031, loss_cls: 1.6725, loss: 1.6725, grad_norm: 14.2146 2021-08-17 07:55:36,790 - mmaction - INFO - Epoch [30][2620/2640] lr: 1.000e-03, eta: 6:26:49, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.5563, top5_acc: 0.8039, loss_cls: 1.6932, loss: 1.6932, grad_norm: 15.0801 2021-08-17 07:55:44,788 - mmaction - INFO - Epoch [30][2640/2640] lr: 1.000e-03, eta: 6:26:39, time: 0.400, data_time: 0.002, memory: 5736, top1_acc: 0.5669, top5_acc: 0.8056, loss_cls: 1.7313, loss: 1.7313, grad_norm: 14.9103 2021-08-17 07:55:46,779 - mmaction - INFO - Saving checkpoint at 30 epochs 2021-08-17 07:55:47,412 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-08-17 07:57:06,514 - mmaction - INFO - Epoch [31][20/2640] lr: 1.000e-04, eta: 6:27:17, time: 3.955, data_time: 3.530, memory: 5736, top1_acc: 0.5820, top5_acc: 0.8258, loss_cls: 1.5866, loss: 1.5866, grad_norm: 14.1627 2021-08-17 07:57:14,714 - mmaction - INFO - Epoch [31][40/2640] lr: 1.000e-04, eta: 6:27:08, time: 0.410, data_time: 0.004, memory: 5736, top1_acc: 0.6117, top5_acc: 0.8438, loss_cls: 1.5267, loss: 1.5267, grad_norm: 13.8730 2021-08-17 07:57:22,896 - mmaction - INFO - Epoch [31][60/2640] lr: 1.000e-04, eta: 6:26:59, time: 0.409, data_time: 0.001, memory: 5736, top1_acc: 0.6195, top5_acc: 0.8492, loss_cls: 1.4687, loss: 1.4687, grad_norm: 14.0958 2021-08-17 07:57:31,093 - mmaction - INFO - Epoch [31][80/2640] lr: 1.000e-04, eta: 6:26:50, time: 0.410, data_time: 0.002, memory: 5736, top1_acc: 0.6219, top5_acc: 0.8352, loss_cls: 1.5210, loss: 1.5210, grad_norm: 13.8293 2021-08-17 07:57:39,256 - mmaction - INFO - Epoch [31][100/2640] lr: 1.000e-04, eta: 6:26:41, time: 0.408, data_time: 0.001, memory: 5736, top1_acc: 0.5961, top5_acc: 0.8398, loss_cls: 1.5147, loss: 1.5147, grad_norm: 14.6182 2021-08-17 07:57:47,480 - mmaction - INFO - Epoch [31][120/2640] lr: 1.000e-04, eta: 6:26:31, time: 0.411, data_time: 0.002, memory: 5736, top1_acc: 0.6195, top5_acc: 0.8484, loss_cls: 1.4497, loss: 1.4497, grad_norm: 14.3742 2021-08-17 07:57:55,774 - mmaction - INFO - Epoch [31][140/2640] lr: 1.000e-04, eta: 6:26:22, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.6203, top5_acc: 0.8375, loss_cls: 1.4571, loss: 1.4571, grad_norm: 14.1953 2021-08-17 07:58:03,941 - mmaction - INFO - Epoch [31][160/2640] lr: 1.000e-04, eta: 6:26:13, time: 0.408, data_time: 0.000, memory: 5736, top1_acc: 0.6039, top5_acc: 0.8406, loss_cls: 1.4940, loss: 1.4940, grad_norm: 14.0397 2021-08-17 07:58:12,209 - mmaction - INFO - Epoch [31][180/2640] lr: 1.000e-04, eta: 6:26:04, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.6109, top5_acc: 0.8438, loss_cls: 1.4645, loss: 1.4645, grad_norm: 13.8895 2021-08-17 07:58:20,460 - mmaction - INFO - Epoch [31][200/2640] lr: 1.000e-04, eta: 6:25:55, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.6211, top5_acc: 0.8492, loss_cls: 1.4709, loss: 1.4709, grad_norm: 14.1378 2021-08-17 07:58:28,727 - mmaction - INFO - Epoch [31][220/2640] lr: 1.000e-04, eta: 6:25:45, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6414, top5_acc: 0.8484, loss_cls: 1.3535, loss: 1.3535, grad_norm: 13.7450 2021-08-17 07:58:36,986 - mmaction - INFO - Epoch [31][240/2640] lr: 1.000e-04, eta: 6:25:36, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6367, top5_acc: 0.8445, loss_cls: 1.4144, loss: 1.4144, grad_norm: 13.7905 2021-08-17 07:58:45,183 - mmaction - INFO - Epoch [31][260/2640] lr: 1.000e-04, eta: 6:25:27, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.6312, top5_acc: 0.8586, loss_cls: 1.4095, loss: 1.4095, grad_norm: 14.1521 2021-08-17 07:58:53,394 - mmaction - INFO - Epoch [31][280/2640] lr: 1.000e-04, eta: 6:25:18, time: 0.411, data_time: 0.002, memory: 5736, top1_acc: 0.6328, top5_acc: 0.8359, loss_cls: 1.4252, loss: 1.4252, grad_norm: 13.8972 2021-08-17 07:59:01,609 - mmaction - INFO - Epoch [31][300/2640] lr: 1.000e-04, eta: 6:25:09, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.6344, top5_acc: 0.8594, loss_cls: 1.3476, loss: 1.3476, grad_norm: 13.7956 2021-08-17 07:59:09,820 - mmaction - INFO - Epoch [31][320/2640] lr: 1.000e-04, eta: 6:25:00, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6070, top5_acc: 0.8414, loss_cls: 1.5332, loss: 1.5332, grad_norm: 14.6538 2021-08-17 07:59:18,042 - mmaction - INFO - Epoch [31][340/2640] lr: 1.000e-04, eta: 6:24:50, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6133, top5_acc: 0.8281, loss_cls: 1.4952, loss: 1.4952, grad_norm: 14.0562 2021-08-17 07:59:26,310 - mmaction - INFO - Epoch [31][360/2640] lr: 1.000e-04, eta: 6:24:41, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.6375, top5_acc: 0.8539, loss_cls: 1.3805, loss: 1.3805, grad_norm: 13.4800 2021-08-17 07:59:34,483 - mmaction - INFO - Epoch [31][380/2640] lr: 1.000e-04, eta: 6:24:32, time: 0.409, data_time: 0.001, memory: 5736, top1_acc: 0.6344, top5_acc: 0.8578, loss_cls: 1.3900, loss: 1.3900, grad_norm: 13.9732 2021-08-17 07:59:42,724 - mmaction - INFO - Epoch [31][400/2640] lr: 1.000e-04, eta: 6:24:23, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.6391, top5_acc: 0.8617, loss_cls: 1.3791, loss: 1.3791, grad_norm: 13.9231 2021-08-17 07:59:50,967 - mmaction - INFO - Epoch [31][420/2640] lr: 1.000e-04, eta: 6:24:14, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6359, top5_acc: 0.8617, loss_cls: 1.3793, loss: 1.3793, grad_norm: 13.6970 2021-08-17 07:59:59,204 - mmaction - INFO - Epoch [31][440/2640] lr: 1.000e-04, eta: 6:24:04, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.6156, top5_acc: 0.8555, loss_cls: 1.4200, loss: 1.4200, grad_norm: 13.9914 2021-08-17 08:00:07,470 - mmaction - INFO - Epoch [31][460/2640] lr: 1.000e-04, eta: 6:23:55, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6281, top5_acc: 0.8445, loss_cls: 1.4164, loss: 1.4164, grad_norm: 13.8206 2021-08-17 08:00:15,756 - mmaction - INFO - Epoch [31][480/2640] lr: 1.000e-04, eta: 6:23:46, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6266, top5_acc: 0.8336, loss_cls: 1.4943, loss: 1.4943, grad_norm: 14.5081 2021-08-17 08:00:23,942 - mmaction - INFO - Epoch [31][500/2640] lr: 1.000e-04, eta: 6:23:37, time: 0.410, data_time: 0.002, memory: 5736, top1_acc: 0.6219, top5_acc: 0.8438, loss_cls: 1.4243, loss: 1.4243, grad_norm: 13.8497 2021-08-17 08:00:32,151 - mmaction - INFO - Epoch [31][520/2640] lr: 1.000e-04, eta: 6:23:28, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.6312, top5_acc: 0.8414, loss_cls: 1.3916, loss: 1.3916, grad_norm: 13.7246 2021-08-17 08:00:40,457 - mmaction - INFO - Epoch [31][540/2640] lr: 1.000e-04, eta: 6:23:19, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.6344, top5_acc: 0.8609, loss_cls: 1.4194, loss: 1.4194, grad_norm: 14.1613 2021-08-17 08:00:48,770 - mmaction - INFO - Epoch [31][560/2640] lr: 1.000e-04, eta: 6:23:10, time: 0.416, data_time: 0.002, memory: 5736, top1_acc: 0.6156, top5_acc: 0.8461, loss_cls: 1.4966, loss: 1.4966, grad_norm: 14.2683 2021-08-17 08:00:56,968 - mmaction - INFO - Epoch [31][580/2640] lr: 1.000e-04, eta: 6:23:00, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.6219, top5_acc: 0.8523, loss_cls: 1.4355, loss: 1.4355, grad_norm: 14.0568 2021-08-17 08:01:05,213 - mmaction - INFO - Epoch [31][600/2640] lr: 1.000e-04, eta: 6:22:51, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6016, top5_acc: 0.8313, loss_cls: 1.5068, loss: 1.5068, grad_norm: 14.2545 2021-08-17 08:01:13,504 - mmaction - INFO - Epoch [31][620/2640] lr: 1.000e-04, eta: 6:22:42, time: 0.414, data_time: 0.000, memory: 5736, top1_acc: 0.6484, top5_acc: 0.8609, loss_cls: 1.3520, loss: 1.3520, grad_norm: 13.9542 2021-08-17 08:01:21,766 - mmaction - INFO - Epoch [31][640/2640] lr: 1.000e-04, eta: 6:22:33, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.5992, top5_acc: 0.8531, loss_cls: 1.4872, loss: 1.4872, grad_norm: 14.5654 2021-08-17 08:01:30,042 - mmaction - INFO - Epoch [31][660/2640] lr: 1.000e-04, eta: 6:22:24, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.6562, top5_acc: 0.8617, loss_cls: 1.3955, loss: 1.3955, grad_norm: 14.1151 2021-08-17 08:01:38,304 - mmaction - INFO - Epoch [31][680/2640] lr: 1.000e-04, eta: 6:22:15, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6234, top5_acc: 0.8539, loss_cls: 1.4056, loss: 1.4056, grad_norm: 13.9762 2021-08-17 08:01:46,556 - mmaction - INFO - Epoch [31][700/2640] lr: 1.000e-04, eta: 6:22:05, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6453, top5_acc: 0.8523, loss_cls: 1.3872, loss: 1.3872, grad_norm: 14.4225 2021-08-17 08:01:54,851 - mmaction - INFO - Epoch [31][720/2640] lr: 1.000e-04, eta: 6:21:56, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.6289, top5_acc: 0.8539, loss_cls: 1.4000, loss: 1.4000, grad_norm: 13.9225 2021-08-17 08:02:03,055 - mmaction - INFO - Epoch [31][740/2640] lr: 1.000e-04, eta: 6:21:47, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.6328, top5_acc: 0.8375, loss_cls: 1.4258, loss: 1.4258, grad_norm: 13.9142 2021-08-17 08:02:11,299 - mmaction - INFO - Epoch [31][760/2640] lr: 1.000e-04, eta: 6:21:38, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6219, top5_acc: 0.8531, loss_cls: 1.4032, loss: 1.4032, grad_norm: 14.0654 2021-08-17 08:02:19,550 - mmaction - INFO - Epoch [31][780/2640] lr: 1.000e-04, eta: 6:21:29, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6062, top5_acc: 0.8414, loss_cls: 1.4695, loss: 1.4695, grad_norm: 14.5962 2021-08-17 08:02:27,806 - mmaction - INFO - Epoch [31][800/2640] lr: 1.000e-04, eta: 6:21:20, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.6469, top5_acc: 0.8547, loss_cls: 1.3828, loss: 1.3828, grad_norm: 13.8590 2021-08-17 08:02:36,036 - mmaction - INFO - Epoch [31][820/2640] lr: 1.000e-04, eta: 6:21:10, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6273, top5_acc: 0.8422, loss_cls: 1.4417, loss: 1.4417, grad_norm: 14.3526 2021-08-17 08:02:44,293 - mmaction - INFO - Epoch [31][840/2640] lr: 1.000e-04, eta: 6:21:01, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6227, top5_acc: 0.8453, loss_cls: 1.4165, loss: 1.4165, grad_norm: 14.0904 2021-08-17 08:02:52,561 - mmaction - INFO - Epoch [31][860/2640] lr: 1.000e-04, eta: 6:20:52, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6047, top5_acc: 0.8414, loss_cls: 1.5110, loss: 1.5110, grad_norm: 14.0992 2021-08-17 08:03:00,790 - mmaction - INFO - Epoch [31][880/2640] lr: 1.000e-04, eta: 6:20:43, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6234, top5_acc: 0.8586, loss_cls: 1.4202, loss: 1.4202, grad_norm: 14.0067 2021-08-17 08:03:08,992 - mmaction - INFO - Epoch [31][900/2640] lr: 1.000e-04, eta: 6:20:34, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.6430, top5_acc: 0.8656, loss_cls: 1.3697, loss: 1.3697, grad_norm: 14.3610 2021-08-17 08:03:17,273 - mmaction - INFO - Epoch [31][920/2640] lr: 1.000e-04, eta: 6:20:25, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.6375, top5_acc: 0.8547, loss_cls: 1.3680, loss: 1.3680, grad_norm: 13.9583 2021-08-17 08:03:25,481 - mmaction - INFO - Epoch [31][940/2640] lr: 1.000e-04, eta: 6:20:15, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.6281, top5_acc: 0.8672, loss_cls: 1.3775, loss: 1.3775, grad_norm: 14.2321 2021-08-17 08:03:33,713 - mmaction - INFO - Epoch [31][960/2640] lr: 1.000e-04, eta: 6:20:06, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6242, top5_acc: 0.8562, loss_cls: 1.4301, loss: 1.4301, grad_norm: 14.3030 2021-08-17 08:03:41,949 - mmaction - INFO - Epoch [31][980/2640] lr: 1.000e-04, eta: 6:19:57, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6297, top5_acc: 0.8492, loss_cls: 1.3878, loss: 1.3878, grad_norm: 14.1489 2021-08-17 08:03:50,250 - mmaction - INFO - Epoch [31][1000/2640] lr: 1.000e-04, eta: 6:19:48, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.6180, top5_acc: 0.8398, loss_cls: 1.4498, loss: 1.4498, grad_norm: 14.2407 2021-08-17 08:03:58,432 - mmaction - INFO - Epoch [31][1020/2640] lr: 1.000e-04, eta: 6:19:39, time: 0.409, data_time: 0.001, memory: 5736, top1_acc: 0.6445, top5_acc: 0.8609, loss_cls: 1.3140, loss: 1.3140, grad_norm: 13.7233 2021-08-17 08:04:06,658 - mmaction - INFO - Epoch [31][1040/2640] lr: 1.000e-04, eta: 6:19:30, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6406, top5_acc: 0.8695, loss_cls: 1.3555, loss: 1.3555, grad_norm: 14.2494 2021-08-17 08:04:14,901 - mmaction - INFO - Epoch [31][1060/2640] lr: 1.000e-04, eta: 6:19:20, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6352, top5_acc: 0.8445, loss_cls: 1.4207, loss: 1.4207, grad_norm: 14.5396 2021-08-17 08:04:23,152 - mmaction - INFO - Epoch [31][1080/2640] lr: 1.000e-04, eta: 6:19:11, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6344, top5_acc: 0.8438, loss_cls: 1.4227, loss: 1.4227, grad_norm: 13.9038 2021-08-17 08:04:31,322 - mmaction - INFO - Epoch [31][1100/2640] lr: 1.000e-04, eta: 6:19:02, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.6164, top5_acc: 0.8406, loss_cls: 1.4676, loss: 1.4676, grad_norm: 14.5456 2021-08-17 08:04:39,572 - mmaction - INFO - Epoch [31][1120/2640] lr: 1.000e-04, eta: 6:18:53, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6398, top5_acc: 0.8492, loss_cls: 1.4060, loss: 1.4060, grad_norm: 14.0292 2021-08-17 08:04:47,809 - mmaction - INFO - Epoch [31][1140/2640] lr: 1.000e-04, eta: 6:18:44, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.6383, top5_acc: 0.8445, loss_cls: 1.3879, loss: 1.3879, grad_norm: 13.7895 2021-08-17 08:04:56,007 - mmaction - INFO - Epoch [31][1160/2640] lr: 1.000e-04, eta: 6:18:35, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.6289, top5_acc: 0.8578, loss_cls: 1.3820, loss: 1.3820, grad_norm: 14.3192 2021-08-17 08:05:04,253 - mmaction - INFO - Epoch [31][1180/2640] lr: 1.000e-04, eta: 6:18:25, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6453, top5_acc: 0.8727, loss_cls: 1.3345, loss: 1.3345, grad_norm: 13.5474 2021-08-17 08:05:12,566 - mmaction - INFO - Epoch [31][1200/2640] lr: 1.000e-04, eta: 6:18:16, time: 0.415, data_time: 0.000, memory: 5736, top1_acc: 0.6109, top5_acc: 0.8594, loss_cls: 1.3935, loss: 1.3935, grad_norm: 14.2637 2021-08-17 08:05:20,827 - mmaction - INFO - Epoch [31][1220/2640] lr: 1.000e-04, eta: 6:18:07, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6539, top5_acc: 0.8625, loss_cls: 1.3225, loss: 1.3225, grad_norm: 14.2226 2021-08-17 08:05:29,145 - mmaction - INFO - Epoch [31][1240/2640] lr: 1.000e-04, eta: 6:17:58, time: 0.416, data_time: 0.002, memory: 5736, top1_acc: 0.6383, top5_acc: 0.8500, loss_cls: 1.4004, loss: 1.4004, grad_norm: 14.4849 2021-08-17 08:05:37,346 - mmaction - INFO - Epoch [31][1260/2640] lr: 1.000e-04, eta: 6:17:49, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.6258, top5_acc: 0.8492, loss_cls: 1.4295, loss: 1.4295, grad_norm: 14.4620 2021-08-17 08:05:45,581 - mmaction - INFO - Epoch [31][1280/2640] lr: 1.000e-04, eta: 6:17:40, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6523, top5_acc: 0.8633, loss_cls: 1.3356, loss: 1.3356, grad_norm: 13.8529 2021-08-17 08:05:53,874 - mmaction - INFO - Epoch [31][1300/2640] lr: 1.000e-04, eta: 6:17:31, time: 0.415, data_time: 0.000, memory: 5736, top1_acc: 0.6477, top5_acc: 0.8648, loss_cls: 1.3360, loss: 1.3360, grad_norm: 14.0526 2021-08-17 08:06:02,123 - mmaction - INFO - Epoch [31][1320/2640] lr: 1.000e-04, eta: 6:17:22, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6172, top5_acc: 0.8406, loss_cls: 1.4994, loss: 1.4994, grad_norm: 15.0844 2021-08-17 08:06:10,421 - mmaction - INFO - Epoch [31][1340/2640] lr: 1.000e-04, eta: 6:17:12, time: 0.415, data_time: 0.000, memory: 5736, top1_acc: 0.6305, top5_acc: 0.8539, loss_cls: 1.3852, loss: 1.3852, grad_norm: 13.7807 2021-08-17 08:06:18,676 - mmaction - INFO - Epoch [31][1360/2640] lr: 1.000e-04, eta: 6:17:03, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6266, top5_acc: 0.8484, loss_cls: 1.4042, loss: 1.4042, grad_norm: 14.1237 2021-08-17 08:06:26,917 - mmaction - INFO - Epoch [31][1380/2640] lr: 1.000e-04, eta: 6:16:54, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6469, top5_acc: 0.8719, loss_cls: 1.2937, loss: 1.2937, grad_norm: 13.9304 2021-08-17 08:06:35,156 - mmaction - INFO - Epoch [31][1400/2640] lr: 1.000e-04, eta: 6:16:45, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.6211, top5_acc: 0.8398, loss_cls: 1.4310, loss: 1.4310, grad_norm: 14.5550 2021-08-17 08:06:43,382 - mmaction - INFO - Epoch [31][1420/2640] lr: 1.000e-04, eta: 6:16:36, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.6320, top5_acc: 0.8391, loss_cls: 1.4110, loss: 1.4110, grad_norm: 14.1431 2021-08-17 08:06:51,630 - mmaction - INFO - Epoch [31][1440/2640] lr: 1.000e-04, eta: 6:16:27, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6445, top5_acc: 0.8531, loss_cls: 1.3810, loss: 1.3810, grad_norm: 14.1833 2021-08-17 08:06:59,855 - mmaction - INFO - Epoch [31][1460/2640] lr: 1.000e-04, eta: 6:16:18, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6258, top5_acc: 0.8484, loss_cls: 1.4569, loss: 1.4569, grad_norm: 14.8480 2021-08-17 08:07:08,120 - mmaction - INFO - Epoch [31][1480/2640] lr: 1.000e-04, eta: 6:16:08, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6383, top5_acc: 0.8398, loss_cls: 1.4656, loss: 1.4656, grad_norm: 14.4175 2021-08-17 08:07:16,375 - mmaction - INFO - Epoch [31][1500/2640] lr: 1.000e-04, eta: 6:15:59, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6391, top5_acc: 0.8414, loss_cls: 1.4209, loss: 1.4209, grad_norm: 13.6349 2021-08-17 08:07:24,612 - mmaction - INFO - Epoch [31][1520/2640] lr: 1.000e-04, eta: 6:15:50, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.6375, top5_acc: 0.8562, loss_cls: 1.3848, loss: 1.3848, grad_norm: 14.0587 2021-08-17 08:07:32,860 - mmaction - INFO - Epoch [31][1540/2640] lr: 1.000e-04, eta: 6:15:41, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.6359, top5_acc: 0.8586, loss_cls: 1.3805, loss: 1.3805, grad_norm: 14.3340 2021-08-17 08:07:41,089 - mmaction - INFO - Epoch [31][1560/2640] lr: 1.000e-04, eta: 6:15:32, time: 0.411, data_time: 0.002, memory: 5736, top1_acc: 0.6477, top5_acc: 0.8641, loss_cls: 1.3432, loss: 1.3432, grad_norm: 14.0849 2021-08-17 08:07:49,274 - mmaction - INFO - Epoch [31][1580/2640] lr: 1.000e-04, eta: 6:15:23, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.6523, top5_acc: 0.8680, loss_cls: 1.3233, loss: 1.3233, grad_norm: 14.1286 2021-08-17 08:07:57,533 - mmaction - INFO - Epoch [31][1600/2640] lr: 1.000e-04, eta: 6:15:13, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6359, top5_acc: 0.8586, loss_cls: 1.3854, loss: 1.3854, grad_norm: 14.4459 2021-08-17 08:08:05,736 - mmaction - INFO - Epoch [31][1620/2640] lr: 1.000e-04, eta: 6:15:04, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.6266, top5_acc: 0.8516, loss_cls: 1.4074, loss: 1.4074, grad_norm: 14.2911 2021-08-17 08:08:14,072 - mmaction - INFO - Epoch [31][1640/2640] lr: 1.000e-04, eta: 6:14:55, time: 0.416, data_time: 0.002, memory: 5736, top1_acc: 0.6141, top5_acc: 0.8500, loss_cls: 1.4135, loss: 1.4135, grad_norm: 14.2930 2021-08-17 08:08:22,358 - mmaction - INFO - Epoch [31][1660/2640] lr: 1.000e-04, eta: 6:14:46, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.6484, top5_acc: 0.8617, loss_cls: 1.3718, loss: 1.3718, grad_norm: 14.4791 2021-08-17 08:08:30,562 - mmaction - INFO - Epoch [31][1680/2640] lr: 1.000e-04, eta: 6:14:37, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.6352, top5_acc: 0.8477, loss_cls: 1.3999, loss: 1.3999, grad_norm: 14.2098 2021-08-17 08:08:38,847 - mmaction - INFO - Epoch [31][1700/2640] lr: 1.000e-04, eta: 6:14:28, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.6336, top5_acc: 0.8578, loss_cls: 1.3782, loss: 1.3782, grad_norm: 14.3377 2021-08-17 08:08:47,095 - mmaction - INFO - Epoch [31][1720/2640] lr: 1.000e-04, eta: 6:14:19, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6422, top5_acc: 0.8562, loss_cls: 1.3491, loss: 1.3491, grad_norm: 14.5086 2021-08-17 08:08:55,335 - mmaction - INFO - Epoch [31][1740/2640] lr: 1.000e-04, eta: 6:14:10, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6586, top5_acc: 0.8500, loss_cls: 1.3806, loss: 1.3806, grad_norm: 13.9554 2021-08-17 08:09:03,605 - mmaction - INFO - Epoch [31][1760/2640] lr: 1.000e-04, eta: 6:14:00, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6406, top5_acc: 0.8469, loss_cls: 1.4012, loss: 1.4012, grad_norm: 14.3541 2021-08-17 08:09:11,876 - mmaction - INFO - Epoch [31][1780/2640] lr: 1.000e-04, eta: 6:13:51, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6461, top5_acc: 0.8555, loss_cls: 1.3805, loss: 1.3805, grad_norm: 14.3448 2021-08-17 08:09:20,131 - mmaction - INFO - Epoch [31][1800/2640] lr: 1.000e-04, eta: 6:13:42, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6414, top5_acc: 0.8508, loss_cls: 1.3782, loss: 1.3782, grad_norm: 13.9802 2021-08-17 08:09:28,331 - mmaction - INFO - Epoch [31][1820/2640] lr: 1.000e-04, eta: 6:13:33, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.6422, top5_acc: 0.8586, loss_cls: 1.3721, loss: 1.3721, grad_norm: 14.4906 2021-08-17 08:09:36,668 - mmaction - INFO - Epoch [31][1840/2640] lr: 1.000e-04, eta: 6:13:24, time: 0.417, data_time: 0.002, memory: 5736, top1_acc: 0.6398, top5_acc: 0.8719, loss_cls: 1.3586, loss: 1.3586, grad_norm: 14.8378 2021-08-17 08:09:44,912 - mmaction - INFO - Epoch [31][1860/2640] lr: 1.000e-04, eta: 6:13:15, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6367, top5_acc: 0.8555, loss_cls: 1.3728, loss: 1.3728, grad_norm: 14.2343 2021-08-17 08:09:53,166 - mmaction - INFO - Epoch [31][1880/2640] lr: 1.000e-04, eta: 6:13:06, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.6461, top5_acc: 0.8508, loss_cls: 1.3240, loss: 1.3240, grad_norm: 14.0531 2021-08-17 08:10:01,383 - mmaction - INFO - Epoch [31][1900/2640] lr: 1.000e-04, eta: 6:12:57, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6273, top5_acc: 0.8250, loss_cls: 1.4726, loss: 1.4726, grad_norm: 14.4064 2021-08-17 08:10:09,594 - mmaction - INFO - Epoch [31][1920/2640] lr: 1.000e-04, eta: 6:12:47, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.6508, top5_acc: 0.8609, loss_cls: 1.3626, loss: 1.3626, grad_norm: 14.0175 2021-08-17 08:10:17,770 - mmaction - INFO - Epoch [31][1940/2640] lr: 1.000e-04, eta: 6:12:38, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.6422, top5_acc: 0.8477, loss_cls: 1.4411, loss: 1.4411, grad_norm: 14.1740 2021-08-17 08:10:26,009 - mmaction - INFO - Epoch [31][1960/2640] lr: 1.000e-04, eta: 6:12:29, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6750, top5_acc: 0.8711, loss_cls: 1.2898, loss: 1.2898, grad_norm: 13.3622 2021-08-17 08:10:34,243 - mmaction - INFO - Epoch [31][1980/2640] lr: 1.000e-04, eta: 6:12:20, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6422, top5_acc: 0.8547, loss_cls: 1.3820, loss: 1.3820, grad_norm: 14.5491 2021-08-17 08:10:42,490 - mmaction - INFO - Epoch [31][2000/2640] lr: 1.000e-04, eta: 6:12:11, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.6438, top5_acc: 0.8562, loss_cls: 1.3726, loss: 1.3726, grad_norm: 14.2755 2021-08-17 08:10:50,675 - mmaction - INFO - Epoch [31][2020/2640] lr: 1.000e-04, eta: 6:12:02, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.6312, top5_acc: 0.8586, loss_cls: 1.3805, loss: 1.3805, grad_norm: 14.5629 2021-08-17 08:10:58,923 - mmaction - INFO - Epoch [31][2040/2640] lr: 1.000e-04, eta: 6:11:52, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6328, top5_acc: 0.8508, loss_cls: 1.4230, loss: 1.4230, grad_norm: 14.7609 2021-08-17 08:11:07,166 - mmaction - INFO - Epoch [31][2060/2640] lr: 1.000e-04, eta: 6:11:43, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.6359, top5_acc: 0.8703, loss_cls: 1.2950, loss: 1.2950, grad_norm: 14.1280 2021-08-17 08:11:15,514 - mmaction - INFO - Epoch [31][2080/2640] lr: 1.000e-04, eta: 6:11:34, time: 0.417, data_time: 0.002, memory: 5736, top1_acc: 0.6516, top5_acc: 0.8570, loss_cls: 1.3536, loss: 1.3536, grad_norm: 14.1493 2021-08-17 08:11:23,854 - mmaction - INFO - Epoch [31][2100/2640] lr: 1.000e-04, eta: 6:11:25, time: 0.417, data_time: 0.001, memory: 5736, top1_acc: 0.6500, top5_acc: 0.8461, loss_cls: 1.3300, loss: 1.3300, grad_norm: 14.2348 2021-08-17 08:11:32,152 - mmaction - INFO - Epoch [31][2120/2640] lr: 1.000e-04, eta: 6:11:16, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.6289, top5_acc: 0.8555, loss_cls: 1.3921, loss: 1.3921, grad_norm: 14.3060 2021-08-17 08:11:40,393 - mmaction - INFO - Epoch [31][2140/2640] lr: 1.000e-04, eta: 6:11:07, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6273, top5_acc: 0.8469, loss_cls: 1.3730, loss: 1.3730, grad_norm: 14.5046 2021-08-17 08:11:48,673 - mmaction - INFO - Epoch [31][2160/2640] lr: 1.000e-04, eta: 6:10:58, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.6469, top5_acc: 0.8523, loss_cls: 1.3846, loss: 1.3846, grad_norm: 14.5668 2021-08-17 08:11:56,934 - mmaction - INFO - Epoch [31][2180/2640] lr: 1.000e-04, eta: 6:10:49, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6531, top5_acc: 0.8602, loss_cls: 1.3199, loss: 1.3199, grad_norm: 14.5729 2021-08-17 08:12:05,203 - mmaction - INFO - Epoch [31][2200/2640] lr: 1.000e-04, eta: 6:10:40, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6477, top5_acc: 0.8539, loss_cls: 1.3311, loss: 1.3311, grad_norm: 14.0020 2021-08-17 08:12:13,415 - mmaction - INFO - Epoch [31][2220/2640] lr: 1.000e-04, eta: 6:10:30, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6461, top5_acc: 0.8602, loss_cls: 1.3619, loss: 1.3619, grad_norm: 14.3430 2021-08-17 08:12:21,673 - mmaction - INFO - Epoch [31][2240/2640] lr: 1.000e-04, eta: 6:10:21, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6687, top5_acc: 0.8531, loss_cls: 1.3350, loss: 1.3350, grad_norm: 14.0884 2021-08-17 08:12:29,962 - mmaction - INFO - Epoch [31][2260/2640] lr: 1.000e-04, eta: 6:10:12, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.6383, top5_acc: 0.8523, loss_cls: 1.3706, loss: 1.3706, grad_norm: 14.4155 2021-08-17 08:12:38,215 - mmaction - INFO - Epoch [31][2280/2640] lr: 1.000e-04, eta: 6:10:03, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6477, top5_acc: 0.8555, loss_cls: 1.4081, loss: 1.4081, grad_norm: 14.2531 2021-08-17 08:12:46,449 - mmaction - INFO - Epoch [31][2300/2640] lr: 1.000e-04, eta: 6:09:54, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.6461, top5_acc: 0.8578, loss_cls: 1.3438, loss: 1.3438, grad_norm: 13.8634 2021-08-17 08:12:54,740 - mmaction - INFO - Epoch [31][2320/2640] lr: 1.000e-04, eta: 6:09:45, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.6578, top5_acc: 0.8711, loss_cls: 1.3004, loss: 1.3004, grad_norm: 13.9836 2021-08-17 08:13:03,120 - mmaction - INFO - Epoch [31][2340/2640] lr: 1.000e-04, eta: 6:09:36, time: 0.419, data_time: 0.000, memory: 5736, top1_acc: 0.6625, top5_acc: 0.8773, loss_cls: 1.2920, loss: 1.2920, grad_norm: 14.3795 2021-08-17 08:13:11,348 - mmaction - INFO - Epoch [31][2360/2640] lr: 1.000e-04, eta: 6:09:27, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6242, top5_acc: 0.8562, loss_cls: 1.3653, loss: 1.3653, grad_norm: 14.8464 2021-08-17 08:13:19,560 - mmaction - INFO - Epoch [31][2380/2640] lr: 1.000e-04, eta: 6:09:18, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6531, top5_acc: 0.8617, loss_cls: 1.3465, loss: 1.3465, grad_norm: 14.3089 2021-08-17 08:13:27,853 - mmaction - INFO - Epoch [31][2400/2640] lr: 1.000e-04, eta: 6:09:08, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.6570, top5_acc: 0.8672, loss_cls: 1.3289, loss: 1.3289, grad_norm: 14.1459 2021-08-17 08:13:36,071 - mmaction - INFO - Epoch [31][2420/2640] lr: 1.000e-04, eta: 6:08:59, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6492, top5_acc: 0.8719, loss_cls: 1.3365, loss: 1.3365, grad_norm: 14.2440 2021-08-17 08:13:44,396 - mmaction - INFO - Epoch [31][2440/2640] lr: 1.000e-04, eta: 6:08:50, time: 0.416, data_time: 0.002, memory: 5736, top1_acc: 0.6539, top5_acc: 0.8617, loss_cls: 1.3013, loss: 1.3013, grad_norm: 13.7871 2021-08-17 08:13:52,588 - mmaction - INFO - Epoch [31][2460/2640] lr: 1.000e-04, eta: 6:08:41, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.6227, top5_acc: 0.8406, loss_cls: 1.4391, loss: 1.4391, grad_norm: 14.9046 2021-08-17 08:14:00,891 - mmaction - INFO - Epoch [31][2480/2640] lr: 1.000e-04, eta: 6:08:32, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.6594, top5_acc: 0.8641, loss_cls: 1.3490, loss: 1.3490, grad_norm: 14.0746 2021-08-17 08:14:09,116 - mmaction - INFO - Epoch [31][2500/2640] lr: 1.000e-04, eta: 6:08:23, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6133, top5_acc: 0.8383, loss_cls: 1.4418, loss: 1.4418, grad_norm: 14.3296 2021-08-17 08:14:17,389 - mmaction - INFO - Epoch [31][2520/2640] lr: 1.000e-04, eta: 6:08:14, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6320, top5_acc: 0.8445, loss_cls: 1.4141, loss: 1.4141, grad_norm: 14.4541 2021-08-17 08:14:25,601 - mmaction - INFO - Epoch [31][2540/2640] lr: 1.000e-04, eta: 6:08:05, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6477, top5_acc: 0.8539, loss_cls: 1.3594, loss: 1.3594, grad_norm: 14.3152 2021-08-17 08:14:33,872 - mmaction - INFO - Epoch [31][2560/2640] lr: 1.000e-04, eta: 6:07:55, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6406, top5_acc: 0.8648, loss_cls: 1.3392, loss: 1.3392, grad_norm: 14.1397 2021-08-17 08:14:42,093 - mmaction - INFO - Epoch [31][2580/2640] lr: 1.000e-04, eta: 6:07:46, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6414, top5_acc: 0.8562, loss_cls: 1.3734, loss: 1.3734, grad_norm: 14.6715 2021-08-17 08:14:50,336 - mmaction - INFO - Epoch [31][2600/2640] lr: 1.000e-04, eta: 6:07:37, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6469, top5_acc: 0.8500, loss_cls: 1.3705, loss: 1.3705, grad_norm: 14.5599 2021-08-17 08:14:58,565 - mmaction - INFO - Epoch [31][2620/2640] lr: 1.000e-04, eta: 6:07:28, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6297, top5_acc: 0.8414, loss_cls: 1.4878, loss: 1.4878, grad_norm: 15.2975 2021-08-17 08:15:06,525 - mmaction - INFO - Epoch [31][2640/2640] lr: 1.000e-04, eta: 6:07:19, time: 0.399, data_time: 0.001, memory: 5736, top1_acc: 0.6379, top5_acc: 0.8565, loss_cls: 1.3821, loss: 1.3821, grad_norm: 14.1538 2021-08-17 08:15:08,878 - mmaction - INFO - Saving checkpoint at 31 epochs 2021-08-17 08:15:09,983 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-08-17 08:16:54,087 - mmaction - INFO - Epoch [32][20/2640] lr: 1.000e-04, eta: 6:08:08, time: 5.203, data_time: 4.744, memory: 5736, top1_acc: 0.6359, top5_acc: 0.8539, loss_cls: 1.3974, loss: 1.3974, grad_norm: 14.3875 2021-08-17 08:17:02,329 - mmaction - INFO - Epoch [32][40/2640] lr: 1.000e-04, eta: 6:07:59, time: 0.414, data_time: 0.006, memory: 5736, top1_acc: 0.6391, top5_acc: 0.8469, loss_cls: 1.4111, loss: 1.4111, grad_norm: 14.3801 2021-08-17 08:17:10,585 - mmaction - INFO - Epoch [32][60/2640] lr: 1.000e-04, eta: 6:07:50, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.6414, top5_acc: 0.8734, loss_cls: 1.3638, loss: 1.3638, grad_norm: 14.0425 2021-08-17 08:17:18,731 - mmaction - INFO - Epoch [32][80/2640] lr: 1.000e-04, eta: 6:07:41, time: 0.407, data_time: 0.000, memory: 5736, top1_acc: 0.6477, top5_acc: 0.8672, loss_cls: 1.3473, loss: 1.3473, grad_norm: 14.9182 2021-08-17 08:17:26,956 - mmaction - INFO - Epoch [32][100/2640] lr: 1.000e-04, eta: 6:07:32, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.6594, top5_acc: 0.8516, loss_cls: 1.3242, loss: 1.3242, grad_norm: 14.5743 2021-08-17 08:17:35,216 - mmaction - INFO - Epoch [32][120/2640] lr: 1.000e-04, eta: 6:07:23, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.6578, top5_acc: 0.8641, loss_cls: 1.3606, loss: 1.3606, grad_norm: 15.0096 2021-08-17 08:17:43,472 - mmaction - INFO - Epoch [32][140/2640] lr: 1.000e-04, eta: 6:07:13, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.6047, top5_acc: 0.8594, loss_cls: 1.4673, loss: 1.4673, grad_norm: 15.8316 2021-08-17 08:17:51,676 - mmaction - INFO - Epoch [32][160/2640] lr: 1.000e-04, eta: 6:07:04, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.6367, top5_acc: 0.8445, loss_cls: 1.4010, loss: 1.4010, grad_norm: 14.0316 2021-08-17 08:17:59,882 - mmaction - INFO - Epoch [32][180/2640] lr: 1.000e-04, eta: 6:06:55, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.6336, top5_acc: 0.8625, loss_cls: 1.3850, loss: 1.3850, grad_norm: 13.7913 2021-08-17 08:18:08,174 - mmaction - INFO - Epoch [32][200/2640] lr: 1.000e-04, eta: 6:06:46, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.6469, top5_acc: 0.8531, loss_cls: 1.3716, loss: 1.3716, grad_norm: 14.0504 2021-08-17 08:18:16,388 - mmaction - INFO - Epoch [32][220/2640] lr: 1.000e-04, eta: 6:06:37, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6445, top5_acc: 0.8555, loss_cls: 1.4009, loss: 1.4009, grad_norm: 14.4065 2021-08-17 08:18:24,624 - mmaction - INFO - Epoch [32][240/2640] lr: 1.000e-04, eta: 6:06:28, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.6609, top5_acc: 0.8625, loss_cls: 1.3280, loss: 1.3280, grad_norm: 14.6989 2021-08-17 08:18:32,904 - mmaction - INFO - Epoch [32][260/2640] lr: 1.000e-04, eta: 6:06:18, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.6430, top5_acc: 0.8719, loss_cls: 1.2825, loss: 1.2825, grad_norm: 13.9168 2021-08-17 08:18:41,232 - mmaction - INFO - Epoch [32][280/2640] lr: 1.000e-04, eta: 6:06:09, time: 0.416, data_time: 0.000, memory: 5736, top1_acc: 0.6758, top5_acc: 0.8859, loss_cls: 1.2504, loss: 1.2504, grad_norm: 14.2387 2021-08-17 08:18:49,493 - mmaction - INFO - Epoch [32][300/2640] lr: 1.000e-04, eta: 6:06:00, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6500, top5_acc: 0.8547, loss_cls: 1.3187, loss: 1.3187, grad_norm: 14.4383 2021-08-17 08:18:57,787 - mmaction - INFO - Epoch [32][320/2640] lr: 1.000e-04, eta: 6:05:51, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6430, top5_acc: 0.8547, loss_cls: 1.3762, loss: 1.3762, grad_norm: 14.7334 2021-08-17 08:19:05,982 - mmaction - INFO - Epoch [32][340/2640] lr: 1.000e-04, eta: 6:05:42, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.6453, top5_acc: 0.8586, loss_cls: 1.3922, loss: 1.3922, grad_norm: 14.9509 2021-08-17 08:19:14,237 - mmaction - INFO - Epoch [32][360/2640] lr: 1.000e-04, eta: 6:05:33, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6516, top5_acc: 0.8578, loss_cls: 1.3390, loss: 1.3390, grad_norm: 14.5919 2021-08-17 08:19:22,511 - mmaction - INFO - Epoch [32][380/2640] lr: 1.000e-04, eta: 6:05:24, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6586, top5_acc: 0.8648, loss_cls: 1.3094, loss: 1.3094, grad_norm: 14.1235 2021-08-17 08:19:30,764 - mmaction - INFO - Epoch [32][400/2640] lr: 1.000e-04, eta: 6:05:15, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.6422, top5_acc: 0.8562, loss_cls: 1.4046, loss: 1.4046, grad_norm: 14.7517 2021-08-17 08:19:38,941 - mmaction - INFO - Epoch [32][420/2640] lr: 1.000e-04, eta: 6:05:05, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.6398, top5_acc: 0.8531, loss_cls: 1.3705, loss: 1.3705, grad_norm: 14.1645 2021-08-17 08:19:47,158 - mmaction - INFO - Epoch [32][440/2640] lr: 1.000e-04, eta: 6:04:56, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6547, top5_acc: 0.8648, loss_cls: 1.3039, loss: 1.3039, grad_norm: 14.1408 2021-08-17 08:19:55,384 - mmaction - INFO - Epoch [32][460/2640] lr: 1.000e-04, eta: 6:04:47, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6445, top5_acc: 0.8492, loss_cls: 1.3830, loss: 1.3830, grad_norm: 14.3267 2021-08-17 08:20:03,670 - mmaction - INFO - Epoch [32][480/2640] lr: 1.000e-04, eta: 6:04:38, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.6219, top5_acc: 0.8578, loss_cls: 1.4259, loss: 1.4259, grad_norm: 14.3072 2021-08-17 08:20:11,846 - mmaction - INFO - Epoch [32][500/2640] lr: 1.000e-04, eta: 6:04:29, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.6547, top5_acc: 0.8578, loss_cls: 1.3249, loss: 1.3249, grad_norm: 14.0156 2021-08-17 08:20:20,087 - mmaction - INFO - Epoch [32][520/2640] lr: 1.000e-04, eta: 6:04:20, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.6438, top5_acc: 0.8734, loss_cls: 1.2951, loss: 1.2951, grad_norm: 14.6047 2021-08-17 08:20:28,321 - mmaction - INFO - Epoch [32][540/2640] lr: 1.000e-04, eta: 6:04:10, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6180, top5_acc: 0.8461, loss_cls: 1.4183, loss: 1.4183, grad_norm: 14.3965 2021-08-17 08:20:36,591 - mmaction - INFO - Epoch [32][560/2640] lr: 1.000e-04, eta: 6:04:01, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6531, top5_acc: 0.8609, loss_cls: 1.3188, loss: 1.3188, grad_norm: 14.3537 2021-08-17 08:20:44,806 - mmaction - INFO - Epoch [32][580/2640] lr: 1.000e-04, eta: 6:03:52, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.6648, top5_acc: 0.8633, loss_cls: 1.2655, loss: 1.2655, grad_norm: 13.8335 2021-08-17 08:20:53,155 - mmaction - INFO - Epoch [32][600/2640] lr: 1.000e-04, eta: 6:03:43, time: 0.417, data_time: 0.001, memory: 5736, top1_acc: 0.6492, top5_acc: 0.8664, loss_cls: 1.3615, loss: 1.3615, grad_norm: 14.6673 2021-08-17 08:21:01,408 - mmaction - INFO - Epoch [32][620/2640] lr: 1.000e-04, eta: 6:03:34, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6523, top5_acc: 0.8555, loss_cls: 1.3231, loss: 1.3231, grad_norm: 14.1909 2021-08-17 08:21:09,690 - mmaction - INFO - Epoch [32][640/2640] lr: 1.000e-04, eta: 6:03:25, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.6562, top5_acc: 0.8672, loss_cls: 1.3191, loss: 1.3191, grad_norm: 14.5769 2021-08-17 08:21:17,977 - mmaction - INFO - Epoch [32][660/2640] lr: 1.000e-04, eta: 6:03:16, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6461, top5_acc: 0.8664, loss_cls: 1.3369, loss: 1.3369, grad_norm: 14.6201 2021-08-17 08:21:26,229 - mmaction - INFO - Epoch [32][680/2640] lr: 1.000e-04, eta: 6:03:06, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.6406, top5_acc: 0.8562, loss_cls: 1.3674, loss: 1.3674, grad_norm: 14.9492 2021-08-17 08:21:34,473 - mmaction - INFO - Epoch [32][700/2640] lr: 1.000e-04, eta: 6:02:57, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6539, top5_acc: 0.8695, loss_cls: 1.2764, loss: 1.2764, grad_norm: 14.0204 2021-08-17 08:21:42,766 - mmaction - INFO - Epoch [32][720/2640] lr: 1.000e-04, eta: 6:02:48, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.6523, top5_acc: 0.8750, loss_cls: 1.3107, loss: 1.3107, grad_norm: 14.4515 2021-08-17 08:21:51,029 - mmaction - INFO - Epoch [32][740/2640] lr: 1.000e-04, eta: 6:02:39, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6547, top5_acc: 0.8461, loss_cls: 1.3771, loss: 1.3771, grad_norm: 14.8240 2021-08-17 08:21:59,275 - mmaction - INFO - Epoch [32][760/2640] lr: 1.000e-04, eta: 6:02:30, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.6727, top5_acc: 0.8797, loss_cls: 1.2564, loss: 1.2564, grad_norm: 14.2693 2021-08-17 08:22:07,525 - mmaction - INFO - Epoch [32][780/2640] lr: 1.000e-04, eta: 6:02:21, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6383, top5_acc: 0.8484, loss_cls: 1.3507, loss: 1.3507, grad_norm: 14.6319 2021-08-17 08:22:15,775 - mmaction - INFO - Epoch [32][800/2640] lr: 1.000e-04, eta: 6:02:12, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.6453, top5_acc: 0.8484, loss_cls: 1.3771, loss: 1.3771, grad_norm: 14.9428 2021-08-17 08:22:23,986 - mmaction - INFO - Epoch [32][820/2640] lr: 1.000e-04, eta: 6:02:03, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6539, top5_acc: 0.8633, loss_cls: 1.3415, loss: 1.3415, grad_norm: 14.8858 2021-08-17 08:22:32,253 - mmaction - INFO - Epoch [32][840/2640] lr: 1.000e-04, eta: 6:01:53, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6594, top5_acc: 0.8617, loss_cls: 1.2860, loss: 1.2860, grad_norm: 14.0271 2021-08-17 08:22:40,620 - mmaction - INFO - Epoch [32][860/2640] lr: 1.000e-04, eta: 6:01:44, time: 0.419, data_time: 0.001, memory: 5736, top1_acc: 0.6633, top5_acc: 0.8695, loss_cls: 1.3038, loss: 1.3038, grad_norm: 14.4659 2021-08-17 08:22:48,861 - mmaction - INFO - Epoch [32][880/2640] lr: 1.000e-04, eta: 6:01:35, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6617, top5_acc: 0.8625, loss_cls: 1.3067, loss: 1.3067, grad_norm: 14.4940 2021-08-17 08:22:57,116 - mmaction - INFO - Epoch [32][900/2640] lr: 1.000e-04, eta: 6:01:26, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6438, top5_acc: 0.8461, loss_cls: 1.3823, loss: 1.3823, grad_norm: 14.0955 2021-08-17 08:23:05,423 - mmaction - INFO - Epoch [32][920/2640] lr: 1.000e-04, eta: 6:01:17, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.6391, top5_acc: 0.8625, loss_cls: 1.3400, loss: 1.3400, grad_norm: 14.8633 2021-08-17 08:23:13,667 - mmaction - INFO - Epoch [32][940/2640] lr: 1.000e-04, eta: 6:01:08, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6602, top5_acc: 0.8609, loss_cls: 1.3034, loss: 1.3034, grad_norm: 14.3482 2021-08-17 08:23:22,035 - mmaction - INFO - Epoch [32][960/2640] lr: 1.000e-04, eta: 6:00:59, time: 0.419, data_time: 0.002, memory: 5736, top1_acc: 0.6344, top5_acc: 0.8453, loss_cls: 1.4061, loss: 1.4061, grad_norm: 15.0356 2021-08-17 08:23:30,278 - mmaction - INFO - Epoch [32][980/2640] lr: 1.000e-04, eta: 6:00:50, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6500, top5_acc: 0.8602, loss_cls: 1.3287, loss: 1.3287, grad_norm: 14.3313 2021-08-17 08:23:38,513 - mmaction - INFO - Epoch [32][1000/2640] lr: 1.000e-04, eta: 6:00:40, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.6508, top5_acc: 0.8852, loss_cls: 1.2608, loss: 1.2608, grad_norm: 14.6220 2021-08-17 08:23:46,754 - mmaction - INFO - Epoch [32][1020/2640] lr: 1.000e-04, eta: 6:00:31, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6414, top5_acc: 0.8391, loss_cls: 1.4504, loss: 1.4504, grad_norm: 14.7933 2021-08-17 08:23:55,010 - mmaction - INFO - Epoch [32][1040/2640] lr: 1.000e-04, eta: 6:00:22, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.6727, top5_acc: 0.8766, loss_cls: 1.2743, loss: 1.2743, grad_norm: 14.1230 2021-08-17 08:24:03,267 - mmaction - INFO - Epoch [32][1060/2640] lr: 1.000e-04, eta: 6:00:13, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6516, top5_acc: 0.8586, loss_cls: 1.2853, loss: 1.2853, grad_norm: 14.0321 2021-08-17 08:24:11,602 - mmaction - INFO - Epoch [32][1080/2640] lr: 1.000e-04, eta: 6:00:04, time: 0.417, data_time: 0.002, memory: 5736, top1_acc: 0.6586, top5_acc: 0.8578, loss_cls: 1.3160, loss: 1.3160, grad_norm: 14.3172 2021-08-17 08:24:19,894 - mmaction - INFO - Epoch [32][1100/2640] lr: 1.000e-04, eta: 5:59:55, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6500, top5_acc: 0.8633, loss_cls: 1.3613, loss: 1.3613, grad_norm: 14.8371 2021-08-17 08:24:28,263 - mmaction - INFO - Epoch [32][1120/2640] lr: 1.000e-04, eta: 5:59:46, time: 0.419, data_time: 0.002, memory: 5736, top1_acc: 0.6445, top5_acc: 0.8492, loss_cls: 1.4039, loss: 1.4039, grad_norm: 14.8499 2021-08-17 08:24:36,464 - mmaction - INFO - Epoch [32][1140/2640] lr: 1.000e-04, eta: 5:59:37, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.6375, top5_acc: 0.8703, loss_cls: 1.3402, loss: 1.3402, grad_norm: 14.4585 2021-08-17 08:24:44,779 - mmaction - INFO - Epoch [32][1160/2640] lr: 1.000e-04, eta: 5:59:28, time: 0.416, data_time: 0.001, memory: 5736, top1_acc: 0.6375, top5_acc: 0.8445, loss_cls: 1.3945, loss: 1.3945, grad_norm: 14.7833 2021-08-17 08:24:53,005 - mmaction - INFO - Epoch [32][1180/2640] lr: 1.000e-04, eta: 5:59:18, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.6422, top5_acc: 0.8523, loss_cls: 1.3562, loss: 1.3562, grad_norm: 14.8694 2021-08-17 08:25:01,317 - mmaction - INFO - Epoch [32][1200/2640] lr: 1.000e-04, eta: 5:59:09, time: 0.416, data_time: 0.002, memory: 5736, top1_acc: 0.6727, top5_acc: 0.8773, loss_cls: 1.2458, loss: 1.2458, grad_norm: 14.5218 2021-08-17 08:25:09,563 - mmaction - INFO - Epoch [32][1220/2640] lr: 1.000e-04, eta: 5:59:00, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.6562, top5_acc: 0.8703, loss_cls: 1.2888, loss: 1.2888, grad_norm: 14.7523 2021-08-17 08:25:17,811 - mmaction - INFO - Epoch [32][1240/2640] lr: 1.000e-04, eta: 5:58:51, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.6445, top5_acc: 0.8664, loss_cls: 1.3729, loss: 1.3729, grad_norm: 14.6580 2021-08-17 08:25:26,103 - mmaction - INFO - Epoch [32][1260/2640] lr: 1.000e-04, eta: 5:58:42, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6500, top5_acc: 0.8602, loss_cls: 1.2937, loss: 1.2937, grad_norm: 14.3639 2021-08-17 08:25:34,334 - mmaction - INFO - Epoch [32][1280/2640] lr: 1.000e-04, eta: 5:58:33, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6188, top5_acc: 0.8398, loss_cls: 1.4502, loss: 1.4502, grad_norm: 15.0462 2021-08-17 08:25:42,617 - mmaction - INFO - Epoch [32][1300/2640] lr: 1.000e-04, eta: 5:58:24, time: 0.414, data_time: 0.000, memory: 5736, top1_acc: 0.6469, top5_acc: 0.8672, loss_cls: 1.3196, loss: 1.3196, grad_norm: 14.2412 2021-08-17 08:25:50,846 - mmaction - INFO - Epoch [32][1320/2640] lr: 1.000e-04, eta: 5:58:15, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.6438, top5_acc: 0.8602, loss_cls: 1.3447, loss: 1.3447, grad_norm: 14.5256 2021-08-17 08:25:59,103 - mmaction - INFO - Epoch [32][1340/2640] lr: 1.000e-04, eta: 5:58:05, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.6578, top5_acc: 0.8711, loss_cls: 1.2947, loss: 1.2947, grad_norm: 14.5344 2021-08-17 08:26:07,348 - mmaction - INFO - Epoch [32][1360/2640] lr: 1.000e-04, eta: 5:57:56, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.6367, top5_acc: 0.8484, loss_cls: 1.4040, loss: 1.4040, grad_norm: 14.7612 2021-08-17 08:26:15,525 - mmaction - INFO - Epoch [32][1380/2640] lr: 1.000e-04, eta: 5:57:47, time: 0.409, data_time: 0.001, memory: 5736, top1_acc: 0.6406, top5_acc: 0.8523, loss_cls: 1.3604, loss: 1.3604, grad_norm: 14.7079 2021-08-17 08:26:23,796 - mmaction - INFO - Epoch [32][1400/2640] lr: 1.000e-04, eta: 5:57:38, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6211, top5_acc: 0.8492, loss_cls: 1.3692, loss: 1.3692, grad_norm: 14.6761 2021-08-17 08:26:32,031 - mmaction - INFO - Epoch [32][1420/2640] lr: 1.000e-04, eta: 5:57:29, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6555, top5_acc: 0.8539, loss_cls: 1.3355, loss: 1.3355, grad_norm: 14.6577 2021-08-17 08:26:40,255 - mmaction - INFO - Epoch [32][1440/2640] lr: 1.000e-04, eta: 5:57:20, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6547, top5_acc: 0.8586, loss_cls: 1.3634, loss: 1.3634, grad_norm: 14.8210 2021-08-17 08:26:48,560 - mmaction - INFO - Epoch [32][1460/2640] lr: 1.000e-04, eta: 5:57:11, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.6367, top5_acc: 0.8484, loss_cls: 1.4094, loss: 1.4094, grad_norm: 14.6982 2021-08-17 08:26:56,833 - mmaction - INFO - Epoch [32][1480/2640] lr: 1.000e-04, eta: 5:57:02, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6617, top5_acc: 0.8695, loss_cls: 1.3322, loss: 1.3322, grad_norm: 14.3756 2021-08-17 08:27:05,067 - mmaction - INFO - Epoch [32][1500/2640] lr: 1.000e-04, eta: 5:56:52, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6320, top5_acc: 0.8633, loss_cls: 1.3524, loss: 1.3524, grad_norm: 14.6542 2021-08-17 08:27:13,334 - mmaction - INFO - Epoch [32][1520/2640] lr: 1.000e-04, eta: 5:56:43, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.6609, top5_acc: 0.8688, loss_cls: 1.3063, loss: 1.3063, grad_norm: 14.5650 2021-08-17 08:27:21,535 - mmaction - INFO - Epoch [32][1540/2640] lr: 1.000e-04, eta: 5:56:34, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.6625, top5_acc: 0.8680, loss_cls: 1.2827, loss: 1.2827, grad_norm: 14.3468 2021-08-17 08:27:29,772 - mmaction - INFO - Epoch [32][1560/2640] lr: 1.000e-04, eta: 5:56:25, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6484, top5_acc: 0.8562, loss_cls: 1.3634, loss: 1.3634, grad_norm: 14.8846 2021-08-17 08:27:38,029 - mmaction - INFO - Epoch [32][1580/2640] lr: 1.000e-04, eta: 5:56:16, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6641, top5_acc: 0.8734, loss_cls: 1.2700, loss: 1.2700, grad_norm: 14.1988 2021-08-17 08:27:46,330 - mmaction - INFO - Epoch [32][1600/2640] lr: 1.000e-04, eta: 5:56:07, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.6438, top5_acc: 0.8445, loss_cls: 1.4133, loss: 1.4133, grad_norm: 15.0267 2021-08-17 08:27:54,593 - mmaction - INFO - Epoch [32][1620/2640] lr: 1.000e-04, eta: 5:55:58, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6680, top5_acc: 0.8820, loss_cls: 1.2552, loss: 1.2552, grad_norm: 13.9991 2021-08-17 08:28:02,858 - mmaction - INFO - Epoch [32][1640/2640] lr: 1.000e-04, eta: 5:55:49, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.6594, top5_acc: 0.8766, loss_cls: 1.2587, loss: 1.2587, grad_norm: 14.2982 2021-08-17 08:28:11,114 - mmaction - INFO - Epoch [32][1660/2640] lr: 1.000e-04, eta: 5:55:39, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6453, top5_acc: 0.8500, loss_cls: 1.3258, loss: 1.3258, grad_norm: 15.0113 2021-08-17 08:28:19,404 - mmaction - INFO - Epoch [32][1680/2640] lr: 1.000e-04, eta: 5:55:30, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.6492, top5_acc: 0.8562, loss_cls: 1.3643, loss: 1.3643, grad_norm: 15.1010 2021-08-17 08:28:27,650 - mmaction - INFO - Epoch [32][1700/2640] lr: 1.000e-04, eta: 5:55:21, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.6555, top5_acc: 0.8578, loss_cls: 1.3663, loss: 1.3663, grad_norm: 14.7118 2021-08-17 08:28:35,926 - mmaction - INFO - Epoch [32][1720/2640] lr: 1.000e-04, eta: 5:55:12, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6445, top5_acc: 0.8438, loss_cls: 1.3994, loss: 1.3994, grad_norm: 14.3497 2021-08-17 08:28:44,124 - mmaction - INFO - Epoch [32][1740/2640] lr: 1.000e-04, eta: 5:55:03, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.6430, top5_acc: 0.8570, loss_cls: 1.3521, loss: 1.3521, grad_norm: 15.0164 2021-08-17 08:28:52,373 - mmaction - INFO - Epoch [32][1760/2640] lr: 1.000e-04, eta: 5:54:54, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.6570, top5_acc: 0.8625, loss_cls: 1.3319, loss: 1.3319, grad_norm: 14.2093 2021-08-17 08:29:00,587 - mmaction - INFO - Epoch [32][1780/2640] lr: 1.000e-04, eta: 5:54:45, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6461, top5_acc: 0.8555, loss_cls: 1.3573, loss: 1.3573, grad_norm: 14.5854 2021-08-17 08:29:08,860 - mmaction - INFO - Epoch [32][1800/2640] lr: 1.000e-04, eta: 5:54:36, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6469, top5_acc: 0.8609, loss_cls: 1.3294, loss: 1.3294, grad_norm: 14.3062 2021-08-17 08:29:17,129 - mmaction - INFO - Epoch [32][1820/2640] lr: 1.000e-04, eta: 5:54:27, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6430, top5_acc: 0.8586, loss_cls: 1.3686, loss: 1.3686, grad_norm: 14.6409 2021-08-17 08:29:25,325 - mmaction - INFO - Epoch [32][1840/2640] lr: 1.000e-04, eta: 5:54:17, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.6648, top5_acc: 0.8695, loss_cls: 1.2470, loss: 1.2470, grad_norm: 14.5350 2021-08-17 08:29:33,557 - mmaction - INFO - Epoch [32][1860/2640] lr: 1.000e-04, eta: 5:54:08, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6352, top5_acc: 0.8555, loss_cls: 1.4367, loss: 1.4367, grad_norm: 15.2428 2021-08-17 08:29:41,822 - mmaction - INFO - Epoch [32][1880/2640] lr: 1.000e-04, eta: 5:53:59, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.6406, top5_acc: 0.8602, loss_cls: 1.3622, loss: 1.3622, grad_norm: 14.8247 2021-08-17 08:29:50,040 - mmaction - INFO - Epoch [32][1900/2640] lr: 1.000e-04, eta: 5:53:50, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6687, top5_acc: 0.8695, loss_cls: 1.2634, loss: 1.2634, grad_norm: 13.9886 2021-08-17 08:29:58,306 - mmaction - INFO - Epoch [32][1920/2640] lr: 1.000e-04, eta: 5:53:41, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6594, top5_acc: 0.8844, loss_cls: 1.2323, loss: 1.2323, grad_norm: 13.9894 2021-08-17 08:30:06,581 - mmaction - INFO - Epoch [32][1940/2640] lr: 1.000e-04, eta: 5:53:32, time: 0.414, data_time: 0.000, memory: 5736, top1_acc: 0.6555, top5_acc: 0.8562, loss_cls: 1.3682, loss: 1.3682, grad_norm: 15.3364 2021-08-17 08:30:14,755 - mmaction - INFO - Epoch [32][1960/2640] lr: 1.000e-04, eta: 5:53:23, time: 0.408, data_time: 0.001, memory: 5736, top1_acc: 0.6523, top5_acc: 0.8562, loss_cls: 1.3833, loss: 1.3833, grad_norm: 15.1556 2021-08-17 08:30:23,055 - mmaction - INFO - Epoch [32][1980/2640] lr: 1.000e-04, eta: 5:53:14, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.6453, top5_acc: 0.8719, loss_cls: 1.2837, loss: 1.2837, grad_norm: 14.2756 2021-08-17 08:30:31,331 - mmaction - INFO - Epoch [32][2000/2640] lr: 1.000e-04, eta: 5:53:05, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6445, top5_acc: 0.8328, loss_cls: 1.3920, loss: 1.3920, grad_norm: 14.7002 2021-08-17 08:30:39,536 - mmaction - INFO - Epoch [32][2020/2640] lr: 1.000e-04, eta: 5:52:55, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6500, top5_acc: 0.8508, loss_cls: 1.3522, loss: 1.3522, grad_norm: 14.7416 2021-08-17 08:30:47,791 - mmaction - INFO - Epoch [32][2040/2640] lr: 1.000e-04, eta: 5:52:46, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6656, top5_acc: 0.8570, loss_cls: 1.2860, loss: 1.2860, grad_norm: 14.5213 2021-08-17 08:30:56,033 - mmaction - INFO - Epoch [32][2060/2640] lr: 1.000e-04, eta: 5:52:37, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6523, top5_acc: 0.8742, loss_cls: 1.2852, loss: 1.2852, grad_norm: 14.4331 2021-08-17 08:31:04,299 - mmaction - INFO - Epoch [32][2080/2640] lr: 1.000e-04, eta: 5:52:28, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6625, top5_acc: 0.8602, loss_cls: 1.3061, loss: 1.3061, grad_norm: 14.4933 2021-08-17 08:31:12,519 - mmaction - INFO - Epoch [32][2100/2640] lr: 1.000e-04, eta: 5:52:19, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6344, top5_acc: 0.8586, loss_cls: 1.3690, loss: 1.3690, grad_norm: 14.8014 2021-08-17 08:31:20,793 - mmaction - INFO - Epoch [32][2120/2640] lr: 1.000e-04, eta: 5:52:10, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6398, top5_acc: 0.8625, loss_cls: 1.3572, loss: 1.3572, grad_norm: 15.2476 2021-08-17 08:31:29,001 - mmaction - INFO - Epoch [32][2140/2640] lr: 1.000e-04, eta: 5:52:01, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.6547, top5_acc: 0.8570, loss_cls: 1.3456, loss: 1.3456, grad_norm: 14.9267 2021-08-17 08:31:37,207 - mmaction - INFO - Epoch [32][2160/2640] lr: 1.000e-04, eta: 5:51:52, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.6578, top5_acc: 0.8711, loss_cls: 1.2676, loss: 1.2676, grad_norm: 14.5918 2021-08-17 08:31:45,452 - mmaction - INFO - Epoch [32][2180/2640] lr: 1.000e-04, eta: 5:51:42, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6484, top5_acc: 0.8594, loss_cls: 1.3432, loss: 1.3432, grad_norm: 15.3198 2021-08-17 08:31:53,734 - mmaction - INFO - Epoch [32][2200/2640] lr: 1.000e-04, eta: 5:51:33, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.6508, top5_acc: 0.8500, loss_cls: 1.3563, loss: 1.3563, grad_norm: 15.1208 2021-08-17 08:32:02,072 - mmaction - INFO - Epoch [32][2220/2640] lr: 1.000e-04, eta: 5:51:24, time: 0.417, data_time: 0.001, memory: 5736, top1_acc: 0.6289, top5_acc: 0.8562, loss_cls: 1.4350, loss: 1.4350, grad_norm: 15.2014 2021-08-17 08:32:10,374 - mmaction - INFO - Epoch [32][2240/2640] lr: 1.000e-04, eta: 5:51:15, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.6414, top5_acc: 0.8539, loss_cls: 1.3747, loss: 1.3747, grad_norm: 14.8661 2021-08-17 08:32:18,571 - mmaction - INFO - Epoch [32][2260/2640] lr: 1.000e-04, eta: 5:51:06, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.6336, top5_acc: 0.8602, loss_cls: 1.3223, loss: 1.3223, grad_norm: 14.5546 2021-08-17 08:32:26,832 - mmaction - INFO - Epoch [32][2280/2640] lr: 1.000e-04, eta: 5:50:57, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6508, top5_acc: 0.8680, loss_cls: 1.3272, loss: 1.3272, grad_norm: 14.1648 2021-08-17 08:32:35,024 - mmaction - INFO - Epoch [32][2300/2640] lr: 1.000e-04, eta: 5:50:48, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.6687, top5_acc: 0.8656, loss_cls: 1.3179, loss: 1.3179, grad_norm: 14.3266 2021-08-17 08:32:43,286 - mmaction - INFO - Epoch [32][2320/2640] lr: 1.000e-04, eta: 5:50:39, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6516, top5_acc: 0.8805, loss_cls: 1.2854, loss: 1.2854, grad_norm: 14.4521 2021-08-17 08:32:51,483 - mmaction - INFO - Epoch [32][2340/2640] lr: 1.000e-04, eta: 5:50:30, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.6273, top5_acc: 0.8422, loss_cls: 1.4445, loss: 1.4445, grad_norm: 15.1303 2021-08-17 08:32:59,719 - mmaction - INFO - Epoch [32][2360/2640] lr: 1.000e-04, eta: 5:50:20, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.6625, top5_acc: 0.8742, loss_cls: 1.2795, loss: 1.2795, grad_norm: 14.2580 2021-08-17 08:33:07,929 - mmaction - INFO - Epoch [32][2380/2640] lr: 1.000e-04, eta: 5:50:11, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.6656, top5_acc: 0.8648, loss_cls: 1.2756, loss: 1.2756, grad_norm: 14.0513 2021-08-17 08:33:16,253 - mmaction - INFO - Epoch [32][2400/2640] lr: 1.000e-04, eta: 5:50:02, time: 0.416, data_time: 0.002, memory: 5736, top1_acc: 0.6695, top5_acc: 0.8742, loss_cls: 1.2552, loss: 1.2552, grad_norm: 14.7953 2021-08-17 08:33:24,484 - mmaction - INFO - Epoch [32][2420/2640] lr: 1.000e-04, eta: 5:49:53, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6570, top5_acc: 0.8648, loss_cls: 1.3157, loss: 1.3157, grad_norm: 14.9172 2021-08-17 08:33:32,776 - mmaction - INFO - Epoch [32][2440/2640] lr: 1.000e-04, eta: 5:49:44, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6328, top5_acc: 0.8602, loss_cls: 1.4105, loss: 1.4105, grad_norm: 14.9428 2021-08-17 08:33:41,008 - mmaction - INFO - Epoch [32][2460/2640] lr: 1.000e-04, eta: 5:49:35, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6672, top5_acc: 0.8594, loss_cls: 1.3103, loss: 1.3103, grad_norm: 14.2036 2021-08-17 08:33:49,226 - mmaction - INFO - Epoch [32][2480/2640] lr: 1.000e-04, eta: 5:49:26, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6477, top5_acc: 0.8453, loss_cls: 1.3573, loss: 1.3573, grad_norm: 14.3890 2021-08-17 08:33:57,497 - mmaction - INFO - Epoch [32][2500/2640] lr: 1.000e-04, eta: 5:49:17, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6391, top5_acc: 0.8523, loss_cls: 1.3923, loss: 1.3923, grad_norm: 15.1796 2021-08-17 08:34:05,832 - mmaction - INFO - Epoch [32][2520/2640] lr: 1.000e-04, eta: 5:49:08, time: 0.416, data_time: 0.002, memory: 5736, top1_acc: 0.6508, top5_acc: 0.8562, loss_cls: 1.3315, loss: 1.3315, grad_norm: 14.6734 2021-08-17 08:34:14,071 - mmaction - INFO - Epoch [32][2540/2640] lr: 1.000e-04, eta: 5:48:59, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6445, top5_acc: 0.8438, loss_cls: 1.4068, loss: 1.4068, grad_norm: 15.1740 2021-08-17 08:34:22,350 - mmaction - INFO - Epoch [32][2560/2640] lr: 1.000e-04, eta: 5:48:50, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6523, top5_acc: 0.8680, loss_cls: 1.3365, loss: 1.3365, grad_norm: 14.9894 2021-08-17 08:34:30,551 - mmaction - INFO - Epoch [32][2580/2640] lr: 1.000e-04, eta: 5:48:40, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.6594, top5_acc: 0.8625, loss_cls: 1.3228, loss: 1.3228, grad_norm: 14.5526 2021-08-17 08:34:38,830 - mmaction - INFO - Epoch [32][2600/2640] lr: 1.000e-04, eta: 5:48:31, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.6203, top5_acc: 0.8438, loss_cls: 1.4466, loss: 1.4466, grad_norm: 15.2615 2021-08-17 08:34:47,049 - mmaction - INFO - Epoch [32][2620/2640] lr: 1.000e-04, eta: 5:48:22, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.6391, top5_acc: 0.8492, loss_cls: 1.3706, loss: 1.3706, grad_norm: 14.8856 2021-08-17 08:34:55,098 - mmaction - INFO - Epoch [32][2640/2640] lr: 1.000e-04, eta: 5:48:13, time: 0.402, data_time: 0.002, memory: 5736, top1_acc: 0.6476, top5_acc: 0.8774, loss_cls: 1.3217, loss: 1.3217, grad_norm: 14.6762 2021-08-17 08:34:56,782 - mmaction - INFO - Saving checkpoint at 32 epochs 2021-08-17 08:34:57,179 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-08-17 08:36:09,795 - mmaction - INFO - Epoch [33][20/2640] lr: 1.000e-04, eta: 5:48:40, time: 3.630, data_time: 3.210, memory: 5736, top1_acc: 0.6484, top5_acc: 0.8547, loss_cls: 1.3350, loss: 1.3350, grad_norm: 14.7891 2021-08-17 08:36:18,078 - mmaction - INFO - Epoch [33][40/2640] lr: 1.000e-04, eta: 5:48:31, time: 0.414, data_time: 0.004, memory: 5736, top1_acc: 0.6617, top5_acc: 0.8742, loss_cls: 1.2705, loss: 1.2705, grad_norm: 14.3168 2021-08-17 08:36:26,238 - mmaction - INFO - Epoch [33][60/2640] lr: 1.000e-04, eta: 5:48:22, time: 0.408, data_time: 0.000, memory: 5736, top1_acc: 0.6578, top5_acc: 0.8680, loss_cls: 1.3236, loss: 1.3236, grad_norm: 14.8717 2021-08-17 08:36:34,471 - mmaction - INFO - Epoch [33][80/2640] lr: 1.000e-04, eta: 5:48:13, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.6484, top5_acc: 0.8625, loss_cls: 1.3062, loss: 1.3062, grad_norm: 14.9187 2021-08-17 08:36:42,729 - mmaction - INFO - Epoch [33][100/2640] lr: 1.000e-04, eta: 5:48:04, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6516, top5_acc: 0.8695, loss_cls: 1.3296, loss: 1.3296, grad_norm: 14.6776 2021-08-17 08:36:50,970 - mmaction - INFO - Epoch [33][120/2640] lr: 1.000e-04, eta: 5:47:54, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.6484, top5_acc: 0.8594, loss_cls: 1.3422, loss: 1.3422, grad_norm: 14.9801 2021-08-17 08:36:59,150 - mmaction - INFO - Epoch [33][140/2640] lr: 1.000e-04, eta: 5:47:45, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.6383, top5_acc: 0.8609, loss_cls: 1.3574, loss: 1.3574, grad_norm: 14.6423 2021-08-17 08:37:07,399 - mmaction - INFO - Epoch [33][160/2640] lr: 1.000e-04, eta: 5:47:36, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6539, top5_acc: 0.8703, loss_cls: 1.2751, loss: 1.2751, grad_norm: 14.4652 2021-08-17 08:37:15,677 - mmaction - INFO - Epoch [33][180/2640] lr: 1.000e-04, eta: 5:47:27, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6570, top5_acc: 0.8609, loss_cls: 1.3090, loss: 1.3090, grad_norm: 15.0991 2021-08-17 08:37:26,279 - mmaction - INFO - Epoch [33][200/2640] lr: 1.000e-04, eta: 5:47:19, time: 0.530, data_time: 0.121, memory: 5736, top1_acc: 0.6391, top5_acc: 0.8602, loss_cls: 1.3773, loss: 1.3773, grad_norm: 15.2140 2021-08-17 08:37:34,469 - mmaction - INFO - Epoch [33][220/2640] lr: 1.000e-04, eta: 5:47:10, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.6453, top5_acc: 0.8734, loss_cls: 1.3270, loss: 1.3270, grad_norm: 14.7518 2021-08-17 08:37:42,855 - mmaction - INFO - Epoch [33][240/2640] lr: 1.000e-04, eta: 5:47:01, time: 0.419, data_time: 0.001, memory: 5736, top1_acc: 0.6633, top5_acc: 0.8797, loss_cls: 1.2524, loss: 1.2524, grad_norm: 13.8747 2021-08-17 08:37:51,040 - mmaction - INFO - Epoch [33][260/2640] lr: 1.000e-04, eta: 5:46:52, time: 0.409, data_time: 0.001, memory: 5736, top1_acc: 0.6539, top5_acc: 0.8547, loss_cls: 1.3316, loss: 1.3316, grad_norm: 14.7627 2021-08-17 08:37:59,314 - mmaction - INFO - Epoch [33][280/2640] lr: 1.000e-04, eta: 5:46:43, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6562, top5_acc: 0.8602, loss_cls: 1.3289, loss: 1.3289, grad_norm: 15.0688 2021-08-17 08:38:07,556 - mmaction - INFO - Epoch [33][300/2640] lr: 1.000e-04, eta: 5:46:34, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.6500, top5_acc: 0.8586, loss_cls: 1.3732, loss: 1.3732, grad_norm: 14.8280 2021-08-17 08:38:15,840 - mmaction - INFO - Epoch [33][320/2640] lr: 1.000e-04, eta: 5:46:25, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.6531, top5_acc: 0.8625, loss_cls: 1.3533, loss: 1.3533, grad_norm: 15.2523 2021-08-17 08:38:24,071 - mmaction - INFO - Epoch [33][340/2640] lr: 1.000e-04, eta: 5:46:15, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.6547, top5_acc: 0.8641, loss_cls: 1.3042, loss: 1.3042, grad_norm: 14.4508 2021-08-17 08:38:32,370 - mmaction - INFO - Epoch [33][360/2640] lr: 1.000e-04, eta: 5:46:06, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.6664, top5_acc: 0.8750, loss_cls: 1.2611, loss: 1.2611, grad_norm: 14.3194 2021-08-17 08:38:40,584 - mmaction - INFO - Epoch [33][380/2640] lr: 1.000e-04, eta: 5:45:57, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.6578, top5_acc: 0.8695, loss_cls: 1.2897, loss: 1.2897, grad_norm: 14.8833 2021-08-17 08:38:48,863 - mmaction - INFO - Epoch [33][400/2640] lr: 1.000e-04, eta: 5:45:48, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.6648, top5_acc: 0.8727, loss_cls: 1.2605, loss: 1.2605, grad_norm: 14.7470 2021-08-17 08:38:57,058 - mmaction - INFO - Epoch [33][420/2640] lr: 1.000e-04, eta: 5:45:39, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.6461, top5_acc: 0.8570, loss_cls: 1.3503, loss: 1.3503, grad_norm: 14.5409 2021-08-17 08:39:05,338 - mmaction - INFO - Epoch [33][440/2640] lr: 1.000e-04, eta: 5:45:30, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.6523, top5_acc: 0.8789, loss_cls: 1.2647, loss: 1.2647, grad_norm: 14.6410 2021-08-17 08:39:13,624 - mmaction - INFO - Epoch [33][460/2640] lr: 1.000e-04, eta: 5:45:21, time: 0.414, data_time: 0.000, memory: 5736, top1_acc: 0.6492, top5_acc: 0.8609, loss_cls: 1.3348, loss: 1.3348, grad_norm: 14.5493 2021-08-17 08:39:21,831 - mmaction - INFO - Epoch [33][480/2640] lr: 1.000e-04, eta: 5:45:12, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.6586, top5_acc: 0.8641, loss_cls: 1.2966, loss: 1.2966, grad_norm: 15.0370 2021-08-17 08:39:30,070 - mmaction - INFO - Epoch [33][500/2640] lr: 1.000e-04, eta: 5:45:02, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6703, top5_acc: 0.8859, loss_cls: 1.2583, loss: 1.2583, grad_norm: 14.8379 2021-08-17 08:39:38,315 - mmaction - INFO - Epoch [33][520/2640] lr: 1.000e-04, eta: 5:44:53, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.6453, top5_acc: 0.8516, loss_cls: 1.3450, loss: 1.3450, grad_norm: 15.3207 2021-08-17 08:39:46,505 - mmaction - INFO - Epoch [33][540/2640] lr: 1.000e-04, eta: 5:44:44, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.6523, top5_acc: 0.8570, loss_cls: 1.3390, loss: 1.3390, grad_norm: 14.8662 2021-08-17 08:39:54,760 - mmaction - INFO - Epoch [33][560/2640] lr: 1.000e-04, eta: 5:44:35, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6641, top5_acc: 0.8695, loss_cls: 1.2395, loss: 1.2395, grad_norm: 14.4828 2021-08-17 08:40:03,084 - mmaction - INFO - Epoch [33][580/2640] lr: 1.000e-04, eta: 5:44:26, time: 0.416, data_time: 0.001, memory: 5736, top1_acc: 0.6438, top5_acc: 0.8688, loss_cls: 1.2986, loss: 1.2986, grad_norm: 14.6162 2021-08-17 08:40:11,432 - mmaction - INFO - Epoch [33][600/2640] lr: 1.000e-04, eta: 5:44:17, time: 0.417, data_time: 0.002, memory: 5736, top1_acc: 0.6602, top5_acc: 0.8695, loss_cls: 1.3469, loss: 1.3469, grad_norm: 14.7656 2021-08-17 08:40:19,666 - mmaction - INFO - Epoch [33][620/2640] lr: 1.000e-04, eta: 5:44:08, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6672, top5_acc: 0.8703, loss_cls: 1.2692, loss: 1.2692, grad_norm: 14.7915 2021-08-17 08:40:27,950 - mmaction - INFO - Epoch [33][640/2640] lr: 1.000e-04, eta: 5:43:59, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6773, top5_acc: 0.8828, loss_cls: 1.2526, loss: 1.2526, grad_norm: 15.0334 2021-08-17 08:40:36,177 - mmaction - INFO - Epoch [33][660/2640] lr: 1.000e-04, eta: 5:43:50, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6375, top5_acc: 0.8672, loss_cls: 1.3475, loss: 1.3475, grad_norm: 15.3116 2021-08-17 08:40:44,468 - mmaction - INFO - Epoch [33][680/2640] lr: 1.000e-04, eta: 5:43:41, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.6719, top5_acc: 0.8797, loss_cls: 1.2260, loss: 1.2260, grad_norm: 14.4687 2021-08-17 08:40:52,684 - mmaction - INFO - Epoch [33][700/2640] lr: 1.000e-04, eta: 5:43:31, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6516, top5_acc: 0.8477, loss_cls: 1.3684, loss: 1.3684, grad_norm: 15.3368 2021-08-17 08:41:00,989 - mmaction - INFO - Epoch [33][720/2640] lr: 1.000e-04, eta: 5:43:22, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.6664, top5_acc: 0.8750, loss_cls: 1.2710, loss: 1.2710, grad_norm: 14.1667 2021-08-17 08:41:09,342 - mmaction - INFO - Epoch [33][740/2640] lr: 1.000e-04, eta: 5:43:13, time: 0.418, data_time: 0.001, memory: 5736, top1_acc: 0.6531, top5_acc: 0.8812, loss_cls: 1.3106, loss: 1.3106, grad_norm: 14.8965 2021-08-17 08:41:17,586 - mmaction - INFO - Epoch [33][760/2640] lr: 1.000e-04, eta: 5:43:04, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.6430, top5_acc: 0.8578, loss_cls: 1.3839, loss: 1.3839, grad_norm: 15.1523 2021-08-17 08:41:25,800 - mmaction - INFO - Epoch [33][780/2640] lr: 1.000e-04, eta: 5:42:55, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.6430, top5_acc: 0.8625, loss_cls: 1.3478, loss: 1.3478, grad_norm: 15.0679 2021-08-17 08:41:34,077 - mmaction - INFO - Epoch [33][800/2640] lr: 1.000e-04, eta: 5:42:46, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.6586, top5_acc: 0.8695, loss_cls: 1.2941, loss: 1.2941, grad_norm: 14.6540 2021-08-17 08:41:42,261 - mmaction - INFO - Epoch [33][820/2640] lr: 1.000e-04, eta: 5:42:37, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.6602, top5_acc: 0.8656, loss_cls: 1.3235, loss: 1.3235, grad_norm: 14.4226 2021-08-17 08:41:50,476 - mmaction - INFO - Epoch [33][840/2640] lr: 1.000e-04, eta: 5:42:28, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6414, top5_acc: 0.8594, loss_cls: 1.3475, loss: 1.3475, grad_norm: 14.9270 2021-08-17 08:41:58,766 - mmaction - INFO - Epoch [33][860/2640] lr: 1.000e-04, eta: 5:42:19, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.6516, top5_acc: 0.8656, loss_cls: 1.3446, loss: 1.3446, grad_norm: 14.8844 2021-08-17 08:42:07,019 - mmaction - INFO - Epoch [33][880/2640] lr: 1.000e-04, eta: 5:42:10, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6453, top5_acc: 0.8703, loss_cls: 1.2938, loss: 1.2938, grad_norm: 14.7696 2021-08-17 08:42:15,238 - mmaction - INFO - Epoch [33][900/2640] lr: 1.000e-04, eta: 5:42:00, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6844, top5_acc: 0.8578, loss_cls: 1.2738, loss: 1.2738, grad_norm: 13.8872 2021-08-17 08:42:23,528 - mmaction - INFO - Epoch [33][920/2640] lr: 1.000e-04, eta: 5:41:51, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6547, top5_acc: 0.8781, loss_cls: 1.2689, loss: 1.2689, grad_norm: 14.9078 2021-08-17 08:42:31,812 - mmaction - INFO - Epoch [33][940/2640] lr: 1.000e-04, eta: 5:41:42, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6805, top5_acc: 0.8781, loss_cls: 1.1985, loss: 1.1985, grad_norm: 14.3831 2021-08-17 08:42:40,050 - mmaction - INFO - Epoch [33][960/2640] lr: 1.000e-04, eta: 5:41:33, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.6469, top5_acc: 0.8648, loss_cls: 1.3396, loss: 1.3396, grad_norm: 15.2415 2021-08-17 08:42:48,326 - mmaction - INFO - Epoch [33][980/2640] lr: 1.000e-04, eta: 5:41:24, time: 0.414, data_time: 0.000, memory: 5736, top1_acc: 0.6383, top5_acc: 0.8672, loss_cls: 1.3346, loss: 1.3346, grad_norm: 14.9009 2021-08-17 08:42:56,580 - mmaction - INFO - Epoch [33][1000/2640] lr: 1.000e-04, eta: 5:41:15, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.6687, top5_acc: 0.8734, loss_cls: 1.2724, loss: 1.2724, grad_norm: 15.0151 2021-08-17 08:43:04,837 - mmaction - INFO - Epoch [33][1020/2640] lr: 1.000e-04, eta: 5:41:06, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6312, top5_acc: 0.8531, loss_cls: 1.4145, loss: 1.4145, grad_norm: 15.3559 2021-08-17 08:43:13,083 - mmaction - INFO - Epoch [33][1040/2640] lr: 1.000e-04, eta: 5:40:57, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.6391, top5_acc: 0.8648, loss_cls: 1.3541, loss: 1.3541, grad_norm: 14.8567 2021-08-17 08:43:21,287 - mmaction - INFO - Epoch [33][1060/2640] lr: 1.000e-04, eta: 5:40:48, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.6852, top5_acc: 0.8641, loss_cls: 1.2836, loss: 1.2836, grad_norm: 14.3013 2021-08-17 08:43:29,594 - mmaction - INFO - Epoch [33][1080/2640] lr: 1.000e-04, eta: 5:40:39, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.6391, top5_acc: 0.8727, loss_cls: 1.3344, loss: 1.3344, grad_norm: 14.7937 2021-08-17 08:43:37,819 - mmaction - INFO - Epoch [33][1100/2640] lr: 1.000e-04, eta: 5:40:29, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.6484, top5_acc: 0.8484, loss_cls: 1.3503, loss: 1.3503, grad_norm: 15.2317 2021-08-17 08:43:46,119 - mmaction - INFO - Epoch [33][1120/2640] lr: 1.000e-04, eta: 5:40:20, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.6641, top5_acc: 0.8727, loss_cls: 1.2710, loss: 1.2710, grad_norm: 14.5033 2021-08-17 08:43:54,376 - mmaction - INFO - Epoch [33][1140/2640] lr: 1.000e-04, eta: 5:40:11, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6633, top5_acc: 0.8789, loss_cls: 1.2498, loss: 1.2498, grad_norm: 14.8884 2021-08-17 08:44:02,581 - mmaction - INFO - Epoch [33][1160/2640] lr: 1.000e-04, eta: 5:40:02, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.6570, top5_acc: 0.8719, loss_cls: 1.3129, loss: 1.3129, grad_norm: 14.9805 2021-08-17 08:44:10,899 - mmaction - INFO - Epoch [33][1180/2640] lr: 1.000e-04, eta: 5:39:53, time: 0.416, data_time: 0.002, memory: 5736, top1_acc: 0.6703, top5_acc: 0.8781, loss_cls: 1.2294, loss: 1.2294, grad_norm: 14.3563 2021-08-17 08:44:19,137 - mmaction - INFO - Epoch [33][1200/2640] lr: 1.000e-04, eta: 5:39:44, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.6516, top5_acc: 0.8531, loss_cls: 1.3856, loss: 1.3856, grad_norm: 15.1380 2021-08-17 08:44:27,358 - mmaction - INFO - Epoch [33][1220/2640] lr: 1.000e-04, eta: 5:39:35, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6727, top5_acc: 0.8758, loss_cls: 1.2299, loss: 1.2299, grad_norm: 14.2571 2021-08-17 08:44:35,613 - mmaction - INFO - Epoch [33][1240/2640] lr: 1.000e-04, eta: 5:39:26, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6609, top5_acc: 0.8641, loss_cls: 1.3086, loss: 1.3086, grad_norm: 14.9493 2021-08-17 08:44:43,850 - mmaction - INFO - Epoch [33][1260/2640] lr: 1.000e-04, eta: 5:39:17, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6219, top5_acc: 0.8523, loss_cls: 1.4167, loss: 1.4167, grad_norm: 15.1925 2021-08-17 08:44:52,165 - mmaction - INFO - Epoch [33][1280/2640] lr: 1.000e-04, eta: 5:39:08, time: 0.416, data_time: 0.002, memory: 5736, top1_acc: 0.6336, top5_acc: 0.8484, loss_cls: 1.4525, loss: 1.4525, grad_norm: 15.6150 2021-08-17 08:45:00,415 - mmaction - INFO - Epoch [33][1300/2640] lr: 1.000e-04, eta: 5:38:58, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6602, top5_acc: 0.8641, loss_cls: 1.3111, loss: 1.3111, grad_norm: 14.3312 2021-08-17 08:45:08,632 - mmaction - INFO - Epoch [33][1320/2640] lr: 1.000e-04, eta: 5:38:49, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6352, top5_acc: 0.8516, loss_cls: 1.3753, loss: 1.3753, grad_norm: 14.5830 2021-08-17 08:45:16,814 - mmaction - INFO - Epoch [33][1340/2640] lr: 1.000e-04, eta: 5:38:40, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.6555, top5_acc: 0.8852, loss_cls: 1.2347, loss: 1.2347, grad_norm: 14.6561 2021-08-17 08:45:25,061 - mmaction - INFO - Epoch [33][1360/2640] lr: 1.000e-04, eta: 5:38:31, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6555, top5_acc: 0.8531, loss_cls: 1.3530, loss: 1.3530, grad_norm: 15.0072 2021-08-17 08:45:33,227 - mmaction - INFO - Epoch [33][1380/2640] lr: 1.000e-04, eta: 5:38:22, time: 0.408, data_time: 0.000, memory: 5736, top1_acc: 0.6539, top5_acc: 0.8648, loss_cls: 1.2646, loss: 1.2646, grad_norm: 14.4540 2021-08-17 08:45:41,474 - mmaction - INFO - Epoch [33][1400/2640] lr: 1.000e-04, eta: 5:38:13, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.6375, top5_acc: 0.8625, loss_cls: 1.3134, loss: 1.3134, grad_norm: 14.8986 2021-08-17 08:45:49,686 - mmaction - INFO - Epoch [33][1420/2640] lr: 1.000e-04, eta: 5:38:04, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6461, top5_acc: 0.8570, loss_cls: 1.3648, loss: 1.3648, grad_norm: 14.9550 2021-08-17 08:45:57,920 - mmaction - INFO - Epoch [33][1440/2640] lr: 1.000e-04, eta: 5:37:55, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.6492, top5_acc: 0.8695, loss_cls: 1.2790, loss: 1.2790, grad_norm: 14.5489 2021-08-17 08:46:06,198 - mmaction - INFO - Epoch [33][1460/2640] lr: 1.000e-04, eta: 5:37:46, time: 0.414, data_time: 0.000, memory: 5736, top1_acc: 0.6492, top5_acc: 0.8609, loss_cls: 1.3067, loss: 1.3067, grad_norm: 14.5851 2021-08-17 08:46:14,444 - mmaction - INFO - Epoch [33][1480/2640] lr: 1.000e-04, eta: 5:37:36, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6469, top5_acc: 0.8664, loss_cls: 1.3487, loss: 1.3487, grad_norm: 15.3082 2021-08-17 08:46:22,738 - mmaction - INFO - Epoch [33][1500/2640] lr: 1.000e-04, eta: 5:37:27, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.6555, top5_acc: 0.8727, loss_cls: 1.2900, loss: 1.2900, grad_norm: 14.5125 2021-08-17 08:46:30,994 - mmaction - INFO - Epoch [33][1520/2640] lr: 1.000e-04, eta: 5:37:18, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.6641, top5_acc: 0.8664, loss_cls: 1.3249, loss: 1.3249, grad_norm: 14.8879 2021-08-17 08:46:39,313 - mmaction - INFO - Epoch [33][1540/2640] lr: 1.000e-04, eta: 5:37:09, time: 0.417, data_time: 0.002, memory: 5736, top1_acc: 0.6555, top5_acc: 0.8586, loss_cls: 1.2952, loss: 1.2952, grad_norm: 14.8500 2021-08-17 08:46:47,576 - mmaction - INFO - Epoch [33][1560/2640] lr: 1.000e-04, eta: 5:37:00, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.6320, top5_acc: 0.8430, loss_cls: 1.3847, loss: 1.3847, grad_norm: 15.6638 2021-08-17 08:46:55,794 - mmaction - INFO - Epoch [33][1580/2640] lr: 1.000e-04, eta: 5:36:51, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6734, top5_acc: 0.8688, loss_cls: 1.2767, loss: 1.2767, grad_norm: 14.5712 2021-08-17 08:47:04,073 - mmaction - INFO - Epoch [33][1600/2640] lr: 1.000e-04, eta: 5:36:42, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.6250, top5_acc: 0.8609, loss_cls: 1.4015, loss: 1.4015, grad_norm: 15.5740 2021-08-17 08:47:12,250 - mmaction - INFO - Epoch [33][1620/2640] lr: 1.000e-04, eta: 5:36:33, time: 0.409, data_time: 0.001, memory: 5736, top1_acc: 0.6367, top5_acc: 0.8633, loss_cls: 1.3263, loss: 1.3263, grad_norm: 15.1811 2021-08-17 08:47:20,559 - mmaction - INFO - Epoch [33][1640/2640] lr: 1.000e-04, eta: 5:36:24, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.6578, top5_acc: 0.8711, loss_cls: 1.2799, loss: 1.2799, grad_norm: 15.1599 2021-08-17 08:47:28,791 - mmaction - INFO - Epoch [33][1660/2640] lr: 1.000e-04, eta: 5:36:15, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6664, top5_acc: 0.8805, loss_cls: 1.2693, loss: 1.2693, grad_norm: 15.0704 2021-08-17 08:47:37,035 - mmaction - INFO - Epoch [33][1680/2640] lr: 1.000e-04, eta: 5:36:06, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.6672, top5_acc: 0.8734, loss_cls: 1.2910, loss: 1.2910, grad_norm: 15.2816 2021-08-17 08:47:45,233 - mmaction - INFO - Epoch [33][1700/2640] lr: 1.000e-04, eta: 5:35:56, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.6492, top5_acc: 0.8656, loss_cls: 1.3073, loss: 1.3073, grad_norm: 15.2465 2021-08-17 08:47:53,573 - mmaction - INFO - Epoch [33][1720/2640] lr: 1.000e-04, eta: 5:35:47, time: 0.417, data_time: 0.002, memory: 5736, top1_acc: 0.6344, top5_acc: 0.8523, loss_cls: 1.3648, loss: 1.3648, grad_norm: 15.1520 2021-08-17 08:48:01,814 - mmaction - INFO - Epoch [33][1740/2640] lr: 1.000e-04, eta: 5:35:38, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6531, top5_acc: 0.8633, loss_cls: 1.3363, loss: 1.3363, grad_norm: 14.8532 2021-08-17 08:48:10,049 - mmaction - INFO - Epoch [33][1760/2640] lr: 1.000e-04, eta: 5:35:29, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6375, top5_acc: 0.8633, loss_cls: 1.3389, loss: 1.3389, grad_norm: 14.9963 2021-08-17 08:48:18,257 - mmaction - INFO - Epoch [33][1780/2640] lr: 1.000e-04, eta: 5:35:20, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.6648, top5_acc: 0.8633, loss_cls: 1.3295, loss: 1.3295, grad_norm: 14.6421 2021-08-17 08:48:26,463 - mmaction - INFO - Epoch [33][1800/2640] lr: 1.000e-04, eta: 5:35:11, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.6305, top5_acc: 0.8531, loss_cls: 1.3754, loss: 1.3754, grad_norm: 14.6980 2021-08-17 08:48:34,696 - mmaction - INFO - Epoch [33][1820/2640] lr: 1.000e-04, eta: 5:35:02, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.6500, top5_acc: 0.8586, loss_cls: 1.3352, loss: 1.3352, grad_norm: 14.9452 2021-08-17 08:48:42,913 - mmaction - INFO - Epoch [33][1840/2640] lr: 1.000e-04, eta: 5:34:53, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6789, top5_acc: 0.8766, loss_cls: 1.2182, loss: 1.2182, grad_norm: 14.5721 2021-08-17 08:48:51,262 - mmaction - INFO - Epoch [33][1860/2640] lr: 1.000e-04, eta: 5:34:44, time: 0.417, data_time: 0.002, memory: 5736, top1_acc: 0.6594, top5_acc: 0.8484, loss_cls: 1.3183, loss: 1.3183, grad_norm: 14.4759 2021-08-17 08:48:59,458 - mmaction - INFO - Epoch [33][1880/2640] lr: 1.000e-04, eta: 5:34:35, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.6539, top5_acc: 0.8688, loss_cls: 1.3296, loss: 1.3296, grad_norm: 15.1825 2021-08-17 08:49:07,789 - mmaction - INFO - Epoch [33][1900/2640] lr: 1.000e-04, eta: 5:34:26, time: 0.417, data_time: 0.002, memory: 5736, top1_acc: 0.6570, top5_acc: 0.8680, loss_cls: 1.2923, loss: 1.2923, grad_norm: 14.8258 2021-08-17 08:49:16,093 - mmaction - INFO - Epoch [33][1920/2640] lr: 1.000e-04, eta: 5:34:17, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.6656, top5_acc: 0.8648, loss_cls: 1.2712, loss: 1.2712, grad_norm: 14.5827 2021-08-17 08:49:24,425 - mmaction - INFO - Epoch [33][1940/2640] lr: 1.000e-04, eta: 5:34:08, time: 0.416, data_time: 0.001, memory: 5736, top1_acc: 0.6656, top5_acc: 0.8688, loss_cls: 1.2947, loss: 1.2947, grad_norm: 14.8437 2021-08-17 08:49:32,666 - mmaction - INFO - Epoch [33][1960/2640] lr: 1.000e-04, eta: 5:33:58, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6773, top5_acc: 0.8680, loss_cls: 1.2702, loss: 1.2702, grad_norm: 14.7225 2021-08-17 08:49:40,926 - mmaction - INFO - Epoch [33][1980/2640] lr: 1.000e-04, eta: 5:33:49, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6477, top5_acc: 0.8484, loss_cls: 1.3902, loss: 1.3902, grad_norm: 15.6186 2021-08-17 08:49:49,166 - mmaction - INFO - Epoch [33][2000/2640] lr: 1.000e-04, eta: 5:33:40, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6562, top5_acc: 0.8727, loss_cls: 1.3126, loss: 1.3126, grad_norm: 14.8743 2021-08-17 08:49:57,417 - mmaction - INFO - Epoch [33][2020/2640] lr: 1.000e-04, eta: 5:33:31, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.6484, top5_acc: 0.8789, loss_cls: 1.2732, loss: 1.2732, grad_norm: 15.4667 2021-08-17 08:50:05,644 - mmaction - INFO - Epoch [33][2040/2640] lr: 1.000e-04, eta: 5:33:22, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.6672, top5_acc: 0.8648, loss_cls: 1.3170, loss: 1.3170, grad_norm: 14.9078 2021-08-17 08:50:13,892 - mmaction - INFO - Epoch [33][2060/2640] lr: 1.000e-04, eta: 5:33:13, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.6375, top5_acc: 0.8562, loss_cls: 1.3869, loss: 1.3869, grad_norm: 15.4346 2021-08-17 08:50:22,159 - mmaction - INFO - Epoch [33][2080/2640] lr: 1.000e-04, eta: 5:33:04, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.6320, top5_acc: 0.8664, loss_cls: 1.3274, loss: 1.3274, grad_norm: 14.7223 2021-08-17 08:50:30,402 - mmaction - INFO - Epoch [33][2100/2640] lr: 1.000e-04, eta: 5:32:55, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6430, top5_acc: 0.8656, loss_cls: 1.3223, loss: 1.3223, grad_norm: 15.1886 2021-08-17 08:50:38,745 - mmaction - INFO - Epoch [33][2120/2640] lr: 1.000e-04, eta: 5:32:46, time: 0.417, data_time: 0.001, memory: 5736, top1_acc: 0.6602, top5_acc: 0.8602, loss_cls: 1.3527, loss: 1.3527, grad_norm: 15.3163 2021-08-17 08:50:46,973 - mmaction - INFO - Epoch [33][2140/2640] lr: 1.000e-04, eta: 5:32:37, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.6414, top5_acc: 0.8453, loss_cls: 1.3528, loss: 1.3528, grad_norm: 15.0676 2021-08-17 08:50:55,199 - mmaction - INFO - Epoch [33][2160/2640] lr: 1.000e-04, eta: 5:32:28, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6922, top5_acc: 0.8805, loss_cls: 1.2121, loss: 1.2121, grad_norm: 14.1776 2021-08-17 08:51:03,546 - mmaction - INFO - Epoch [33][2180/2640] lr: 1.000e-04, eta: 5:32:19, time: 0.417, data_time: 0.002, memory: 5736, top1_acc: 0.6609, top5_acc: 0.8820, loss_cls: 1.2437, loss: 1.2437, grad_norm: 15.3908 2021-08-17 08:51:11,766 - mmaction - INFO - Epoch [33][2200/2640] lr: 1.000e-04, eta: 5:32:10, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.6734, top5_acc: 0.8773, loss_cls: 1.1864, loss: 1.1864, grad_norm: 14.7829 2021-08-17 08:51:20,038 - mmaction - INFO - Epoch [33][2220/2640] lr: 1.000e-04, eta: 5:32:00, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6438, top5_acc: 0.8508, loss_cls: 1.3476, loss: 1.3476, grad_norm: 15.2830 2021-08-17 08:51:28,258 - mmaction - INFO - Epoch [33][2240/2640] lr: 1.000e-04, eta: 5:31:51, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.6602, top5_acc: 0.8633, loss_cls: 1.2950, loss: 1.2950, grad_norm: 14.8646 2021-08-17 08:51:36,481 - mmaction - INFO - Epoch [33][2260/2640] lr: 1.000e-04, eta: 5:31:42, time: 0.411, data_time: 0.002, memory: 5736, top1_acc: 0.6547, top5_acc: 0.8625, loss_cls: 1.3546, loss: 1.3546, grad_norm: 15.1551 2021-08-17 08:51:44,703 - mmaction - INFO - Epoch [33][2280/2640] lr: 1.000e-04, eta: 5:31:33, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6453, top5_acc: 0.8570, loss_cls: 1.3433, loss: 1.3433, grad_norm: 14.9617 2021-08-17 08:51:52,926 - mmaction - INFO - Epoch [33][2300/2640] lr: 1.000e-04, eta: 5:31:24, time: 0.411, data_time: 0.002, memory: 5736, top1_acc: 0.6492, top5_acc: 0.8633, loss_cls: 1.2979, loss: 1.2979, grad_norm: 14.6118 2021-08-17 08:52:01,222 - mmaction - INFO - Epoch [33][2320/2640] lr: 1.000e-04, eta: 5:31:15, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6586, top5_acc: 0.8641, loss_cls: 1.3157, loss: 1.3157, grad_norm: 15.2605 2021-08-17 08:52:09,461 - mmaction - INFO - Epoch [33][2340/2640] lr: 1.000e-04, eta: 5:31:06, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6805, top5_acc: 0.8664, loss_cls: 1.2649, loss: 1.2649, grad_norm: 14.5363 2021-08-17 08:52:17,743 - mmaction - INFO - Epoch [33][2360/2640] lr: 1.000e-04, eta: 5:30:57, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.6578, top5_acc: 0.8680, loss_cls: 1.2575, loss: 1.2575, grad_norm: 14.8356 2021-08-17 08:52:25,977 - mmaction - INFO - Epoch [33][2380/2640] lr: 1.000e-04, eta: 5:30:48, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.6617, top5_acc: 0.8617, loss_cls: 1.2916, loss: 1.2916, grad_norm: 14.9136 2021-08-17 08:52:34,178 - mmaction - INFO - Epoch [33][2400/2640] lr: 1.000e-04, eta: 5:30:39, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.6703, top5_acc: 0.8734, loss_cls: 1.2525, loss: 1.2525, grad_norm: 15.0156 2021-08-17 08:52:42,396 - mmaction - INFO - Epoch [33][2420/2640] lr: 1.000e-04, eta: 5:30:30, time: 0.411, data_time: 0.002, memory: 5736, top1_acc: 0.6836, top5_acc: 0.8570, loss_cls: 1.2651, loss: 1.2651, grad_norm: 14.4712 2021-08-17 08:52:50,616 - mmaction - INFO - Epoch [33][2440/2640] lr: 1.000e-04, eta: 5:30:20, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6664, top5_acc: 0.8742, loss_cls: 1.2908, loss: 1.2908, grad_norm: 14.9454 2021-08-17 08:52:58,878 - mmaction - INFO - Epoch [33][2460/2640] lr: 1.000e-04, eta: 5:30:11, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6203, top5_acc: 0.8406, loss_cls: 1.4347, loss: 1.4347, grad_norm: 15.0691 2021-08-17 08:53:07,107 - mmaction - INFO - Epoch [33][2480/2640] lr: 1.000e-04, eta: 5:30:02, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.6398, top5_acc: 0.8641, loss_cls: 1.3618, loss: 1.3618, grad_norm: 14.5609 2021-08-17 08:53:15,338 - mmaction - INFO - Epoch [33][2500/2640] lr: 1.000e-04, eta: 5:29:53, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.6711, top5_acc: 0.8648, loss_cls: 1.2979, loss: 1.2979, grad_norm: 14.3547 2021-08-17 08:53:23,545 - mmaction - INFO - Epoch [33][2520/2640] lr: 1.000e-04, eta: 5:29:44, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6555, top5_acc: 0.8602, loss_cls: 1.3516, loss: 1.3516, grad_norm: 15.0214 2021-08-17 08:53:31,814 - mmaction - INFO - Epoch [33][2540/2640] lr: 1.000e-04, eta: 5:29:35, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6414, top5_acc: 0.8570, loss_cls: 1.3727, loss: 1.3727, grad_norm: 14.9300 2021-08-17 08:53:40,009 - mmaction - INFO - Epoch [33][2560/2640] lr: 1.000e-04, eta: 5:29:26, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.6562, top5_acc: 0.8680, loss_cls: 1.3132, loss: 1.3132, grad_norm: 14.4322 2021-08-17 08:53:48,268 - mmaction - INFO - Epoch [33][2580/2640] lr: 1.000e-04, eta: 5:29:17, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6539, top5_acc: 0.8609, loss_cls: 1.3627, loss: 1.3627, grad_norm: 14.8943 2021-08-17 08:53:56,515 - mmaction - INFO - Epoch [33][2600/2640] lr: 1.000e-04, eta: 5:29:08, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6469, top5_acc: 0.8539, loss_cls: 1.3670, loss: 1.3670, grad_norm: 14.9875 2021-08-17 08:54:04,797 - mmaction - INFO - Epoch [33][2620/2640] lr: 1.000e-04, eta: 5:28:59, time: 0.414, data_time: 0.000, memory: 5736, top1_acc: 0.6562, top5_acc: 0.8625, loss_cls: 1.3389, loss: 1.3389, grad_norm: 15.1435 2021-08-17 08:54:12,817 - mmaction - INFO - Epoch [33][2640/2640] lr: 1.000e-04, eta: 5:28:50, time: 0.400, data_time: 0.001, memory: 5736, top1_acc: 0.6565, top5_acc: 0.8806, loss_cls: 1.2887, loss: 1.2887, grad_norm: 15.4640 2021-08-17 08:54:14,163 - mmaction - INFO - Saving checkpoint at 33 epochs 2021-08-17 08:54:15,156 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-08-17 08:55:27,119 - mmaction - INFO - Epoch [34][20/2640] lr: 1.000e-04, eta: 5:29:13, time: 3.598, data_time: 3.176, memory: 5736, top1_acc: 0.6844, top5_acc: 0.8805, loss_cls: 1.2520, loss: 1.2520, grad_norm: 15.1464 2021-08-17 08:55:35,507 - mmaction - INFO - Epoch [34][40/2640] lr: 1.000e-04, eta: 5:29:04, time: 0.420, data_time: 0.004, memory: 5736, top1_acc: 0.6719, top5_acc: 0.8750, loss_cls: 1.2525, loss: 1.2525, grad_norm: 14.8193 2021-08-17 08:55:43,708 - mmaction - INFO - Epoch [34][60/2640] lr: 1.000e-04, eta: 5:28:55, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.6344, top5_acc: 0.8555, loss_cls: 1.3568, loss: 1.3568, grad_norm: 15.9433 2021-08-17 08:55:51,914 - mmaction - INFO - Epoch [34][80/2640] lr: 1.000e-04, eta: 5:28:46, time: 0.410, data_time: 0.002, memory: 5736, top1_acc: 0.6586, top5_acc: 0.8664, loss_cls: 1.2965, loss: 1.2965, grad_norm: 14.8158 2021-08-17 08:56:00,109 - mmaction - INFO - Epoch [34][100/2640] lr: 1.000e-04, eta: 5:28:37, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.6547, top5_acc: 0.8797, loss_cls: 1.2579, loss: 1.2579, grad_norm: 14.7441 2021-08-17 08:56:08,358 - mmaction - INFO - Epoch [34][120/2640] lr: 1.000e-04, eta: 5:28:28, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6594, top5_acc: 0.8617, loss_cls: 1.2986, loss: 1.2986, grad_norm: 14.9391 2021-08-17 08:56:16,581 - mmaction - INFO - Epoch [34][140/2640] lr: 1.000e-04, eta: 5:28:19, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6758, top5_acc: 0.8812, loss_cls: 1.2141, loss: 1.2141, grad_norm: 15.2657 2021-08-17 08:56:24,818 - mmaction - INFO - Epoch [34][160/2640] lr: 1.000e-04, eta: 5:28:10, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6664, top5_acc: 0.8648, loss_cls: 1.2849, loss: 1.2849, grad_norm: 14.8264 2021-08-17 08:56:33,028 - mmaction - INFO - Epoch [34][180/2640] lr: 1.000e-04, eta: 5:28:01, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.6609, top5_acc: 0.8820, loss_cls: 1.2637, loss: 1.2637, grad_norm: 14.8915 2021-08-17 08:56:41,263 - mmaction - INFO - Epoch [34][200/2640] lr: 1.000e-04, eta: 5:27:51, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.6633, top5_acc: 0.8719, loss_cls: 1.2590, loss: 1.2590, grad_norm: 14.7469 2021-08-17 08:56:49,481 - mmaction - INFO - Epoch [34][220/2640] lr: 1.000e-04, eta: 5:27:42, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.6719, top5_acc: 0.8766, loss_cls: 1.2648, loss: 1.2648, grad_norm: 15.0398 2021-08-17 08:56:57,727 - mmaction - INFO - Epoch [34][240/2640] lr: 1.000e-04, eta: 5:27:33, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6656, top5_acc: 0.8727, loss_cls: 1.2634, loss: 1.2634, grad_norm: 15.0880 2021-08-17 08:57:05,979 - mmaction - INFO - Epoch [34][260/2640] lr: 1.000e-04, eta: 5:27:24, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.6320, top5_acc: 0.8516, loss_cls: 1.4185, loss: 1.4185, grad_norm: 15.7503 2021-08-17 08:57:14,244 - mmaction - INFO - Epoch [34][280/2640] lr: 1.000e-04, eta: 5:27:15, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6492, top5_acc: 0.8633, loss_cls: 1.3369, loss: 1.3369, grad_norm: 14.7623 2021-08-17 08:57:22,438 - mmaction - INFO - Epoch [34][300/2640] lr: 1.000e-04, eta: 5:27:06, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.6633, top5_acc: 0.8625, loss_cls: 1.2876, loss: 1.2876, grad_norm: 14.5113 2021-08-17 08:57:30,679 - mmaction - INFO - Epoch [34][320/2640] lr: 1.000e-04, eta: 5:26:57, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.6516, top5_acc: 0.8695, loss_cls: 1.3017, loss: 1.3017, grad_norm: 15.4724 2021-08-17 08:57:38,907 - mmaction - INFO - Epoch [34][340/2640] lr: 1.000e-04, eta: 5:26:48, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6609, top5_acc: 0.8594, loss_cls: 1.3344, loss: 1.3344, grad_norm: 15.0616 2021-08-17 08:57:47,157 - mmaction - INFO - Epoch [34][360/2640] lr: 1.000e-04, eta: 5:26:39, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6547, top5_acc: 0.8555, loss_cls: 1.3492, loss: 1.3492, grad_norm: 14.7937 2021-08-17 08:57:55,407 - mmaction - INFO - Epoch [34][380/2640] lr: 1.000e-04, eta: 5:26:30, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.6578, top5_acc: 0.8734, loss_cls: 1.3058, loss: 1.3058, grad_norm: 14.8137 2021-08-17 08:58:03,738 - mmaction - INFO - Epoch [34][400/2640] lr: 1.000e-04, eta: 5:26:21, time: 0.416, data_time: 0.001, memory: 5736, top1_acc: 0.6500, top5_acc: 0.8641, loss_cls: 1.3319, loss: 1.3319, grad_norm: 14.8892 2021-08-17 08:58:12,048 - mmaction - INFO - Epoch [34][420/2640] lr: 1.000e-04, eta: 5:26:11, time: 0.416, data_time: 0.001, memory: 5736, top1_acc: 0.6609, top5_acc: 0.8656, loss_cls: 1.3102, loss: 1.3102, grad_norm: 14.9949 2021-08-17 08:58:20,382 - mmaction - INFO - Epoch [34][440/2640] lr: 1.000e-04, eta: 5:26:02, time: 0.417, data_time: 0.002, memory: 5736, top1_acc: 0.6617, top5_acc: 0.8719, loss_cls: 1.2833, loss: 1.2833, grad_norm: 14.9976 2021-08-17 08:58:28,637 - mmaction - INFO - Epoch [34][460/2640] lr: 1.000e-04, eta: 5:25:53, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6500, top5_acc: 0.8484, loss_cls: 1.3197, loss: 1.3197, grad_norm: 14.7590 2021-08-17 08:58:36,868 - mmaction - INFO - Epoch [34][480/2640] lr: 1.000e-04, eta: 5:25:44, time: 0.411, data_time: 0.002, memory: 5736, top1_acc: 0.6562, top5_acc: 0.8719, loss_cls: 1.3093, loss: 1.3093, grad_norm: 15.1644 2021-08-17 08:58:45,221 - mmaction - INFO - Epoch [34][500/2640] lr: 1.000e-04, eta: 5:25:35, time: 0.417, data_time: 0.001, memory: 5736, top1_acc: 0.6430, top5_acc: 0.8602, loss_cls: 1.3278, loss: 1.3278, grad_norm: 15.3194 2021-08-17 08:58:53,421 - mmaction - INFO - Epoch [34][520/2640] lr: 1.000e-04, eta: 5:25:26, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.6484, top5_acc: 0.8719, loss_cls: 1.3091, loss: 1.3091, grad_norm: 15.7088 2021-08-17 08:59:01,667 - mmaction - INFO - Epoch [34][540/2640] lr: 1.000e-04, eta: 5:25:17, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6633, top5_acc: 0.8734, loss_cls: 1.2720, loss: 1.2720, grad_norm: 14.9612 2021-08-17 08:59:10,014 - mmaction - INFO - Epoch [34][560/2640] lr: 1.000e-04, eta: 5:25:08, time: 0.417, data_time: 0.001, memory: 5736, top1_acc: 0.6773, top5_acc: 0.8664, loss_cls: 1.2729, loss: 1.2729, grad_norm: 14.3581 2021-08-17 08:59:18,296 - mmaction - INFO - Epoch [34][580/2640] lr: 1.000e-04, eta: 5:24:59, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6664, top5_acc: 0.8750, loss_cls: 1.2613, loss: 1.2613, grad_norm: 14.5410 2021-08-17 08:59:26,713 - mmaction - INFO - Epoch [34][600/2640] lr: 1.000e-04, eta: 5:24:50, time: 0.421, data_time: 0.002, memory: 5736, top1_acc: 0.6617, top5_acc: 0.8867, loss_cls: 1.2436, loss: 1.2436, grad_norm: 15.1105 2021-08-17 08:59:35,044 - mmaction - INFO - Epoch [34][620/2640] lr: 1.000e-04, eta: 5:24:41, time: 0.416, data_time: 0.001, memory: 5736, top1_acc: 0.6461, top5_acc: 0.8625, loss_cls: 1.3161, loss: 1.3161, grad_norm: 15.3573 2021-08-17 08:59:43,259 - mmaction - INFO - Epoch [34][640/2640] lr: 1.000e-04, eta: 5:24:32, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6789, top5_acc: 0.8867, loss_cls: 1.2131, loss: 1.2131, grad_norm: 14.8573 2021-08-17 08:59:51,576 - mmaction - INFO - Epoch [34][660/2640] lr: 1.000e-04, eta: 5:24:23, time: 0.416, data_time: 0.001, memory: 5736, top1_acc: 0.6430, top5_acc: 0.8656, loss_cls: 1.3397, loss: 1.3397, grad_norm: 15.7926 2021-08-17 08:59:59,828 - mmaction - INFO - Epoch [34][680/2640] lr: 1.000e-04, eta: 5:24:14, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6719, top5_acc: 0.8781, loss_cls: 1.2297, loss: 1.2297, grad_norm: 14.6311 2021-08-17 09:00:08,215 - mmaction - INFO - Epoch [34][700/2640] lr: 1.000e-04, eta: 5:24:05, time: 0.419, data_time: 0.000, memory: 5736, top1_acc: 0.6359, top5_acc: 0.8711, loss_cls: 1.3300, loss: 1.3300, grad_norm: 15.4633 2021-08-17 09:00:16,488 - mmaction - INFO - Epoch [34][720/2640] lr: 1.000e-04, eta: 5:23:56, time: 0.414, data_time: 0.003, memory: 5736, top1_acc: 0.6695, top5_acc: 0.8727, loss_cls: 1.2616, loss: 1.2616, grad_norm: 14.8697 2021-08-17 09:00:24,784 - mmaction - INFO - Epoch [34][740/2640] lr: 1.000e-04, eta: 5:23:47, time: 0.415, data_time: 0.000, memory: 5736, top1_acc: 0.6422, top5_acc: 0.8586, loss_cls: 1.3646, loss: 1.3646, grad_norm: 15.4907 2021-08-17 09:00:33,084 - mmaction - INFO - Epoch [34][760/2640] lr: 1.000e-04, eta: 5:23:37, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.6508, top5_acc: 0.8547, loss_cls: 1.3763, loss: 1.3763, grad_norm: 15.2270 2021-08-17 09:00:41,357 - mmaction - INFO - Epoch [34][780/2640] lr: 1.000e-04, eta: 5:23:28, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6406, top5_acc: 0.8602, loss_cls: 1.3330, loss: 1.3330, grad_norm: 14.7069 2021-08-17 09:00:49,579 - mmaction - INFO - Epoch [34][800/2640] lr: 1.000e-04, eta: 5:23:19, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6766, top5_acc: 0.8766, loss_cls: 1.2697, loss: 1.2697, grad_norm: 14.5367 2021-08-17 09:00:57,829 - mmaction - INFO - Epoch [34][820/2640] lr: 1.000e-04, eta: 5:23:10, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6602, top5_acc: 0.8727, loss_cls: 1.2926, loss: 1.2926, grad_norm: 15.7270 2021-08-17 09:01:06,077 - mmaction - INFO - Epoch [34][840/2640] lr: 1.000e-04, eta: 5:23:01, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6578, top5_acc: 0.8633, loss_cls: 1.3261, loss: 1.3261, grad_norm: 14.8300 2021-08-17 09:01:14,295 - mmaction - INFO - Epoch [34][860/2640] lr: 1.000e-04, eta: 5:22:52, time: 0.411, data_time: 0.002, memory: 5736, top1_acc: 0.6617, top5_acc: 0.8727, loss_cls: 1.2874, loss: 1.2874, grad_norm: 14.9727 2021-08-17 09:01:22,611 - mmaction - INFO - Epoch [34][880/2640] lr: 1.000e-04, eta: 5:22:43, time: 0.416, data_time: 0.002, memory: 5736, top1_acc: 0.6250, top5_acc: 0.8750, loss_cls: 1.3399, loss: 1.3399, grad_norm: 15.6065 2021-08-17 09:01:30,853 - mmaction - INFO - Epoch [34][900/2640] lr: 1.000e-04, eta: 5:22:34, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6516, top5_acc: 0.8562, loss_cls: 1.3379, loss: 1.3379, grad_norm: 15.3586 2021-08-17 09:01:39,118 - mmaction - INFO - Epoch [34][920/2640] lr: 1.000e-04, eta: 5:22:25, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6367, top5_acc: 0.8578, loss_cls: 1.3605, loss: 1.3605, grad_norm: 15.4654 2021-08-17 09:01:47,396 - mmaction - INFO - Epoch [34][940/2640] lr: 1.000e-04, eta: 5:22:16, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6484, top5_acc: 0.8719, loss_cls: 1.3349, loss: 1.3349, grad_norm: 14.8271 2021-08-17 09:01:55,684 - mmaction - INFO - Epoch [34][960/2640] lr: 1.000e-04, eta: 5:22:07, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.6328, top5_acc: 0.8633, loss_cls: 1.3844, loss: 1.3844, grad_norm: 15.3459 2021-08-17 09:02:03,962 - mmaction - INFO - Epoch [34][980/2640] lr: 1.000e-04, eta: 5:21:58, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6727, top5_acc: 0.8734, loss_cls: 1.2604, loss: 1.2604, grad_norm: 15.4688 2021-08-17 09:02:12,240 - mmaction - INFO - Epoch [34][1000/2640] lr: 1.000e-04, eta: 5:21:49, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6555, top5_acc: 0.8703, loss_cls: 1.3071, loss: 1.3071, grad_norm: 15.2394 2021-08-17 09:02:20,461 - mmaction - INFO - Epoch [34][1020/2640] lr: 1.000e-04, eta: 5:21:40, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6555, top5_acc: 0.8609, loss_cls: 1.3241, loss: 1.3241, grad_norm: 15.3698 2021-08-17 09:02:28,791 - mmaction - INFO - Epoch [34][1040/2640] lr: 1.000e-04, eta: 5:21:30, time: 0.416, data_time: 0.002, memory: 5736, top1_acc: 0.6633, top5_acc: 0.8727, loss_cls: 1.2792, loss: 1.2792, grad_norm: 15.1559 2021-08-17 09:02:37,036 - mmaction - INFO - Epoch [34][1060/2640] lr: 1.000e-04, eta: 5:21:21, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6703, top5_acc: 0.8719, loss_cls: 1.2883, loss: 1.2883, grad_norm: 15.0964 2021-08-17 09:02:45,289 - mmaction - INFO - Epoch [34][1080/2640] lr: 1.000e-04, eta: 5:21:12, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6492, top5_acc: 0.8594, loss_cls: 1.3205, loss: 1.3205, grad_norm: 15.0450 2021-08-17 09:02:53,587 - mmaction - INFO - Epoch [34][1100/2640] lr: 1.000e-04, eta: 5:21:03, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.6734, top5_acc: 0.8820, loss_cls: 1.2479, loss: 1.2479, grad_norm: 14.3004 2021-08-17 09:03:01,841 - mmaction - INFO - Epoch [34][1120/2640] lr: 1.000e-04, eta: 5:20:54, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6367, top5_acc: 0.8609, loss_cls: 1.3762, loss: 1.3762, grad_norm: 15.4708 2021-08-17 09:03:10,067 - mmaction - INFO - Epoch [34][1140/2640] lr: 1.000e-04, eta: 5:20:45, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.6438, top5_acc: 0.8617, loss_cls: 1.3389, loss: 1.3389, grad_norm: 14.8465 2021-08-17 09:03:18,338 - mmaction - INFO - Epoch [34][1160/2640] lr: 1.000e-04, eta: 5:20:36, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6383, top5_acc: 0.8453, loss_cls: 1.3835, loss: 1.3835, grad_norm: 15.1043 2021-08-17 09:03:26,599 - mmaction - INFO - Epoch [34][1180/2640] lr: 1.000e-04, eta: 5:20:27, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6602, top5_acc: 0.8828, loss_cls: 1.2457, loss: 1.2457, grad_norm: 14.7138 2021-08-17 09:03:34,905 - mmaction - INFO - Epoch [34][1200/2640] lr: 1.000e-04, eta: 5:20:18, time: 0.416, data_time: 0.001, memory: 5736, top1_acc: 0.6516, top5_acc: 0.8648, loss_cls: 1.3336, loss: 1.3336, grad_norm: 15.0658 2021-08-17 09:03:43,107 - mmaction - INFO - Epoch [34][1220/2640] lr: 1.000e-04, eta: 5:20:09, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.6602, top5_acc: 0.8703, loss_cls: 1.3084, loss: 1.3084, grad_norm: 14.3937 2021-08-17 09:03:51,362 - mmaction - INFO - Epoch [34][1240/2640] lr: 1.000e-04, eta: 5:20:00, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.6672, top5_acc: 0.8797, loss_cls: 1.2746, loss: 1.2746, grad_norm: 14.6875 2021-08-17 09:03:59,606 - mmaction - INFO - Epoch [34][1260/2640] lr: 1.000e-04, eta: 5:19:51, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.6898, top5_acc: 0.9031, loss_cls: 1.1219, loss: 1.1219, grad_norm: 14.3827 2021-08-17 09:04:07,836 - mmaction - INFO - Epoch [34][1280/2640] lr: 1.000e-04, eta: 5:19:42, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6633, top5_acc: 0.8703, loss_cls: 1.3179, loss: 1.3179, grad_norm: 15.2785 2021-08-17 09:04:16,068 - mmaction - INFO - Epoch [34][1300/2640] lr: 1.000e-04, eta: 5:19:33, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.6414, top5_acc: 0.8680, loss_cls: 1.3524, loss: 1.3524, grad_norm: 15.6570 2021-08-17 09:04:24,350 - mmaction - INFO - Epoch [34][1320/2640] lr: 1.000e-04, eta: 5:19:24, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.6578, top5_acc: 0.8609, loss_cls: 1.3222, loss: 1.3222, grad_norm: 14.9519 2021-08-17 09:04:32,559 - mmaction - INFO - Epoch [34][1340/2640] lr: 1.000e-04, eta: 5:19:14, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.6758, top5_acc: 0.8648, loss_cls: 1.2785, loss: 1.2785, grad_norm: 14.9333 2021-08-17 09:04:40,825 - mmaction - INFO - Epoch [34][1360/2640] lr: 1.000e-04, eta: 5:19:05, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6664, top5_acc: 0.8727, loss_cls: 1.2564, loss: 1.2564, grad_norm: 14.9678 2021-08-17 09:04:49,142 - mmaction - INFO - Epoch [34][1380/2640] lr: 1.000e-04, eta: 5:18:56, time: 0.415, data_time: 0.000, memory: 5736, top1_acc: 0.6766, top5_acc: 0.8766, loss_cls: 1.2312, loss: 1.2312, grad_norm: 15.1280 2021-08-17 09:04:57,359 - mmaction - INFO - Epoch [34][1400/2640] lr: 1.000e-04, eta: 5:18:47, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6570, top5_acc: 0.8695, loss_cls: 1.2692, loss: 1.2692, grad_norm: 15.3716 2021-08-17 09:05:05,576 - mmaction - INFO - Epoch [34][1420/2640] lr: 1.000e-04, eta: 5:18:38, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6406, top5_acc: 0.8570, loss_cls: 1.3388, loss: 1.3388, grad_norm: 15.2248 2021-08-17 09:05:13,862 - mmaction - INFO - Epoch [34][1440/2640] lr: 1.000e-04, eta: 5:18:29, time: 0.414, data_time: 0.000, memory: 5736, top1_acc: 0.6281, top5_acc: 0.8625, loss_cls: 1.3736, loss: 1.3736, grad_norm: 15.8941 2021-08-17 09:05:22,060 - mmaction - INFO - Epoch [34][1460/2640] lr: 1.000e-04, eta: 5:18:20, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.6531, top5_acc: 0.8672, loss_cls: 1.3451, loss: 1.3451, grad_norm: 15.5842 2021-08-17 09:05:30,341 - mmaction - INFO - Epoch [34][1480/2640] lr: 1.000e-04, eta: 5:18:11, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6625, top5_acc: 0.8695, loss_cls: 1.2954, loss: 1.2954, grad_norm: 15.3277 2021-08-17 09:05:38,597 - mmaction - INFO - Epoch [34][1500/2640] lr: 1.000e-04, eta: 5:18:02, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6633, top5_acc: 0.8750, loss_cls: 1.2828, loss: 1.2828, grad_norm: 14.8901 2021-08-17 09:05:46,831 - mmaction - INFO - Epoch [34][1520/2640] lr: 1.000e-04, eta: 5:17:53, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6562, top5_acc: 0.8633, loss_cls: 1.3038, loss: 1.3038, grad_norm: 15.3512 2021-08-17 09:05:55,096 - mmaction - INFO - Epoch [34][1540/2640] lr: 1.000e-04, eta: 5:17:44, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.6664, top5_acc: 0.8812, loss_cls: 1.2530, loss: 1.2530, grad_norm: 14.7485 2021-08-17 09:06:03,299 - mmaction - INFO - Epoch [34][1560/2640] lr: 1.000e-04, eta: 5:17:35, time: 0.410, data_time: 0.002, memory: 5736, top1_acc: 0.6617, top5_acc: 0.8664, loss_cls: 1.2824, loss: 1.2824, grad_norm: 15.3315 2021-08-17 09:06:11,499 - mmaction - INFO - Epoch [34][1580/2640] lr: 1.000e-04, eta: 5:17:26, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.6844, top5_acc: 0.8758, loss_cls: 1.2402, loss: 1.2402, grad_norm: 14.5339 2021-08-17 09:06:19,750 - mmaction - INFO - Epoch [34][1600/2640] lr: 1.000e-04, eta: 5:17:17, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6430, top5_acc: 0.8633, loss_cls: 1.3550, loss: 1.3550, grad_norm: 15.1186 2021-08-17 09:06:27,951 - mmaction - INFO - Epoch [34][1620/2640] lr: 1.000e-04, eta: 5:17:07, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.6469, top5_acc: 0.8594, loss_cls: 1.3268, loss: 1.3268, grad_norm: 15.1158 2021-08-17 09:06:36,214 - mmaction - INFO - Epoch [34][1640/2640] lr: 1.000e-04, eta: 5:16:58, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6523, top5_acc: 0.8688, loss_cls: 1.3061, loss: 1.3061, grad_norm: 15.0428 2021-08-17 09:06:44,512 - mmaction - INFO - Epoch [34][1660/2640] lr: 1.000e-04, eta: 5:16:49, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.6477, top5_acc: 0.8625, loss_cls: 1.3101, loss: 1.3101, grad_norm: 15.2512 2021-08-17 09:06:52,775 - mmaction - INFO - Epoch [34][1680/2640] lr: 1.000e-04, eta: 5:16:40, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.6344, top5_acc: 0.8477, loss_cls: 1.3871, loss: 1.3871, grad_norm: 15.5538 2021-08-17 09:07:01,042 - mmaction - INFO - Epoch [34][1700/2640] lr: 1.000e-04, eta: 5:16:31, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6469, top5_acc: 0.8648, loss_cls: 1.3181, loss: 1.3181, grad_norm: 14.7670 2021-08-17 09:07:09,316 - mmaction - INFO - Epoch [34][1720/2640] lr: 1.000e-04, eta: 5:16:22, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.6492, top5_acc: 0.8688, loss_cls: 1.2906, loss: 1.2906, grad_norm: 14.8551 2021-08-17 09:07:17,620 - mmaction - INFO - Epoch [34][1740/2640] lr: 1.000e-04, eta: 5:16:13, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.6648, top5_acc: 0.8852, loss_cls: 1.2327, loss: 1.2327, grad_norm: 15.9353 2021-08-17 09:07:25,882 - mmaction - INFO - Epoch [34][1760/2640] lr: 1.000e-04, eta: 5:16:04, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6523, top5_acc: 0.8578, loss_cls: 1.3435, loss: 1.3435, grad_norm: 15.5920 2021-08-17 09:07:34,130 - mmaction - INFO - Epoch [34][1780/2640] lr: 1.000e-04, eta: 5:15:55, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6734, top5_acc: 0.8773, loss_cls: 1.2320, loss: 1.2320, grad_norm: 14.9499 2021-08-17 09:07:42,368 - mmaction - INFO - Epoch [34][1800/2640] lr: 1.000e-04, eta: 5:15:46, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.6703, top5_acc: 0.8773, loss_cls: 1.2449, loss: 1.2449, grad_norm: 15.4786 2021-08-17 09:07:50,538 - mmaction - INFO - Epoch [34][1820/2640] lr: 1.000e-04, eta: 5:15:37, time: 0.408, data_time: 0.000, memory: 5736, top1_acc: 0.6430, top5_acc: 0.8672, loss_cls: 1.3199, loss: 1.3199, grad_norm: 15.5365 2021-08-17 09:07:58,763 - mmaction - INFO - Epoch [34][1840/2640] lr: 1.000e-04, eta: 5:15:28, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6422, top5_acc: 0.8688, loss_cls: 1.3138, loss: 1.3138, grad_norm: 14.8028 2021-08-17 09:08:07,032 - mmaction - INFO - Epoch [34][1860/2640] lr: 1.000e-04, eta: 5:15:19, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.6484, top5_acc: 0.8719, loss_cls: 1.2878, loss: 1.2878, grad_norm: 15.1264 2021-08-17 09:08:15,452 - mmaction - INFO - Epoch [34][1880/2640] lr: 1.000e-04, eta: 5:15:10, time: 0.421, data_time: 0.002, memory: 5736, top1_acc: 0.6539, top5_acc: 0.8617, loss_cls: 1.3006, loss: 1.3006, grad_norm: 15.5680 2021-08-17 09:08:23,635 - mmaction - INFO - Epoch [34][1900/2640] lr: 1.000e-04, eta: 5:15:01, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.6445, top5_acc: 0.8672, loss_cls: 1.3264, loss: 1.3264, grad_norm: 15.3303 2021-08-17 09:08:31,851 - mmaction - INFO - Epoch [34][1920/2640] lr: 1.000e-04, eta: 5:14:52, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6500, top5_acc: 0.8648, loss_cls: 1.3464, loss: 1.3464, grad_norm: 15.0196 2021-08-17 09:08:40,114 - mmaction - INFO - Epoch [34][1940/2640] lr: 1.000e-04, eta: 5:14:43, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6687, top5_acc: 0.8672, loss_cls: 1.2682, loss: 1.2682, grad_norm: 14.7411 2021-08-17 09:08:48,455 - mmaction - INFO - Epoch [34][1960/2640] lr: 1.000e-04, eta: 5:14:34, time: 0.417, data_time: 0.002, memory: 5736, top1_acc: 0.6500, top5_acc: 0.8656, loss_cls: 1.3319, loss: 1.3319, grad_norm: 14.9451 2021-08-17 09:08:56,784 - mmaction - INFO - Epoch [34][1980/2640] lr: 1.000e-04, eta: 5:14:25, time: 0.416, data_time: 0.001, memory: 5736, top1_acc: 0.6562, top5_acc: 0.8602, loss_cls: 1.3428, loss: 1.3428, grad_norm: 14.8181 2021-08-17 09:09:05,037 - mmaction - INFO - Epoch [34][2000/2640] lr: 1.000e-04, eta: 5:14:15, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6633, top5_acc: 0.8766, loss_cls: 1.2645, loss: 1.2645, grad_norm: 15.1074 2021-08-17 09:09:13,354 - mmaction - INFO - Epoch [34][2020/2640] lr: 1.000e-04, eta: 5:14:06, time: 0.416, data_time: 0.001, memory: 5736, top1_acc: 0.6609, top5_acc: 0.8664, loss_cls: 1.2926, loss: 1.2926, grad_norm: 14.8186 2021-08-17 09:09:21,609 - mmaction - INFO - Epoch [34][2040/2640] lr: 1.000e-04, eta: 5:13:57, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.6484, top5_acc: 0.8625, loss_cls: 1.3205, loss: 1.3205, grad_norm: 15.5760 2021-08-17 09:09:29,812 - mmaction - INFO - Epoch [34][2060/2640] lr: 1.000e-04, eta: 5:13:48, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.6695, top5_acc: 0.8734, loss_cls: 1.2441, loss: 1.2441, grad_norm: 15.0546 2021-08-17 09:09:38,056 - mmaction - INFO - Epoch [34][2080/2640] lr: 1.000e-04, eta: 5:13:39, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6562, top5_acc: 0.8641, loss_cls: 1.3513, loss: 1.3513, grad_norm: 15.3132 2021-08-17 09:09:46,274 - mmaction - INFO - Epoch [34][2100/2640] lr: 1.000e-04, eta: 5:13:30, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6687, top5_acc: 0.8711, loss_cls: 1.2538, loss: 1.2538, grad_norm: 14.4835 2021-08-17 09:09:54,542 - mmaction - INFO - Epoch [34][2120/2640] lr: 1.000e-04, eta: 5:13:21, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6773, top5_acc: 0.8820, loss_cls: 1.2128, loss: 1.2128, grad_norm: 14.3671 2021-08-17 09:10:02,777 - mmaction - INFO - Epoch [34][2140/2640] lr: 1.000e-04, eta: 5:13:12, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6695, top5_acc: 0.8789, loss_cls: 1.2224, loss: 1.2224, grad_norm: 14.9272 2021-08-17 09:10:11,044 - mmaction - INFO - Epoch [34][2160/2640] lr: 1.000e-04, eta: 5:13:03, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6398, top5_acc: 0.8562, loss_cls: 1.3689, loss: 1.3689, grad_norm: 15.3599 2021-08-17 09:10:19,269 - mmaction - INFO - Epoch [34][2180/2640] lr: 1.000e-04, eta: 5:12:54, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.6398, top5_acc: 0.8523, loss_cls: 1.3729, loss: 1.3729, grad_norm: 15.2374 2021-08-17 09:10:27,619 - mmaction - INFO - Epoch [34][2200/2640] lr: 1.000e-04, eta: 5:12:45, time: 0.418, data_time: 0.002, memory: 5736, top1_acc: 0.6539, top5_acc: 0.8641, loss_cls: 1.3256, loss: 1.3256, grad_norm: 14.9936 2021-08-17 09:10:35,835 - mmaction - INFO - Epoch [34][2220/2640] lr: 1.000e-04, eta: 5:12:36, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6555, top5_acc: 0.8508, loss_cls: 1.3787, loss: 1.3787, grad_norm: 15.1163 2021-08-17 09:10:44,082 - mmaction - INFO - Epoch [34][2240/2640] lr: 1.000e-04, eta: 5:12:27, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.6414, top5_acc: 0.8461, loss_cls: 1.3944, loss: 1.3944, grad_norm: 15.6621 2021-08-17 09:10:52,327 - mmaction - INFO - Epoch [34][2260/2640] lr: 1.000e-04, eta: 5:12:18, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.6586, top5_acc: 0.8781, loss_cls: 1.2944, loss: 1.2944, grad_norm: 15.2711 2021-08-17 09:11:00,601 - mmaction - INFO - Epoch [34][2280/2640] lr: 1.000e-04, eta: 5:12:09, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6453, top5_acc: 0.8539, loss_cls: 1.3577, loss: 1.3577, grad_norm: 14.8039 2021-08-17 09:11:08,862 - mmaction - INFO - Epoch [34][2300/2640] lr: 1.000e-04, eta: 5:12:00, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.6609, top5_acc: 0.8656, loss_cls: 1.3202, loss: 1.3202, grad_norm: 14.9169 2021-08-17 09:11:17,149 - mmaction - INFO - Epoch [34][2320/2640] lr: 1.000e-04, eta: 5:11:51, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6547, top5_acc: 0.8648, loss_cls: 1.3359, loss: 1.3359, grad_norm: 15.3710 2021-08-17 09:11:25,426 - mmaction - INFO - Epoch [34][2340/2640] lr: 1.000e-04, eta: 5:11:42, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6445, top5_acc: 0.8547, loss_cls: 1.3316, loss: 1.3316, grad_norm: 15.2573 2021-08-17 09:11:33,719 - mmaction - INFO - Epoch [34][2360/2640] lr: 1.000e-04, eta: 5:11:33, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.6695, top5_acc: 0.8859, loss_cls: 1.2011, loss: 1.2011, grad_norm: 14.9323 2021-08-17 09:11:41,989 - mmaction - INFO - Epoch [34][2380/2640] lr: 1.000e-04, eta: 5:11:24, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.6383, top5_acc: 0.8586, loss_cls: 1.3717, loss: 1.3717, grad_norm: 15.6678 2021-08-17 09:11:50,283 - mmaction - INFO - Epoch [34][2400/2640] lr: 1.000e-04, eta: 5:11:15, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.6570, top5_acc: 0.8812, loss_cls: 1.2443, loss: 1.2443, grad_norm: 14.8481 2021-08-17 09:11:58,502 - mmaction - INFO - Epoch [34][2420/2640] lr: 1.000e-04, eta: 5:11:05, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6781, top5_acc: 0.8648, loss_cls: 1.2672, loss: 1.2672, grad_norm: 15.1829 2021-08-17 09:12:06,804 - mmaction - INFO - Epoch [34][2440/2640] lr: 1.000e-04, eta: 5:10:56, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.6602, top5_acc: 0.8453, loss_cls: 1.3725, loss: 1.3725, grad_norm: 15.6758 2021-08-17 09:12:15,176 - mmaction - INFO - Epoch [34][2460/2640] lr: 1.000e-04, eta: 5:10:47, time: 0.419, data_time: 0.001, memory: 5736, top1_acc: 0.6719, top5_acc: 0.8883, loss_cls: 1.2113, loss: 1.2113, grad_norm: 14.8036 2021-08-17 09:12:23,438 - mmaction - INFO - Epoch [34][2480/2640] lr: 1.000e-04, eta: 5:10:38, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6523, top5_acc: 0.8750, loss_cls: 1.2911, loss: 1.2911, grad_norm: 14.9449 2021-08-17 09:12:31,655 - mmaction - INFO - Epoch [34][2500/2640] lr: 1.000e-04, eta: 5:10:29, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6359, top5_acc: 0.8391, loss_cls: 1.3763, loss: 1.3763, grad_norm: 14.9989 2021-08-17 09:12:39,937 - mmaction - INFO - Epoch [34][2520/2640] lr: 1.000e-04, eta: 5:10:20, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.6828, top5_acc: 0.8758, loss_cls: 1.2827, loss: 1.2827, grad_norm: 14.7828 2021-08-17 09:12:48,150 - mmaction - INFO - Epoch [34][2540/2640] lr: 1.000e-04, eta: 5:10:11, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6734, top5_acc: 0.8703, loss_cls: 1.2470, loss: 1.2470, grad_norm: 15.0348 2021-08-17 09:12:56,494 - mmaction - INFO - Epoch [34][2560/2640] lr: 1.000e-04, eta: 5:10:02, time: 0.417, data_time: 0.001, memory: 5736, top1_acc: 0.6750, top5_acc: 0.8750, loss_cls: 1.2634, loss: 1.2634, grad_norm: 14.5457 2021-08-17 09:13:04,781 - mmaction - INFO - Epoch [34][2580/2640] lr: 1.000e-04, eta: 5:09:53, time: 0.414, data_time: 0.000, memory: 5736, top1_acc: 0.6719, top5_acc: 0.8719, loss_cls: 1.2315, loss: 1.2315, grad_norm: 14.7426 2021-08-17 09:13:13,005 - mmaction - INFO - Epoch [34][2600/2640] lr: 1.000e-04, eta: 5:09:44, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6391, top5_acc: 0.8469, loss_cls: 1.3825, loss: 1.3825, grad_norm: 16.0073 2021-08-17 09:13:21,207 - mmaction - INFO - Epoch [34][2620/2640] lr: 1.000e-04, eta: 5:09:35, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.6984, top5_acc: 0.8750, loss_cls: 1.2360, loss: 1.2360, grad_norm: 14.7172 2021-08-17 09:13:29,207 - mmaction - INFO - Epoch [34][2640/2640] lr: 1.000e-04, eta: 5:09:26, time: 0.400, data_time: 0.002, memory: 5736, top1_acc: 0.6468, top5_acc: 0.8669, loss_cls: 1.2837, loss: 1.2837, grad_norm: 15.5918 2021-08-17 09:13:33,789 - mmaction - INFO - Saving checkpoint at 34 epochs 2021-08-17 09:13:34,668 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-08-17 09:15:02,854 - mmaction - INFO - Epoch [35][20/2640] lr: 1.000e-04, eta: 5:09:54, time: 4.407, data_time: 3.964, memory: 5736, top1_acc: 0.6898, top5_acc: 0.8898, loss_cls: 1.1746, loss: 1.1746, grad_norm: 14.7124 2021-08-17 09:15:11,103 - mmaction - INFO - Epoch [35][40/2640] lr: 1.000e-04, eta: 5:09:45, time: 0.414, data_time: 0.005, memory: 5736, top1_acc: 0.6539, top5_acc: 0.8617, loss_cls: 1.3389, loss: 1.3389, grad_norm: 15.4601 2021-08-17 09:15:19,324 - mmaction - INFO - Epoch [35][60/2640] lr: 1.000e-04, eta: 5:09:36, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.6695, top5_acc: 0.8828, loss_cls: 1.2386, loss: 1.2386, grad_norm: 15.3368 2021-08-17 09:15:27,596 - mmaction - INFO - Epoch [35][80/2640] lr: 1.000e-04, eta: 5:09:27, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6820, top5_acc: 0.8789, loss_cls: 1.2067, loss: 1.2067, grad_norm: 15.1035 2021-08-17 09:15:35,888 - mmaction - INFO - Epoch [35][100/2640] lr: 1.000e-04, eta: 5:09:18, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.6383, top5_acc: 0.8586, loss_cls: 1.3313, loss: 1.3313, grad_norm: 15.9133 2021-08-17 09:15:44,051 - mmaction - INFO - Epoch [35][120/2640] lr: 1.000e-04, eta: 5:09:09, time: 0.408, data_time: 0.000, memory: 5736, top1_acc: 0.6375, top5_acc: 0.8617, loss_cls: 1.3466, loss: 1.3466, grad_norm: 15.7278 2021-08-17 09:15:52,260 - mmaction - INFO - Epoch [35][140/2640] lr: 1.000e-04, eta: 5:09:00, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6562, top5_acc: 0.8703, loss_cls: 1.2782, loss: 1.2782, grad_norm: 15.1677 2021-08-17 09:16:00,507 - mmaction - INFO - Epoch [35][160/2640] lr: 1.000e-04, eta: 5:08:51, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.6461, top5_acc: 0.8555, loss_cls: 1.3382, loss: 1.3382, grad_norm: 15.0294 2021-08-17 09:16:08,679 - mmaction - INFO - Epoch [35][180/2640] lr: 1.000e-04, eta: 5:08:42, time: 0.409, data_time: 0.001, memory: 5736, top1_acc: 0.6773, top5_acc: 0.8789, loss_cls: 1.2428, loss: 1.2428, grad_norm: 14.8019 2021-08-17 09:16:16,976 - mmaction - INFO - Epoch [35][200/2640] lr: 1.000e-04, eta: 5:08:33, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6687, top5_acc: 0.8703, loss_cls: 1.2442, loss: 1.2442, grad_norm: 15.0215 2021-08-17 09:16:25,209 - mmaction - INFO - Epoch [35][220/2640] lr: 1.000e-04, eta: 5:08:24, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6422, top5_acc: 0.8625, loss_cls: 1.3368, loss: 1.3368, grad_norm: 15.4058 2021-08-17 09:16:33,520 - mmaction - INFO - Epoch [35][240/2640] lr: 1.000e-04, eta: 5:08:15, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.6555, top5_acc: 0.8555, loss_cls: 1.3313, loss: 1.3313, grad_norm: 15.6756 2021-08-17 09:16:41,776 - mmaction - INFO - Epoch [35][260/2640] lr: 1.000e-04, eta: 5:08:06, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6633, top5_acc: 0.8562, loss_cls: 1.3085, loss: 1.3085, grad_norm: 14.9960 2021-08-17 09:16:50,026 - mmaction - INFO - Epoch [35][280/2640] lr: 1.000e-04, eta: 5:07:57, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6859, top5_acc: 0.8992, loss_cls: 1.1301, loss: 1.1301, grad_norm: 14.6410 2021-08-17 09:16:58,274 - mmaction - INFO - Epoch [35][300/2640] lr: 1.000e-04, eta: 5:07:47, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6492, top5_acc: 0.8469, loss_cls: 1.3763, loss: 1.3763, grad_norm: 15.2559 2021-08-17 09:17:06,595 - mmaction - INFO - Epoch [35][320/2640] lr: 1.000e-04, eta: 5:07:38, time: 0.416, data_time: 0.001, memory: 5736, top1_acc: 0.6609, top5_acc: 0.8562, loss_cls: 1.3185, loss: 1.3185, grad_norm: 15.0234 2021-08-17 09:17:14,828 - mmaction - INFO - Epoch [35][340/2640] lr: 1.000e-04, eta: 5:07:29, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6633, top5_acc: 0.8578, loss_cls: 1.3193, loss: 1.3193, grad_norm: 15.3337 2021-08-17 09:17:23,102 - mmaction - INFO - Epoch [35][360/2640] lr: 1.000e-04, eta: 5:07:20, time: 0.414, data_time: 0.000, memory: 5736, top1_acc: 0.6594, top5_acc: 0.8773, loss_cls: 1.2916, loss: 1.2916, grad_norm: 15.2549 2021-08-17 09:17:31,349 - mmaction - INFO - Epoch [35][380/2640] lr: 1.000e-04, eta: 5:07:11, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6813, top5_acc: 0.8719, loss_cls: 1.1871, loss: 1.1871, grad_norm: 15.0398 2021-08-17 09:17:39,631 - mmaction - INFO - Epoch [35][400/2640] lr: 1.000e-04, eta: 5:07:02, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.6641, top5_acc: 0.8711, loss_cls: 1.2875, loss: 1.2875, grad_norm: 15.4474 2021-08-17 09:17:47,875 - mmaction - INFO - Epoch [35][420/2640] lr: 1.000e-04, eta: 5:06:53, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6641, top5_acc: 0.8711, loss_cls: 1.3102, loss: 1.3102, grad_norm: 15.5812 2021-08-17 09:17:56,110 - mmaction - INFO - Epoch [35][440/2640] lr: 1.000e-04, eta: 5:06:44, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6734, top5_acc: 0.8750, loss_cls: 1.2361, loss: 1.2361, grad_norm: 14.5202 2021-08-17 09:18:04,367 - mmaction - INFO - Epoch [35][460/2640] lr: 1.000e-04, eta: 5:06:35, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.6555, top5_acc: 0.8609, loss_cls: 1.3460, loss: 1.3460, grad_norm: 15.1966 2021-08-17 09:18:12,677 - mmaction - INFO - Epoch [35][480/2640] lr: 1.000e-04, eta: 5:06:26, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.6687, top5_acc: 0.8773, loss_cls: 1.2281, loss: 1.2281, grad_norm: 14.8916 2021-08-17 09:18:20,884 - mmaction - INFO - Epoch [35][500/2640] lr: 1.000e-04, eta: 5:06:17, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6742, top5_acc: 0.8664, loss_cls: 1.2259, loss: 1.2259, grad_norm: 14.8103 2021-08-17 09:18:29,167 - mmaction - INFO - Epoch [35][520/2640] lr: 1.000e-04, eta: 5:06:08, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.6648, top5_acc: 0.8688, loss_cls: 1.2948, loss: 1.2948, grad_norm: 15.5607 2021-08-17 09:18:37,415 - mmaction - INFO - Epoch [35][540/2640] lr: 1.000e-04, eta: 5:05:59, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6641, top5_acc: 0.8797, loss_cls: 1.2387, loss: 1.2387, grad_norm: 15.2476 2021-08-17 09:18:45,690 - mmaction - INFO - Epoch [35][560/2640] lr: 1.000e-04, eta: 5:05:50, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6484, top5_acc: 0.8641, loss_cls: 1.3605, loss: 1.3605, grad_norm: 16.0169 2021-08-17 09:18:53,912 - mmaction - INFO - Epoch [35][580/2640] lr: 1.000e-04, eta: 5:05:41, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6492, top5_acc: 0.8633, loss_cls: 1.3398, loss: 1.3398, grad_norm: 15.3663 2021-08-17 09:19:02,167 - mmaction - INFO - Epoch [35][600/2640] lr: 1.000e-04, eta: 5:05:32, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6648, top5_acc: 0.8633, loss_cls: 1.3310, loss: 1.3310, grad_norm: 15.7327 2021-08-17 09:19:10,408 - mmaction - INFO - Epoch [35][620/2640] lr: 1.000e-04, eta: 5:05:22, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6570, top5_acc: 0.8664, loss_cls: 1.3111, loss: 1.3111, grad_norm: 14.7429 2021-08-17 09:19:18,626 - mmaction - INFO - Epoch [35][640/2640] lr: 1.000e-04, eta: 5:05:13, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6633, top5_acc: 0.8727, loss_cls: 1.2557, loss: 1.2557, grad_norm: 14.6439 2021-08-17 09:19:26,850 - mmaction - INFO - Epoch [35][660/2640] lr: 1.000e-04, eta: 5:05:04, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6813, top5_acc: 0.8688, loss_cls: 1.2561, loss: 1.2561, grad_norm: 14.7146 2021-08-17 09:19:35,159 - mmaction - INFO - Epoch [35][680/2640] lr: 1.000e-04, eta: 5:04:55, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.6445, top5_acc: 0.8617, loss_cls: 1.3016, loss: 1.3016, grad_norm: 15.5734 2021-08-17 09:19:43,375 - mmaction - INFO - Epoch [35][700/2640] lr: 1.000e-04, eta: 5:04:46, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.6703, top5_acc: 0.8742, loss_cls: 1.2548, loss: 1.2548, grad_norm: 15.1978 2021-08-17 09:19:51,624 - mmaction - INFO - Epoch [35][720/2640] lr: 1.000e-04, eta: 5:04:37, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6703, top5_acc: 0.8609, loss_cls: 1.2815, loss: 1.2815, grad_norm: 15.6512 2021-08-17 09:19:59,857 - mmaction - INFO - Epoch [35][740/2640] lr: 1.000e-04, eta: 5:04:28, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6703, top5_acc: 0.8773, loss_cls: 1.2454, loss: 1.2454, grad_norm: 14.7484 2021-08-17 09:20:08,113 - mmaction - INFO - Epoch [35][760/2640] lr: 1.000e-04, eta: 5:04:19, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6531, top5_acc: 0.8578, loss_cls: 1.3324, loss: 1.3324, grad_norm: 15.5680 2021-08-17 09:20:16,332 - mmaction - INFO - Epoch [35][780/2640] lr: 1.000e-04, eta: 5:04:10, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6562, top5_acc: 0.8758, loss_cls: 1.2695, loss: 1.2695, grad_norm: 15.4324 2021-08-17 09:20:24,674 - mmaction - INFO - Epoch [35][800/2640] lr: 1.000e-04, eta: 5:04:01, time: 0.417, data_time: 0.002, memory: 5736, top1_acc: 0.6641, top5_acc: 0.8625, loss_cls: 1.2866, loss: 1.2866, grad_norm: 15.0444 2021-08-17 09:20:32,964 - mmaction - INFO - Epoch [35][820/2640] lr: 1.000e-04, eta: 5:03:52, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.6523, top5_acc: 0.8648, loss_cls: 1.3470, loss: 1.3470, grad_norm: 15.3227 2021-08-17 09:20:41,332 - mmaction - INFO - Epoch [35][840/2640] lr: 1.000e-04, eta: 5:03:43, time: 0.418, data_time: 0.001, memory: 5736, top1_acc: 0.6508, top5_acc: 0.8680, loss_cls: 1.3202, loss: 1.3202, grad_norm: 15.2078 2021-08-17 09:20:49,601 - mmaction - INFO - Epoch [35][860/2640] lr: 1.000e-04, eta: 5:03:34, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.6734, top5_acc: 0.8680, loss_cls: 1.2938, loss: 1.2938, grad_norm: 15.3012 2021-08-17 09:20:57,894 - mmaction - INFO - Epoch [35][880/2640] lr: 1.000e-04, eta: 5:03:25, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6523, top5_acc: 0.8594, loss_cls: 1.2753, loss: 1.2753, grad_norm: 15.4890 2021-08-17 09:21:06,136 - mmaction - INFO - Epoch [35][900/2640] lr: 1.000e-04, eta: 5:03:16, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6648, top5_acc: 0.8523, loss_cls: 1.2967, loss: 1.2967, grad_norm: 15.2243 2021-08-17 09:21:14,388 - mmaction - INFO - Epoch [35][920/2640] lr: 1.000e-04, eta: 5:03:07, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6531, top5_acc: 0.8695, loss_cls: 1.3203, loss: 1.3203, grad_norm: 15.6069 2021-08-17 09:21:22,600 - mmaction - INFO - Epoch [35][940/2640] lr: 1.000e-04, eta: 5:02:58, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.6719, top5_acc: 0.8695, loss_cls: 1.2929, loss: 1.2929, grad_norm: 15.3602 2021-08-17 09:21:30,896 - mmaction - INFO - Epoch [35][960/2640] lr: 1.000e-04, eta: 5:02:49, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.6711, top5_acc: 0.8656, loss_cls: 1.2953, loss: 1.2953, grad_norm: 15.1715 2021-08-17 09:21:39,134 - mmaction - INFO - Epoch [35][980/2640] lr: 1.000e-04, eta: 5:02:40, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.6469, top5_acc: 0.8688, loss_cls: 1.3401, loss: 1.3401, grad_norm: 15.3776 2021-08-17 09:21:47,423 - mmaction - INFO - Epoch [35][1000/2640] lr: 1.000e-04, eta: 5:02:31, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.6547, top5_acc: 0.8625, loss_cls: 1.3174, loss: 1.3174, grad_norm: 15.4962 2021-08-17 09:21:55,628 - mmaction - INFO - Epoch [35][1020/2640] lr: 1.000e-04, eta: 5:02:21, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.6617, top5_acc: 0.8742, loss_cls: 1.2835, loss: 1.2835, grad_norm: 15.5614 2021-08-17 09:22:03,905 - mmaction - INFO - Epoch [35][1040/2640] lr: 1.000e-04, eta: 5:02:12, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.6398, top5_acc: 0.8633, loss_cls: 1.3416, loss: 1.3416, grad_norm: 16.0348 2021-08-17 09:22:12,148 - mmaction - INFO - Epoch [35][1060/2640] lr: 1.000e-04, eta: 5:02:03, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6766, top5_acc: 0.8820, loss_cls: 1.2198, loss: 1.2198, grad_norm: 14.8092 2021-08-17 09:22:20,424 - mmaction - INFO - Epoch [35][1080/2640] lr: 1.000e-04, eta: 5:01:54, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.6539, top5_acc: 0.8570, loss_cls: 1.2977, loss: 1.2977, grad_norm: 15.3287 2021-08-17 09:22:28,575 - mmaction - INFO - Epoch [35][1100/2640] lr: 1.000e-04, eta: 5:01:45, time: 0.408, data_time: 0.000, memory: 5736, top1_acc: 0.6742, top5_acc: 0.8719, loss_cls: 1.2367, loss: 1.2367, grad_norm: 14.7297 2021-08-17 09:22:36,802 - mmaction - INFO - Epoch [35][1120/2640] lr: 1.000e-04, eta: 5:01:36, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6555, top5_acc: 0.8578, loss_cls: 1.3070, loss: 1.3070, grad_norm: 15.3912 2021-08-17 09:22:45,012 - mmaction - INFO - Epoch [35][1140/2640] lr: 1.000e-04, eta: 5:01:27, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6531, top5_acc: 0.8680, loss_cls: 1.2988, loss: 1.2988, grad_norm: 15.5623 2021-08-17 09:22:53,280 - mmaction - INFO - Epoch [35][1160/2640] lr: 1.000e-04, eta: 5:01:18, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6562, top5_acc: 0.8680, loss_cls: 1.3020, loss: 1.3020, grad_norm: 15.4121 2021-08-17 09:23:01,472 - mmaction - INFO - Epoch [35][1180/2640] lr: 1.000e-04, eta: 5:01:09, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.6672, top5_acc: 0.8742, loss_cls: 1.2341, loss: 1.2341, grad_norm: 15.0011 2021-08-17 09:23:09,721 - mmaction - INFO - Epoch [35][1200/2640] lr: 1.000e-04, eta: 5:01:00, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.6789, top5_acc: 0.8820, loss_cls: 1.2108, loss: 1.2108, grad_norm: 15.0752 2021-08-17 09:23:17,938 - mmaction - INFO - Epoch [35][1220/2640] lr: 1.000e-04, eta: 5:00:51, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.6594, top5_acc: 0.8617, loss_cls: 1.2863, loss: 1.2863, grad_norm: 15.3584 2021-08-17 09:23:26,232 - mmaction - INFO - Epoch [35][1240/2640] lr: 1.000e-04, eta: 5:00:42, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.6609, top5_acc: 0.8727, loss_cls: 1.2821, loss: 1.2821, grad_norm: 15.7516 2021-08-17 09:23:34,453 - mmaction - INFO - Epoch [35][1260/2640] lr: 1.000e-04, eta: 5:00:33, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.6539, top5_acc: 0.8727, loss_cls: 1.2998, loss: 1.2998, grad_norm: 15.8276 2021-08-17 09:23:42,723 - mmaction - INFO - Epoch [35][1280/2640] lr: 1.000e-04, eta: 5:00:24, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6664, top5_acc: 0.8789, loss_cls: 1.2497, loss: 1.2497, grad_norm: 15.1575 2021-08-17 09:23:50,971 - mmaction - INFO - Epoch [35][1300/2640] lr: 1.000e-04, eta: 5:00:15, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6531, top5_acc: 0.8680, loss_cls: 1.3165, loss: 1.3165, grad_norm: 15.2951 2021-08-17 09:23:59,296 - mmaction - INFO - Epoch [35][1320/2640] lr: 1.000e-04, eta: 5:00:06, time: 0.416, data_time: 0.002, memory: 5736, top1_acc: 0.6570, top5_acc: 0.8672, loss_cls: 1.2870, loss: 1.2870, grad_norm: 15.6564 2021-08-17 09:24:07,621 - mmaction - INFO - Epoch [35][1340/2640] lr: 1.000e-04, eta: 4:59:57, time: 0.416, data_time: 0.000, memory: 5736, top1_acc: 0.6664, top5_acc: 0.8734, loss_cls: 1.2449, loss: 1.2449, grad_norm: 15.7262 2021-08-17 09:24:15,863 - mmaction - INFO - Epoch [35][1360/2640] lr: 1.000e-04, eta: 4:59:48, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.6648, top5_acc: 0.8805, loss_cls: 1.2230, loss: 1.2230, grad_norm: 15.2823 2021-08-17 09:24:24,111 - mmaction - INFO - Epoch [35][1380/2640] lr: 1.000e-04, eta: 4:59:39, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6648, top5_acc: 0.8688, loss_cls: 1.3048, loss: 1.3048, grad_norm: 15.4125 2021-08-17 09:24:32,406 - mmaction - INFO - Epoch [35][1400/2640] lr: 1.000e-04, eta: 4:59:30, time: 0.415, data_time: 0.000, memory: 5736, top1_acc: 0.6602, top5_acc: 0.8812, loss_cls: 1.2419, loss: 1.2419, grad_norm: 15.3762 2021-08-17 09:24:40,689 - mmaction - INFO - Epoch [35][1420/2640] lr: 1.000e-04, eta: 4:59:20, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6641, top5_acc: 0.8688, loss_cls: 1.2596, loss: 1.2596, grad_norm: 15.3223 2021-08-17 09:24:49,007 - mmaction - INFO - Epoch [35][1440/2640] lr: 1.000e-04, eta: 4:59:11, time: 0.415, data_time: 0.000, memory: 5736, top1_acc: 0.6719, top5_acc: 0.8688, loss_cls: 1.2959, loss: 1.2959, grad_norm: 15.2833 2021-08-17 09:24:57,203 - mmaction - INFO - Epoch [35][1460/2640] lr: 1.000e-04, eta: 4:59:02, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.6656, top5_acc: 0.8609, loss_cls: 1.3008, loss: 1.3008, grad_norm: 15.4099 2021-08-17 09:25:05,547 - mmaction - INFO - Epoch [35][1480/2640] lr: 1.000e-04, eta: 4:58:53, time: 0.417, data_time: 0.002, memory: 5736, top1_acc: 0.6461, top5_acc: 0.8586, loss_cls: 1.3334, loss: 1.3334, grad_norm: 15.4212 2021-08-17 09:25:13,760 - mmaction - INFO - Epoch [35][1500/2640] lr: 1.000e-04, eta: 4:58:44, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.6727, top5_acc: 0.8680, loss_cls: 1.2412, loss: 1.2412, grad_norm: 14.8855 2021-08-17 09:25:22,051 - mmaction - INFO - Epoch [35][1520/2640] lr: 1.000e-04, eta: 4:58:35, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.6703, top5_acc: 0.8734, loss_cls: 1.2794, loss: 1.2794, grad_norm: 15.5502 2021-08-17 09:25:30,324 - mmaction - INFO - Epoch [35][1540/2640] lr: 1.000e-04, eta: 4:58:26, time: 0.414, data_time: 0.000, memory: 5736, top1_acc: 0.6570, top5_acc: 0.8742, loss_cls: 1.2884, loss: 1.2884, grad_norm: 15.2742 2021-08-17 09:25:38,595 - mmaction - INFO - Epoch [35][1560/2640] lr: 1.000e-04, eta: 4:58:17, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6562, top5_acc: 0.8609, loss_cls: 1.3178, loss: 1.3178, grad_norm: 15.6822 2021-08-17 09:25:46,860 - mmaction - INFO - Epoch [35][1580/2640] lr: 1.000e-04, eta: 4:58:08, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6625, top5_acc: 0.8648, loss_cls: 1.2955, loss: 1.2955, grad_norm: 15.0215 2021-08-17 09:25:55,103 - mmaction - INFO - Epoch [35][1600/2640] lr: 1.000e-04, eta: 4:57:59, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.6547, top5_acc: 0.8508, loss_cls: 1.3333, loss: 1.3333, grad_norm: 15.3922 2021-08-17 09:26:03,352 - mmaction - INFO - Epoch [35][1620/2640] lr: 1.000e-04, eta: 4:57:50, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6727, top5_acc: 0.8680, loss_cls: 1.2368, loss: 1.2368, grad_norm: 15.0480 2021-08-17 09:26:11,619 - mmaction - INFO - Epoch [35][1640/2640] lr: 1.000e-04, eta: 4:57:41, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.6695, top5_acc: 0.8828, loss_cls: 1.2530, loss: 1.2530, grad_norm: 15.3432 2021-08-17 09:26:19,849 - mmaction - INFO - Epoch [35][1660/2640] lr: 1.000e-04, eta: 4:57:32, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6719, top5_acc: 0.8703, loss_cls: 1.2546, loss: 1.2546, grad_norm: 15.4907 2021-08-17 09:26:28,213 - mmaction - INFO - Epoch [35][1680/2640] lr: 1.000e-04, eta: 4:57:23, time: 0.418, data_time: 0.001, memory: 5736, top1_acc: 0.6523, top5_acc: 0.8508, loss_cls: 1.3426, loss: 1.3426, grad_norm: 15.3769 2021-08-17 09:26:36,491 - mmaction - INFO - Epoch [35][1700/2640] lr: 1.000e-04, eta: 4:57:14, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6250, top5_acc: 0.8570, loss_cls: 1.3827, loss: 1.3827, grad_norm: 15.4270 2021-08-17 09:26:44,765 - mmaction - INFO - Epoch [35][1720/2640] lr: 1.000e-04, eta: 4:57:05, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6531, top5_acc: 0.8578, loss_cls: 1.3296, loss: 1.3296, grad_norm: 15.1297 2021-08-17 09:26:53,031 - mmaction - INFO - Epoch [35][1740/2640] lr: 1.000e-04, eta: 4:56:56, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6594, top5_acc: 0.8516, loss_cls: 1.3301, loss: 1.3301, grad_norm: 14.8504 2021-08-17 09:27:01,307 - mmaction - INFO - Epoch [35][1760/2640] lr: 1.000e-04, eta: 4:56:47, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.6758, top5_acc: 0.8695, loss_cls: 1.2785, loss: 1.2785, grad_norm: 15.0260 2021-08-17 09:27:09,509 - mmaction - INFO - Epoch [35][1780/2640] lr: 1.000e-04, eta: 4:56:38, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.6508, top5_acc: 0.8648, loss_cls: 1.3282, loss: 1.3282, grad_norm: 15.5903 2021-08-17 09:27:17,801 - mmaction - INFO - Epoch [35][1800/2640] lr: 1.000e-04, eta: 4:56:29, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.7070, top5_acc: 0.8891, loss_cls: 1.1413, loss: 1.1413, grad_norm: 14.7840 2021-08-17 09:27:26,131 - mmaction - INFO - Epoch [35][1820/2640] lr: 1.000e-04, eta: 4:56:20, time: 0.417, data_time: 0.001, memory: 5736, top1_acc: 0.6500, top5_acc: 0.8711, loss_cls: 1.2938, loss: 1.2938, grad_norm: 15.5517 2021-08-17 09:27:34,451 - mmaction - INFO - Epoch [35][1840/2640] lr: 1.000e-04, eta: 4:56:11, time: 0.416, data_time: 0.001, memory: 5736, top1_acc: 0.6523, top5_acc: 0.8594, loss_cls: 1.3785, loss: 1.3785, grad_norm: 15.4913 2021-08-17 09:27:42,669 - mmaction - INFO - Epoch [35][1860/2640] lr: 1.000e-04, eta: 4:56:02, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.6469, top5_acc: 0.8719, loss_cls: 1.2882, loss: 1.2882, grad_norm: 14.9811 2021-08-17 09:27:50,902 - mmaction - INFO - Epoch [35][1880/2640] lr: 1.000e-04, eta: 4:55:53, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6680, top5_acc: 0.8812, loss_cls: 1.2348, loss: 1.2348, grad_norm: 15.0570 2021-08-17 09:27:59,148 - mmaction - INFO - Epoch [35][1900/2640] lr: 1.000e-04, eta: 4:55:44, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.6773, top5_acc: 0.8648, loss_cls: 1.2754, loss: 1.2754, grad_norm: 15.6191 2021-08-17 09:28:07,410 - mmaction - INFO - Epoch [35][1920/2640] lr: 1.000e-04, eta: 4:55:35, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6562, top5_acc: 0.8789, loss_cls: 1.2470, loss: 1.2470, grad_norm: 15.4655 2021-08-17 09:28:15,688 - mmaction - INFO - Epoch [35][1940/2640] lr: 1.000e-04, eta: 4:55:26, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6813, top5_acc: 0.8742, loss_cls: 1.2365, loss: 1.2365, grad_norm: 14.7073 2021-08-17 09:28:24,001 - mmaction - INFO - Epoch [35][1960/2640] lr: 1.000e-04, eta: 4:55:17, time: 0.416, data_time: 0.002, memory: 5736, top1_acc: 0.6555, top5_acc: 0.8656, loss_cls: 1.3181, loss: 1.3181, grad_norm: 15.7316 2021-08-17 09:28:32,179 - mmaction - INFO - Epoch [35][1980/2640] lr: 1.000e-04, eta: 4:55:08, time: 0.409, data_time: 0.001, memory: 5736, top1_acc: 0.6633, top5_acc: 0.8617, loss_cls: 1.3058, loss: 1.3058, grad_norm: 15.9971 2021-08-17 09:28:40,415 - mmaction - INFO - Epoch [35][2000/2640] lr: 1.000e-04, eta: 4:54:58, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.6711, top5_acc: 0.8727, loss_cls: 1.2332, loss: 1.2332, grad_norm: 14.9384 2021-08-17 09:28:48,674 - mmaction - INFO - Epoch [35][2020/2640] lr: 1.000e-04, eta: 4:54:49, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.6695, top5_acc: 0.8719, loss_cls: 1.2725, loss: 1.2725, grad_norm: 15.2151 2021-08-17 09:28:56,940 - mmaction - INFO - Epoch [35][2040/2640] lr: 1.000e-04, eta: 4:54:40, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6648, top5_acc: 0.8625, loss_cls: 1.2980, loss: 1.2980, grad_norm: 15.7387 2021-08-17 09:29:05,184 - mmaction - INFO - Epoch [35][2060/2640] lr: 1.000e-04, eta: 4:54:31, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6766, top5_acc: 0.8727, loss_cls: 1.2720, loss: 1.2720, grad_norm: 15.2130 2021-08-17 09:29:13,442 - mmaction - INFO - Epoch [35][2080/2640] lr: 1.000e-04, eta: 4:54:22, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6656, top5_acc: 0.8641, loss_cls: 1.2682, loss: 1.2682, grad_norm: 15.2698 2021-08-17 09:29:21,664 - mmaction - INFO - Epoch [35][2100/2640] lr: 1.000e-04, eta: 4:54:13, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6844, top5_acc: 0.8766, loss_cls: 1.1952, loss: 1.1952, grad_norm: 14.6513 2021-08-17 09:29:29,892 - mmaction - INFO - Epoch [35][2120/2640] lr: 1.000e-04, eta: 4:54:04, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.6625, top5_acc: 0.8648, loss_cls: 1.3428, loss: 1.3428, grad_norm: 15.1799 2021-08-17 09:29:38,234 - mmaction - INFO - Epoch [35][2140/2640] lr: 1.000e-04, eta: 4:53:55, time: 0.417, data_time: 0.001, memory: 5736, top1_acc: 0.6602, top5_acc: 0.8719, loss_cls: 1.3189, loss: 1.3189, grad_norm: 15.0094 2021-08-17 09:29:46,536 - mmaction - INFO - Epoch [35][2160/2640] lr: 1.000e-04, eta: 4:53:46, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.6383, top5_acc: 0.8445, loss_cls: 1.3811, loss: 1.3811, grad_norm: 15.0874 2021-08-17 09:29:54,725 - mmaction - INFO - Epoch [35][2180/2640] lr: 1.000e-04, eta: 4:53:37, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.6617, top5_acc: 0.8820, loss_cls: 1.2891, loss: 1.2891, grad_norm: 15.0323 2021-08-17 09:30:02,971 - mmaction - INFO - Epoch [35][2200/2640] lr: 1.000e-04, eta: 4:53:28, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.6328, top5_acc: 0.8609, loss_cls: 1.3381, loss: 1.3381, grad_norm: 15.2986 2021-08-17 09:30:11,173 - mmaction - INFO - Epoch [35][2220/2640] lr: 1.000e-04, eta: 4:53:19, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.6695, top5_acc: 0.8555, loss_cls: 1.2978, loss: 1.2978, grad_norm: 15.0714 2021-08-17 09:30:19,442 - mmaction - INFO - Epoch [35][2240/2640] lr: 1.000e-04, eta: 4:53:10, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6523, top5_acc: 0.8625, loss_cls: 1.3390, loss: 1.3390, grad_norm: 15.5059 2021-08-17 09:30:27,686 - mmaction - INFO - Epoch [35][2260/2640] lr: 1.000e-04, eta: 4:53:01, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.6898, top5_acc: 0.8852, loss_cls: 1.1886, loss: 1.1886, grad_norm: 14.7031 2021-08-17 09:30:35,988 - mmaction - INFO - Epoch [35][2280/2640] lr: 1.000e-04, eta: 4:52:52, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.6625, top5_acc: 0.8703, loss_cls: 1.2753, loss: 1.2753, grad_norm: 15.3067 2021-08-17 09:30:44,203 - mmaction - INFO - Epoch [35][2300/2640] lr: 1.000e-04, eta: 4:52:43, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6430, top5_acc: 0.8578, loss_cls: 1.3631, loss: 1.3631, grad_norm: 15.3973 2021-08-17 09:30:52,462 - mmaction - INFO - Epoch [35][2320/2640] lr: 1.000e-04, eta: 4:52:34, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6328, top5_acc: 0.8609, loss_cls: 1.3763, loss: 1.3763, grad_norm: 15.8565 2021-08-17 09:31:00,644 - mmaction - INFO - Epoch [35][2340/2640] lr: 1.000e-04, eta: 4:52:25, time: 0.409, data_time: 0.001, memory: 5736, top1_acc: 0.6445, top5_acc: 0.8602, loss_cls: 1.3359, loss: 1.3359, grad_norm: 15.3074 2021-08-17 09:31:08,938 - mmaction - INFO - Epoch [35][2360/2640] lr: 1.000e-04, eta: 4:52:16, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6602, top5_acc: 0.8727, loss_cls: 1.3040, loss: 1.3040, grad_norm: 15.4937 2021-08-17 09:31:17,192 - mmaction - INFO - Epoch [35][2380/2640] lr: 1.000e-04, eta: 4:52:07, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6445, top5_acc: 0.8438, loss_cls: 1.3758, loss: 1.3758, grad_norm: 15.6136 2021-08-17 09:31:25,431 - mmaction - INFO - Epoch [35][2400/2640] lr: 1.000e-04, eta: 4:51:58, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6672, top5_acc: 0.8719, loss_cls: 1.2685, loss: 1.2685, grad_norm: 14.8933 2021-08-17 09:31:33,661 - mmaction - INFO - Epoch [35][2420/2640] lr: 1.000e-04, eta: 4:51:49, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6648, top5_acc: 0.8719, loss_cls: 1.2719, loss: 1.2719, grad_norm: 15.5099 2021-08-17 09:31:41,968 - mmaction - INFO - Epoch [35][2440/2640] lr: 1.000e-04, eta: 4:51:40, time: 0.416, data_time: 0.002, memory: 5736, top1_acc: 0.6570, top5_acc: 0.8695, loss_cls: 1.2731, loss: 1.2731, grad_norm: 15.4510 2021-08-17 09:31:50,186 - mmaction - INFO - Epoch [35][2460/2640] lr: 1.000e-04, eta: 4:51:31, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6656, top5_acc: 0.8656, loss_cls: 1.2942, loss: 1.2942, grad_norm: 15.3317 2021-08-17 09:31:58,454 - mmaction - INFO - Epoch [35][2480/2640] lr: 1.000e-04, eta: 4:51:22, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6602, top5_acc: 0.8602, loss_cls: 1.2971, loss: 1.2971, grad_norm: 15.3411 2021-08-17 09:32:06,666 - mmaction - INFO - Epoch [35][2500/2640] lr: 1.000e-04, eta: 4:51:13, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.6641, top5_acc: 0.8742, loss_cls: 1.3010, loss: 1.3010, grad_norm: 15.3199 2021-08-17 09:32:14,922 - mmaction - INFO - Epoch [35][2520/2640] lr: 1.000e-04, eta: 4:51:04, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6422, top5_acc: 0.8570, loss_cls: 1.3481, loss: 1.3481, grad_norm: 15.5208 2021-08-17 09:32:23,171 - mmaction - INFO - Epoch [35][2540/2640] lr: 1.000e-04, eta: 4:50:55, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6273, top5_acc: 0.8586, loss_cls: 1.3847, loss: 1.3847, grad_norm: 15.7799 2021-08-17 09:32:31,425 - mmaction - INFO - Epoch [35][2560/2640] lr: 1.000e-04, eta: 4:50:46, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.6539, top5_acc: 0.8586, loss_cls: 1.3312, loss: 1.3312, grad_norm: 15.6270 2021-08-17 09:32:39,627 - mmaction - INFO - Epoch [35][2580/2640] lr: 1.000e-04, eta: 4:50:37, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.6359, top5_acc: 0.8578, loss_cls: 1.3230, loss: 1.3230, grad_norm: 15.5861 2021-08-17 09:32:47,891 - mmaction - INFO - Epoch [35][2600/2640] lr: 1.000e-04, eta: 4:50:28, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6562, top5_acc: 0.8602, loss_cls: 1.3285, loss: 1.3285, grad_norm: 15.3579 2021-08-17 09:32:56,186 - mmaction - INFO - Epoch [35][2620/2640] lr: 1.000e-04, eta: 4:50:19, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.6445, top5_acc: 0.8500, loss_cls: 1.3181, loss: 1.3181, grad_norm: 14.7861 2021-08-17 09:33:04,172 - mmaction - INFO - Epoch [35][2640/2640] lr: 1.000e-04, eta: 4:50:09, time: 0.399, data_time: 0.000, memory: 5736, top1_acc: 0.6435, top5_acc: 0.8669, loss_cls: 1.2951, loss: 1.2951, grad_norm: 15.2813 2021-08-17 09:33:06,038 - mmaction - INFO - Saving checkpoint at 35 epochs 2021-08-17 09:33:06,720 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-08-17 09:34:20,153 - mmaction - INFO - Epoch [36][20/2640] lr: 1.000e-04, eta: 4:50:28, time: 3.671, data_time: 3.211, memory: 5736, top1_acc: 0.6516, top5_acc: 0.8719, loss_cls: 1.3172, loss: 1.3172, grad_norm: 15.6864 2021-08-17 09:34:28,999 - mmaction - INFO - Epoch [36][40/2640] lr: 1.000e-04, eta: 4:50:19, time: 0.442, data_time: 0.003, memory: 5736, top1_acc: 0.6727, top5_acc: 0.8641, loss_cls: 1.2674, loss: 1.2674, grad_norm: 15.2090 2021-08-17 09:34:37,196 - mmaction - INFO - Epoch [36][60/2640] lr: 1.000e-04, eta: 4:50:10, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.6805, top5_acc: 0.8742, loss_cls: 1.2129, loss: 1.2129, grad_norm: 15.2441 2021-08-17 09:34:45,466 - mmaction - INFO - Epoch [36][80/2640] lr: 1.000e-04, eta: 4:50:01, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6703, top5_acc: 0.8695, loss_cls: 1.2826, loss: 1.2826, grad_norm: 15.2039 2021-08-17 09:34:53,679 - mmaction - INFO - Epoch [36][100/2640] lr: 1.000e-04, eta: 4:49:52, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6633, top5_acc: 0.8594, loss_cls: 1.3103, loss: 1.3103, grad_norm: 15.8562 2021-08-17 09:35:01,909 - mmaction - INFO - Epoch [36][120/2640] lr: 1.000e-04, eta: 4:49:43, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6750, top5_acc: 0.8617, loss_cls: 1.2535, loss: 1.2535, grad_norm: 15.4509 2021-08-17 09:35:10,152 - mmaction - INFO - Epoch [36][140/2640] lr: 1.000e-04, eta: 4:49:34, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.6664, top5_acc: 0.8594, loss_cls: 1.2847, loss: 1.2847, grad_norm: 16.0530 2021-08-17 09:35:18,383 - mmaction - INFO - Epoch [36][160/2640] lr: 1.000e-04, eta: 4:49:25, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6734, top5_acc: 0.8781, loss_cls: 1.2249, loss: 1.2249, grad_norm: 15.1343 2021-08-17 09:35:26,626 - mmaction - INFO - Epoch [36][180/2640] lr: 1.000e-04, eta: 4:49:16, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.6562, top5_acc: 0.8594, loss_cls: 1.2993, loss: 1.2993, grad_norm: 15.1864 2021-08-17 09:35:34,877 - mmaction - INFO - Epoch [36][200/2640] lr: 1.000e-04, eta: 4:49:07, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6531, top5_acc: 0.8711, loss_cls: 1.2474, loss: 1.2474, grad_norm: 15.7476 2021-08-17 09:35:43,104 - mmaction - INFO - Epoch [36][220/2640] lr: 1.000e-04, eta: 4:48:58, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6570, top5_acc: 0.8539, loss_cls: 1.3452, loss: 1.3452, grad_norm: 15.9723 2021-08-17 09:35:51,334 - mmaction - INFO - Epoch [36][240/2640] lr: 1.000e-04, eta: 4:48:49, time: 0.411, data_time: 0.002, memory: 5736, top1_acc: 0.6828, top5_acc: 0.8797, loss_cls: 1.2007, loss: 1.2007, grad_norm: 15.3482 2021-08-17 09:35:59,544 - mmaction - INFO - Epoch [36][260/2640] lr: 1.000e-04, eta: 4:48:40, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6813, top5_acc: 0.8773, loss_cls: 1.2570, loss: 1.2570, grad_norm: 14.7603 2021-08-17 09:36:07,793 - mmaction - INFO - Epoch [36][280/2640] lr: 1.000e-04, eta: 4:48:31, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.6711, top5_acc: 0.8727, loss_cls: 1.2668, loss: 1.2668, grad_norm: 15.0430 2021-08-17 09:36:16,042 - mmaction - INFO - Epoch [36][300/2640] lr: 1.000e-04, eta: 4:48:22, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.6516, top5_acc: 0.8633, loss_cls: 1.2663, loss: 1.2663, grad_norm: 15.5421 2021-08-17 09:36:24,283 - mmaction - INFO - Epoch [36][320/2640] lr: 1.000e-04, eta: 4:48:13, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6695, top5_acc: 0.8781, loss_cls: 1.2311, loss: 1.2311, grad_norm: 15.4498 2021-08-17 09:36:32,494 - mmaction - INFO - Epoch [36][340/2640] lr: 1.000e-04, eta: 4:48:04, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.6789, top5_acc: 0.8820, loss_cls: 1.1953, loss: 1.1953, grad_norm: 14.9785 2021-08-17 09:36:40,736 - mmaction - INFO - Epoch [36][360/2640] lr: 1.000e-04, eta: 4:47:55, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.6797, top5_acc: 0.8789, loss_cls: 1.2301, loss: 1.2301, grad_norm: 15.7339 2021-08-17 09:36:49,007 - mmaction - INFO - Epoch [36][380/2640] lr: 1.000e-04, eta: 4:47:46, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6523, top5_acc: 0.8641, loss_cls: 1.3008, loss: 1.3008, grad_norm: 15.8722 2021-08-17 09:36:57,223 - mmaction - INFO - Epoch [36][400/2640] lr: 1.000e-04, eta: 4:47:37, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.6680, top5_acc: 0.8594, loss_cls: 1.2886, loss: 1.2886, grad_norm: 15.0925 2021-08-17 09:37:05,503 - mmaction - INFO - Epoch [36][420/2640] lr: 1.000e-04, eta: 4:47:28, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6805, top5_acc: 0.8727, loss_cls: 1.2032, loss: 1.2032, grad_norm: 14.9153 2021-08-17 09:37:13,771 - mmaction - INFO - Epoch [36][440/2640] lr: 1.000e-04, eta: 4:47:19, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.6414, top5_acc: 0.8656, loss_cls: 1.3278, loss: 1.3278, grad_norm: 15.9369 2021-08-17 09:37:22,047 - mmaction - INFO - Epoch [36][460/2640] lr: 1.000e-04, eta: 4:47:10, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.6609, top5_acc: 0.8727, loss_cls: 1.2838, loss: 1.2838, grad_norm: 15.1208 2021-08-17 09:37:30,332 - mmaction - INFO - Epoch [36][480/2640] lr: 1.000e-04, eta: 4:47:01, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.6484, top5_acc: 0.8578, loss_cls: 1.3436, loss: 1.3436, grad_norm: 15.8496 2021-08-17 09:37:38,574 - mmaction - INFO - Epoch [36][500/2640] lr: 1.000e-04, eta: 4:46:51, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6750, top5_acc: 0.8875, loss_cls: 1.2009, loss: 1.2009, grad_norm: 14.8751 2021-08-17 09:37:46,798 - mmaction - INFO - Epoch [36][520/2640] lr: 1.000e-04, eta: 4:46:42, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.6687, top5_acc: 0.8711, loss_cls: 1.2884, loss: 1.2884, grad_norm: 15.6155 2021-08-17 09:37:55,003 - mmaction - INFO - Epoch [36][540/2640] lr: 1.000e-04, eta: 4:46:33, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.6523, top5_acc: 0.8586, loss_cls: 1.3303, loss: 1.3303, grad_norm: 15.4983 2021-08-17 09:38:03,324 - mmaction - INFO - Epoch [36][560/2640] lr: 1.000e-04, eta: 4:46:24, time: 0.417, data_time: 0.002, memory: 5736, top1_acc: 0.6406, top5_acc: 0.8539, loss_cls: 1.3738, loss: 1.3738, grad_norm: 15.9299 2021-08-17 09:38:11,608 - mmaction - INFO - Epoch [36][580/2640] lr: 1.000e-04, eta: 4:46:15, time: 0.414, data_time: 0.000, memory: 5736, top1_acc: 0.6703, top5_acc: 0.8742, loss_cls: 1.2569, loss: 1.2569, grad_norm: 14.7879 2021-08-17 09:38:19,892 - mmaction - INFO - Epoch [36][600/2640] lr: 1.000e-04, eta: 4:46:06, time: 0.414, data_time: 0.000, memory: 5736, top1_acc: 0.6648, top5_acc: 0.8680, loss_cls: 1.2747, loss: 1.2747, grad_norm: 14.8858 2021-08-17 09:38:28,111 - mmaction - INFO - Epoch [36][620/2640] lr: 1.000e-04, eta: 4:45:57, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.6602, top5_acc: 0.8719, loss_cls: 1.2563, loss: 1.2563, grad_norm: 15.5643 2021-08-17 09:38:36,404 - mmaction - INFO - Epoch [36][640/2640] lr: 1.000e-04, eta: 4:45:48, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.6438, top5_acc: 0.8648, loss_cls: 1.3271, loss: 1.3271, grad_norm: 16.2481 2021-08-17 09:38:44,652 - mmaction - INFO - Epoch [36][660/2640] lr: 1.000e-04, eta: 4:45:39, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.6531, top5_acc: 0.8625, loss_cls: 1.2994, loss: 1.2994, grad_norm: 16.2721 2021-08-17 09:38:52,969 - mmaction - INFO - Epoch [36][680/2640] lr: 1.000e-04, eta: 4:45:30, time: 0.416, data_time: 0.001, memory: 5736, top1_acc: 0.6648, top5_acc: 0.8648, loss_cls: 1.3448, loss: 1.3448, grad_norm: 15.9237 2021-08-17 09:39:01,195 - mmaction - INFO - Epoch [36][700/2640] lr: 1.000e-04, eta: 4:45:21, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6891, top5_acc: 0.8922, loss_cls: 1.1671, loss: 1.1671, grad_norm: 15.2267 2021-08-17 09:39:09,467 - mmaction - INFO - Epoch [36][720/2640] lr: 1.000e-04, eta: 4:45:12, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6773, top5_acc: 0.8719, loss_cls: 1.2384, loss: 1.2384, grad_norm: 14.9491 2021-08-17 09:39:17,749 - mmaction - INFO - Epoch [36][740/2640] lr: 1.000e-04, eta: 4:45:03, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.6719, top5_acc: 0.8742, loss_cls: 1.2070, loss: 1.2070, grad_norm: 14.9658 2021-08-17 09:39:26,012 - mmaction - INFO - Epoch [36][760/2640] lr: 1.000e-04, eta: 4:44:54, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6453, top5_acc: 0.8734, loss_cls: 1.3080, loss: 1.3080, grad_norm: 15.9806 2021-08-17 09:39:34,244 - mmaction - INFO - Epoch [36][780/2640] lr: 1.000e-04, eta: 4:44:45, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6531, top5_acc: 0.8781, loss_cls: 1.2544, loss: 1.2544, grad_norm: 15.2140 2021-08-17 09:39:42,461 - mmaction - INFO - Epoch [36][800/2640] lr: 1.000e-04, eta: 4:44:36, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.6719, top5_acc: 0.8680, loss_cls: 1.2692, loss: 1.2692, grad_norm: 15.2755 2021-08-17 09:39:50,765 - mmaction - INFO - Epoch [36][820/2640] lr: 1.000e-04, eta: 4:44:27, time: 0.416, data_time: 0.001, memory: 5736, top1_acc: 0.6727, top5_acc: 0.8836, loss_cls: 1.1986, loss: 1.1986, grad_norm: 15.0319 2021-08-17 09:39:59,017 - mmaction - INFO - Epoch [36][840/2640] lr: 1.000e-04, eta: 4:44:18, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.6781, top5_acc: 0.8758, loss_cls: 1.2426, loss: 1.2426, grad_norm: 15.5825 2021-08-17 09:40:07,208 - mmaction - INFO - Epoch [36][860/2640] lr: 1.000e-04, eta: 4:44:09, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.6367, top5_acc: 0.8594, loss_cls: 1.3559, loss: 1.3559, grad_norm: 16.2705 2021-08-17 09:40:15,480 - mmaction - INFO - Epoch [36][880/2640] lr: 1.000e-04, eta: 4:44:00, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6859, top5_acc: 0.8750, loss_cls: 1.2317, loss: 1.2317, grad_norm: 15.2229 2021-08-17 09:40:23,697 - mmaction - INFO - Epoch [36][900/2640] lr: 1.000e-04, eta: 4:43:51, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6813, top5_acc: 0.8727, loss_cls: 1.2253, loss: 1.2253, grad_norm: 15.2617 2021-08-17 09:40:31,941 - mmaction - INFO - Epoch [36][920/2640] lr: 1.000e-04, eta: 4:43:42, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6641, top5_acc: 0.8742, loss_cls: 1.2228, loss: 1.2228, grad_norm: 15.4784 2021-08-17 09:40:40,144 - mmaction - INFO - Epoch [36][940/2640] lr: 1.000e-04, eta: 4:43:33, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6469, top5_acc: 0.8609, loss_cls: 1.3359, loss: 1.3359, grad_norm: 16.3747 2021-08-17 09:40:48,418 - mmaction - INFO - Epoch [36][960/2640] lr: 1.000e-04, eta: 4:43:24, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6805, top5_acc: 0.8914, loss_cls: 1.2602, loss: 1.2602, grad_norm: 15.8801 2021-08-17 09:40:56,640 - mmaction - INFO - Epoch [36][980/2640] lr: 1.000e-04, eta: 4:43:15, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6516, top5_acc: 0.8656, loss_cls: 1.3220, loss: 1.3220, grad_norm: 15.7374 2021-08-17 09:41:04,906 - mmaction - INFO - Epoch [36][1000/2640] lr: 1.000e-04, eta: 4:43:06, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6781, top5_acc: 0.8789, loss_cls: 1.1834, loss: 1.1834, grad_norm: 14.8200 2021-08-17 09:41:13,181 - mmaction - INFO - Epoch [36][1020/2640] lr: 1.000e-04, eta: 4:42:57, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6727, top5_acc: 0.8562, loss_cls: 1.2803, loss: 1.2803, grad_norm: 15.4129 2021-08-17 09:41:21,446 - mmaction - INFO - Epoch [36][1040/2640] lr: 1.000e-04, eta: 4:42:48, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.6414, top5_acc: 0.8609, loss_cls: 1.3245, loss: 1.3245, grad_norm: 15.6170 2021-08-17 09:41:29,652 - mmaction - INFO - Epoch [36][1060/2640] lr: 1.000e-04, eta: 4:42:39, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.6594, top5_acc: 0.8680, loss_cls: 1.2852, loss: 1.2852, grad_norm: 14.9642 2021-08-17 09:41:38,020 - mmaction - INFO - Epoch [36][1080/2640] lr: 1.000e-04, eta: 4:42:30, time: 0.418, data_time: 0.001, memory: 5736, top1_acc: 0.6656, top5_acc: 0.8727, loss_cls: 1.2669, loss: 1.2669, grad_norm: 15.4921 2021-08-17 09:41:46,212 - mmaction - INFO - Epoch [36][1100/2640] lr: 1.000e-04, eta: 4:42:21, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.6508, top5_acc: 0.8688, loss_cls: 1.2685, loss: 1.2685, grad_norm: 15.6966 2021-08-17 09:41:54,450 - mmaction - INFO - Epoch [36][1120/2640] lr: 1.000e-04, eta: 4:42:12, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6648, top5_acc: 0.8617, loss_cls: 1.2851, loss: 1.2851, grad_norm: 15.4734 2021-08-17 09:42:02,629 - mmaction - INFO - Epoch [36][1140/2640] lr: 1.000e-04, eta: 4:42:02, time: 0.409, data_time: 0.001, memory: 5736, top1_acc: 0.6703, top5_acc: 0.8789, loss_cls: 1.2497, loss: 1.2497, grad_norm: 15.4136 2021-08-17 09:42:10,887 - mmaction - INFO - Epoch [36][1160/2640] lr: 1.000e-04, eta: 4:41:53, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6523, top5_acc: 0.8641, loss_cls: 1.3060, loss: 1.3060, grad_norm: 15.7273 2021-08-17 09:42:19,136 - mmaction - INFO - Epoch [36][1180/2640] lr: 1.000e-04, eta: 4:41:44, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.6594, top5_acc: 0.8750, loss_cls: 1.2941, loss: 1.2941, grad_norm: 15.8205 2021-08-17 09:42:27,392 - mmaction - INFO - Epoch [36][1200/2640] lr: 1.000e-04, eta: 4:41:35, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6516, top5_acc: 0.8711, loss_cls: 1.2930, loss: 1.2930, grad_norm: 15.8392 2021-08-17 09:42:35,658 - mmaction - INFO - Epoch [36][1220/2640] lr: 1.000e-04, eta: 4:41:26, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6625, top5_acc: 0.8789, loss_cls: 1.2241, loss: 1.2241, grad_norm: 15.5811 2021-08-17 09:42:43,882 - mmaction - INFO - Epoch [36][1240/2640] lr: 1.000e-04, eta: 4:41:17, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6719, top5_acc: 0.8852, loss_cls: 1.2168, loss: 1.2168, grad_norm: 15.4834 2021-08-17 09:42:52,175 - mmaction - INFO - Epoch [36][1260/2640] lr: 1.000e-04, eta: 4:41:08, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.6687, top5_acc: 0.8758, loss_cls: 1.2343, loss: 1.2343, grad_norm: 15.8561 2021-08-17 09:43:00,458 - mmaction - INFO - Epoch [36][1280/2640] lr: 1.000e-04, eta: 4:40:59, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6492, top5_acc: 0.8539, loss_cls: 1.3873, loss: 1.3873, grad_norm: 15.6299 2021-08-17 09:43:08,733 - mmaction - INFO - Epoch [36][1300/2640] lr: 1.000e-04, eta: 4:40:50, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6594, top5_acc: 0.8672, loss_cls: 1.3159, loss: 1.3159, grad_norm: 15.3664 2021-08-17 09:43:17,004 - mmaction - INFO - Epoch [36][1320/2640] lr: 1.000e-04, eta: 4:40:41, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6664, top5_acc: 0.8688, loss_cls: 1.2746, loss: 1.2746, grad_norm: 15.2651 2021-08-17 09:43:25,251 - mmaction - INFO - Epoch [36][1340/2640] lr: 1.000e-04, eta: 4:40:32, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6562, top5_acc: 0.8719, loss_cls: 1.2571, loss: 1.2571, grad_norm: 15.1186 2021-08-17 09:43:33,490 - mmaction - INFO - Epoch [36][1360/2640] lr: 1.000e-04, eta: 4:40:23, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.6703, top5_acc: 0.8695, loss_cls: 1.2828, loss: 1.2828, grad_norm: 15.2852 2021-08-17 09:43:41,691 - mmaction - INFO - Epoch [36][1380/2640] lr: 1.000e-04, eta: 4:40:14, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.6742, top5_acc: 0.8711, loss_cls: 1.2211, loss: 1.2211, grad_norm: 15.6544 2021-08-17 09:43:49,915 - mmaction - INFO - Epoch [36][1400/2640] lr: 1.000e-04, eta: 4:40:05, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6672, top5_acc: 0.8688, loss_cls: 1.2604, loss: 1.2604, grad_norm: 15.2961 2021-08-17 09:43:58,122 - mmaction - INFO - Epoch [36][1420/2640] lr: 1.000e-04, eta: 4:39:56, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.6750, top5_acc: 0.8875, loss_cls: 1.1713, loss: 1.1713, grad_norm: 14.9531 2021-08-17 09:44:06,453 - mmaction - INFO - Epoch [36][1440/2640] lr: 1.000e-04, eta: 4:39:47, time: 0.417, data_time: 0.002, memory: 5736, top1_acc: 0.6820, top5_acc: 0.8703, loss_cls: 1.2346, loss: 1.2346, grad_norm: 15.3004 2021-08-17 09:44:14,686 - mmaction - INFO - Epoch [36][1460/2640] lr: 1.000e-04, eta: 4:39:38, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6883, top5_acc: 0.8773, loss_cls: 1.2200, loss: 1.2200, grad_norm: 15.4364 2021-08-17 09:44:22,941 - mmaction - INFO - Epoch [36][1480/2640] lr: 1.000e-04, eta: 4:39:29, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6750, top5_acc: 0.8859, loss_cls: 1.2132, loss: 1.2132, grad_norm: 15.3103 2021-08-17 09:44:31,173 - mmaction - INFO - Epoch [36][1500/2640] lr: 1.000e-04, eta: 4:39:20, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.6648, top5_acc: 0.8625, loss_cls: 1.2807, loss: 1.2807, grad_norm: 15.5477 2021-08-17 09:44:39,461 - mmaction - INFO - Epoch [36][1520/2640] lr: 1.000e-04, eta: 4:39:11, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.6586, top5_acc: 0.8695, loss_cls: 1.2775, loss: 1.2775, grad_norm: 15.8282 2021-08-17 09:44:47,692 - mmaction - INFO - Epoch [36][1540/2640] lr: 1.000e-04, eta: 4:39:02, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6469, top5_acc: 0.8664, loss_cls: 1.3112, loss: 1.3112, grad_norm: 15.8795 2021-08-17 09:44:55,919 - mmaction - INFO - Epoch [36][1560/2640] lr: 1.000e-04, eta: 4:38:53, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6695, top5_acc: 0.8742, loss_cls: 1.2572, loss: 1.2572, grad_norm: 14.9205 2021-08-17 09:45:04,151 - mmaction - INFO - Epoch [36][1580/2640] lr: 1.000e-04, eta: 4:38:44, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.6758, top5_acc: 0.8719, loss_cls: 1.2073, loss: 1.2073, grad_norm: 15.3441 2021-08-17 09:45:12,418 - mmaction - INFO - Epoch [36][1600/2640] lr: 1.000e-04, eta: 4:38:35, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.6617, top5_acc: 0.8867, loss_cls: 1.2437, loss: 1.2437, grad_norm: 15.4837 2021-08-17 09:45:20,710 - mmaction - INFO - Epoch [36][1620/2640] lr: 1.000e-04, eta: 4:38:26, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.6766, top5_acc: 0.8883, loss_cls: 1.1872, loss: 1.1872, grad_norm: 15.4195 2021-08-17 09:45:28,928 - mmaction - INFO - Epoch [36][1640/2640] lr: 1.000e-04, eta: 4:38:17, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6352, top5_acc: 0.8633, loss_cls: 1.3625, loss: 1.3625, grad_norm: 16.3118 2021-08-17 09:45:37,180 - mmaction - INFO - Epoch [36][1660/2640] lr: 1.000e-04, eta: 4:38:08, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6531, top5_acc: 0.8672, loss_cls: 1.3075, loss: 1.3075, grad_norm: 15.6892 2021-08-17 09:45:45,487 - mmaction - INFO - Epoch [36][1680/2640] lr: 1.000e-04, eta: 4:37:59, time: 0.415, data_time: 0.000, memory: 5736, top1_acc: 0.6656, top5_acc: 0.8523, loss_cls: 1.3043, loss: 1.3043, grad_norm: 15.6332 2021-08-17 09:45:53,789 - mmaction - INFO - Epoch [36][1700/2640] lr: 1.000e-04, eta: 4:37:50, time: 0.416, data_time: 0.001, memory: 5736, top1_acc: 0.6711, top5_acc: 0.8695, loss_cls: 1.2824, loss: 1.2824, grad_norm: 15.5665 2021-08-17 09:46:02,044 - mmaction - INFO - Epoch [36][1720/2640] lr: 1.000e-04, eta: 4:37:41, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6781, top5_acc: 0.8773, loss_cls: 1.2285, loss: 1.2285, grad_norm: 15.2386 2021-08-17 09:46:10,358 - mmaction - INFO - Epoch [36][1740/2640] lr: 1.000e-04, eta: 4:37:32, time: 0.415, data_time: 0.000, memory: 5736, top1_acc: 0.6687, top5_acc: 0.8570, loss_cls: 1.2857, loss: 1.2857, grad_norm: 15.3981 2021-08-17 09:46:18,591 - mmaction - INFO - Epoch [36][1760/2640] lr: 1.000e-04, eta: 4:37:23, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.6789, top5_acc: 0.8688, loss_cls: 1.2291, loss: 1.2291, grad_norm: 15.0319 2021-08-17 09:46:26,821 - mmaction - INFO - Epoch [36][1780/2640] lr: 1.000e-04, eta: 4:37:14, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6406, top5_acc: 0.8656, loss_cls: 1.3092, loss: 1.3092, grad_norm: 15.1327 2021-08-17 09:46:35,054 - mmaction - INFO - Epoch [36][1800/2640] lr: 1.000e-04, eta: 4:37:05, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.6813, top5_acc: 0.8766, loss_cls: 1.2423, loss: 1.2423, grad_norm: 15.4242 2021-08-17 09:46:43,297 - mmaction - INFO - Epoch [36][1820/2640] lr: 1.000e-04, eta: 4:36:56, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6766, top5_acc: 0.8742, loss_cls: 1.2328, loss: 1.2328, grad_norm: 15.5657 2021-08-17 09:46:51,577 - mmaction - INFO - Epoch [36][1840/2640] lr: 1.000e-04, eta: 4:36:47, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.6648, top5_acc: 0.8773, loss_cls: 1.2443, loss: 1.2443, grad_norm: 15.5755 2021-08-17 09:46:59,845 - mmaction - INFO - Epoch [36][1860/2640] lr: 1.000e-04, eta: 4:36:38, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.6625, top5_acc: 0.8672, loss_cls: 1.3055, loss: 1.3055, grad_norm: 15.5343 2021-08-17 09:47:08,107 - mmaction - INFO - Epoch [36][1880/2640] lr: 1.000e-04, eta: 4:36:29, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6625, top5_acc: 0.8695, loss_cls: 1.2810, loss: 1.2810, grad_norm: 15.3764 2021-08-17 09:47:16,364 - mmaction - INFO - Epoch [36][1900/2640] lr: 1.000e-04, eta: 4:36:20, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.6719, top5_acc: 0.8758, loss_cls: 1.2183, loss: 1.2183, grad_norm: 15.0158 2021-08-17 09:47:24,673 - mmaction - INFO - Epoch [36][1920/2640] lr: 1.000e-04, eta: 4:36:11, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.6664, top5_acc: 0.8664, loss_cls: 1.2807, loss: 1.2807, grad_norm: 15.6670 2021-08-17 09:47:32,962 - mmaction - INFO - Epoch [36][1940/2640] lr: 1.000e-04, eta: 4:36:02, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6789, top5_acc: 0.8711, loss_cls: 1.2619, loss: 1.2619, grad_norm: 15.2108 2021-08-17 09:47:41,219 - mmaction - INFO - Epoch [36][1960/2640] lr: 1.000e-04, eta: 4:35:53, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6539, top5_acc: 0.8719, loss_cls: 1.2951, loss: 1.2951, grad_norm: 15.7790 2021-08-17 09:47:49,422 - mmaction - INFO - Epoch [36][1980/2640] lr: 1.000e-04, eta: 4:35:44, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.6578, top5_acc: 0.8820, loss_cls: 1.2614, loss: 1.2614, grad_norm: 15.5517 2021-08-17 09:47:57,696 - mmaction - INFO - Epoch [36][2000/2640] lr: 1.000e-04, eta: 4:35:35, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.6625, top5_acc: 0.8781, loss_cls: 1.2972, loss: 1.2972, grad_norm: 15.6067 2021-08-17 09:48:05,902 - mmaction - INFO - Epoch [36][2020/2640] lr: 1.000e-04, eta: 4:35:26, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.6906, top5_acc: 0.8961, loss_cls: 1.1534, loss: 1.1534, grad_norm: 15.1752 2021-08-17 09:48:14,153 - mmaction - INFO - Epoch [36][2040/2640] lr: 1.000e-04, eta: 4:35:17, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6547, top5_acc: 0.8617, loss_cls: 1.3497, loss: 1.3497, grad_norm: 15.9470 2021-08-17 09:48:22,362 - mmaction - INFO - Epoch [36][2060/2640] lr: 1.000e-04, eta: 4:35:08, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6703, top5_acc: 0.8578, loss_cls: 1.3106, loss: 1.3106, grad_norm: 16.0235 2021-08-17 09:48:30,624 - mmaction - INFO - Epoch [36][2080/2640] lr: 1.000e-04, eta: 4:34:59, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6711, top5_acc: 0.8766, loss_cls: 1.2369, loss: 1.2369, grad_norm: 15.2792 2021-08-17 09:48:38,828 - mmaction - INFO - Epoch [36][2100/2640] lr: 1.000e-04, eta: 4:34:50, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.6680, top5_acc: 0.8625, loss_cls: 1.2907, loss: 1.2907, grad_norm: 15.4184 2021-08-17 09:48:47,062 - mmaction - INFO - Epoch [36][2120/2640] lr: 1.000e-04, eta: 4:34:41, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.6469, top5_acc: 0.8578, loss_cls: 1.3145, loss: 1.3145, grad_norm: 15.5083 2021-08-17 09:48:55,322 - mmaction - INFO - Epoch [36][2140/2640] lr: 1.000e-04, eta: 4:34:32, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6602, top5_acc: 0.8750, loss_cls: 1.2567, loss: 1.2567, grad_norm: 15.5018 2021-08-17 09:49:03,534 - mmaction - INFO - Epoch [36][2160/2640] lr: 1.000e-04, eta: 4:34:23, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6602, top5_acc: 0.8742, loss_cls: 1.2597, loss: 1.2597, grad_norm: 15.2468 2021-08-17 09:49:11,765 - mmaction - INFO - Epoch [36][2180/2640] lr: 1.000e-04, eta: 4:34:14, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6508, top5_acc: 0.8797, loss_cls: 1.2663, loss: 1.2663, grad_norm: 15.3984 2021-08-17 09:49:19,988 - mmaction - INFO - Epoch [36][2200/2640] lr: 1.000e-04, eta: 4:34:05, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6391, top5_acc: 0.8648, loss_cls: 1.3421, loss: 1.3421, grad_norm: 15.6088 2021-08-17 09:49:28,267 - mmaction - INFO - Epoch [36][2220/2640] lr: 1.000e-04, eta: 4:33:56, time: 0.414, data_time: 0.000, memory: 5736, top1_acc: 0.6555, top5_acc: 0.8555, loss_cls: 1.3116, loss: 1.3116, grad_norm: 15.9203 2021-08-17 09:49:36,564 - mmaction - INFO - Epoch [36][2240/2640] lr: 1.000e-04, eta: 4:33:47, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.6633, top5_acc: 0.8633, loss_cls: 1.2944, loss: 1.2944, grad_norm: 15.0748 2021-08-17 09:49:44,754 - mmaction - INFO - Epoch [36][2260/2640] lr: 1.000e-04, eta: 4:33:38, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.6492, top5_acc: 0.8609, loss_cls: 1.3845, loss: 1.3845, grad_norm: 16.2073 2021-08-17 09:49:53,037 - mmaction - INFO - Epoch [36][2280/2640] lr: 1.000e-04, eta: 4:33:29, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.6445, top5_acc: 0.8844, loss_cls: 1.2680, loss: 1.2680, grad_norm: 15.3143 2021-08-17 09:50:01,357 - mmaction - INFO - Epoch [36][2300/2640] lr: 1.000e-04, eta: 4:33:20, time: 0.416, data_time: 0.001, memory: 5736, top1_acc: 0.6602, top5_acc: 0.8734, loss_cls: 1.2767, loss: 1.2767, grad_norm: 15.2880 2021-08-17 09:50:09,607 - mmaction - INFO - Epoch [36][2320/2640] lr: 1.000e-04, eta: 4:33:11, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.6516, top5_acc: 0.8469, loss_cls: 1.3513, loss: 1.3513, grad_norm: 15.6931 2021-08-17 09:50:17,889 - mmaction - INFO - Epoch [36][2340/2640] lr: 1.000e-04, eta: 4:33:02, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.6766, top5_acc: 0.8656, loss_cls: 1.2827, loss: 1.2827, grad_norm: 14.8533 2021-08-17 09:50:26,137 - mmaction - INFO - Epoch [36][2360/2640] lr: 1.000e-04, eta: 4:32:53, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.6703, top5_acc: 0.8680, loss_cls: 1.2727, loss: 1.2727, grad_norm: 15.1909 2021-08-17 09:50:34,364 - mmaction - INFO - Epoch [36][2380/2640] lr: 1.000e-04, eta: 4:32:44, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6531, top5_acc: 0.8609, loss_cls: 1.3259, loss: 1.3259, grad_norm: 15.3017 2021-08-17 09:50:42,633 - mmaction - INFO - Epoch [36][2400/2640] lr: 1.000e-04, eta: 4:32:35, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.6344, top5_acc: 0.8633, loss_cls: 1.3594, loss: 1.3594, grad_norm: 15.9377 2021-08-17 09:50:50,868 - mmaction - INFO - Epoch [36][2420/2640] lr: 1.000e-04, eta: 4:32:26, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6328, top5_acc: 0.8625, loss_cls: 1.3276, loss: 1.3276, grad_norm: 15.4147 2021-08-17 09:50:59,121 - mmaction - INFO - Epoch [36][2440/2640] lr: 1.000e-04, eta: 4:32:17, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.6500, top5_acc: 0.8719, loss_cls: 1.3351, loss: 1.3351, grad_norm: 15.7240 2021-08-17 09:51:07,357 - mmaction - INFO - Epoch [36][2460/2640] lr: 1.000e-04, eta: 4:32:08, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6633, top5_acc: 0.8703, loss_cls: 1.2676, loss: 1.2676, grad_norm: 15.3837 2021-08-17 09:51:15,604 - mmaction - INFO - Epoch [36][2480/2640] lr: 1.000e-04, eta: 4:31:59, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6469, top5_acc: 0.8742, loss_cls: 1.2767, loss: 1.2767, grad_norm: 16.0588 2021-08-17 09:51:23,922 - mmaction - INFO - Epoch [36][2500/2640] lr: 1.000e-04, eta: 4:31:50, time: 0.416, data_time: 0.001, memory: 5736, top1_acc: 0.6523, top5_acc: 0.8773, loss_cls: 1.2800, loss: 1.2800, grad_norm: 15.8766 2021-08-17 09:51:32,179 - mmaction - INFO - Epoch [36][2520/2640] lr: 1.000e-04, eta: 4:31:41, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6773, top5_acc: 0.8789, loss_cls: 1.1761, loss: 1.1761, grad_norm: 14.7698 2021-08-17 09:51:40,376 - mmaction - INFO - Epoch [36][2540/2640] lr: 1.000e-04, eta: 4:31:32, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.6617, top5_acc: 0.8664, loss_cls: 1.2854, loss: 1.2854, grad_norm: 16.0069 2021-08-17 09:51:48,584 - mmaction - INFO - Epoch [36][2560/2640] lr: 1.000e-04, eta: 4:31:22, time: 0.410, data_time: 0.002, memory: 5736, top1_acc: 0.6758, top5_acc: 0.8609, loss_cls: 1.2697, loss: 1.2697, grad_norm: 15.9653 2021-08-17 09:51:56,850 - mmaction - INFO - Epoch [36][2580/2640] lr: 1.000e-04, eta: 4:31:13, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6617, top5_acc: 0.8656, loss_cls: 1.3241, loss: 1.3241, grad_norm: 15.5316 2021-08-17 09:52:05,079 - mmaction - INFO - Epoch [36][2600/2640] lr: 1.000e-04, eta: 4:31:04, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.6547, top5_acc: 0.8727, loss_cls: 1.3010, loss: 1.3010, grad_norm: 15.8237 2021-08-17 09:52:13,338 - mmaction - INFO - Epoch [36][2620/2640] lr: 1.000e-04, eta: 4:30:55, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6570, top5_acc: 0.8562, loss_cls: 1.3038, loss: 1.3038, grad_norm: 15.1893 2021-08-17 09:52:21,368 - mmaction - INFO - Epoch [36][2640/2640] lr: 1.000e-04, eta: 4:30:46, time: 0.401, data_time: 0.000, memory: 5736, top1_acc: 0.6387, top5_acc: 0.8621, loss_cls: 1.3341, loss: 1.3341, grad_norm: 15.8550 2021-08-17 09:52:22,786 - mmaction - INFO - Saving checkpoint at 36 epochs 2021-08-17 09:52:23,451 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-08-17 09:53:37,622 - mmaction - INFO - Epoch [37][20/2640] lr: 1.000e-04, eta: 4:31:03, time: 3.708, data_time: 3.290, memory: 5736, top1_acc: 0.6805, top5_acc: 0.8812, loss_cls: 1.1830, loss: 1.1830, grad_norm: 15.5978 2021-08-17 09:53:45,854 - mmaction - INFO - Epoch [37][40/2640] lr: 1.000e-04, eta: 4:30:54, time: 0.412, data_time: 0.004, memory: 5736, top1_acc: 0.6758, top5_acc: 0.8828, loss_cls: 1.2438, loss: 1.2438, grad_norm: 15.9558 2021-08-17 09:53:54,033 - mmaction - INFO - Epoch [37][60/2640] lr: 1.000e-04, eta: 4:30:45, time: 0.409, data_time: 0.001, memory: 5736, top1_acc: 0.6836, top5_acc: 0.8688, loss_cls: 1.2748, loss: 1.2748, grad_norm: 15.5556 2021-08-17 09:54:02,325 - mmaction - INFO - Epoch [37][80/2640] lr: 1.000e-04, eta: 4:30:36, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.6719, top5_acc: 0.8695, loss_cls: 1.2489, loss: 1.2489, grad_norm: 15.2836 2021-08-17 09:54:10,492 - mmaction - INFO - Epoch [37][100/2640] lr: 1.000e-04, eta: 4:30:27, time: 0.408, data_time: 0.000, memory: 5736, top1_acc: 0.6797, top5_acc: 0.8586, loss_cls: 1.2866, loss: 1.2866, grad_norm: 15.5579 2021-08-17 09:54:18,779 - mmaction - INFO - Epoch [37][120/2640] lr: 1.000e-04, eta: 4:30:18, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.6617, top5_acc: 0.8703, loss_cls: 1.2766, loss: 1.2766, grad_norm: 15.5799 2021-08-17 09:54:26,975 - mmaction - INFO - Epoch [37][140/2640] lr: 1.000e-04, eta: 4:30:09, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.6594, top5_acc: 0.8648, loss_cls: 1.2860, loss: 1.2860, grad_norm: 15.9420 2021-08-17 09:54:35,274 - mmaction - INFO - Epoch [37][160/2640] lr: 1.000e-04, eta: 4:30:00, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.6656, top5_acc: 0.8609, loss_cls: 1.2745, loss: 1.2745, grad_norm: 15.5606 2021-08-17 09:54:43,527 - mmaction - INFO - Epoch [37][180/2640] lr: 1.000e-04, eta: 4:29:51, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6711, top5_acc: 0.8758, loss_cls: 1.2314, loss: 1.2314, grad_norm: 15.2897 2021-08-17 09:54:51,872 - mmaction - INFO - Epoch [37][200/2640] lr: 1.000e-04, eta: 4:29:42, time: 0.417, data_time: 0.002, memory: 5736, top1_acc: 0.6680, top5_acc: 0.8883, loss_cls: 1.2156, loss: 1.2156, grad_norm: 15.7967 2021-08-17 09:55:00,111 - mmaction - INFO - Epoch [37][220/2640] lr: 1.000e-04, eta: 4:29:33, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6875, top5_acc: 0.8781, loss_cls: 1.2244, loss: 1.2244, grad_norm: 15.4775 2021-08-17 09:55:08,362 - mmaction - INFO - Epoch [37][240/2640] lr: 1.000e-04, eta: 4:29:24, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6477, top5_acc: 0.8641, loss_cls: 1.3221, loss: 1.3221, grad_norm: 16.1718 2021-08-17 09:55:16,624 - mmaction - INFO - Epoch [37][260/2640] lr: 1.000e-04, eta: 4:29:15, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6836, top5_acc: 0.8711, loss_cls: 1.2185, loss: 1.2185, grad_norm: 14.9131 2021-08-17 09:55:24,866 - mmaction - INFO - Epoch [37][280/2640] lr: 1.000e-04, eta: 4:29:06, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.6648, top5_acc: 0.8734, loss_cls: 1.2790, loss: 1.2790, grad_norm: 16.0384 2021-08-17 09:55:33,095 - mmaction - INFO - Epoch [37][300/2640] lr: 1.000e-04, eta: 4:28:57, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6656, top5_acc: 0.8719, loss_cls: 1.2503, loss: 1.2503, grad_norm: 15.3976 2021-08-17 09:55:41,366 - mmaction - INFO - Epoch [37][320/2640] lr: 1.000e-04, eta: 4:28:48, time: 0.414, data_time: 0.000, memory: 5736, top1_acc: 0.6625, top5_acc: 0.8500, loss_cls: 1.3061, loss: 1.3061, grad_norm: 15.9258 2021-08-17 09:55:49,544 - mmaction - INFO - Epoch [37][340/2640] lr: 1.000e-04, eta: 4:28:39, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.6648, top5_acc: 0.8766, loss_cls: 1.2240, loss: 1.2240, grad_norm: 15.1578 2021-08-17 09:55:57,847 - mmaction - INFO - Epoch [37][360/2640] lr: 1.000e-04, eta: 4:28:30, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.6562, top5_acc: 0.8633, loss_cls: 1.2925, loss: 1.2925, grad_norm: 15.6778 2021-08-17 09:56:06,172 - mmaction - INFO - Epoch [37][380/2640] lr: 1.000e-04, eta: 4:28:21, time: 0.416, data_time: 0.000, memory: 5736, top1_acc: 0.6883, top5_acc: 0.8789, loss_cls: 1.2490, loss: 1.2490, grad_norm: 15.7348 2021-08-17 09:56:14,422 - mmaction - INFO - Epoch [37][400/2640] lr: 1.000e-04, eta: 4:28:12, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6633, top5_acc: 0.8805, loss_cls: 1.2542, loss: 1.2542, grad_norm: 15.1237 2021-08-17 09:56:22,669 - mmaction - INFO - Epoch [37][420/2640] lr: 1.000e-04, eta: 4:28:03, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6766, top5_acc: 0.8898, loss_cls: 1.2168, loss: 1.2168, grad_norm: 15.9095 2021-08-17 09:56:30,904 - mmaction - INFO - Epoch [37][440/2640] lr: 1.000e-04, eta: 4:27:54, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6672, top5_acc: 0.8836, loss_cls: 1.2542, loss: 1.2542, grad_norm: 15.9989 2021-08-17 09:56:39,176 - mmaction - INFO - Epoch [37][460/2640] lr: 1.000e-04, eta: 4:27:45, time: 0.414, data_time: 0.000, memory: 5736, top1_acc: 0.6742, top5_acc: 0.8664, loss_cls: 1.2636, loss: 1.2636, grad_norm: 15.5253 2021-08-17 09:56:47,387 - mmaction - INFO - Epoch [37][480/2640] lr: 1.000e-04, eta: 4:27:36, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.6984, top5_acc: 0.8922, loss_cls: 1.1106, loss: 1.1106, grad_norm: 15.0710 2021-08-17 09:56:55,582 - mmaction - INFO - Epoch [37][500/2640] lr: 1.000e-04, eta: 4:27:27, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.6617, top5_acc: 0.8672, loss_cls: 1.2667, loss: 1.2667, grad_norm: 15.4441 2021-08-17 09:57:03,881 - mmaction - INFO - Epoch [37][520/2640] lr: 1.000e-04, eta: 4:27:18, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.6781, top5_acc: 0.8852, loss_cls: 1.1835, loss: 1.1835, grad_norm: 15.4765 2021-08-17 09:57:12,142 - mmaction - INFO - Epoch [37][540/2640] lr: 1.000e-04, eta: 4:27:09, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6633, top5_acc: 0.8555, loss_cls: 1.2951, loss: 1.2951, grad_norm: 16.0921 2021-08-17 09:57:20,397 - mmaction - INFO - Epoch [37][560/2640] lr: 1.000e-04, eta: 4:27:00, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6578, top5_acc: 0.8781, loss_cls: 1.2572, loss: 1.2572, grad_norm: 15.3568 2021-08-17 09:57:28,685 - mmaction - INFO - Epoch [37][580/2640] lr: 1.000e-04, eta: 4:26:51, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6664, top5_acc: 0.8781, loss_cls: 1.2505, loss: 1.2505, grad_norm: 15.5354 2021-08-17 09:57:36,935 - mmaction - INFO - Epoch [37][600/2640] lr: 1.000e-04, eta: 4:26:42, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6461, top5_acc: 0.8633, loss_cls: 1.3337, loss: 1.3337, grad_norm: 16.2364 2021-08-17 09:57:45,167 - mmaction - INFO - Epoch [37][620/2640] lr: 1.000e-04, eta: 4:26:33, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6672, top5_acc: 0.8617, loss_cls: 1.2971, loss: 1.2971, grad_norm: 15.1283 2021-08-17 09:57:53,463 - mmaction - INFO - Epoch [37][640/2640] lr: 1.000e-04, eta: 4:26:24, time: 0.415, data_time: 0.000, memory: 5736, top1_acc: 0.6867, top5_acc: 0.8805, loss_cls: 1.1733, loss: 1.1733, grad_norm: 14.6585 2021-08-17 09:58:01,705 - mmaction - INFO - Epoch [37][660/2640] lr: 1.000e-04, eta: 4:26:15, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6641, top5_acc: 0.8609, loss_cls: 1.2916, loss: 1.2916, grad_norm: 15.3962 2021-08-17 09:58:09,980 - mmaction - INFO - Epoch [37][680/2640] lr: 1.000e-04, eta: 4:26:06, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6656, top5_acc: 0.8719, loss_cls: 1.2608, loss: 1.2608, grad_norm: 15.9137 2021-08-17 09:58:18,212 - mmaction - INFO - Epoch [37][700/2640] lr: 1.000e-04, eta: 4:25:56, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6555, top5_acc: 0.8805, loss_cls: 1.2596, loss: 1.2596, grad_norm: 15.9214 2021-08-17 09:58:26,490 - mmaction - INFO - Epoch [37][720/2640] lr: 1.000e-04, eta: 4:25:47, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.6813, top5_acc: 0.8742, loss_cls: 1.2151, loss: 1.2151, grad_norm: 14.9725 2021-08-17 09:58:34,760 - mmaction - INFO - Epoch [37][740/2640] lr: 1.000e-04, eta: 4:25:38, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6641, top5_acc: 0.8672, loss_cls: 1.2829, loss: 1.2829, grad_norm: 15.4194 2021-08-17 09:58:43,012 - mmaction - INFO - Epoch [37][760/2640] lr: 1.000e-04, eta: 4:25:29, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6742, top5_acc: 0.8758, loss_cls: 1.2593, loss: 1.2593, grad_norm: 15.9952 2021-08-17 09:58:51,282 - mmaction - INFO - Epoch [37][780/2640] lr: 1.000e-04, eta: 4:25:20, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.6789, top5_acc: 0.8797, loss_cls: 1.2429, loss: 1.2429, grad_norm: 15.4578 2021-08-17 09:58:59,625 - mmaction - INFO - Epoch [37][800/2640] lr: 1.000e-04, eta: 4:25:12, time: 0.417, data_time: 0.000, memory: 5736, top1_acc: 0.6625, top5_acc: 0.8797, loss_cls: 1.2425, loss: 1.2425, grad_norm: 15.9223 2021-08-17 09:59:07,908 - mmaction - INFO - Epoch [37][820/2640] lr: 1.000e-04, eta: 4:25:03, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6672, top5_acc: 0.8562, loss_cls: 1.3092, loss: 1.3092, grad_norm: 15.8271 2021-08-17 09:59:16,114 - mmaction - INFO - Epoch [37][840/2640] lr: 1.000e-04, eta: 4:24:53, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.6687, top5_acc: 0.8773, loss_cls: 1.2513, loss: 1.2513, grad_norm: 15.2905 2021-08-17 09:59:24,456 - mmaction - INFO - Epoch [37][860/2640] lr: 1.000e-04, eta: 4:24:45, time: 0.417, data_time: 0.002, memory: 5736, top1_acc: 0.6781, top5_acc: 0.8773, loss_cls: 1.2566, loss: 1.2566, grad_norm: 15.7388 2021-08-17 09:59:32,673 - mmaction - INFO - Epoch [37][880/2640] lr: 1.000e-04, eta: 4:24:35, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6719, top5_acc: 0.8547, loss_cls: 1.2898, loss: 1.2898, grad_norm: 15.4652 2021-08-17 09:59:40,891 - mmaction - INFO - Epoch [37][900/2640] lr: 1.000e-04, eta: 4:24:26, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.6672, top5_acc: 0.8680, loss_cls: 1.2937, loss: 1.2937, grad_norm: 14.9731 2021-08-17 09:59:49,138 - mmaction - INFO - Epoch [37][920/2640] lr: 1.000e-04, eta: 4:24:17, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6750, top5_acc: 0.8734, loss_cls: 1.2486, loss: 1.2486, grad_norm: 14.8347 2021-08-17 09:59:57,360 - mmaction - INFO - Epoch [37][940/2640] lr: 1.000e-04, eta: 4:24:08, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.6594, top5_acc: 0.8711, loss_cls: 1.2499, loss: 1.2499, grad_norm: 15.4483 2021-08-17 10:00:05,624 - mmaction - INFO - Epoch [37][960/2640] lr: 1.000e-04, eta: 4:23:59, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6492, top5_acc: 0.8617, loss_cls: 1.3009, loss: 1.3009, grad_norm: 15.7800 2021-08-17 10:00:13,807 - mmaction - INFO - Epoch [37][980/2640] lr: 1.000e-04, eta: 4:23:50, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.6789, top5_acc: 0.8781, loss_cls: 1.2044, loss: 1.2044, grad_norm: 14.9406 2021-08-17 10:00:22,058 - mmaction - INFO - Epoch [37][1000/2640] lr: 1.000e-04, eta: 4:23:41, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6602, top5_acc: 0.8805, loss_cls: 1.2654, loss: 1.2654, grad_norm: 15.7812 2021-08-17 10:00:30,265 - mmaction - INFO - Epoch [37][1020/2640] lr: 1.000e-04, eta: 4:23:32, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.6477, top5_acc: 0.8617, loss_cls: 1.3450, loss: 1.3450, grad_norm: 15.6413 2021-08-17 10:00:38,511 - mmaction - INFO - Epoch [37][1040/2640] lr: 1.000e-04, eta: 4:23:23, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.6789, top5_acc: 0.8750, loss_cls: 1.2422, loss: 1.2422, grad_norm: 15.1301 2021-08-17 10:00:46,714 - mmaction - INFO - Epoch [37][1060/2640] lr: 1.000e-04, eta: 4:23:14, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.6656, top5_acc: 0.8750, loss_cls: 1.2505, loss: 1.2505, grad_norm: 15.5183 2021-08-17 10:00:54,986 - mmaction - INFO - Epoch [37][1080/2640] lr: 1.000e-04, eta: 4:23:05, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.6570, top5_acc: 0.8750, loss_cls: 1.2792, loss: 1.2792, grad_norm: 16.2590 2021-08-17 10:01:03,203 - mmaction - INFO - Epoch [37][1100/2640] lr: 1.000e-04, eta: 4:22:56, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6523, top5_acc: 0.8648, loss_cls: 1.3392, loss: 1.3392, grad_norm: 15.9567 2021-08-17 10:01:11,405 - mmaction - INFO - Epoch [37][1120/2640] lr: 1.000e-04, eta: 4:22:47, time: 0.410, data_time: 0.002, memory: 5736, top1_acc: 0.6531, top5_acc: 0.8617, loss_cls: 1.2941, loss: 1.2941, grad_norm: 15.7267 2021-08-17 10:01:19,623 - mmaction - INFO - Epoch [37][1140/2640] lr: 1.000e-04, eta: 4:22:38, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.6617, top5_acc: 0.8672, loss_cls: 1.3232, loss: 1.3232, grad_norm: 15.2071 2021-08-17 10:01:27,896 - mmaction - INFO - Epoch [37][1160/2640] lr: 1.000e-04, eta: 4:22:29, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.6578, top5_acc: 0.8664, loss_cls: 1.2827, loss: 1.2827, grad_norm: 15.2051 2021-08-17 10:01:36,125 - mmaction - INFO - Epoch [37][1180/2640] lr: 1.000e-04, eta: 4:22:20, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.6695, top5_acc: 0.8633, loss_cls: 1.2854, loss: 1.2854, grad_norm: 15.5041 2021-08-17 10:01:44,372 - mmaction - INFO - Epoch [37][1200/2640] lr: 1.000e-04, eta: 4:22:11, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6555, top5_acc: 0.8602, loss_cls: 1.3166, loss: 1.3166, grad_norm: 16.1690 2021-08-17 10:01:52,604 - mmaction - INFO - Epoch [37][1220/2640] lr: 1.000e-04, eta: 4:22:02, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.6805, top5_acc: 0.8883, loss_cls: 1.2035, loss: 1.2035, grad_norm: 15.3357 2021-08-17 10:02:00,860 - mmaction - INFO - Epoch [37][1240/2640] lr: 1.000e-04, eta: 4:21:53, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6695, top5_acc: 0.8609, loss_cls: 1.2751, loss: 1.2751, grad_norm: 15.9370 2021-08-17 10:02:09,144 - mmaction - INFO - Epoch [37][1260/2640] lr: 1.000e-04, eta: 4:21:44, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.6531, top5_acc: 0.8727, loss_cls: 1.2904, loss: 1.2904, grad_norm: 16.0502 2021-08-17 10:02:17,428 - mmaction - INFO - Epoch [37][1280/2640] lr: 1.000e-04, eta: 4:21:35, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6719, top5_acc: 0.8711, loss_cls: 1.2338, loss: 1.2338, grad_norm: 15.4136 2021-08-17 10:02:25,682 - mmaction - INFO - Epoch [37][1300/2640] lr: 1.000e-04, eta: 4:21:26, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6664, top5_acc: 0.8758, loss_cls: 1.2496, loss: 1.2496, grad_norm: 15.6318 2021-08-17 10:02:34,016 - mmaction - INFO - Epoch [37][1320/2640] lr: 1.000e-04, eta: 4:21:17, time: 0.416, data_time: 0.001, memory: 5736, top1_acc: 0.6469, top5_acc: 0.8695, loss_cls: 1.2551, loss: 1.2551, grad_norm: 15.9448 2021-08-17 10:02:42,199 - mmaction - INFO - Epoch [37][1340/2640] lr: 1.000e-04, eta: 4:21:08, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.6492, top5_acc: 0.8695, loss_cls: 1.2630, loss: 1.2630, grad_norm: 16.0583 2021-08-17 10:02:50,447 - mmaction - INFO - Epoch [37][1360/2640] lr: 1.000e-04, eta: 4:20:59, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.6687, top5_acc: 0.8773, loss_cls: 1.2431, loss: 1.2431, grad_norm: 15.4424 2021-08-17 10:02:58,664 - mmaction - INFO - Epoch [37][1380/2640] lr: 1.000e-04, eta: 4:20:50, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.6617, top5_acc: 0.8758, loss_cls: 1.2549, loss: 1.2549, grad_norm: 15.8949 2021-08-17 10:03:06,973 - mmaction - INFO - Epoch [37][1400/2640] lr: 1.000e-04, eta: 4:20:41, time: 0.416, data_time: 0.002, memory: 5736, top1_acc: 0.6469, top5_acc: 0.8719, loss_cls: 1.3101, loss: 1.3101, grad_norm: 16.4894 2021-08-17 10:03:15,237 - mmaction - INFO - Epoch [37][1420/2640] lr: 1.000e-04, eta: 4:20:32, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6531, top5_acc: 0.8648, loss_cls: 1.3225, loss: 1.3225, grad_norm: 15.5240 2021-08-17 10:03:23,525 - mmaction - INFO - Epoch [37][1440/2640] lr: 1.000e-04, eta: 4:20:23, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.6844, top5_acc: 0.8789, loss_cls: 1.2341, loss: 1.2341, grad_norm: 15.1916 2021-08-17 10:03:31,726 - mmaction - INFO - Epoch [37][1460/2640] lr: 1.000e-04, eta: 4:20:14, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.6672, top5_acc: 0.8742, loss_cls: 1.2929, loss: 1.2929, grad_norm: 15.2445 2021-08-17 10:03:40,031 - mmaction - INFO - Epoch [37][1480/2640] lr: 1.000e-04, eta: 4:20:05, time: 0.416, data_time: 0.002, memory: 5736, top1_acc: 0.6516, top5_acc: 0.8602, loss_cls: 1.3243, loss: 1.3243, grad_norm: 15.9079 2021-08-17 10:03:48,398 - mmaction - INFO - Epoch [37][1500/2640] lr: 1.000e-04, eta: 4:19:56, time: 0.418, data_time: 0.001, memory: 5736, top1_acc: 0.6781, top5_acc: 0.8641, loss_cls: 1.2367, loss: 1.2367, grad_norm: 15.4808 2021-08-17 10:03:56,699 - mmaction - INFO - Epoch [37][1520/2640] lr: 1.000e-04, eta: 4:19:47, time: 0.414, data_time: 0.000, memory: 5736, top1_acc: 0.6711, top5_acc: 0.8727, loss_cls: 1.2765, loss: 1.2765, grad_norm: 15.2871 2021-08-17 10:04:05,031 - mmaction - INFO - Epoch [37][1540/2640] lr: 1.000e-04, eta: 4:19:38, time: 0.417, data_time: 0.001, memory: 5736, top1_acc: 0.6539, top5_acc: 0.8727, loss_cls: 1.2555, loss: 1.2555, grad_norm: 15.2678 2021-08-17 10:04:13,315 - mmaction - INFO - Epoch [37][1560/2640] lr: 1.000e-04, eta: 4:19:29, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6844, top5_acc: 0.8773, loss_cls: 1.2144, loss: 1.2144, grad_norm: 15.5191 2021-08-17 10:04:21,507 - mmaction - INFO - Epoch [37][1580/2640] lr: 1.000e-04, eta: 4:19:20, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.6641, top5_acc: 0.8773, loss_cls: 1.2091, loss: 1.2091, grad_norm: 16.2792 2021-08-17 10:04:29,779 - mmaction - INFO - Epoch [37][1600/2640] lr: 1.000e-04, eta: 4:19:11, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6711, top5_acc: 0.8805, loss_cls: 1.2291, loss: 1.2291, grad_norm: 15.5233 2021-08-17 10:04:38,039 - mmaction - INFO - Epoch [37][1620/2640] lr: 1.000e-04, eta: 4:19:02, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6727, top5_acc: 0.8852, loss_cls: 1.2016, loss: 1.2016, grad_norm: 15.4509 2021-08-17 10:04:46,351 - mmaction - INFO - Epoch [37][1640/2640] lr: 1.000e-04, eta: 4:18:53, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.6625, top5_acc: 0.8672, loss_cls: 1.2530, loss: 1.2530, grad_norm: 16.2063 2021-08-17 10:04:54,631 - mmaction - INFO - Epoch [37][1660/2640] lr: 1.000e-04, eta: 4:18:45, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6781, top5_acc: 0.8797, loss_cls: 1.2343, loss: 1.2343, grad_norm: 15.5598 2021-08-17 10:05:02,924 - mmaction - INFO - Epoch [37][1680/2640] lr: 1.000e-04, eta: 4:18:36, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.6383, top5_acc: 0.8609, loss_cls: 1.3331, loss: 1.3331, grad_norm: 16.2415 2021-08-17 10:05:11,146 - mmaction - INFO - Epoch [37][1700/2640] lr: 1.000e-04, eta: 4:18:27, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.6469, top5_acc: 0.8656, loss_cls: 1.3164, loss: 1.3164, grad_norm: 15.5770 2021-08-17 10:05:19,353 - mmaction - INFO - Epoch [37][1720/2640] lr: 1.000e-04, eta: 4:18:18, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6594, top5_acc: 0.8609, loss_cls: 1.3122, loss: 1.3122, grad_norm: 15.8091 2021-08-17 10:05:27,607 - mmaction - INFO - Epoch [37][1740/2640] lr: 1.000e-04, eta: 4:18:09, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.6969, top5_acc: 0.8797, loss_cls: 1.1847, loss: 1.1847, grad_norm: 15.0168 2021-08-17 10:05:35,871 - mmaction - INFO - Epoch [37][1760/2640] lr: 1.000e-04, eta: 4:18:00, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.6766, top5_acc: 0.8805, loss_cls: 1.2201, loss: 1.2201, grad_norm: 15.7270 2021-08-17 10:05:44,077 - mmaction - INFO - Epoch [37][1780/2640] lr: 1.000e-04, eta: 4:17:51, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.6422, top5_acc: 0.8578, loss_cls: 1.3651, loss: 1.3651, grad_norm: 15.9675 2021-08-17 10:05:52,270 - mmaction - INFO - Epoch [37][1800/2640] lr: 1.000e-04, eta: 4:17:42, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.6789, top5_acc: 0.8789, loss_cls: 1.2189, loss: 1.2189, grad_norm: 14.9115 2021-08-17 10:06:00,586 - mmaction - INFO - Epoch [37][1820/2640] lr: 1.000e-04, eta: 4:17:33, time: 0.416, data_time: 0.000, memory: 5736, top1_acc: 0.6609, top5_acc: 0.8625, loss_cls: 1.2921, loss: 1.2921, grad_norm: 15.6411 2021-08-17 10:06:08,822 - mmaction - INFO - Epoch [37][1840/2640] lr: 1.000e-04, eta: 4:17:24, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6500, top5_acc: 0.8766, loss_cls: 1.3093, loss: 1.3093, grad_norm: 15.8646 2021-08-17 10:06:17,109 - mmaction - INFO - Epoch [37][1860/2640] lr: 1.000e-04, eta: 4:17:15, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6523, top5_acc: 0.8586, loss_cls: 1.3140, loss: 1.3140, grad_norm: 15.8041 2021-08-17 10:06:25,401 - mmaction - INFO - Epoch [37][1880/2640] lr: 1.000e-04, eta: 4:17:06, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.6828, top5_acc: 0.8781, loss_cls: 1.2007, loss: 1.2007, grad_norm: 14.3330 2021-08-17 10:06:33,569 - mmaction - INFO - Epoch [37][1900/2640] lr: 1.000e-04, eta: 4:16:57, time: 0.408, data_time: 0.000, memory: 5736, top1_acc: 0.6672, top5_acc: 0.8758, loss_cls: 1.2620, loss: 1.2620, grad_norm: 15.5189 2021-08-17 10:06:41,814 - mmaction - INFO - Epoch [37][1920/2640] lr: 1.000e-04, eta: 4:16:48, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.6609, top5_acc: 0.8773, loss_cls: 1.2320, loss: 1.2320, grad_norm: 16.0591 2021-08-17 10:06:50,036 - mmaction - INFO - Epoch [37][1940/2640] lr: 1.000e-04, eta: 4:16:39, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6695, top5_acc: 0.8727, loss_cls: 1.2237, loss: 1.2237, grad_norm: 16.0893 2021-08-17 10:06:58,253 - mmaction - INFO - Epoch [37][1960/2640] lr: 1.000e-04, eta: 4:16:30, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6773, top5_acc: 0.8734, loss_cls: 1.2715, loss: 1.2715, grad_norm: 15.9591 2021-08-17 10:07:06,541 - mmaction - INFO - Epoch [37][1980/2640] lr: 1.000e-04, eta: 4:16:21, time: 0.414, data_time: 0.000, memory: 5736, top1_acc: 0.6617, top5_acc: 0.8734, loss_cls: 1.2683, loss: 1.2683, grad_norm: 15.5040 2021-08-17 10:07:14,797 - mmaction - INFO - Epoch [37][2000/2640] lr: 1.000e-04, eta: 4:16:12, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.6578, top5_acc: 0.8711, loss_cls: 1.3309, loss: 1.3309, grad_norm: 16.2343 2021-08-17 10:07:23,142 - mmaction - INFO - Epoch [37][2020/2640] lr: 1.000e-04, eta: 4:16:03, time: 0.418, data_time: 0.001, memory: 5736, top1_acc: 0.7023, top5_acc: 0.8812, loss_cls: 1.1620, loss: 1.1620, grad_norm: 15.1025 2021-08-17 10:07:31,498 - mmaction - INFO - Epoch [37][2040/2640] lr: 1.000e-04, eta: 4:15:54, time: 0.417, data_time: 0.000, memory: 5736, top1_acc: 0.6586, top5_acc: 0.8719, loss_cls: 1.2587, loss: 1.2587, grad_norm: 16.0252 2021-08-17 10:07:39,772 - mmaction - INFO - Epoch [37][2060/2640] lr: 1.000e-04, eta: 4:15:45, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6547, top5_acc: 0.8711, loss_cls: 1.2710, loss: 1.2710, grad_norm: 15.5924 2021-08-17 10:07:48,076 - mmaction - INFO - Epoch [37][2080/2640] lr: 1.000e-04, eta: 4:15:36, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.6797, top5_acc: 0.8680, loss_cls: 1.2576, loss: 1.2576, grad_norm: 15.4138 2021-08-17 10:07:56,286 - mmaction - INFO - Epoch [37][2100/2640] lr: 1.000e-04, eta: 4:15:27, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.6687, top5_acc: 0.8773, loss_cls: 1.1953, loss: 1.1953, grad_norm: 15.5999 2021-08-17 10:08:04,542 - mmaction - INFO - Epoch [37][2120/2640] lr: 1.000e-04, eta: 4:15:18, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6719, top5_acc: 0.8727, loss_cls: 1.2695, loss: 1.2695, grad_norm: 16.0608 2021-08-17 10:08:12,865 - mmaction - INFO - Epoch [37][2140/2640] lr: 1.000e-04, eta: 4:15:09, time: 0.416, data_time: 0.000, memory: 5736, top1_acc: 0.6875, top5_acc: 0.8656, loss_cls: 1.2238, loss: 1.2238, grad_norm: 15.0959 2021-08-17 10:08:21,180 - mmaction - INFO - Epoch [37][2160/2640] lr: 1.000e-04, eta: 4:15:00, time: 0.416, data_time: 0.001, memory: 5736, top1_acc: 0.6438, top5_acc: 0.8492, loss_cls: 1.3792, loss: 1.3792, grad_norm: 16.0142 2021-08-17 10:08:29,421 - mmaction - INFO - Epoch [37][2180/2640] lr: 1.000e-04, eta: 4:14:51, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.6672, top5_acc: 0.8703, loss_cls: 1.2688, loss: 1.2688, grad_norm: 15.6955 2021-08-17 10:08:37,671 - mmaction - INFO - Epoch [37][2200/2640] lr: 1.000e-04, eta: 4:14:42, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.6734, top5_acc: 0.8688, loss_cls: 1.2369, loss: 1.2369, grad_norm: 15.5526 2021-08-17 10:08:46,116 - mmaction - INFO - Epoch [37][2220/2640] lr: 1.000e-04, eta: 4:14:33, time: 0.423, data_time: 0.001, memory: 5736, top1_acc: 0.6656, top5_acc: 0.8828, loss_cls: 1.2412, loss: 1.2412, grad_norm: 15.7031 2021-08-17 10:08:54,494 - mmaction - INFO - Epoch [37][2240/2640] lr: 1.000e-04, eta: 4:14:24, time: 0.419, data_time: 0.000, memory: 5736, top1_acc: 0.6695, top5_acc: 0.8711, loss_cls: 1.2887, loss: 1.2887, grad_norm: 15.8970 2021-08-17 10:09:02,800 - mmaction - INFO - Epoch [37][2260/2640] lr: 1.000e-04, eta: 4:14:15, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.6703, top5_acc: 0.8672, loss_cls: 1.2291, loss: 1.2291, grad_norm: 15.3120 2021-08-17 10:09:11,166 - mmaction - INFO - Epoch [37][2280/2640] lr: 1.000e-04, eta: 4:14:06, time: 0.419, data_time: 0.002, memory: 5736, top1_acc: 0.6445, top5_acc: 0.8625, loss_cls: 1.3617, loss: 1.3617, grad_norm: 15.9577 2021-08-17 10:09:19,427 - mmaction - INFO - Epoch [37][2300/2640] lr: 1.000e-04, eta: 4:13:57, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.6430, top5_acc: 0.8727, loss_cls: 1.3141, loss: 1.3141, grad_norm: 15.9380 2021-08-17 10:09:27,677 - mmaction - INFO - Epoch [37][2320/2640] lr: 1.000e-04, eta: 4:13:48, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6562, top5_acc: 0.8695, loss_cls: 1.2227, loss: 1.2227, grad_norm: 15.7721 2021-08-17 10:09:35,858 - mmaction - INFO - Epoch [37][2340/2640] lr: 1.000e-04, eta: 4:13:39, time: 0.409, data_time: 0.001, memory: 5736, top1_acc: 0.6531, top5_acc: 0.8641, loss_cls: 1.2980, loss: 1.2980, grad_norm: 16.1552 2021-08-17 10:09:44,151 - mmaction - INFO - Epoch [37][2360/2640] lr: 1.000e-04, eta: 4:13:30, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.6375, top5_acc: 0.8688, loss_cls: 1.3492, loss: 1.3492, grad_norm: 15.8599 2021-08-17 10:09:52,427 - mmaction - INFO - Epoch [37][2380/2640] lr: 1.000e-04, eta: 4:13:21, time: 0.414, data_time: 0.000, memory: 5736, top1_acc: 0.6789, top5_acc: 0.8734, loss_cls: 1.2162, loss: 1.2162, grad_norm: 15.7149 2021-08-17 10:10:00,675 - mmaction - INFO - Epoch [37][2400/2640] lr: 1.000e-04, eta: 4:13:12, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6617, top5_acc: 0.8617, loss_cls: 1.2898, loss: 1.2898, grad_norm: 15.9706 2021-08-17 10:10:08,942 - mmaction - INFO - Epoch [37][2420/2640] lr: 1.000e-04, eta: 4:13:03, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6805, top5_acc: 0.8758, loss_cls: 1.1872, loss: 1.1872, grad_norm: 15.2063 2021-08-17 10:10:17,186 - mmaction - INFO - Epoch [37][2440/2640] lr: 1.000e-04, eta: 4:12:54, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.6828, top5_acc: 0.8781, loss_cls: 1.1680, loss: 1.1680, grad_norm: 15.2567 2021-08-17 10:10:25,500 - mmaction - INFO - Epoch [37][2460/2640] lr: 1.000e-04, eta: 4:12:45, time: 0.416, data_time: 0.000, memory: 5736, top1_acc: 0.6695, top5_acc: 0.8719, loss_cls: 1.2627, loss: 1.2627, grad_norm: 15.9812 2021-08-17 10:10:33,747 - mmaction - INFO - Epoch [37][2480/2640] lr: 1.000e-04, eta: 4:12:36, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.6695, top5_acc: 0.8891, loss_cls: 1.1882, loss: 1.1882, grad_norm: 15.8969 2021-08-17 10:10:42,040 - mmaction - INFO - Epoch [37][2500/2640] lr: 1.000e-04, eta: 4:12:27, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.6719, top5_acc: 0.8672, loss_cls: 1.2922, loss: 1.2922, grad_norm: 15.8265 2021-08-17 10:10:50,261 - mmaction - INFO - Epoch [37][2520/2640] lr: 1.000e-04, eta: 4:12:18, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.6758, top5_acc: 0.8773, loss_cls: 1.2315, loss: 1.2315, grad_norm: 15.6888 2021-08-17 10:10:58,573 - mmaction - INFO - Epoch [37][2540/2640] lr: 1.000e-04, eta: 4:12:09, time: 0.416, data_time: 0.002, memory: 5736, top1_acc: 0.6703, top5_acc: 0.8852, loss_cls: 1.2083, loss: 1.2083, grad_norm: 16.1437 2021-08-17 10:11:06,831 - mmaction - INFO - Epoch [37][2560/2640] lr: 1.000e-04, eta: 4:12:00, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6781, top5_acc: 0.8898, loss_cls: 1.1565, loss: 1.1565, grad_norm: 15.7926 2021-08-17 10:11:15,086 - mmaction - INFO - Epoch [37][2580/2640] lr: 1.000e-04, eta: 4:11:51, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6711, top5_acc: 0.8656, loss_cls: 1.2659, loss: 1.2659, grad_norm: 15.8690 2021-08-17 10:11:23,301 - mmaction - INFO - Epoch [37][2600/2640] lr: 1.000e-04, eta: 4:11:42, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6719, top5_acc: 0.8867, loss_cls: 1.1879, loss: 1.1879, grad_norm: 15.8287 2021-08-17 10:11:31,516 - mmaction - INFO - Epoch [37][2620/2640] lr: 1.000e-04, eta: 4:11:33, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.6875, top5_acc: 0.8781, loss_cls: 1.1966, loss: 1.1966, grad_norm: 15.2045 2021-08-17 10:11:39,487 - mmaction - INFO - Epoch [37][2640/2640] lr: 1.000e-04, eta: 4:11:24, time: 0.398, data_time: 0.002, memory: 5736, top1_acc: 0.6597, top5_acc: 0.8669, loss_cls: 1.2962, loss: 1.2962, grad_norm: 15.9661 2021-08-17 10:11:41,158 - mmaction - INFO - Saving checkpoint at 37 epochs 2021-08-17 10:11:41,873 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-08-17 10:12:54,822 - mmaction - INFO - Epoch [38][20/2640] lr: 1.000e-04, eta: 4:11:38, time: 3.647, data_time: 3.226, memory: 5736, top1_acc: 0.6609, top5_acc: 0.8750, loss_cls: 1.2675, loss: 1.2675, grad_norm: 15.4017 2021-08-17 10:13:03,103 - mmaction - INFO - Epoch [38][40/2640] lr: 1.000e-04, eta: 4:11:29, time: 0.414, data_time: 0.003, memory: 5736, top1_acc: 0.6648, top5_acc: 0.8672, loss_cls: 1.2588, loss: 1.2588, grad_norm: 15.5138 2021-08-17 10:13:11,278 - mmaction - INFO - Epoch [38][60/2640] lr: 1.000e-04, eta: 4:11:20, time: 0.409, data_time: 0.001, memory: 5736, top1_acc: 0.6805, top5_acc: 0.8766, loss_cls: 1.2201, loss: 1.2201, grad_norm: 15.5873 2021-08-17 10:13:19,551 - mmaction - INFO - Epoch [38][80/2640] lr: 1.000e-04, eta: 4:11:11, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6789, top5_acc: 0.8859, loss_cls: 1.1792, loss: 1.1792, grad_norm: 15.8715 2021-08-17 10:13:27,799 - mmaction - INFO - Epoch [38][100/2640] lr: 1.000e-04, eta: 4:11:02, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6773, top5_acc: 0.8789, loss_cls: 1.1990, loss: 1.1990, grad_norm: 15.6731 2021-08-17 10:13:36,046 - mmaction - INFO - Epoch [38][120/2640] lr: 1.000e-04, eta: 4:10:53, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6672, top5_acc: 0.8680, loss_cls: 1.2436, loss: 1.2436, grad_norm: 16.0905 2021-08-17 10:13:44,278 - mmaction - INFO - Epoch [38][140/2640] lr: 1.000e-04, eta: 4:10:44, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.6594, top5_acc: 0.8562, loss_cls: 1.3159, loss: 1.3159, grad_norm: 15.8306 2021-08-17 10:13:52,531 - mmaction - INFO - Epoch [38][160/2640] lr: 1.000e-04, eta: 4:10:35, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6602, top5_acc: 0.8688, loss_cls: 1.2892, loss: 1.2892, grad_norm: 15.7959 2021-08-17 10:14:00,719 - mmaction - INFO - Epoch [38][180/2640] lr: 1.000e-04, eta: 4:10:26, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.6539, top5_acc: 0.8484, loss_cls: 1.3385, loss: 1.3385, grad_norm: 15.4691 2021-08-17 10:14:09,000 - mmaction - INFO - Epoch [38][200/2640] lr: 1.000e-04, eta: 4:10:17, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.6539, top5_acc: 0.8688, loss_cls: 1.3081, loss: 1.3081, grad_norm: 15.8729 2021-08-17 10:14:17,323 - mmaction - INFO - Epoch [38][220/2640] lr: 1.000e-04, eta: 4:10:08, time: 0.416, data_time: 0.000, memory: 5736, top1_acc: 0.6883, top5_acc: 0.8750, loss_cls: 1.2369, loss: 1.2369, grad_norm: 15.4948 2021-08-17 10:14:25,614 - mmaction - INFO - Epoch [38][240/2640] lr: 1.000e-04, eta: 4:09:59, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.6539, top5_acc: 0.8789, loss_cls: 1.2734, loss: 1.2734, grad_norm: 16.1133 2021-08-17 10:14:33,886 - mmaction - INFO - Epoch [38][260/2640] lr: 1.000e-04, eta: 4:09:50, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6703, top5_acc: 0.8695, loss_cls: 1.2294, loss: 1.2294, grad_norm: 15.4800 2021-08-17 10:14:42,120 - mmaction - INFO - Epoch [38][280/2640] lr: 1.000e-04, eta: 4:09:41, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.6727, top5_acc: 0.8766, loss_cls: 1.2026, loss: 1.2026, grad_norm: 15.2819 2021-08-17 10:14:50,423 - mmaction - INFO - Epoch [38][300/2640] lr: 1.000e-04, eta: 4:09:32, time: 0.416, data_time: 0.002, memory: 5736, top1_acc: 0.6727, top5_acc: 0.8680, loss_cls: 1.2504, loss: 1.2504, grad_norm: 16.3323 2021-08-17 10:14:58,760 - mmaction - INFO - Epoch [38][320/2640] lr: 1.000e-04, eta: 4:09:23, time: 0.417, data_time: 0.000, memory: 5736, top1_acc: 0.6516, top5_acc: 0.8664, loss_cls: 1.2929, loss: 1.2929, grad_norm: 16.5425 2021-08-17 10:15:07,033 - mmaction - INFO - Epoch [38][340/2640] lr: 1.000e-04, eta: 4:09:14, time: 0.414, data_time: 0.000, memory: 5736, top1_acc: 0.6859, top5_acc: 0.8812, loss_cls: 1.2102, loss: 1.2102, grad_norm: 15.9414 2021-08-17 10:15:15,302 - mmaction - INFO - Epoch [38][360/2640] lr: 1.000e-04, eta: 4:09:05, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6477, top5_acc: 0.8680, loss_cls: 1.3039, loss: 1.3039, grad_norm: 16.4125 2021-08-17 10:15:23,503 - mmaction - INFO - Epoch [38][380/2640] lr: 1.000e-04, eta: 4:08:56, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.6594, top5_acc: 0.8625, loss_cls: 1.2780, loss: 1.2780, grad_norm: 15.8286 2021-08-17 10:15:31,738 - mmaction - INFO - Epoch [38][400/2640] lr: 1.000e-04, eta: 4:08:47, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.6609, top5_acc: 0.8711, loss_cls: 1.2875, loss: 1.2875, grad_norm: 15.5069 2021-08-17 10:15:39,983 - mmaction - INFO - Epoch [38][420/2640] lr: 1.000e-04, eta: 4:08:38, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6734, top5_acc: 0.8680, loss_cls: 1.2684, loss: 1.2684, grad_norm: 15.7243 2021-08-17 10:15:48,257 - mmaction - INFO - Epoch [38][440/2640] lr: 1.000e-04, eta: 4:08:29, time: 0.414, data_time: 0.000, memory: 5736, top1_acc: 0.6570, top5_acc: 0.8602, loss_cls: 1.2931, loss: 1.2931, grad_norm: 15.5979 2021-08-17 10:15:56,528 - mmaction - INFO - Epoch [38][460/2640] lr: 1.000e-04, eta: 4:08:20, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6711, top5_acc: 0.8602, loss_cls: 1.3038, loss: 1.3038, grad_norm: 16.0419 2021-08-17 10:16:04,834 - mmaction - INFO - Epoch [38][480/2640] lr: 1.000e-04, eta: 4:08:11, time: 0.416, data_time: 0.002, memory: 5736, top1_acc: 0.6578, top5_acc: 0.8680, loss_cls: 1.2815, loss: 1.2815, grad_norm: 15.5839 2021-08-17 10:16:13,109 - mmaction - INFO - Epoch [38][500/2640] lr: 1.000e-04, eta: 4:08:02, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6711, top5_acc: 0.8797, loss_cls: 1.2704, loss: 1.2704, grad_norm: 16.1063 2021-08-17 10:16:21,366 - mmaction - INFO - Epoch [38][520/2640] lr: 1.000e-04, eta: 4:07:53, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6594, top5_acc: 0.8828, loss_cls: 1.2643, loss: 1.2643, grad_norm: 15.8206 2021-08-17 10:16:29,553 - mmaction - INFO - Epoch [38][540/2640] lr: 1.000e-04, eta: 4:07:44, time: 0.409, data_time: 0.001, memory: 5736, top1_acc: 0.6844, top5_acc: 0.8688, loss_cls: 1.2225, loss: 1.2225, grad_norm: 15.5746 2021-08-17 10:16:37,846 - mmaction - INFO - Epoch [38][560/2640] lr: 1.000e-04, eta: 4:07:35, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.6609, top5_acc: 0.8750, loss_cls: 1.2580, loss: 1.2580, grad_norm: 15.9476 2021-08-17 10:16:46,042 - mmaction - INFO - Epoch [38][580/2640] lr: 1.000e-04, eta: 4:07:26, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.6555, top5_acc: 0.8578, loss_cls: 1.3262, loss: 1.3262, grad_norm: 16.3002 2021-08-17 10:16:54,290 - mmaction - INFO - Epoch [38][600/2640] lr: 1.000e-04, eta: 4:07:17, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6750, top5_acc: 0.8734, loss_cls: 1.2175, loss: 1.2175, grad_norm: 15.8622 2021-08-17 10:17:02,481 - mmaction - INFO - Epoch [38][620/2640] lr: 1.000e-04, eta: 4:07:08, time: 0.409, data_time: 0.001, memory: 5736, top1_acc: 0.6719, top5_acc: 0.8727, loss_cls: 1.2136, loss: 1.2136, grad_norm: 15.7756 2021-08-17 10:17:10,784 - mmaction - INFO - Epoch [38][640/2640] lr: 1.000e-04, eta: 4:06:59, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.6789, top5_acc: 0.8938, loss_cls: 1.1505, loss: 1.1505, grad_norm: 15.8044 2021-08-17 10:17:19,039 - mmaction - INFO - Epoch [38][660/2640] lr: 1.000e-04, eta: 4:06:50, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6695, top5_acc: 0.8719, loss_cls: 1.2461, loss: 1.2461, grad_norm: 16.6731 2021-08-17 10:17:27,331 - mmaction - INFO - Epoch [38][680/2640] lr: 1.000e-04, eta: 4:06:41, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.6758, top5_acc: 0.8703, loss_cls: 1.2090, loss: 1.2090, grad_norm: 15.4784 2021-08-17 10:17:35,644 - mmaction - INFO - Epoch [38][700/2640] lr: 1.000e-04, eta: 4:06:32, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.6875, top5_acc: 0.9016, loss_cls: 1.1962, loss: 1.1962, grad_norm: 15.7048 2021-08-17 10:17:43,890 - mmaction - INFO - Epoch [38][720/2640] lr: 1.000e-04, eta: 4:06:23, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6898, top5_acc: 0.8773, loss_cls: 1.2457, loss: 1.2457, grad_norm: 16.0672 2021-08-17 10:17:52,103 - mmaction - INFO - Epoch [38][740/2640] lr: 1.000e-04, eta: 4:06:14, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6469, top5_acc: 0.8555, loss_cls: 1.3314, loss: 1.3314, grad_norm: 16.4553 2021-08-17 10:18:00,331 - mmaction - INFO - Epoch [38][760/2640] lr: 1.000e-04, eta: 4:06:05, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6625, top5_acc: 0.8703, loss_cls: 1.2720, loss: 1.2720, grad_norm: 15.9327 2021-08-17 10:18:08,629 - mmaction - INFO - Epoch [38][780/2640] lr: 1.000e-04, eta: 4:05:56, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.6492, top5_acc: 0.8633, loss_cls: 1.2908, loss: 1.2908, grad_norm: 16.3292 2021-08-17 10:18:16,865 - mmaction - INFO - Epoch [38][800/2640] lr: 1.000e-04, eta: 4:05:47, time: 0.411, data_time: 0.002, memory: 5736, top1_acc: 0.6461, top5_acc: 0.8844, loss_cls: 1.2733, loss: 1.2733, grad_norm: 15.8428 2021-08-17 10:18:25,099 - mmaction - INFO - Epoch [38][820/2640] lr: 1.000e-04, eta: 4:05:38, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6687, top5_acc: 0.8742, loss_cls: 1.2189, loss: 1.2189, grad_norm: 15.6936 2021-08-17 10:18:33,376 - mmaction - INFO - Epoch [38][840/2640] lr: 1.000e-04, eta: 4:05:29, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.6734, top5_acc: 0.8812, loss_cls: 1.2258, loss: 1.2258, grad_norm: 15.6977 2021-08-17 10:18:41,579 - mmaction - INFO - Epoch [38][860/2640] lr: 1.000e-04, eta: 4:05:20, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.6734, top5_acc: 0.8789, loss_cls: 1.2120, loss: 1.2120, grad_norm: 15.6374 2021-08-17 10:18:49,829 - mmaction - INFO - Epoch [38][880/2640] lr: 1.000e-04, eta: 4:05:11, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6609, top5_acc: 0.8695, loss_cls: 1.2704, loss: 1.2704, grad_norm: 16.0095 2021-08-17 10:18:58,048 - mmaction - INFO - Epoch [38][900/2640] lr: 1.000e-04, eta: 4:05:02, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.6781, top5_acc: 0.8703, loss_cls: 1.2235, loss: 1.2235, grad_norm: 15.8054 2021-08-17 10:19:06,302 - mmaction - INFO - Epoch [38][920/2640] lr: 1.000e-04, eta: 4:04:54, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6414, top5_acc: 0.8719, loss_cls: 1.3193, loss: 1.3193, grad_norm: 16.1912 2021-08-17 10:19:14,626 - mmaction - INFO - Epoch [38][940/2640] lr: 1.000e-04, eta: 4:04:45, time: 0.416, data_time: 0.001, memory: 5736, top1_acc: 0.6641, top5_acc: 0.8586, loss_cls: 1.2908, loss: 1.2908, grad_norm: 16.0934 2021-08-17 10:19:22,880 - mmaction - INFO - Epoch [38][960/2640] lr: 1.000e-04, eta: 4:04:36, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6578, top5_acc: 0.8672, loss_cls: 1.2634, loss: 1.2634, grad_norm: 15.8510 2021-08-17 10:19:31,131 - mmaction - INFO - Epoch [38][980/2640] lr: 1.000e-04, eta: 4:04:27, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6852, top5_acc: 0.8797, loss_cls: 1.2015, loss: 1.2015, grad_norm: 14.9937 2021-08-17 10:19:39,439 - mmaction - INFO - Epoch [38][1000/2640] lr: 1.000e-04, eta: 4:04:18, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.6695, top5_acc: 0.8703, loss_cls: 1.2753, loss: 1.2753, grad_norm: 15.8783 2021-08-17 10:19:47,698 - mmaction - INFO - Epoch [38][1020/2640] lr: 1.000e-04, eta: 4:04:09, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6680, top5_acc: 0.8609, loss_cls: 1.3053, loss: 1.3053, grad_norm: 15.9578 2021-08-17 10:19:55,952 - mmaction - INFO - Epoch [38][1040/2640] lr: 1.000e-04, eta: 4:04:00, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6687, top5_acc: 0.8703, loss_cls: 1.2676, loss: 1.2676, grad_norm: 15.4153 2021-08-17 10:20:04,173 - mmaction - INFO - Epoch [38][1060/2640] lr: 1.000e-04, eta: 4:03:51, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.6664, top5_acc: 0.8773, loss_cls: 1.2561, loss: 1.2561, grad_norm: 15.8304 2021-08-17 10:20:12,454 - mmaction - INFO - Epoch [38][1080/2640] lr: 1.000e-04, eta: 4:03:42, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.6445, top5_acc: 0.8688, loss_cls: 1.2980, loss: 1.2980, grad_norm: 16.1897 2021-08-17 10:20:20,786 - mmaction - INFO - Epoch [38][1100/2640] lr: 1.000e-04, eta: 4:03:33, time: 0.417, data_time: 0.000, memory: 5736, top1_acc: 0.6641, top5_acc: 0.8766, loss_cls: 1.2562, loss: 1.2562, grad_norm: 15.6716 2021-08-17 10:20:29,040 - mmaction - INFO - Epoch [38][1120/2640] lr: 1.000e-04, eta: 4:03:24, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6820, top5_acc: 0.8727, loss_cls: 1.2188, loss: 1.2188, grad_norm: 15.2123 2021-08-17 10:20:37,268 - mmaction - INFO - Epoch [38][1140/2640] lr: 1.000e-04, eta: 4:03:15, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.6859, top5_acc: 0.8859, loss_cls: 1.1994, loss: 1.1994, grad_norm: 15.9299 2021-08-17 10:20:45,581 - mmaction - INFO - Epoch [38][1160/2640] lr: 1.000e-04, eta: 4:03:06, time: 0.416, data_time: 0.002, memory: 5736, top1_acc: 0.6625, top5_acc: 0.8758, loss_cls: 1.2668, loss: 1.2668, grad_norm: 15.5939 2021-08-17 10:20:53,808 - mmaction - INFO - Epoch [38][1180/2640] lr: 1.000e-04, eta: 4:02:57, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6727, top5_acc: 0.8867, loss_cls: 1.2204, loss: 1.2204, grad_norm: 15.5141 2021-08-17 10:21:02,229 - mmaction - INFO - Epoch [38][1200/2640] lr: 1.000e-04, eta: 4:02:48, time: 0.421, data_time: 0.002, memory: 5736, top1_acc: 0.6516, top5_acc: 0.8680, loss_cls: 1.2848, loss: 1.2848, grad_norm: 16.3402 2021-08-17 10:21:10,429 - mmaction - INFO - Epoch [38][1220/2640] lr: 1.000e-04, eta: 4:02:39, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.6617, top5_acc: 0.8773, loss_cls: 1.2489, loss: 1.2489, grad_norm: 16.1521 2021-08-17 10:21:18,714 - mmaction - INFO - Epoch [38][1240/2640] lr: 1.000e-04, eta: 4:02:30, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.6836, top5_acc: 0.8852, loss_cls: 1.1877, loss: 1.1877, grad_norm: 15.6512 2021-08-17 10:21:27,110 - mmaction - INFO - Epoch [38][1260/2640] lr: 1.000e-04, eta: 4:02:21, time: 0.420, data_time: 0.001, memory: 5736, top1_acc: 0.6602, top5_acc: 0.8711, loss_cls: 1.2610, loss: 1.2610, grad_norm: 16.0484 2021-08-17 10:21:35,389 - mmaction - INFO - Epoch [38][1280/2640] lr: 1.000e-04, eta: 4:02:12, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6438, top5_acc: 0.8688, loss_cls: 1.3206, loss: 1.3206, grad_norm: 16.0177 2021-08-17 10:21:43,612 - mmaction - INFO - Epoch [38][1300/2640] lr: 1.000e-04, eta: 4:02:03, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6844, top5_acc: 0.8641, loss_cls: 1.2497, loss: 1.2497, grad_norm: 15.5108 2021-08-17 10:21:51,924 - mmaction - INFO - Epoch [38][1320/2640] lr: 1.000e-04, eta: 4:01:54, time: 0.416, data_time: 0.002, memory: 5736, top1_acc: 0.6789, top5_acc: 0.8812, loss_cls: 1.2423, loss: 1.2423, grad_norm: 15.6741 2021-08-17 10:22:00,149 - mmaction - INFO - Epoch [38][1340/2640] lr: 1.000e-04, eta: 4:01:45, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6687, top5_acc: 0.8742, loss_cls: 1.2577, loss: 1.2577, grad_norm: 16.1171 2021-08-17 10:22:08,398 - mmaction - INFO - Epoch [38][1360/2640] lr: 1.000e-04, eta: 4:01:36, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.6766, top5_acc: 0.8680, loss_cls: 1.2604, loss: 1.2604, grad_norm: 15.5805 2021-08-17 10:22:16,623 - mmaction - INFO - Epoch [38][1380/2640] lr: 1.000e-04, eta: 4:01:27, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6602, top5_acc: 0.8789, loss_cls: 1.2263, loss: 1.2263, grad_norm: 15.7639 2021-08-17 10:22:24,886 - mmaction - INFO - Epoch [38][1400/2640] lr: 1.000e-04, eta: 4:01:18, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.6859, top5_acc: 0.8758, loss_cls: 1.2261, loss: 1.2261, grad_norm: 15.7458 2021-08-17 10:22:33,120 - mmaction - INFO - Epoch [38][1420/2640] lr: 1.000e-04, eta: 4:01:09, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6539, top5_acc: 0.8648, loss_cls: 1.2628, loss: 1.2628, grad_norm: 16.3154 2021-08-17 10:22:41,355 - mmaction - INFO - Epoch [38][1440/2640] lr: 1.000e-04, eta: 4:01:00, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6625, top5_acc: 0.8750, loss_cls: 1.2284, loss: 1.2284, grad_norm: 16.2583 2021-08-17 10:22:49,599 - mmaction - INFO - Epoch [38][1460/2640] lr: 1.000e-04, eta: 4:00:51, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6477, top5_acc: 0.8703, loss_cls: 1.3260, loss: 1.3260, grad_norm: 16.9883 2021-08-17 10:22:57,884 - mmaction - INFO - Epoch [38][1480/2640] lr: 1.000e-04, eta: 4:00:42, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6742, top5_acc: 0.8594, loss_cls: 1.2641, loss: 1.2641, grad_norm: 15.7923 2021-08-17 10:23:06,117 - mmaction - INFO - Epoch [38][1500/2640] lr: 1.000e-04, eta: 4:00:33, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6852, top5_acc: 0.8656, loss_cls: 1.2773, loss: 1.2773, grad_norm: 16.1624 2021-08-17 10:23:14,443 - mmaction - INFO - Epoch [38][1520/2640] lr: 1.000e-04, eta: 4:00:24, time: 0.416, data_time: 0.000, memory: 5736, top1_acc: 0.6813, top5_acc: 0.8727, loss_cls: 1.2493, loss: 1.2493, grad_norm: 15.7424 2021-08-17 10:23:22,682 - mmaction - INFO - Epoch [38][1540/2640] lr: 1.000e-04, eta: 4:00:15, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.6578, top5_acc: 0.8617, loss_cls: 1.3292, loss: 1.3292, grad_norm: 16.3454 2021-08-17 10:23:30,964 - mmaction - INFO - Epoch [38][1560/2640] lr: 1.000e-04, eta: 4:00:06, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6680, top5_acc: 0.8680, loss_cls: 1.2545, loss: 1.2545, grad_norm: 15.7891 2021-08-17 10:23:39,159 - mmaction - INFO - Epoch [38][1580/2640] lr: 1.000e-04, eta: 3:59:57, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.6547, top5_acc: 0.8758, loss_cls: 1.2807, loss: 1.2807, grad_norm: 15.8201 2021-08-17 10:23:47,375 - mmaction - INFO - Epoch [38][1600/2640] lr: 1.000e-04, eta: 3:59:48, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6641, top5_acc: 0.8719, loss_cls: 1.3041, loss: 1.3041, grad_norm: 16.0528 2021-08-17 10:23:55,615 - mmaction - INFO - Epoch [38][1620/2640] lr: 1.000e-04, eta: 3:59:39, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6672, top5_acc: 0.8680, loss_cls: 1.2616, loss: 1.2616, grad_norm: 15.9786 2021-08-17 10:24:03,915 - mmaction - INFO - Epoch [38][1640/2640] lr: 1.000e-04, eta: 3:59:30, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.6547, top5_acc: 0.8609, loss_cls: 1.3400, loss: 1.3400, grad_norm: 15.9911 2021-08-17 10:24:12,145 - mmaction - INFO - Epoch [38][1660/2640] lr: 1.000e-04, eta: 3:59:21, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6750, top5_acc: 0.8633, loss_cls: 1.2399, loss: 1.2399, grad_norm: 15.2999 2021-08-17 10:24:20,389 - mmaction - INFO - Epoch [38][1680/2640] lr: 1.000e-04, eta: 3:59:13, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.6773, top5_acc: 0.8703, loss_cls: 1.2193, loss: 1.2193, grad_norm: 15.3002 2021-08-17 10:24:28,638 - mmaction - INFO - Epoch [38][1700/2640] lr: 1.000e-04, eta: 3:59:04, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6461, top5_acc: 0.8703, loss_cls: 1.3184, loss: 1.3184, grad_norm: 16.1524 2021-08-17 10:24:36,872 - mmaction - INFO - Epoch [38][1720/2640] lr: 1.000e-04, eta: 3:58:55, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6695, top5_acc: 0.8703, loss_cls: 1.2357, loss: 1.2357, grad_norm: 15.5624 2021-08-17 10:24:45,104 - mmaction - INFO - Epoch [38][1740/2640] lr: 1.000e-04, eta: 3:58:46, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.6625, top5_acc: 0.8711, loss_cls: 1.2804, loss: 1.2804, grad_norm: 16.4416 2021-08-17 10:24:53,374 - mmaction - INFO - Epoch [38][1760/2640] lr: 1.000e-04, eta: 3:58:37, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6859, top5_acc: 0.8695, loss_cls: 1.2391, loss: 1.2391, grad_norm: 16.0521 2021-08-17 10:25:01,592 - mmaction - INFO - Epoch [38][1780/2640] lr: 1.000e-04, eta: 3:58:28, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6773, top5_acc: 0.8680, loss_cls: 1.2705, loss: 1.2705, grad_norm: 16.0049 2021-08-17 10:25:09,830 - mmaction - INFO - Epoch [38][1800/2640] lr: 1.000e-04, eta: 3:58:19, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.6859, top5_acc: 0.8766, loss_cls: 1.2227, loss: 1.2227, grad_norm: 15.5809 2021-08-17 10:25:18,016 - mmaction - INFO - Epoch [38][1820/2640] lr: 1.000e-04, eta: 3:58:10, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.6844, top5_acc: 0.8875, loss_cls: 1.1890, loss: 1.1890, grad_norm: 15.6231 2021-08-17 10:25:26,299 - mmaction - INFO - Epoch [38][1840/2640] lr: 1.000e-04, eta: 3:58:01, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6664, top5_acc: 0.8688, loss_cls: 1.2743, loss: 1.2743, grad_norm: 16.1030 2021-08-17 10:25:34,506 - mmaction - INFO - Epoch [38][1860/2640] lr: 1.000e-04, eta: 3:57:52, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.6430, top5_acc: 0.8648, loss_cls: 1.3357, loss: 1.3357, grad_norm: 16.4384 2021-08-17 10:25:42,735 - mmaction - INFO - Epoch [38][1880/2640] lr: 1.000e-04, eta: 3:57:43, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6687, top5_acc: 0.8680, loss_cls: 1.2696, loss: 1.2696, grad_norm: 15.4636 2021-08-17 10:25:50,997 - mmaction - INFO - Epoch [38][1900/2640] lr: 1.000e-04, eta: 3:57:34, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.6539, top5_acc: 0.8656, loss_cls: 1.3020, loss: 1.3020, grad_norm: 15.7823 2021-08-17 10:25:59,216 - mmaction - INFO - Epoch [38][1920/2640] lr: 1.000e-04, eta: 3:57:25, time: 0.411, data_time: 0.002, memory: 5736, top1_acc: 0.6656, top5_acc: 0.8711, loss_cls: 1.2372, loss: 1.2372, grad_norm: 16.0737 2021-08-17 10:26:07,489 - mmaction - INFO - Epoch [38][1940/2640] lr: 1.000e-04, eta: 3:57:16, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.6734, top5_acc: 0.8766, loss_cls: 1.2840, loss: 1.2840, grad_norm: 15.6801 2021-08-17 10:26:15,703 - mmaction - INFO - Epoch [38][1960/2640] lr: 1.000e-04, eta: 3:57:07, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.6523, top5_acc: 0.8750, loss_cls: 1.2874, loss: 1.2874, grad_norm: 16.1143 2021-08-17 10:26:23,922 - mmaction - INFO - Epoch [38][1980/2640] lr: 1.000e-04, eta: 3:56:58, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6719, top5_acc: 0.8711, loss_cls: 1.2541, loss: 1.2541, grad_norm: 16.1669 2021-08-17 10:26:32,180 - mmaction - INFO - Epoch [38][2000/2640] lr: 1.000e-04, eta: 3:56:49, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.6727, top5_acc: 0.8641, loss_cls: 1.2741, loss: 1.2741, grad_norm: 15.8816 2021-08-17 10:26:40,368 - mmaction - INFO - Epoch [38][2020/2640] lr: 1.000e-04, eta: 3:56:40, time: 0.409, data_time: 0.001, memory: 5736, top1_acc: 0.6820, top5_acc: 0.8844, loss_cls: 1.1795, loss: 1.1795, grad_norm: 15.2983 2021-08-17 10:26:48,623 - mmaction - INFO - Epoch [38][2040/2640] lr: 1.000e-04, eta: 3:56:31, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6781, top5_acc: 0.8727, loss_cls: 1.2784, loss: 1.2784, grad_norm: 15.3926 2021-08-17 10:26:56,878 - mmaction - INFO - Epoch [38][2060/2640] lr: 1.000e-04, eta: 3:56:22, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6898, top5_acc: 0.8859, loss_cls: 1.1877, loss: 1.1877, grad_norm: 15.1231 2021-08-17 10:27:05,139 - mmaction - INFO - Epoch [38][2080/2640] lr: 1.000e-04, eta: 3:56:13, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6727, top5_acc: 0.8680, loss_cls: 1.2892, loss: 1.2892, grad_norm: 15.6691 2021-08-17 10:27:13,385 - mmaction - INFO - Epoch [38][2100/2640] lr: 1.000e-04, eta: 3:56:04, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6945, top5_acc: 0.8852, loss_cls: 1.1799, loss: 1.1799, grad_norm: 15.0993 2021-08-17 10:27:21,602 - mmaction - INFO - Epoch [38][2120/2640] lr: 1.000e-04, eta: 3:55:55, time: 0.411, data_time: 0.002, memory: 5736, top1_acc: 0.6687, top5_acc: 0.8727, loss_cls: 1.2581, loss: 1.2581, grad_norm: 16.2078 2021-08-17 10:27:29,888 - mmaction - INFO - Epoch [38][2140/2640] lr: 1.000e-04, eta: 3:55:46, time: 0.414, data_time: 0.000, memory: 5736, top1_acc: 0.6422, top5_acc: 0.8648, loss_cls: 1.3321, loss: 1.3321, grad_norm: 16.0547 2021-08-17 10:27:38,203 - mmaction - INFO - Epoch [38][2160/2640] lr: 1.000e-04, eta: 3:55:37, time: 0.416, data_time: 0.001, memory: 5736, top1_acc: 0.6539, top5_acc: 0.8547, loss_cls: 1.3261, loss: 1.3261, grad_norm: 16.1118 2021-08-17 10:27:46,377 - mmaction - INFO - Epoch [38][2180/2640] lr: 1.000e-04, eta: 3:55:28, time: 0.409, data_time: 0.001, memory: 5736, top1_acc: 0.6687, top5_acc: 0.8812, loss_cls: 1.2336, loss: 1.2336, grad_norm: 15.4136 2021-08-17 10:27:54,640 - mmaction - INFO - Epoch [38][2200/2640] lr: 1.000e-04, eta: 3:55:19, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6883, top5_acc: 0.8828, loss_cls: 1.2112, loss: 1.2112, grad_norm: 15.6042 2021-08-17 10:28:02,871 - mmaction - INFO - Epoch [38][2220/2640] lr: 1.000e-04, eta: 3:55:10, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6734, top5_acc: 0.8789, loss_cls: 1.2491, loss: 1.2491, grad_norm: 15.4307 2021-08-17 10:28:11,099 - mmaction - INFO - Epoch [38][2240/2640] lr: 1.000e-04, eta: 3:55:01, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.6555, top5_acc: 0.8625, loss_cls: 1.3129, loss: 1.3129, grad_norm: 15.9690 2021-08-17 10:28:19,363 - mmaction - INFO - Epoch [38][2260/2640] lr: 1.000e-04, eta: 3:54:52, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6570, top5_acc: 0.8758, loss_cls: 1.2359, loss: 1.2359, grad_norm: 15.8775 2021-08-17 10:28:27,694 - mmaction - INFO - Epoch [38][2280/2640] lr: 1.000e-04, eta: 3:54:43, time: 0.416, data_time: 0.001, memory: 5736, top1_acc: 0.6734, top5_acc: 0.8719, loss_cls: 1.2447, loss: 1.2447, grad_norm: 15.7379 2021-08-17 10:28:35,895 - mmaction - INFO - Epoch [38][2300/2640] lr: 1.000e-04, eta: 3:54:34, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6508, top5_acc: 0.8594, loss_cls: 1.3252, loss: 1.3252, grad_norm: 16.3217 2021-08-17 10:28:44,192 - mmaction - INFO - Epoch [38][2320/2640] lr: 1.000e-04, eta: 3:54:25, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.6602, top5_acc: 0.8703, loss_cls: 1.2811, loss: 1.2811, grad_norm: 15.7492 2021-08-17 10:28:52,404 - mmaction - INFO - Epoch [38][2340/2640] lr: 1.000e-04, eta: 3:54:16, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6484, top5_acc: 0.8688, loss_cls: 1.3075, loss: 1.3075, grad_norm: 15.6539 2021-08-17 10:29:00,628 - mmaction - INFO - Epoch [38][2360/2640] lr: 1.000e-04, eta: 3:54:07, time: 0.411, data_time: 0.002, memory: 5736, top1_acc: 0.6680, top5_acc: 0.8719, loss_cls: 1.2852, loss: 1.2852, grad_norm: 15.7145 2021-08-17 10:29:08,807 - mmaction - INFO - Epoch [38][2380/2640] lr: 1.000e-04, eta: 3:53:58, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.6695, top5_acc: 0.8750, loss_cls: 1.2617, loss: 1.2617, grad_norm: 16.0675 2021-08-17 10:29:17,154 - mmaction - INFO - Epoch [38][2400/2640] lr: 1.000e-04, eta: 3:53:50, time: 0.417, data_time: 0.002, memory: 5736, top1_acc: 0.6781, top5_acc: 0.8688, loss_cls: 1.2381, loss: 1.2381, grad_norm: 15.6668 2021-08-17 10:29:25,426 - mmaction - INFO - Epoch [38][2420/2640] lr: 1.000e-04, eta: 3:53:41, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6781, top5_acc: 0.8625, loss_cls: 1.2716, loss: 1.2716, grad_norm: 16.0776 2021-08-17 10:29:33,658 - mmaction - INFO - Epoch [38][2440/2640] lr: 1.000e-04, eta: 3:53:32, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6633, top5_acc: 0.8711, loss_cls: 1.2271, loss: 1.2271, grad_norm: 15.8654 2021-08-17 10:29:41,853 - mmaction - INFO - Epoch [38][2460/2640] lr: 1.000e-04, eta: 3:53:23, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.6742, top5_acc: 0.8742, loss_cls: 1.2377, loss: 1.2377, grad_norm: 15.9224 2021-08-17 10:29:50,134 - mmaction - INFO - Epoch [38][2480/2640] lr: 1.000e-04, eta: 3:53:14, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.6602, top5_acc: 0.8773, loss_cls: 1.2758, loss: 1.2758, grad_norm: 15.7694 2021-08-17 10:29:58,388 - mmaction - INFO - Epoch [38][2500/2640] lr: 1.000e-04, eta: 3:53:05, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6695, top5_acc: 0.8828, loss_cls: 1.2281, loss: 1.2281, grad_norm: 16.3935 2021-08-17 10:30:06,715 - mmaction - INFO - Epoch [38][2520/2640] lr: 1.000e-04, eta: 3:52:56, time: 0.416, data_time: 0.000, memory: 5736, top1_acc: 0.6625, top5_acc: 0.8852, loss_cls: 1.2486, loss: 1.2486, grad_norm: 16.5433 2021-08-17 10:30:14,963 - mmaction - INFO - Epoch [38][2540/2640] lr: 1.000e-04, eta: 3:52:47, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6586, top5_acc: 0.8695, loss_cls: 1.2743, loss: 1.2743, grad_norm: 16.1681 2021-08-17 10:30:23,253 - mmaction - INFO - Epoch [38][2560/2640] lr: 1.000e-04, eta: 3:52:38, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.6695, top5_acc: 0.8883, loss_cls: 1.2139, loss: 1.2139, grad_norm: 16.0370 2021-08-17 10:30:31,489 - mmaction - INFO - Epoch [38][2580/2640] lr: 1.000e-04, eta: 3:52:29, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.6578, top5_acc: 0.8688, loss_cls: 1.2660, loss: 1.2660, grad_norm: 16.3319 2021-08-17 10:30:39,790 - mmaction - INFO - Epoch [38][2600/2640] lr: 1.000e-04, eta: 3:52:20, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.6656, top5_acc: 0.8789, loss_cls: 1.2438, loss: 1.2438, grad_norm: 15.7590 2021-08-17 10:30:48,012 - mmaction - INFO - Epoch [38][2620/2640] lr: 1.000e-04, eta: 3:52:11, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6586, top5_acc: 0.8773, loss_cls: 1.2447, loss: 1.2447, grad_norm: 16.3330 2021-08-17 10:30:55,994 - mmaction - INFO - Epoch [38][2640/2640] lr: 1.000e-04, eta: 3:52:02, time: 0.399, data_time: 0.002, memory: 5736, top1_acc: 0.6613, top5_acc: 0.8653, loss_cls: 1.3047, loss: 1.3047, grad_norm: 16.3246 2021-08-17 10:31:04,381 - mmaction - INFO - Saving checkpoint at 38 epochs 2021-08-17 10:31:04,858 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-08-17 10:33:02,957 - mmaction - INFO - Epoch [39][20/2640] lr: 1.000e-04, eta: 3:52:28, time: 5.903, data_time: 5.442, memory: 5736, top1_acc: 0.6625, top5_acc: 0.8711, loss_cls: 1.2679, loss: 1.2679, grad_norm: 16.0403 2021-08-17 10:33:11,253 - mmaction - INFO - Epoch [39][40/2640] lr: 1.000e-04, eta: 3:52:19, time: 0.416, data_time: 0.006, memory: 5736, top1_acc: 0.6664, top5_acc: 0.8703, loss_cls: 1.2972, loss: 1.2972, grad_norm: 15.7657 2021-08-17 10:33:19,539 - mmaction - INFO - Epoch [39][60/2640] lr: 1.000e-04, eta: 3:52:10, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6719, top5_acc: 0.8820, loss_cls: 1.2405, loss: 1.2405, grad_norm: 15.7100 2021-08-17 10:33:27,721 - mmaction - INFO - Epoch [39][80/2640] lr: 1.000e-04, eta: 3:52:01, time: 0.409, data_time: 0.001, memory: 5736, top1_acc: 0.6508, top5_acc: 0.8633, loss_cls: 1.3228, loss: 1.3228, grad_norm: 16.3292 2021-08-17 10:33:35,982 - mmaction - INFO - Epoch [39][100/2640] lr: 1.000e-04, eta: 3:51:52, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.6641, top5_acc: 0.8727, loss_cls: 1.2716, loss: 1.2716, grad_norm: 15.8339 2021-08-17 10:33:44,182 - mmaction - INFO - Epoch [39][120/2640] lr: 1.000e-04, eta: 3:51:43, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.6609, top5_acc: 0.8742, loss_cls: 1.2632, loss: 1.2632, grad_norm: 15.5322 2021-08-17 10:33:52,372 - mmaction - INFO - Epoch [39][140/2640] lr: 1.000e-04, eta: 3:51:34, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.6797, top5_acc: 0.8586, loss_cls: 1.2979, loss: 1.2979, grad_norm: 15.6885 2021-08-17 10:34:00,628 - mmaction - INFO - Epoch [39][160/2640] lr: 1.000e-04, eta: 3:51:25, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6555, top5_acc: 0.8789, loss_cls: 1.2990, loss: 1.2990, grad_norm: 16.1726 2021-08-17 10:34:08,910 - mmaction - INFO - Epoch [39][180/2640] lr: 1.000e-04, eta: 3:51:16, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6438, top5_acc: 0.8539, loss_cls: 1.3521, loss: 1.3521, grad_norm: 16.4141 2021-08-17 10:34:17,123 - mmaction - INFO - Epoch [39][200/2640] lr: 1.000e-04, eta: 3:51:07, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6727, top5_acc: 0.8852, loss_cls: 1.2173, loss: 1.2173, grad_norm: 15.8194 2021-08-17 10:34:25,334 - mmaction - INFO - Epoch [39][220/2640] lr: 1.000e-04, eta: 3:50:58, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6523, top5_acc: 0.8664, loss_cls: 1.2898, loss: 1.2898, grad_norm: 16.0026 2021-08-17 10:34:33,585 - mmaction - INFO - Epoch [39][240/2640] lr: 1.000e-04, eta: 3:50:49, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6633, top5_acc: 0.8680, loss_cls: 1.2658, loss: 1.2658, grad_norm: 15.4654 2021-08-17 10:34:41,826 - mmaction - INFO - Epoch [39][260/2640] lr: 1.000e-04, eta: 3:50:40, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.6797, top5_acc: 0.8773, loss_cls: 1.2261, loss: 1.2261, grad_norm: 15.2997 2021-08-17 10:34:50,034 - mmaction - INFO - Epoch [39][280/2640] lr: 1.000e-04, eta: 3:50:31, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.6719, top5_acc: 0.8641, loss_cls: 1.2779, loss: 1.2779, grad_norm: 15.9839 2021-08-17 10:34:58,306 - mmaction - INFO - Epoch [39][300/2640] lr: 1.000e-04, eta: 3:50:22, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6820, top5_acc: 0.8688, loss_cls: 1.2387, loss: 1.2387, grad_norm: 15.8039 2021-08-17 10:35:06,529 - mmaction - INFO - Epoch [39][320/2640] lr: 1.000e-04, eta: 3:50:13, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.6734, top5_acc: 0.8695, loss_cls: 1.2841, loss: 1.2841, grad_norm: 15.9838 2021-08-17 10:35:14,815 - mmaction - INFO - Epoch [39][340/2640] lr: 1.000e-04, eta: 3:50:04, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.6781, top5_acc: 0.8836, loss_cls: 1.1893, loss: 1.1893, grad_norm: 15.7675 2021-08-17 10:35:23,125 - mmaction - INFO - Epoch [39][360/2640] lr: 1.000e-04, eta: 3:49:55, time: 0.416, data_time: 0.001, memory: 5736, top1_acc: 0.6930, top5_acc: 0.8781, loss_cls: 1.2082, loss: 1.2082, grad_norm: 15.4882 2021-08-17 10:35:31,398 - mmaction - INFO - Epoch [39][380/2640] lr: 1.000e-04, eta: 3:49:46, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6438, top5_acc: 0.8578, loss_cls: 1.3390, loss: 1.3390, grad_norm: 16.9822 2021-08-17 10:35:39,674 - mmaction - INFO - Epoch [39][400/2640] lr: 1.000e-04, eta: 3:49:37, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6797, top5_acc: 0.8766, loss_cls: 1.2323, loss: 1.2323, grad_norm: 15.7476 2021-08-17 10:35:47,918 - mmaction - INFO - Epoch [39][420/2640] lr: 1.000e-04, eta: 3:49:28, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6641, top5_acc: 0.8859, loss_cls: 1.2325, loss: 1.2325, grad_norm: 16.0908 2021-08-17 10:35:56,219 - mmaction - INFO - Epoch [39][440/2640] lr: 1.000e-04, eta: 3:49:19, time: 0.416, data_time: 0.002, memory: 5736, top1_acc: 0.6625, top5_acc: 0.8539, loss_cls: 1.3116, loss: 1.3116, grad_norm: 16.4174 2021-08-17 10:36:04,530 - mmaction - INFO - Epoch [39][460/2640] lr: 1.000e-04, eta: 3:49:10, time: 0.415, data_time: 0.000, memory: 5736, top1_acc: 0.6633, top5_acc: 0.8641, loss_cls: 1.2700, loss: 1.2700, grad_norm: 15.9334 2021-08-17 10:36:12,761 - mmaction - INFO - Epoch [39][480/2640] lr: 1.000e-04, eta: 3:49:01, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6477, top5_acc: 0.8664, loss_cls: 1.3257, loss: 1.3257, grad_norm: 16.1225 2021-08-17 10:36:21,024 - mmaction - INFO - Epoch [39][500/2640] lr: 1.000e-04, eta: 3:48:52, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6734, top5_acc: 0.8797, loss_cls: 1.2476, loss: 1.2476, grad_norm: 15.7584 2021-08-17 10:36:29,265 - mmaction - INFO - Epoch [39][520/2640] lr: 1.000e-04, eta: 3:48:43, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.6734, top5_acc: 0.8805, loss_cls: 1.2368, loss: 1.2368, grad_norm: 16.1194 2021-08-17 10:36:37,504 - mmaction - INFO - Epoch [39][540/2640] lr: 1.000e-04, eta: 3:48:34, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.6898, top5_acc: 0.8820, loss_cls: 1.1824, loss: 1.1824, grad_norm: 15.4801 2021-08-17 10:36:45,746 - mmaction - INFO - Epoch [39][560/2640] lr: 1.000e-04, eta: 3:48:25, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6648, top5_acc: 0.8688, loss_cls: 1.2726, loss: 1.2726, grad_norm: 16.0258 2021-08-17 10:36:54,034 - mmaction - INFO - Epoch [39][580/2640] lr: 1.000e-04, eta: 3:48:16, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.6852, top5_acc: 0.8750, loss_cls: 1.2136, loss: 1.2136, grad_norm: 15.0464 2021-08-17 10:37:02,241 - mmaction - INFO - Epoch [39][600/2640] lr: 1.000e-04, eta: 3:48:07, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.7023, top5_acc: 0.8859, loss_cls: 1.1699, loss: 1.1699, grad_norm: 15.5829 2021-08-17 10:37:10,506 - mmaction - INFO - Epoch [39][620/2640] lr: 1.000e-04, eta: 3:47:58, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6766, top5_acc: 0.8805, loss_cls: 1.2348, loss: 1.2348, grad_norm: 15.8429 2021-08-17 10:37:18,704 - mmaction - INFO - Epoch [39][640/2640] lr: 1.000e-04, eta: 3:47:49, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.6789, top5_acc: 0.8859, loss_cls: 1.1766, loss: 1.1766, grad_norm: 15.7112 2021-08-17 10:37:26,930 - mmaction - INFO - Epoch [39][660/2640] lr: 1.000e-04, eta: 3:47:40, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6711, top5_acc: 0.8695, loss_cls: 1.2758, loss: 1.2758, grad_norm: 15.9774 2021-08-17 10:37:35,151 - mmaction - INFO - Epoch [39][680/2640] lr: 1.000e-04, eta: 3:47:31, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.6820, top5_acc: 0.8805, loss_cls: 1.1980, loss: 1.1980, grad_norm: 15.8859 2021-08-17 10:37:43,405 - mmaction - INFO - Epoch [39][700/2640] lr: 1.000e-04, eta: 3:47:22, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.6781, top5_acc: 0.8805, loss_cls: 1.1938, loss: 1.1938, grad_norm: 16.1118 2021-08-17 10:37:51,615 - mmaction - INFO - Epoch [39][720/2640] lr: 1.000e-04, eta: 3:47:13, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6797, top5_acc: 0.8695, loss_cls: 1.2227, loss: 1.2227, grad_norm: 15.6904 2021-08-17 10:37:59,846 - mmaction - INFO - Epoch [39][740/2640] lr: 1.000e-04, eta: 3:47:04, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.6797, top5_acc: 0.8742, loss_cls: 1.2396, loss: 1.2396, grad_norm: 15.9634 2021-08-17 10:38:08,059 - mmaction - INFO - Epoch [39][760/2640] lr: 1.000e-04, eta: 3:46:55, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.6664, top5_acc: 0.8617, loss_cls: 1.3122, loss: 1.3122, grad_norm: 16.3088 2021-08-17 10:38:16,325 - mmaction - INFO - Epoch [39][780/2640] lr: 1.000e-04, eta: 3:46:46, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6625, top5_acc: 0.8750, loss_cls: 1.2894, loss: 1.2894, grad_norm: 15.9529 2021-08-17 10:38:24,539 - mmaction - INFO - Epoch [39][800/2640] lr: 1.000e-04, eta: 3:46:37, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.6594, top5_acc: 0.8805, loss_cls: 1.2468, loss: 1.2468, grad_norm: 16.2665 2021-08-17 10:38:32,805 - mmaction - INFO - Epoch [39][820/2640] lr: 1.000e-04, eta: 3:46:28, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6719, top5_acc: 0.8750, loss_cls: 1.2064, loss: 1.2064, grad_norm: 16.0244 2021-08-17 10:38:41,022 - mmaction - INFO - Epoch [39][840/2640] lr: 1.000e-04, eta: 3:46:19, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.6641, top5_acc: 0.8836, loss_cls: 1.2279, loss: 1.2279, grad_norm: 16.0875 2021-08-17 10:38:49,267 - mmaction - INFO - Epoch [39][860/2640] lr: 1.000e-04, eta: 3:46:10, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.6695, top5_acc: 0.8672, loss_cls: 1.2725, loss: 1.2725, grad_norm: 15.6177 2021-08-17 10:38:57,518 - mmaction - INFO - Epoch [39][880/2640] lr: 1.000e-04, eta: 3:46:01, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6813, top5_acc: 0.8633, loss_cls: 1.2702, loss: 1.2702, grad_norm: 15.4477 2021-08-17 10:39:05,752 - mmaction - INFO - Epoch [39][900/2640] lr: 1.000e-04, eta: 3:45:52, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.6633, top5_acc: 0.8680, loss_cls: 1.2785, loss: 1.2785, grad_norm: 16.0418 2021-08-17 10:39:13,980 - mmaction - INFO - Epoch [39][920/2640] lr: 1.000e-04, eta: 3:45:43, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.6852, top5_acc: 0.8805, loss_cls: 1.2112, loss: 1.2112, grad_norm: 15.6132 2021-08-17 10:39:22,210 - mmaction - INFO - Epoch [39][940/2640] lr: 1.000e-04, eta: 3:45:34, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6820, top5_acc: 0.8766, loss_cls: 1.2648, loss: 1.2648, grad_norm: 16.2156 2021-08-17 10:39:30,429 - mmaction - INFO - Epoch [39][960/2640] lr: 1.000e-04, eta: 3:45:25, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6656, top5_acc: 0.8688, loss_cls: 1.2572, loss: 1.2572, grad_norm: 16.6093 2021-08-17 10:39:38,771 - mmaction - INFO - Epoch [39][980/2640] lr: 1.000e-04, eta: 3:45:17, time: 0.417, data_time: 0.001, memory: 5736, top1_acc: 0.6562, top5_acc: 0.8766, loss_cls: 1.2577, loss: 1.2577, grad_norm: 16.0995 2021-08-17 10:39:46,979 - mmaction - INFO - Epoch [39][1000/2640] lr: 1.000e-04, eta: 3:45:08, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.6578, top5_acc: 0.8633, loss_cls: 1.2835, loss: 1.2835, grad_norm: 16.6695 2021-08-17 10:39:55,271 - mmaction - INFO - Epoch [39][1020/2640] lr: 1.000e-04, eta: 3:44:59, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.6719, top5_acc: 0.8766, loss_cls: 1.2584, loss: 1.2584, grad_norm: 16.3667 2021-08-17 10:40:03,476 - mmaction - INFO - Epoch [39][1040/2640] lr: 1.000e-04, eta: 3:44:50, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.6695, top5_acc: 0.8781, loss_cls: 1.2025, loss: 1.2025, grad_norm: 15.6795 2021-08-17 10:40:11,711 - mmaction - INFO - Epoch [39][1060/2640] lr: 1.000e-04, eta: 3:44:41, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.6672, top5_acc: 0.8742, loss_cls: 1.2307, loss: 1.2307, grad_norm: 16.1442 2021-08-17 10:40:19,898 - mmaction - INFO - Epoch [39][1080/2640] lr: 1.000e-04, eta: 3:44:32, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.6844, top5_acc: 0.8859, loss_cls: 1.2082, loss: 1.2082, grad_norm: 15.8833 2021-08-17 10:40:28,189 - mmaction - INFO - Epoch [39][1100/2640] lr: 1.000e-04, eta: 3:44:23, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.6687, top5_acc: 0.8805, loss_cls: 1.2077, loss: 1.2077, grad_norm: 16.3571 2021-08-17 10:40:36,363 - mmaction - INFO - Epoch [39][1120/2640] lr: 1.000e-04, eta: 3:44:14, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.6867, top5_acc: 0.8773, loss_cls: 1.2118, loss: 1.2118, grad_norm: 15.0211 2021-08-17 10:40:44,653 - mmaction - INFO - Epoch [39][1140/2640] lr: 1.000e-04, eta: 3:44:05, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.6562, top5_acc: 0.8797, loss_cls: 1.2701, loss: 1.2701, grad_norm: 16.1518 2021-08-17 10:40:52,851 - mmaction - INFO - Epoch [39][1160/2640] lr: 1.000e-04, eta: 3:43:56, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.6656, top5_acc: 0.8891, loss_cls: 1.2160, loss: 1.2160, grad_norm: 16.3299 2021-08-17 10:41:01,115 - mmaction - INFO - Epoch [39][1180/2640] lr: 1.000e-04, eta: 3:43:47, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6828, top5_acc: 0.8820, loss_cls: 1.1614, loss: 1.1614, grad_norm: 15.8399 2021-08-17 10:41:09,377 - mmaction - INFO - Epoch [39][1200/2640] lr: 1.000e-04, eta: 3:43:38, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6820, top5_acc: 0.8727, loss_cls: 1.2448, loss: 1.2448, grad_norm: 16.3260 2021-08-17 10:41:17,624 - mmaction - INFO - Epoch [39][1220/2640] lr: 1.000e-04, eta: 3:43:29, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.6695, top5_acc: 0.8727, loss_cls: 1.2596, loss: 1.2596, grad_norm: 15.9254 2021-08-17 10:41:25,897 - mmaction - INFO - Epoch [39][1240/2640] lr: 1.000e-04, eta: 3:43:20, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6797, top5_acc: 0.8742, loss_cls: 1.2409, loss: 1.2409, grad_norm: 16.0391 2021-08-17 10:41:34,161 - mmaction - INFO - Epoch [39][1260/2640] lr: 1.000e-04, eta: 3:43:11, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.6672, top5_acc: 0.8766, loss_cls: 1.2232, loss: 1.2232, grad_norm: 15.5721 2021-08-17 10:41:42,415 - mmaction - INFO - Epoch [39][1280/2640] lr: 1.000e-04, eta: 3:43:02, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6672, top5_acc: 0.8828, loss_cls: 1.2380, loss: 1.2380, grad_norm: 16.1548 2021-08-17 10:41:50,710 - mmaction - INFO - Epoch [39][1300/2640] lr: 1.000e-04, eta: 3:42:53, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.6945, top5_acc: 0.8977, loss_cls: 1.1627, loss: 1.1627, grad_norm: 15.2911 2021-08-17 10:41:58,902 - mmaction - INFO - Epoch [39][1320/2640] lr: 1.000e-04, eta: 3:42:44, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.6930, top5_acc: 0.8758, loss_cls: 1.2012, loss: 1.2012, grad_norm: 15.2945 2021-08-17 10:42:07,137 - mmaction - INFO - Epoch [39][1340/2640] lr: 1.000e-04, eta: 3:42:35, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.6398, top5_acc: 0.8523, loss_cls: 1.3302, loss: 1.3302, grad_norm: 16.3176 2021-08-17 10:42:15,347 - mmaction - INFO - Epoch [39][1360/2640] lr: 1.000e-04, eta: 3:42:26, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.6867, top5_acc: 0.8750, loss_cls: 1.2061, loss: 1.2061, grad_norm: 15.4552 2021-08-17 10:42:23,660 - mmaction - INFO - Epoch [39][1380/2640] lr: 1.000e-04, eta: 3:42:17, time: 0.416, data_time: 0.001, memory: 5736, top1_acc: 0.6758, top5_acc: 0.8633, loss_cls: 1.2689, loss: 1.2689, grad_norm: 15.7571 2021-08-17 10:42:31,973 - mmaction - INFO - Epoch [39][1400/2640] lr: 1.000e-04, eta: 3:42:08, time: 0.416, data_time: 0.001, memory: 5736, top1_acc: 0.6531, top5_acc: 0.8695, loss_cls: 1.3407, loss: 1.3407, grad_norm: 16.1971 2021-08-17 10:42:40,328 - mmaction - INFO - Epoch [39][1420/2640] lr: 1.000e-04, eta: 3:41:59, time: 0.418, data_time: 0.002, memory: 5736, top1_acc: 0.6633, top5_acc: 0.8852, loss_cls: 1.2429, loss: 1.2429, grad_norm: 16.4663 2021-08-17 10:42:48,576 - mmaction - INFO - Epoch [39][1440/2640] lr: 1.000e-04, eta: 3:41:50, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6500, top5_acc: 0.8672, loss_cls: 1.3065, loss: 1.3065, grad_norm: 15.9021 2021-08-17 10:42:56,833 - mmaction - INFO - Epoch [39][1460/2640] lr: 1.000e-04, eta: 3:41:41, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6664, top5_acc: 0.8633, loss_cls: 1.2429, loss: 1.2429, grad_norm: 15.6100 2021-08-17 10:43:05,050 - mmaction - INFO - Epoch [39][1480/2640] lr: 1.000e-04, eta: 3:41:32, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.6922, top5_acc: 0.8773, loss_cls: 1.2099, loss: 1.2099, grad_norm: 16.1229 2021-08-17 10:43:13,339 - mmaction - INFO - Epoch [39][1500/2640] lr: 1.000e-04, eta: 3:41:23, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.6648, top5_acc: 0.8695, loss_cls: 1.3022, loss: 1.3022, grad_norm: 16.4970 2021-08-17 10:43:21,592 - mmaction - INFO - Epoch [39][1520/2640] lr: 1.000e-04, eta: 3:41:14, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.6719, top5_acc: 0.8836, loss_cls: 1.2465, loss: 1.2465, grad_norm: 15.8060 2021-08-17 10:43:29,831 - mmaction - INFO - Epoch [39][1540/2640] lr: 1.000e-04, eta: 3:41:05, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.7141, top5_acc: 0.9000, loss_cls: 1.1169, loss: 1.1169, grad_norm: 15.6051 2021-08-17 10:43:38,084 - mmaction - INFO - Epoch [39][1560/2640] lr: 1.000e-04, eta: 3:40:56, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6625, top5_acc: 0.8648, loss_cls: 1.2555, loss: 1.2555, grad_norm: 16.7222 2021-08-17 10:43:46,344 - mmaction - INFO - Epoch [39][1580/2640] lr: 1.000e-04, eta: 3:40:47, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6734, top5_acc: 0.8711, loss_cls: 1.2620, loss: 1.2620, grad_norm: 16.5714 2021-08-17 10:43:54,546 - mmaction - INFO - Epoch [39][1600/2640] lr: 1.000e-04, eta: 3:40:38, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.6461, top5_acc: 0.8578, loss_cls: 1.3335, loss: 1.3335, grad_norm: 16.1383 2021-08-17 10:44:02,805 - mmaction - INFO - Epoch [39][1620/2640] lr: 1.000e-04, eta: 3:40:29, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6844, top5_acc: 0.8672, loss_cls: 1.2429, loss: 1.2429, grad_norm: 15.9829 2021-08-17 10:44:11,034 - mmaction - INFO - Epoch [39][1640/2640] lr: 1.000e-04, eta: 3:40:21, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6805, top5_acc: 0.8844, loss_cls: 1.2120, loss: 1.2120, grad_norm: 15.7344 2021-08-17 10:44:19,291 - mmaction - INFO - Epoch [39][1660/2640] lr: 1.000e-04, eta: 3:40:12, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6891, top5_acc: 0.8836, loss_cls: 1.1644, loss: 1.1644, grad_norm: 15.8801 2021-08-17 10:44:27,501 - mmaction - INFO - Epoch [39][1680/2640] lr: 1.000e-04, eta: 3:40:03, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6492, top5_acc: 0.8625, loss_cls: 1.3214, loss: 1.3214, grad_norm: 16.6172 2021-08-17 10:44:35,748 - mmaction - INFO - Epoch [39][1700/2640] lr: 1.000e-04, eta: 3:39:54, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.6766, top5_acc: 0.8617, loss_cls: 1.2490, loss: 1.2490, grad_norm: 15.3322 2021-08-17 10:44:43,943 - mmaction - INFO - Epoch [39][1720/2640] lr: 1.000e-04, eta: 3:39:45, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.6711, top5_acc: 0.8781, loss_cls: 1.2366, loss: 1.2366, grad_norm: 15.8399 2021-08-17 10:44:52,220 - mmaction - INFO - Epoch [39][1740/2640] lr: 1.000e-04, eta: 3:39:36, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6844, top5_acc: 0.8680, loss_cls: 1.1993, loss: 1.1993, grad_norm: 15.7412 2021-08-17 10:45:00,467 - mmaction - INFO - Epoch [39][1760/2640] lr: 1.000e-04, eta: 3:39:27, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6937, top5_acc: 0.8852, loss_cls: 1.1453, loss: 1.1453, grad_norm: 15.9618 2021-08-17 10:45:08,727 - mmaction - INFO - Epoch [39][1780/2640] lr: 1.000e-04, eta: 3:39:18, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6625, top5_acc: 0.8648, loss_cls: 1.2764, loss: 1.2764, grad_norm: 16.3072 2021-08-17 10:45:16,905 - mmaction - INFO - Epoch [39][1800/2640] lr: 1.000e-04, eta: 3:39:09, time: 0.409, data_time: 0.001, memory: 5736, top1_acc: 0.6687, top5_acc: 0.8641, loss_cls: 1.2655, loss: 1.2655, grad_norm: 15.9968 2021-08-17 10:45:25,117 - mmaction - INFO - Epoch [39][1820/2640] lr: 1.000e-04, eta: 3:39:00, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6609, top5_acc: 0.8648, loss_cls: 1.2849, loss: 1.2849, grad_norm: 16.5938 2021-08-17 10:45:33,347 - mmaction - INFO - Epoch [39][1840/2640] lr: 1.000e-04, eta: 3:38:51, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6461, top5_acc: 0.8664, loss_cls: 1.2882, loss: 1.2882, grad_norm: 16.1533 2021-08-17 10:45:41,599 - mmaction - INFO - Epoch [39][1860/2640] lr: 1.000e-04, eta: 3:38:42, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6906, top5_acc: 0.8930, loss_cls: 1.1509, loss: 1.1509, grad_norm: 15.2541 2021-08-17 10:45:49,812 - mmaction - INFO - Epoch [39][1880/2640] lr: 1.000e-04, eta: 3:38:33, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.7008, top5_acc: 0.8852, loss_cls: 1.1194, loss: 1.1194, grad_norm: 15.1191 2021-08-17 10:45:58,063 - mmaction - INFO - Epoch [39][1900/2640] lr: 1.000e-04, eta: 3:38:24, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6594, top5_acc: 0.8672, loss_cls: 1.2678, loss: 1.2678, grad_norm: 15.9168 2021-08-17 10:46:06,363 - mmaction - INFO - Epoch [39][1920/2640] lr: 1.000e-04, eta: 3:38:15, time: 0.415, data_time: 0.000, memory: 5736, top1_acc: 0.6773, top5_acc: 0.8773, loss_cls: 1.2508, loss: 1.2508, grad_norm: 16.1296 2021-08-17 10:46:14,617 - mmaction - INFO - Epoch [39][1940/2640] lr: 1.000e-04, eta: 3:38:06, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6922, top5_acc: 0.8734, loss_cls: 1.2139, loss: 1.2139, grad_norm: 15.4362 2021-08-17 10:46:22,879 - mmaction - INFO - Epoch [39][1960/2640] lr: 1.000e-04, eta: 3:37:57, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.6656, top5_acc: 0.8781, loss_cls: 1.2768, loss: 1.2768, grad_norm: 16.0643 2021-08-17 10:46:31,153 - mmaction - INFO - Epoch [39][1980/2640] lr: 1.000e-04, eta: 3:37:48, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.6594, top5_acc: 0.8648, loss_cls: 1.2695, loss: 1.2695, grad_norm: 15.7502 2021-08-17 10:46:39,427 - mmaction - INFO - Epoch [39][2000/2640] lr: 1.000e-04, eta: 3:37:39, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6672, top5_acc: 0.8711, loss_cls: 1.2671, loss: 1.2671, grad_norm: 15.7656 2021-08-17 10:46:47,707 - mmaction - INFO - Epoch [39][2020/2640] lr: 1.000e-04, eta: 3:37:30, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6797, top5_acc: 0.8695, loss_cls: 1.2409, loss: 1.2409, grad_norm: 16.3593 2021-08-17 10:46:55,886 - mmaction - INFO - Epoch [39][2040/2640] lr: 1.000e-04, eta: 3:37:21, time: 0.409, data_time: 0.001, memory: 5736, top1_acc: 0.6492, top5_acc: 0.8594, loss_cls: 1.3085, loss: 1.3085, grad_norm: 16.1454 2021-08-17 10:47:04,120 - mmaction - INFO - Epoch [39][2060/2640] lr: 1.000e-04, eta: 3:37:12, time: 0.411, data_time: 0.002, memory: 5736, top1_acc: 0.6758, top5_acc: 0.8750, loss_cls: 1.2730, loss: 1.2730, grad_norm: 16.0686 2021-08-17 10:47:12,413 - mmaction - INFO - Epoch [39][2080/2640] lr: 1.000e-04, eta: 3:37:03, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.6633, top5_acc: 0.8836, loss_cls: 1.2461, loss: 1.2461, grad_norm: 16.6193 2021-08-17 10:47:20,671 - mmaction - INFO - Epoch [39][2100/2640] lr: 1.000e-04, eta: 3:36:54, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6586, top5_acc: 0.8766, loss_cls: 1.2748, loss: 1.2748, grad_norm: 16.1309 2021-08-17 10:47:28,928 - mmaction - INFO - Epoch [39][2120/2640] lr: 1.000e-04, eta: 3:36:45, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6992, top5_acc: 0.8875, loss_cls: 1.1353, loss: 1.1353, grad_norm: 14.9940 2021-08-17 10:47:37,219 - mmaction - INFO - Epoch [39][2140/2640] lr: 1.000e-04, eta: 3:36:36, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.6648, top5_acc: 0.8750, loss_cls: 1.2536, loss: 1.2536, grad_norm: 16.1162 2021-08-17 10:47:45,390 - mmaction - INFO - Epoch [39][2160/2640] lr: 1.000e-04, eta: 3:36:27, time: 0.409, data_time: 0.001, memory: 5736, top1_acc: 0.6641, top5_acc: 0.8672, loss_cls: 1.2882, loss: 1.2882, grad_norm: 15.9175 2021-08-17 10:47:53,662 - mmaction - INFO - Epoch [39][2180/2640] lr: 1.000e-04, eta: 3:36:19, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.6602, top5_acc: 0.8680, loss_cls: 1.2488, loss: 1.2488, grad_norm: 15.7046 2021-08-17 10:48:01,882 - mmaction - INFO - Epoch [39][2200/2640] lr: 1.000e-04, eta: 3:36:10, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6594, top5_acc: 0.8648, loss_cls: 1.3217, loss: 1.3217, grad_norm: 16.6604 2021-08-17 10:48:10,138 - mmaction - INFO - Epoch [39][2220/2640] lr: 1.000e-04, eta: 3:36:01, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.6609, top5_acc: 0.8750, loss_cls: 1.2588, loss: 1.2588, grad_norm: 16.0801 2021-08-17 10:48:18,396 - mmaction - INFO - Epoch [39][2240/2640] lr: 1.000e-04, eta: 3:35:52, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6656, top5_acc: 0.8531, loss_cls: 1.2945, loss: 1.2945, grad_norm: 16.8424 2021-08-17 10:48:26,690 - mmaction - INFO - Epoch [39][2260/2640] lr: 1.000e-04, eta: 3:35:43, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.6813, top5_acc: 0.8773, loss_cls: 1.2235, loss: 1.2235, grad_norm: 15.9853 2021-08-17 10:48:34,938 - mmaction - INFO - Epoch [39][2280/2640] lr: 1.000e-04, eta: 3:35:34, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6523, top5_acc: 0.8609, loss_cls: 1.3508, loss: 1.3508, grad_norm: 16.5438 2021-08-17 10:48:43,224 - mmaction - INFO - Epoch [39][2300/2640] lr: 1.000e-04, eta: 3:35:25, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.6766, top5_acc: 0.8859, loss_cls: 1.1901, loss: 1.1901, grad_norm: 15.6878 2021-08-17 10:48:51,454 - mmaction - INFO - Epoch [39][2320/2640] lr: 1.000e-04, eta: 3:35:16, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.6633, top5_acc: 0.8766, loss_cls: 1.2268, loss: 1.2268, grad_norm: 16.3029 2021-08-17 10:48:59,762 - mmaction - INFO - Epoch [39][2340/2640] lr: 1.000e-04, eta: 3:35:07, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.6828, top5_acc: 0.8758, loss_cls: 1.2157, loss: 1.2157, grad_norm: 16.1457 2021-08-17 10:49:07,999 - mmaction - INFO - Epoch [39][2360/2640] lr: 1.000e-04, eta: 3:34:58, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.6539, top5_acc: 0.8789, loss_cls: 1.2674, loss: 1.2674, grad_norm: 16.1643 2021-08-17 10:49:16,282 - mmaction - INFO - Epoch [39][2380/2640] lr: 1.000e-04, eta: 3:34:49, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6578, top5_acc: 0.8625, loss_cls: 1.2886, loss: 1.2886, grad_norm: 16.0315 2021-08-17 10:49:24,478 - mmaction - INFO - Epoch [39][2400/2640] lr: 1.000e-04, eta: 3:34:40, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.6750, top5_acc: 0.8789, loss_cls: 1.2147, loss: 1.2147, grad_norm: 15.9897 2021-08-17 10:49:32,719 - mmaction - INFO - Epoch [39][2420/2640] lr: 1.000e-04, eta: 3:34:31, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.6672, top5_acc: 0.8688, loss_cls: 1.2518, loss: 1.2518, grad_norm: 15.9587 2021-08-17 10:49:40,979 - mmaction - INFO - Epoch [39][2440/2640] lr: 1.000e-04, eta: 3:34:22, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6523, top5_acc: 0.8773, loss_cls: 1.2754, loss: 1.2754, grad_norm: 16.4104 2021-08-17 10:49:49,204 - mmaction - INFO - Epoch [39][2460/2640] lr: 1.000e-04, eta: 3:34:13, time: 0.411, data_time: 0.002, memory: 5736, top1_acc: 0.6828, top5_acc: 0.8836, loss_cls: 1.1979, loss: 1.1979, grad_norm: 15.7954 2021-08-17 10:49:57,386 - mmaction - INFO - Epoch [39][2480/2640] lr: 1.000e-04, eta: 3:34:04, time: 0.409, data_time: 0.001, memory: 5736, top1_acc: 0.6680, top5_acc: 0.8742, loss_cls: 1.2381, loss: 1.2381, grad_norm: 16.2499 2021-08-17 10:50:05,619 - mmaction - INFO - Epoch [39][2500/2640] lr: 1.000e-04, eta: 3:33:55, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6906, top5_acc: 0.8852, loss_cls: 1.2135, loss: 1.2135, grad_norm: 15.8004 2021-08-17 10:50:13,865 - mmaction - INFO - Epoch [39][2520/2640] lr: 1.000e-04, eta: 3:33:46, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.6719, top5_acc: 0.8781, loss_cls: 1.2161, loss: 1.2161, grad_norm: 16.3083 2021-08-17 10:50:22,134 - mmaction - INFO - Epoch [39][2540/2640] lr: 1.000e-04, eta: 3:33:37, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.6719, top5_acc: 0.8766, loss_cls: 1.2424, loss: 1.2424, grad_norm: 16.2751 2021-08-17 10:50:30,383 - mmaction - INFO - Epoch [39][2560/2640] lr: 1.000e-04, eta: 3:33:28, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6695, top5_acc: 0.8727, loss_cls: 1.2617, loss: 1.2617, grad_norm: 15.7282 2021-08-17 10:50:38,699 - mmaction - INFO - Epoch [39][2580/2640] lr: 1.000e-04, eta: 3:33:19, time: 0.416, data_time: 0.002, memory: 5736, top1_acc: 0.6852, top5_acc: 0.8852, loss_cls: 1.2112, loss: 1.2112, grad_norm: 15.8166 2021-08-17 10:50:46,995 - mmaction - INFO - Epoch [39][2600/2640] lr: 1.000e-04, eta: 3:33:10, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6492, top5_acc: 0.8734, loss_cls: 1.2977, loss: 1.2977, grad_norm: 15.9707 2021-08-17 10:50:55,225 - mmaction - INFO - Epoch [39][2620/2640] lr: 1.000e-04, eta: 3:33:02, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6625, top5_acc: 0.8758, loss_cls: 1.2908, loss: 1.2908, grad_norm: 17.0084 2021-08-17 10:51:03,234 - mmaction - INFO - Epoch [39][2640/2640] lr: 1.000e-04, eta: 3:32:53, time: 0.400, data_time: 0.000, memory: 5736, top1_acc: 0.6685, top5_acc: 0.8823, loss_cls: 1.2207, loss: 1.2207, grad_norm: 16.2451 2021-08-17 10:51:11,714 - mmaction - INFO - Saving checkpoint at 39 epochs 2021-08-17 10:51:12,515 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-08-17 10:53:00,905 - mmaction - INFO - Epoch [40][20/2640] lr: 1.000e-04, eta: 3:33:12, time: 5.419, data_time: 4.975, memory: 5736, top1_acc: 0.6945, top5_acc: 0.8781, loss_cls: 1.1844, loss: 1.1844, grad_norm: 15.8460 2021-08-17 10:53:09,106 - mmaction - INFO - Epoch [40][40/2640] lr: 1.000e-04, eta: 3:33:03, time: 0.411, data_time: 0.004, memory: 5736, top1_acc: 0.6797, top5_acc: 0.8805, loss_cls: 1.2045, loss: 1.2045, grad_norm: 15.5664 2021-08-17 10:53:17,323 - mmaction - INFO - Epoch [40][60/2640] lr: 1.000e-04, eta: 3:32:54, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6937, top5_acc: 0.8914, loss_cls: 1.1174, loss: 1.1174, grad_norm: 15.8859 2021-08-17 10:53:25,538 - mmaction - INFO - Epoch [40][80/2640] lr: 1.000e-04, eta: 3:32:45, time: 0.410, data_time: 0.002, memory: 5736, top1_acc: 0.6656, top5_acc: 0.8836, loss_cls: 1.2257, loss: 1.2257, grad_norm: 15.7826 2021-08-17 10:53:33,788 - mmaction - INFO - Epoch [40][100/2640] lr: 1.000e-04, eta: 3:32:36, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6859, top5_acc: 0.8750, loss_cls: 1.1936, loss: 1.1936, grad_norm: 15.6640 2021-08-17 10:53:41,994 - mmaction - INFO - Epoch [40][120/2640] lr: 1.000e-04, eta: 3:32:27, time: 0.410, data_time: 0.002, memory: 5736, top1_acc: 0.6805, top5_acc: 0.8586, loss_cls: 1.2875, loss: 1.2875, grad_norm: 15.4621 2021-08-17 10:53:50,195 - mmaction - INFO - Epoch [40][140/2640] lr: 1.000e-04, eta: 3:32:18, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.6852, top5_acc: 0.8766, loss_cls: 1.2275, loss: 1.2275, grad_norm: 15.6760 2021-08-17 10:53:58,420 - mmaction - INFO - Epoch [40][160/2640] lr: 1.000e-04, eta: 3:32:09, time: 0.411, data_time: 0.002, memory: 5736, top1_acc: 0.6828, top5_acc: 0.8758, loss_cls: 1.2153, loss: 1.2153, grad_norm: 16.4508 2021-08-17 10:54:06,597 - mmaction - INFO - Epoch [40][180/2640] lr: 1.000e-04, eta: 3:32:00, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.6859, top5_acc: 0.8781, loss_cls: 1.2042, loss: 1.2042, grad_norm: 15.6523 2021-08-17 10:54:14,855 - mmaction - INFO - Epoch [40][200/2640] lr: 1.000e-04, eta: 3:31:51, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6875, top5_acc: 0.8758, loss_cls: 1.1927, loss: 1.1927, grad_norm: 16.0379 2021-08-17 10:54:23,172 - mmaction - INFO - Epoch [40][220/2640] lr: 1.000e-04, eta: 3:31:42, time: 0.416, data_time: 0.001, memory: 5736, top1_acc: 0.6805, top5_acc: 0.8789, loss_cls: 1.1950, loss: 1.1950, grad_norm: 15.8705 2021-08-17 10:54:31,471 - mmaction - INFO - Epoch [40][240/2640] lr: 1.000e-04, eta: 3:31:33, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.6813, top5_acc: 0.8734, loss_cls: 1.2204, loss: 1.2204, grad_norm: 15.8265 2021-08-17 10:54:39,786 - mmaction - INFO - Epoch [40][260/2640] lr: 1.000e-04, eta: 3:31:24, time: 0.416, data_time: 0.001, memory: 5736, top1_acc: 0.6531, top5_acc: 0.8656, loss_cls: 1.2734, loss: 1.2734, grad_norm: 16.4562 2021-08-17 10:54:47,988 - mmaction - INFO - Epoch [40][280/2640] lr: 1.000e-04, eta: 3:31:15, time: 0.409, data_time: 0.001, memory: 5736, top1_acc: 0.6930, top5_acc: 0.8664, loss_cls: 1.2174, loss: 1.2174, grad_norm: 15.7477 2021-08-17 10:54:56,240 - mmaction - INFO - Epoch [40][300/2640] lr: 1.000e-04, eta: 3:31:06, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.6789, top5_acc: 0.8742, loss_cls: 1.2398, loss: 1.2398, grad_norm: 16.1445 2021-08-17 10:55:04,486 - mmaction - INFO - Epoch [40][320/2640] lr: 1.000e-04, eta: 3:30:57, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.6734, top5_acc: 0.8664, loss_cls: 1.2271, loss: 1.2271, grad_norm: 15.2231 2021-08-17 10:55:12,697 - mmaction - INFO - Epoch [40][340/2640] lr: 1.000e-04, eta: 3:30:48, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.6602, top5_acc: 0.8812, loss_cls: 1.2564, loss: 1.2564, grad_norm: 16.3912 2021-08-17 10:55:20,964 - mmaction - INFO - Epoch [40][360/2640] lr: 1.000e-04, eta: 3:30:39, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.6672, top5_acc: 0.8758, loss_cls: 1.2244, loss: 1.2244, grad_norm: 15.6748 2021-08-17 10:55:29,172 - mmaction - INFO - Epoch [40][380/2640] lr: 1.000e-04, eta: 3:30:30, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.6633, top5_acc: 0.8742, loss_cls: 1.2699, loss: 1.2699, grad_norm: 16.2193 2021-08-17 10:55:37,423 - mmaction - INFO - Epoch [40][400/2640] lr: 1.000e-04, eta: 3:30:21, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6820, top5_acc: 0.8828, loss_cls: 1.2179, loss: 1.2179, grad_norm: 16.1963 2021-08-17 10:55:45,614 - mmaction - INFO - Epoch [40][420/2640] lr: 1.000e-04, eta: 3:30:12, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.6719, top5_acc: 0.8820, loss_cls: 1.2361, loss: 1.2361, grad_norm: 16.3281 2021-08-17 10:55:53,910 - mmaction - INFO - Epoch [40][440/2640] lr: 1.000e-04, eta: 3:30:03, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.6813, top5_acc: 0.8789, loss_cls: 1.2050, loss: 1.2050, grad_norm: 15.8945 2021-08-17 10:56:02,161 - mmaction - INFO - Epoch [40][460/2640] lr: 1.000e-04, eta: 3:29:54, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.6594, top5_acc: 0.8672, loss_cls: 1.3166, loss: 1.3166, grad_norm: 16.3221 2021-08-17 10:56:10,429 - mmaction - INFO - Epoch [40][480/2640] lr: 1.000e-04, eta: 3:29:45, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6547, top5_acc: 0.8648, loss_cls: 1.3173, loss: 1.3173, grad_norm: 16.4187 2021-08-17 10:56:18,655 - mmaction - INFO - Epoch [40][500/2640] lr: 1.000e-04, eta: 3:29:36, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.6836, top5_acc: 0.8852, loss_cls: 1.1915, loss: 1.1915, grad_norm: 15.8093 2021-08-17 10:56:26,953 - mmaction - INFO - Epoch [40][520/2640] lr: 1.000e-04, eta: 3:29:27, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.6508, top5_acc: 0.8727, loss_cls: 1.3120, loss: 1.3120, grad_norm: 16.8672 2021-08-17 10:56:35,277 - mmaction - INFO - Epoch [40][540/2640] lr: 1.000e-04, eta: 3:29:18, time: 0.416, data_time: 0.001, memory: 5736, top1_acc: 0.6656, top5_acc: 0.8742, loss_cls: 1.2624, loss: 1.2624, grad_norm: 16.5329 2021-08-17 10:56:43,551 - mmaction - INFO - Epoch [40][560/2640] lr: 1.000e-04, eta: 3:29:10, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.6586, top5_acc: 0.8859, loss_cls: 1.2302, loss: 1.2302, grad_norm: 15.8615 2021-08-17 10:56:51,843 - mmaction - INFO - Epoch [40][580/2640] lr: 1.000e-04, eta: 3:29:01, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.6625, top5_acc: 0.8844, loss_cls: 1.2109, loss: 1.2109, grad_norm: 16.0675 2021-08-17 10:57:00,111 - mmaction - INFO - Epoch [40][600/2640] lr: 1.000e-04, eta: 3:28:52, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6469, top5_acc: 0.8633, loss_cls: 1.3359, loss: 1.3359, grad_norm: 16.5739 2021-08-17 10:57:08,328 - mmaction - INFO - Epoch [40][620/2640] lr: 1.000e-04, eta: 3:28:43, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.6984, top5_acc: 0.8883, loss_cls: 1.1452, loss: 1.1452, grad_norm: 15.9589 2021-08-17 10:57:16,585 - mmaction - INFO - Epoch [40][640/2640] lr: 1.000e-04, eta: 3:28:34, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.6727, top5_acc: 0.8805, loss_cls: 1.2187, loss: 1.2187, grad_norm: 16.2090 2021-08-17 10:57:24,863 - mmaction - INFO - Epoch [40][660/2640] lr: 1.000e-04, eta: 3:28:25, time: 0.414, data_time: 0.000, memory: 5736, top1_acc: 0.6594, top5_acc: 0.8570, loss_cls: 1.3281, loss: 1.3281, grad_norm: 16.6916 2021-08-17 10:57:33,149 - mmaction - INFO - Epoch [40][680/2640] lr: 1.000e-04, eta: 3:28:16, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.6867, top5_acc: 0.8680, loss_cls: 1.2492, loss: 1.2492, grad_norm: 15.7113 2021-08-17 10:57:41,350 - mmaction - INFO - Epoch [40][700/2640] lr: 1.000e-04, eta: 3:28:07, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.6672, top5_acc: 0.8766, loss_cls: 1.2329, loss: 1.2329, grad_norm: 16.3318 2021-08-17 10:57:49,592 - mmaction - INFO - Epoch [40][720/2640] lr: 1.000e-04, eta: 3:27:58, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.6758, top5_acc: 0.8719, loss_cls: 1.2241, loss: 1.2241, grad_norm: 15.9406 2021-08-17 10:57:57,827 - mmaction - INFO - Epoch [40][740/2640] lr: 1.000e-04, eta: 3:27:49, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6672, top5_acc: 0.8914, loss_cls: 1.1977, loss: 1.1977, grad_norm: 16.1835 2021-08-17 10:58:06,079 - mmaction - INFO - Epoch [40][760/2640] lr: 1.000e-04, eta: 3:27:40, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6570, top5_acc: 0.8617, loss_cls: 1.3074, loss: 1.3074, grad_norm: 16.1707 2021-08-17 10:58:14,287 - mmaction - INFO - Epoch [40][780/2640] lr: 1.000e-04, eta: 3:27:31, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6750, top5_acc: 0.8703, loss_cls: 1.2409, loss: 1.2409, grad_norm: 15.9182 2021-08-17 10:58:22,648 - mmaction - INFO - Epoch [40][800/2640] lr: 1.000e-04, eta: 3:27:22, time: 0.418, data_time: 0.002, memory: 5736, top1_acc: 0.6664, top5_acc: 0.8648, loss_cls: 1.2837, loss: 1.2837, grad_norm: 16.4093 2021-08-17 10:58:30,840 - mmaction - INFO - Epoch [40][820/2640] lr: 1.000e-04, eta: 3:27:13, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.6664, top5_acc: 0.8812, loss_cls: 1.2332, loss: 1.2332, grad_norm: 15.6995 2021-08-17 10:58:39,138 - mmaction - INFO - Epoch [40][840/2640] lr: 1.000e-04, eta: 3:27:04, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6617, top5_acc: 0.8703, loss_cls: 1.2937, loss: 1.2937, grad_norm: 15.9051 2021-08-17 10:58:47,368 - mmaction - INFO - Epoch [40][860/2640] lr: 1.000e-04, eta: 3:26:55, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6813, top5_acc: 0.8719, loss_cls: 1.2623, loss: 1.2623, grad_norm: 15.7609 2021-08-17 10:58:55,580 - mmaction - INFO - Epoch [40][880/2640] lr: 1.000e-04, eta: 3:26:46, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.6695, top5_acc: 0.8805, loss_cls: 1.2584, loss: 1.2584, grad_norm: 15.9922 2021-08-17 10:59:03,837 - mmaction - INFO - Epoch [40][900/2640] lr: 1.000e-04, eta: 3:26:37, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.6492, top5_acc: 0.8688, loss_cls: 1.3195, loss: 1.3195, grad_norm: 16.6802 2021-08-17 10:59:12,092 - mmaction - INFO - Epoch [40][920/2640] lr: 1.000e-04, eta: 3:26:28, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6602, top5_acc: 0.8586, loss_cls: 1.2813, loss: 1.2813, grad_norm: 15.9053 2021-08-17 10:59:20,386 - mmaction - INFO - Epoch [40][940/2640] lr: 1.000e-04, eta: 3:26:19, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.6766, top5_acc: 0.8852, loss_cls: 1.2138, loss: 1.2138, grad_norm: 15.6580 2021-08-17 10:59:28,602 - mmaction - INFO - Epoch [40][960/2640] lr: 1.000e-04, eta: 3:26:10, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.6867, top5_acc: 0.8812, loss_cls: 1.1686, loss: 1.1686, grad_norm: 15.1592 2021-08-17 10:59:36,851 - mmaction - INFO - Epoch [40][980/2640] lr: 1.000e-04, eta: 3:26:01, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6813, top5_acc: 0.8789, loss_cls: 1.2110, loss: 1.2110, grad_norm: 16.4283 2021-08-17 10:59:45,110 - mmaction - INFO - Epoch [40][1000/2640] lr: 1.000e-04, eta: 3:25:52, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.6367, top5_acc: 0.8625, loss_cls: 1.3534, loss: 1.3534, grad_norm: 16.6254 2021-08-17 10:59:53,354 - mmaction - INFO - Epoch [40][1020/2640] lr: 1.000e-04, eta: 3:25:43, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6922, top5_acc: 0.8914, loss_cls: 1.1741, loss: 1.1741, grad_norm: 15.4393 2021-08-17 11:00:01,626 - mmaction - INFO - Epoch [40][1040/2640] lr: 1.000e-04, eta: 3:25:34, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6562, top5_acc: 0.8641, loss_cls: 1.2733, loss: 1.2733, grad_norm: 16.3856 2021-08-17 11:00:09,853 - mmaction - INFO - Epoch [40][1060/2640] lr: 1.000e-04, eta: 3:25:25, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.6750, top5_acc: 0.8812, loss_cls: 1.2180, loss: 1.2180, grad_norm: 16.5327 2021-08-17 11:00:18,084 - mmaction - INFO - Epoch [40][1080/2640] lr: 1.000e-04, eta: 3:25:16, time: 0.411, data_time: 0.002, memory: 5736, top1_acc: 0.6703, top5_acc: 0.8641, loss_cls: 1.2636, loss: 1.2636, grad_norm: 16.6525 2021-08-17 11:00:26,264 - mmaction - INFO - Epoch [40][1100/2640] lr: 1.000e-04, eta: 3:25:07, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.6703, top5_acc: 0.8797, loss_cls: 1.2304, loss: 1.2304, grad_norm: 16.4146 2021-08-17 11:00:34,668 - mmaction - INFO - Epoch [40][1120/2640] lr: 1.000e-04, eta: 3:24:59, time: 0.420, data_time: 0.001, memory: 5736, top1_acc: 0.6523, top5_acc: 0.8664, loss_cls: 1.3210, loss: 1.3210, grad_norm: 16.2827 2021-08-17 11:00:42,927 - mmaction - INFO - Epoch [40][1140/2640] lr: 1.000e-04, eta: 3:24:50, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6602, top5_acc: 0.8805, loss_cls: 1.2746, loss: 1.2746, grad_norm: 15.9845 2021-08-17 11:00:51,218 - mmaction - INFO - Epoch [40][1160/2640] lr: 1.000e-04, eta: 3:24:41, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.6664, top5_acc: 0.8797, loss_cls: 1.2195, loss: 1.2195, grad_norm: 15.7716 2021-08-17 11:00:59,426 - mmaction - INFO - Epoch [40][1180/2640] lr: 1.000e-04, eta: 3:24:32, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.6789, top5_acc: 0.8758, loss_cls: 1.1973, loss: 1.1973, grad_norm: 15.5757 2021-08-17 11:01:07,693 - mmaction - INFO - Epoch [40][1200/2640] lr: 1.000e-04, eta: 3:24:23, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6711, top5_acc: 0.8758, loss_cls: 1.2458, loss: 1.2458, grad_norm: 16.4391 2021-08-17 11:01:15,959 - mmaction - INFO - Epoch [40][1220/2640] lr: 1.000e-04, eta: 3:24:14, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6906, top5_acc: 0.8883, loss_cls: 1.1920, loss: 1.1920, grad_norm: 15.9573 2021-08-17 11:01:24,156 - mmaction - INFO - Epoch [40][1240/2640] lr: 1.000e-04, eta: 3:24:05, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.6711, top5_acc: 0.8688, loss_cls: 1.2481, loss: 1.2481, grad_norm: 16.1956 2021-08-17 11:01:32,405 - mmaction - INFO - Epoch [40][1260/2640] lr: 1.000e-04, eta: 3:23:56, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.6656, top5_acc: 0.8797, loss_cls: 1.2372, loss: 1.2372, grad_norm: 16.1385 2021-08-17 11:01:40,636 - mmaction - INFO - Epoch [40][1280/2640] lr: 1.000e-04, eta: 3:23:47, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.6477, top5_acc: 0.8688, loss_cls: 1.3006, loss: 1.3006, grad_norm: 16.5159 2021-08-17 11:01:48,932 - mmaction - INFO - Epoch [40][1300/2640] lr: 1.000e-04, eta: 3:23:38, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.6914, top5_acc: 0.8812, loss_cls: 1.2049, loss: 1.2049, grad_norm: 16.0128 2021-08-17 11:01:57,191 - mmaction - INFO - Epoch [40][1320/2640] lr: 1.000e-04, eta: 3:23:29, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.6977, top5_acc: 0.8820, loss_cls: 1.1737, loss: 1.1737, grad_norm: 15.5828 2021-08-17 11:02:05,491 - mmaction - INFO - Epoch [40][1340/2640] lr: 1.000e-04, eta: 3:23:20, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.6570, top5_acc: 0.8688, loss_cls: 1.2834, loss: 1.2834, grad_norm: 16.2441 2021-08-17 11:02:13,790 - mmaction - INFO - Epoch [40][1360/2640] lr: 1.000e-04, eta: 3:23:11, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.6711, top5_acc: 0.8852, loss_cls: 1.1939, loss: 1.1939, grad_norm: 16.4339 2021-08-17 11:02:22,052 - mmaction - INFO - Epoch [40][1380/2640] lr: 1.000e-04, eta: 3:23:02, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.6500, top5_acc: 0.8617, loss_cls: 1.3337, loss: 1.3337, grad_norm: 16.7729 2021-08-17 11:02:30,363 - mmaction - INFO - Epoch [40][1400/2640] lr: 1.000e-04, eta: 3:22:53, time: 0.416, data_time: 0.002, memory: 5736, top1_acc: 0.6797, top5_acc: 0.8844, loss_cls: 1.1937, loss: 1.1937, grad_norm: 15.6548 2021-08-17 11:02:38,578 - mmaction - INFO - Epoch [40][1420/2640] lr: 1.000e-04, eta: 3:22:44, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6906, top5_acc: 0.8844, loss_cls: 1.1757, loss: 1.1757, grad_norm: 15.5086 2021-08-17 11:02:46,862 - mmaction - INFO - Epoch [40][1440/2640] lr: 1.000e-04, eta: 3:22:35, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6539, top5_acc: 0.8602, loss_cls: 1.3379, loss: 1.3379, grad_norm: 16.4174 2021-08-17 11:02:55,106 - mmaction - INFO - Epoch [40][1460/2640] lr: 1.000e-04, eta: 3:22:26, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.6828, top5_acc: 0.8820, loss_cls: 1.1871, loss: 1.1871, grad_norm: 15.7313 2021-08-17 11:03:03,311 - mmaction - INFO - Epoch [40][1480/2640] lr: 1.000e-04, eta: 3:22:17, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.6758, top5_acc: 0.8641, loss_cls: 1.2635, loss: 1.2635, grad_norm: 16.0334 2021-08-17 11:03:11,549 - mmaction - INFO - Epoch [40][1500/2640] lr: 1.000e-04, eta: 3:22:08, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.6570, top5_acc: 0.8594, loss_cls: 1.3057, loss: 1.3057, grad_norm: 16.1862 2021-08-17 11:03:19,781 - mmaction - INFO - Epoch [40][1520/2640] lr: 1.000e-04, eta: 3:21:59, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.6625, top5_acc: 0.8711, loss_cls: 1.2783, loss: 1.2783, grad_norm: 15.7710 2021-08-17 11:03:28,070 - mmaction - INFO - Epoch [40][1540/2640] lr: 1.000e-04, eta: 3:21:50, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.6695, top5_acc: 0.8656, loss_cls: 1.2672, loss: 1.2672, grad_norm: 16.0730 2021-08-17 11:03:36,313 - mmaction - INFO - Epoch [40][1560/2640] lr: 1.000e-04, eta: 3:21:42, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6703, top5_acc: 0.8711, loss_cls: 1.2121, loss: 1.2121, grad_norm: 15.5679 2021-08-17 11:03:44,514 - mmaction - INFO - Epoch [40][1580/2640] lr: 1.000e-04, eta: 3:21:33, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.6664, top5_acc: 0.8586, loss_cls: 1.3104, loss: 1.3104, grad_norm: 15.7548 2021-08-17 11:03:52,762 - mmaction - INFO - Epoch [40][1600/2640] lr: 1.000e-04, eta: 3:21:24, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6539, top5_acc: 0.8688, loss_cls: 1.2946, loss: 1.2946, grad_norm: 15.8166 2021-08-17 11:04:01,036 - mmaction - INFO - Epoch [40][1620/2640] lr: 1.000e-04, eta: 3:21:15, time: 0.414, data_time: 0.000, memory: 5736, top1_acc: 0.6508, top5_acc: 0.8719, loss_cls: 1.3087, loss: 1.3087, grad_norm: 16.1786 2021-08-17 11:04:09,217 - mmaction - INFO - Epoch [40][1640/2640] lr: 1.000e-04, eta: 3:21:06, time: 0.409, data_time: 0.001, memory: 5736, top1_acc: 0.6781, top5_acc: 0.8711, loss_cls: 1.2582, loss: 1.2582, grad_norm: 15.7960 2021-08-17 11:04:17,483 - mmaction - INFO - Epoch [40][1660/2640] lr: 1.000e-04, eta: 3:20:57, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6633, top5_acc: 0.8734, loss_cls: 1.2751, loss: 1.2751, grad_norm: 15.5765 2021-08-17 11:04:25,744 - mmaction - INFO - Epoch [40][1680/2640] lr: 1.000e-04, eta: 3:20:48, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6719, top5_acc: 0.8797, loss_cls: 1.2560, loss: 1.2560, grad_norm: 16.3095 2021-08-17 11:04:34,113 - mmaction - INFO - Epoch [40][1700/2640] lr: 1.000e-04, eta: 3:20:39, time: 0.419, data_time: 0.002, memory: 5736, top1_acc: 0.6781, top5_acc: 0.8836, loss_cls: 1.1811, loss: 1.1811, grad_norm: 15.8815 2021-08-17 11:04:42,393 - mmaction - INFO - Epoch [40][1720/2640] lr: 1.000e-04, eta: 3:20:30, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6883, top5_acc: 0.8797, loss_cls: 1.2016, loss: 1.2016, grad_norm: 16.0086 2021-08-17 11:04:50,697 - mmaction - INFO - Epoch [40][1740/2640] lr: 1.000e-04, eta: 3:20:21, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.6672, top5_acc: 0.8742, loss_cls: 1.2210, loss: 1.2210, grad_norm: 16.1820 2021-08-17 11:04:59,000 - mmaction - INFO - Epoch [40][1760/2640] lr: 1.000e-04, eta: 3:20:12, time: 0.416, data_time: 0.001, memory: 5736, top1_acc: 0.6656, top5_acc: 0.8836, loss_cls: 1.1937, loss: 1.1937, grad_norm: 16.0767 2021-08-17 11:05:07,218 - mmaction - INFO - Epoch [40][1780/2640] lr: 1.000e-04, eta: 3:20:03, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.7031, top5_acc: 0.8820, loss_cls: 1.1478, loss: 1.1478, grad_norm: 15.4142 2021-08-17 11:05:15,473 - mmaction - INFO - Epoch [40][1800/2640] lr: 1.000e-04, eta: 3:19:54, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.7070, top5_acc: 0.8945, loss_cls: 1.1128, loss: 1.1128, grad_norm: 15.1642 2021-08-17 11:05:23,710 - mmaction - INFO - Epoch [40][1820/2640] lr: 1.000e-04, eta: 3:19:45, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.6539, top5_acc: 0.8664, loss_cls: 1.3083, loss: 1.3083, grad_norm: 16.5122 2021-08-17 11:05:31,992 - mmaction - INFO - Epoch [40][1840/2640] lr: 1.000e-04, eta: 3:19:36, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6609, top5_acc: 0.8648, loss_cls: 1.2611, loss: 1.2611, grad_norm: 16.5399 2021-08-17 11:05:40,391 - mmaction - INFO - Epoch [40][1860/2640] lr: 1.000e-04, eta: 3:19:27, time: 0.420, data_time: 0.002, memory: 5736, top1_acc: 0.6687, top5_acc: 0.8719, loss_cls: 1.2803, loss: 1.2803, grad_norm: 16.4864 2021-08-17 11:05:48,661 - mmaction - INFO - Epoch [40][1880/2640] lr: 1.000e-04, eta: 3:19:18, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6430, top5_acc: 0.8703, loss_cls: 1.2979, loss: 1.2979, grad_norm: 16.9131 2021-08-17 11:05:56,919 - mmaction - INFO - Epoch [40][1900/2640] lr: 1.000e-04, eta: 3:19:09, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.6570, top5_acc: 0.8734, loss_cls: 1.2653, loss: 1.2653, grad_norm: 16.0046 2021-08-17 11:06:05,199 - mmaction - INFO - Epoch [40][1920/2640] lr: 1.000e-04, eta: 3:19:00, time: 0.414, data_time: 0.000, memory: 5736, top1_acc: 0.6648, top5_acc: 0.8672, loss_cls: 1.2584, loss: 1.2584, grad_norm: 15.9979 2021-08-17 11:06:13,447 - mmaction - INFO - Epoch [40][1940/2640] lr: 1.000e-04, eta: 3:18:52, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6633, top5_acc: 0.8641, loss_cls: 1.2947, loss: 1.2947, grad_norm: 16.6299 2021-08-17 11:06:21,675 - mmaction - INFO - Epoch [40][1960/2640] lr: 1.000e-04, eta: 3:18:43, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6625, top5_acc: 0.8758, loss_cls: 1.2745, loss: 1.2745, grad_norm: 16.0431 2021-08-17 11:06:29,954 - mmaction - INFO - Epoch [40][1980/2640] lr: 1.000e-04, eta: 3:18:34, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.6930, top5_acc: 0.8883, loss_cls: 1.1721, loss: 1.1721, grad_norm: 15.5079 2021-08-17 11:06:38,199 - mmaction - INFO - Epoch [40][2000/2640] lr: 1.000e-04, eta: 3:18:25, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6836, top5_acc: 0.8844, loss_cls: 1.2075, loss: 1.2075, grad_norm: 15.9614 2021-08-17 11:06:46,452 - mmaction - INFO - Epoch [40][2020/2640] lr: 1.000e-04, eta: 3:18:16, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6734, top5_acc: 0.8828, loss_cls: 1.1988, loss: 1.1988, grad_norm: 16.0534 2021-08-17 11:06:54,760 - mmaction - INFO - Epoch [40][2040/2640] lr: 1.000e-04, eta: 3:18:07, time: 0.415, data_time: 0.000, memory: 5736, top1_acc: 0.6773, top5_acc: 0.8867, loss_cls: 1.1874, loss: 1.1874, grad_norm: 16.3433 2021-08-17 11:07:03,001 - mmaction - INFO - Epoch [40][2060/2640] lr: 1.000e-04, eta: 3:17:58, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6625, top5_acc: 0.8695, loss_cls: 1.2693, loss: 1.2693, grad_norm: 16.3831 2021-08-17 11:07:11,184 - mmaction - INFO - Epoch [40][2080/2640] lr: 1.000e-04, eta: 3:17:49, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.6586, top5_acc: 0.8648, loss_cls: 1.2749, loss: 1.2749, grad_norm: 16.7624 2021-08-17 11:07:19,499 - mmaction - INFO - Epoch [40][2100/2640] lr: 1.000e-04, eta: 3:17:40, time: 0.416, data_time: 0.002, memory: 5736, top1_acc: 0.6555, top5_acc: 0.8688, loss_cls: 1.3009, loss: 1.3009, grad_norm: 15.9543 2021-08-17 11:07:27,750 - mmaction - INFO - Epoch [40][2120/2640] lr: 1.000e-04, eta: 3:17:31, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6727, top5_acc: 0.8805, loss_cls: 1.2291, loss: 1.2291, grad_norm: 16.1180 2021-08-17 11:07:35,996 - mmaction - INFO - Epoch [40][2140/2640] lr: 1.000e-04, eta: 3:17:22, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.6734, top5_acc: 0.8766, loss_cls: 1.2548, loss: 1.2548, grad_norm: 16.0013 2021-08-17 11:07:44,275 - mmaction - INFO - Epoch [40][2160/2640] lr: 1.000e-04, eta: 3:17:13, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6570, top5_acc: 0.8742, loss_cls: 1.2642, loss: 1.2642, grad_norm: 16.1175 2021-08-17 11:07:52,495 - mmaction - INFO - Epoch [40][2180/2640] lr: 1.000e-04, eta: 3:17:04, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6555, top5_acc: 0.8727, loss_cls: 1.2710, loss: 1.2710, grad_norm: 16.2092 2021-08-17 11:08:00,789 - mmaction - INFO - Epoch [40][2200/2640] lr: 1.000e-04, eta: 3:16:55, time: 0.415, data_time: 0.000, memory: 5736, top1_acc: 0.6641, top5_acc: 0.8727, loss_cls: 1.3163, loss: 1.3163, grad_norm: 16.5878 2021-08-17 11:08:09,057 - mmaction - INFO - Epoch [40][2220/2640] lr: 1.000e-04, eta: 3:16:46, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6781, top5_acc: 0.8711, loss_cls: 1.2631, loss: 1.2631, grad_norm: 15.7618 2021-08-17 11:08:17,295 - mmaction - INFO - Epoch [40][2240/2640] lr: 1.000e-04, eta: 3:16:37, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6813, top5_acc: 0.8789, loss_cls: 1.2189, loss: 1.2189, grad_norm: 15.1643 2021-08-17 11:08:25,618 - mmaction - INFO - Epoch [40][2260/2640] lr: 1.000e-04, eta: 3:16:28, time: 0.416, data_time: 0.002, memory: 5736, top1_acc: 0.6703, top5_acc: 0.8648, loss_cls: 1.2499, loss: 1.2499, grad_norm: 16.0235 2021-08-17 11:08:33,836 - mmaction - INFO - Epoch [40][2280/2640] lr: 1.000e-04, eta: 3:16:19, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6758, top5_acc: 0.8672, loss_cls: 1.2502, loss: 1.2502, grad_norm: 15.7074 2021-08-17 11:08:42,067 - mmaction - INFO - Epoch [40][2300/2640] lr: 1.000e-04, eta: 3:16:11, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.6719, top5_acc: 0.8719, loss_cls: 1.2574, loss: 1.2574, grad_norm: 16.9018 2021-08-17 11:08:50,253 - mmaction - INFO - Epoch [40][2320/2640] lr: 1.000e-04, eta: 3:16:02, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.6781, top5_acc: 0.8742, loss_cls: 1.2237, loss: 1.2237, grad_norm: 16.2141 2021-08-17 11:08:58,624 - mmaction - INFO - Epoch [40][2340/2640] lr: 1.000e-04, eta: 3:15:53, time: 0.419, data_time: 0.001, memory: 5736, top1_acc: 0.6586, top5_acc: 0.8625, loss_cls: 1.2725, loss: 1.2725, grad_norm: 16.1462 2021-08-17 11:09:06,841 - mmaction - INFO - Epoch [40][2360/2640] lr: 1.000e-04, eta: 3:15:44, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.6625, top5_acc: 0.8758, loss_cls: 1.2775, loss: 1.2775, grad_norm: 16.1369 2021-08-17 11:09:15,063 - mmaction - INFO - Epoch [40][2380/2640] lr: 1.000e-04, eta: 3:15:35, time: 0.411, data_time: 0.002, memory: 5736, top1_acc: 0.6695, top5_acc: 0.8797, loss_cls: 1.2132, loss: 1.2132, grad_norm: 15.8986 2021-08-17 11:09:23,292 - mmaction - INFO - Epoch [40][2400/2640] lr: 1.000e-04, eta: 3:15:26, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6492, top5_acc: 0.8664, loss_cls: 1.3048, loss: 1.3048, grad_norm: 16.6852 2021-08-17 11:09:31,562 - mmaction - INFO - Epoch [40][2420/2640] lr: 1.000e-04, eta: 3:15:17, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6648, top5_acc: 0.8586, loss_cls: 1.3043, loss: 1.3043, grad_norm: 16.1317 2021-08-17 11:09:39,811 - mmaction - INFO - Epoch [40][2440/2640] lr: 1.000e-04, eta: 3:15:08, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6750, top5_acc: 0.8820, loss_cls: 1.2035, loss: 1.2035, grad_norm: 15.5461 2021-08-17 11:09:48,108 - mmaction - INFO - Epoch [40][2460/2640] lr: 1.000e-04, eta: 3:14:59, time: 0.415, data_time: 0.000, memory: 5736, top1_acc: 0.6680, top5_acc: 0.8711, loss_cls: 1.2557, loss: 1.2557, grad_norm: 15.7818 2021-08-17 11:09:56,313 - mmaction - INFO - Epoch [40][2480/2640] lr: 1.000e-04, eta: 3:14:50, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.6680, top5_acc: 0.8859, loss_cls: 1.2521, loss: 1.2521, grad_norm: 15.9537 2021-08-17 11:10:04,610 - mmaction - INFO - Epoch [40][2500/2640] lr: 1.000e-04, eta: 3:14:41, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.6930, top5_acc: 0.8859, loss_cls: 1.1481, loss: 1.1481, grad_norm: 16.3299 2021-08-17 11:10:12,805 - mmaction - INFO - Epoch [40][2520/2640] lr: 1.000e-04, eta: 3:14:32, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.6703, top5_acc: 0.8789, loss_cls: 1.2441, loss: 1.2441, grad_norm: 16.7569 2021-08-17 11:10:21,071 - mmaction - INFO - Epoch [40][2540/2640] lr: 1.000e-04, eta: 3:14:23, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6562, top5_acc: 0.8742, loss_cls: 1.2483, loss: 1.2483, grad_norm: 16.3819 2021-08-17 11:10:29,327 - mmaction - INFO - Epoch [40][2560/2640] lr: 1.000e-04, eta: 3:14:14, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6859, top5_acc: 0.8758, loss_cls: 1.2111, loss: 1.2111, grad_norm: 15.8157 2021-08-17 11:10:37,682 - mmaction - INFO - Epoch [40][2580/2640] lr: 1.000e-04, eta: 3:14:05, time: 0.418, data_time: 0.002, memory: 5736, top1_acc: 0.6859, top5_acc: 0.8812, loss_cls: 1.1950, loss: 1.1950, grad_norm: 16.3873 2021-08-17 11:10:45,926 - mmaction - INFO - Epoch [40][2600/2640] lr: 1.000e-04, eta: 3:13:56, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6961, top5_acc: 0.8719, loss_cls: 1.2094, loss: 1.2094, grad_norm: 15.7823 2021-08-17 11:10:54,164 - mmaction - INFO - Epoch [40][2620/2640] lr: 1.000e-04, eta: 3:13:47, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6617, top5_acc: 0.8734, loss_cls: 1.2703, loss: 1.2703, grad_norm: 16.4259 2021-08-17 11:11:02,164 - mmaction - INFO - Epoch [40][2640/2640] lr: 1.000e-04, eta: 3:13:38, time: 0.400, data_time: 0.001, memory: 5736, top1_acc: 0.6855, top5_acc: 0.8790, loss_cls: 1.1930, loss: 1.1930, grad_norm: 15.7440 2021-08-17 11:11:11,637 - mmaction - INFO - Saving checkpoint at 40 epochs 2021-08-17 11:11:12,865 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-08-17 11:13:15,483 - mmaction - INFO - Epoch [41][20/2640] lr: 1.000e-04, eta: 3:13:58, time: 6.129, data_time: 5.665, memory: 5736, top1_acc: 0.6719, top5_acc: 0.8711, loss_cls: 1.2348, loss: 1.2348, grad_norm: 15.6021 2021-08-17 11:13:23,757 - mmaction - INFO - Epoch [41][40/2640] lr: 1.000e-04, eta: 3:13:49, time: 0.415, data_time: 0.004, memory: 5736, top1_acc: 0.6633, top5_acc: 0.8781, loss_cls: 1.2664, loss: 1.2664, grad_norm: 16.9735 2021-08-17 11:13:32,055 - mmaction - INFO - Epoch [41][60/2640] lr: 1.000e-04, eta: 3:13:40, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.6805, top5_acc: 0.8680, loss_cls: 1.2242, loss: 1.2242, grad_norm: 16.3177 2021-08-17 11:13:40,336 - mmaction - INFO - Epoch [41][80/2640] lr: 1.000e-04, eta: 3:13:31, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6883, top5_acc: 0.8617, loss_cls: 1.2531, loss: 1.2531, grad_norm: 15.4640 2021-08-17 11:13:48,547 - mmaction - INFO - Epoch [41][100/2640] lr: 1.000e-04, eta: 3:13:22, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.6562, top5_acc: 0.8734, loss_cls: 1.2677, loss: 1.2677, grad_norm: 15.8523 2021-08-17 11:13:56,783 - mmaction - INFO - Epoch [41][120/2640] lr: 1.000e-04, eta: 3:13:13, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6828, top5_acc: 0.8766, loss_cls: 1.1931, loss: 1.1931, grad_norm: 16.2924 2021-08-17 11:14:04,949 - mmaction - INFO - Epoch [41][140/2640] lr: 1.000e-04, eta: 3:13:04, time: 0.408, data_time: 0.000, memory: 5736, top1_acc: 0.7000, top5_acc: 0.8914, loss_cls: 1.1293, loss: 1.1293, grad_norm: 15.5686 2021-08-17 11:14:13,234 - mmaction - INFO - Epoch [41][160/2640] lr: 1.000e-04, eta: 3:12:55, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.6813, top5_acc: 0.8719, loss_cls: 1.2692, loss: 1.2692, grad_norm: 15.9246 2021-08-17 11:14:21,489 - mmaction - INFO - Epoch [41][180/2640] lr: 1.000e-04, eta: 3:12:46, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6828, top5_acc: 0.8812, loss_cls: 1.1834, loss: 1.1834, grad_norm: 16.1193 2021-08-17 11:14:29,790 - mmaction - INFO - Epoch [41][200/2640] lr: 1.000e-04, eta: 3:12:37, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.6914, top5_acc: 0.8867, loss_cls: 1.1675, loss: 1.1675, grad_norm: 15.8114 2021-08-17 11:14:38,059 - mmaction - INFO - Epoch [41][220/2640] lr: 1.000e-04, eta: 3:12:28, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6945, top5_acc: 0.9008, loss_cls: 1.1178, loss: 1.1178, grad_norm: 16.2801 2021-08-17 11:14:46,322 - mmaction - INFO - Epoch [41][240/2640] lr: 1.000e-04, eta: 3:12:19, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.6641, top5_acc: 0.8664, loss_cls: 1.2498, loss: 1.2498, grad_norm: 16.8982 2021-08-17 11:14:54,602 - mmaction - INFO - Epoch [41][260/2640] lr: 1.000e-04, eta: 3:12:11, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6648, top5_acc: 0.8609, loss_cls: 1.3040, loss: 1.3040, grad_norm: 16.1804 2021-08-17 11:15:02,871 - mmaction - INFO - Epoch [41][280/2640] lr: 1.000e-04, eta: 3:12:02, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6789, top5_acc: 0.8633, loss_cls: 1.2340, loss: 1.2340, grad_norm: 15.6707 2021-08-17 11:15:11,069 - mmaction - INFO - Epoch [41][300/2640] lr: 1.000e-04, eta: 3:11:53, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.6750, top5_acc: 0.8844, loss_cls: 1.2129, loss: 1.2129, grad_norm: 16.1761 2021-08-17 11:15:19,309 - mmaction - INFO - Epoch [41][320/2640] lr: 1.000e-04, eta: 3:11:44, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.6664, top5_acc: 0.8742, loss_cls: 1.2625, loss: 1.2625, grad_norm: 16.1280 2021-08-17 11:15:27,491 - mmaction - INFO - Epoch [41][340/2640] lr: 1.000e-04, eta: 3:11:35, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.6859, top5_acc: 0.8859, loss_cls: 1.2339, loss: 1.2339, grad_norm: 16.2373 2021-08-17 11:15:35,719 - mmaction - INFO - Epoch [41][360/2640] lr: 1.000e-04, eta: 3:11:26, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6875, top5_acc: 0.8766, loss_cls: 1.1974, loss: 1.1974, grad_norm: 15.0822 2021-08-17 11:15:43,934 - mmaction - INFO - Epoch [41][380/2640] lr: 1.000e-04, eta: 3:11:17, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6891, top5_acc: 0.8797, loss_cls: 1.1748, loss: 1.1748, grad_norm: 15.5655 2021-08-17 11:15:52,184 - mmaction - INFO - Epoch [41][400/2640] lr: 1.000e-04, eta: 3:11:08, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6656, top5_acc: 0.8734, loss_cls: 1.2531, loss: 1.2531, grad_norm: 16.4334 2021-08-17 11:16:00,375 - mmaction - INFO - Epoch [41][420/2640] lr: 1.000e-04, eta: 3:10:59, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.6414, top5_acc: 0.8656, loss_cls: 1.3138, loss: 1.3138, grad_norm: 17.1856 2021-08-17 11:16:08,654 - mmaction - INFO - Epoch [41][440/2640] lr: 1.000e-04, eta: 3:10:50, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.6844, top5_acc: 0.8688, loss_cls: 1.2505, loss: 1.2505, grad_norm: 16.2906 2021-08-17 11:16:16,961 - mmaction - INFO - Epoch [41][460/2640] lr: 1.000e-04, eta: 3:10:41, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.6484, top5_acc: 0.8570, loss_cls: 1.3457, loss: 1.3457, grad_norm: 16.3765 2021-08-17 11:16:25,202 - mmaction - INFO - Epoch [41][480/2640] lr: 1.000e-04, eta: 3:10:32, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.6734, top5_acc: 0.8820, loss_cls: 1.2115, loss: 1.2115, grad_norm: 15.8036 2021-08-17 11:16:33,506 - mmaction - INFO - Epoch [41][500/2640] lr: 1.000e-04, eta: 3:10:23, time: 0.415, data_time: 0.000, memory: 5736, top1_acc: 0.6742, top5_acc: 0.8648, loss_cls: 1.2609, loss: 1.2609, grad_norm: 16.5597 2021-08-17 11:16:41,832 - mmaction - INFO - Epoch [41][520/2640] lr: 1.000e-04, eta: 3:10:14, time: 0.417, data_time: 0.002, memory: 5736, top1_acc: 0.6656, top5_acc: 0.8664, loss_cls: 1.2769, loss: 1.2769, grad_norm: 16.3994 2021-08-17 11:16:50,030 - mmaction - INFO - Epoch [41][540/2640] lr: 1.000e-04, eta: 3:10:05, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.6703, top5_acc: 0.8789, loss_cls: 1.2465, loss: 1.2465, grad_norm: 16.3127 2021-08-17 11:16:58,310 - mmaction - INFO - Epoch [41][560/2640] lr: 1.000e-04, eta: 3:09:56, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.6703, top5_acc: 0.8898, loss_cls: 1.1880, loss: 1.1880, grad_norm: 16.4487 2021-08-17 11:17:06,531 - mmaction - INFO - Epoch [41][580/2640] lr: 1.000e-04, eta: 3:09:47, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6523, top5_acc: 0.8742, loss_cls: 1.2671, loss: 1.2671, grad_norm: 16.8871 2021-08-17 11:17:14,781 - mmaction - INFO - Epoch [41][600/2640] lr: 1.000e-04, eta: 3:09:38, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.6922, top5_acc: 0.8883, loss_cls: 1.1525, loss: 1.1525, grad_norm: 15.5074 2021-08-17 11:17:22,989 - mmaction - INFO - Epoch [41][620/2640] lr: 1.000e-04, eta: 3:09:29, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.6789, top5_acc: 0.8750, loss_cls: 1.2168, loss: 1.2168, grad_norm: 16.1133 2021-08-17 11:17:31,303 - mmaction - INFO - Epoch [41][640/2640] lr: 1.000e-04, eta: 3:09:20, time: 0.416, data_time: 0.002, memory: 5736, top1_acc: 0.6906, top5_acc: 0.8836, loss_cls: 1.2084, loss: 1.2084, grad_norm: 15.9812 2021-08-17 11:17:39,596 - mmaction - INFO - Epoch [41][660/2640] lr: 1.000e-04, eta: 3:09:11, time: 0.415, data_time: 0.000, memory: 5736, top1_acc: 0.6867, top5_acc: 0.8859, loss_cls: 1.1758, loss: 1.1758, grad_norm: 16.1977 2021-08-17 11:17:47,940 - mmaction - INFO - Epoch [41][680/2640] lr: 1.000e-04, eta: 3:09:02, time: 0.417, data_time: 0.001, memory: 5736, top1_acc: 0.6500, top5_acc: 0.8719, loss_cls: 1.2938, loss: 1.2938, grad_norm: 16.7080 2021-08-17 11:17:56,183 - mmaction - INFO - Epoch [41][700/2640] lr: 1.000e-04, eta: 3:08:53, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6977, top5_acc: 0.8867, loss_cls: 1.1723, loss: 1.1723, grad_norm: 15.7432 2021-08-17 11:18:04,463 - mmaction - INFO - Epoch [41][720/2640] lr: 1.000e-04, eta: 3:08:44, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.6625, top5_acc: 0.8805, loss_cls: 1.2967, loss: 1.2967, grad_norm: 17.2943 2021-08-17 11:18:12,654 - mmaction - INFO - Epoch [41][740/2640] lr: 1.000e-04, eta: 3:08:35, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.6875, top5_acc: 0.8875, loss_cls: 1.1769, loss: 1.1769, grad_norm: 16.2394 2021-08-17 11:18:20,930 - mmaction - INFO - Epoch [41][760/2640] lr: 1.000e-04, eta: 3:08:27, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.6672, top5_acc: 0.8812, loss_cls: 1.2345, loss: 1.2345, grad_norm: 16.2585 2021-08-17 11:18:29,167 - mmaction - INFO - Epoch [41][780/2640] lr: 1.000e-04, eta: 3:08:18, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.6633, top5_acc: 0.8602, loss_cls: 1.2995, loss: 1.2995, grad_norm: 16.8793 2021-08-17 11:18:37,419 - mmaction - INFO - Epoch [41][800/2640] lr: 1.000e-04, eta: 3:08:09, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6742, top5_acc: 0.8703, loss_cls: 1.2284, loss: 1.2284, grad_norm: 15.9962 2021-08-17 11:18:45,670 - mmaction - INFO - Epoch [41][820/2640] lr: 1.000e-04, eta: 3:08:00, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.6977, top5_acc: 0.8781, loss_cls: 1.2014, loss: 1.2014, grad_norm: 16.5860 2021-08-17 11:18:53,942 - mmaction - INFO - Epoch [41][840/2640] lr: 1.000e-04, eta: 3:07:51, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.6562, top5_acc: 0.8703, loss_cls: 1.2619, loss: 1.2619, grad_norm: 16.9227 2021-08-17 11:19:02,138 - mmaction - INFO - Epoch [41][860/2640] lr: 1.000e-04, eta: 3:07:42, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.6836, top5_acc: 0.8727, loss_cls: 1.2398, loss: 1.2398, grad_norm: 16.4742 2021-08-17 11:19:10,415 - mmaction - INFO - Epoch [41][880/2640] lr: 1.000e-04, eta: 3:07:33, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.6836, top5_acc: 0.8773, loss_cls: 1.2255, loss: 1.2255, grad_norm: 16.5002 2021-08-17 11:19:18,656 - mmaction - INFO - Epoch [41][900/2640] lr: 1.000e-04, eta: 3:07:24, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6914, top5_acc: 0.8812, loss_cls: 1.1831, loss: 1.1831, grad_norm: 15.9912 2021-08-17 11:19:26,961 - mmaction - INFO - Epoch [41][920/2640] lr: 1.000e-04, eta: 3:07:15, time: 0.415, data_time: 0.000, memory: 5736, top1_acc: 0.6664, top5_acc: 0.8734, loss_cls: 1.2999, loss: 1.2999, grad_norm: 16.8019 2021-08-17 11:19:35,235 - mmaction - INFO - Epoch [41][940/2640] lr: 1.000e-04, eta: 3:07:06, time: 0.414, data_time: 0.000, memory: 5736, top1_acc: 0.6734, top5_acc: 0.8812, loss_cls: 1.2170, loss: 1.2170, grad_norm: 15.6814 2021-08-17 11:19:43,528 - mmaction - INFO - Epoch [41][960/2640] lr: 1.000e-04, eta: 3:06:57, time: 0.414, data_time: 0.000, memory: 5736, top1_acc: 0.6852, top5_acc: 0.8711, loss_cls: 1.2157, loss: 1.2157, grad_norm: 15.6689 2021-08-17 11:19:51,875 - mmaction - INFO - Epoch [41][980/2640] lr: 1.000e-04, eta: 3:06:48, time: 0.418, data_time: 0.001, memory: 5736, top1_acc: 0.6570, top5_acc: 0.8656, loss_cls: 1.2813, loss: 1.2813, grad_norm: 16.3153 2021-08-17 11:20:00,123 - mmaction - INFO - Epoch [41][1000/2640] lr: 1.000e-04, eta: 3:06:39, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6773, top5_acc: 0.8758, loss_cls: 1.2166, loss: 1.2166, grad_norm: 16.0825 2021-08-17 11:20:08,420 - mmaction - INFO - Epoch [41][1020/2640] lr: 1.000e-04, eta: 3:06:30, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.6687, top5_acc: 0.8672, loss_cls: 1.2401, loss: 1.2401, grad_norm: 16.1953 2021-08-17 11:20:16,787 - mmaction - INFO - Epoch [41][1040/2640] lr: 1.000e-04, eta: 3:06:21, time: 0.418, data_time: 0.001, memory: 5736, top1_acc: 0.6734, top5_acc: 0.8812, loss_cls: 1.2322, loss: 1.2322, grad_norm: 16.1132 2021-08-17 11:20:25,003 - mmaction - INFO - Epoch [41][1060/2640] lr: 1.000e-04, eta: 3:06:12, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6695, top5_acc: 0.8719, loss_cls: 1.2538, loss: 1.2538, grad_norm: 16.2237 2021-08-17 11:20:33,336 - mmaction - INFO - Epoch [41][1080/2640] lr: 1.000e-04, eta: 3:06:03, time: 0.417, data_time: 0.001, memory: 5736, top1_acc: 0.6828, top5_acc: 0.8703, loss_cls: 1.2203, loss: 1.2203, grad_norm: 16.1990 2021-08-17 11:20:41,780 - mmaction - INFO - Epoch [41][1100/2640] lr: 1.000e-04, eta: 3:05:54, time: 0.423, data_time: 0.001, memory: 5736, top1_acc: 0.6883, top5_acc: 0.8891, loss_cls: 1.1910, loss: 1.1910, grad_norm: 16.5686 2021-08-17 11:20:49,996 - mmaction - INFO - Epoch [41][1120/2640] lr: 1.000e-04, eta: 3:05:45, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.6766, top5_acc: 0.8836, loss_cls: 1.2454, loss: 1.2454, grad_norm: 16.7908 2021-08-17 11:20:58,296 - mmaction - INFO - Epoch [41][1140/2640] lr: 1.000e-04, eta: 3:05:37, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.6711, top5_acc: 0.8883, loss_cls: 1.2049, loss: 1.2049, grad_norm: 16.3175 2021-08-17 11:21:06,514 - mmaction - INFO - Epoch [41][1160/2640] lr: 1.000e-04, eta: 3:05:28, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.6586, top5_acc: 0.8602, loss_cls: 1.2679, loss: 1.2679, grad_norm: 16.4089 2021-08-17 11:21:14,756 - mmaction - INFO - Epoch [41][1180/2640] lr: 1.000e-04, eta: 3:05:19, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.6820, top5_acc: 0.8820, loss_cls: 1.1994, loss: 1.1994, grad_norm: 15.8761 2021-08-17 11:21:22,950 - mmaction - INFO - Epoch [41][1200/2640] lr: 1.000e-04, eta: 3:05:10, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.7094, top5_acc: 0.8914, loss_cls: 1.1095, loss: 1.1095, grad_norm: 15.4487 2021-08-17 11:21:31,262 - mmaction - INFO - Epoch [41][1220/2640] lr: 1.000e-04, eta: 3:05:01, time: 0.416, data_time: 0.002, memory: 5736, top1_acc: 0.6656, top5_acc: 0.8672, loss_cls: 1.2605, loss: 1.2605, grad_norm: 16.5702 2021-08-17 11:21:39,454 - mmaction - INFO - Epoch [41][1240/2640] lr: 1.000e-04, eta: 3:04:52, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.6742, top5_acc: 0.8812, loss_cls: 1.1992, loss: 1.1992, grad_norm: 15.8652 2021-08-17 11:21:47,705 - mmaction - INFO - Epoch [41][1260/2640] lr: 1.000e-04, eta: 3:04:43, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6859, top5_acc: 0.8727, loss_cls: 1.2030, loss: 1.2030, grad_norm: 16.0529 2021-08-17 11:21:55,922 - mmaction - INFO - Epoch [41][1280/2640] lr: 1.000e-04, eta: 3:04:34, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.6852, top5_acc: 0.8844, loss_cls: 1.1975, loss: 1.1975, grad_norm: 16.1141 2021-08-17 11:22:04,268 - mmaction - INFO - Epoch [41][1300/2640] lr: 1.000e-04, eta: 3:04:25, time: 0.417, data_time: 0.002, memory: 5736, top1_acc: 0.6773, top5_acc: 0.8844, loss_cls: 1.2483, loss: 1.2483, grad_norm: 16.9021 2021-08-17 11:22:12,535 - mmaction - INFO - Epoch [41][1320/2640] lr: 1.000e-04, eta: 3:04:16, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6703, top5_acc: 0.8680, loss_cls: 1.2426, loss: 1.2426, grad_norm: 16.4568 2021-08-17 11:22:20,741 - mmaction - INFO - Epoch [41][1340/2640] lr: 1.000e-04, eta: 3:04:07, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.6750, top5_acc: 0.8766, loss_cls: 1.2313, loss: 1.2313, grad_norm: 16.3560 2021-08-17 11:22:29,023 - mmaction - INFO - Epoch [41][1360/2640] lr: 1.000e-04, eta: 3:03:58, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.6852, top5_acc: 0.8680, loss_cls: 1.2469, loss: 1.2469, grad_norm: 15.7917 2021-08-17 11:22:37,298 - mmaction - INFO - Epoch [41][1380/2640] lr: 1.000e-04, eta: 3:03:49, time: 0.414, data_time: 0.000, memory: 5736, top1_acc: 0.6797, top5_acc: 0.8875, loss_cls: 1.2072, loss: 1.2072, grad_norm: 15.7479 2021-08-17 11:22:45,528 - mmaction - INFO - Epoch [41][1400/2640] lr: 1.000e-04, eta: 3:03:40, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6469, top5_acc: 0.8688, loss_cls: 1.3043, loss: 1.3043, grad_norm: 16.6274 2021-08-17 11:22:53,754 - mmaction - INFO - Epoch [41][1420/2640] lr: 1.000e-04, eta: 3:03:31, time: 0.411, data_time: 0.002, memory: 5736, top1_acc: 0.7047, top5_acc: 0.8844, loss_cls: 1.1349, loss: 1.1349, grad_norm: 15.9901 2021-08-17 11:23:01,983 - mmaction - INFO - Epoch [41][1440/2640] lr: 1.000e-04, eta: 3:03:22, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6820, top5_acc: 0.8859, loss_cls: 1.1985, loss: 1.1985, grad_norm: 16.3963 2021-08-17 11:23:10,361 - mmaction - INFO - Epoch [41][1460/2640] lr: 1.000e-04, eta: 3:03:13, time: 0.419, data_time: 0.002, memory: 5736, top1_acc: 0.7016, top5_acc: 0.8875, loss_cls: 1.1759, loss: 1.1759, grad_norm: 16.0976 2021-08-17 11:23:18,564 - mmaction - INFO - Epoch [41][1480/2640] lr: 1.000e-04, eta: 3:03:04, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.6813, top5_acc: 0.8758, loss_cls: 1.1913, loss: 1.1913, grad_norm: 16.1697 2021-08-17 11:23:26,852 - mmaction - INFO - Epoch [41][1500/2640] lr: 1.000e-04, eta: 3:02:55, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.6813, top5_acc: 0.8820, loss_cls: 1.2439, loss: 1.2439, grad_norm: 17.2986 2021-08-17 11:23:35,072 - mmaction - INFO - Epoch [41][1520/2640] lr: 1.000e-04, eta: 3:02:46, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6555, top5_acc: 0.8680, loss_cls: 1.2831, loss: 1.2831, grad_norm: 16.5656 2021-08-17 11:23:43,273 - mmaction - INFO - Epoch [41][1540/2640] lr: 1.000e-04, eta: 3:02:38, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.6617, top5_acc: 0.8742, loss_cls: 1.2238, loss: 1.2238, grad_norm: 16.5842 2021-08-17 11:23:51,529 - mmaction - INFO - Epoch [41][1560/2640] lr: 1.000e-04, eta: 3:02:29, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6828, top5_acc: 0.8734, loss_cls: 1.2326, loss: 1.2326, grad_norm: 16.4629 2021-08-17 11:23:59,780 - mmaction - INFO - Epoch [41][1580/2640] lr: 1.000e-04, eta: 3:02:20, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.6586, top5_acc: 0.8867, loss_cls: 1.2284, loss: 1.2284, grad_norm: 16.7576 2021-08-17 11:24:08,002 - mmaction - INFO - Epoch [41][1600/2640] lr: 1.000e-04, eta: 3:02:11, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6891, top5_acc: 0.8805, loss_cls: 1.1766, loss: 1.1766, grad_norm: 16.4133 2021-08-17 11:24:16,234 - mmaction - INFO - Epoch [41][1620/2640] lr: 1.000e-04, eta: 3:02:02, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6500, top5_acc: 0.8625, loss_cls: 1.3297, loss: 1.3297, grad_norm: 17.4284 2021-08-17 11:24:24,536 - mmaction - INFO - Epoch [41][1640/2640] lr: 1.000e-04, eta: 3:01:53, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.6883, top5_acc: 0.8852, loss_cls: 1.2018, loss: 1.2018, grad_norm: 16.4441 2021-08-17 11:24:32,748 - mmaction - INFO - Epoch [41][1660/2640] lr: 1.000e-04, eta: 3:01:44, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6602, top5_acc: 0.8609, loss_cls: 1.3117, loss: 1.3117, grad_norm: 16.5435 2021-08-17 11:24:40,975 - mmaction - INFO - Epoch [41][1680/2640] lr: 1.000e-04, eta: 3:01:35, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.6820, top5_acc: 0.8773, loss_cls: 1.1999, loss: 1.1999, grad_norm: 16.1724 2021-08-17 11:24:49,303 - mmaction - INFO - Epoch [41][1700/2640] lr: 1.000e-04, eta: 3:01:26, time: 0.417, data_time: 0.002, memory: 5736, top1_acc: 0.6633, top5_acc: 0.8664, loss_cls: 1.2857, loss: 1.2857, grad_norm: 16.7746 2021-08-17 11:24:57,540 - mmaction - INFO - Epoch [41][1720/2640] lr: 1.000e-04, eta: 3:01:17, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.6562, top5_acc: 0.8672, loss_cls: 1.2872, loss: 1.2872, grad_norm: 16.2459 2021-08-17 11:25:05,876 - mmaction - INFO - Epoch [41][1740/2640] lr: 1.000e-04, eta: 3:01:08, time: 0.416, data_time: 0.000, memory: 5736, top1_acc: 0.6375, top5_acc: 0.8672, loss_cls: 1.3333, loss: 1.3333, grad_norm: 16.8089 2021-08-17 11:25:14,127 - mmaction - INFO - Epoch [41][1760/2640] lr: 1.000e-04, eta: 3:00:59, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6789, top5_acc: 0.8820, loss_cls: 1.2427, loss: 1.2427, grad_norm: 16.0607 2021-08-17 11:25:22,385 - mmaction - INFO - Epoch [41][1780/2640] lr: 1.000e-04, eta: 3:00:50, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.6758, top5_acc: 0.8852, loss_cls: 1.2023, loss: 1.2023, grad_norm: 16.2662 2021-08-17 11:25:30,592 - mmaction - INFO - Epoch [41][1800/2640] lr: 1.000e-04, eta: 3:00:41, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.6641, top5_acc: 0.8781, loss_cls: 1.2295, loss: 1.2295, grad_norm: 16.5431 2021-08-17 11:25:38,858 - mmaction - INFO - Epoch [41][1820/2640] lr: 1.000e-04, eta: 3:00:32, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6664, top5_acc: 0.8852, loss_cls: 1.2301, loss: 1.2301, grad_norm: 16.3052 2021-08-17 11:25:47,096 - mmaction - INFO - Epoch [41][1840/2640] lr: 1.000e-04, eta: 3:00:23, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6500, top5_acc: 0.8703, loss_cls: 1.2983, loss: 1.2983, grad_norm: 16.5986 2021-08-17 11:25:55,377 - mmaction - INFO - Epoch [41][1860/2640] lr: 1.000e-04, eta: 3:00:14, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.6961, top5_acc: 0.8703, loss_cls: 1.2108, loss: 1.2108, grad_norm: 15.2755 2021-08-17 11:26:03,615 - mmaction - INFO - Epoch [41][1880/2640] lr: 1.000e-04, eta: 3:00:05, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6633, top5_acc: 0.8734, loss_cls: 1.2479, loss: 1.2479, grad_norm: 16.1298 2021-08-17 11:26:11,862 - mmaction - INFO - Epoch [41][1900/2640] lr: 1.000e-04, eta: 2:59:57, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6914, top5_acc: 0.8750, loss_cls: 1.1689, loss: 1.1689, grad_norm: 15.3852 2021-08-17 11:26:20,069 - mmaction - INFO - Epoch [41][1920/2640] lr: 1.000e-04, eta: 2:59:48, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.6813, top5_acc: 0.8672, loss_cls: 1.2227, loss: 1.2227, grad_norm: 16.2686 2021-08-17 11:26:28,345 - mmaction - INFO - Epoch [41][1940/2640] lr: 1.000e-04, eta: 2:59:39, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.6813, top5_acc: 0.8828, loss_cls: 1.1906, loss: 1.1906, grad_norm: 16.0930 2021-08-17 11:26:36,517 - mmaction - INFO - Epoch [41][1960/2640] lr: 1.000e-04, eta: 2:59:30, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.6695, top5_acc: 0.8742, loss_cls: 1.2544, loss: 1.2544, grad_norm: 16.5203 2021-08-17 11:26:44,741 - mmaction - INFO - Epoch [41][1980/2640] lr: 1.000e-04, eta: 2:59:21, time: 0.411, data_time: 0.002, memory: 5736, top1_acc: 0.6711, top5_acc: 0.8688, loss_cls: 1.2562, loss: 1.2562, grad_norm: 16.0956 2021-08-17 11:26:52,992 - mmaction - INFO - Epoch [41][2000/2640] lr: 1.000e-04, eta: 2:59:12, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6594, top5_acc: 0.8633, loss_cls: 1.3058, loss: 1.3058, grad_norm: 16.8827 2021-08-17 11:27:01,236 - mmaction - INFO - Epoch [41][2020/2640] lr: 1.000e-04, eta: 2:59:03, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.6477, top5_acc: 0.8625, loss_cls: 1.3011, loss: 1.3011, grad_norm: 16.6397 2021-08-17 11:27:09,460 - mmaction - INFO - Epoch [41][2040/2640] lr: 1.000e-04, eta: 2:58:54, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6344, top5_acc: 0.8570, loss_cls: 1.3559, loss: 1.3559, grad_norm: 16.8786 2021-08-17 11:27:17,745 - mmaction - INFO - Epoch [41][2060/2640] lr: 1.000e-04, eta: 2:58:45, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.6719, top5_acc: 0.8688, loss_cls: 1.2960, loss: 1.2960, grad_norm: 16.2406 2021-08-17 11:27:26,007 - mmaction - INFO - Epoch [41][2080/2640] lr: 1.000e-04, eta: 2:58:36, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6578, top5_acc: 0.8805, loss_cls: 1.2587, loss: 1.2587, grad_norm: 16.3569 2021-08-17 11:27:34,281 - mmaction - INFO - Epoch [41][2100/2640] lr: 1.000e-04, eta: 2:58:27, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.6695, top5_acc: 0.8750, loss_cls: 1.2182, loss: 1.2182, grad_norm: 16.0626 2021-08-17 11:27:42,539 - mmaction - INFO - Epoch [41][2120/2640] lr: 1.000e-04, eta: 2:58:18, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6680, top5_acc: 0.8820, loss_cls: 1.2510, loss: 1.2510, grad_norm: 16.6749 2021-08-17 11:27:50,819 - mmaction - INFO - Epoch [41][2140/2640] lr: 1.000e-04, eta: 2:58:09, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.6781, top5_acc: 0.8750, loss_cls: 1.1975, loss: 1.1975, grad_norm: 16.1448 2021-08-17 11:27:59,114 - mmaction - INFO - Epoch [41][2160/2640] lr: 1.000e-04, eta: 2:58:00, time: 0.415, data_time: 0.000, memory: 5736, top1_acc: 0.6687, top5_acc: 0.8805, loss_cls: 1.2098, loss: 1.2098, grad_norm: 15.7455 2021-08-17 11:28:07,385 - mmaction - INFO - Epoch [41][2180/2640] lr: 1.000e-04, eta: 2:57:51, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6586, top5_acc: 0.8578, loss_cls: 1.2618, loss: 1.2618, grad_norm: 16.4317 2021-08-17 11:28:15,627 - mmaction - INFO - Epoch [41][2200/2640] lr: 1.000e-04, eta: 2:57:42, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.6687, top5_acc: 0.8781, loss_cls: 1.2395, loss: 1.2395, grad_norm: 16.7278 2021-08-17 11:28:23,889 - mmaction - INFO - Epoch [41][2220/2640] lr: 1.000e-04, eta: 2:57:34, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6820, top5_acc: 0.8742, loss_cls: 1.1994, loss: 1.1994, grad_norm: 16.2089 2021-08-17 11:28:32,100 - mmaction - INFO - Epoch [41][2240/2640] lr: 1.000e-04, eta: 2:57:25, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.6773, top5_acc: 0.8719, loss_cls: 1.2594, loss: 1.2594, grad_norm: 16.3933 2021-08-17 11:28:40,327 - mmaction - INFO - Epoch [41][2260/2640] lr: 1.000e-04, eta: 2:57:16, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6469, top5_acc: 0.8578, loss_cls: 1.3508, loss: 1.3508, grad_norm: 16.9217 2021-08-17 11:28:48,588 - mmaction - INFO - Epoch [41][2280/2640] lr: 1.000e-04, eta: 2:57:07, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.7031, top5_acc: 0.8820, loss_cls: 1.1551, loss: 1.1551, grad_norm: 15.4596 2021-08-17 11:28:56,800 - mmaction - INFO - Epoch [41][2300/2640] lr: 1.000e-04, eta: 2:56:58, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.6875, top5_acc: 0.8797, loss_cls: 1.2358, loss: 1.2358, grad_norm: 15.9238 2021-08-17 11:29:05,012 - mmaction - INFO - Epoch [41][2320/2640] lr: 1.000e-04, eta: 2:56:49, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.6898, top5_acc: 0.8891, loss_cls: 1.1541, loss: 1.1541, grad_norm: 16.1634 2021-08-17 11:29:13,316 - mmaction - INFO - Epoch [41][2340/2640] lr: 1.000e-04, eta: 2:56:40, time: 0.416, data_time: 0.002, memory: 5736, top1_acc: 0.6875, top5_acc: 0.8695, loss_cls: 1.2135, loss: 1.2135, grad_norm: 16.6191 2021-08-17 11:29:21,521 - mmaction - INFO - Epoch [41][2360/2640] lr: 1.000e-04, eta: 2:56:31, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.6789, top5_acc: 0.8695, loss_cls: 1.2528, loss: 1.2528, grad_norm: 16.8035 2021-08-17 11:29:29,749 - mmaction - INFO - Epoch [41][2380/2640] lr: 1.000e-04, eta: 2:56:22, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6719, top5_acc: 0.8773, loss_cls: 1.2012, loss: 1.2012, grad_norm: 16.1683 2021-08-17 11:29:38,014 - mmaction - INFO - Epoch [41][2400/2640] lr: 1.000e-04, eta: 2:56:13, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.6844, top5_acc: 0.8797, loss_cls: 1.1792, loss: 1.1792, grad_norm: 16.3401 2021-08-17 11:29:46,320 - mmaction - INFO - Epoch [41][2420/2640] lr: 1.000e-04, eta: 2:56:04, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.6648, top5_acc: 0.8750, loss_cls: 1.2101, loss: 1.2101, grad_norm: 16.3840 2021-08-17 11:29:54,504 - mmaction - INFO - Epoch [41][2440/2640] lr: 1.000e-04, eta: 2:55:55, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.6828, top5_acc: 0.8750, loss_cls: 1.2216, loss: 1.2216, grad_norm: 16.2745 2021-08-17 11:30:02,749 - mmaction - INFO - Epoch [41][2460/2640] lr: 1.000e-04, eta: 2:55:46, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6570, top5_acc: 0.8711, loss_cls: 1.2722, loss: 1.2722, grad_norm: 16.3131 2021-08-17 11:30:10,940 - mmaction - INFO - Epoch [41][2480/2640] lr: 1.000e-04, eta: 2:55:37, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.6672, top5_acc: 0.8609, loss_cls: 1.2628, loss: 1.2628, grad_norm: 16.4446 2021-08-17 11:30:19,231 - mmaction - INFO - Epoch [41][2500/2640] lr: 1.000e-04, eta: 2:55:28, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.6539, top5_acc: 0.8578, loss_cls: 1.2975, loss: 1.2975, grad_norm: 16.9673 2021-08-17 11:30:27,453 - mmaction - INFO - Epoch [41][2520/2640] lr: 1.000e-04, eta: 2:55:19, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.6781, top5_acc: 0.8656, loss_cls: 1.2646, loss: 1.2646, grad_norm: 16.3162 2021-08-17 11:30:35,734 - mmaction - INFO - Epoch [41][2540/2640] lr: 1.000e-04, eta: 2:55:10, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6602, top5_acc: 0.8742, loss_cls: 1.2668, loss: 1.2668, grad_norm: 16.0996 2021-08-17 11:30:43,975 - mmaction - INFO - Epoch [41][2560/2640] lr: 1.000e-04, eta: 2:55:02, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6727, top5_acc: 0.8898, loss_cls: 1.2075, loss: 1.2075, grad_norm: 16.3688 2021-08-17 11:30:52,220 - mmaction - INFO - Epoch [41][2580/2640] lr: 1.000e-04, eta: 2:54:53, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.6773, top5_acc: 0.8805, loss_cls: 1.2268, loss: 1.2268, grad_norm: 16.6267 2021-08-17 11:31:00,480 - mmaction - INFO - Epoch [41][2600/2640] lr: 1.000e-04, eta: 2:54:44, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.6805, top5_acc: 0.8867, loss_cls: 1.1795, loss: 1.1795, grad_norm: 16.3834 2021-08-17 11:31:08,736 - mmaction - INFO - Epoch [41][2620/2640] lr: 1.000e-04, eta: 2:54:35, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.6633, top5_acc: 0.8680, loss_cls: 1.3283, loss: 1.3283, grad_norm: 17.3423 2021-08-17 11:31:16,966 - mmaction - INFO - Epoch [41][2640/2640] lr: 1.000e-04, eta: 2:54:26, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6758, top5_acc: 0.8750, loss_cls: 1.2457, loss: 1.2457, grad_norm: 16.3166 2021-08-17 11:31:18,859 - mmaction - INFO - Saving checkpoint at 41 epochs 2021-08-17 11:31:20,010 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-08-17 11:32:34,477 - mmaction - INFO - Epoch [42][20/2640] lr: 1.000e-04, eta: 2:54:31, time: 3.723, data_time: 3.281, memory: 5736, top1_acc: 0.6859, top5_acc: 0.8734, loss_cls: 1.2523, loss: 1.2523, grad_norm: 15.9207 2021-08-17 11:32:42,706 - mmaction - INFO - Epoch [42][40/2640] lr: 1.000e-04, eta: 2:54:22, time: 0.411, data_time: 0.003, memory: 5736, top1_acc: 0.6750, top5_acc: 0.8719, loss_cls: 1.2253, loss: 1.2253, grad_norm: 15.4689 2021-08-17 11:32:50,949 - mmaction - INFO - Epoch [42][60/2640] lr: 1.000e-04, eta: 2:54:14, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.7008, top5_acc: 0.9047, loss_cls: 1.1275, loss: 1.1275, grad_norm: 16.1916 2021-08-17 11:32:59,233 - mmaction - INFO - Epoch [42][80/2640] lr: 1.000e-04, eta: 2:54:05, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.6828, top5_acc: 0.8797, loss_cls: 1.1895, loss: 1.1895, grad_norm: 16.1641 2021-08-17 11:33:07,461 - mmaction - INFO - Epoch [42][100/2640] lr: 1.000e-04, eta: 2:53:56, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.6586, top5_acc: 0.8727, loss_cls: 1.2912, loss: 1.2912, grad_norm: 16.9744 2021-08-17 11:33:15,648 - mmaction - INFO - Epoch [42][120/2640] lr: 1.000e-04, eta: 2:53:47, time: 0.409, data_time: 0.002, memory: 5736, top1_acc: 0.6602, top5_acc: 0.8758, loss_cls: 1.2465, loss: 1.2465, grad_norm: 16.6062 2021-08-17 11:33:23,889 - mmaction - INFO - Epoch [42][140/2640] lr: 1.000e-04, eta: 2:53:38, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.6859, top5_acc: 0.8898, loss_cls: 1.1654, loss: 1.1654, grad_norm: 15.5942 2021-08-17 11:33:32,110 - mmaction - INFO - Epoch [42][160/2640] lr: 1.000e-04, eta: 2:53:29, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6859, top5_acc: 0.8758, loss_cls: 1.2024, loss: 1.2024, grad_norm: 15.8937 2021-08-17 11:33:43,058 - mmaction - INFO - Epoch [42][180/2640] lr: 1.000e-04, eta: 2:53:20, time: 0.547, data_time: 0.138, memory: 5736, top1_acc: 0.6914, top5_acc: 0.8820, loss_cls: 1.1896, loss: 1.1896, grad_norm: 16.3853 2021-08-17 11:33:51,362 - mmaction - INFO - Epoch [42][200/2640] lr: 1.000e-04, eta: 2:53:11, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.6555, top5_acc: 0.8688, loss_cls: 1.3003, loss: 1.3003, grad_norm: 16.9870 2021-08-17 11:33:59,623 - mmaction - INFO - Epoch [42][220/2640] lr: 1.000e-04, eta: 2:53:03, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6836, top5_acc: 0.8828, loss_cls: 1.2096, loss: 1.2096, grad_norm: 16.8539 2021-08-17 11:34:07,858 - mmaction - INFO - Epoch [42][240/2640] lr: 1.000e-04, eta: 2:52:54, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.6555, top5_acc: 0.8625, loss_cls: 1.3273, loss: 1.3273, grad_norm: 16.5992 2021-08-17 11:34:16,128 - mmaction - INFO - Epoch [42][260/2640] lr: 1.000e-04, eta: 2:52:45, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6789, top5_acc: 0.8797, loss_cls: 1.2210, loss: 1.2210, grad_norm: 16.2463 2021-08-17 11:34:24,383 - mmaction - INFO - Epoch [42][280/2640] lr: 1.000e-04, eta: 2:52:36, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.6875, top5_acc: 0.8812, loss_cls: 1.2232, loss: 1.2232, grad_norm: 16.3499 2021-08-17 11:34:32,642 - mmaction - INFO - Epoch [42][300/2640] lr: 1.000e-04, eta: 2:52:27, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.6789, top5_acc: 0.8727, loss_cls: 1.2722, loss: 1.2722, grad_norm: 16.7272 2021-08-17 11:34:40,863 - mmaction - INFO - Epoch [42][320/2640] lr: 1.000e-04, eta: 2:52:18, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.6766, top5_acc: 0.8758, loss_cls: 1.2018, loss: 1.2018, grad_norm: 15.7953 2021-08-17 11:34:49,099 - mmaction - INFO - Epoch [42][340/2640] lr: 1.000e-04, eta: 2:52:09, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.6672, top5_acc: 0.8742, loss_cls: 1.2429, loss: 1.2429, grad_norm: 16.2070 2021-08-17 11:34:57,357 - mmaction - INFO - Epoch [42][360/2640] lr: 1.000e-04, eta: 2:52:00, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6797, top5_acc: 0.8898, loss_cls: 1.1834, loss: 1.1834, grad_norm: 16.0281 2021-08-17 11:35:05,546 - mmaction - INFO - Epoch [42][380/2640] lr: 1.000e-04, eta: 2:51:51, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.6711, top5_acc: 0.8836, loss_cls: 1.2403, loss: 1.2403, grad_norm: 16.9633 2021-08-17 11:35:13,807 - mmaction - INFO - Epoch [42][400/2640] lr: 1.000e-04, eta: 2:51:42, time: 0.413, data_time: 0.003, memory: 5736, top1_acc: 0.6695, top5_acc: 0.8656, loss_cls: 1.2524, loss: 1.2524, grad_norm: 16.8236 2021-08-17 11:35:22,015 - mmaction - INFO - Epoch [42][420/2640] lr: 1.000e-04, eta: 2:51:33, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.6875, top5_acc: 0.8922, loss_cls: 1.1055, loss: 1.1055, grad_norm: 15.2588 2021-08-17 11:35:30,316 - mmaction - INFO - Epoch [42][440/2640] lr: 1.000e-04, eta: 2:51:24, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.6422, top5_acc: 0.8609, loss_cls: 1.3477, loss: 1.3477, grad_norm: 17.8909 2021-08-17 11:35:38,585 - mmaction - INFO - Epoch [42][460/2640] lr: 1.000e-04, eta: 2:51:15, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6773, top5_acc: 0.8617, loss_cls: 1.2588, loss: 1.2588, grad_norm: 16.4524 2021-08-17 11:35:46,887 - mmaction - INFO - Epoch [42][480/2640] lr: 1.000e-04, eta: 2:51:06, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6836, top5_acc: 0.8742, loss_cls: 1.2161, loss: 1.2161, grad_norm: 15.8697 2021-08-17 11:35:55,153 - mmaction - INFO - Epoch [42][500/2640] lr: 1.000e-04, eta: 2:50:57, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.6766, top5_acc: 0.8672, loss_cls: 1.2722, loss: 1.2722, grad_norm: 16.4181 2021-08-17 11:36:03,387 - mmaction - INFO - Epoch [42][520/2640] lr: 1.000e-04, eta: 2:50:48, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.7039, top5_acc: 0.8953, loss_cls: 1.1489, loss: 1.1489, grad_norm: 15.9237 2021-08-17 11:36:11,660 - mmaction - INFO - Epoch [42][540/2640] lr: 1.000e-04, eta: 2:50:39, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6898, top5_acc: 0.8734, loss_cls: 1.1933, loss: 1.1933, grad_norm: 15.7197 2021-08-17 11:36:19,905 - mmaction - INFO - Epoch [42][560/2640] lr: 1.000e-04, eta: 2:50:30, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6773, top5_acc: 0.8742, loss_cls: 1.2301, loss: 1.2301, grad_norm: 16.6174 2021-08-17 11:36:28,200 - mmaction - INFO - Epoch [42][580/2640] lr: 1.000e-04, eta: 2:50:22, time: 0.415, data_time: 0.000, memory: 5736, top1_acc: 0.6797, top5_acc: 0.8977, loss_cls: 1.1194, loss: 1.1194, grad_norm: 15.9351 2021-08-17 11:36:36,400 - mmaction - INFO - Epoch [42][600/2640] lr: 1.000e-04, eta: 2:50:13, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.7000, top5_acc: 0.8875, loss_cls: 1.1697, loss: 1.1697, grad_norm: 15.9048 2021-08-17 11:36:44,673 - mmaction - INFO - Epoch [42][620/2640] lr: 1.000e-04, eta: 2:50:04, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6719, top5_acc: 0.8852, loss_cls: 1.1849, loss: 1.1849, grad_norm: 16.7160 2021-08-17 11:36:52,884 - mmaction - INFO - Epoch [42][640/2640] lr: 1.000e-04, eta: 2:49:55, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6773, top5_acc: 0.8789, loss_cls: 1.1925, loss: 1.1925, grad_norm: 16.5659 2021-08-17 11:37:01,209 - mmaction - INFO - Epoch [42][660/2640] lr: 1.000e-04, eta: 2:49:46, time: 0.416, data_time: 0.002, memory: 5736, top1_acc: 0.6695, top5_acc: 0.8625, loss_cls: 1.2675, loss: 1.2675, grad_norm: 16.7968 2021-08-17 11:37:09,471 - mmaction - INFO - Epoch [42][680/2640] lr: 1.000e-04, eta: 2:49:37, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.6820, top5_acc: 0.8875, loss_cls: 1.1870, loss: 1.1870, grad_norm: 15.8835 2021-08-17 11:37:17,798 - mmaction - INFO - Epoch [42][700/2640] lr: 1.000e-04, eta: 2:49:28, time: 0.416, data_time: 0.002, memory: 5736, top1_acc: 0.6820, top5_acc: 0.8742, loss_cls: 1.2262, loss: 1.2262, grad_norm: 16.3911 2021-08-17 11:37:25,997 - mmaction - INFO - Epoch [42][720/2640] lr: 1.000e-04, eta: 2:49:19, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.6805, top5_acc: 0.8641, loss_cls: 1.2200, loss: 1.2200, grad_norm: 16.4984 2021-08-17 11:37:34,273 - mmaction - INFO - Epoch [42][740/2640] lr: 1.000e-04, eta: 2:49:10, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6914, top5_acc: 0.8797, loss_cls: 1.1778, loss: 1.1778, grad_norm: 15.8732 2021-08-17 11:37:42,705 - mmaction - INFO - Epoch [42][760/2640] lr: 1.000e-04, eta: 2:49:01, time: 0.421, data_time: 0.001, memory: 5736, top1_acc: 0.6852, top5_acc: 0.8938, loss_cls: 1.1562, loss: 1.1562, grad_norm: 16.3775 2021-08-17 11:37:50,924 - mmaction - INFO - Epoch [42][780/2640] lr: 1.000e-04, eta: 2:48:52, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6813, top5_acc: 0.8750, loss_cls: 1.2012, loss: 1.2012, grad_norm: 16.0680 2021-08-17 11:37:59,220 - mmaction - INFO - Epoch [42][800/2640] lr: 1.000e-04, eta: 2:48:43, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.6906, top5_acc: 0.8664, loss_cls: 1.2138, loss: 1.2138, grad_norm: 16.8205 2021-08-17 11:38:07,470 - mmaction - INFO - Epoch [42][820/2640] lr: 1.000e-04, eta: 2:48:34, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.6703, top5_acc: 0.8734, loss_cls: 1.2298, loss: 1.2298, grad_norm: 16.8333 2021-08-17 11:38:15,867 - mmaction - INFO - Epoch [42][840/2640] lr: 1.000e-04, eta: 2:48:25, time: 0.419, data_time: 0.000, memory: 5736, top1_acc: 0.6930, top5_acc: 0.8859, loss_cls: 1.1967, loss: 1.1967, grad_norm: 16.3563 2021-08-17 11:38:24,085 - mmaction - INFO - Epoch [42][860/2640] lr: 1.000e-04, eta: 2:48:16, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6891, top5_acc: 0.8695, loss_cls: 1.2545, loss: 1.2545, grad_norm: 16.5141 2021-08-17 11:38:32,291 - mmaction - INFO - Epoch [42][880/2640] lr: 1.000e-04, eta: 2:48:08, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.6742, top5_acc: 0.8805, loss_cls: 1.2440, loss: 1.2440, grad_norm: 16.5319 2021-08-17 11:38:40,527 - mmaction - INFO - Epoch [42][900/2640] lr: 1.000e-04, eta: 2:47:59, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6695, top5_acc: 0.8742, loss_cls: 1.2380, loss: 1.2380, grad_norm: 16.0804 2021-08-17 11:38:48,730 - mmaction - INFO - Epoch [42][920/2640] lr: 1.000e-04, eta: 2:47:50, time: 0.410, data_time: 0.002, memory: 5736, top1_acc: 0.6875, top5_acc: 0.8703, loss_cls: 1.2005, loss: 1.2005, grad_norm: 15.6828 2021-08-17 11:38:56,937 - mmaction - INFO - Epoch [42][940/2640] lr: 1.000e-04, eta: 2:47:41, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.6734, top5_acc: 0.8703, loss_cls: 1.2549, loss: 1.2549, grad_norm: 16.3610 2021-08-17 11:39:05,204 - mmaction - INFO - Epoch [42][960/2640] lr: 1.000e-04, eta: 2:47:32, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6844, top5_acc: 0.8742, loss_cls: 1.2145, loss: 1.2145, grad_norm: 16.4330 2021-08-17 11:39:13,475 - mmaction - INFO - Epoch [42][980/2640] lr: 1.000e-04, eta: 2:47:23, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6859, top5_acc: 0.8852, loss_cls: 1.2226, loss: 1.2226, grad_norm: 16.3475 2021-08-17 11:39:21,741 - mmaction - INFO - Epoch [42][1000/2640] lr: 1.000e-04, eta: 2:47:14, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.6523, top5_acc: 0.8695, loss_cls: 1.2825, loss: 1.2825, grad_norm: 16.5010 2021-08-17 11:39:29,989 - mmaction - INFO - Epoch [42][1020/2640] lr: 1.000e-04, eta: 2:47:05, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6750, top5_acc: 0.8797, loss_cls: 1.1989, loss: 1.1989, grad_norm: 16.6924 2021-08-17 11:39:38,237 - mmaction - INFO - Epoch [42][1040/2640] lr: 1.000e-04, eta: 2:46:56, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.6703, top5_acc: 0.8664, loss_cls: 1.2868, loss: 1.2868, grad_norm: 16.3372 2021-08-17 11:39:46,490 - mmaction - INFO - Epoch [42][1060/2640] lr: 1.000e-04, eta: 2:46:47, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.7031, top5_acc: 0.8961, loss_cls: 1.1241, loss: 1.1241, grad_norm: 15.9077 2021-08-17 11:39:54,751 - mmaction - INFO - Epoch [42][1080/2640] lr: 1.000e-04, eta: 2:46:38, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6719, top5_acc: 0.8953, loss_cls: 1.1955, loss: 1.1955, grad_norm: 15.9903 2021-08-17 11:40:03,015 - mmaction - INFO - Epoch [42][1100/2640] lr: 1.000e-04, eta: 2:46:29, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6656, top5_acc: 0.8766, loss_cls: 1.2455, loss: 1.2455, grad_norm: 17.0268 2021-08-17 11:40:11,360 - mmaction - INFO - Epoch [42][1120/2640] lr: 1.000e-04, eta: 2:46:20, time: 0.417, data_time: 0.002, memory: 5736, top1_acc: 0.6758, top5_acc: 0.8781, loss_cls: 1.2394, loss: 1.2394, grad_norm: 16.0845 2021-08-17 11:40:19,556 - mmaction - INFO - Epoch [42][1140/2640] lr: 1.000e-04, eta: 2:46:11, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.6852, top5_acc: 0.8656, loss_cls: 1.2605, loss: 1.2605, grad_norm: 16.2392 2021-08-17 11:40:27,812 - mmaction - INFO - Epoch [42][1160/2640] lr: 1.000e-04, eta: 2:46:02, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6719, top5_acc: 0.8734, loss_cls: 1.2319, loss: 1.2319, grad_norm: 16.3168 2021-08-17 11:40:36,029 - mmaction - INFO - Epoch [42][1180/2640] lr: 1.000e-04, eta: 2:45:53, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6805, top5_acc: 0.8836, loss_cls: 1.1909, loss: 1.1909, grad_norm: 16.4123 2021-08-17 11:40:44,304 - mmaction - INFO - Epoch [42][1200/2640] lr: 1.000e-04, eta: 2:45:45, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.6758, top5_acc: 0.8719, loss_cls: 1.2294, loss: 1.2294, grad_norm: 16.3233 2021-08-17 11:40:52,521 - mmaction - INFO - Epoch [42][1220/2640] lr: 1.000e-04, eta: 2:45:36, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6781, top5_acc: 0.8883, loss_cls: 1.1883, loss: 1.1883, grad_norm: 16.4005 2021-08-17 11:41:00,791 - mmaction - INFO - Epoch [42][1240/2640] lr: 1.000e-04, eta: 2:45:27, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6727, top5_acc: 0.8945, loss_cls: 1.1527, loss: 1.1527, grad_norm: 16.6216 2021-08-17 11:41:08,994 - mmaction - INFO - Epoch [42][1260/2640] lr: 1.000e-04, eta: 2:45:18, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6953, top5_acc: 0.8891, loss_cls: 1.1279, loss: 1.1279, grad_norm: 15.8530 2021-08-17 11:41:17,224 - mmaction - INFO - Epoch [42][1280/2640] lr: 1.000e-04, eta: 2:45:09, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6695, top5_acc: 0.8734, loss_cls: 1.2423, loss: 1.2423, grad_norm: 16.6550 2021-08-17 11:41:25,462 - mmaction - INFO - Epoch [42][1300/2640] lr: 1.000e-04, eta: 2:45:00, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.6586, top5_acc: 0.8742, loss_cls: 1.2583, loss: 1.2583, grad_norm: 16.5829 2021-08-17 11:41:33,755 - mmaction - INFO - Epoch [42][1320/2640] lr: 1.000e-04, eta: 2:44:51, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.6664, top5_acc: 0.8805, loss_cls: 1.2258, loss: 1.2258, grad_norm: 16.3370 2021-08-17 11:41:41,984 - mmaction - INFO - Epoch [42][1340/2640] lr: 1.000e-04, eta: 2:44:42, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6711, top5_acc: 0.8766, loss_cls: 1.2353, loss: 1.2353, grad_norm: 16.4402 2021-08-17 11:41:50,227 - mmaction - INFO - Epoch [42][1360/2640] lr: 1.000e-04, eta: 2:44:33, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.6633, top5_acc: 0.8742, loss_cls: 1.2644, loss: 1.2644, grad_norm: 16.8409 2021-08-17 11:41:58,425 - mmaction - INFO - Epoch [42][1380/2640] lr: 1.000e-04, eta: 2:44:24, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.6734, top5_acc: 0.8758, loss_cls: 1.2240, loss: 1.2240, grad_norm: 16.3300 2021-08-17 11:42:06,676 - mmaction - INFO - Epoch [42][1400/2640] lr: 1.000e-04, eta: 2:44:15, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6937, top5_acc: 0.8836, loss_cls: 1.1634, loss: 1.1634, grad_norm: 16.0900 2021-08-17 11:42:14,850 - mmaction - INFO - Epoch [42][1420/2640] lr: 1.000e-04, eta: 2:44:06, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.6898, top5_acc: 0.8805, loss_cls: 1.1583, loss: 1.1583, grad_norm: 15.6231 2021-08-17 11:42:23,120 - mmaction - INFO - Epoch [42][1440/2640] lr: 1.000e-04, eta: 2:43:57, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6992, top5_acc: 0.8953, loss_cls: 1.1188, loss: 1.1188, grad_norm: 15.9683 2021-08-17 11:42:31,353 - mmaction - INFO - Epoch [42][1460/2640] lr: 1.000e-04, eta: 2:43:48, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6789, top5_acc: 0.8680, loss_cls: 1.2237, loss: 1.2237, grad_norm: 16.8629 2021-08-17 11:42:39,644 - mmaction - INFO - Epoch [42][1480/2640] lr: 1.000e-04, eta: 2:43:39, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.6398, top5_acc: 0.8633, loss_cls: 1.3268, loss: 1.3268, grad_norm: 17.0246 2021-08-17 11:42:47,869 - mmaction - INFO - Epoch [42][1500/2640] lr: 1.000e-04, eta: 2:43:31, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6805, top5_acc: 0.8773, loss_cls: 1.2334, loss: 1.2334, grad_norm: 15.9586 2021-08-17 11:42:56,140 - mmaction - INFO - Epoch [42][1520/2640] lr: 1.000e-04, eta: 2:43:22, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6469, top5_acc: 0.8570, loss_cls: 1.3013, loss: 1.3013, grad_norm: 17.0005 2021-08-17 11:43:04,377 - mmaction - INFO - Epoch [42][1540/2640] lr: 1.000e-04, eta: 2:43:13, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6578, top5_acc: 0.8617, loss_cls: 1.3360, loss: 1.3360, grad_norm: 16.8028 2021-08-17 11:43:12,638 - mmaction - INFO - Epoch [42][1560/2640] lr: 1.000e-04, eta: 2:43:04, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.6664, top5_acc: 0.8766, loss_cls: 1.2439, loss: 1.2439, grad_norm: 16.2861 2021-08-17 11:43:20,861 - mmaction - INFO - Epoch [42][1580/2640] lr: 1.000e-04, eta: 2:42:55, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.6867, top5_acc: 0.8734, loss_cls: 1.1920, loss: 1.1920, grad_norm: 15.8180 2021-08-17 11:43:29,121 - mmaction - INFO - Epoch [42][1600/2640] lr: 1.000e-04, eta: 2:42:46, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6891, top5_acc: 0.8773, loss_cls: 1.1853, loss: 1.1853, grad_norm: 16.1152 2021-08-17 11:43:37,323 - mmaction - INFO - Epoch [42][1620/2640] lr: 1.000e-04, eta: 2:42:37, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.6930, top5_acc: 0.8766, loss_cls: 1.1927, loss: 1.1927, grad_norm: 16.0453 2021-08-17 11:43:45,568 - mmaction - INFO - Epoch [42][1640/2640] lr: 1.000e-04, eta: 2:42:28, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.6875, top5_acc: 0.8789, loss_cls: 1.1795, loss: 1.1795, grad_norm: 16.2171 2021-08-17 11:43:53,821 - mmaction - INFO - Epoch [42][1660/2640] lr: 1.000e-04, eta: 2:42:19, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6570, top5_acc: 0.8719, loss_cls: 1.2822, loss: 1.2822, grad_norm: 17.2321 2021-08-17 11:44:02,070 - mmaction - INFO - Epoch [42][1680/2640] lr: 1.000e-04, eta: 2:42:10, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.6680, top5_acc: 0.8797, loss_cls: 1.2284, loss: 1.2284, grad_norm: 16.6002 2021-08-17 11:44:10,335 - mmaction - INFO - Epoch [42][1700/2640] lr: 1.000e-04, eta: 2:42:01, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.6711, top5_acc: 0.8727, loss_cls: 1.2569, loss: 1.2569, grad_norm: 16.4059 2021-08-17 11:44:18,553 - mmaction - INFO - Epoch [42][1720/2640] lr: 1.000e-04, eta: 2:41:52, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6789, top5_acc: 0.8766, loss_cls: 1.2338, loss: 1.2338, grad_norm: 16.4798 2021-08-17 11:44:26,759 - mmaction - INFO - Epoch [42][1740/2640] lr: 1.000e-04, eta: 2:41:43, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.6945, top5_acc: 0.8789, loss_cls: 1.1954, loss: 1.1954, grad_norm: 16.2743 2021-08-17 11:44:35,011 - mmaction - INFO - Epoch [42][1760/2640] lr: 1.000e-04, eta: 2:41:34, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6914, top5_acc: 0.8859, loss_cls: 1.2092, loss: 1.2092, grad_norm: 16.5995 2021-08-17 11:44:43,227 - mmaction - INFO - Epoch [42][1780/2640] lr: 1.000e-04, eta: 2:41:26, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6844, top5_acc: 0.8891, loss_cls: 1.1640, loss: 1.1640, grad_norm: 16.2218 2021-08-17 11:44:51,559 - mmaction - INFO - Epoch [42][1800/2640] lr: 1.000e-04, eta: 2:41:17, time: 0.417, data_time: 0.002, memory: 5736, top1_acc: 0.6742, top5_acc: 0.8773, loss_cls: 1.2422, loss: 1.2422, grad_norm: 17.1057 2021-08-17 11:44:59,790 - mmaction - INFO - Epoch [42][1820/2640] lr: 1.000e-04, eta: 2:41:08, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6555, top5_acc: 0.8641, loss_cls: 1.2661, loss: 1.2661, grad_norm: 16.8021 2021-08-17 11:45:08,024 - mmaction - INFO - Epoch [42][1840/2640] lr: 1.000e-04, eta: 2:40:59, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.6773, top5_acc: 0.8672, loss_cls: 1.2719, loss: 1.2719, grad_norm: 16.5223 2021-08-17 11:45:16,429 - mmaction - INFO - Epoch [42][1860/2640] lr: 1.000e-04, eta: 2:40:50, time: 0.420, data_time: 0.001, memory: 5736, top1_acc: 0.6758, top5_acc: 0.8695, loss_cls: 1.2425, loss: 1.2425, grad_norm: 16.1061 2021-08-17 11:45:24,699 - mmaction - INFO - Epoch [42][1880/2640] lr: 1.000e-04, eta: 2:40:41, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6750, top5_acc: 0.8711, loss_cls: 1.2650, loss: 1.2650, grad_norm: 16.2152 2021-08-17 11:45:32,944 - mmaction - INFO - Epoch [42][1900/2640] lr: 1.000e-04, eta: 2:40:32, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.6883, top5_acc: 0.8859, loss_cls: 1.1725, loss: 1.1725, grad_norm: 15.9278 2021-08-17 11:45:41,209 - mmaction - INFO - Epoch [42][1920/2640] lr: 1.000e-04, eta: 2:40:23, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6875, top5_acc: 0.8812, loss_cls: 1.1906, loss: 1.1906, grad_norm: 16.2952 2021-08-17 11:45:49,511 - mmaction - INFO - Epoch [42][1940/2640] lr: 1.000e-04, eta: 2:40:14, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.6727, top5_acc: 0.8703, loss_cls: 1.2575, loss: 1.2575, grad_norm: 16.1798 2021-08-17 11:45:57,782 - mmaction - INFO - Epoch [42][1960/2640] lr: 1.000e-04, eta: 2:40:05, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.6594, top5_acc: 0.8852, loss_cls: 1.2146, loss: 1.2146, grad_norm: 15.7459 2021-08-17 11:46:05,991 - mmaction - INFO - Epoch [42][1980/2640] lr: 1.000e-04, eta: 2:39:56, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6680, top5_acc: 0.8852, loss_cls: 1.2280, loss: 1.2280, grad_norm: 16.0378 2021-08-17 11:46:14,258 - mmaction - INFO - Epoch [42][2000/2640] lr: 1.000e-04, eta: 2:39:47, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6813, top5_acc: 0.8625, loss_cls: 1.2420, loss: 1.2420, grad_norm: 16.3508 2021-08-17 11:46:22,453 - mmaction - INFO - Epoch [42][2020/2640] lr: 1.000e-04, eta: 2:39:38, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.6937, top5_acc: 0.8875, loss_cls: 1.1452, loss: 1.1452, grad_norm: 16.2897 2021-08-17 11:46:30,686 - mmaction - INFO - Epoch [42][2040/2640] lr: 1.000e-04, eta: 2:39:30, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6734, top5_acc: 0.8703, loss_cls: 1.2381, loss: 1.2381, grad_norm: 16.4937 2021-08-17 11:46:38,894 - mmaction - INFO - Epoch [42][2060/2640] lr: 1.000e-04, eta: 2:39:21, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.6875, top5_acc: 0.8781, loss_cls: 1.2366, loss: 1.2366, grad_norm: 16.5152 2021-08-17 11:46:47,241 - mmaction - INFO - Epoch [42][2080/2640] lr: 1.000e-04, eta: 2:39:12, time: 0.417, data_time: 0.002, memory: 5736, top1_acc: 0.6953, top5_acc: 0.8703, loss_cls: 1.1939, loss: 1.1939, grad_norm: 16.0335 2021-08-17 11:46:55,591 - mmaction - INFO - Epoch [42][2100/2640] lr: 1.000e-04, eta: 2:39:03, time: 0.418, data_time: 0.001, memory: 5736, top1_acc: 0.6703, top5_acc: 0.8695, loss_cls: 1.2557, loss: 1.2557, grad_norm: 16.7408 2021-08-17 11:47:03,872 - mmaction - INFO - Epoch [42][2120/2640] lr: 1.000e-04, eta: 2:38:54, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6930, top5_acc: 0.8812, loss_cls: 1.1565, loss: 1.1565, grad_norm: 16.3909 2021-08-17 11:47:12,129 - mmaction - INFO - Epoch [42][2140/2640] lr: 1.000e-04, eta: 2:38:45, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6813, top5_acc: 0.8703, loss_cls: 1.2471, loss: 1.2471, grad_norm: 16.1871 2021-08-17 11:47:20,385 - mmaction - INFO - Epoch [42][2160/2640] lr: 1.000e-04, eta: 2:38:36, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6719, top5_acc: 0.8703, loss_cls: 1.2477, loss: 1.2477, grad_norm: 15.9216 2021-08-17 11:47:28,571 - mmaction - INFO - Epoch [42][2180/2640] lr: 1.000e-04, eta: 2:38:27, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.7039, top5_acc: 0.8789, loss_cls: 1.1914, loss: 1.1914, grad_norm: 16.2626 2021-08-17 11:47:36,796 - mmaction - INFO - Epoch [42][2200/2640] lr: 1.000e-04, eta: 2:38:18, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6742, top5_acc: 0.8703, loss_cls: 1.2203, loss: 1.2203, grad_norm: 16.9535 2021-08-17 11:47:45,036 - mmaction - INFO - Epoch [42][2220/2640] lr: 1.000e-04, eta: 2:38:09, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.7070, top5_acc: 0.8906, loss_cls: 1.0982, loss: 1.0982, grad_norm: 16.0485 2021-08-17 11:47:53,344 - mmaction - INFO - Epoch [42][2240/2640] lr: 1.000e-04, eta: 2:38:00, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.6695, top5_acc: 0.8539, loss_cls: 1.3048, loss: 1.3048, grad_norm: 17.0184 2021-08-17 11:48:01,603 - mmaction - INFO - Epoch [42][2260/2640] lr: 1.000e-04, eta: 2:37:51, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.6820, top5_acc: 0.8734, loss_cls: 1.2275, loss: 1.2275, grad_norm: 16.2305 2021-08-17 11:48:09,859 - mmaction - INFO - Epoch [42][2280/2640] lr: 1.000e-04, eta: 2:37:43, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6641, top5_acc: 0.8734, loss_cls: 1.2499, loss: 1.2499, grad_norm: 16.6792 2021-08-17 11:48:18,046 - mmaction - INFO - Epoch [42][2300/2640] lr: 1.000e-04, eta: 2:37:34, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.6477, top5_acc: 0.8672, loss_cls: 1.3017, loss: 1.3017, grad_norm: 16.9503 2021-08-17 11:48:26,286 - mmaction - INFO - Epoch [42][2320/2640] lr: 1.000e-04, eta: 2:37:25, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.6750, top5_acc: 0.8688, loss_cls: 1.2902, loss: 1.2902, grad_norm: 16.4014 2021-08-17 11:48:34,530 - mmaction - INFO - Epoch [42][2340/2640] lr: 1.000e-04, eta: 2:37:16, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.7148, top5_acc: 0.8906, loss_cls: 1.1174, loss: 1.1174, grad_norm: 15.2537 2021-08-17 11:48:42,810 - mmaction - INFO - Epoch [42][2360/2640] lr: 1.000e-04, eta: 2:37:07, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.6773, top5_acc: 0.8727, loss_cls: 1.2392, loss: 1.2392, grad_norm: 16.6233 2021-08-17 11:48:51,013 - mmaction - INFO - Epoch [42][2380/2640] lr: 1.000e-04, eta: 2:36:58, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.6773, top5_acc: 0.8750, loss_cls: 1.2619, loss: 1.2619, grad_norm: 16.7758 2021-08-17 11:48:59,290 - mmaction - INFO - Epoch [42][2400/2640] lr: 1.000e-04, eta: 2:36:49, time: 0.414, data_time: 0.000, memory: 5736, top1_acc: 0.6922, top5_acc: 0.8734, loss_cls: 1.2233, loss: 1.2233, grad_norm: 16.7585 2021-08-17 11:49:07,579 - mmaction - INFO - Epoch [42][2420/2640] lr: 1.000e-04, eta: 2:36:40, time: 0.414, data_time: 0.000, memory: 5736, top1_acc: 0.6602, top5_acc: 0.8781, loss_cls: 1.2580, loss: 1.2580, grad_norm: 17.4380 2021-08-17 11:49:15,810 - mmaction - INFO - Epoch [42][2440/2640] lr: 1.000e-04, eta: 2:36:31, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.6570, top5_acc: 0.8695, loss_cls: 1.2660, loss: 1.2660, grad_norm: 16.8904 2021-08-17 11:49:23,984 - mmaction - INFO - Epoch [42][2460/2640] lr: 1.000e-04, eta: 2:36:22, time: 0.409, data_time: 0.001, memory: 5736, top1_acc: 0.6648, top5_acc: 0.8727, loss_cls: 1.2488, loss: 1.2488, grad_norm: 16.5131 2021-08-17 11:49:32,264 - mmaction - INFO - Epoch [42][2480/2640] lr: 1.000e-04, eta: 2:36:13, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.6742, top5_acc: 0.8812, loss_cls: 1.2364, loss: 1.2364, grad_norm: 15.8866 2021-08-17 11:49:40,499 - mmaction - INFO - Epoch [42][2500/2640] lr: 1.000e-04, eta: 2:36:04, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6594, top5_acc: 0.8734, loss_cls: 1.2368, loss: 1.2368, grad_norm: 16.3241 2021-08-17 11:49:48,786 - mmaction - INFO - Epoch [42][2520/2640] lr: 1.000e-04, eta: 2:35:56, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.6727, top5_acc: 0.8828, loss_cls: 1.2012, loss: 1.2012, grad_norm: 16.2144 2021-08-17 11:49:57,007 - mmaction - INFO - Epoch [42][2540/2640] lr: 1.000e-04, eta: 2:35:47, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6867, top5_acc: 0.8789, loss_cls: 1.1928, loss: 1.1928, grad_norm: 16.4028 2021-08-17 11:50:05,328 - mmaction - INFO - Epoch [42][2560/2640] lr: 1.000e-04, eta: 2:35:38, time: 0.416, data_time: 0.002, memory: 5736, top1_acc: 0.6820, top5_acc: 0.8742, loss_cls: 1.2047, loss: 1.2047, grad_norm: 16.4672 2021-08-17 11:50:13,528 - mmaction - INFO - Epoch [42][2580/2640] lr: 1.000e-04, eta: 2:35:29, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.6813, top5_acc: 0.8758, loss_cls: 1.2024, loss: 1.2024, grad_norm: 16.3586 2021-08-17 11:50:21,777 - mmaction - INFO - Epoch [42][2600/2640] lr: 1.000e-04, eta: 2:35:20, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.6836, top5_acc: 0.8883, loss_cls: 1.1906, loss: 1.1906, grad_norm: 16.5715 2021-08-17 11:50:30,114 - mmaction - INFO - Epoch [42][2620/2640] lr: 1.000e-04, eta: 2:35:11, time: 0.417, data_time: 0.001, memory: 5736, top1_acc: 0.6906, top5_acc: 0.8906, loss_cls: 1.1366, loss: 1.1366, grad_norm: 16.4500 2021-08-17 11:50:38,094 - mmaction - INFO - Epoch [42][2640/2640] lr: 1.000e-04, eta: 2:35:02, time: 0.399, data_time: 0.001, memory: 5736, top1_acc: 0.6815, top5_acc: 0.8742, loss_cls: 1.2321, loss: 1.2321, grad_norm: 17.2303 2021-08-17 11:50:39,780 - mmaction - INFO - Saving checkpoint at 42 epochs 2021-08-17 11:50:41,067 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-08-17 11:51:54,135 - mmaction - INFO - Epoch [43][20/2640] lr: 1.000e-04, eta: 2:35:05, time: 3.653, data_time: 3.224, memory: 5736, top1_acc: 0.6797, top5_acc: 0.8844, loss_cls: 1.1981, loss: 1.1981, grad_norm: 16.0188 2021-08-17 11:52:02,392 - mmaction - INFO - Epoch [43][40/2640] lr: 1.000e-04, eta: 2:34:56, time: 0.413, data_time: 0.003, memory: 5736, top1_acc: 0.6820, top5_acc: 0.8766, loss_cls: 1.2636, loss: 1.2636, grad_norm: 16.4673 2021-08-17 11:52:10,567 - mmaction - INFO - Epoch [43][60/2640] lr: 1.000e-04, eta: 2:34:48, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.6539, top5_acc: 0.8664, loss_cls: 1.2592, loss: 1.2592, grad_norm: 16.3301 2021-08-17 11:52:18,780 - mmaction - INFO - Epoch [43][80/2640] lr: 1.000e-04, eta: 2:34:39, time: 0.411, data_time: 0.002, memory: 5736, top1_acc: 0.6984, top5_acc: 0.8867, loss_cls: 1.1624, loss: 1.1624, grad_norm: 15.5282 2021-08-17 11:52:26,984 - mmaction - INFO - Epoch [43][100/2640] lr: 1.000e-04, eta: 2:34:30, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.6961, top5_acc: 0.8766, loss_cls: 1.1851, loss: 1.1851, grad_norm: 16.2341 2021-08-17 11:52:35,239 - mmaction - INFO - Epoch [43][120/2640] lr: 1.000e-04, eta: 2:34:21, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6648, top5_acc: 0.8727, loss_cls: 1.2579, loss: 1.2579, grad_norm: 17.1115 2021-08-17 11:52:43,472 - mmaction - INFO - Epoch [43][140/2640] lr: 1.000e-04, eta: 2:34:12, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.6875, top5_acc: 0.8633, loss_cls: 1.2197, loss: 1.2197, grad_norm: 15.9308 2021-08-17 11:52:51,783 - mmaction - INFO - Epoch [43][160/2640] lr: 1.000e-04, eta: 2:34:03, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.6734, top5_acc: 0.8695, loss_cls: 1.2475, loss: 1.2475, grad_norm: 16.9156 2021-08-17 11:53:00,028 - mmaction - INFO - Epoch [43][180/2640] lr: 1.000e-04, eta: 2:33:54, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6750, top5_acc: 0.8852, loss_cls: 1.2093, loss: 1.2093, grad_norm: 16.6733 2021-08-17 11:53:08,281 - mmaction - INFO - Epoch [43][200/2640] lr: 1.000e-04, eta: 2:33:45, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.6727, top5_acc: 0.8930, loss_cls: 1.1672, loss: 1.1672, grad_norm: 16.7813 2021-08-17 11:53:16,511 - mmaction - INFO - Epoch [43][220/2640] lr: 1.000e-04, eta: 2:33:36, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6758, top5_acc: 0.8742, loss_cls: 1.2474, loss: 1.2474, grad_norm: 16.4871 2021-08-17 11:53:24,870 - mmaction - INFO - Epoch [43][240/2640] lr: 1.000e-04, eta: 2:33:27, time: 0.418, data_time: 0.002, memory: 5736, top1_acc: 0.6852, top5_acc: 0.8695, loss_cls: 1.2149, loss: 1.2149, grad_norm: 16.2444 2021-08-17 11:53:33,224 - mmaction - INFO - Epoch [43][260/2640] lr: 1.000e-04, eta: 2:33:18, time: 0.418, data_time: 0.001, memory: 5736, top1_acc: 0.6586, top5_acc: 0.8781, loss_cls: 1.2414, loss: 1.2414, grad_norm: 16.7596 2021-08-17 11:53:41,516 - mmaction - INFO - Epoch [43][280/2640] lr: 1.000e-04, eta: 2:33:09, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.6555, top5_acc: 0.8680, loss_cls: 1.2661, loss: 1.2661, grad_norm: 16.9415 2021-08-17 11:53:49,755 - mmaction - INFO - Epoch [43][300/2640] lr: 1.000e-04, eta: 2:33:00, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6687, top5_acc: 0.8672, loss_cls: 1.2371, loss: 1.2371, grad_norm: 16.5031 2021-08-17 11:53:58,057 - mmaction - INFO - Epoch [43][320/2640] lr: 1.000e-04, eta: 2:32:52, time: 0.415, data_time: 0.000, memory: 5736, top1_acc: 0.6617, top5_acc: 0.8664, loss_cls: 1.2765, loss: 1.2765, grad_norm: 17.0947 2021-08-17 11:54:06,277 - mmaction - INFO - Epoch [43][340/2640] lr: 1.000e-04, eta: 2:32:43, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.6820, top5_acc: 0.8797, loss_cls: 1.1902, loss: 1.1902, grad_norm: 16.1772 2021-08-17 11:54:14,540 - mmaction - INFO - Epoch [43][360/2640] lr: 1.000e-04, eta: 2:32:34, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6836, top5_acc: 0.8906, loss_cls: 1.1916, loss: 1.1916, grad_norm: 16.4227 2021-08-17 11:54:22,756 - mmaction - INFO - Epoch [43][380/2640] lr: 1.000e-04, eta: 2:32:25, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.6906, top5_acc: 0.8891, loss_cls: 1.1474, loss: 1.1474, grad_norm: 16.4215 2021-08-17 11:54:31,012 - mmaction - INFO - Epoch [43][400/2640] lr: 1.000e-04, eta: 2:32:16, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6617, top5_acc: 0.8852, loss_cls: 1.2295, loss: 1.2295, grad_norm: 17.1549 2021-08-17 11:54:39,241 - mmaction - INFO - Epoch [43][420/2640] lr: 1.000e-04, eta: 2:32:07, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.6875, top5_acc: 0.8719, loss_cls: 1.1798, loss: 1.1798, grad_norm: 16.1651 2021-08-17 11:54:47,586 - mmaction - INFO - Epoch [43][440/2640] lr: 1.000e-04, eta: 2:31:58, time: 0.417, data_time: 0.002, memory: 5736, top1_acc: 0.6914, top5_acc: 0.8891, loss_cls: 1.1323, loss: 1.1323, grad_norm: 16.2763 2021-08-17 11:54:55,913 - mmaction - INFO - Epoch [43][460/2640] lr: 1.000e-04, eta: 2:31:49, time: 0.417, data_time: 0.001, memory: 5736, top1_acc: 0.6766, top5_acc: 0.8820, loss_cls: 1.2096, loss: 1.2096, grad_norm: 16.4457 2021-08-17 11:55:04,150 - mmaction - INFO - Epoch [43][480/2640] lr: 1.000e-04, eta: 2:31:40, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6672, top5_acc: 0.8789, loss_cls: 1.2359, loss: 1.2359, grad_norm: 16.5663 2021-08-17 11:55:12,387 - mmaction - INFO - Epoch [43][500/2640] lr: 1.000e-04, eta: 2:31:31, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.6750, top5_acc: 0.8766, loss_cls: 1.2216, loss: 1.2216, grad_norm: 16.1722 2021-08-17 11:55:20,664 - mmaction - INFO - Epoch [43][520/2640] lr: 1.000e-04, eta: 2:31:22, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.6648, top5_acc: 0.8555, loss_cls: 1.2894, loss: 1.2894, grad_norm: 16.5947 2021-08-17 11:55:28,915 - mmaction - INFO - Epoch [43][540/2640] lr: 1.000e-04, eta: 2:31:13, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6648, top5_acc: 0.8797, loss_cls: 1.2346, loss: 1.2346, grad_norm: 16.9507 2021-08-17 11:55:37,147 - mmaction - INFO - Epoch [43][560/2640] lr: 1.000e-04, eta: 2:31:04, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.6711, top5_acc: 0.8750, loss_cls: 1.2522, loss: 1.2522, grad_norm: 16.7530 2021-08-17 11:55:45,360 - mmaction - INFO - Epoch [43][580/2640] lr: 1.000e-04, eta: 2:30:55, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6859, top5_acc: 0.8828, loss_cls: 1.1688, loss: 1.1688, grad_norm: 15.6894 2021-08-17 11:55:53,665 - mmaction - INFO - Epoch [43][600/2640] lr: 1.000e-04, eta: 2:30:47, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.6977, top5_acc: 0.8891, loss_cls: 1.1847, loss: 1.1847, grad_norm: 17.1539 2021-08-17 11:56:01,917 - mmaction - INFO - Epoch [43][620/2640] lr: 1.000e-04, eta: 2:30:38, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.6633, top5_acc: 0.8781, loss_cls: 1.2549, loss: 1.2549, grad_norm: 16.9901 2021-08-17 11:56:10,243 - mmaction - INFO - Epoch [43][640/2640] lr: 1.000e-04, eta: 2:30:29, time: 0.416, data_time: 0.001, memory: 5736, top1_acc: 0.6750, top5_acc: 0.8867, loss_cls: 1.1997, loss: 1.1997, grad_norm: 16.2086 2021-08-17 11:56:18,541 - mmaction - INFO - Epoch [43][660/2640] lr: 1.000e-04, eta: 2:30:20, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.6641, top5_acc: 0.8883, loss_cls: 1.2381, loss: 1.2381, grad_norm: 16.7493 2021-08-17 11:56:26,871 - mmaction - INFO - Epoch [43][680/2640] lr: 1.000e-04, eta: 2:30:11, time: 0.416, data_time: 0.002, memory: 5736, top1_acc: 0.6609, top5_acc: 0.8727, loss_cls: 1.2588, loss: 1.2588, grad_norm: 16.6602 2021-08-17 11:56:35,091 - mmaction - INFO - Epoch [43][700/2640] lr: 1.000e-04, eta: 2:30:02, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6672, top5_acc: 0.8664, loss_cls: 1.2806, loss: 1.2806, grad_norm: 17.0175 2021-08-17 11:56:43,368 - mmaction - INFO - Epoch [43][720/2640] lr: 1.000e-04, eta: 2:29:53, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.6828, top5_acc: 0.8969, loss_cls: 1.1577, loss: 1.1577, grad_norm: 16.7693 2021-08-17 11:56:51,634 - mmaction - INFO - Epoch [43][740/2640] lr: 1.000e-04, eta: 2:29:44, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6937, top5_acc: 0.8906, loss_cls: 1.1450, loss: 1.1450, grad_norm: 16.1529 2021-08-17 11:56:59,848 - mmaction - INFO - Epoch [43][760/2640] lr: 1.000e-04, eta: 2:29:35, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6734, top5_acc: 0.8852, loss_cls: 1.2255, loss: 1.2255, grad_norm: 16.9879 2021-08-17 11:57:08,078 - mmaction - INFO - Epoch [43][780/2640] lr: 1.000e-04, eta: 2:29:26, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.6703, top5_acc: 0.8812, loss_cls: 1.2141, loss: 1.2141, grad_norm: 16.3550 2021-08-17 11:57:16,350 - mmaction - INFO - Epoch [43][800/2640] lr: 1.000e-04, eta: 2:29:17, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.6727, top5_acc: 0.8789, loss_cls: 1.1904, loss: 1.1904, grad_norm: 16.5841 2021-08-17 11:57:24,544 - mmaction - INFO - Epoch [43][820/2640] lr: 1.000e-04, eta: 2:29:08, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.6711, top5_acc: 0.8859, loss_cls: 1.2382, loss: 1.2382, grad_norm: 17.1733 2021-08-17 11:57:32,779 - mmaction - INFO - Epoch [43][840/2640] lr: 1.000e-04, eta: 2:29:00, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6797, top5_acc: 0.8844, loss_cls: 1.2041, loss: 1.2041, grad_norm: 16.6965 2021-08-17 11:57:41,052 - mmaction - INFO - Epoch [43][860/2640] lr: 1.000e-04, eta: 2:28:51, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6773, top5_acc: 0.8609, loss_cls: 1.2386, loss: 1.2386, grad_norm: 16.5985 2021-08-17 11:57:49,320 - mmaction - INFO - Epoch [43][880/2640] lr: 1.000e-04, eta: 2:28:42, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.6727, top5_acc: 0.8789, loss_cls: 1.2223, loss: 1.2223, grad_norm: 16.7298 2021-08-17 11:57:57,551 - mmaction - INFO - Epoch [43][900/2640] lr: 1.000e-04, eta: 2:28:33, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6906, top5_acc: 0.8867, loss_cls: 1.1257, loss: 1.1257, grad_norm: 16.2895 2021-08-17 11:58:05,818 - mmaction - INFO - Epoch [43][920/2640] lr: 1.000e-04, eta: 2:28:24, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6523, top5_acc: 0.8562, loss_cls: 1.2997, loss: 1.2997, grad_norm: 16.8017 2021-08-17 11:58:14,135 - mmaction - INFO - Epoch [43][940/2640] lr: 1.000e-04, eta: 2:28:15, time: 0.416, data_time: 0.001, memory: 5736, top1_acc: 0.6930, top5_acc: 0.8820, loss_cls: 1.1985, loss: 1.1985, grad_norm: 16.6088 2021-08-17 11:58:22,431 - mmaction - INFO - Epoch [43][960/2640] lr: 1.000e-04, eta: 2:28:06, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.6555, top5_acc: 0.8680, loss_cls: 1.3246, loss: 1.3246, grad_norm: 17.0921 2021-08-17 11:58:30,641 - mmaction - INFO - Epoch [43][980/2640] lr: 1.000e-04, eta: 2:27:57, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.6852, top5_acc: 0.8836, loss_cls: 1.1798, loss: 1.1798, grad_norm: 16.0179 2021-08-17 11:58:38,902 - mmaction - INFO - Epoch [43][1000/2640] lr: 1.000e-04, eta: 2:27:48, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6742, top5_acc: 0.8766, loss_cls: 1.2030, loss: 1.2030, grad_norm: 16.8078 2021-08-17 11:58:47,239 - mmaction - INFO - Epoch [43][1020/2640] lr: 1.000e-04, eta: 2:27:39, time: 0.416, data_time: 0.001, memory: 5736, top1_acc: 0.6719, top5_acc: 0.8828, loss_cls: 1.1983, loss: 1.1983, grad_norm: 16.7867 2021-08-17 11:58:55,486 - mmaction - INFO - Epoch [43][1040/2640] lr: 1.000e-04, eta: 2:27:30, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6852, top5_acc: 0.8797, loss_cls: 1.1747, loss: 1.1747, grad_norm: 16.6338 2021-08-17 11:59:03,717 - mmaction - INFO - Epoch [43][1060/2640] lr: 1.000e-04, eta: 2:27:21, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.6687, top5_acc: 0.8633, loss_cls: 1.2212, loss: 1.2212, grad_norm: 16.0645 2021-08-17 11:59:11,981 - mmaction - INFO - Epoch [43][1080/2640] lr: 1.000e-04, eta: 2:27:13, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6906, top5_acc: 0.8797, loss_cls: 1.1724, loss: 1.1724, grad_norm: 16.0484 2021-08-17 11:59:20,304 - mmaction - INFO - Epoch [43][1100/2640] lr: 1.000e-04, eta: 2:27:04, time: 0.416, data_time: 0.000, memory: 5736, top1_acc: 0.6750, top5_acc: 0.8734, loss_cls: 1.2624, loss: 1.2624, grad_norm: 16.9270 2021-08-17 11:59:28,568 - mmaction - INFO - Epoch [43][1120/2640] lr: 1.000e-04, eta: 2:26:55, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.6758, top5_acc: 0.8914, loss_cls: 1.1925, loss: 1.1925, grad_norm: 16.5503 2021-08-17 11:59:36,834 - mmaction - INFO - Epoch [43][1140/2640] lr: 1.000e-04, eta: 2:26:46, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6805, top5_acc: 0.8930, loss_cls: 1.1583, loss: 1.1583, grad_norm: 16.3512 2021-08-17 11:59:45,125 - mmaction - INFO - Epoch [43][1160/2640] lr: 1.000e-04, eta: 2:26:37, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.7031, top5_acc: 0.8883, loss_cls: 1.1209, loss: 1.1209, grad_norm: 16.4809 2021-08-17 11:59:53,384 - mmaction - INFO - Epoch [43][1180/2640] lr: 1.000e-04, eta: 2:26:28, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6594, top5_acc: 0.8758, loss_cls: 1.2484, loss: 1.2484, grad_norm: 16.7786 2021-08-17 12:00:01,650 - mmaction - INFO - Epoch [43][1200/2640] lr: 1.000e-04, eta: 2:26:19, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.6680, top5_acc: 0.8773, loss_cls: 1.2339, loss: 1.2339, grad_norm: 16.1649 2021-08-17 12:00:11,302 - mmaction - INFO - Epoch [43][1220/2640] lr: 1.000e-04, eta: 2:26:10, time: 0.482, data_time: 0.000, memory: 5736, top1_acc: 0.6859, top5_acc: 0.8688, loss_cls: 1.2335, loss: 1.2335, grad_norm: 16.2262 2021-08-17 12:00:19,625 - mmaction - INFO - Epoch [43][1240/2640] lr: 1.000e-04, eta: 2:26:02, time: 0.417, data_time: 0.001, memory: 5736, top1_acc: 0.6828, top5_acc: 0.8805, loss_cls: 1.1876, loss: 1.1876, grad_norm: 16.9747 2021-08-17 12:00:27,907 - mmaction - INFO - Epoch [43][1260/2640] lr: 1.000e-04, eta: 2:25:53, time: 0.414, data_time: 0.000, memory: 5736, top1_acc: 0.6969, top5_acc: 0.8977, loss_cls: 1.1703, loss: 1.1703, grad_norm: 16.1803 2021-08-17 12:00:36,190 - mmaction - INFO - Epoch [43][1280/2640] lr: 1.000e-04, eta: 2:25:44, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.6844, top5_acc: 0.8906, loss_cls: 1.1754, loss: 1.1754, grad_norm: 16.0810 2021-08-17 12:00:44,468 - mmaction - INFO - Epoch [43][1300/2640] lr: 1.000e-04, eta: 2:25:35, time: 0.415, data_time: 0.003, memory: 5736, top1_acc: 0.6594, top5_acc: 0.8766, loss_cls: 1.2504, loss: 1.2504, grad_norm: 16.7630 2021-08-17 12:00:52,702 - mmaction - INFO - Epoch [43][1320/2640] lr: 1.000e-04, eta: 2:25:26, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.6625, top5_acc: 0.8805, loss_cls: 1.2443, loss: 1.2443, grad_norm: 16.3836 2021-08-17 12:01:00,936 - mmaction - INFO - Epoch [43][1340/2640] lr: 1.000e-04, eta: 2:25:17, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.6648, top5_acc: 0.8719, loss_cls: 1.2989, loss: 1.2989, grad_norm: 17.5953 2021-08-17 12:01:09,200 - mmaction - INFO - Epoch [43][1360/2640] lr: 1.000e-04, eta: 2:25:08, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6766, top5_acc: 0.8797, loss_cls: 1.2072, loss: 1.2072, grad_norm: 16.4949 2021-08-17 12:01:17,433 - mmaction - INFO - Epoch [43][1380/2640] lr: 1.000e-04, eta: 2:24:59, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.6891, top5_acc: 0.8844, loss_cls: 1.1337, loss: 1.1337, grad_norm: 15.6125 2021-08-17 12:01:25,682 - mmaction - INFO - Epoch [43][1400/2640] lr: 1.000e-04, eta: 2:24:50, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6719, top5_acc: 0.8633, loss_cls: 1.2752, loss: 1.2752, grad_norm: 16.9806 2021-08-17 12:01:33,874 - mmaction - INFO - Epoch [43][1420/2640] lr: 1.000e-04, eta: 2:24:41, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.6797, top5_acc: 0.8844, loss_cls: 1.1877, loss: 1.1877, grad_norm: 16.4867 2021-08-17 12:01:42,165 - mmaction - INFO - Epoch [43][1440/2640] lr: 1.000e-04, eta: 2:24:32, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.7188, top5_acc: 0.8867, loss_cls: 1.1227, loss: 1.1227, grad_norm: 15.8703 2021-08-17 12:01:50,469 - mmaction - INFO - Epoch [43][1460/2640] lr: 1.000e-04, eta: 2:24:24, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.6750, top5_acc: 0.8891, loss_cls: 1.1582, loss: 1.1582, grad_norm: 16.2751 2021-08-17 12:01:58,729 - mmaction - INFO - Epoch [43][1480/2640] lr: 1.000e-04, eta: 2:24:15, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.6813, top5_acc: 0.8805, loss_cls: 1.1923, loss: 1.1923, grad_norm: 16.2863 2021-08-17 12:02:07,033 - mmaction - INFO - Epoch [43][1500/2640] lr: 1.000e-04, eta: 2:24:06, time: 0.416, data_time: 0.002, memory: 5736, top1_acc: 0.6734, top5_acc: 0.8820, loss_cls: 1.2312, loss: 1.2312, grad_norm: 16.6834 2021-08-17 12:02:15,313 - mmaction - INFO - Epoch [43][1520/2640] lr: 1.000e-04, eta: 2:23:57, time: 0.414, data_time: 0.000, memory: 5736, top1_acc: 0.6813, top5_acc: 0.8734, loss_cls: 1.2377, loss: 1.2377, grad_norm: 16.6757 2021-08-17 12:02:23,563 - mmaction - INFO - Epoch [43][1540/2640] lr: 1.000e-04, eta: 2:23:48, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.6914, top5_acc: 0.8914, loss_cls: 1.1484, loss: 1.1484, grad_norm: 16.2568 2021-08-17 12:02:31,841 - mmaction - INFO - Epoch [43][1560/2640] lr: 1.000e-04, eta: 2:23:39, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6781, top5_acc: 0.8719, loss_cls: 1.2833, loss: 1.2833, grad_norm: 17.1076 2021-08-17 12:02:40,099 - mmaction - INFO - Epoch [43][1580/2640] lr: 1.000e-04, eta: 2:23:30, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6820, top5_acc: 0.8766, loss_cls: 1.1967, loss: 1.1967, grad_norm: 16.1301 2021-08-17 12:02:48,380 - mmaction - INFO - Epoch [43][1600/2640] lr: 1.000e-04, eta: 2:23:21, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.6992, top5_acc: 0.8750, loss_cls: 1.1487, loss: 1.1487, grad_norm: 16.0885 2021-08-17 12:02:56,572 - mmaction - INFO - Epoch [43][1620/2640] lr: 1.000e-04, eta: 2:23:12, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.6734, top5_acc: 0.8750, loss_cls: 1.2401, loss: 1.2401, grad_norm: 16.3836 2021-08-17 12:03:04,927 - mmaction - INFO - Epoch [43][1640/2640] lr: 1.000e-04, eta: 2:23:03, time: 0.418, data_time: 0.001, memory: 5736, top1_acc: 0.6492, top5_acc: 0.8695, loss_cls: 1.2825, loss: 1.2825, grad_norm: 16.6713 2021-08-17 12:03:13,159 - mmaction - INFO - Epoch [43][1660/2640] lr: 1.000e-04, eta: 2:22:54, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.6844, top5_acc: 0.8781, loss_cls: 1.2152, loss: 1.2152, grad_norm: 16.2324 2021-08-17 12:03:21,382 - mmaction - INFO - Epoch [43][1680/2640] lr: 1.000e-04, eta: 2:22:46, time: 0.411, data_time: 0.002, memory: 5736, top1_acc: 0.6867, top5_acc: 0.8898, loss_cls: 1.1734, loss: 1.1734, grad_norm: 16.6848 2021-08-17 12:03:29,582 - mmaction - INFO - Epoch [43][1700/2640] lr: 1.000e-04, eta: 2:22:37, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.6922, top5_acc: 0.8820, loss_cls: 1.1766, loss: 1.1766, grad_norm: 16.8466 2021-08-17 12:03:37,831 - mmaction - INFO - Epoch [43][1720/2640] lr: 1.000e-04, eta: 2:22:28, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.6844, top5_acc: 0.8594, loss_cls: 1.2692, loss: 1.2692, grad_norm: 16.5173 2021-08-17 12:03:46,147 - mmaction - INFO - Epoch [43][1740/2640] lr: 1.000e-04, eta: 2:22:19, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.6727, top5_acc: 0.8773, loss_cls: 1.2469, loss: 1.2469, grad_norm: 16.2168 2021-08-17 12:03:54,508 - mmaction - INFO - Epoch [43][1760/2640] lr: 1.000e-04, eta: 2:22:10, time: 0.417, data_time: 0.001, memory: 5736, top1_acc: 0.6789, top5_acc: 0.8641, loss_cls: 1.2434, loss: 1.2434, grad_norm: 16.3186 2021-08-17 12:04:02,884 - mmaction - INFO - Epoch [43][1780/2640] lr: 1.000e-04, eta: 2:22:01, time: 0.419, data_time: 0.002, memory: 5736, top1_acc: 0.6805, top5_acc: 0.8766, loss_cls: 1.2353, loss: 1.2353, grad_norm: 16.6920 2021-08-17 12:04:11,166 - mmaction - INFO - Epoch [43][1800/2640] lr: 1.000e-04, eta: 2:21:52, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6680, top5_acc: 0.8664, loss_cls: 1.2703, loss: 1.2703, grad_norm: 16.8939 2021-08-17 12:04:19,397 - mmaction - INFO - Epoch [43][1820/2640] lr: 1.000e-04, eta: 2:21:43, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6891, top5_acc: 0.8812, loss_cls: 1.1669, loss: 1.1669, grad_norm: 15.9961 2021-08-17 12:04:27,612 - mmaction - INFO - Epoch [43][1840/2640] lr: 1.000e-04, eta: 2:21:34, time: 0.411, data_time: 0.002, memory: 5736, top1_acc: 0.6477, top5_acc: 0.8688, loss_cls: 1.2598, loss: 1.2598, grad_norm: 16.7442 2021-08-17 12:04:35,844 - mmaction - INFO - Epoch [43][1860/2640] lr: 1.000e-04, eta: 2:21:25, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.6664, top5_acc: 0.8773, loss_cls: 1.2176, loss: 1.2176, grad_norm: 16.8262 2021-08-17 12:04:44,102 - mmaction - INFO - Epoch [43][1880/2640] lr: 1.000e-04, eta: 2:21:16, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6797, top5_acc: 0.8844, loss_cls: 1.1852, loss: 1.1852, grad_norm: 16.0708 2021-08-17 12:04:52,339 - mmaction - INFO - Epoch [43][1900/2640] lr: 1.000e-04, eta: 2:21:08, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.6828, top5_acc: 0.8727, loss_cls: 1.2053, loss: 1.2053, grad_norm: 16.1377 2021-08-17 12:05:00,624 - mmaction - INFO - Epoch [43][1920/2640] lr: 1.000e-04, eta: 2:20:59, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6789, top5_acc: 0.8742, loss_cls: 1.1916, loss: 1.1916, grad_norm: 16.5170 2021-08-17 12:05:08,830 - mmaction - INFO - Epoch [43][1940/2640] lr: 1.000e-04, eta: 2:20:50, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.6664, top5_acc: 0.8828, loss_cls: 1.2394, loss: 1.2394, grad_norm: 17.3868 2021-08-17 12:05:17,093 - mmaction - INFO - Epoch [43][1960/2640] lr: 1.000e-04, eta: 2:20:41, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6844, top5_acc: 0.8812, loss_cls: 1.1967, loss: 1.1967, grad_norm: 16.3653 2021-08-17 12:05:25,325 - mmaction - INFO - Epoch [43][1980/2640] lr: 1.000e-04, eta: 2:20:32, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6906, top5_acc: 0.8773, loss_cls: 1.1780, loss: 1.1780, grad_norm: 16.5345 2021-08-17 12:05:33,591 - mmaction - INFO - Epoch [43][2000/2640] lr: 1.000e-04, eta: 2:20:23, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.7047, top5_acc: 0.8922, loss_cls: 1.1153, loss: 1.1153, grad_norm: 15.8336 2021-08-17 12:05:41,813 - mmaction - INFO - Epoch [43][2020/2640] lr: 1.000e-04, eta: 2:20:14, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6875, top5_acc: 0.8969, loss_cls: 1.1395, loss: 1.1395, grad_norm: 16.3128 2021-08-17 12:05:50,079 - mmaction - INFO - Epoch [43][2040/2640] lr: 1.000e-04, eta: 2:20:05, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6711, top5_acc: 0.8758, loss_cls: 1.2099, loss: 1.2099, grad_norm: 17.5158 2021-08-17 12:05:58,433 - mmaction - INFO - Epoch [43][2060/2640] lr: 1.000e-04, eta: 2:19:56, time: 0.418, data_time: 0.001, memory: 5736, top1_acc: 0.6773, top5_acc: 0.8766, loss_cls: 1.2636, loss: 1.2636, grad_norm: 16.7690 2021-08-17 12:06:06,718 - mmaction - INFO - Epoch [43][2080/2640] lr: 1.000e-04, eta: 2:19:47, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.6711, top5_acc: 0.8695, loss_cls: 1.2167, loss: 1.2167, grad_norm: 16.5042 2021-08-17 12:06:14,936 - mmaction - INFO - Epoch [43][2100/2640] lr: 1.000e-04, eta: 2:19:39, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6711, top5_acc: 0.8695, loss_cls: 1.2473, loss: 1.2473, grad_norm: 16.5752 2021-08-17 12:06:23,222 - mmaction - INFO - Epoch [43][2120/2640] lr: 1.000e-04, eta: 2:19:30, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6711, top5_acc: 0.8852, loss_cls: 1.2185, loss: 1.2185, grad_norm: 16.9869 2021-08-17 12:06:31,463 - mmaction - INFO - Epoch [43][2140/2640] lr: 1.000e-04, eta: 2:19:21, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6758, top5_acc: 0.8859, loss_cls: 1.1753, loss: 1.1753, grad_norm: 16.7947 2021-08-17 12:06:39,672 - mmaction - INFO - Epoch [43][2160/2640] lr: 1.000e-04, eta: 2:19:12, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.6648, top5_acc: 0.8664, loss_cls: 1.3199, loss: 1.3199, grad_norm: 17.2259 2021-08-17 12:06:47,894 - mmaction - INFO - Epoch [43][2180/2640] lr: 1.000e-04, eta: 2:19:03, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.6703, top5_acc: 0.8750, loss_cls: 1.2373, loss: 1.2373, grad_norm: 16.6228 2021-08-17 12:06:56,143 - mmaction - INFO - Epoch [43][2200/2640] lr: 1.000e-04, eta: 2:18:54, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6664, top5_acc: 0.8633, loss_cls: 1.2819, loss: 1.2819, grad_norm: 16.8331 2021-08-17 12:07:04,357 - mmaction - INFO - Epoch [43][2220/2640] lr: 1.000e-04, eta: 2:18:45, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.6813, top5_acc: 0.8844, loss_cls: 1.1963, loss: 1.1963, grad_norm: 16.3025 2021-08-17 12:07:12,627 - mmaction - INFO - Epoch [43][2240/2640] lr: 1.000e-04, eta: 2:18:36, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6586, top5_acc: 0.8805, loss_cls: 1.2284, loss: 1.2284, grad_norm: 16.9354 2021-08-17 12:07:20,830 - mmaction - INFO - Epoch [43][2260/2640] lr: 1.000e-04, eta: 2:18:27, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6781, top5_acc: 0.8750, loss_cls: 1.2390, loss: 1.2390, grad_norm: 16.6117 2021-08-17 12:07:29,076 - mmaction - INFO - Epoch [43][2280/2640] lr: 1.000e-04, eta: 2:18:18, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.6836, top5_acc: 0.8859, loss_cls: 1.1675, loss: 1.1675, grad_norm: 16.2554 2021-08-17 12:07:37,368 - mmaction - INFO - Epoch [43][2300/2640] lr: 1.000e-04, eta: 2:18:09, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.6852, top5_acc: 0.8797, loss_cls: 1.1862, loss: 1.1862, grad_norm: 16.8538 2021-08-17 12:07:45,558 - mmaction - INFO - Epoch [43][2320/2640] lr: 1.000e-04, eta: 2:18:01, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.6789, top5_acc: 0.8711, loss_cls: 1.2386, loss: 1.2386, grad_norm: 17.2439 2021-08-17 12:07:53,899 - mmaction - INFO - Epoch [43][2340/2640] lr: 1.000e-04, eta: 2:17:52, time: 0.418, data_time: 0.001, memory: 5736, top1_acc: 0.6836, top5_acc: 0.8867, loss_cls: 1.1825, loss: 1.1825, grad_norm: 16.5773 2021-08-17 12:08:02,174 - mmaction - INFO - Epoch [43][2360/2640] lr: 1.000e-04, eta: 2:17:43, time: 0.414, data_time: 0.000, memory: 5736, top1_acc: 0.6734, top5_acc: 0.8812, loss_cls: 1.2264, loss: 1.2264, grad_norm: 16.7280 2021-08-17 12:08:10,403 - mmaction - INFO - Epoch [43][2380/2640] lr: 1.000e-04, eta: 2:17:34, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.6773, top5_acc: 0.8727, loss_cls: 1.2292, loss: 1.2292, grad_norm: 17.0711 2021-08-17 12:08:18,642 - mmaction - INFO - Epoch [43][2400/2640] lr: 1.000e-04, eta: 2:17:25, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.6336, top5_acc: 0.8648, loss_cls: 1.3613, loss: 1.3613, grad_norm: 17.3078 2021-08-17 12:08:26,824 - mmaction - INFO - Epoch [43][2420/2640] lr: 1.000e-04, eta: 2:17:16, time: 0.409, data_time: 0.001, memory: 5736, top1_acc: 0.6680, top5_acc: 0.8656, loss_cls: 1.2863, loss: 1.2863, grad_norm: 16.8092 2021-08-17 12:08:35,052 - mmaction - INFO - Epoch [43][2440/2640] lr: 1.000e-04, eta: 2:17:07, time: 0.411, data_time: 0.002, memory: 5736, top1_acc: 0.6750, top5_acc: 0.8719, loss_cls: 1.2285, loss: 1.2285, grad_norm: 16.0433 2021-08-17 12:08:43,320 - mmaction - INFO - Epoch [43][2460/2640] lr: 1.000e-04, eta: 2:16:58, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6961, top5_acc: 0.8766, loss_cls: 1.1736, loss: 1.1736, grad_norm: 15.7699 2021-08-17 12:08:51,569 - mmaction - INFO - Epoch [43][2480/2640] lr: 1.000e-04, eta: 2:16:49, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6586, top5_acc: 0.8648, loss_cls: 1.2883, loss: 1.2883, grad_norm: 16.4911 2021-08-17 12:08:59,800 - mmaction - INFO - Epoch [43][2500/2640] lr: 1.000e-04, eta: 2:16:40, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.6656, top5_acc: 0.8711, loss_cls: 1.2828, loss: 1.2828, grad_norm: 16.1769 2021-08-17 12:09:08,091 - mmaction - INFO - Epoch [43][2520/2640] lr: 1.000e-04, eta: 2:16:32, time: 0.414, data_time: 0.000, memory: 5736, top1_acc: 0.6633, top5_acc: 0.8633, loss_cls: 1.3015, loss: 1.3015, grad_norm: 16.4615 2021-08-17 12:09:16,304 - mmaction - INFO - Epoch [43][2540/2640] lr: 1.000e-04, eta: 2:16:23, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6891, top5_acc: 0.8844, loss_cls: 1.1682, loss: 1.1682, grad_norm: 15.8227 2021-08-17 12:09:24,645 - mmaction - INFO - Epoch [43][2560/2640] lr: 1.000e-04, eta: 2:16:14, time: 0.417, data_time: 0.002, memory: 5736, top1_acc: 0.6828, top5_acc: 0.8805, loss_cls: 1.2087, loss: 1.2087, grad_norm: 17.1532 2021-08-17 12:09:32,861 - mmaction - INFO - Epoch [43][2580/2640] lr: 1.000e-04, eta: 2:16:05, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6602, top5_acc: 0.8898, loss_cls: 1.2306, loss: 1.2306, grad_norm: 17.1894 2021-08-17 12:09:41,093 - mmaction - INFO - Epoch [43][2600/2640] lr: 1.000e-04, eta: 2:15:56, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.6922, top5_acc: 0.8703, loss_cls: 1.2484, loss: 1.2484, grad_norm: 15.8104 2021-08-17 12:09:49,348 - mmaction - INFO - Epoch [43][2620/2640] lr: 1.000e-04, eta: 2:15:47, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.6516, top5_acc: 0.8820, loss_cls: 1.2864, loss: 1.2864, grad_norm: 16.7021 2021-08-17 12:09:57,374 - mmaction - INFO - Epoch [43][2640/2640] lr: 1.000e-04, eta: 2:15:38, time: 0.401, data_time: 0.002, memory: 5736, top1_acc: 0.6863, top5_acc: 0.8637, loss_cls: 1.2137, loss: 1.2137, grad_norm: 15.8620 2021-08-17 12:10:15,203 - mmaction - INFO - Saving checkpoint at 43 epochs 2021-08-17 12:10:15,741 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-08-17 12:12:33,952 - mmaction - INFO - Epoch [44][20/2640] lr: 1.000e-04, eta: 2:15:50, time: 6.909, data_time: 6.360, memory: 5736, top1_acc: 0.6977, top5_acc: 0.8977, loss_cls: 1.1043, loss: 1.1043, grad_norm: 16.2205 2021-08-17 12:12:42,303 - mmaction - INFO - Epoch [44][40/2640] lr: 1.000e-04, eta: 2:15:41, time: 0.419, data_time: 0.005, memory: 5736, top1_acc: 0.6789, top5_acc: 0.8680, loss_cls: 1.2077, loss: 1.2077, grad_norm: 16.6134 2021-08-17 12:12:50,472 - mmaction - INFO - Epoch [44][60/2640] lr: 1.000e-04, eta: 2:15:32, time: 0.409, data_time: 0.001, memory: 5736, top1_acc: 0.6555, top5_acc: 0.8602, loss_cls: 1.3606, loss: 1.3606, grad_norm: 17.1118 2021-08-17 12:12:58,738 - mmaction - INFO - Epoch [44][80/2640] lr: 1.000e-04, eta: 2:15:24, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6742, top5_acc: 0.8812, loss_cls: 1.1870, loss: 1.1870, grad_norm: 16.0451 2021-08-17 12:13:06,995 - mmaction - INFO - Epoch [44][100/2640] lr: 1.000e-04, eta: 2:15:15, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.6820, top5_acc: 0.8680, loss_cls: 1.2382, loss: 1.2382, grad_norm: 16.2242 2021-08-17 12:13:15,208 - mmaction - INFO - Epoch [44][120/2640] lr: 1.000e-04, eta: 2:15:06, time: 0.411, data_time: 0.002, memory: 5736, top1_acc: 0.7016, top5_acc: 0.8867, loss_cls: 1.1414, loss: 1.1414, grad_norm: 15.8800 2021-08-17 12:13:23,435 - mmaction - INFO - Epoch [44][140/2640] lr: 1.000e-04, eta: 2:14:57, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6813, top5_acc: 0.8961, loss_cls: 1.1744, loss: 1.1744, grad_norm: 16.7402 2021-08-17 12:13:31,713 - mmaction - INFO - Epoch [44][160/2640] lr: 1.000e-04, eta: 2:14:48, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.6781, top5_acc: 0.8734, loss_cls: 1.1952, loss: 1.1952, grad_norm: 16.3175 2021-08-17 12:13:39,941 - mmaction - INFO - Epoch [44][180/2640] lr: 1.000e-04, eta: 2:14:39, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.6719, top5_acc: 0.8906, loss_cls: 1.1725, loss: 1.1725, grad_norm: 16.3824 2021-08-17 12:13:48,196 - mmaction - INFO - Epoch [44][200/2640] lr: 1.000e-04, eta: 2:14:30, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6727, top5_acc: 0.8609, loss_cls: 1.2453, loss: 1.2453, grad_norm: 16.9331 2021-08-17 12:13:56,402 - mmaction - INFO - Epoch [44][220/2640] lr: 1.000e-04, eta: 2:14:21, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.7000, top5_acc: 0.8953, loss_cls: 1.0921, loss: 1.0921, grad_norm: 15.7742 2021-08-17 12:14:04,651 - mmaction - INFO - Epoch [44][240/2640] lr: 1.000e-04, eta: 2:14:12, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.7000, top5_acc: 0.8945, loss_cls: 1.1400, loss: 1.1400, grad_norm: 16.2482 2021-08-17 12:14:12,865 - mmaction - INFO - Epoch [44][260/2640] lr: 1.000e-04, eta: 2:14:03, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.6828, top5_acc: 0.8812, loss_cls: 1.1763, loss: 1.1763, grad_norm: 16.8706 2021-08-17 12:14:21,110 - mmaction - INFO - Epoch [44][280/2640] lr: 1.000e-04, eta: 2:13:54, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.6781, top5_acc: 0.8898, loss_cls: 1.1439, loss: 1.1439, grad_norm: 17.0540 2021-08-17 12:14:29,343 - mmaction - INFO - Epoch [44][300/2640] lr: 1.000e-04, eta: 2:13:45, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6953, top5_acc: 0.8898, loss_cls: 1.1635, loss: 1.1635, grad_norm: 17.4925 2021-08-17 12:14:37,605 - mmaction - INFO - Epoch [44][320/2640] lr: 1.000e-04, eta: 2:13:36, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.6781, top5_acc: 0.8711, loss_cls: 1.2415, loss: 1.2415, grad_norm: 16.9154 2021-08-17 12:14:45,806 - mmaction - INFO - Epoch [44][340/2640] lr: 1.000e-04, eta: 2:13:28, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.6914, top5_acc: 0.8867, loss_cls: 1.1704, loss: 1.1704, grad_norm: 16.3868 2021-08-17 12:14:54,092 - mmaction - INFO - Epoch [44][360/2640] lr: 1.000e-04, eta: 2:13:19, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.6687, top5_acc: 0.8859, loss_cls: 1.1943, loss: 1.1943, grad_norm: 16.9091 2021-08-17 12:15:02,352 - mmaction - INFO - Epoch [44][380/2640] lr: 1.000e-04, eta: 2:13:10, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.6711, top5_acc: 0.8789, loss_cls: 1.1940, loss: 1.1940, grad_norm: 16.4627 2021-08-17 12:15:10,576 - mmaction - INFO - Epoch [44][400/2640] lr: 1.000e-04, eta: 2:13:01, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6625, top5_acc: 0.8648, loss_cls: 1.2708, loss: 1.2708, grad_norm: 16.9820 2021-08-17 12:15:18,842 - mmaction - INFO - Epoch [44][420/2640] lr: 1.000e-04, eta: 2:12:52, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.6656, top5_acc: 0.8805, loss_cls: 1.1976, loss: 1.1976, grad_norm: 16.8669 2021-08-17 12:15:27,124 - mmaction - INFO - Epoch [44][440/2640] lr: 1.000e-04, eta: 2:12:43, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.6633, top5_acc: 0.8617, loss_cls: 1.3070, loss: 1.3070, grad_norm: 16.8154 2021-08-17 12:15:35,338 - mmaction - INFO - Epoch [44][460/2640] lr: 1.000e-04, eta: 2:12:34, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.6930, top5_acc: 0.8789, loss_cls: 1.2038, loss: 1.2038, grad_norm: 16.2168 2021-08-17 12:15:43,589 - mmaction - INFO - Epoch [44][480/2640] lr: 1.000e-04, eta: 2:12:25, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6641, top5_acc: 0.8727, loss_cls: 1.2402, loss: 1.2402, grad_norm: 16.0565 2021-08-17 12:15:51,979 - mmaction - INFO - Epoch [44][500/2640] lr: 1.000e-04, eta: 2:12:16, time: 0.420, data_time: 0.000, memory: 5736, top1_acc: 0.6844, top5_acc: 0.8836, loss_cls: 1.2119, loss: 1.2119, grad_norm: 16.4525 2021-08-17 12:16:00,209 - mmaction - INFO - Epoch [44][520/2640] lr: 1.000e-04, eta: 2:12:07, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.6930, top5_acc: 0.8820, loss_cls: 1.1509, loss: 1.1509, grad_norm: 16.4762 2021-08-17 12:16:08,572 - mmaction - INFO - Epoch [44][540/2640] lr: 1.000e-04, eta: 2:11:58, time: 0.419, data_time: 0.002, memory: 5736, top1_acc: 0.6734, top5_acc: 0.8812, loss_cls: 1.2146, loss: 1.2146, grad_norm: 16.7082 2021-08-17 12:16:16,787 - mmaction - INFO - Epoch [44][560/2640] lr: 1.000e-04, eta: 2:11:49, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.6750, top5_acc: 0.8875, loss_cls: 1.1758, loss: 1.1758, grad_norm: 16.4105 2021-08-17 12:16:25,018 - mmaction - INFO - Epoch [44][580/2640] lr: 1.000e-04, eta: 2:11:41, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6758, top5_acc: 0.8695, loss_cls: 1.2307, loss: 1.2307, grad_norm: 16.6501 2021-08-17 12:16:33,345 - mmaction - INFO - Epoch [44][600/2640] lr: 1.000e-04, eta: 2:11:32, time: 0.416, data_time: 0.000, memory: 5736, top1_acc: 0.6883, top5_acc: 0.8781, loss_cls: 1.2117, loss: 1.2117, grad_norm: 16.5713 2021-08-17 12:16:41,568 - mmaction - INFO - Epoch [44][620/2640] lr: 1.000e-04, eta: 2:11:23, time: 0.411, data_time: 0.002, memory: 5736, top1_acc: 0.6906, top5_acc: 0.8898, loss_cls: 1.1631, loss: 1.1631, grad_norm: 16.4930 2021-08-17 12:16:49,818 - mmaction - INFO - Epoch [44][640/2640] lr: 1.000e-04, eta: 2:11:14, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.6578, top5_acc: 0.8680, loss_cls: 1.2740, loss: 1.2740, grad_norm: 17.5836 2021-08-17 12:16:58,057 - mmaction - INFO - Epoch [44][660/2640] lr: 1.000e-04, eta: 2:11:05, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6625, top5_acc: 0.8742, loss_cls: 1.2316, loss: 1.2316, grad_norm: 16.8736 2021-08-17 12:17:06,337 - mmaction - INFO - Epoch [44][680/2640] lr: 1.000e-04, eta: 2:10:56, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.6953, top5_acc: 0.8734, loss_cls: 1.1461, loss: 1.1461, grad_norm: 16.4675 2021-08-17 12:17:14,619 - mmaction - INFO - Epoch [44][700/2640] lr: 1.000e-04, eta: 2:10:47, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.7039, top5_acc: 0.9070, loss_cls: 1.0815, loss: 1.0815, grad_norm: 16.3601 2021-08-17 12:17:22,890 - mmaction - INFO - Epoch [44][720/2640] lr: 1.000e-04, eta: 2:10:38, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.6656, top5_acc: 0.8797, loss_cls: 1.2430, loss: 1.2430, grad_norm: 17.4408 2021-08-17 12:17:31,184 - mmaction - INFO - Epoch [44][740/2640] lr: 1.000e-04, eta: 2:10:29, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.6586, top5_acc: 0.8766, loss_cls: 1.2457, loss: 1.2457, grad_norm: 17.2097 2021-08-17 12:17:39,425 - mmaction - INFO - Epoch [44][760/2640] lr: 1.000e-04, eta: 2:10:20, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6773, top5_acc: 0.8836, loss_cls: 1.2031, loss: 1.2031, grad_norm: 16.7445 2021-08-17 12:17:47,787 - mmaction - INFO - Epoch [44][780/2640] lr: 1.000e-04, eta: 2:10:11, time: 0.418, data_time: 0.001, memory: 5736, top1_acc: 0.6695, top5_acc: 0.8836, loss_cls: 1.2371, loss: 1.2371, grad_norm: 16.9287 2021-08-17 12:17:56,062 - mmaction - INFO - Epoch [44][800/2640] lr: 1.000e-04, eta: 2:10:02, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6758, top5_acc: 0.8828, loss_cls: 1.1929, loss: 1.1929, grad_norm: 16.3085 2021-08-17 12:18:04,313 - mmaction - INFO - Epoch [44][820/2640] lr: 1.000e-04, eta: 2:09:54, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6633, top5_acc: 0.8656, loss_cls: 1.2590, loss: 1.2590, grad_norm: 18.0228 2021-08-17 12:18:12,664 - mmaction - INFO - Epoch [44][840/2640] lr: 1.000e-04, eta: 2:09:45, time: 0.417, data_time: 0.001, memory: 5736, top1_acc: 0.6664, top5_acc: 0.8820, loss_cls: 1.2345, loss: 1.2345, grad_norm: 16.7745 2021-08-17 12:18:20,932 - mmaction - INFO - Epoch [44][860/2640] lr: 1.000e-04, eta: 2:09:36, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6883, top5_acc: 0.8930, loss_cls: 1.1574, loss: 1.1574, grad_norm: 16.7231 2021-08-17 12:18:29,135 - mmaction - INFO - Epoch [44][880/2640] lr: 1.000e-04, eta: 2:09:27, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.6789, top5_acc: 0.8672, loss_cls: 1.2402, loss: 1.2402, grad_norm: 17.0075 2021-08-17 12:18:37,392 - mmaction - INFO - Epoch [44][900/2640] lr: 1.000e-04, eta: 2:09:18, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6656, top5_acc: 0.8688, loss_cls: 1.2464, loss: 1.2464, grad_norm: 16.7820 2021-08-17 12:18:45,601 - mmaction - INFO - Epoch [44][920/2640] lr: 1.000e-04, eta: 2:09:09, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.6750, top5_acc: 0.8758, loss_cls: 1.2285, loss: 1.2285, grad_norm: 16.4296 2021-08-17 12:18:53,878 - mmaction - INFO - Epoch [44][940/2640] lr: 1.000e-04, eta: 2:09:00, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.6891, top5_acc: 0.8969, loss_cls: 1.1747, loss: 1.1747, grad_norm: 16.2386 2021-08-17 12:19:02,167 - mmaction - INFO - Epoch [44][960/2640] lr: 1.000e-04, eta: 2:08:51, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.6820, top5_acc: 0.8719, loss_cls: 1.1869, loss: 1.1869, grad_norm: 16.7437 2021-08-17 12:19:10,458 - mmaction - INFO - Epoch [44][980/2640] lr: 1.000e-04, eta: 2:08:42, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.6641, top5_acc: 0.8773, loss_cls: 1.2917, loss: 1.2917, grad_norm: 17.6567 2021-08-17 12:19:18,650 - mmaction - INFO - Epoch [44][1000/2640] lr: 1.000e-04, eta: 2:08:33, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.6914, top5_acc: 0.8875, loss_cls: 1.1578, loss: 1.1578, grad_norm: 16.5711 2021-08-17 12:19:27,044 - mmaction - INFO - Epoch [44][1020/2640] lr: 1.000e-04, eta: 2:08:24, time: 0.419, data_time: 0.001, memory: 5736, top1_acc: 0.6766, top5_acc: 0.8797, loss_cls: 1.2206, loss: 1.2206, grad_norm: 16.7923 2021-08-17 12:19:35,297 - mmaction - INFO - Epoch [44][1040/2640] lr: 1.000e-04, eta: 2:08:16, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6727, top5_acc: 0.8828, loss_cls: 1.1955, loss: 1.1955, grad_norm: 16.8987 2021-08-17 12:19:43,549 - mmaction - INFO - Epoch [44][1060/2640] lr: 1.000e-04, eta: 2:08:07, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6766, top5_acc: 0.8789, loss_cls: 1.2229, loss: 1.2229, grad_norm: 17.6329 2021-08-17 12:19:51,781 - mmaction - INFO - Epoch [44][1080/2640] lr: 1.000e-04, eta: 2:07:58, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.6875, top5_acc: 0.8766, loss_cls: 1.1972, loss: 1.1972, grad_norm: 16.9954 2021-08-17 12:20:00,075 - mmaction - INFO - Epoch [44][1100/2640] lr: 1.000e-04, eta: 2:07:49, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.6562, top5_acc: 0.8766, loss_cls: 1.2554, loss: 1.2554, grad_norm: 16.8843 2021-08-17 12:20:08,339 - mmaction - INFO - Epoch [44][1120/2640] lr: 1.000e-04, eta: 2:07:40, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.6695, top5_acc: 0.8719, loss_cls: 1.2454, loss: 1.2454, grad_norm: 16.7704 2021-08-17 12:20:16,612 - mmaction - INFO - Epoch [44][1140/2640] lr: 1.000e-04, eta: 2:07:31, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.6758, top5_acc: 0.8883, loss_cls: 1.2122, loss: 1.2122, grad_norm: 16.7427 2021-08-17 12:20:25,026 - mmaction - INFO - Epoch [44][1160/2640] lr: 1.000e-04, eta: 2:07:22, time: 0.421, data_time: 0.002, memory: 5736, top1_acc: 0.6891, top5_acc: 0.8711, loss_cls: 1.2349, loss: 1.2349, grad_norm: 16.9905 2021-08-17 12:20:33,366 - mmaction - INFO - Epoch [44][1180/2640] lr: 1.000e-04, eta: 2:07:13, time: 0.417, data_time: 0.001, memory: 5736, top1_acc: 0.6766, top5_acc: 0.8719, loss_cls: 1.2505, loss: 1.2505, grad_norm: 16.3291 2021-08-17 12:20:41,637 - mmaction - INFO - Epoch [44][1200/2640] lr: 1.000e-04, eta: 2:07:04, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6438, top5_acc: 0.8562, loss_cls: 1.3053, loss: 1.3053, grad_norm: 16.5978 2021-08-17 12:20:49,961 - mmaction - INFO - Epoch [44][1220/2640] lr: 1.000e-04, eta: 2:06:55, time: 0.416, data_time: 0.001, memory: 5736, top1_acc: 0.6813, top5_acc: 0.8812, loss_cls: 1.2030, loss: 1.2030, grad_norm: 16.6031 2021-08-17 12:20:58,173 - mmaction - INFO - Epoch [44][1240/2640] lr: 1.000e-04, eta: 2:06:46, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6828, top5_acc: 0.8641, loss_cls: 1.2276, loss: 1.2276, grad_norm: 17.1422 2021-08-17 12:21:06,460 - mmaction - INFO - Epoch [44][1260/2640] lr: 1.000e-04, eta: 2:06:38, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.6687, top5_acc: 0.8789, loss_cls: 1.2368, loss: 1.2368, grad_norm: 16.8134 2021-08-17 12:21:14,684 - mmaction - INFO - Epoch [44][1280/2640] lr: 1.000e-04, eta: 2:06:29, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.6727, top5_acc: 0.8695, loss_cls: 1.2361, loss: 1.2361, grad_norm: 16.5802 2021-08-17 12:21:22,905 - mmaction - INFO - Epoch [44][1300/2640] lr: 1.000e-04, eta: 2:06:20, time: 0.411, data_time: 0.002, memory: 5736, top1_acc: 0.6930, top5_acc: 0.8891, loss_cls: 1.1518, loss: 1.1518, grad_norm: 17.3696 2021-08-17 12:21:31,181 - mmaction - INFO - Epoch [44][1320/2640] lr: 1.000e-04, eta: 2:06:11, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6609, top5_acc: 0.8633, loss_cls: 1.3228, loss: 1.3228, grad_norm: 17.1714 2021-08-17 12:21:39,409 - mmaction - INFO - Epoch [44][1340/2640] lr: 1.000e-04, eta: 2:06:02, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6977, top5_acc: 0.8836, loss_cls: 1.1574, loss: 1.1574, grad_norm: 15.8689 2021-08-17 12:21:47,687 - mmaction - INFO - Epoch [44][1360/2640] lr: 1.000e-04, eta: 2:05:53, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.6656, top5_acc: 0.8727, loss_cls: 1.2491, loss: 1.2491, grad_norm: 16.7387 2021-08-17 12:21:55,949 - mmaction - INFO - Epoch [44][1380/2640] lr: 1.000e-04, eta: 2:05:44, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6672, top5_acc: 0.8727, loss_cls: 1.2458, loss: 1.2458, grad_norm: 17.0579 2021-08-17 12:22:04,206 - mmaction - INFO - Epoch [44][1400/2640] lr: 1.000e-04, eta: 2:05:35, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.6680, top5_acc: 0.8820, loss_cls: 1.2403, loss: 1.2403, grad_norm: 16.4711 2021-08-17 12:22:12,520 - mmaction - INFO - Epoch [44][1420/2640] lr: 1.000e-04, eta: 2:05:26, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.6719, top5_acc: 0.8961, loss_cls: 1.1954, loss: 1.1954, grad_norm: 16.6716 2021-08-17 12:22:20,782 - mmaction - INFO - Epoch [44][1440/2640] lr: 1.000e-04, eta: 2:05:17, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.6680, top5_acc: 0.8797, loss_cls: 1.2296, loss: 1.2296, grad_norm: 16.7279 2021-08-17 12:22:29,059 - mmaction - INFO - Epoch [44][1460/2640] lr: 1.000e-04, eta: 2:05:08, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6664, top5_acc: 0.8820, loss_cls: 1.2445, loss: 1.2445, grad_norm: 16.9092 2021-08-17 12:22:37,321 - mmaction - INFO - Epoch [44][1480/2640] lr: 1.000e-04, eta: 2:05:00, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6711, top5_acc: 0.8875, loss_cls: 1.2257, loss: 1.2257, grad_norm: 17.3710 2021-08-17 12:22:45,661 - mmaction - INFO - Epoch [44][1500/2640] lr: 1.000e-04, eta: 2:04:51, time: 0.417, data_time: 0.002, memory: 5736, top1_acc: 0.6516, top5_acc: 0.8703, loss_cls: 1.2832, loss: 1.2832, grad_norm: 16.8455 2021-08-17 12:22:53,881 - mmaction - INFO - Epoch [44][1520/2640] lr: 1.000e-04, eta: 2:04:42, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6891, top5_acc: 0.8719, loss_cls: 1.2073, loss: 1.2073, grad_norm: 15.8613 2021-08-17 12:23:02,163 - mmaction - INFO - Epoch [44][1540/2640] lr: 1.000e-04, eta: 2:04:33, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.6930, top5_acc: 0.8875, loss_cls: 1.1505, loss: 1.1505, grad_norm: 16.5524 2021-08-17 12:23:10,352 - mmaction - INFO - Epoch [44][1560/2640] lr: 1.000e-04, eta: 2:04:24, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.6852, top5_acc: 0.8781, loss_cls: 1.1969, loss: 1.1969, grad_norm: 16.6031 2021-08-17 12:23:18,618 - mmaction - INFO - Epoch [44][1580/2640] lr: 1.000e-04, eta: 2:04:15, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6875, top5_acc: 0.8812, loss_cls: 1.2211, loss: 1.2211, grad_norm: 16.3616 2021-08-17 12:23:26,893 - mmaction - INFO - Epoch [44][1600/2640] lr: 1.000e-04, eta: 2:04:06, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6828, top5_acc: 0.8750, loss_cls: 1.1854, loss: 1.1854, grad_norm: 16.5082 2021-08-17 12:23:35,201 - mmaction - INFO - Epoch [44][1620/2640] lr: 1.000e-04, eta: 2:03:57, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.6797, top5_acc: 0.8859, loss_cls: 1.2125, loss: 1.2125, grad_norm: 16.6211 2021-08-17 12:23:43,478 - mmaction - INFO - Epoch [44][1640/2640] lr: 1.000e-04, eta: 2:03:48, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.7141, top5_acc: 0.8945, loss_cls: 1.1382, loss: 1.1382, grad_norm: 16.1169 2021-08-17 12:23:51,760 - mmaction - INFO - Epoch [44][1660/2640] lr: 1.000e-04, eta: 2:03:39, time: 0.414, data_time: 0.000, memory: 5736, top1_acc: 0.6836, top5_acc: 0.8906, loss_cls: 1.2003, loss: 1.2003, grad_norm: 16.7843 2021-08-17 12:24:00,067 - mmaction - INFO - Epoch [44][1680/2640] lr: 1.000e-04, eta: 2:03:31, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.6969, top5_acc: 0.8898, loss_cls: 1.1277, loss: 1.1277, grad_norm: 16.4025 2021-08-17 12:24:08,409 - mmaction - INFO - Epoch [44][1700/2640] lr: 1.000e-04, eta: 2:03:22, time: 0.417, data_time: 0.001, memory: 5736, top1_acc: 0.6883, top5_acc: 0.8727, loss_cls: 1.1735, loss: 1.1735, grad_norm: 16.2622 2021-08-17 12:24:16,644 - mmaction - INFO - Epoch [44][1720/2640] lr: 1.000e-04, eta: 2:03:13, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6766, top5_acc: 0.8781, loss_cls: 1.2381, loss: 1.2381, grad_norm: 16.8737 2021-08-17 12:24:24,912 - mmaction - INFO - Epoch [44][1740/2640] lr: 1.000e-04, eta: 2:03:04, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6906, top5_acc: 0.8898, loss_cls: 1.1769, loss: 1.1769, grad_norm: 16.4367 2021-08-17 12:24:33,151 - mmaction - INFO - Epoch [44][1760/2640] lr: 1.000e-04, eta: 2:02:55, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.6836, top5_acc: 0.8797, loss_cls: 1.1810, loss: 1.1810, grad_norm: 16.3970 2021-08-17 12:24:41,396 - mmaction - INFO - Epoch [44][1780/2640] lr: 1.000e-04, eta: 2:02:46, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6805, top5_acc: 0.8789, loss_cls: 1.1990, loss: 1.1990, grad_norm: 16.9924 2021-08-17 12:24:49,654 - mmaction - INFO - Epoch [44][1800/2640] lr: 1.000e-04, eta: 2:02:37, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.6789, top5_acc: 0.8664, loss_cls: 1.2744, loss: 1.2744, grad_norm: 16.5754 2021-08-17 12:24:57,964 - mmaction - INFO - Epoch [44][1820/2640] lr: 1.000e-04, eta: 2:02:28, time: 0.416, data_time: 0.002, memory: 5736, top1_acc: 0.6852, top5_acc: 0.8711, loss_cls: 1.2066, loss: 1.2066, grad_norm: 16.6318 2021-08-17 12:25:06,288 - mmaction - INFO - Epoch [44][1840/2640] lr: 1.000e-04, eta: 2:02:19, time: 0.416, data_time: 0.000, memory: 5736, top1_acc: 0.6523, top5_acc: 0.8695, loss_cls: 1.2995, loss: 1.2995, grad_norm: 16.9669 2021-08-17 12:25:14,536 - mmaction - INFO - Epoch [44][1860/2640] lr: 1.000e-04, eta: 2:02:10, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.6813, top5_acc: 0.8812, loss_cls: 1.1711, loss: 1.1711, grad_norm: 16.4659 2021-08-17 12:25:22,840 - mmaction - INFO - Epoch [44][1880/2640] lr: 1.000e-04, eta: 2:02:02, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.6797, top5_acc: 0.8773, loss_cls: 1.1701, loss: 1.1701, grad_norm: 16.6293 2021-08-17 12:25:31,078 - mmaction - INFO - Epoch [44][1900/2640] lr: 1.000e-04, eta: 2:01:53, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6852, top5_acc: 0.8750, loss_cls: 1.1940, loss: 1.1940, grad_norm: 16.4037 2021-08-17 12:25:39,320 - mmaction - INFO - Epoch [44][1920/2640] lr: 1.000e-04, eta: 2:01:44, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.6648, top5_acc: 0.8766, loss_cls: 1.2409, loss: 1.2409, grad_norm: 17.0919 2021-08-17 12:25:47,639 - mmaction - INFO - Epoch [44][1940/2640] lr: 1.000e-04, eta: 2:01:35, time: 0.417, data_time: 0.002, memory: 5736, top1_acc: 0.6820, top5_acc: 0.8703, loss_cls: 1.2249, loss: 1.2249, grad_norm: 16.4396 2021-08-17 12:25:55,869 - mmaction - INFO - Epoch [44][1960/2640] lr: 1.000e-04, eta: 2:01:26, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.6578, top5_acc: 0.8711, loss_cls: 1.2539, loss: 1.2539, grad_norm: 17.1109 2021-08-17 12:26:04,106 - mmaction - INFO - Epoch [44][1980/2640] lr: 1.000e-04, eta: 2:01:17, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6648, top5_acc: 0.8742, loss_cls: 1.2957, loss: 1.2957, grad_norm: 17.2754 2021-08-17 12:26:12,358 - mmaction - INFO - Epoch [44][2000/2640] lr: 1.000e-04, eta: 2:01:08, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.7109, top5_acc: 0.9008, loss_cls: 1.1045, loss: 1.1045, grad_norm: 15.8551 2021-08-17 12:26:20,677 - mmaction - INFO - Epoch [44][2020/2640] lr: 1.000e-04, eta: 2:00:59, time: 0.416, data_time: 0.002, memory: 5736, top1_acc: 0.6977, top5_acc: 0.8961, loss_cls: 1.1533, loss: 1.1533, grad_norm: 16.7606 2021-08-17 12:26:28,920 - mmaction - INFO - Epoch [44][2040/2640] lr: 1.000e-04, eta: 2:00:50, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6461, top5_acc: 0.8547, loss_cls: 1.3434, loss: 1.3434, grad_norm: 18.2698 2021-08-17 12:26:37,179 - mmaction - INFO - Epoch [44][2060/2640] lr: 1.000e-04, eta: 2:00:41, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6562, top5_acc: 0.8719, loss_cls: 1.2669, loss: 1.2669, grad_norm: 17.7635 2021-08-17 12:26:45,467 - mmaction - INFO - Epoch [44][2080/2640] lr: 1.000e-04, eta: 2:00:33, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6859, top5_acc: 0.8688, loss_cls: 1.2186, loss: 1.2186, grad_norm: 16.6101 2021-08-17 12:26:53,689 - mmaction - INFO - Epoch [44][2100/2640] lr: 1.000e-04, eta: 2:00:24, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6672, top5_acc: 0.8648, loss_cls: 1.2662, loss: 1.2662, grad_norm: 16.0498 2021-08-17 12:27:01,912 - mmaction - INFO - Epoch [44][2120/2640] lr: 1.000e-04, eta: 2:00:15, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.6727, top5_acc: 0.8781, loss_cls: 1.2274, loss: 1.2274, grad_norm: 16.8676 2021-08-17 12:27:10,169 - mmaction - INFO - Epoch [44][2140/2640] lr: 1.000e-04, eta: 2:00:06, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6719, top5_acc: 0.8836, loss_cls: 1.2003, loss: 1.2003, grad_norm: 16.5350 2021-08-17 12:27:18,374 - mmaction - INFO - Epoch [44][2160/2640] lr: 1.000e-04, eta: 1:59:57, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.6758, top5_acc: 0.8609, loss_cls: 1.2668, loss: 1.2668, grad_norm: 17.0491 2021-08-17 12:27:26,599 - mmaction - INFO - Epoch [44][2180/2640] lr: 1.000e-04, eta: 1:59:48, time: 0.411, data_time: 0.002, memory: 5736, top1_acc: 0.6914, top5_acc: 0.8852, loss_cls: 1.1987, loss: 1.1987, grad_norm: 15.9727 2021-08-17 12:27:34,778 - mmaction - INFO - Epoch [44][2200/2640] lr: 1.000e-04, eta: 1:59:39, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.6813, top5_acc: 0.8812, loss_cls: 1.2036, loss: 1.2036, grad_norm: 16.5154 2021-08-17 12:27:43,119 - mmaction - INFO - Epoch [44][2220/2640] lr: 1.000e-04, eta: 1:59:30, time: 0.417, data_time: 0.002, memory: 5736, top1_acc: 0.6852, top5_acc: 0.8727, loss_cls: 1.2408, loss: 1.2408, grad_norm: 17.4252 2021-08-17 12:27:51,346 - mmaction - INFO - Epoch [44][2240/2640] lr: 1.000e-04, eta: 1:59:21, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.6664, top5_acc: 0.8664, loss_cls: 1.2781, loss: 1.2781, grad_norm: 16.8149 2021-08-17 12:27:59,592 - mmaction - INFO - Epoch [44][2260/2640] lr: 1.000e-04, eta: 1:59:12, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6937, top5_acc: 0.8883, loss_cls: 1.1730, loss: 1.1730, grad_norm: 16.6466 2021-08-17 12:28:07,802 - mmaction - INFO - Epoch [44][2280/2640] lr: 1.000e-04, eta: 1:59:03, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.6562, top5_acc: 0.8602, loss_cls: 1.2935, loss: 1.2935, grad_norm: 17.5920 2021-08-17 12:28:16,139 - mmaction - INFO - Epoch [44][2300/2640] lr: 1.000e-04, eta: 1:58:55, time: 0.416, data_time: 0.002, memory: 5736, top1_acc: 0.6781, top5_acc: 0.8773, loss_cls: 1.2164, loss: 1.2164, grad_norm: 16.5293 2021-08-17 12:28:24,408 - mmaction - INFO - Epoch [44][2320/2640] lr: 1.000e-04, eta: 1:58:46, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6781, top5_acc: 0.8820, loss_cls: 1.2272, loss: 1.2272, grad_norm: 16.7711 2021-08-17 12:28:32,649 - mmaction - INFO - Epoch [44][2340/2640] lr: 1.000e-04, eta: 1:58:37, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.6609, top5_acc: 0.8641, loss_cls: 1.2785, loss: 1.2785, grad_norm: 17.6140 2021-08-17 12:28:40,886 - mmaction - INFO - Epoch [44][2360/2640] lr: 1.000e-04, eta: 1:58:28, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6680, top5_acc: 0.8711, loss_cls: 1.2395, loss: 1.2395, grad_norm: 16.6325 2021-08-17 12:28:49,179 - mmaction - INFO - Epoch [44][2380/2640] lr: 1.000e-04, eta: 1:58:19, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6766, top5_acc: 0.8898, loss_cls: 1.2094, loss: 1.2094, grad_norm: 17.4624 2021-08-17 12:28:57,421 - mmaction - INFO - Epoch [44][2400/2640] lr: 1.000e-04, eta: 1:58:10, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6695, top5_acc: 0.8703, loss_cls: 1.2333, loss: 1.2333, grad_norm: 17.1913 2021-08-17 12:29:05,624 - mmaction - INFO - Epoch [44][2420/2640] lr: 1.000e-04, eta: 1:58:01, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.6984, top5_acc: 0.8945, loss_cls: 1.1358, loss: 1.1358, grad_norm: 16.3510 2021-08-17 12:29:13,894 - mmaction - INFO - Epoch [44][2440/2640] lr: 1.000e-04, eta: 1:57:52, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.6813, top5_acc: 0.8758, loss_cls: 1.1997, loss: 1.1997, grad_norm: 17.2075 2021-08-17 12:29:22,238 - mmaction - INFO - Epoch [44][2460/2640] lr: 1.000e-04, eta: 1:57:43, time: 0.417, data_time: 0.002, memory: 5736, top1_acc: 0.6672, top5_acc: 0.8891, loss_cls: 1.1909, loss: 1.1909, grad_norm: 17.4880 2021-08-17 12:29:30,527 - mmaction - INFO - Epoch [44][2480/2640] lr: 1.000e-04, eta: 1:57:35, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.6875, top5_acc: 0.8789, loss_cls: 1.1788, loss: 1.1788, grad_norm: 16.6735 2021-08-17 12:29:38,764 - mmaction - INFO - Epoch [44][2500/2640] lr: 1.000e-04, eta: 1:57:26, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6781, top5_acc: 0.8773, loss_cls: 1.1954, loss: 1.1954, grad_norm: 17.1107 2021-08-17 12:29:46,998 - mmaction - INFO - Epoch [44][2520/2640] lr: 1.000e-04, eta: 1:57:17, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.6883, top5_acc: 0.8852, loss_cls: 1.1770, loss: 1.1770, grad_norm: 16.1926 2021-08-17 12:29:55,311 - mmaction - INFO - Epoch [44][2540/2640] lr: 1.000e-04, eta: 1:57:08, time: 0.416, data_time: 0.002, memory: 5736, top1_acc: 0.7039, top5_acc: 0.8992, loss_cls: 1.0911, loss: 1.0911, grad_norm: 16.0778 2021-08-17 12:30:03,602 - mmaction - INFO - Epoch [44][2560/2640] lr: 1.000e-04, eta: 1:56:59, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.6813, top5_acc: 0.8844, loss_cls: 1.1815, loss: 1.1815, grad_norm: 16.6553 2021-08-17 12:30:11,795 - mmaction - INFO - Epoch [44][2580/2640] lr: 1.000e-04, eta: 1:56:50, time: 0.408, data_time: 0.000, memory: 5736, top1_acc: 0.6820, top5_acc: 0.8766, loss_cls: 1.1883, loss: 1.1883, grad_norm: 17.0714 2021-08-17 12:30:20,012 - mmaction - INFO - Epoch [44][2600/2640] lr: 1.000e-04, eta: 1:56:41, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.6687, top5_acc: 0.8680, loss_cls: 1.2452, loss: 1.2452, grad_norm: 16.7942 2021-08-17 12:30:28,234 - mmaction - INFO - Epoch [44][2620/2640] lr: 1.000e-04, eta: 1:56:32, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.6773, top5_acc: 0.8828, loss_cls: 1.2094, loss: 1.2094, grad_norm: 16.8694 2021-08-17 12:30:36,264 - mmaction - INFO - Epoch [44][2640/2640] lr: 1.000e-04, eta: 1:56:23, time: 0.401, data_time: 0.001, memory: 5736, top1_acc: 0.7056, top5_acc: 0.8895, loss_cls: 1.1366, loss: 1.1366, grad_norm: 16.5583 2021-08-17 12:30:38,181 - mmaction - INFO - Saving checkpoint at 44 epochs 2021-08-17 12:30:39,142 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-08-17 12:31:51,868 - mmaction - INFO - Epoch [45][20/2640] lr: 1.000e-04, eta: 1:56:23, time: 3.636, data_time: 3.214, memory: 5736, top1_acc: 0.6820, top5_acc: 0.8852, loss_cls: 1.2067, loss: 1.2067, grad_norm: 16.2197 2021-08-17 12:32:00,108 - mmaction - INFO - Epoch [45][40/2640] lr: 1.000e-04, eta: 1:56:14, time: 0.412, data_time: 0.004, memory: 5736, top1_acc: 0.6891, top5_acc: 0.8844, loss_cls: 1.1652, loss: 1.1652, grad_norm: 16.8688 2021-08-17 12:32:08,295 - mmaction - INFO - Epoch [45][60/2640] lr: 1.000e-04, eta: 1:56:05, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.6656, top5_acc: 0.8688, loss_cls: 1.2464, loss: 1.2464, grad_norm: 17.1385 2021-08-17 12:32:16,519 - mmaction - INFO - Epoch [45][80/2640] lr: 1.000e-04, eta: 1:55:56, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6773, top5_acc: 0.8750, loss_cls: 1.2450, loss: 1.2450, grad_norm: 17.3020 2021-08-17 12:32:24,711 - mmaction - INFO - Epoch [45][100/2640] lr: 1.000e-04, eta: 1:55:48, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.6961, top5_acc: 0.8938, loss_cls: 1.1728, loss: 1.1728, grad_norm: 16.4953 2021-08-17 12:32:32,923 - mmaction - INFO - Epoch [45][120/2640] lr: 1.000e-04, eta: 1:55:39, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6813, top5_acc: 0.8883, loss_cls: 1.1681, loss: 1.1681, grad_norm: 16.6975 2021-08-17 12:32:41,104 - mmaction - INFO - Epoch [45][140/2640] lr: 1.000e-04, eta: 1:55:30, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.7039, top5_acc: 0.8945, loss_cls: 1.1025, loss: 1.1025, grad_norm: 15.9761 2021-08-17 12:32:49,374 - mmaction - INFO - Epoch [45][160/2640] lr: 1.000e-04, eta: 1:55:21, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6742, top5_acc: 0.8859, loss_cls: 1.1927, loss: 1.1927, grad_norm: 17.5181 2021-08-17 12:32:57,658 - mmaction - INFO - Epoch [45][180/2640] lr: 1.000e-04, eta: 1:55:12, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6758, top5_acc: 0.8750, loss_cls: 1.2201, loss: 1.2201, grad_norm: 17.3777 2021-08-17 12:33:05,971 - mmaction - INFO - Epoch [45][200/2640] lr: 1.000e-04, eta: 1:55:03, time: 0.416, data_time: 0.002, memory: 5736, top1_acc: 0.6953, top5_acc: 0.8844, loss_cls: 1.1570, loss: 1.1570, grad_norm: 16.8386 2021-08-17 12:33:14,240 - mmaction - INFO - Epoch [45][220/2640] lr: 1.000e-04, eta: 1:54:54, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6836, top5_acc: 0.8812, loss_cls: 1.1958, loss: 1.1958, grad_norm: 16.1969 2021-08-17 12:33:22,426 - mmaction - INFO - Epoch [45][240/2640] lr: 1.000e-04, eta: 1:54:45, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.6930, top5_acc: 0.8922, loss_cls: 1.1582, loss: 1.1582, grad_norm: 16.6615 2021-08-17 12:33:30,657 - mmaction - INFO - Epoch [45][260/2640] lr: 1.000e-04, eta: 1:54:36, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6789, top5_acc: 0.8828, loss_cls: 1.1924, loss: 1.1924, grad_norm: 16.4721 2021-08-17 12:33:38,891 - mmaction - INFO - Epoch [45][280/2640] lr: 1.000e-04, eta: 1:54:27, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.6719, top5_acc: 0.8797, loss_cls: 1.2252, loss: 1.2252, grad_norm: 17.2222 2021-08-17 12:33:47,129 - mmaction - INFO - Epoch [45][300/2640] lr: 1.000e-04, eta: 1:54:18, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.6734, top5_acc: 0.8820, loss_cls: 1.1973, loss: 1.1973, grad_norm: 16.7498 2021-08-17 12:33:55,466 - mmaction - INFO - Epoch [45][320/2640] lr: 1.000e-04, eta: 1:54:10, time: 0.417, data_time: 0.001, memory: 5736, top1_acc: 0.6922, top5_acc: 0.8875, loss_cls: 1.1684, loss: 1.1684, grad_norm: 16.5670 2021-08-17 12:34:03,746 - mmaction - INFO - Epoch [45][340/2640] lr: 1.000e-04, eta: 1:54:01, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6891, top5_acc: 0.8922, loss_cls: 1.1629, loss: 1.1629, grad_norm: 16.7622 2021-08-17 12:34:11,963 - mmaction - INFO - Epoch [45][360/2640] lr: 1.000e-04, eta: 1:53:52, time: 0.410, data_time: 0.002, memory: 5736, top1_acc: 0.6961, top5_acc: 0.8891, loss_cls: 1.1988, loss: 1.1988, grad_norm: 16.6927 2021-08-17 12:34:20,173 - mmaction - INFO - Epoch [45][380/2640] lr: 1.000e-04, eta: 1:53:43, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6805, top5_acc: 0.8852, loss_cls: 1.1925, loss: 1.1925, grad_norm: 16.5055 2021-08-17 12:34:28,472 - mmaction - INFO - Epoch [45][400/2640] lr: 1.000e-04, eta: 1:53:34, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.6992, top5_acc: 0.8852, loss_cls: 1.1864, loss: 1.1864, grad_norm: 16.5750 2021-08-17 12:34:36,690 - mmaction - INFO - Epoch [45][420/2640] lr: 1.000e-04, eta: 1:53:25, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6586, top5_acc: 0.8734, loss_cls: 1.2124, loss: 1.2124, grad_norm: 17.0879 2021-08-17 12:34:44,931 - mmaction - INFO - Epoch [45][440/2640] lr: 1.000e-04, eta: 1:53:16, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.6984, top5_acc: 0.8938, loss_cls: 1.1221, loss: 1.1221, grad_norm: 16.6036 2021-08-17 12:34:53,125 - mmaction - INFO - Epoch [45][460/2640] lr: 1.000e-04, eta: 1:53:07, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.6969, top5_acc: 0.8953, loss_cls: 1.1391, loss: 1.1391, grad_norm: 17.6520 2021-08-17 12:35:01,404 - mmaction - INFO - Epoch [45][480/2640] lr: 1.000e-04, eta: 1:52:58, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.6773, top5_acc: 0.8820, loss_cls: 1.1992, loss: 1.1992, grad_norm: 16.7311 2021-08-17 12:35:09,592 - mmaction - INFO - Epoch [45][500/2640] lr: 1.000e-04, eta: 1:52:49, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.6656, top5_acc: 0.8820, loss_cls: 1.2116, loss: 1.2116, grad_norm: 17.5031 2021-08-17 12:35:17,846 - mmaction - INFO - Epoch [45][520/2640] lr: 1.000e-04, eta: 1:52:41, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6906, top5_acc: 0.8812, loss_cls: 1.1533, loss: 1.1533, grad_norm: 16.1131 2021-08-17 12:35:26,138 - mmaction - INFO - Epoch [45][540/2640] lr: 1.000e-04, eta: 1:52:32, time: 0.415, data_time: 0.000, memory: 5736, top1_acc: 0.6797, top5_acc: 0.8711, loss_cls: 1.2501, loss: 1.2501, grad_norm: 17.5970 2021-08-17 12:35:34,431 - mmaction - INFO - Epoch [45][560/2640] lr: 1.000e-04, eta: 1:52:23, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6766, top5_acc: 0.8859, loss_cls: 1.2097, loss: 1.2097, grad_norm: 17.1912 2021-08-17 12:35:42,660 - mmaction - INFO - Epoch [45][580/2640] lr: 1.000e-04, eta: 1:52:14, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6406, top5_acc: 0.8578, loss_cls: 1.3428, loss: 1.3428, grad_norm: 17.6766 2021-08-17 12:35:50,914 - mmaction - INFO - Epoch [45][600/2640] lr: 1.000e-04, eta: 1:52:05, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.6727, top5_acc: 0.8672, loss_cls: 1.2542, loss: 1.2542, grad_norm: 16.5566 2021-08-17 12:35:59,136 - mmaction - INFO - Epoch [45][620/2640] lr: 1.000e-04, eta: 1:51:56, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6531, top5_acc: 0.8688, loss_cls: 1.2504, loss: 1.2504, grad_norm: 16.6159 2021-08-17 12:36:07,398 - mmaction - INFO - Epoch [45][640/2640] lr: 1.000e-04, eta: 1:51:47, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6727, top5_acc: 0.8891, loss_cls: 1.2134, loss: 1.2134, grad_norm: 16.6992 2021-08-17 12:36:15,645 - mmaction - INFO - Epoch [45][660/2640] lr: 1.000e-04, eta: 1:51:38, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6914, top5_acc: 0.8828, loss_cls: 1.1761, loss: 1.1761, grad_norm: 16.5769 2021-08-17 12:36:23,912 - mmaction - INFO - Epoch [45][680/2640] lr: 1.000e-04, eta: 1:51:29, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6867, top5_acc: 0.8750, loss_cls: 1.1915, loss: 1.1915, grad_norm: 16.4188 2021-08-17 12:36:32,169 - mmaction - INFO - Epoch [45][700/2640] lr: 1.000e-04, eta: 1:51:20, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.6547, top5_acc: 0.8828, loss_cls: 1.2221, loss: 1.2221, grad_norm: 17.1084 2021-08-17 12:36:40,454 - mmaction - INFO - Epoch [45][720/2640] lr: 1.000e-04, eta: 1:51:12, time: 0.414, data_time: 0.000, memory: 5736, top1_acc: 0.7016, top5_acc: 0.8812, loss_cls: 1.1729, loss: 1.1729, grad_norm: 16.6005 2021-08-17 12:36:48,679 - mmaction - INFO - Epoch [45][740/2640] lr: 1.000e-04, eta: 1:51:03, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6984, top5_acc: 0.9086, loss_cls: 1.1202, loss: 1.1202, grad_norm: 16.5097 2021-08-17 12:36:56,986 - mmaction - INFO - Epoch [45][760/2640] lr: 1.000e-04, eta: 1:50:54, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.6852, top5_acc: 0.8875, loss_cls: 1.1846, loss: 1.1846, grad_norm: 16.7962 2021-08-17 12:37:05,254 - mmaction - INFO - Epoch [45][780/2640] lr: 1.000e-04, eta: 1:50:45, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.6852, top5_acc: 0.8797, loss_cls: 1.1971, loss: 1.1971, grad_norm: 16.3900 2021-08-17 12:37:13,497 - mmaction - INFO - Epoch [45][800/2640] lr: 1.000e-04, eta: 1:50:36, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.6969, top5_acc: 0.8914, loss_cls: 1.1375, loss: 1.1375, grad_norm: 16.4944 2021-08-17 12:37:21,721 - mmaction - INFO - Epoch [45][820/2640] lr: 1.000e-04, eta: 1:50:27, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.6813, top5_acc: 0.8789, loss_cls: 1.1961, loss: 1.1961, grad_norm: 16.6636 2021-08-17 12:37:29,997 - mmaction - INFO - Epoch [45][840/2640] lr: 1.000e-04, eta: 1:50:18, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6883, top5_acc: 0.8797, loss_cls: 1.1758, loss: 1.1758, grad_norm: 16.9835 2021-08-17 12:37:38,266 - mmaction - INFO - Epoch [45][860/2640] lr: 1.000e-04, eta: 1:50:09, time: 0.414, data_time: 0.000, memory: 5736, top1_acc: 0.6750, top5_acc: 0.8750, loss_cls: 1.2087, loss: 1.2087, grad_norm: 17.0806 2021-08-17 12:37:46,543 - mmaction - INFO - Epoch [45][880/2640] lr: 1.000e-04, eta: 1:50:00, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.6727, top5_acc: 0.8875, loss_cls: 1.1957, loss: 1.1957, grad_norm: 17.4836 2021-08-17 12:37:54,837 - mmaction - INFO - Epoch [45][900/2640] lr: 1.000e-04, eta: 1:49:51, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6766, top5_acc: 0.8695, loss_cls: 1.2004, loss: 1.2004, grad_norm: 16.5477 2021-08-17 12:38:03,035 - mmaction - INFO - Epoch [45][920/2640] lr: 1.000e-04, eta: 1:49:43, time: 0.410, data_time: 0.002, memory: 5736, top1_acc: 0.6586, top5_acc: 0.8664, loss_cls: 1.2609, loss: 1.2609, grad_norm: 16.8550 2021-08-17 12:38:11,327 - mmaction - INFO - Epoch [45][940/2640] lr: 1.000e-04, eta: 1:49:34, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.6727, top5_acc: 0.8750, loss_cls: 1.2285, loss: 1.2285, grad_norm: 17.1369 2021-08-17 12:38:19,561 - mmaction - INFO - Epoch [45][960/2640] lr: 1.000e-04, eta: 1:49:25, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.6703, top5_acc: 0.8812, loss_cls: 1.2203, loss: 1.2203, grad_norm: 16.8460 2021-08-17 12:38:27,898 - mmaction - INFO - Epoch [45][980/2640] lr: 1.000e-04, eta: 1:49:16, time: 0.417, data_time: 0.002, memory: 5736, top1_acc: 0.6797, top5_acc: 0.8859, loss_cls: 1.1852, loss: 1.1852, grad_norm: 16.7999 2021-08-17 12:38:36,163 - mmaction - INFO - Epoch [45][1000/2640] lr: 1.000e-04, eta: 1:49:07, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6664, top5_acc: 0.8711, loss_cls: 1.2463, loss: 1.2463, grad_norm: 16.9484 2021-08-17 12:38:44,348 - mmaction - INFO - Epoch [45][1020/2640] lr: 1.000e-04, eta: 1:48:58, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.7016, top5_acc: 0.8914, loss_cls: 1.1267, loss: 1.1267, grad_norm: 15.9400 2021-08-17 12:38:52,665 - mmaction - INFO - Epoch [45][1040/2640] lr: 1.000e-04, eta: 1:48:49, time: 0.416, data_time: 0.002, memory: 5736, top1_acc: 0.7000, top5_acc: 0.8727, loss_cls: 1.1684, loss: 1.1684, grad_norm: 16.5399 2021-08-17 12:39:00,859 - mmaction - INFO - Epoch [45][1060/2640] lr: 1.000e-04, eta: 1:48:40, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.6555, top5_acc: 0.8898, loss_cls: 1.2345, loss: 1.2345, grad_norm: 17.1421 2021-08-17 12:39:09,149 - mmaction - INFO - Epoch [45][1080/2640] lr: 1.000e-04, eta: 1:48:31, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.6781, top5_acc: 0.8789, loss_cls: 1.1879, loss: 1.1879, grad_norm: 16.6354 2021-08-17 12:39:17,357 - mmaction - INFO - Epoch [45][1100/2640] lr: 1.000e-04, eta: 1:48:23, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.6867, top5_acc: 0.8703, loss_cls: 1.2367, loss: 1.2367, grad_norm: 16.9667 2021-08-17 12:39:25,607 - mmaction - INFO - Epoch [45][1120/2640] lr: 1.000e-04, eta: 1:48:14, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6914, top5_acc: 0.8883, loss_cls: 1.1689, loss: 1.1689, grad_norm: 17.0232 2021-08-17 12:39:33,895 - mmaction - INFO - Epoch [45][1140/2640] lr: 1.000e-04, eta: 1:48:05, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6766, top5_acc: 0.8867, loss_cls: 1.2091, loss: 1.2091, grad_norm: 16.6159 2021-08-17 12:39:42,218 - mmaction - INFO - Epoch [45][1160/2640] lr: 1.000e-04, eta: 1:47:56, time: 0.416, data_time: 0.002, memory: 5736, top1_acc: 0.6914, top5_acc: 0.8828, loss_cls: 1.1038, loss: 1.1038, grad_norm: 16.5649 2021-08-17 12:39:50,464 - mmaction - INFO - Epoch [45][1180/2640] lr: 1.000e-04, eta: 1:47:47, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6945, top5_acc: 0.8812, loss_cls: 1.1981, loss: 1.1981, grad_norm: 17.3321 2021-08-17 12:39:58,753 - mmaction - INFO - Epoch [45][1200/2640] lr: 1.000e-04, eta: 1:47:38, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.6945, top5_acc: 0.8727, loss_cls: 1.2029, loss: 1.2029, grad_norm: 16.5031 2021-08-17 12:40:06,991 - mmaction - INFO - Epoch [45][1220/2640] lr: 1.000e-04, eta: 1:47:29, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.6797, top5_acc: 0.8828, loss_cls: 1.2146, loss: 1.2146, grad_norm: 16.6101 2021-08-17 12:40:15,237 - mmaction - INFO - Epoch [45][1240/2640] lr: 1.000e-04, eta: 1:47:20, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.6711, top5_acc: 0.8711, loss_cls: 1.2470, loss: 1.2470, grad_norm: 17.0397 2021-08-17 12:40:23,536 - mmaction - INFO - Epoch [45][1260/2640] lr: 1.000e-04, eta: 1:47:11, time: 0.416, data_time: 0.002, memory: 5736, top1_acc: 0.6820, top5_acc: 0.8781, loss_cls: 1.2274, loss: 1.2274, grad_norm: 17.2875 2021-08-17 12:40:31,886 - mmaction - INFO - Epoch [45][1280/2640] lr: 1.000e-04, eta: 1:47:02, time: 0.417, data_time: 0.000, memory: 5736, top1_acc: 0.6937, top5_acc: 0.8789, loss_cls: 1.1865, loss: 1.1865, grad_norm: 16.4280 2021-08-17 12:40:40,126 - mmaction - INFO - Epoch [45][1300/2640] lr: 1.000e-04, eta: 1:46:54, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6891, top5_acc: 0.8672, loss_cls: 1.2182, loss: 1.2182, grad_norm: 17.0107 2021-08-17 12:40:48,322 - mmaction - INFO - Epoch [45][1320/2640] lr: 1.000e-04, eta: 1:46:45, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.6672, top5_acc: 0.8758, loss_cls: 1.2572, loss: 1.2572, grad_norm: 17.1127 2021-08-17 12:40:56,565 - mmaction - INFO - Epoch [45][1340/2640] lr: 1.000e-04, eta: 1:46:36, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.6773, top5_acc: 0.8695, loss_cls: 1.2532, loss: 1.2532, grad_norm: 16.8643 2021-08-17 12:41:04,837 - mmaction - INFO - Epoch [45][1360/2640] lr: 1.000e-04, eta: 1:46:27, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6852, top5_acc: 0.8922, loss_cls: 1.1440, loss: 1.1440, grad_norm: 17.0050 2021-08-17 12:41:13,083 - mmaction - INFO - Epoch [45][1380/2640] lr: 1.000e-04, eta: 1:46:18, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6695, top5_acc: 0.8812, loss_cls: 1.2134, loss: 1.2134, grad_norm: 17.7111 2021-08-17 12:41:21,335 - mmaction - INFO - Epoch [45][1400/2640] lr: 1.000e-04, eta: 1:46:09, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6789, top5_acc: 0.8742, loss_cls: 1.2305, loss: 1.2305, grad_norm: 16.7324 2021-08-17 12:41:29,561 - mmaction - INFO - Epoch [45][1420/2640] lr: 1.000e-04, eta: 1:46:00, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6562, top5_acc: 0.8883, loss_cls: 1.2030, loss: 1.2030, grad_norm: 16.4171 2021-08-17 12:41:37,825 - mmaction - INFO - Epoch [45][1440/2640] lr: 1.000e-04, eta: 1:45:51, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6883, top5_acc: 0.8555, loss_cls: 1.2532, loss: 1.2532, grad_norm: 17.2342 2021-08-17 12:41:46,066 - mmaction - INFO - Epoch [45][1460/2640] lr: 1.000e-04, eta: 1:45:42, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6937, top5_acc: 0.8852, loss_cls: 1.1790, loss: 1.1790, grad_norm: 16.7503 2021-08-17 12:41:54,254 - mmaction - INFO - Epoch [45][1480/2640] lr: 1.000e-04, eta: 1:45:34, time: 0.408, data_time: 0.000, memory: 5736, top1_acc: 0.6852, top5_acc: 0.8844, loss_cls: 1.1294, loss: 1.1294, grad_norm: 16.3440 2021-08-17 12:42:02,619 - mmaction - INFO - Epoch [45][1500/2640] lr: 1.000e-04, eta: 1:45:25, time: 0.419, data_time: 0.002, memory: 5736, top1_acc: 0.6719, top5_acc: 0.8891, loss_cls: 1.2077, loss: 1.2077, grad_norm: 17.3965 2021-08-17 12:42:10,900 - mmaction - INFO - Epoch [45][1520/2640] lr: 1.000e-04, eta: 1:45:16, time: 0.414, data_time: 0.000, memory: 5736, top1_acc: 0.6969, top5_acc: 0.8945, loss_cls: 1.1508, loss: 1.1508, grad_norm: 17.1560 2021-08-17 12:42:19,141 - mmaction - INFO - Epoch [45][1540/2640] lr: 1.000e-04, eta: 1:45:07, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.6805, top5_acc: 0.8945, loss_cls: 1.1387, loss: 1.1387, grad_norm: 16.8684 2021-08-17 12:42:27,414 - mmaction - INFO - Epoch [45][1560/2640] lr: 1.000e-04, eta: 1:44:58, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.6758, top5_acc: 0.8711, loss_cls: 1.2023, loss: 1.2023, grad_norm: 16.8640 2021-08-17 12:42:35,661 - mmaction - INFO - Epoch [45][1580/2640] lr: 1.000e-04, eta: 1:44:49, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6562, top5_acc: 0.8734, loss_cls: 1.2969, loss: 1.2969, grad_norm: 17.5371 2021-08-17 12:42:44,004 - mmaction - INFO - Epoch [45][1600/2640] lr: 1.000e-04, eta: 1:44:40, time: 0.417, data_time: 0.002, memory: 5736, top1_acc: 0.6648, top5_acc: 0.8875, loss_cls: 1.2002, loss: 1.2002, grad_norm: 17.2737 2021-08-17 12:42:52,223 - mmaction - INFO - Epoch [45][1620/2640] lr: 1.000e-04, eta: 1:44:31, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6813, top5_acc: 0.8781, loss_cls: 1.2112, loss: 1.2112, grad_norm: 17.0827 2021-08-17 12:43:00,460 - mmaction - INFO - Epoch [45][1640/2640] lr: 1.000e-04, eta: 1:44:22, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.6531, top5_acc: 0.8648, loss_cls: 1.2965, loss: 1.2965, grad_norm: 17.5411 2021-08-17 12:43:08,619 - mmaction - INFO - Epoch [45][1660/2640] lr: 1.000e-04, eta: 1:44:14, time: 0.408, data_time: 0.000, memory: 5736, top1_acc: 0.6641, top5_acc: 0.8805, loss_cls: 1.2073, loss: 1.2073, grad_norm: 16.5132 2021-08-17 12:43:16,875 - mmaction - INFO - Epoch [45][1680/2640] lr: 1.000e-04, eta: 1:44:05, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6828, top5_acc: 0.8719, loss_cls: 1.2043, loss: 1.2043, grad_norm: 16.9252 2021-08-17 12:43:25,112 - mmaction - INFO - Epoch [45][1700/2640] lr: 1.000e-04, eta: 1:43:56, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6766, top5_acc: 0.8914, loss_cls: 1.1616, loss: 1.1616, grad_norm: 17.0384 2021-08-17 12:43:33,384 - mmaction - INFO - Epoch [45][1720/2640] lr: 1.000e-04, eta: 1:43:47, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6961, top5_acc: 0.8984, loss_cls: 1.1067, loss: 1.1067, grad_norm: 16.4808 2021-08-17 12:43:41,638 - mmaction - INFO - Epoch [45][1740/2640] lr: 1.000e-04, eta: 1:43:38, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6789, top5_acc: 0.8664, loss_cls: 1.2177, loss: 1.2177, grad_norm: 17.0353 2021-08-17 12:43:49,889 - mmaction - INFO - Epoch [45][1760/2640] lr: 1.000e-04, eta: 1:43:29, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6789, top5_acc: 0.8820, loss_cls: 1.2362, loss: 1.2362, grad_norm: 17.4956 2021-08-17 12:43:58,090 - mmaction - INFO - Epoch [45][1780/2640] lr: 1.000e-04, eta: 1:43:20, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.6797, top5_acc: 0.8789, loss_cls: 1.2403, loss: 1.2403, grad_norm: 16.8539 2021-08-17 12:44:06,391 - mmaction - INFO - Epoch [45][1800/2640] lr: 1.000e-04, eta: 1:43:11, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.6711, top5_acc: 0.8758, loss_cls: 1.2624, loss: 1.2624, grad_norm: 17.3346 2021-08-17 12:44:14,608 - mmaction - INFO - Epoch [45][1820/2640] lr: 1.000e-04, eta: 1:43:02, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.6680, top5_acc: 0.8820, loss_cls: 1.1692, loss: 1.1692, grad_norm: 16.6563 2021-08-17 12:44:22,836 - mmaction - INFO - Epoch [45][1840/2640] lr: 1.000e-04, eta: 1:42:54, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6766, top5_acc: 0.8734, loss_cls: 1.2497, loss: 1.2497, grad_norm: 16.8502 2021-08-17 12:44:31,096 - mmaction - INFO - Epoch [45][1860/2640] lr: 1.000e-04, eta: 1:42:45, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6906, top5_acc: 0.8680, loss_cls: 1.2038, loss: 1.2038, grad_norm: 16.5243 2021-08-17 12:44:39,509 - mmaction - INFO - Epoch [45][1880/2640] lr: 1.000e-04, eta: 1:42:36, time: 0.421, data_time: 0.002, memory: 5736, top1_acc: 0.6961, top5_acc: 0.8852, loss_cls: 1.1428, loss: 1.1428, grad_norm: 16.2608 2021-08-17 12:44:47,830 - mmaction - INFO - Epoch [45][1900/2640] lr: 1.000e-04, eta: 1:42:27, time: 0.417, data_time: 0.001, memory: 5736, top1_acc: 0.6727, top5_acc: 0.8727, loss_cls: 1.2531, loss: 1.2531, grad_norm: 17.0058 2021-08-17 12:44:56,116 - mmaction - INFO - Epoch [45][1920/2640] lr: 1.000e-04, eta: 1:42:18, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.6719, top5_acc: 0.8648, loss_cls: 1.2173, loss: 1.2173, grad_norm: 16.7396 2021-08-17 12:45:04,364 - mmaction - INFO - Epoch [45][1940/2640] lr: 1.000e-04, eta: 1:42:09, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6891, top5_acc: 0.8844, loss_cls: 1.1492, loss: 1.1492, grad_norm: 16.3389 2021-08-17 12:45:12,603 - mmaction - INFO - Epoch [45][1960/2640] lr: 1.000e-04, eta: 1:42:00, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.6625, top5_acc: 0.8758, loss_cls: 1.2496, loss: 1.2496, grad_norm: 17.2464 2021-08-17 12:45:20,965 - mmaction - INFO - Epoch [45][1980/2640] lr: 1.000e-04, eta: 1:41:51, time: 0.419, data_time: 0.002, memory: 5736, top1_acc: 0.6805, top5_acc: 0.8773, loss_cls: 1.2349, loss: 1.2349, grad_norm: 16.9107 2021-08-17 12:45:29,408 - mmaction - INFO - Epoch [45][2000/2640] lr: 1.000e-04, eta: 1:41:43, time: 0.422, data_time: 0.001, memory: 5736, top1_acc: 0.6719, top5_acc: 0.8766, loss_cls: 1.2445, loss: 1.2445, grad_norm: 17.3764 2021-08-17 12:45:37,699 - mmaction - INFO - Epoch [45][2020/2640] lr: 1.000e-04, eta: 1:41:34, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.6602, top5_acc: 0.8656, loss_cls: 1.3051, loss: 1.3051, grad_norm: 17.4792 2021-08-17 12:45:45,977 - mmaction - INFO - Epoch [45][2040/2640] lr: 1.000e-04, eta: 1:41:25, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.6781, top5_acc: 0.8961, loss_cls: 1.1254, loss: 1.1254, grad_norm: 16.6749 2021-08-17 12:45:54,189 - mmaction - INFO - Epoch [45][2060/2640] lr: 1.000e-04, eta: 1:41:16, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.6883, top5_acc: 0.8906, loss_cls: 1.1418, loss: 1.1418, grad_norm: 17.3109 2021-08-17 12:46:02,501 - mmaction - INFO - Epoch [45][2080/2640] lr: 1.000e-04, eta: 1:41:07, time: 0.416, data_time: 0.001, memory: 5736, top1_acc: 0.6766, top5_acc: 0.8695, loss_cls: 1.2491, loss: 1.2491, grad_norm: 18.1728 2021-08-17 12:46:10,727 - mmaction - INFO - Epoch [45][2100/2640] lr: 1.000e-04, eta: 1:40:58, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.6766, top5_acc: 0.8875, loss_cls: 1.2154, loss: 1.2154, grad_norm: 17.2748 2021-08-17 12:46:19,015 - mmaction - INFO - Epoch [45][2120/2640] lr: 1.000e-04, eta: 1:40:49, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6789, top5_acc: 0.8773, loss_cls: 1.2470, loss: 1.2470, grad_norm: 17.5324 2021-08-17 12:46:27,251 - mmaction - INFO - Epoch [45][2140/2640] lr: 1.000e-04, eta: 1:40:40, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6734, top5_acc: 0.8836, loss_cls: 1.2206, loss: 1.2206, grad_norm: 16.7502 2021-08-17 12:46:35,512 - mmaction - INFO - Epoch [45][2160/2640] lr: 1.000e-04, eta: 1:40:31, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6656, top5_acc: 0.8844, loss_cls: 1.2310, loss: 1.2310, grad_norm: 17.2767 2021-08-17 12:46:43,806 - mmaction - INFO - Epoch [45][2180/2640] lr: 1.000e-04, eta: 1:40:23, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.6898, top5_acc: 0.8719, loss_cls: 1.2283, loss: 1.2283, grad_norm: 16.7305 2021-08-17 12:46:52,034 - mmaction - INFO - Epoch [45][2200/2640] lr: 1.000e-04, eta: 1:40:14, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.6773, top5_acc: 0.8773, loss_cls: 1.2086, loss: 1.2086, grad_norm: 17.4061 2021-08-17 12:47:00,249 - mmaction - INFO - Epoch [45][2220/2640] lr: 1.000e-04, eta: 1:40:05, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.6609, top5_acc: 0.8750, loss_cls: 1.2740, loss: 1.2740, grad_norm: 17.8205 2021-08-17 12:47:08,473 - mmaction - INFO - Epoch [45][2240/2640] lr: 1.000e-04, eta: 1:39:56, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6813, top5_acc: 0.8742, loss_cls: 1.2362, loss: 1.2362, grad_norm: 16.7535 2021-08-17 12:47:16,712 - mmaction - INFO - Epoch [45][2260/2640] lr: 1.000e-04, eta: 1:39:47, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.6797, top5_acc: 0.8742, loss_cls: 1.2334, loss: 1.2334, grad_norm: 16.2174 2021-08-17 12:47:24,959 - mmaction - INFO - Epoch [45][2280/2640] lr: 1.000e-04, eta: 1:39:38, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.6984, top5_acc: 0.8836, loss_cls: 1.1450, loss: 1.1450, grad_norm: 16.5007 2021-08-17 12:47:33,290 - mmaction - INFO - Epoch [45][2300/2640] lr: 1.000e-04, eta: 1:39:29, time: 0.416, data_time: 0.001, memory: 5736, top1_acc: 0.6820, top5_acc: 0.8922, loss_cls: 1.1943, loss: 1.1943, grad_norm: 17.7914 2021-08-17 12:47:41,547 - mmaction - INFO - Epoch [45][2320/2640] lr: 1.000e-04, eta: 1:39:20, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6937, top5_acc: 0.8789, loss_cls: 1.1615, loss: 1.1615, grad_norm: 16.6789 2021-08-17 12:47:49,755 - mmaction - INFO - Epoch [45][2340/2640] lr: 1.000e-04, eta: 1:39:12, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.6937, top5_acc: 0.9023, loss_cls: 1.1174, loss: 1.1174, grad_norm: 16.6614 2021-08-17 12:47:58,047 - mmaction - INFO - Epoch [45][2360/2640] lr: 1.000e-04, eta: 1:39:03, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.6844, top5_acc: 0.8766, loss_cls: 1.2279, loss: 1.2279, grad_norm: 16.9671 2021-08-17 12:48:06,305 - mmaction - INFO - Epoch [45][2380/2640] lr: 1.000e-04, eta: 1:38:54, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.6828, top5_acc: 0.8914, loss_cls: 1.1565, loss: 1.1565, grad_norm: 16.8411 2021-08-17 12:48:14,560 - mmaction - INFO - Epoch [45][2400/2640] lr: 1.000e-04, eta: 1:38:45, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6633, top5_acc: 0.8750, loss_cls: 1.2395, loss: 1.2395, grad_norm: 17.3804 2021-08-17 12:48:22,832 - mmaction - INFO - Epoch [45][2420/2640] lr: 1.000e-04, eta: 1:38:36, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6984, top5_acc: 0.8812, loss_cls: 1.1808, loss: 1.1808, grad_norm: 17.2250 2021-08-17 12:48:31,096 - mmaction - INFO - Epoch [45][2440/2640] lr: 1.000e-04, eta: 1:38:27, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6789, top5_acc: 0.8719, loss_cls: 1.1844, loss: 1.1844, grad_norm: 16.5242 2021-08-17 12:48:39,363 - mmaction - INFO - Epoch [45][2460/2640] lr: 1.000e-04, eta: 1:38:18, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6813, top5_acc: 0.8867, loss_cls: 1.1586, loss: 1.1586, grad_norm: 16.8706 2021-08-17 12:48:47,603 - mmaction - INFO - Epoch [45][2480/2640] lr: 1.000e-04, eta: 1:38:09, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6836, top5_acc: 0.8789, loss_cls: 1.1802, loss: 1.1802, grad_norm: 16.9217 2021-08-17 12:48:55,869 - mmaction - INFO - Epoch [45][2500/2640] lr: 1.000e-04, eta: 1:38:00, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.6758, top5_acc: 0.8828, loss_cls: 1.1731, loss: 1.1731, grad_norm: 16.8930 2021-08-17 12:49:04,139 - mmaction - INFO - Epoch [45][2520/2640] lr: 1.000e-04, eta: 1:37:52, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.6859, top5_acc: 0.8930, loss_cls: 1.1727, loss: 1.1727, grad_norm: 17.5272 2021-08-17 12:49:12,335 - mmaction - INFO - Epoch [45][2540/2640] lr: 1.000e-04, eta: 1:37:43, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.6734, top5_acc: 0.8922, loss_cls: 1.1945, loss: 1.1945, grad_norm: 17.0401 2021-08-17 12:49:20,591 - mmaction - INFO - Epoch [45][2560/2640] lr: 1.000e-04, eta: 1:37:34, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6633, top5_acc: 0.8719, loss_cls: 1.2784, loss: 1.2784, grad_norm: 16.9288 2021-08-17 12:49:28,792 - mmaction - INFO - Epoch [45][2580/2640] lr: 1.000e-04, eta: 1:37:25, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.6992, top5_acc: 0.8812, loss_cls: 1.1741, loss: 1.1741, grad_norm: 16.9791 2021-08-17 12:49:37,052 - mmaction - INFO - Epoch [45][2600/2640] lr: 1.000e-04, eta: 1:37:16, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6906, top5_acc: 0.8891, loss_cls: 1.1645, loss: 1.1645, grad_norm: 16.8909 2021-08-17 12:49:45,245 - mmaction - INFO - Epoch [45][2620/2640] lr: 1.000e-04, eta: 1:37:07, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.6727, top5_acc: 0.8742, loss_cls: 1.2276, loss: 1.2276, grad_norm: 17.4913 2021-08-17 12:49:53,222 - mmaction - INFO - Epoch [45][2640/2640] lr: 1.000e-04, eta: 1:36:58, time: 0.399, data_time: 0.002, memory: 5736, top1_acc: 0.6798, top5_acc: 0.8766, loss_cls: 1.1838, loss: 1.1838, grad_norm: 16.3616 2021-08-17 12:51:47,541 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-08-17 12:51:47,988 - mmaction - INFO - top1_acc 0.4790 top5_acc 0.7617 2021-08-17 12:51:47,988 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-08-17 12:51:48,032 - mmaction - INFO - mean_acc 0.4050 2021-08-17 12:51:48,902 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_45.pth. 2021-08-17 12:51:48,902 - mmaction - INFO - Best top1_acc is 0.4790 at 45 epoch. 2021-08-17 12:51:48,925 - mmaction - INFO - Saving checkpoint at 45 epochs 2021-08-17 12:51:49,283 - mmaction - INFO - Epoch(val) [45][194] top1_acc: 0.4790, top5_acc: 0.7617, mean_class_accuracy: 0.4050 2021-08-17 12:51:49,286 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-08-17 12:52:59,333 - mmaction - INFO - Epoch [46][20/2640] lr: 1.000e-05, eta: 1:36:56, time: 3.502, data_time: 3.076, memory: 5736, top1_acc: 0.6844, top5_acc: 0.8867, loss_cls: 1.1680, loss: 1.1680, grad_norm: 16.3665 2021-08-17 12:53:07,583 - mmaction - INFO - Epoch [46][40/2640] lr: 1.000e-05, eta: 1:36:47, time: 0.412, data_time: 0.003, memory: 5736, top1_acc: 0.6898, top5_acc: 0.8820, loss_cls: 1.1998, loss: 1.1998, grad_norm: 16.1775 2021-08-17 12:53:15,754 - mmaction - INFO - Epoch [46][60/2640] lr: 1.000e-05, eta: 1:36:38, time: 0.409, data_time: 0.001, memory: 5736, top1_acc: 0.6734, top5_acc: 0.8766, loss_cls: 1.2057, loss: 1.2057, grad_norm: 16.4449 2021-08-17 12:53:23,975 - mmaction - INFO - Epoch [46][80/2640] lr: 1.000e-05, eta: 1:36:30, time: 0.411, data_time: 0.002, memory: 5736, top1_acc: 0.6969, top5_acc: 0.8836, loss_cls: 1.1376, loss: 1.1376, grad_norm: 16.0175 2021-08-17 12:53:32,184 - mmaction - INFO - Epoch [46][100/2640] lr: 1.000e-05, eta: 1:36:21, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.6875, top5_acc: 0.8867, loss_cls: 1.1443, loss: 1.1443, grad_norm: 16.0656 2021-08-17 12:53:40,504 - mmaction - INFO - Epoch [46][120/2640] lr: 1.000e-05, eta: 1:36:12, time: 0.416, data_time: 0.001, memory: 5736, top1_acc: 0.6906, top5_acc: 0.8750, loss_cls: 1.1833, loss: 1.1833, grad_norm: 16.2045 2021-08-17 12:53:48,756 - mmaction - INFO - Epoch [46][140/2640] lr: 1.000e-05, eta: 1:36:03, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6797, top5_acc: 0.8758, loss_cls: 1.2095, loss: 1.2095, grad_norm: 16.3456 2021-08-17 12:53:56,999 - mmaction - INFO - Epoch [46][160/2640] lr: 1.000e-05, eta: 1:35:54, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.6883, top5_acc: 0.8953, loss_cls: 1.1141, loss: 1.1141, grad_norm: 16.6962 2021-08-17 12:54:05,161 - mmaction - INFO - Epoch [46][180/2640] lr: 1.000e-05, eta: 1:35:45, time: 0.408, data_time: 0.000, memory: 5736, top1_acc: 0.6859, top5_acc: 0.8875, loss_cls: 1.1837, loss: 1.1837, grad_norm: 16.6216 2021-08-17 12:54:13,442 - mmaction - INFO - Epoch [46][200/2640] lr: 1.000e-05, eta: 1:35:36, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6883, top5_acc: 0.8945, loss_cls: 1.1969, loss: 1.1969, grad_norm: 16.7394 2021-08-17 12:54:21,732 - mmaction - INFO - Epoch [46][220/2640] lr: 1.000e-05, eta: 1:35:27, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6813, top5_acc: 0.8805, loss_cls: 1.2221, loss: 1.2221, grad_norm: 16.6913 2021-08-17 12:54:29,955 - mmaction - INFO - Epoch [46][240/2640] lr: 1.000e-05, eta: 1:35:18, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.6844, top5_acc: 0.8875, loss_cls: 1.1746, loss: 1.1746, grad_norm: 16.4224 2021-08-17 12:54:38,201 - mmaction - INFO - Epoch [46][260/2640] lr: 1.000e-05, eta: 1:35:10, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.6852, top5_acc: 0.8805, loss_cls: 1.1898, loss: 1.1898, grad_norm: 16.5674 2021-08-17 12:54:46,505 - mmaction - INFO - Epoch [46][280/2640] lr: 1.000e-05, eta: 1:35:01, time: 0.416, data_time: 0.001, memory: 5736, top1_acc: 0.6961, top5_acc: 0.8859, loss_cls: 1.1281, loss: 1.1281, grad_norm: 16.0881 2021-08-17 12:54:54,767 - mmaction - INFO - Epoch [46][300/2640] lr: 1.000e-05, eta: 1:34:52, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6883, top5_acc: 0.8812, loss_cls: 1.1707, loss: 1.1707, grad_norm: 17.2759 2021-08-17 12:55:03,025 - mmaction - INFO - Epoch [46][320/2640] lr: 1.000e-05, eta: 1:34:43, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.7000, top5_acc: 0.8836, loss_cls: 1.1492, loss: 1.1492, grad_norm: 16.2770 2021-08-17 12:55:11,247 - mmaction - INFO - Epoch [46][340/2640] lr: 1.000e-05, eta: 1:34:34, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6859, top5_acc: 0.8867, loss_cls: 1.1885, loss: 1.1885, grad_norm: 16.6151 2021-08-17 12:55:19,521 - mmaction - INFO - Epoch [46][360/2640] lr: 1.000e-05, eta: 1:34:25, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.7008, top5_acc: 0.9094, loss_cls: 1.0830, loss: 1.0830, grad_norm: 16.7631 2021-08-17 12:55:27,770 - mmaction - INFO - Epoch [46][380/2640] lr: 1.000e-05, eta: 1:34:16, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.7063, top5_acc: 0.8922, loss_cls: 1.1170, loss: 1.1170, grad_norm: 16.0381 2021-08-17 12:55:36,052 - mmaction - INFO - Epoch [46][400/2640] lr: 1.000e-05, eta: 1:34:07, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.6898, top5_acc: 0.8766, loss_cls: 1.2108, loss: 1.2108, grad_norm: 16.5474 2021-08-17 12:55:44,276 - mmaction - INFO - Epoch [46][420/2640] lr: 1.000e-05, eta: 1:33:58, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6914, top5_acc: 0.8992, loss_cls: 1.1311, loss: 1.1311, grad_norm: 16.3803 2021-08-17 12:55:52,534 - mmaction - INFO - Epoch [46][440/2640] lr: 1.000e-05, eta: 1:33:50, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.7078, top5_acc: 0.8953, loss_cls: 1.1080, loss: 1.1080, grad_norm: 16.2074 2021-08-17 12:56:00,738 - mmaction - INFO - Epoch [46][460/2640] lr: 1.000e-05, eta: 1:33:41, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.6789, top5_acc: 0.8875, loss_cls: 1.2083, loss: 1.2083, grad_norm: 17.1829 2021-08-17 12:56:09,001 - mmaction - INFO - Epoch [46][480/2640] lr: 1.000e-05, eta: 1:33:32, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.7188, top5_acc: 0.9031, loss_cls: 1.0777, loss: 1.0777, grad_norm: 16.0173 2021-08-17 12:56:17,288 - mmaction - INFO - Epoch [46][500/2640] lr: 1.000e-05, eta: 1:33:23, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6992, top5_acc: 0.8852, loss_cls: 1.1607, loss: 1.1607, grad_norm: 17.2296 2021-08-17 12:56:25,650 - mmaction - INFO - Epoch [46][520/2640] lr: 1.000e-05, eta: 1:33:14, time: 0.418, data_time: 0.000, memory: 5736, top1_acc: 0.6641, top5_acc: 0.8789, loss_cls: 1.2330, loss: 1.2330, grad_norm: 17.5729 2021-08-17 12:56:33,935 - mmaction - INFO - Epoch [46][540/2640] lr: 1.000e-05, eta: 1:33:05, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.7125, top5_acc: 0.8977, loss_cls: 1.0965, loss: 1.0965, grad_norm: 16.2927 2021-08-17 12:56:42,180 - mmaction - INFO - Epoch [46][560/2640] lr: 1.000e-05, eta: 1:32:56, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.7008, top5_acc: 0.8945, loss_cls: 1.1258, loss: 1.1258, grad_norm: 16.5670 2021-08-17 12:56:50,394 - mmaction - INFO - Epoch [46][580/2640] lr: 1.000e-05, eta: 1:32:47, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.6945, top5_acc: 0.8805, loss_cls: 1.1613, loss: 1.1613, grad_norm: 16.3515 2021-08-17 12:56:58,687 - mmaction - INFO - Epoch [46][600/2640] lr: 1.000e-05, eta: 1:32:39, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6914, top5_acc: 0.8953, loss_cls: 1.1515, loss: 1.1515, grad_norm: 16.5179 2021-08-17 12:57:06,989 - mmaction - INFO - Epoch [46][620/2640] lr: 1.000e-05, eta: 1:32:30, time: 0.416, data_time: 0.001, memory: 5736, top1_acc: 0.6945, top5_acc: 0.8844, loss_cls: 1.1205, loss: 1.1205, grad_norm: 16.1671 2021-08-17 12:57:15,298 - mmaction - INFO - Epoch [46][640/2640] lr: 1.000e-05, eta: 1:32:21, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.6922, top5_acc: 0.8930, loss_cls: 1.1506, loss: 1.1506, grad_norm: 16.2461 2021-08-17 12:57:23,534 - mmaction - INFO - Epoch [46][660/2640] lr: 1.000e-05, eta: 1:32:12, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.6883, top5_acc: 0.8867, loss_cls: 1.1392, loss: 1.1392, grad_norm: 16.9117 2021-08-17 12:57:31,833 - mmaction - INFO - Epoch [46][680/2640] lr: 1.000e-05, eta: 1:32:03, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.7078, top5_acc: 0.8969, loss_cls: 1.1186, loss: 1.1186, grad_norm: 16.9968 2021-08-17 12:57:40,029 - mmaction - INFO - Epoch [46][700/2640] lr: 1.000e-05, eta: 1:31:54, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.6883, top5_acc: 0.8766, loss_cls: 1.1836, loss: 1.1836, grad_norm: 17.2527 2021-08-17 12:57:48,296 - mmaction - INFO - Epoch [46][720/2640] lr: 1.000e-05, eta: 1:31:45, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6641, top5_acc: 0.8656, loss_cls: 1.2970, loss: 1.2970, grad_norm: 18.3154 2021-08-17 12:57:56,506 - mmaction - INFO - Epoch [46][740/2640] lr: 1.000e-05, eta: 1:31:36, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6578, top5_acc: 0.8734, loss_cls: 1.2952, loss: 1.2952, grad_norm: 17.8408 2021-08-17 12:58:04,753 - mmaction - INFO - Epoch [46][760/2640] lr: 1.000e-05, eta: 1:31:27, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.7063, top5_acc: 0.8852, loss_cls: 1.1439, loss: 1.1439, grad_norm: 16.4530 2021-08-17 12:58:12,995 - mmaction - INFO - Epoch [46][780/2640] lr: 1.000e-05, eta: 1:31:19, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6820, top5_acc: 0.8781, loss_cls: 1.2209, loss: 1.2209, grad_norm: 17.0924 2021-08-17 12:58:21,253 - mmaction - INFO - Epoch [46][800/2640] lr: 1.000e-05, eta: 1:31:10, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6789, top5_acc: 0.8844, loss_cls: 1.1698, loss: 1.1698, grad_norm: 16.4197 2021-08-17 12:58:29,450 - mmaction - INFO - Epoch [46][820/2640] lr: 1.000e-05, eta: 1:31:01, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.6930, top5_acc: 0.8828, loss_cls: 1.2021, loss: 1.2021, grad_norm: 16.5711 2021-08-17 12:58:37,710 - mmaction - INFO - Epoch [46][840/2640] lr: 1.000e-05, eta: 1:30:52, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6867, top5_acc: 0.8961, loss_cls: 1.1492, loss: 1.1492, grad_norm: 16.5465 2021-08-17 12:58:45,934 - mmaction - INFO - Epoch [46][860/2640] lr: 1.000e-05, eta: 1:30:43, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.7023, top5_acc: 0.9023, loss_cls: 1.0820, loss: 1.0820, grad_norm: 16.3247 2021-08-17 12:58:54,191 - mmaction - INFO - Epoch [46][880/2640] lr: 1.000e-05, eta: 1:30:34, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.7039, top5_acc: 0.8898, loss_cls: 1.0994, loss: 1.0994, grad_norm: 16.6830 2021-08-17 12:59:02,463 - mmaction - INFO - Epoch [46][900/2640] lr: 1.000e-05, eta: 1:30:25, time: 0.414, data_time: 0.000, memory: 5736, top1_acc: 0.7023, top5_acc: 0.8875, loss_cls: 1.0996, loss: 1.0996, grad_norm: 16.0919 2021-08-17 12:59:10,759 - mmaction - INFO - Epoch [46][920/2640] lr: 1.000e-05, eta: 1:30:16, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.6969, top5_acc: 0.8898, loss_cls: 1.1249, loss: 1.1249, grad_norm: 16.7048 2021-08-17 12:59:19,000 - mmaction - INFO - Epoch [46][940/2640] lr: 1.000e-05, eta: 1:30:08, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.6937, top5_acc: 0.8852, loss_cls: 1.1531, loss: 1.1531, grad_norm: 16.5195 2021-08-17 12:59:27,316 - mmaction - INFO - Epoch [46][960/2640] lr: 1.000e-05, eta: 1:29:59, time: 0.416, data_time: 0.002, memory: 5736, top1_acc: 0.6945, top5_acc: 0.8750, loss_cls: 1.2032, loss: 1.2032, grad_norm: 16.9491 2021-08-17 12:59:35,608 - mmaction - INFO - Epoch [46][980/2640] lr: 1.000e-05, eta: 1:29:50, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6906, top5_acc: 0.8797, loss_cls: 1.1711, loss: 1.1711, grad_norm: 16.7201 2021-08-17 12:59:43,906 - mmaction - INFO - Epoch [46][1000/2640] lr: 1.000e-05, eta: 1:29:41, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.6945, top5_acc: 0.8867, loss_cls: 1.1290, loss: 1.1290, grad_norm: 17.3005 2021-08-17 12:59:52,178 - mmaction - INFO - Epoch [46][1020/2640] lr: 1.000e-05, eta: 1:29:32, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6687, top5_acc: 0.8695, loss_cls: 1.2360, loss: 1.2360, grad_norm: 16.7718 2021-08-17 13:00:00,427 - mmaction - INFO - Epoch [46][1040/2640] lr: 1.000e-05, eta: 1:29:23, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.7102, top5_acc: 0.8977, loss_cls: 1.1149, loss: 1.1149, grad_norm: 16.5272 2021-08-17 13:00:08,629 - mmaction - INFO - Epoch [46][1060/2640] lr: 1.000e-05, eta: 1:29:14, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.6930, top5_acc: 0.8891, loss_cls: 1.1617, loss: 1.1617, grad_norm: 16.9750 2021-08-17 13:00:16,878 - mmaction - INFO - Epoch [46][1080/2640] lr: 1.000e-05, eta: 1:29:05, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.6758, top5_acc: 0.8773, loss_cls: 1.2284, loss: 1.2284, grad_norm: 17.0643 2021-08-17 13:00:25,115 - mmaction - INFO - Epoch [46][1100/2640] lr: 1.000e-05, eta: 1:28:56, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.7063, top5_acc: 0.8945, loss_cls: 1.1029, loss: 1.1029, grad_norm: 16.9896 2021-08-17 13:00:33,419 - mmaction - INFO - Epoch [46][1120/2640] lr: 1.000e-05, eta: 1:28:48, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.6625, top5_acc: 0.8734, loss_cls: 1.2725, loss: 1.2725, grad_norm: 17.2702 2021-08-17 13:00:41,716 - mmaction - INFO - Epoch [46][1140/2640] lr: 1.000e-05, eta: 1:28:39, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.7055, top5_acc: 0.8867, loss_cls: 1.1449, loss: 1.1449, grad_norm: 16.3899 2021-08-17 13:00:49,994 - mmaction - INFO - Epoch [46][1160/2640] lr: 1.000e-05, eta: 1:28:30, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.6969, top5_acc: 0.8984, loss_cls: 1.1098, loss: 1.1098, grad_norm: 16.6864 2021-08-17 13:00:58,195 - mmaction - INFO - Epoch [46][1180/2640] lr: 1.000e-05, eta: 1:28:21, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.6773, top5_acc: 0.8875, loss_cls: 1.1982, loss: 1.1982, grad_norm: 17.5038 2021-08-17 13:01:06,590 - mmaction - INFO - Epoch [46][1200/2640] lr: 1.000e-05, eta: 1:28:12, time: 0.420, data_time: 0.001, memory: 5736, top1_acc: 0.7055, top5_acc: 0.8891, loss_cls: 1.1828, loss: 1.1828, grad_norm: 16.5716 2021-08-17 13:01:14,786 - mmaction - INFO - Epoch [46][1220/2640] lr: 1.000e-05, eta: 1:28:03, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.6852, top5_acc: 0.8766, loss_cls: 1.1729, loss: 1.1729, grad_norm: 16.7381 2021-08-17 13:01:23,058 - mmaction - INFO - Epoch [46][1240/2640] lr: 1.000e-05, eta: 1:27:54, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.6977, top5_acc: 0.8875, loss_cls: 1.1399, loss: 1.1399, grad_norm: 16.4622 2021-08-17 13:01:31,296 - mmaction - INFO - Epoch [46][1260/2640] lr: 1.000e-05, eta: 1:27:45, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6641, top5_acc: 0.8781, loss_cls: 1.2083, loss: 1.2083, grad_norm: 17.0912 2021-08-17 13:01:39,685 - mmaction - INFO - Epoch [46][1280/2640] lr: 1.000e-05, eta: 1:27:37, time: 0.420, data_time: 0.002, memory: 5736, top1_acc: 0.6836, top5_acc: 0.8938, loss_cls: 1.1362, loss: 1.1362, grad_norm: 16.5865 2021-08-17 13:01:47,961 - mmaction - INFO - Epoch [46][1300/2640] lr: 1.000e-05, eta: 1:27:28, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6859, top5_acc: 0.8875, loss_cls: 1.1585, loss: 1.1585, grad_norm: 17.3194 2021-08-17 13:01:56,219 - mmaction - INFO - Epoch [46][1320/2640] lr: 1.000e-05, eta: 1:27:19, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.7008, top5_acc: 0.8883, loss_cls: 1.1528, loss: 1.1528, grad_norm: 16.4777 2021-08-17 13:02:04,475 - mmaction - INFO - Epoch [46][1340/2640] lr: 1.000e-05, eta: 1:27:10, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6750, top5_acc: 0.8695, loss_cls: 1.2427, loss: 1.2427, grad_norm: 16.9161 2021-08-17 13:02:12,724 - mmaction - INFO - Epoch [46][1360/2640] lr: 1.000e-05, eta: 1:27:01, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.7133, top5_acc: 0.9047, loss_cls: 1.0762, loss: 1.0762, grad_norm: 16.2417 2021-08-17 13:02:20,942 - mmaction - INFO - Epoch [46][1380/2640] lr: 1.000e-05, eta: 1:26:52, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6531, top5_acc: 0.8711, loss_cls: 1.2472, loss: 1.2472, grad_norm: 17.2599 2021-08-17 13:02:29,239 - mmaction - INFO - Epoch [46][1400/2640] lr: 1.000e-05, eta: 1:26:43, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.6750, top5_acc: 0.8797, loss_cls: 1.2062, loss: 1.2062, grad_norm: 16.9430 2021-08-17 13:02:37,466 - mmaction - INFO - Epoch [46][1420/2640] lr: 1.000e-05, eta: 1:26:34, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6805, top5_acc: 0.8750, loss_cls: 1.2234, loss: 1.2234, grad_norm: 16.8101 2021-08-17 13:02:45,690 - mmaction - INFO - Epoch [46][1440/2640] lr: 1.000e-05, eta: 1:26:26, time: 0.411, data_time: 0.002, memory: 5736, top1_acc: 0.6922, top5_acc: 0.8898, loss_cls: 1.1417, loss: 1.1417, grad_norm: 16.2152 2021-08-17 13:02:53,920 - mmaction - INFO - Epoch [46][1460/2640] lr: 1.000e-05, eta: 1:26:17, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6859, top5_acc: 0.8859, loss_cls: 1.1470, loss: 1.1470, grad_norm: 16.6045 2021-08-17 13:03:02,163 - mmaction - INFO - Epoch [46][1480/2640] lr: 1.000e-05, eta: 1:26:08, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6789, top5_acc: 0.8758, loss_cls: 1.1848, loss: 1.1848, grad_norm: 17.3607 2021-08-17 13:03:10,417 - mmaction - INFO - Epoch [46][1500/2640] lr: 1.000e-05, eta: 1:25:59, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.6797, top5_acc: 0.8719, loss_cls: 1.2086, loss: 1.2086, grad_norm: 17.3915 2021-08-17 13:03:18,642 - mmaction - INFO - Epoch [46][1520/2640] lr: 1.000e-05, eta: 1:25:50, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.6906, top5_acc: 0.8812, loss_cls: 1.1308, loss: 1.1308, grad_norm: 16.2186 2021-08-17 13:03:26,855 - mmaction - INFO - Epoch [46][1540/2640] lr: 1.000e-05, eta: 1:25:41, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6945, top5_acc: 0.8805, loss_cls: 1.1694, loss: 1.1694, grad_norm: 16.7900 2021-08-17 13:03:35,099 - mmaction - INFO - Epoch [46][1560/2640] lr: 1.000e-05, eta: 1:25:32, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.7219, top5_acc: 0.9031, loss_cls: 1.0679, loss: 1.0679, grad_norm: 15.8087 2021-08-17 13:03:43,368 - mmaction - INFO - Epoch [46][1580/2640] lr: 1.000e-05, eta: 1:25:23, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.7016, top5_acc: 0.8875, loss_cls: 1.1370, loss: 1.1370, grad_norm: 16.1313 2021-08-17 13:03:51,645 - mmaction - INFO - Epoch [46][1600/2640] lr: 1.000e-05, eta: 1:25:15, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6680, top5_acc: 0.8727, loss_cls: 1.2423, loss: 1.2423, grad_norm: 17.3876 2021-08-17 13:03:59,933 - mmaction - INFO - Epoch [46][1620/2640] lr: 1.000e-05, eta: 1:25:06, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.6969, top5_acc: 0.8875, loss_cls: 1.1431, loss: 1.1431, grad_norm: 16.0883 2021-08-17 13:04:08,174 - mmaction - INFO - Epoch [46][1640/2640] lr: 1.000e-05, eta: 1:24:57, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.6742, top5_acc: 0.8891, loss_cls: 1.1740, loss: 1.1740, grad_norm: 16.6954 2021-08-17 13:04:16,457 - mmaction - INFO - Epoch [46][1660/2640] lr: 1.000e-05, eta: 1:24:48, time: 0.414, data_time: 0.000, memory: 5736, top1_acc: 0.7031, top5_acc: 0.8898, loss_cls: 1.1300, loss: 1.1300, grad_norm: 16.5237 2021-08-17 13:04:24,717 - mmaction - INFO - Epoch [46][1680/2640] lr: 1.000e-05, eta: 1:24:39, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.7109, top5_acc: 0.8961, loss_cls: 1.0933, loss: 1.0933, grad_norm: 16.4403 2021-08-17 13:04:32,987 - mmaction - INFO - Epoch [46][1700/2640] lr: 1.000e-05, eta: 1:24:30, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6555, top5_acc: 0.8695, loss_cls: 1.2573, loss: 1.2573, grad_norm: 17.1026 2021-08-17 13:04:41,239 - mmaction - INFO - Epoch [46][1720/2640] lr: 1.000e-05, eta: 1:24:21, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.7164, top5_acc: 0.9078, loss_cls: 1.0563, loss: 1.0563, grad_norm: 15.9064 2021-08-17 13:04:49,533 - mmaction - INFO - Epoch [46][1740/2640] lr: 1.000e-05, eta: 1:24:12, time: 0.414, data_time: 0.000, memory: 5736, top1_acc: 0.6813, top5_acc: 0.8789, loss_cls: 1.1905, loss: 1.1905, grad_norm: 17.1768 2021-08-17 13:04:57,761 - mmaction - INFO - Epoch [46][1760/2640] lr: 1.000e-05, eta: 1:24:04, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6734, top5_acc: 0.8758, loss_cls: 1.2151, loss: 1.2151, grad_norm: 17.4116 2021-08-17 13:05:05,995 - mmaction - INFO - Epoch [46][1780/2640] lr: 1.000e-05, eta: 1:23:55, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.6961, top5_acc: 0.8781, loss_cls: 1.1640, loss: 1.1640, grad_norm: 16.6193 2021-08-17 13:05:14,239 - mmaction - INFO - Epoch [46][1800/2640] lr: 1.000e-05, eta: 1:23:46, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.6773, top5_acc: 0.8977, loss_cls: 1.1515, loss: 1.1515, grad_norm: 16.7002 2021-08-17 13:05:22,450 - mmaction - INFO - Epoch [46][1820/2640] lr: 1.000e-05, eta: 1:23:37, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.6852, top5_acc: 0.8867, loss_cls: 1.1583, loss: 1.1583, grad_norm: 16.8412 2021-08-17 13:05:30,709 - mmaction - INFO - Epoch [46][1840/2640] lr: 1.000e-05, eta: 1:23:28, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6586, top5_acc: 0.8695, loss_cls: 1.2407, loss: 1.2407, grad_norm: 16.7734 2021-08-17 13:05:38,914 - mmaction - INFO - Epoch [46][1860/2640] lr: 1.000e-05, eta: 1:23:19, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6734, top5_acc: 0.8875, loss_cls: 1.1852, loss: 1.1852, grad_norm: 17.0264 2021-08-17 13:05:47,196 - mmaction - INFO - Epoch [46][1880/2640] lr: 1.000e-05, eta: 1:23:10, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.7055, top5_acc: 0.8922, loss_cls: 1.1124, loss: 1.1124, grad_norm: 16.2126 2021-08-17 13:05:55,439 - mmaction - INFO - Epoch [46][1900/2640] lr: 1.000e-05, eta: 1:23:02, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.6859, top5_acc: 0.8812, loss_cls: 1.1301, loss: 1.1301, grad_norm: 16.3560 2021-08-17 13:06:03,676 - mmaction - INFO - Epoch [46][1920/2640] lr: 1.000e-05, eta: 1:22:53, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.7148, top5_acc: 0.9133, loss_cls: 1.0466, loss: 1.0466, grad_norm: 16.4467 2021-08-17 13:06:12,049 - mmaction - INFO - Epoch [46][1940/2640] lr: 1.000e-05, eta: 1:22:44, time: 0.418, data_time: 0.000, memory: 5736, top1_acc: 0.6922, top5_acc: 0.8852, loss_cls: 1.1675, loss: 1.1675, grad_norm: 16.6742 2021-08-17 13:06:20,292 - mmaction - INFO - Epoch [46][1960/2640] lr: 1.000e-05, eta: 1:22:35, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6945, top5_acc: 0.8734, loss_cls: 1.1653, loss: 1.1653, grad_norm: 16.6616 2021-08-17 13:06:28,497 - mmaction - INFO - Epoch [46][1980/2640] lr: 1.000e-05, eta: 1:22:26, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.6773, top5_acc: 0.8766, loss_cls: 1.2170, loss: 1.2170, grad_norm: 16.8838 2021-08-17 13:06:36,768 - mmaction - INFO - Epoch [46][2000/2640] lr: 1.000e-05, eta: 1:22:17, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.6914, top5_acc: 0.8953, loss_cls: 1.1277, loss: 1.1277, grad_norm: 16.9739 2021-08-17 13:06:44,965 - mmaction - INFO - Epoch [46][2020/2640] lr: 1.000e-05, eta: 1:22:08, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.6898, top5_acc: 0.8805, loss_cls: 1.1709, loss: 1.1709, grad_norm: 16.6419 2021-08-17 13:06:53,261 - mmaction - INFO - Epoch [46][2040/2640] lr: 1.000e-05, eta: 1:21:59, time: 0.414, data_time: 0.000, memory: 5736, top1_acc: 0.6625, top5_acc: 0.8648, loss_cls: 1.2636, loss: 1.2636, grad_norm: 16.8402 2021-08-17 13:07:01,539 - mmaction - INFO - Epoch [46][2060/2640] lr: 1.000e-05, eta: 1:21:51, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6727, top5_acc: 0.8727, loss_cls: 1.2467, loss: 1.2467, grad_norm: 17.3717 2021-08-17 13:07:09,793 - mmaction - INFO - Epoch [46][2080/2640] lr: 1.000e-05, eta: 1:21:42, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6906, top5_acc: 0.8852, loss_cls: 1.1177, loss: 1.1177, grad_norm: 16.1348 2021-08-17 13:07:17,988 - mmaction - INFO - Epoch [46][2100/2640] lr: 1.000e-05, eta: 1:21:33, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.6875, top5_acc: 0.8930, loss_cls: 1.1436, loss: 1.1436, grad_norm: 16.6331 2021-08-17 13:07:26,243 - mmaction - INFO - Epoch [46][2120/2640] lr: 1.000e-05, eta: 1:21:24, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6891, top5_acc: 0.8812, loss_cls: 1.2055, loss: 1.2055, grad_norm: 17.0408 2021-08-17 13:07:34,501 - mmaction - INFO - Epoch [46][2140/2640] lr: 1.000e-05, eta: 1:21:15, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6383, top5_acc: 0.8711, loss_cls: 1.2732, loss: 1.2732, grad_norm: 17.5571 2021-08-17 13:07:42,828 - mmaction - INFO - Epoch [46][2160/2640] lr: 1.000e-05, eta: 1:21:06, time: 0.417, data_time: 0.002, memory: 5736, top1_acc: 0.6922, top5_acc: 0.9000, loss_cls: 1.1426, loss: 1.1426, grad_norm: 16.6146 2021-08-17 13:07:51,064 - mmaction - INFO - Epoch [46][2180/2640] lr: 1.000e-05, eta: 1:20:57, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.6945, top5_acc: 0.8953, loss_cls: 1.1691, loss: 1.1691, grad_norm: 17.1139 2021-08-17 13:07:59,368 - mmaction - INFO - Epoch [46][2200/2640] lr: 1.000e-05, eta: 1:20:48, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.6961, top5_acc: 0.8883, loss_cls: 1.1431, loss: 1.1431, grad_norm: 16.6288 2021-08-17 13:08:07,597 - mmaction - INFO - Epoch [46][2220/2640] lr: 1.000e-05, eta: 1:20:40, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.6719, top5_acc: 0.8703, loss_cls: 1.2637, loss: 1.2637, grad_norm: 17.3772 2021-08-17 13:08:15,862 - mmaction - INFO - Epoch [46][2240/2640] lr: 1.000e-05, eta: 1:20:31, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6922, top5_acc: 0.8852, loss_cls: 1.1643, loss: 1.1643, grad_norm: 17.1785 2021-08-17 13:08:24,158 - mmaction - INFO - Epoch [46][2260/2640] lr: 1.000e-05, eta: 1:20:22, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.7039, top5_acc: 0.8898, loss_cls: 1.1259, loss: 1.1259, grad_norm: 16.8039 2021-08-17 13:08:32,357 - mmaction - INFO - Epoch [46][2280/2640] lr: 1.000e-05, eta: 1:20:13, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.7055, top5_acc: 0.8875, loss_cls: 1.1388, loss: 1.1388, grad_norm: 16.6010 2021-08-17 13:08:40,627 - mmaction - INFO - Epoch [46][2300/2640] lr: 1.000e-05, eta: 1:20:04, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.6578, top5_acc: 0.8789, loss_cls: 1.2477, loss: 1.2477, grad_norm: 17.5931 2021-08-17 13:08:49,012 - mmaction - INFO - Epoch [46][2320/2640] lr: 1.000e-05, eta: 1:19:55, time: 0.420, data_time: 0.002, memory: 5736, top1_acc: 0.6594, top5_acc: 0.8734, loss_cls: 1.2203, loss: 1.2203, grad_norm: 16.5097 2021-08-17 13:08:57,365 - mmaction - INFO - Epoch [46][2340/2640] lr: 1.000e-05, eta: 1:19:46, time: 0.418, data_time: 0.001, memory: 5736, top1_acc: 0.6859, top5_acc: 0.8797, loss_cls: 1.1932, loss: 1.1932, grad_norm: 16.7614 2021-08-17 13:09:05,616 - mmaction - INFO - Epoch [46][2360/2640] lr: 1.000e-05, eta: 1:19:38, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.7055, top5_acc: 0.9062, loss_cls: 1.1222, loss: 1.1222, grad_norm: 17.1878 2021-08-17 13:09:13,815 - mmaction - INFO - Epoch [46][2380/2640] lr: 1.000e-05, eta: 1:19:29, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.6805, top5_acc: 0.8930, loss_cls: 1.1367, loss: 1.1367, grad_norm: 17.0495 2021-08-17 13:09:22,058 - mmaction - INFO - Epoch [46][2400/2640] lr: 1.000e-05, eta: 1:19:20, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.6945, top5_acc: 0.8906, loss_cls: 1.1305, loss: 1.1305, grad_norm: 16.5107 2021-08-17 13:09:30,351 - mmaction - INFO - Epoch [46][2420/2640] lr: 1.000e-05, eta: 1:19:11, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6641, top5_acc: 0.8727, loss_cls: 1.2339, loss: 1.2339, grad_norm: 17.3603 2021-08-17 13:09:38,607 - mmaction - INFO - Epoch [46][2440/2640] lr: 1.000e-05, eta: 1:19:02, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6859, top5_acc: 0.8828, loss_cls: 1.1603, loss: 1.1603, grad_norm: 17.1814 2021-08-17 13:09:46,838 - mmaction - INFO - Epoch [46][2460/2640] lr: 1.000e-05, eta: 1:18:53, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.7234, top5_acc: 0.9070, loss_cls: 1.0317, loss: 1.0317, grad_norm: 15.9535 2021-08-17 13:09:55,128 - mmaction - INFO - Epoch [46][2480/2640] lr: 1.000e-05, eta: 1:18:44, time: 0.414, data_time: 0.000, memory: 5736, top1_acc: 0.6813, top5_acc: 0.8789, loss_cls: 1.1791, loss: 1.1791, grad_norm: 17.2701 2021-08-17 13:10:03,462 - mmaction - INFO - Epoch [46][2500/2640] lr: 1.000e-05, eta: 1:18:36, time: 0.416, data_time: 0.001, memory: 5736, top1_acc: 0.6969, top5_acc: 0.8875, loss_cls: 1.1684, loss: 1.1684, grad_norm: 16.8389 2021-08-17 13:10:11,714 - mmaction - INFO - Epoch [46][2520/2640] lr: 1.000e-05, eta: 1:18:27, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6937, top5_acc: 0.8844, loss_cls: 1.1580, loss: 1.1580, grad_norm: 17.2947 2021-08-17 13:10:19,956 - mmaction - INFO - Epoch [46][2540/2640] lr: 1.000e-05, eta: 1:18:18, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6789, top5_acc: 0.8812, loss_cls: 1.1913, loss: 1.1913, grad_norm: 16.6750 2021-08-17 13:10:28,184 - mmaction - INFO - Epoch [46][2560/2640] lr: 1.000e-05, eta: 1:18:09, time: 0.411, data_time: 0.002, memory: 5736, top1_acc: 0.6969, top5_acc: 0.8859, loss_cls: 1.1924, loss: 1.1924, grad_norm: 17.3387 2021-08-17 13:10:36,494 - mmaction - INFO - Epoch [46][2580/2640] lr: 1.000e-05, eta: 1:18:00, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.6898, top5_acc: 0.8805, loss_cls: 1.2009, loss: 1.2009, grad_norm: 16.6314 2021-08-17 13:10:44,887 - mmaction - INFO - Epoch [46][2600/2640] lr: 1.000e-05, eta: 1:17:51, time: 0.420, data_time: 0.002, memory: 5736, top1_acc: 0.6828, top5_acc: 0.8930, loss_cls: 1.1279, loss: 1.1279, grad_norm: 16.6681 2021-08-17 13:10:53,183 - mmaction - INFO - Epoch [46][2620/2640] lr: 1.000e-05, eta: 1:17:42, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.7016, top5_acc: 0.8914, loss_cls: 1.1368, loss: 1.1368, grad_norm: 16.8309 2021-08-17 13:11:01,242 - mmaction - INFO - Epoch [46][2640/2640] lr: 1.000e-05, eta: 1:17:33, time: 0.403, data_time: 0.002, memory: 5736, top1_acc: 0.6637, top5_acc: 0.8815, loss_cls: 1.2743, loss: 1.2743, grad_norm: 17.2233 2021-08-17 13:12:53,470 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-08-17 13:12:53,916 - mmaction - INFO - top1_acc 0.4821 top5_acc 0.7641 2021-08-17 13:12:53,916 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-08-17 13:12:53,944 - mmaction - INFO - mean_acc 0.4098 2021-08-17 13:12:54,757 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_46.pth. 2021-08-17 13:12:54,757 - mmaction - INFO - Best top1_acc is 0.4821 at 46 epoch. 2021-08-17 13:12:54,768 - mmaction - INFO - Saving checkpoint at 46 epochs 2021-08-17 13:12:55,543 - mmaction - INFO - Epoch(val) [46][194] top1_acc: 0.4821, top5_acc: 0.7641, mean_class_accuracy: 0.4098 2021-08-17 13:12:55,549 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-08-17 13:14:08,505 - mmaction - INFO - Epoch [47][20/2640] lr: 1.000e-05, eta: 1:17:30, time: 3.647, data_time: 3.203, memory: 5736, top1_acc: 0.6961, top5_acc: 0.8961, loss_cls: 1.0731, loss: 1.0731, grad_norm: 16.2695 2021-08-17 13:14:16,803 - mmaction - INFO - Epoch [47][40/2640] lr: 1.000e-05, eta: 1:17:21, time: 0.415, data_time: 0.005, memory: 5736, top1_acc: 0.7086, top5_acc: 0.8930, loss_cls: 1.0607, loss: 1.0607, grad_norm: 16.2801 2021-08-17 13:14:25,022 - mmaction - INFO - Epoch [47][60/2640] lr: 1.000e-05, eta: 1:17:12, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.6805, top5_acc: 0.8742, loss_cls: 1.2292, loss: 1.2292, grad_norm: 16.9716 2021-08-17 13:14:33,360 - mmaction - INFO - Epoch [47][80/2640] lr: 1.000e-05, eta: 1:17:04, time: 0.416, data_time: 0.002, memory: 5736, top1_acc: 0.7016, top5_acc: 0.9039, loss_cls: 1.0818, loss: 1.0818, grad_norm: 16.5283 2021-08-17 13:14:41,542 - mmaction - INFO - Epoch [47][100/2640] lr: 1.000e-05, eta: 1:16:55, time: 0.409, data_time: 0.001, memory: 5736, top1_acc: 0.6766, top5_acc: 0.8680, loss_cls: 1.2357, loss: 1.2357, grad_norm: 17.0445 2021-08-17 13:14:49,867 - mmaction - INFO - Epoch [47][120/2640] lr: 1.000e-05, eta: 1:16:46, time: 0.416, data_time: 0.001, memory: 5736, top1_acc: 0.7016, top5_acc: 0.8922, loss_cls: 1.1080, loss: 1.1080, grad_norm: 16.7185 2021-08-17 13:14:58,058 - mmaction - INFO - Epoch [47][140/2640] lr: 1.000e-05, eta: 1:16:37, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.6789, top5_acc: 0.8781, loss_cls: 1.2236, loss: 1.2236, grad_norm: 16.9433 2021-08-17 13:15:06,338 - mmaction - INFO - Epoch [47][160/2640] lr: 1.000e-05, eta: 1:16:28, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.7086, top5_acc: 0.8914, loss_cls: 1.1025, loss: 1.1025, grad_norm: 16.3947 2021-08-17 13:15:14,603 - mmaction - INFO - Epoch [47][180/2640] lr: 1.000e-05, eta: 1:16:19, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.6797, top5_acc: 0.8930, loss_cls: 1.1610, loss: 1.1610, grad_norm: 16.8123 2021-08-17 13:15:22,863 - mmaction - INFO - Epoch [47][200/2640] lr: 1.000e-05, eta: 1:16:10, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.7016, top5_acc: 0.8922, loss_cls: 1.1073, loss: 1.1073, grad_norm: 16.0900 2021-08-17 13:15:31,088 - mmaction - INFO - Epoch [47][220/2640] lr: 1.000e-05, eta: 1:16:01, time: 0.411, data_time: 0.002, memory: 5736, top1_acc: 0.6969, top5_acc: 0.8820, loss_cls: 1.1701, loss: 1.1701, grad_norm: 16.7757 2021-08-17 13:15:39,291 - mmaction - INFO - Epoch [47][240/2640] lr: 1.000e-05, eta: 1:15:53, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.6828, top5_acc: 0.8844, loss_cls: 1.1865, loss: 1.1865, grad_norm: 16.8153 2021-08-17 13:15:47,585 - mmaction - INFO - Epoch [47][260/2640] lr: 1.000e-05, eta: 1:15:44, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6883, top5_acc: 0.8875, loss_cls: 1.1432, loss: 1.1432, grad_norm: 16.6412 2021-08-17 13:15:55,873 - mmaction - INFO - Epoch [47][280/2640] lr: 1.000e-05, eta: 1:15:35, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.6680, top5_acc: 0.8781, loss_cls: 1.2341, loss: 1.2341, grad_norm: 17.5652 2021-08-17 13:16:04,134 - mmaction - INFO - Epoch [47][300/2640] lr: 1.000e-05, eta: 1:15:26, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.6828, top5_acc: 0.8734, loss_cls: 1.2090, loss: 1.2090, grad_norm: 16.5738 2021-08-17 13:16:12,408 - mmaction - INFO - Epoch [47][320/2640] lr: 1.000e-05, eta: 1:15:17, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.6852, top5_acc: 0.8828, loss_cls: 1.2074, loss: 1.2074, grad_norm: 17.1845 2021-08-17 13:16:20,617 - mmaction - INFO - Epoch [47][340/2640] lr: 1.000e-05, eta: 1:15:08, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.6602, top5_acc: 0.8602, loss_cls: 1.2953, loss: 1.2953, grad_norm: 17.8250 2021-08-17 13:16:28,915 - mmaction - INFO - Epoch [47][360/2640] lr: 1.000e-05, eta: 1:14:59, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.6820, top5_acc: 0.8914, loss_cls: 1.1735, loss: 1.1735, grad_norm: 16.6034 2021-08-17 13:16:37,107 - mmaction - INFO - Epoch [47][380/2640] lr: 1.000e-05, eta: 1:14:51, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.6969, top5_acc: 0.8898, loss_cls: 1.1422, loss: 1.1422, grad_norm: 16.3847 2021-08-17 13:16:45,386 - mmaction - INFO - Epoch [47][400/2640] lr: 1.000e-05, eta: 1:14:42, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6844, top5_acc: 0.8805, loss_cls: 1.1872, loss: 1.1872, grad_norm: 16.7157 2021-08-17 13:16:53,582 - mmaction - INFO - Epoch [47][420/2640] lr: 1.000e-05, eta: 1:14:33, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.6984, top5_acc: 0.9008, loss_cls: 1.0985, loss: 1.0985, grad_norm: 16.4272 2021-08-17 13:17:01,860 - mmaction - INFO - Epoch [47][440/2640] lr: 1.000e-05, eta: 1:14:24, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.6852, top5_acc: 0.8812, loss_cls: 1.2117, loss: 1.2117, grad_norm: 16.9115 2021-08-17 13:17:10,104 - mmaction - INFO - Epoch [47][460/2640] lr: 1.000e-05, eta: 1:14:15, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6883, top5_acc: 0.8766, loss_cls: 1.1914, loss: 1.1914, grad_norm: 17.1738 2021-08-17 13:17:18,317 - mmaction - INFO - Epoch [47][480/2640] lr: 1.000e-05, eta: 1:14:06, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6984, top5_acc: 0.8891, loss_cls: 1.1417, loss: 1.1417, grad_norm: 16.7347 2021-08-17 13:17:26,521 - mmaction - INFO - Epoch [47][500/2640] lr: 1.000e-05, eta: 1:13:57, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.7023, top5_acc: 0.8984, loss_cls: 1.0911, loss: 1.0911, grad_norm: 16.1906 2021-08-17 13:17:34,815 - mmaction - INFO - Epoch [47][520/2640] lr: 1.000e-05, eta: 1:13:48, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.6656, top5_acc: 0.8773, loss_cls: 1.2221, loss: 1.2221, grad_norm: 17.2945 2021-08-17 13:17:43,032 - mmaction - INFO - Epoch [47][540/2640] lr: 1.000e-05, eta: 1:13:40, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6852, top5_acc: 0.8883, loss_cls: 1.1811, loss: 1.1811, grad_norm: 17.0945 2021-08-17 13:17:51,263 - mmaction - INFO - Epoch [47][560/2640] lr: 1.000e-05, eta: 1:13:31, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6859, top5_acc: 0.8891, loss_cls: 1.0960, loss: 1.0960, grad_norm: 16.6588 2021-08-17 13:17:59,529 - mmaction - INFO - Epoch [47][580/2640] lr: 1.000e-05, eta: 1:13:22, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6891, top5_acc: 0.8820, loss_cls: 1.1913, loss: 1.1913, grad_norm: 16.4367 2021-08-17 13:18:07,781 - mmaction - INFO - Epoch [47][600/2640] lr: 1.000e-05, eta: 1:13:13, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6797, top5_acc: 0.8781, loss_cls: 1.1481, loss: 1.1481, grad_norm: 16.7250 2021-08-17 13:18:16,021 - mmaction - INFO - Epoch [47][620/2640] lr: 1.000e-05, eta: 1:13:04, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6914, top5_acc: 0.8914, loss_cls: 1.1321, loss: 1.1321, grad_norm: 16.9349 2021-08-17 13:18:24,268 - mmaction - INFO - Epoch [47][640/2640] lr: 1.000e-05, eta: 1:12:55, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6914, top5_acc: 0.8797, loss_cls: 1.1844, loss: 1.1844, grad_norm: 16.9391 2021-08-17 13:18:32,601 - mmaction - INFO - Epoch [47][660/2640] lr: 1.000e-05, eta: 1:12:46, time: 0.417, data_time: 0.000, memory: 5736, top1_acc: 0.6680, top5_acc: 0.8820, loss_cls: 1.2127, loss: 1.2127, grad_norm: 17.3942 2021-08-17 13:18:40,822 - mmaction - INFO - Epoch [47][680/2640] lr: 1.000e-05, eta: 1:12:37, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6852, top5_acc: 0.8867, loss_cls: 1.1487, loss: 1.1487, grad_norm: 16.4947 2021-08-17 13:18:49,188 - mmaction - INFO - Epoch [47][700/2640] lr: 1.000e-05, eta: 1:12:29, time: 0.419, data_time: 0.001, memory: 5736, top1_acc: 0.6961, top5_acc: 0.8797, loss_cls: 1.1581, loss: 1.1581, grad_norm: 16.9110 2021-08-17 13:18:57,395 - mmaction - INFO - Epoch [47][720/2640] lr: 1.000e-05, eta: 1:12:20, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.7000, top5_acc: 0.8891, loss_cls: 1.1423, loss: 1.1423, grad_norm: 16.2499 2021-08-17 13:19:05,635 - mmaction - INFO - Epoch [47][740/2640] lr: 1.000e-05, eta: 1:12:11, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.6898, top5_acc: 0.8852, loss_cls: 1.1641, loss: 1.1641, grad_norm: 16.9501 2021-08-17 13:19:13,896 - mmaction - INFO - Epoch [47][760/2640] lr: 1.000e-05, eta: 1:12:02, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.7055, top5_acc: 0.8930, loss_cls: 1.1071, loss: 1.1071, grad_norm: 16.2176 2021-08-17 13:19:22,128 - mmaction - INFO - Epoch [47][780/2640] lr: 1.000e-05, eta: 1:11:53, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.7125, top5_acc: 0.9086, loss_cls: 1.0782, loss: 1.0782, grad_norm: 16.0568 2021-08-17 13:19:30,432 - mmaction - INFO - Epoch [47][800/2640] lr: 1.000e-05, eta: 1:11:44, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.6930, top5_acc: 0.8891, loss_cls: 1.1873, loss: 1.1873, grad_norm: 17.5806 2021-08-17 13:19:38,682 - mmaction - INFO - Epoch [47][820/2640] lr: 1.000e-05, eta: 1:11:35, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6922, top5_acc: 0.9031, loss_cls: 1.1357, loss: 1.1357, grad_norm: 17.2941 2021-08-17 13:19:46,900 - mmaction - INFO - Epoch [47][840/2640] lr: 1.000e-05, eta: 1:11:27, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6797, top5_acc: 0.8703, loss_cls: 1.1916, loss: 1.1916, grad_norm: 16.8410 2021-08-17 13:19:55,185 - mmaction - INFO - Epoch [47][860/2640] lr: 1.000e-05, eta: 1:11:18, time: 0.414, data_time: 0.000, memory: 5736, top1_acc: 0.6781, top5_acc: 0.8766, loss_cls: 1.2052, loss: 1.2052, grad_norm: 17.2619 2021-08-17 13:20:03,505 - mmaction - INFO - Epoch [47][880/2640] lr: 1.000e-05, eta: 1:11:09, time: 0.416, data_time: 0.001, memory: 5736, top1_acc: 0.6828, top5_acc: 0.8734, loss_cls: 1.1976, loss: 1.1976, grad_norm: 17.0797 2021-08-17 13:20:11,784 - mmaction - INFO - Epoch [47][900/2640] lr: 1.000e-05, eta: 1:11:00, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6820, top5_acc: 0.8938, loss_cls: 1.1661, loss: 1.1661, grad_norm: 16.9251 2021-08-17 13:20:20,021 - mmaction - INFO - Epoch [47][920/2640] lr: 1.000e-05, eta: 1:10:51, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.6867, top5_acc: 0.8867, loss_cls: 1.1682, loss: 1.1682, grad_norm: 17.3011 2021-08-17 13:20:28,380 - mmaction - INFO - Epoch [47][940/2640] lr: 1.000e-05, eta: 1:10:42, time: 0.418, data_time: 0.002, memory: 5736, top1_acc: 0.6687, top5_acc: 0.8758, loss_cls: 1.2177, loss: 1.2177, grad_norm: 17.3020 2021-08-17 13:20:36,637 - mmaction - INFO - Epoch [47][960/2640] lr: 1.000e-05, eta: 1:10:33, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6992, top5_acc: 0.8789, loss_cls: 1.1621, loss: 1.1621, grad_norm: 16.9174 2021-08-17 13:20:44,893 - mmaction - INFO - Epoch [47][980/2640] lr: 1.000e-05, eta: 1:10:25, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6641, top5_acc: 0.8875, loss_cls: 1.1948, loss: 1.1948, grad_norm: 17.5830 2021-08-17 13:20:53,164 - mmaction - INFO - Epoch [47][1000/2640] lr: 1.000e-05, eta: 1:10:16, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.7195, top5_acc: 0.8977, loss_cls: 1.0773, loss: 1.0773, grad_norm: 15.7051 2021-08-17 13:21:01,413 - mmaction - INFO - Epoch [47][1020/2640] lr: 1.000e-05, eta: 1:10:07, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.6906, top5_acc: 0.8797, loss_cls: 1.1639, loss: 1.1639, grad_norm: 16.8281 2021-08-17 13:21:09,640 - mmaction - INFO - Epoch [47][1040/2640] lr: 1.000e-05, eta: 1:09:58, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.6922, top5_acc: 0.8938, loss_cls: 1.1471, loss: 1.1471, grad_norm: 16.8421 2021-08-17 13:21:17,966 - mmaction - INFO - Epoch [47][1060/2640] lr: 1.000e-05, eta: 1:09:49, time: 0.416, data_time: 0.002, memory: 5736, top1_acc: 0.6859, top5_acc: 0.8742, loss_cls: 1.1991, loss: 1.1991, grad_norm: 16.7848 2021-08-17 13:21:26,195 - mmaction - INFO - Epoch [47][1080/2640] lr: 1.000e-05, eta: 1:09:40, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.7078, top5_acc: 0.9016, loss_cls: 1.0696, loss: 1.0696, grad_norm: 15.9537 2021-08-17 13:21:34,439 - mmaction - INFO - Epoch [47][1100/2640] lr: 1.000e-05, eta: 1:09:31, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6781, top5_acc: 0.8797, loss_cls: 1.2132, loss: 1.2132, grad_norm: 17.6462 2021-08-17 13:21:42,644 - mmaction - INFO - Epoch [47][1120/2640] lr: 1.000e-05, eta: 1:09:22, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.6984, top5_acc: 0.8875, loss_cls: 1.1395, loss: 1.1395, grad_norm: 16.3376 2021-08-17 13:21:50,882 - mmaction - INFO - Epoch [47][1140/2640] lr: 1.000e-05, eta: 1:09:14, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.6742, top5_acc: 0.8898, loss_cls: 1.1738, loss: 1.1738, grad_norm: 16.9400 2021-08-17 13:21:59,133 - mmaction - INFO - Epoch [47][1160/2640] lr: 1.000e-05, eta: 1:09:05, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6930, top5_acc: 0.8883, loss_cls: 1.1254, loss: 1.1254, grad_norm: 16.0093 2021-08-17 13:22:07,374 - mmaction - INFO - Epoch [47][1180/2640] lr: 1.000e-05, eta: 1:08:56, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6797, top5_acc: 0.8797, loss_cls: 1.1577, loss: 1.1577, grad_norm: 16.6934 2021-08-17 13:22:15,673 - mmaction - INFO - Epoch [47][1200/2640] lr: 1.000e-05, eta: 1:08:47, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.6789, top5_acc: 0.8711, loss_cls: 1.2266, loss: 1.2266, grad_norm: 16.8738 2021-08-17 13:22:23,952 - mmaction - INFO - Epoch [47][1220/2640] lr: 1.000e-05, eta: 1:08:38, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6773, top5_acc: 0.8844, loss_cls: 1.1763, loss: 1.1763, grad_norm: 16.8980 2021-08-17 13:22:32,166 - mmaction - INFO - Epoch [47][1240/2640] lr: 1.000e-05, eta: 1:08:29, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.6930, top5_acc: 0.8836, loss_cls: 1.1411, loss: 1.1411, grad_norm: 16.9287 2021-08-17 13:22:40,421 - mmaction - INFO - Epoch [47][1260/2640] lr: 1.000e-05, eta: 1:08:20, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6953, top5_acc: 0.8953, loss_cls: 1.1504, loss: 1.1504, grad_norm: 16.7789 2021-08-17 13:22:48,738 - mmaction - INFO - Epoch [47][1280/2640] lr: 1.000e-05, eta: 1:08:12, time: 0.416, data_time: 0.000, memory: 5736, top1_acc: 0.7031, top5_acc: 0.8758, loss_cls: 1.1999, loss: 1.1999, grad_norm: 17.1235 2021-08-17 13:22:57,029 - mmaction - INFO - Epoch [47][1300/2640] lr: 1.000e-05, eta: 1:08:03, time: 0.415, data_time: 0.000, memory: 5736, top1_acc: 0.6906, top5_acc: 0.8875, loss_cls: 1.1888, loss: 1.1888, grad_norm: 16.4898 2021-08-17 13:23:05,238 - mmaction - INFO - Epoch [47][1320/2640] lr: 1.000e-05, eta: 1:07:54, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.6937, top5_acc: 0.8852, loss_cls: 1.1391, loss: 1.1391, grad_norm: 15.9916 2021-08-17 13:23:13,462 - mmaction - INFO - Epoch [47][1340/2640] lr: 1.000e-05, eta: 1:07:45, time: 0.411, data_time: 0.002, memory: 5736, top1_acc: 0.6867, top5_acc: 0.8961, loss_cls: 1.1148, loss: 1.1148, grad_norm: 16.7095 2021-08-17 13:23:21,752 - mmaction - INFO - Epoch [47][1360/2640] lr: 1.000e-05, eta: 1:07:36, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6836, top5_acc: 0.8727, loss_cls: 1.2093, loss: 1.2093, grad_norm: 16.8913 2021-08-17 13:23:30,036 - mmaction - INFO - Epoch [47][1380/2640] lr: 1.000e-05, eta: 1:07:27, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6969, top5_acc: 0.8914, loss_cls: 1.1501, loss: 1.1501, grad_norm: 16.8415 2021-08-17 13:23:38,287 - mmaction - INFO - Epoch [47][1400/2640] lr: 1.000e-05, eta: 1:07:18, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6984, top5_acc: 0.8875, loss_cls: 1.1174, loss: 1.1174, grad_norm: 16.1695 2021-08-17 13:23:46,568 - mmaction - INFO - Epoch [47][1420/2640] lr: 1.000e-05, eta: 1:07:10, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6836, top5_acc: 0.8977, loss_cls: 1.1444, loss: 1.1444, grad_norm: 16.8591 2021-08-17 13:23:54,780 - mmaction - INFO - Epoch [47][1440/2640] lr: 1.000e-05, eta: 1:07:01, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.6609, top5_acc: 0.8812, loss_cls: 1.2414, loss: 1.2414, grad_norm: 16.6308 2021-08-17 13:24:03,036 - mmaction - INFO - Epoch [47][1460/2640] lr: 1.000e-05, eta: 1:06:52, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.7203, top5_acc: 0.8906, loss_cls: 1.0703, loss: 1.0703, grad_norm: 16.1266 2021-08-17 13:24:11,239 - mmaction - INFO - Epoch [47][1480/2640] lr: 1.000e-05, eta: 1:06:43, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.7164, top5_acc: 0.8984, loss_cls: 1.1121, loss: 1.1121, grad_norm: 16.4054 2021-08-17 13:24:19,501 - mmaction - INFO - Epoch [47][1500/2640] lr: 1.000e-05, eta: 1:06:34, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6945, top5_acc: 0.8773, loss_cls: 1.1696, loss: 1.1696, grad_norm: 16.5851 2021-08-17 13:24:27,819 - mmaction - INFO - Epoch [47][1520/2640] lr: 1.000e-05, eta: 1:06:25, time: 0.416, data_time: 0.001, memory: 5736, top1_acc: 0.6891, top5_acc: 0.8844, loss_cls: 1.2159, loss: 1.2159, grad_norm: 16.8693 2021-08-17 13:24:36,054 - mmaction - INFO - Epoch [47][1540/2640] lr: 1.000e-05, eta: 1:06:16, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.6992, top5_acc: 0.8852, loss_cls: 1.1501, loss: 1.1501, grad_norm: 16.2217 2021-08-17 13:24:44,270 - mmaction - INFO - Epoch [47][1560/2640] lr: 1.000e-05, eta: 1:06:08, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6875, top5_acc: 0.9016, loss_cls: 1.1310, loss: 1.1310, grad_norm: 16.4861 2021-08-17 13:24:52,540 - mmaction - INFO - Epoch [47][1580/2640] lr: 1.000e-05, eta: 1:05:59, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6820, top5_acc: 0.8727, loss_cls: 1.2063, loss: 1.2063, grad_norm: 17.0362 2021-08-17 13:25:00,766 - mmaction - INFO - Epoch [47][1600/2640] lr: 1.000e-05, eta: 1:05:50, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6977, top5_acc: 0.8961, loss_cls: 1.1048, loss: 1.1048, grad_norm: 16.0120 2021-08-17 13:25:09,030 - mmaction - INFO - Epoch [47][1620/2640] lr: 1.000e-05, eta: 1:05:41, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6859, top5_acc: 0.8719, loss_cls: 1.1961, loss: 1.1961, grad_norm: 16.5846 2021-08-17 13:25:17,316 - mmaction - INFO - Epoch [47][1640/2640] lr: 1.000e-05, eta: 1:05:32, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.7125, top5_acc: 0.8883, loss_cls: 1.1267, loss: 1.1267, grad_norm: 16.1556 2021-08-17 13:25:25,595 - mmaction - INFO - Epoch [47][1660/2640] lr: 1.000e-05, eta: 1:05:23, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.6602, top5_acc: 0.8633, loss_cls: 1.3013, loss: 1.3013, grad_norm: 17.7614 2021-08-17 13:25:33,810 - mmaction - INFO - Epoch [47][1680/2640] lr: 1.000e-05, eta: 1:05:14, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.6875, top5_acc: 0.8852, loss_cls: 1.1054, loss: 1.1054, grad_norm: 16.6583 2021-08-17 13:25:42,079 - mmaction - INFO - Epoch [47][1700/2640] lr: 1.000e-05, eta: 1:05:06, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6906, top5_acc: 0.8867, loss_cls: 1.1362, loss: 1.1362, grad_norm: 16.5838 2021-08-17 13:25:50,307 - mmaction - INFO - Epoch [47][1720/2640] lr: 1.000e-05, eta: 1:04:57, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.7008, top5_acc: 0.9008, loss_cls: 1.1013, loss: 1.1013, grad_norm: 16.7085 2021-08-17 13:25:58,569 - mmaction - INFO - Epoch [47][1740/2640] lr: 1.000e-05, eta: 1:04:48, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6836, top5_acc: 0.8844, loss_cls: 1.1652, loss: 1.1652, grad_norm: 17.5168 2021-08-17 13:26:06,785 - mmaction - INFO - Epoch [47][1760/2640] lr: 1.000e-05, eta: 1:04:39, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.6828, top5_acc: 0.8703, loss_cls: 1.2054, loss: 1.2054, grad_norm: 17.2888 2021-08-17 13:26:15,064 - mmaction - INFO - Epoch [47][1780/2640] lr: 1.000e-05, eta: 1:04:30, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.7086, top5_acc: 0.8984, loss_cls: 1.1102, loss: 1.1102, grad_norm: 16.0926 2021-08-17 13:26:23,319 - mmaction - INFO - Epoch [47][1800/2640] lr: 1.000e-05, eta: 1:04:21, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6766, top5_acc: 0.8906, loss_cls: 1.1809, loss: 1.1809, grad_norm: 16.8663 2021-08-17 13:26:31,568 - mmaction - INFO - Epoch [47][1820/2640] lr: 1.000e-05, eta: 1:04:12, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6969, top5_acc: 0.8977, loss_cls: 1.0868, loss: 1.0868, grad_norm: 16.2911 2021-08-17 13:26:39,826 - mmaction - INFO - Epoch [47][1840/2640] lr: 1.000e-05, eta: 1:04:04, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6773, top5_acc: 0.8828, loss_cls: 1.2059, loss: 1.2059, grad_norm: 17.3235 2021-08-17 13:26:48,069 - mmaction - INFO - Epoch [47][1860/2640] lr: 1.000e-05, eta: 1:03:55, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.6977, top5_acc: 0.8820, loss_cls: 1.1557, loss: 1.1557, grad_norm: 16.4934 2021-08-17 13:26:56,274 - mmaction - INFO - Epoch [47][1880/2640] lr: 1.000e-05, eta: 1:03:46, time: 0.411, data_time: 0.002, memory: 5736, top1_acc: 0.6844, top5_acc: 0.8867, loss_cls: 1.1844, loss: 1.1844, grad_norm: 16.7462 2021-08-17 13:27:04,521 - mmaction - INFO - Epoch [47][1900/2640] lr: 1.000e-05, eta: 1:03:37, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6719, top5_acc: 0.8734, loss_cls: 1.2284, loss: 1.2284, grad_norm: 16.7479 2021-08-17 13:27:12,825 - mmaction - INFO - Epoch [47][1920/2640] lr: 1.000e-05, eta: 1:03:28, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.6797, top5_acc: 0.8695, loss_cls: 1.2135, loss: 1.2135, grad_norm: 17.2218 2021-08-17 13:27:21,132 - mmaction - INFO - Epoch [47][1940/2640] lr: 1.000e-05, eta: 1:03:19, time: 0.416, data_time: 0.002, memory: 5736, top1_acc: 0.6859, top5_acc: 0.9047, loss_cls: 1.1361, loss: 1.1361, grad_norm: 17.0856 2021-08-17 13:27:29,470 - mmaction - INFO - Epoch [47][1960/2640] lr: 1.000e-05, eta: 1:03:10, time: 0.417, data_time: 0.001, memory: 5736, top1_acc: 0.6875, top5_acc: 0.8875, loss_cls: 1.1401, loss: 1.1401, grad_norm: 16.8127 2021-08-17 13:27:37,816 - mmaction - INFO - Epoch [47][1980/2640] lr: 1.000e-05, eta: 1:03:02, time: 0.417, data_time: 0.001, memory: 5736, top1_acc: 0.7133, top5_acc: 0.9062, loss_cls: 1.0300, loss: 1.0300, grad_norm: 15.9921 2021-08-17 13:27:46,006 - mmaction - INFO - Epoch [47][2000/2640] lr: 1.000e-05, eta: 1:02:53, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.7211, top5_acc: 0.9016, loss_cls: 1.0759, loss: 1.0759, grad_norm: 16.5138 2021-08-17 13:27:54,241 - mmaction - INFO - Epoch [47][2020/2640] lr: 1.000e-05, eta: 1:02:44, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.7000, top5_acc: 0.8992, loss_cls: 1.1036, loss: 1.1036, grad_norm: 16.6613 2021-08-17 13:28:02,505 - mmaction - INFO - Epoch [47][2040/2640] lr: 1.000e-05, eta: 1:02:35, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6914, top5_acc: 0.8797, loss_cls: 1.1837, loss: 1.1837, grad_norm: 17.3990 2021-08-17 13:28:10,756 - mmaction - INFO - Epoch [47][2060/2640] lr: 1.000e-05, eta: 1:02:26, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6977, top5_acc: 0.8984, loss_cls: 1.0856, loss: 1.0856, grad_norm: 16.7189 2021-08-17 13:28:19,038 - mmaction - INFO - Epoch [47][2080/2640] lr: 1.000e-05, eta: 1:02:17, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6953, top5_acc: 0.8750, loss_cls: 1.2180, loss: 1.2180, grad_norm: 17.2111 2021-08-17 13:28:27,353 - mmaction - INFO - Epoch [47][2100/2640] lr: 1.000e-05, eta: 1:02:08, time: 0.416, data_time: 0.001, memory: 5736, top1_acc: 0.6984, top5_acc: 0.8906, loss_cls: 1.1125, loss: 1.1125, grad_norm: 16.6063 2021-08-17 13:28:35,642 - mmaction - INFO - Epoch [47][2120/2640] lr: 1.000e-05, eta: 1:02:00, time: 0.414, data_time: 0.000, memory: 5736, top1_acc: 0.7086, top5_acc: 0.8859, loss_cls: 1.1118, loss: 1.1118, grad_norm: 16.6300 2021-08-17 13:28:43,842 - mmaction - INFO - Epoch [47][2140/2640] lr: 1.000e-05, eta: 1:01:51, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.6758, top5_acc: 0.8781, loss_cls: 1.1880, loss: 1.1880, grad_norm: 17.0522 2021-08-17 13:28:52,164 - mmaction - INFO - Epoch [47][2160/2640] lr: 1.000e-05, eta: 1:01:42, time: 0.416, data_time: 0.001, memory: 5736, top1_acc: 0.7102, top5_acc: 0.8883, loss_cls: 1.1207, loss: 1.1207, grad_norm: 16.2629 2021-08-17 13:29:00,405 - mmaction - INFO - Epoch [47][2180/2640] lr: 1.000e-05, eta: 1:01:33, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.7133, top5_acc: 0.8984, loss_cls: 1.1274, loss: 1.1274, grad_norm: 17.0327 2021-08-17 13:29:08,679 - mmaction - INFO - Epoch [47][2200/2640] lr: 1.000e-05, eta: 1:01:24, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6687, top5_acc: 0.8773, loss_cls: 1.2249, loss: 1.2249, grad_norm: 17.0951 2021-08-17 13:29:16,952 - mmaction - INFO - Epoch [47][2220/2640] lr: 1.000e-05, eta: 1:01:15, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6820, top5_acc: 0.8867, loss_cls: 1.1906, loss: 1.1906, grad_norm: 16.9437 2021-08-17 13:29:25,236 - mmaction - INFO - Epoch [47][2240/2640] lr: 1.000e-05, eta: 1:01:06, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.6984, top5_acc: 0.9000, loss_cls: 1.1049, loss: 1.1049, grad_norm: 16.5783 2021-08-17 13:29:33,532 - mmaction - INFO - Epoch [47][2260/2640] lr: 1.000e-05, eta: 1:00:58, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.7063, top5_acc: 0.8977, loss_cls: 1.0908, loss: 1.0908, grad_norm: 16.5078 2021-08-17 13:29:41,827 - mmaction - INFO - Epoch [47][2280/2640] lr: 1.000e-05, eta: 1:00:49, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.6797, top5_acc: 0.8906, loss_cls: 1.1496, loss: 1.1496, grad_norm: 16.9486 2021-08-17 13:29:50,090 - mmaction - INFO - Epoch [47][2300/2640] lr: 1.000e-05, eta: 1:00:40, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6930, top5_acc: 0.8836, loss_cls: 1.1808, loss: 1.1808, grad_norm: 16.5189 2021-08-17 13:29:58,369 - mmaction - INFO - Epoch [47][2320/2640] lr: 1.000e-05, eta: 1:00:31, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.7047, top5_acc: 0.8969, loss_cls: 1.1256, loss: 1.1256, grad_norm: 16.8132 2021-08-17 13:30:06,676 - mmaction - INFO - Epoch [47][2340/2640] lr: 1.000e-05, eta: 1:00:22, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.6937, top5_acc: 0.8945, loss_cls: 1.1486, loss: 1.1486, grad_norm: 17.0285 2021-08-17 13:30:15,031 - mmaction - INFO - Epoch [47][2360/2640] lr: 1.000e-05, eta: 1:00:13, time: 0.418, data_time: 0.001, memory: 5736, top1_acc: 0.6883, top5_acc: 0.8812, loss_cls: 1.1666, loss: 1.1666, grad_norm: 17.3846 2021-08-17 13:30:23,272 - mmaction - INFO - Epoch [47][2380/2640] lr: 1.000e-05, eta: 1:00:04, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.7016, top5_acc: 0.8820, loss_cls: 1.1403, loss: 1.1403, grad_norm: 17.1945 2021-08-17 13:30:31,638 - mmaction - INFO - Epoch [47][2400/2640] lr: 1.000e-05, eta: 0:59:56, time: 0.418, data_time: 0.001, memory: 5736, top1_acc: 0.6781, top5_acc: 0.8812, loss_cls: 1.1963, loss: 1.1963, grad_norm: 17.4251 2021-08-17 13:30:39,842 - mmaction - INFO - Epoch [47][2420/2640] lr: 1.000e-05, eta: 0:59:47, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.7234, top5_acc: 0.8930, loss_cls: 1.0550, loss: 1.0550, grad_norm: 15.7054 2021-08-17 13:30:48,087 - mmaction - INFO - Epoch [47][2440/2640] lr: 1.000e-05, eta: 0:59:38, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.6922, top5_acc: 0.8828, loss_cls: 1.1620, loss: 1.1620, grad_norm: 16.6957 2021-08-17 13:30:56,383 - mmaction - INFO - Epoch [47][2460/2640] lr: 1.000e-05, eta: 0:59:29, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.6844, top5_acc: 0.8844, loss_cls: 1.1843, loss: 1.1843, grad_norm: 16.8520 2021-08-17 13:31:04,627 - mmaction - INFO - Epoch [47][2480/2640] lr: 1.000e-05, eta: 0:59:20, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6836, top5_acc: 0.8852, loss_cls: 1.1825, loss: 1.1825, grad_norm: 17.0580 2021-08-17 13:31:12,867 - mmaction - INFO - Epoch [47][2500/2640] lr: 1.000e-05, eta: 0:59:11, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6672, top5_acc: 0.8805, loss_cls: 1.1949, loss: 1.1949, grad_norm: 17.4771 2021-08-17 13:31:21,257 - mmaction - INFO - Epoch [47][2520/2640] lr: 1.000e-05, eta: 0:59:03, time: 0.419, data_time: 0.002, memory: 5736, top1_acc: 0.6961, top5_acc: 0.9000, loss_cls: 1.1281, loss: 1.1281, grad_norm: 16.7650 2021-08-17 13:31:29,510 - mmaction - INFO - Epoch [47][2540/2640] lr: 1.000e-05, eta: 0:58:54, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.7000, top5_acc: 0.8922, loss_cls: 1.1152, loss: 1.1152, grad_norm: 16.3377 2021-08-17 13:31:37,744 - mmaction - INFO - Epoch [47][2560/2640] lr: 1.000e-05, eta: 0:58:45, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.7094, top5_acc: 0.8844, loss_cls: 1.1339, loss: 1.1339, grad_norm: 17.0218 2021-08-17 13:31:45,933 - mmaction - INFO - Epoch [47][2580/2640] lr: 1.000e-05, eta: 0:58:36, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.6914, top5_acc: 0.8891, loss_cls: 1.1003, loss: 1.1003, grad_norm: 17.1531 2021-08-17 13:31:54,311 - mmaction - INFO - Epoch [47][2600/2640] lr: 1.000e-05, eta: 0:58:27, time: 0.419, data_time: 0.002, memory: 5736, top1_acc: 0.6633, top5_acc: 0.8805, loss_cls: 1.1939, loss: 1.1939, grad_norm: 16.9171 2021-08-17 13:32:02,540 - mmaction - INFO - Epoch [47][2620/2640] lr: 1.000e-05, eta: 0:58:18, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.7164, top5_acc: 0.9047, loss_cls: 1.0480, loss: 1.0480, grad_norm: 16.6987 2021-08-17 13:32:10,595 - mmaction - INFO - Epoch [47][2640/2640] lr: 1.000e-05, eta: 0:58:09, time: 0.403, data_time: 0.002, memory: 5736, top1_acc: 0.6984, top5_acc: 0.8944, loss_cls: 1.1418, loss: 1.1418, grad_norm: 16.8529 2021-08-17 13:34:54,323 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-08-17 13:34:54,818 - mmaction - INFO - top1_acc 0.4804 top5_acc 0.7631 2021-08-17 13:34:54,818 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-08-17 13:34:54,880 - mmaction - INFO - mean_acc 0.4078 2021-08-17 13:34:54,887 - mmaction - INFO - Saving checkpoint at 47 epochs 2021-08-17 13:34:55,683 - mmaction - INFO - Epoch(val) [47][194] top1_acc: 0.4804, top5_acc: 0.7631, mean_class_accuracy: 0.4078 2021-08-17 13:34:55,708 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-08-17 13:36:06,687 - mmaction - INFO - Epoch [48][20/2640] lr: 1.000e-05, eta: 0:58:05, time: 3.549, data_time: 3.115, memory: 5736, top1_acc: 0.6820, top5_acc: 0.8883, loss_cls: 1.1523, loss: 1.1523, grad_norm: 16.9449 2021-08-17 13:36:14,998 - mmaction - INFO - Epoch [48][40/2640] lr: 1.000e-05, eta: 0:57:56, time: 0.416, data_time: 0.004, memory: 5736, top1_acc: 0.6719, top5_acc: 0.8711, loss_cls: 1.2467, loss: 1.2467, grad_norm: 17.3557 2021-08-17 13:36:23,177 - mmaction - INFO - Epoch [48][60/2640] lr: 1.000e-05, eta: 0:57:47, time: 0.408, data_time: 0.000, memory: 5736, top1_acc: 0.7000, top5_acc: 0.8898, loss_cls: 1.1654, loss: 1.1654, grad_norm: 17.6251 2021-08-17 13:36:31,499 - mmaction - INFO - Epoch [48][80/2640] lr: 1.000e-05, eta: 0:57:38, time: 0.417, data_time: 0.002, memory: 5736, top1_acc: 0.7188, top5_acc: 0.9062, loss_cls: 1.0238, loss: 1.0238, grad_norm: 16.1473 2021-08-17 13:36:39,691 - mmaction - INFO - Epoch [48][100/2640] lr: 1.000e-05, eta: 0:57:29, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.7000, top5_acc: 0.8969, loss_cls: 1.1446, loss: 1.1446, grad_norm: 16.8682 2021-08-17 13:36:47,994 - mmaction - INFO - Epoch [48][120/2640] lr: 1.000e-05, eta: 0:57:20, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.6734, top5_acc: 0.8867, loss_cls: 1.1339, loss: 1.1339, grad_norm: 16.7746 2021-08-17 13:36:56,321 - mmaction - INFO - Epoch [48][140/2640] lr: 1.000e-05, eta: 0:57:11, time: 0.416, data_time: 0.001, memory: 5736, top1_acc: 0.6945, top5_acc: 0.8969, loss_cls: 1.1191, loss: 1.1191, grad_norm: 17.1252 2021-08-17 13:37:04,641 - mmaction - INFO - Epoch [48][160/2640] lr: 1.000e-05, eta: 0:57:03, time: 0.416, data_time: 0.002, memory: 5736, top1_acc: 0.6937, top5_acc: 0.8844, loss_cls: 1.1253, loss: 1.1253, grad_norm: 16.8360 2021-08-17 13:37:12,865 - mmaction - INFO - Epoch [48][180/2640] lr: 1.000e-05, eta: 0:56:54, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.6867, top5_acc: 0.8969, loss_cls: 1.1337, loss: 1.1337, grad_norm: 17.1158 2021-08-17 13:37:21,169 - mmaction - INFO - Epoch [48][200/2640] lr: 1.000e-05, eta: 0:56:45, time: 0.416, data_time: 0.002, memory: 5736, top1_acc: 0.6922, top5_acc: 0.8914, loss_cls: 1.1298, loss: 1.1298, grad_norm: 16.8094 2021-08-17 13:37:29,450 - mmaction - INFO - Epoch [48][220/2640] lr: 1.000e-05, eta: 0:56:36, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6750, top5_acc: 0.8656, loss_cls: 1.2645, loss: 1.2645, grad_norm: 17.7516 2021-08-17 13:37:37,696 - mmaction - INFO - Epoch [48][240/2640] lr: 1.000e-05, eta: 0:56:27, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.6867, top5_acc: 0.8812, loss_cls: 1.1357, loss: 1.1357, grad_norm: 17.2108 2021-08-17 13:37:45,948 - mmaction - INFO - Epoch [48][260/2640] lr: 1.000e-05, eta: 0:56:18, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.7016, top5_acc: 0.8852, loss_cls: 1.1384, loss: 1.1384, grad_norm: 16.7748 2021-08-17 13:37:54,180 - mmaction - INFO - Epoch [48][280/2640] lr: 1.000e-05, eta: 0:56:09, time: 0.411, data_time: 0.002, memory: 5736, top1_acc: 0.6969, top5_acc: 0.8906, loss_cls: 1.1033, loss: 1.1033, grad_norm: 16.2617 2021-08-17 13:38:02,402 - mmaction - INFO - Epoch [48][300/2640] lr: 1.000e-05, eta: 0:56:01, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6937, top5_acc: 0.8820, loss_cls: 1.1884, loss: 1.1884, grad_norm: 17.0412 2021-08-17 13:38:10,653 - mmaction - INFO - Epoch [48][320/2640] lr: 1.000e-05, eta: 0:55:52, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.6773, top5_acc: 0.8758, loss_cls: 1.1866, loss: 1.1866, grad_norm: 16.4211 2021-08-17 13:38:18,919 - mmaction - INFO - Epoch [48][340/2640] lr: 1.000e-05, eta: 0:55:43, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6883, top5_acc: 0.8789, loss_cls: 1.1898, loss: 1.1898, grad_norm: 16.8057 2021-08-17 13:38:27,187 - mmaction - INFO - Epoch [48][360/2640] lr: 1.000e-05, eta: 0:55:34, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.6797, top5_acc: 0.8867, loss_cls: 1.1593, loss: 1.1593, grad_norm: 17.4873 2021-08-17 13:38:35,407 - mmaction - INFO - Epoch [48][380/2640] lr: 1.000e-05, eta: 0:55:25, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.7125, top5_acc: 0.8875, loss_cls: 1.1225, loss: 1.1225, grad_norm: 16.5451 2021-08-17 13:38:43,677 - mmaction - INFO - Epoch [48][400/2640] lr: 1.000e-05, eta: 0:55:16, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6922, top5_acc: 0.8906, loss_cls: 1.1445, loss: 1.1445, grad_norm: 16.5916 2021-08-17 13:38:51,876 - mmaction - INFO - Epoch [48][420/2640] lr: 1.000e-05, eta: 0:55:07, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.6984, top5_acc: 0.8961, loss_cls: 1.1110, loss: 1.1110, grad_norm: 16.3635 2021-08-17 13:39:00,123 - mmaction - INFO - Epoch [48][440/2640] lr: 1.000e-05, eta: 0:54:59, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.6867, top5_acc: 0.8836, loss_cls: 1.1770, loss: 1.1770, grad_norm: 17.3907 2021-08-17 13:39:08,349 - mmaction - INFO - Epoch [48][460/2640] lr: 1.000e-05, eta: 0:54:50, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.6797, top5_acc: 0.8820, loss_cls: 1.1622, loss: 1.1622, grad_norm: 16.5550 2021-08-17 13:39:16,610 - mmaction - INFO - Epoch [48][480/2640] lr: 1.000e-05, eta: 0:54:41, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.7016, top5_acc: 0.8781, loss_cls: 1.1334, loss: 1.1334, grad_norm: 16.7461 2021-08-17 13:39:24,840 - mmaction - INFO - Epoch [48][500/2640] lr: 1.000e-05, eta: 0:54:32, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6883, top5_acc: 0.8836, loss_cls: 1.1974, loss: 1.1974, grad_norm: 17.1399 2021-08-17 13:39:33,100 - mmaction - INFO - Epoch [48][520/2640] lr: 1.000e-05, eta: 0:54:23, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6875, top5_acc: 0.8859, loss_cls: 1.1855, loss: 1.1855, grad_norm: 17.0573 2021-08-17 13:39:41,302 - mmaction - INFO - Epoch [48][540/2640] lr: 1.000e-05, eta: 0:54:14, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.6945, top5_acc: 0.8859, loss_cls: 1.1964, loss: 1.1964, grad_norm: 16.9656 2021-08-17 13:39:49,545 - mmaction - INFO - Epoch [48][560/2640] lr: 1.000e-05, eta: 0:54:05, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.6961, top5_acc: 0.8930, loss_cls: 1.1175, loss: 1.1175, grad_norm: 16.8968 2021-08-17 13:39:57,847 - mmaction - INFO - Epoch [48][580/2640] lr: 1.000e-05, eta: 0:53:57, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.6844, top5_acc: 0.8906, loss_cls: 1.1092, loss: 1.1092, grad_norm: 16.2609 2021-08-17 13:40:06,098 - mmaction - INFO - Epoch [48][600/2640] lr: 1.000e-05, eta: 0:53:48, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.7055, top5_acc: 0.8812, loss_cls: 1.1542, loss: 1.1542, grad_norm: 16.7194 2021-08-17 13:40:14,378 - mmaction - INFO - Epoch [48][620/2640] lr: 1.000e-05, eta: 0:53:39, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.6922, top5_acc: 0.9000, loss_cls: 1.1255, loss: 1.1255, grad_norm: 17.4279 2021-08-17 13:40:22,655 - mmaction - INFO - Epoch [48][640/2640] lr: 1.000e-05, eta: 0:53:30, time: 0.414, data_time: 0.000, memory: 5736, top1_acc: 0.6961, top5_acc: 0.8852, loss_cls: 1.1285, loss: 1.1285, grad_norm: 16.3333 2021-08-17 13:40:30,850 - mmaction - INFO - Epoch [48][660/2640] lr: 1.000e-05, eta: 0:53:21, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.7070, top5_acc: 0.8914, loss_cls: 1.1461, loss: 1.1461, grad_norm: 16.7533 2021-08-17 13:40:39,104 - mmaction - INFO - Epoch [48][680/2640] lr: 1.000e-05, eta: 0:53:12, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.7125, top5_acc: 0.8852, loss_cls: 1.1311, loss: 1.1311, grad_norm: 16.9321 2021-08-17 13:40:47,324 - mmaction - INFO - Epoch [48][700/2640] lr: 1.000e-05, eta: 0:53:03, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6734, top5_acc: 0.8734, loss_cls: 1.2245, loss: 1.2245, grad_norm: 17.3677 2021-08-17 13:40:55,615 - mmaction - INFO - Epoch [48][720/2640] lr: 1.000e-05, eta: 0:52:55, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.6789, top5_acc: 0.8781, loss_cls: 1.1674, loss: 1.1674, grad_norm: 16.9633 2021-08-17 13:41:03,849 - mmaction - INFO - Epoch [48][740/2640] lr: 1.000e-05, eta: 0:52:46, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.6727, top5_acc: 0.8820, loss_cls: 1.2078, loss: 1.2078, grad_norm: 17.2873 2021-08-17 13:41:12,108 - mmaction - INFO - Epoch [48][760/2640] lr: 1.000e-05, eta: 0:52:37, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6805, top5_acc: 0.8844, loss_cls: 1.1821, loss: 1.1821, grad_norm: 17.0476 2021-08-17 13:41:20,344 - mmaction - INFO - Epoch [48][780/2640] lr: 1.000e-05, eta: 0:52:28, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.7094, top5_acc: 0.8984, loss_cls: 1.1369, loss: 1.1369, grad_norm: 16.7605 2021-08-17 13:41:28,664 - mmaction - INFO - Epoch [48][800/2640] lr: 1.000e-05, eta: 0:52:19, time: 0.416, data_time: 0.002, memory: 5736, top1_acc: 0.6805, top5_acc: 0.8875, loss_cls: 1.1452, loss: 1.1452, grad_norm: 16.9087 2021-08-17 13:41:36,946 - mmaction - INFO - Epoch [48][820/2640] lr: 1.000e-05, eta: 0:52:10, time: 0.414, data_time: 0.000, memory: 5736, top1_acc: 0.7086, top5_acc: 0.8922, loss_cls: 1.1123, loss: 1.1123, grad_norm: 16.3071 2021-08-17 13:41:45,278 - mmaction - INFO - Epoch [48][840/2640] lr: 1.000e-05, eta: 0:52:02, time: 0.416, data_time: 0.001, memory: 5736, top1_acc: 0.6922, top5_acc: 0.8859, loss_cls: 1.1580, loss: 1.1580, grad_norm: 16.7910 2021-08-17 13:41:53,553 - mmaction - INFO - Epoch [48][860/2640] lr: 1.000e-05, eta: 0:51:53, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6977, top5_acc: 0.8836, loss_cls: 1.1142, loss: 1.1142, grad_norm: 16.4575 2021-08-17 13:42:01,777 - mmaction - INFO - Epoch [48][880/2640] lr: 1.000e-05, eta: 0:51:44, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.7016, top5_acc: 0.8875, loss_cls: 1.1308, loss: 1.1308, grad_norm: 16.3230 2021-08-17 13:42:10,015 - mmaction - INFO - Epoch [48][900/2640] lr: 1.000e-05, eta: 0:51:35, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.6984, top5_acc: 0.8930, loss_cls: 1.0993, loss: 1.0993, grad_norm: 16.3683 2021-08-17 13:42:18,329 - mmaction - INFO - Epoch [48][920/2640] lr: 1.000e-05, eta: 0:51:26, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.6914, top5_acc: 0.8906, loss_cls: 1.1220, loss: 1.1220, grad_norm: 16.9573 2021-08-17 13:42:26,632 - mmaction - INFO - Epoch [48][940/2640] lr: 1.000e-05, eta: 0:51:17, time: 0.416, data_time: 0.001, memory: 5736, top1_acc: 0.6859, top5_acc: 0.8719, loss_cls: 1.1979, loss: 1.1979, grad_norm: 17.1419 2021-08-17 13:42:35,067 - mmaction - INFO - Epoch [48][960/2640] lr: 1.000e-05, eta: 0:51:08, time: 0.422, data_time: 0.002, memory: 5736, top1_acc: 0.6875, top5_acc: 0.8734, loss_cls: 1.1894, loss: 1.1894, grad_norm: 16.9978 2021-08-17 13:42:43,296 - mmaction - INFO - Epoch [48][980/2640] lr: 1.000e-05, eta: 0:51:00, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.7195, top5_acc: 0.8969, loss_cls: 1.0392, loss: 1.0392, grad_norm: 15.8191 2021-08-17 13:42:51,551 - mmaction - INFO - Epoch [48][1000/2640] lr: 1.000e-05, eta: 0:50:51, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6805, top5_acc: 0.8898, loss_cls: 1.1773, loss: 1.1773, grad_norm: 17.0271 2021-08-17 13:42:59,783 - mmaction - INFO - Epoch [48][1020/2640] lr: 1.000e-05, eta: 0:50:42, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6891, top5_acc: 0.8773, loss_cls: 1.1926, loss: 1.1926, grad_norm: 17.1195 2021-08-17 13:43:08,081 - mmaction - INFO - Epoch [48][1040/2640] lr: 1.000e-05, eta: 0:50:33, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.6977, top5_acc: 0.8875, loss_cls: 1.1006, loss: 1.1006, grad_norm: 16.7779 2021-08-17 13:43:16,294 - mmaction - INFO - Epoch [48][1060/2640] lr: 1.000e-05, eta: 0:50:24, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6930, top5_acc: 0.8812, loss_cls: 1.1861, loss: 1.1861, grad_norm: 16.8536 2021-08-17 13:43:24,594 - mmaction - INFO - Epoch [48][1080/2640] lr: 1.000e-05, eta: 0:50:15, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.6945, top5_acc: 0.8891, loss_cls: 1.1180, loss: 1.1180, grad_norm: 16.1095 2021-08-17 13:43:32,791 - mmaction - INFO - Epoch [48][1100/2640] lr: 1.000e-05, eta: 0:50:06, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.6609, top5_acc: 0.8734, loss_cls: 1.2520, loss: 1.2520, grad_norm: 17.2809 2021-08-17 13:43:41,095 - mmaction - INFO - Epoch [48][1120/2640] lr: 1.000e-05, eta: 0:49:58, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.6937, top5_acc: 0.8883, loss_cls: 1.1277, loss: 1.1277, grad_norm: 17.1080 2021-08-17 13:43:49,268 - mmaction - INFO - Epoch [48][1140/2640] lr: 1.000e-05, eta: 0:49:49, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.6969, top5_acc: 0.8891, loss_cls: 1.1436, loss: 1.1436, grad_norm: 16.7756 2021-08-17 13:43:57,505 - mmaction - INFO - Epoch [48][1160/2640] lr: 1.000e-05, eta: 0:49:40, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6984, top5_acc: 0.8797, loss_cls: 1.1710, loss: 1.1710, grad_norm: 16.4421 2021-08-17 13:44:05,770 - mmaction - INFO - Epoch [48][1180/2640] lr: 1.000e-05, eta: 0:49:31, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.6945, top5_acc: 0.8844, loss_cls: 1.1406, loss: 1.1406, grad_norm: 16.7282 2021-08-17 13:44:14,004 - mmaction - INFO - Epoch [48][1200/2640] lr: 1.000e-05, eta: 0:49:22, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.6992, top5_acc: 0.8945, loss_cls: 1.1137, loss: 1.1137, grad_norm: 16.6114 2021-08-17 13:44:22,295 - mmaction - INFO - Epoch [48][1220/2640] lr: 1.000e-05, eta: 0:49:13, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.6883, top5_acc: 0.8812, loss_cls: 1.1987, loss: 1.1987, grad_norm: 17.0712 2021-08-17 13:44:30,546 - mmaction - INFO - Epoch [48][1240/2640] lr: 1.000e-05, eta: 0:49:05, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.6898, top5_acc: 0.8773, loss_cls: 1.1498, loss: 1.1498, grad_norm: 16.9200 2021-08-17 13:44:38,751 - mmaction - INFO - Epoch [48][1260/2640] lr: 1.000e-05, eta: 0:48:56, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.6969, top5_acc: 0.9039, loss_cls: 1.0926, loss: 1.0926, grad_norm: 16.5179 2021-08-17 13:44:47,036 - mmaction - INFO - Epoch [48][1280/2640] lr: 1.000e-05, eta: 0:48:47, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.6984, top5_acc: 0.8891, loss_cls: 1.1628, loss: 1.1628, grad_norm: 16.8735 2021-08-17 13:44:55,255 - mmaction - INFO - Epoch [48][1300/2640] lr: 1.000e-05, eta: 0:48:38, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6953, top5_acc: 0.8797, loss_cls: 1.1943, loss: 1.1943, grad_norm: 17.6462 2021-08-17 13:45:03,527 - mmaction - INFO - Epoch [48][1320/2640] lr: 1.000e-05, eta: 0:48:29, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.6914, top5_acc: 0.9000, loss_cls: 1.1423, loss: 1.1423, grad_norm: 16.6759 2021-08-17 13:45:11,722 - mmaction - INFO - Epoch [48][1340/2640] lr: 1.000e-05, eta: 0:48:20, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.6766, top5_acc: 0.8766, loss_cls: 1.1971, loss: 1.1971, grad_norm: 17.4257 2021-08-17 13:45:20,014 - mmaction - INFO - Epoch [48][1360/2640] lr: 1.000e-05, eta: 0:48:11, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.6773, top5_acc: 0.8805, loss_cls: 1.2096, loss: 1.2096, grad_norm: 16.8900 2021-08-17 13:45:28,225 - mmaction - INFO - Epoch [48][1380/2640] lr: 1.000e-05, eta: 0:48:03, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.6969, top5_acc: 0.9000, loss_cls: 1.1327, loss: 1.1327, grad_norm: 16.6976 2021-08-17 13:45:36,533 - mmaction - INFO - Epoch [48][1400/2640] lr: 1.000e-05, eta: 0:47:54, time: 0.416, data_time: 0.002, memory: 5736, top1_acc: 0.6898, top5_acc: 0.8852, loss_cls: 1.1871, loss: 1.1871, grad_norm: 16.6551 2021-08-17 13:45:44,784 - mmaction - INFO - Epoch [48][1420/2640] lr: 1.000e-05, eta: 0:47:45, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.6883, top5_acc: 0.8805, loss_cls: 1.1729, loss: 1.1729, grad_norm: 16.4375 2021-08-17 13:45:53,036 - mmaction - INFO - Epoch [48][1440/2640] lr: 1.000e-05, eta: 0:47:36, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6961, top5_acc: 0.8891, loss_cls: 1.1595, loss: 1.1595, grad_norm: 16.5555 2021-08-17 13:46:01,297 - mmaction - INFO - Epoch [48][1460/2640] lr: 1.000e-05, eta: 0:47:27, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6969, top5_acc: 0.8930, loss_cls: 1.1284, loss: 1.1284, grad_norm: 16.1865 2021-08-17 13:46:09,590 - mmaction - INFO - Epoch [48][1480/2640] lr: 1.000e-05, eta: 0:47:18, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.7039, top5_acc: 0.8812, loss_cls: 1.1374, loss: 1.1374, grad_norm: 16.1716 2021-08-17 13:46:17,810 - mmaction - INFO - Epoch [48][1500/2640] lr: 1.000e-05, eta: 0:47:10, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.7031, top5_acc: 0.8961, loss_cls: 1.1053, loss: 1.1053, grad_norm: 16.3713 2021-08-17 13:46:26,051 - mmaction - INFO - Epoch [48][1520/2640] lr: 1.000e-05, eta: 0:47:01, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6906, top5_acc: 0.8922, loss_cls: 1.1595, loss: 1.1595, grad_norm: 16.7664 2021-08-17 13:46:34,344 - mmaction - INFO - Epoch [48][1540/2640] lr: 1.000e-05, eta: 0:46:52, time: 0.415, data_time: 0.000, memory: 5736, top1_acc: 0.6977, top5_acc: 0.8828, loss_cls: 1.1721, loss: 1.1721, grad_norm: 17.0565 2021-08-17 13:46:42,582 - mmaction - INFO - Epoch [48][1560/2640] lr: 1.000e-05, eta: 0:46:43, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.6930, top5_acc: 0.8859, loss_cls: 1.1140, loss: 1.1140, grad_norm: 16.3335 2021-08-17 13:46:50,809 - mmaction - INFO - Epoch [48][1580/2640] lr: 1.000e-05, eta: 0:46:34, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6750, top5_acc: 0.8820, loss_cls: 1.1809, loss: 1.1809, grad_norm: 16.2946 2021-08-17 13:46:59,111 - mmaction - INFO - Epoch [48][1600/2640] lr: 1.000e-05, eta: 0:46:25, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.6875, top5_acc: 0.8797, loss_cls: 1.1823, loss: 1.1823, grad_norm: 17.2077 2021-08-17 13:47:07,343 - mmaction - INFO - Epoch [48][1620/2640] lr: 1.000e-05, eta: 0:46:16, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.7070, top5_acc: 0.8891, loss_cls: 1.1330, loss: 1.1330, grad_norm: 16.7722 2021-08-17 13:47:15,630 - mmaction - INFO - Epoch [48][1640/2640] lr: 1.000e-05, eta: 0:46:08, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6922, top5_acc: 0.8781, loss_cls: 1.1444, loss: 1.1444, grad_norm: 16.5088 2021-08-17 13:47:23,850 - mmaction - INFO - Epoch [48][1660/2640] lr: 1.000e-05, eta: 0:45:59, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6945, top5_acc: 0.8922, loss_cls: 1.1566, loss: 1.1566, grad_norm: 16.7949 2021-08-17 13:47:32,126 - mmaction - INFO - Epoch [48][1680/2640] lr: 1.000e-05, eta: 0:45:50, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6867, top5_acc: 0.8844, loss_cls: 1.1333, loss: 1.1333, grad_norm: 16.5019 2021-08-17 13:47:40,341 - mmaction - INFO - Epoch [48][1700/2640] lr: 1.000e-05, eta: 0:45:41, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6531, top5_acc: 0.8680, loss_cls: 1.2505, loss: 1.2505, grad_norm: 17.0131 2021-08-17 13:47:48,577 - mmaction - INFO - Epoch [48][1720/2640] lr: 1.000e-05, eta: 0:45:32, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6969, top5_acc: 0.8945, loss_cls: 1.1274, loss: 1.1274, grad_norm: 16.8146 2021-08-17 13:47:56,861 - mmaction - INFO - Epoch [48][1740/2640] lr: 1.000e-05, eta: 0:45:23, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6609, top5_acc: 0.8812, loss_cls: 1.1878, loss: 1.1878, grad_norm: 17.4145 2021-08-17 13:48:05,081 - mmaction - INFO - Epoch [48][1760/2640] lr: 1.000e-05, eta: 0:45:15, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.6828, top5_acc: 0.8898, loss_cls: 1.1735, loss: 1.1735, grad_norm: 17.1034 2021-08-17 13:48:13,343 - mmaction - INFO - Epoch [48][1780/2640] lr: 1.000e-05, eta: 0:45:06, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6875, top5_acc: 0.8750, loss_cls: 1.1798, loss: 1.1798, grad_norm: 16.3183 2021-08-17 13:48:21,649 - mmaction - INFO - Epoch [48][1800/2640] lr: 1.000e-05, eta: 0:44:57, time: 0.415, data_time: 0.000, memory: 5736, top1_acc: 0.6906, top5_acc: 0.8930, loss_cls: 1.1394, loss: 1.1394, grad_norm: 16.5949 2021-08-17 13:48:29,913 - mmaction - INFO - Epoch [48][1820/2640] lr: 1.000e-05, eta: 0:44:48, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6766, top5_acc: 0.8891, loss_cls: 1.1838, loss: 1.1838, grad_norm: 17.7992 2021-08-17 13:48:38,181 - mmaction - INFO - Epoch [48][1840/2640] lr: 1.000e-05, eta: 0:44:39, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6859, top5_acc: 0.8883, loss_cls: 1.1538, loss: 1.1538, grad_norm: 16.6011 2021-08-17 13:48:46,393 - mmaction - INFO - Epoch [48][1860/2640] lr: 1.000e-05, eta: 0:44:30, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6992, top5_acc: 0.8906, loss_cls: 1.1713, loss: 1.1713, grad_norm: 16.8787 2021-08-17 13:48:54,689 - mmaction - INFO - Epoch [48][1880/2640] lr: 1.000e-05, eta: 0:44:22, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.7023, top5_acc: 0.8852, loss_cls: 1.1417, loss: 1.1417, grad_norm: 16.8459 2021-08-17 13:49:02,977 - mmaction - INFO - Epoch [48][1900/2640] lr: 1.000e-05, eta: 0:44:13, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.6742, top5_acc: 0.8695, loss_cls: 1.2381, loss: 1.2381, grad_norm: 17.1565 2021-08-17 13:49:11,241 - mmaction - INFO - Epoch [48][1920/2640] lr: 1.000e-05, eta: 0:44:04, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.7023, top5_acc: 0.8781, loss_cls: 1.1495, loss: 1.1495, grad_norm: 16.3656 2021-08-17 13:49:19,465 - mmaction - INFO - Epoch [48][1940/2640] lr: 1.000e-05, eta: 0:43:55, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6805, top5_acc: 0.8695, loss_cls: 1.2405, loss: 1.2405, grad_norm: 16.8561 2021-08-17 13:49:27,803 - mmaction - INFO - Epoch [48][1960/2640] lr: 1.000e-05, eta: 0:43:46, time: 0.417, data_time: 0.002, memory: 5736, top1_acc: 0.6844, top5_acc: 0.8828, loss_cls: 1.1518, loss: 1.1518, grad_norm: 16.6629 2021-08-17 13:49:36,014 - mmaction - INFO - Epoch [48][1980/2640] lr: 1.000e-05, eta: 0:43:37, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.6898, top5_acc: 0.8633, loss_cls: 1.2151, loss: 1.2151, grad_norm: 17.1132 2021-08-17 13:49:44,243 - mmaction - INFO - Epoch [48][2000/2640] lr: 1.000e-05, eta: 0:43:28, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.6836, top5_acc: 0.8711, loss_cls: 1.2146, loss: 1.2146, grad_norm: 16.8178 2021-08-17 13:49:52,476 - mmaction - INFO - Epoch [48][2020/2640] lr: 1.000e-05, eta: 0:43:20, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.7008, top5_acc: 0.8891, loss_cls: 1.1261, loss: 1.1261, grad_norm: 16.4115 2021-08-17 13:50:00,764 - mmaction - INFO - Epoch [48][2040/2640] lr: 1.000e-05, eta: 0:43:11, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.6914, top5_acc: 0.8773, loss_cls: 1.1842, loss: 1.1842, grad_norm: 16.5019 2021-08-17 13:50:08,960 - mmaction - INFO - Epoch [48][2060/2640] lr: 1.000e-05, eta: 0:43:02, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.6813, top5_acc: 0.8938, loss_cls: 1.1464, loss: 1.1464, grad_norm: 16.8771 2021-08-17 13:50:17,312 - mmaction - INFO - Epoch [48][2080/2640] lr: 1.000e-05, eta: 0:42:53, time: 0.418, data_time: 0.001, memory: 5736, top1_acc: 0.6789, top5_acc: 0.8875, loss_cls: 1.1871, loss: 1.1871, grad_norm: 17.2259 2021-08-17 13:50:25,592 - mmaction - INFO - Epoch [48][2100/2640] lr: 1.000e-05, eta: 0:42:44, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6805, top5_acc: 0.8836, loss_cls: 1.1608, loss: 1.1608, grad_norm: 17.0158 2021-08-17 13:50:33,840 - mmaction - INFO - Epoch [48][2120/2640] lr: 1.000e-05, eta: 0:42:35, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.7031, top5_acc: 0.8844, loss_cls: 1.1857, loss: 1.1857, grad_norm: 16.7916 2021-08-17 13:50:42,135 - mmaction - INFO - Epoch [48][2140/2640] lr: 1.000e-05, eta: 0:42:27, time: 0.416, data_time: 0.002, memory: 5736, top1_acc: 0.6953, top5_acc: 0.8891, loss_cls: 1.1313, loss: 1.1313, grad_norm: 16.4141 2021-08-17 13:50:50,390 - mmaction - INFO - Epoch [48][2160/2640] lr: 1.000e-05, eta: 0:42:18, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6953, top5_acc: 0.8891, loss_cls: 1.1238, loss: 1.1238, grad_norm: 17.0668 2021-08-17 13:50:58,637 - mmaction - INFO - Epoch [48][2180/2640] lr: 1.000e-05, eta: 0:42:09, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6969, top5_acc: 0.9016, loss_cls: 1.1248, loss: 1.1248, grad_norm: 16.8813 2021-08-17 13:51:06,902 - mmaction - INFO - Epoch [48][2200/2640] lr: 1.000e-05, eta: 0:42:00, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.7008, top5_acc: 0.8750, loss_cls: 1.1604, loss: 1.1604, grad_norm: 16.6340 2021-08-17 13:51:15,169 - mmaction - INFO - Epoch [48][2220/2640] lr: 1.000e-05, eta: 0:41:51, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.7180, top5_acc: 0.9078, loss_cls: 1.0808, loss: 1.0808, grad_norm: 16.5569 2021-08-17 13:51:23,472 - mmaction - INFO - Epoch [48][2240/2640] lr: 1.000e-05, eta: 0:41:42, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.6969, top5_acc: 0.8922, loss_cls: 1.0939, loss: 1.0939, grad_norm: 15.9067 2021-08-17 13:51:31,691 - mmaction - INFO - Epoch [48][2260/2640] lr: 1.000e-05, eta: 0:41:34, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.6844, top5_acc: 0.8859, loss_cls: 1.1782, loss: 1.1782, grad_norm: 17.3815 2021-08-17 13:51:39,963 - mmaction - INFO - Epoch [48][2280/2640] lr: 1.000e-05, eta: 0:41:25, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.6695, top5_acc: 0.8797, loss_cls: 1.2062, loss: 1.2062, grad_norm: 17.0082 2021-08-17 13:51:48,210 - mmaction - INFO - Epoch [48][2300/2640] lr: 1.000e-05, eta: 0:41:16, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.7086, top5_acc: 0.8922, loss_cls: 1.1114, loss: 1.1114, grad_norm: 16.2296 2021-08-17 13:51:56,544 - mmaction - INFO - Epoch [48][2320/2640] lr: 1.000e-05, eta: 0:41:07, time: 0.416, data_time: 0.002, memory: 5736, top1_acc: 0.6781, top5_acc: 0.8711, loss_cls: 1.2166, loss: 1.2166, grad_norm: 17.0365 2021-08-17 13:52:04,787 - mmaction - INFO - Epoch [48][2340/2640] lr: 1.000e-05, eta: 0:40:58, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6922, top5_acc: 0.8836, loss_cls: 1.1717, loss: 1.1717, grad_norm: 16.7468 2021-08-17 13:52:13,055 - mmaction - INFO - Epoch [48][2360/2640] lr: 1.000e-05, eta: 0:40:49, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.7031, top5_acc: 0.8930, loss_cls: 1.1241, loss: 1.1241, grad_norm: 16.7239 2021-08-17 13:52:21,287 - mmaction - INFO - Epoch [48][2380/2640] lr: 1.000e-05, eta: 0:40:41, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.7023, top5_acc: 0.8891, loss_cls: 1.1201, loss: 1.1201, grad_norm: 16.6449 2021-08-17 13:52:29,592 - mmaction - INFO - Epoch [48][2400/2640] lr: 1.000e-05, eta: 0:40:32, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.6867, top5_acc: 0.8773, loss_cls: 1.1829, loss: 1.1829, grad_norm: 16.7796 2021-08-17 13:52:37,821 - mmaction - INFO - Epoch [48][2420/2640] lr: 1.000e-05, eta: 0:40:23, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6859, top5_acc: 0.8891, loss_cls: 1.1618, loss: 1.1618, grad_norm: 16.9165 2021-08-17 13:52:46,074 - mmaction - INFO - Epoch [48][2440/2640] lr: 1.000e-05, eta: 0:40:14, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.7086, top5_acc: 0.8953, loss_cls: 1.1412, loss: 1.1412, grad_norm: 16.0720 2021-08-17 13:52:54,374 - mmaction - INFO - Epoch [48][2460/2640] lr: 1.000e-05, eta: 0:40:05, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.7000, top5_acc: 0.8867, loss_cls: 1.1496, loss: 1.1496, grad_norm: 16.7774 2021-08-17 13:53:02,639 - mmaction - INFO - Epoch [48][2480/2640] lr: 1.000e-05, eta: 0:39:56, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6813, top5_acc: 0.8945, loss_cls: 1.1744, loss: 1.1744, grad_norm: 17.6305 2021-08-17 13:53:10,880 - mmaction - INFO - Epoch [48][2500/2640] lr: 1.000e-05, eta: 0:39:48, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.6891, top5_acc: 0.8766, loss_cls: 1.1709, loss: 1.1709, grad_norm: 16.9652 2021-08-17 13:53:19,102 - mmaction - INFO - Epoch [48][2520/2640] lr: 1.000e-05, eta: 0:39:39, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6766, top5_acc: 0.8867, loss_cls: 1.2015, loss: 1.2015, grad_norm: 16.9390 2021-08-17 13:53:27,285 - mmaction - INFO - Epoch [48][2540/2640] lr: 1.000e-05, eta: 0:39:30, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.6836, top5_acc: 0.8828, loss_cls: 1.1950, loss: 1.1950, grad_norm: 17.2896 2021-08-17 13:53:35,570 - mmaction - INFO - Epoch [48][2560/2640] lr: 1.000e-05, eta: 0:39:21, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.6937, top5_acc: 0.8836, loss_cls: 1.1476, loss: 1.1476, grad_norm: 16.5206 2021-08-17 13:53:43,847 - mmaction - INFO - Epoch [48][2580/2640] lr: 1.000e-05, eta: 0:39:12, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6937, top5_acc: 0.8789, loss_cls: 1.2066, loss: 1.2066, grad_norm: 17.4892 2021-08-17 13:53:52,174 - mmaction - INFO - Epoch [48][2600/2640] lr: 1.000e-05, eta: 0:39:03, time: 0.416, data_time: 0.002, memory: 5736, top1_acc: 0.7031, top5_acc: 0.8891, loss_cls: 1.1191, loss: 1.1191, grad_norm: 17.0503 2021-08-17 13:54:00,409 - mmaction - INFO - Epoch [48][2620/2640] lr: 1.000e-05, eta: 0:38:55, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.7039, top5_acc: 0.8984, loss_cls: 1.0849, loss: 1.0849, grad_norm: 16.4373 2021-08-17 13:54:08,401 - mmaction - INFO - Epoch [48][2640/2640] lr: 1.000e-05, eta: 0:38:46, time: 0.400, data_time: 0.001, memory: 5736, top1_acc: 0.6766, top5_acc: 0.8734, loss_cls: 1.2339, loss: 1.2339, grad_norm: 17.9579 2021-08-17 13:56:54,172 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-08-17 13:56:54,654 - mmaction - INFO - top1_acc 0.4832 top5_acc 0.7630 2021-08-17 13:56:54,654 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-08-17 13:56:54,715 - mmaction - INFO - mean_acc 0.4096 2021-08-17 13:56:55,621 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_48.pth. 2021-08-17 13:56:55,621 - mmaction - INFO - Best top1_acc is 0.4832 at 48 epoch. 2021-08-17 13:56:55,644 - mmaction - INFO - Saving checkpoint at 48 epochs 2021-08-17 13:56:56,569 - mmaction - INFO - Epoch(val) [48][194] top1_acc: 0.4832, top5_acc: 0.7630, mean_class_accuracy: 0.4096 2021-08-17 13:56:56,579 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-08-17 13:58:07,964 - mmaction - INFO - Epoch [49][20/2640] lr: 1.000e-05, eta: 0:38:39, time: 3.569, data_time: 3.069, memory: 5736, top1_acc: 0.7023, top5_acc: 0.9047, loss_cls: 1.0666, loss: 1.0666, grad_norm: 16.4571 2021-08-17 13:58:16,168 - mmaction - INFO - Epoch [49][40/2640] lr: 1.000e-05, eta: 0:38:31, time: 0.410, data_time: 0.003, memory: 5736, top1_acc: 0.6859, top5_acc: 0.8750, loss_cls: 1.1930, loss: 1.1930, grad_norm: 16.8994 2021-08-17 13:58:24,359 - mmaction - INFO - Epoch [49][60/2640] lr: 1.000e-05, eta: 0:38:22, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.7047, top5_acc: 0.8922, loss_cls: 1.1025, loss: 1.1025, grad_norm: 16.5574 2021-08-17 13:58:32,562 - mmaction - INFO - Epoch [49][80/2640] lr: 1.000e-05, eta: 0:38:13, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.7055, top5_acc: 0.9000, loss_cls: 1.0771, loss: 1.0771, grad_norm: 16.7921 2021-08-17 13:58:40,755 - mmaction - INFO - Epoch [49][100/2640] lr: 1.000e-05, eta: 0:38:04, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.6930, top5_acc: 0.8844, loss_cls: 1.1654, loss: 1.1654, grad_norm: 16.5604 2021-08-17 13:58:49,027 - mmaction - INFO - Epoch [49][120/2640] lr: 1.000e-05, eta: 0:37:55, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.6781, top5_acc: 0.8867, loss_cls: 1.1894, loss: 1.1894, grad_norm: 16.6251 2021-08-17 13:58:57,249 - mmaction - INFO - Epoch [49][140/2640] lr: 1.000e-05, eta: 0:37:46, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.7039, top5_acc: 0.8859, loss_cls: 1.1217, loss: 1.1217, grad_norm: 16.7220 2021-08-17 13:59:05,577 - mmaction - INFO - Epoch [49][160/2640] lr: 1.000e-05, eta: 0:37:38, time: 0.416, data_time: 0.001, memory: 5736, top1_acc: 0.7023, top5_acc: 0.8953, loss_cls: 1.1102, loss: 1.1102, grad_norm: 16.8763 2021-08-17 13:59:13,813 - mmaction - INFO - Epoch [49][180/2640] lr: 1.000e-05, eta: 0:37:29, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.7070, top5_acc: 0.8938, loss_cls: 1.1241, loss: 1.1241, grad_norm: 16.5513 2021-08-17 13:59:22,117 - mmaction - INFO - Epoch [49][200/2640] lr: 1.000e-05, eta: 0:37:20, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.6984, top5_acc: 0.8875, loss_cls: 1.1574, loss: 1.1574, grad_norm: 17.3136 2021-08-17 13:59:30,377 - mmaction - INFO - Epoch [49][220/2640] lr: 1.000e-05, eta: 0:37:11, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6961, top5_acc: 0.8930, loss_cls: 1.1338, loss: 1.1338, grad_norm: 17.1970 2021-08-17 13:59:38,674 - mmaction - INFO - Epoch [49][240/2640] lr: 1.000e-05, eta: 0:37:02, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.7008, top5_acc: 0.8906, loss_cls: 1.1010, loss: 1.1010, grad_norm: 16.8934 2021-08-17 13:59:46,872 - mmaction - INFO - Epoch [49][260/2640] lr: 1.000e-05, eta: 0:36:53, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.6898, top5_acc: 0.8914, loss_cls: 1.1472, loss: 1.1472, grad_norm: 16.6700 2021-08-17 13:59:55,147 - mmaction - INFO - Epoch [49][280/2640] lr: 1.000e-05, eta: 0:36:44, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6914, top5_acc: 0.8820, loss_cls: 1.1566, loss: 1.1566, grad_norm: 16.6362 2021-08-17 14:00:03,405 - mmaction - INFO - Epoch [49][300/2640] lr: 1.000e-05, eta: 0:36:36, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.7008, top5_acc: 0.8789, loss_cls: 1.1592, loss: 1.1592, grad_norm: 16.7576 2021-08-17 14:00:11,588 - mmaction - INFO - Epoch [49][320/2640] lr: 1.000e-05, eta: 0:36:27, time: 0.409, data_time: 0.001, memory: 5736, top1_acc: 0.6898, top5_acc: 0.8922, loss_cls: 1.1350, loss: 1.1350, grad_norm: 17.2474 2021-08-17 14:00:19,759 - mmaction - INFO - Epoch [49][340/2640] lr: 1.000e-05, eta: 0:36:18, time: 0.408, data_time: 0.000, memory: 5736, top1_acc: 0.6789, top5_acc: 0.8844, loss_cls: 1.1927, loss: 1.1927, grad_norm: 17.3365 2021-08-17 14:00:28,024 - mmaction - INFO - Epoch [49][360/2640] lr: 1.000e-05, eta: 0:36:09, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.6930, top5_acc: 0.8812, loss_cls: 1.1457, loss: 1.1457, grad_norm: 17.1085 2021-08-17 14:00:36,225 - mmaction - INFO - Epoch [49][380/2640] lr: 1.000e-05, eta: 0:36:00, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.7000, top5_acc: 0.8773, loss_cls: 1.1709, loss: 1.1709, grad_norm: 17.1307 2021-08-17 14:00:44,449 - mmaction - INFO - Epoch [49][400/2640] lr: 1.000e-05, eta: 0:35:51, time: 0.411, data_time: 0.002, memory: 5736, top1_acc: 0.6867, top5_acc: 0.8812, loss_cls: 1.1806, loss: 1.1806, grad_norm: 17.0468 2021-08-17 14:00:52,769 - mmaction - INFO - Epoch [49][420/2640] lr: 1.000e-05, eta: 0:35:43, time: 0.416, data_time: 0.000, memory: 5736, top1_acc: 0.6859, top5_acc: 0.8773, loss_cls: 1.1908, loss: 1.1908, grad_norm: 16.8073 2021-08-17 14:01:01,032 - mmaction - INFO - Epoch [49][440/2640] lr: 1.000e-05, eta: 0:35:34, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6562, top5_acc: 0.8594, loss_cls: 1.3123, loss: 1.3123, grad_norm: 18.1264 2021-08-17 14:01:09,218 - mmaction - INFO - Epoch [49][460/2640] lr: 1.000e-05, eta: 0:35:25, time: 0.409, data_time: 0.000, memory: 5736, top1_acc: 0.6781, top5_acc: 0.8844, loss_cls: 1.2019, loss: 1.2019, grad_norm: 17.2545 2021-08-17 14:01:17,509 - mmaction - INFO - Epoch [49][480/2640] lr: 1.000e-05, eta: 0:35:16, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.6953, top5_acc: 0.8898, loss_cls: 1.1268, loss: 1.1268, grad_norm: 16.5053 2021-08-17 14:01:25,822 - mmaction - INFO - Epoch [49][500/2640] lr: 1.000e-05, eta: 0:35:07, time: 0.416, data_time: 0.001, memory: 5736, top1_acc: 0.7156, top5_acc: 0.8977, loss_cls: 1.0849, loss: 1.0849, grad_norm: 16.1776 2021-08-17 14:01:34,095 - mmaction - INFO - Epoch [49][520/2640] lr: 1.000e-05, eta: 0:34:58, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.6992, top5_acc: 0.8867, loss_cls: 1.1547, loss: 1.1547, grad_norm: 16.7511 2021-08-17 14:01:42,350 - mmaction - INFO - Epoch [49][540/2640] lr: 1.000e-05, eta: 0:34:50, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.7063, top5_acc: 0.9016, loss_cls: 1.1068, loss: 1.1068, grad_norm: 16.6426 2021-08-17 14:01:50,653 - mmaction - INFO - Epoch [49][560/2640] lr: 1.000e-05, eta: 0:34:41, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.6852, top5_acc: 0.8898, loss_cls: 1.1495, loss: 1.1495, grad_norm: 17.0938 2021-08-17 14:01:58,851 - mmaction - INFO - Epoch [49][580/2640] lr: 1.000e-05, eta: 0:34:32, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.7078, top5_acc: 0.8875, loss_cls: 1.1504, loss: 1.1504, grad_norm: 16.5198 2021-08-17 14:02:07,172 - mmaction - INFO - Epoch [49][600/2640] lr: 1.000e-05, eta: 0:34:23, time: 0.416, data_time: 0.001, memory: 5736, top1_acc: 0.7172, top5_acc: 0.9031, loss_cls: 1.0379, loss: 1.0379, grad_norm: 16.2211 2021-08-17 14:02:15,421 - mmaction - INFO - Epoch [49][620/2640] lr: 1.000e-05, eta: 0:34:14, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6648, top5_acc: 0.8719, loss_cls: 1.2485, loss: 1.2485, grad_norm: 17.3637 2021-08-17 14:02:23,695 - mmaction - INFO - Epoch [49][640/2640] lr: 1.000e-05, eta: 0:34:05, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.7008, top5_acc: 0.8867, loss_cls: 1.1116, loss: 1.1116, grad_norm: 16.6645 2021-08-17 14:02:32,034 - mmaction - INFO - Epoch [49][660/2640] lr: 1.000e-05, eta: 0:33:57, time: 0.417, data_time: 0.001, memory: 5736, top1_acc: 0.6930, top5_acc: 0.8859, loss_cls: 1.1466, loss: 1.1466, grad_norm: 16.6869 2021-08-17 14:02:40,279 - mmaction - INFO - Epoch [49][680/2640] lr: 1.000e-05, eta: 0:33:48, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.6844, top5_acc: 0.8742, loss_cls: 1.1915, loss: 1.1915, grad_norm: 16.5881 2021-08-17 14:02:48,628 - mmaction - INFO - Epoch [49][700/2640] lr: 1.000e-05, eta: 0:33:39, time: 0.417, data_time: 0.001, memory: 5736, top1_acc: 0.7000, top5_acc: 0.8969, loss_cls: 1.1211, loss: 1.1211, grad_norm: 16.5061 2021-08-17 14:02:56,930 - mmaction - INFO - Epoch [49][720/2640] lr: 1.000e-05, eta: 0:33:30, time: 0.415, data_time: 0.000, memory: 5736, top1_acc: 0.6633, top5_acc: 0.8781, loss_cls: 1.2570, loss: 1.2570, grad_norm: 17.1837 2021-08-17 14:03:05,186 - mmaction - INFO - Epoch [49][740/2640] lr: 1.000e-05, eta: 0:33:21, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.6914, top5_acc: 0.8875, loss_cls: 1.2184, loss: 1.2184, grad_norm: 17.5512 2021-08-17 14:03:13,493 - mmaction - INFO - Epoch [49][760/2640] lr: 1.000e-05, eta: 0:33:12, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.6937, top5_acc: 0.8984, loss_cls: 1.1405, loss: 1.1405, grad_norm: 17.0526 2021-08-17 14:03:21,757 - mmaction - INFO - Epoch [49][780/2640] lr: 1.000e-05, eta: 0:33:04, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6984, top5_acc: 0.8938, loss_cls: 1.1124, loss: 1.1124, grad_norm: 16.0659 2021-08-17 14:03:30,011 - mmaction - INFO - Epoch [49][800/2640] lr: 1.000e-05, eta: 0:32:55, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6969, top5_acc: 0.8867, loss_cls: 1.1672, loss: 1.1672, grad_norm: 16.9757 2021-08-17 14:03:38,287 - mmaction - INFO - Epoch [49][820/2640] lr: 1.000e-05, eta: 0:32:46, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6859, top5_acc: 0.8789, loss_cls: 1.2045, loss: 1.2045, grad_norm: 17.3408 2021-08-17 14:03:46,605 - mmaction - INFO - Epoch [49][840/2640] lr: 1.000e-05, eta: 0:32:37, time: 0.416, data_time: 0.002, memory: 5736, top1_acc: 0.6937, top5_acc: 0.8844, loss_cls: 1.1512, loss: 1.1512, grad_norm: 16.5566 2021-08-17 14:03:54,819 - mmaction - INFO - Epoch [49][860/2640] lr: 1.000e-05, eta: 0:32:28, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.6828, top5_acc: 0.8766, loss_cls: 1.1758, loss: 1.1758, grad_norm: 17.2506 2021-08-17 14:04:03,048 - mmaction - INFO - Epoch [49][880/2640] lr: 1.000e-05, eta: 0:32:19, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6586, top5_acc: 0.8625, loss_cls: 1.2816, loss: 1.2816, grad_norm: 17.3407 2021-08-17 14:04:11,244 - mmaction - INFO - Epoch [49][900/2640] lr: 1.000e-05, eta: 0:32:10, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.7078, top5_acc: 0.8867, loss_cls: 1.0985, loss: 1.0985, grad_norm: 15.9303 2021-08-17 14:04:19,563 - mmaction - INFO - Epoch [49][920/2640] lr: 1.000e-05, eta: 0:32:02, time: 0.416, data_time: 0.002, memory: 5736, top1_acc: 0.6945, top5_acc: 0.8758, loss_cls: 1.1724, loss: 1.1724, grad_norm: 16.6508 2021-08-17 14:04:27,803 - mmaction - INFO - Epoch [49][940/2640] lr: 1.000e-05, eta: 0:31:53, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6992, top5_acc: 0.8906, loss_cls: 1.1293, loss: 1.1293, grad_norm: 16.6508 2021-08-17 14:04:36,106 - mmaction - INFO - Epoch [49][960/2640] lr: 1.000e-05, eta: 0:31:44, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.6875, top5_acc: 0.8961, loss_cls: 1.1298, loss: 1.1298, grad_norm: 17.2736 2021-08-17 14:04:44,319 - mmaction - INFO - Epoch [49][980/2640] lr: 1.000e-05, eta: 0:31:35, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.6875, top5_acc: 0.8875, loss_cls: 1.1465, loss: 1.1465, grad_norm: 16.6466 2021-08-17 14:04:52,549 - mmaction - INFO - Epoch [49][1000/2640] lr: 1.000e-05, eta: 0:31:26, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6859, top5_acc: 0.8852, loss_cls: 1.1437, loss: 1.1437, grad_norm: 16.5017 2021-08-17 14:05:00,815 - mmaction - INFO - Epoch [49][1020/2640] lr: 1.000e-05, eta: 0:31:17, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.7039, top5_acc: 0.8914, loss_cls: 1.1029, loss: 1.1029, grad_norm: 16.2131 2021-08-17 14:05:09,055 - mmaction - INFO - Epoch [49][1040/2640] lr: 1.000e-05, eta: 0:31:09, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.7031, top5_acc: 0.8953, loss_cls: 1.1224, loss: 1.1224, grad_norm: 16.4499 2021-08-17 14:05:17,313 - mmaction - INFO - Epoch [49][1060/2640] lr: 1.000e-05, eta: 0:31:00, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.7094, top5_acc: 0.9039, loss_cls: 1.1093, loss: 1.1093, grad_norm: 16.3942 2021-08-17 14:05:25,530 - mmaction - INFO - Epoch [49][1080/2640] lr: 1.000e-05, eta: 0:30:51, time: 0.411, data_time: 0.002, memory: 5736, top1_acc: 0.7016, top5_acc: 0.8930, loss_cls: 1.1150, loss: 1.1150, grad_norm: 16.1982 2021-08-17 14:05:33,752 - mmaction - INFO - Epoch [49][1100/2640] lr: 1.000e-05, eta: 0:30:42, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6836, top5_acc: 0.8750, loss_cls: 1.2033, loss: 1.2033, grad_norm: 17.7779 2021-08-17 14:05:42,013 - mmaction - INFO - Epoch [49][1120/2640] lr: 1.000e-05, eta: 0:30:33, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.7055, top5_acc: 0.8891, loss_cls: 1.1242, loss: 1.1242, grad_norm: 16.1957 2021-08-17 14:05:50,217 - mmaction - INFO - Epoch [49][1140/2640] lr: 1.000e-05, eta: 0:30:24, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.6883, top5_acc: 0.8844, loss_cls: 1.1463, loss: 1.1463, grad_norm: 16.7157 2021-08-17 14:05:58,516 - mmaction - INFO - Epoch [49][1160/2640] lr: 1.000e-05, eta: 0:30:16, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.7023, top5_acc: 0.8867, loss_cls: 1.1257, loss: 1.1257, grad_norm: 17.1021 2021-08-17 14:06:06,807 - mmaction - INFO - Epoch [49][1180/2640] lr: 1.000e-05, eta: 0:30:07, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.6937, top5_acc: 0.8891, loss_cls: 1.1630, loss: 1.1630, grad_norm: 16.8590 2021-08-17 14:06:15,069 - mmaction - INFO - Epoch [49][1200/2640] lr: 1.000e-05, eta: 0:29:58, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.7047, top5_acc: 0.8922, loss_cls: 1.1147, loss: 1.1147, grad_norm: 16.2608 2021-08-17 14:06:23,306 - mmaction - INFO - Epoch [49][1220/2640] lr: 1.000e-05, eta: 0:29:49, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6836, top5_acc: 0.8945, loss_cls: 1.1545, loss: 1.1545, grad_norm: 17.1610 2021-08-17 14:06:31,514 - mmaction - INFO - Epoch [49][1240/2640] lr: 1.000e-05, eta: 0:29:40, time: 0.410, data_time: 0.002, memory: 5736, top1_acc: 0.7031, top5_acc: 0.9000, loss_cls: 1.0810, loss: 1.0810, grad_norm: 16.5094 2021-08-17 14:06:39,717 - mmaction - INFO - Epoch [49][1260/2640] lr: 1.000e-05, eta: 0:29:31, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.6992, top5_acc: 0.9039, loss_cls: 1.0647, loss: 1.0647, grad_norm: 17.0048 2021-08-17 14:06:47,981 - mmaction - INFO - Epoch [49][1280/2640] lr: 1.000e-05, eta: 0:29:23, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6773, top5_acc: 0.8820, loss_cls: 1.1996, loss: 1.1996, grad_norm: 17.4112 2021-08-17 14:06:56,204 - mmaction - INFO - Epoch [49][1300/2640] lr: 1.000e-05, eta: 0:29:14, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6828, top5_acc: 0.8844, loss_cls: 1.1829, loss: 1.1829, grad_norm: 17.1340 2021-08-17 14:07:04,502 - mmaction - INFO - Epoch [49][1320/2640] lr: 1.000e-05, eta: 0:29:05, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.7023, top5_acc: 0.8969, loss_cls: 1.1217, loss: 1.1217, grad_norm: 16.8553 2021-08-17 14:07:12,760 - mmaction - INFO - Epoch [49][1340/2640] lr: 1.000e-05, eta: 0:28:56, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.7039, top5_acc: 0.8750, loss_cls: 1.1445, loss: 1.1445, grad_norm: 16.2952 2021-08-17 14:07:21,035 - mmaction - INFO - Epoch [49][1360/2640] lr: 1.000e-05, eta: 0:28:47, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6648, top5_acc: 0.8766, loss_cls: 1.2404, loss: 1.2404, grad_norm: 16.9525 2021-08-17 14:07:29,307 - mmaction - INFO - Epoch [49][1380/2640] lr: 1.000e-05, eta: 0:28:38, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6953, top5_acc: 0.8945, loss_cls: 1.1401, loss: 1.1401, grad_norm: 16.7803 2021-08-17 14:07:37,502 - mmaction - INFO - Epoch [49][1400/2640] lr: 1.000e-05, eta: 0:28:30, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.6773, top5_acc: 0.8703, loss_cls: 1.2411, loss: 1.2411, grad_norm: 17.5418 2021-08-17 14:07:45,760 - mmaction - INFO - Epoch [49][1420/2640] lr: 1.000e-05, eta: 0:28:21, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.7031, top5_acc: 0.9094, loss_cls: 1.0569, loss: 1.0569, grad_norm: 16.7018 2021-08-17 14:07:54,004 - mmaction - INFO - Epoch [49][1440/2640] lr: 1.000e-05, eta: 0:28:12, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6977, top5_acc: 0.8898, loss_cls: 1.1429, loss: 1.1429, grad_norm: 16.7583 2021-08-17 14:08:02,257 - mmaction - INFO - Epoch [49][1460/2640] lr: 1.000e-05, eta: 0:28:03, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6789, top5_acc: 0.8906, loss_cls: 1.1745, loss: 1.1745, grad_norm: 17.2656 2021-08-17 14:08:10,541 - mmaction - INFO - Epoch [49][1480/2640] lr: 1.000e-05, eta: 0:27:54, time: 0.414, data_time: 0.000, memory: 5736, top1_acc: 0.6969, top5_acc: 0.8703, loss_cls: 1.2182, loss: 1.2182, grad_norm: 16.9648 2021-08-17 14:08:18,801 - mmaction - INFO - Epoch [49][1500/2640] lr: 1.000e-05, eta: 0:27:45, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.7094, top5_acc: 0.8945, loss_cls: 1.0866, loss: 1.0866, grad_norm: 16.5030 2021-08-17 14:08:27,167 - mmaction - INFO - Epoch [49][1520/2640] lr: 1.000e-05, eta: 0:27:37, time: 0.418, data_time: 0.002, memory: 5736, top1_acc: 0.6898, top5_acc: 0.8938, loss_cls: 1.1457, loss: 1.1457, grad_norm: 16.7901 2021-08-17 14:08:35,406 - mmaction - INFO - Epoch [49][1540/2640] lr: 1.000e-05, eta: 0:27:28, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6820, top5_acc: 0.8906, loss_cls: 1.1781, loss: 1.1781, grad_norm: 17.2018 2021-08-17 14:08:43,648 - mmaction - INFO - Epoch [49][1560/2640] lr: 1.000e-05, eta: 0:27:19, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.6625, top5_acc: 0.8688, loss_cls: 1.2734, loss: 1.2734, grad_norm: 18.0316 2021-08-17 14:08:51,944 - mmaction - INFO - Epoch [49][1580/2640] lr: 1.000e-05, eta: 0:27:10, time: 0.415, data_time: 0.000, memory: 5736, top1_acc: 0.6891, top5_acc: 0.8898, loss_cls: 1.1379, loss: 1.1379, grad_norm: 16.9958 2021-08-17 14:09:00,173 - mmaction - INFO - Epoch [49][1600/2640] lr: 1.000e-05, eta: 0:27:01, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.7055, top5_acc: 0.9023, loss_cls: 1.0161, loss: 1.0161, grad_norm: 16.7483 2021-08-17 14:09:08,453 - mmaction - INFO - Epoch [49][1620/2640] lr: 1.000e-05, eta: 0:26:52, time: 0.414, data_time: 0.000, memory: 5736, top1_acc: 0.7086, top5_acc: 0.9133, loss_cls: 1.0539, loss: 1.0539, grad_norm: 16.8860 2021-08-17 14:09:16,757 - mmaction - INFO - Epoch [49][1640/2640] lr: 1.000e-05, eta: 0:26:44, time: 0.415, data_time: 0.000, memory: 5736, top1_acc: 0.7164, top5_acc: 0.8930, loss_cls: 1.0683, loss: 1.0683, grad_norm: 16.3282 2021-08-17 14:09:25,025 - mmaction - INFO - Epoch [49][1660/2640] lr: 1.000e-05, eta: 0:26:35, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.7055, top5_acc: 0.8992, loss_cls: 1.1038, loss: 1.1038, grad_norm: 16.6516 2021-08-17 14:09:33,277 - mmaction - INFO - Epoch [49][1680/2640] lr: 1.000e-05, eta: 0:26:26, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.7063, top5_acc: 0.8875, loss_cls: 1.1238, loss: 1.1238, grad_norm: 16.2916 2021-08-17 14:09:41,546 - mmaction - INFO - Epoch [49][1700/2640] lr: 1.000e-05, eta: 0:26:17, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6961, top5_acc: 0.8766, loss_cls: 1.1396, loss: 1.1396, grad_norm: 16.9384 2021-08-17 14:09:49,774 - mmaction - INFO - Epoch [49][1720/2640] lr: 1.000e-05, eta: 0:26:08, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.6977, top5_acc: 0.8930, loss_cls: 1.1469, loss: 1.1469, grad_norm: 17.2715 2021-08-17 14:09:58,061 - mmaction - INFO - Epoch [49][1740/2640] lr: 1.000e-05, eta: 0:26:00, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.7094, top5_acc: 0.8945, loss_cls: 1.1214, loss: 1.1214, grad_norm: 16.9536 2021-08-17 14:10:06,295 - mmaction - INFO - Epoch [49][1760/2640] lr: 1.000e-05, eta: 0:25:51, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6906, top5_acc: 0.8789, loss_cls: 1.1407, loss: 1.1407, grad_norm: 16.7948 2021-08-17 14:10:14,547 - mmaction - INFO - Epoch [49][1780/2640] lr: 1.000e-05, eta: 0:25:42, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.7086, top5_acc: 0.8867, loss_cls: 1.1341, loss: 1.1341, grad_norm: 16.4640 2021-08-17 14:10:22,871 - mmaction - INFO - Epoch [49][1800/2640] lr: 1.000e-05, eta: 0:25:33, time: 0.416, data_time: 0.002, memory: 5736, top1_acc: 0.7070, top5_acc: 0.8797, loss_cls: 1.1466, loss: 1.1466, grad_norm: 16.8719 2021-08-17 14:10:31,136 - mmaction - INFO - Epoch [49][1820/2640] lr: 1.000e-05, eta: 0:25:24, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6906, top5_acc: 0.8906, loss_cls: 1.1211, loss: 1.1211, grad_norm: 17.2564 2021-08-17 14:10:39,444 - mmaction - INFO - Epoch [49][1840/2640] lr: 1.000e-05, eta: 0:25:15, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.6875, top5_acc: 0.8938, loss_cls: 1.1593, loss: 1.1593, grad_norm: 17.0893 2021-08-17 14:10:47,704 - mmaction - INFO - Epoch [49][1860/2640] lr: 1.000e-05, eta: 0:25:07, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.6898, top5_acc: 0.8766, loss_cls: 1.2096, loss: 1.2096, grad_norm: 17.2811 2021-08-17 14:10:55,989 - mmaction - INFO - Epoch [49][1880/2640] lr: 1.000e-05, eta: 0:24:58, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.6914, top5_acc: 0.8891, loss_cls: 1.1336, loss: 1.1336, grad_norm: 16.6388 2021-08-17 14:11:04,280 - mmaction - INFO - Epoch [49][1900/2640] lr: 1.000e-05, eta: 0:24:49, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.6992, top5_acc: 0.8953, loss_cls: 1.1312, loss: 1.1312, grad_norm: 17.2109 2021-08-17 14:11:12,574 - mmaction - INFO - Epoch [49][1920/2640] lr: 1.000e-05, eta: 0:24:40, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.6867, top5_acc: 0.8797, loss_cls: 1.2086, loss: 1.2086, grad_norm: 17.2161 2021-08-17 14:11:20,832 - mmaction - INFO - Epoch [49][1940/2640] lr: 1.000e-05, eta: 0:24:31, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6820, top5_acc: 0.8977, loss_cls: 1.1371, loss: 1.1371, grad_norm: 17.0388 2021-08-17 14:11:29,201 - mmaction - INFO - Epoch [49][1960/2640] lr: 1.000e-05, eta: 0:24:22, time: 0.418, data_time: 0.000, memory: 5736, top1_acc: 0.7063, top5_acc: 0.9016, loss_cls: 1.0842, loss: 1.0842, grad_norm: 16.7071 2021-08-17 14:11:37,447 - mmaction - INFO - Epoch [49][1980/2640] lr: 1.000e-05, eta: 0:24:14, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.7039, top5_acc: 0.8805, loss_cls: 1.1158, loss: 1.1158, grad_norm: 16.7523 2021-08-17 14:11:45,734 - mmaction - INFO - Epoch [49][2000/2640] lr: 1.000e-05, eta: 0:24:05, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6766, top5_acc: 0.8969, loss_cls: 1.1827, loss: 1.1827, grad_norm: 17.9678 2021-08-17 14:11:54,013 - mmaction - INFO - Epoch [49][2020/2640] lr: 1.000e-05, eta: 0:23:56, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6820, top5_acc: 0.8844, loss_cls: 1.2100, loss: 1.2100, grad_norm: 17.6654 2021-08-17 14:12:02,300 - mmaction - INFO - Epoch [49][2040/2640] lr: 1.000e-05, eta: 0:23:47, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.7070, top5_acc: 0.8828, loss_cls: 1.1250, loss: 1.1250, grad_norm: 16.6112 2021-08-17 14:12:10,537 - mmaction - INFO - Epoch [49][2060/2640] lr: 1.000e-05, eta: 0:23:38, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6875, top5_acc: 0.8711, loss_cls: 1.1540, loss: 1.1540, grad_norm: 16.4688 2021-08-17 14:12:18,804 - mmaction - INFO - Epoch [49][2080/2640] lr: 1.000e-05, eta: 0:23:29, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6977, top5_acc: 0.8891, loss_cls: 1.1530, loss: 1.1530, grad_norm: 17.0764 2021-08-17 14:12:27,030 - mmaction - INFO - Epoch [49][2100/2640] lr: 1.000e-05, eta: 0:23:21, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.6867, top5_acc: 0.8758, loss_cls: 1.2339, loss: 1.2339, grad_norm: 17.8426 2021-08-17 14:12:35,296 - mmaction - INFO - Epoch [49][2120/2640] lr: 1.000e-05, eta: 0:23:12, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6641, top5_acc: 0.8812, loss_cls: 1.1741, loss: 1.1741, grad_norm: 17.1448 2021-08-17 14:12:43,563 - mmaction - INFO - Epoch [49][2140/2640] lr: 1.000e-05, eta: 0:23:03, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.6867, top5_acc: 0.8922, loss_cls: 1.1225, loss: 1.1225, grad_norm: 17.0218 2021-08-17 14:12:51,889 - mmaction - INFO - Epoch [49][2160/2640] lr: 1.000e-05, eta: 0:22:54, time: 0.416, data_time: 0.001, memory: 5736, top1_acc: 0.6789, top5_acc: 0.8930, loss_cls: 1.1554, loss: 1.1554, grad_norm: 17.3087 2021-08-17 14:13:00,137 - mmaction - INFO - Epoch [49][2180/2640] lr: 1.000e-05, eta: 0:22:45, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6859, top5_acc: 0.8820, loss_cls: 1.2156, loss: 1.2156, grad_norm: 17.1101 2021-08-17 14:13:08,429 - mmaction - INFO - Epoch [49][2200/2640] lr: 1.000e-05, eta: 0:22:37, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.6977, top5_acc: 0.9000, loss_cls: 1.0676, loss: 1.0676, grad_norm: 17.2304 2021-08-17 14:13:16,664 - mmaction - INFO - Epoch [49][2220/2640] lr: 1.000e-05, eta: 0:22:28, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6898, top5_acc: 0.8953, loss_cls: 1.1630, loss: 1.1630, grad_norm: 17.5996 2021-08-17 14:13:24,909 - mmaction - INFO - Epoch [49][2240/2640] lr: 1.000e-05, eta: 0:22:19, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.7016, top5_acc: 0.9086, loss_cls: 1.1158, loss: 1.1158, grad_norm: 16.7785 2021-08-17 14:13:33,216 - mmaction - INFO - Epoch [49][2260/2640] lr: 1.000e-05, eta: 0:22:10, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.6828, top5_acc: 0.8805, loss_cls: 1.2046, loss: 1.2046, grad_norm: 17.5728 2021-08-17 14:13:41,530 - mmaction - INFO - Epoch [49][2280/2640] lr: 1.000e-05, eta: 0:22:01, time: 0.416, data_time: 0.001, memory: 5736, top1_acc: 0.7070, top5_acc: 0.8922, loss_cls: 1.0972, loss: 1.0972, grad_norm: 16.9229 2021-08-17 14:13:49,770 - mmaction - INFO - Epoch [49][2300/2640] lr: 1.000e-05, eta: 0:21:52, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6828, top5_acc: 0.8906, loss_cls: 1.1595, loss: 1.1595, grad_norm: 17.3980 2021-08-17 14:13:58,063 - mmaction - INFO - Epoch [49][2320/2640] lr: 1.000e-05, eta: 0:21:44, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.6977, top5_acc: 0.8797, loss_cls: 1.1787, loss: 1.1787, grad_norm: 17.1507 2021-08-17 14:14:06,271 - mmaction - INFO - Epoch [49][2340/2640] lr: 1.000e-05, eta: 0:21:35, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.6961, top5_acc: 0.8734, loss_cls: 1.1932, loss: 1.1932, grad_norm: 17.3266 2021-08-17 14:14:14,532 - mmaction - INFO - Epoch [49][2360/2640] lr: 1.000e-05, eta: 0:21:26, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6789, top5_acc: 0.8945, loss_cls: 1.1533, loss: 1.1533, grad_norm: 17.5329 2021-08-17 14:14:22,739 - mmaction - INFO - Epoch [49][2380/2640] lr: 1.000e-05, eta: 0:21:17, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.7000, top5_acc: 0.8906, loss_cls: 1.1371, loss: 1.1371, grad_norm: 16.9821 2021-08-17 14:14:31,021 - mmaction - INFO - Epoch [49][2400/2640] lr: 1.000e-05, eta: 0:21:08, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.6719, top5_acc: 0.8750, loss_cls: 1.2016, loss: 1.2016, grad_norm: 17.6620 2021-08-17 14:14:39,253 - mmaction - INFO - Epoch [49][2420/2640] lr: 1.000e-05, eta: 0:20:59, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6805, top5_acc: 0.8727, loss_cls: 1.1901, loss: 1.1901, grad_norm: 17.6042 2021-08-17 14:14:47,476 - mmaction - INFO - Epoch [49][2440/2640] lr: 1.000e-05, eta: 0:20:51, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6945, top5_acc: 0.9000, loss_cls: 1.1084, loss: 1.1084, grad_norm: 17.1845 2021-08-17 14:14:55,729 - mmaction - INFO - Epoch [49][2460/2640] lr: 1.000e-05, eta: 0:20:42, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6961, top5_acc: 0.8867, loss_cls: 1.1408, loss: 1.1408, grad_norm: 16.7162 2021-08-17 14:15:04,045 - mmaction - INFO - Epoch [49][2480/2640] lr: 1.000e-05, eta: 0:20:33, time: 0.416, data_time: 0.002, memory: 5736, top1_acc: 0.6844, top5_acc: 0.8766, loss_cls: 1.2023, loss: 1.2023, grad_norm: 17.0434 2021-08-17 14:15:12,255 - mmaction - INFO - Epoch [49][2500/2640] lr: 1.000e-05, eta: 0:20:24, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.6883, top5_acc: 0.8820, loss_cls: 1.2040, loss: 1.2040, grad_norm: 17.0530 2021-08-17 14:15:20,540 - mmaction - INFO - Epoch [49][2520/2640] lr: 1.000e-05, eta: 0:20:15, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.7305, top5_acc: 0.8922, loss_cls: 1.0613, loss: 1.0613, grad_norm: 16.5582 2021-08-17 14:15:28,775 - mmaction - INFO - Epoch [49][2540/2640] lr: 1.000e-05, eta: 0:20:07, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.7023, top5_acc: 0.8953, loss_cls: 1.1058, loss: 1.1058, grad_norm: 17.0052 2021-08-17 14:15:37,082 - mmaction - INFO - Epoch [49][2560/2640] lr: 1.000e-05, eta: 0:19:58, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.7047, top5_acc: 0.8883, loss_cls: 1.1425, loss: 1.1425, grad_norm: 16.4862 2021-08-17 14:15:45,273 - mmaction - INFO - Epoch [49][2580/2640] lr: 1.000e-05, eta: 0:19:49, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.6867, top5_acc: 0.8844, loss_cls: 1.1510, loss: 1.1510, grad_norm: 17.0039 2021-08-17 14:15:53,525 - mmaction - INFO - Epoch [49][2600/2640] lr: 1.000e-05, eta: 0:19:40, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6898, top5_acc: 0.8781, loss_cls: 1.2032, loss: 1.2032, grad_norm: 17.0010 2021-08-17 14:16:01,791 - mmaction - INFO - Epoch [49][2620/2640] lr: 1.000e-05, eta: 0:19:31, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.7172, top5_acc: 0.8930, loss_cls: 1.1244, loss: 1.1244, grad_norm: 16.8996 2021-08-17 14:16:09,808 - mmaction - INFO - Epoch [49][2640/2640] lr: 1.000e-05, eta: 0:19:22, time: 0.401, data_time: 0.000, memory: 5736, top1_acc: 0.6887, top5_acc: 0.8927, loss_cls: 1.1199, loss: 1.1199, grad_norm: 17.1407 2021-08-17 14:18:31,516 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-08-17 14:18:31,963 - mmaction - INFO - top1_acc 0.4839 top5_acc 0.7658 2021-08-17 14:18:31,963 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-08-17 14:18:31,992 - mmaction - INFO - mean_acc 0.4118 2021-08-17 14:18:32,826 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_49.pth. 2021-08-17 14:18:32,826 - mmaction - INFO - Best top1_acc is 0.4839 at 49 epoch. 2021-08-17 14:18:32,836 - mmaction - INFO - Saving checkpoint at 49 epochs 2021-08-17 14:18:33,393 - mmaction - INFO - Epoch(val) [49][194] top1_acc: 0.4839, top5_acc: 0.7658, mean_class_accuracy: 0.4118 2021-08-17 14:18:33,399 - mmaction - INFO - Freezing BatchNorm2D except the first one. 2021-08-17 14:19:45,259 - mmaction - INFO - Epoch [50][20/2640] lr: 1.000e-05, eta: 0:19:15, time: 3.591, data_time: 3.106, memory: 5736, top1_acc: 0.6750, top5_acc: 0.8734, loss_cls: 1.2073, loss: 1.2073, grad_norm: 17.3801 2021-08-17 14:19:53,490 - mmaction - INFO - Epoch [50][40/2640] lr: 1.000e-05, eta: 0:19:06, time: 0.414, data_time: 0.005, memory: 5736, top1_acc: 0.7016, top5_acc: 0.8883, loss_cls: 1.0923, loss: 1.0923, grad_norm: 16.3688 2021-08-17 14:20:01,674 - mmaction - INFO - Epoch [50][60/2640] lr: 1.000e-05, eta: 0:18:57, time: 0.409, data_time: 0.001, memory: 5736, top1_acc: 0.6930, top5_acc: 0.8992, loss_cls: 1.1463, loss: 1.1463, grad_norm: 17.3795 2021-08-17 14:20:09,926 - mmaction - INFO - Epoch [50][80/2640] lr: 1.000e-05, eta: 0:18:48, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.6836, top5_acc: 0.8805, loss_cls: 1.1878, loss: 1.1878, grad_norm: 17.3356 2021-08-17 14:20:18,130 - mmaction - INFO - Epoch [50][100/2640] lr: 1.000e-05, eta: 0:18:40, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.7102, top5_acc: 0.8945, loss_cls: 1.0972, loss: 1.0972, grad_norm: 16.5151 2021-08-17 14:20:26,360 - mmaction - INFO - Epoch [50][120/2640] lr: 1.000e-05, eta: 0:18:31, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.6953, top5_acc: 0.8859, loss_cls: 1.1334, loss: 1.1334, grad_norm: 16.7272 2021-08-17 14:20:34,637 - mmaction - INFO - Epoch [50][140/2640] lr: 1.000e-05, eta: 0:18:22, time: 0.414, data_time: 0.000, memory: 5736, top1_acc: 0.7078, top5_acc: 0.9102, loss_cls: 1.0629, loss: 1.0629, grad_norm: 16.8091 2021-08-17 14:20:42,881 - mmaction - INFO - Epoch [50][160/2640] lr: 1.000e-05, eta: 0:18:13, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.7109, top5_acc: 0.8867, loss_cls: 1.1399, loss: 1.1399, grad_norm: 16.7760 2021-08-17 14:20:51,143 - mmaction - INFO - Epoch [50][180/2640] lr: 1.000e-05, eta: 0:18:04, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.7148, top5_acc: 0.9008, loss_cls: 1.0486, loss: 1.0486, grad_norm: 16.7534 2021-08-17 14:20:59,449 - mmaction - INFO - Epoch [50][200/2640] lr: 1.000e-05, eta: 0:17:55, time: 0.415, data_time: 0.000, memory: 5736, top1_acc: 0.7086, top5_acc: 0.8820, loss_cls: 1.1476, loss: 1.1476, grad_norm: 16.5466 2021-08-17 14:21:07,726 - mmaction - INFO - Epoch [50][220/2640] lr: 1.000e-05, eta: 0:17:47, time: 0.414, data_time: 0.000, memory: 5736, top1_acc: 0.7031, top5_acc: 0.8812, loss_cls: 1.1196, loss: 1.1196, grad_norm: 16.9898 2021-08-17 14:21:15,997 - mmaction - INFO - Epoch [50][240/2640] lr: 1.000e-05, eta: 0:17:38, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.6922, top5_acc: 0.8742, loss_cls: 1.1492, loss: 1.1492, grad_norm: 16.8834 2021-08-17 14:21:24,217 - mmaction - INFO - Epoch [50][260/2640] lr: 1.000e-05, eta: 0:17:29, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6672, top5_acc: 0.8805, loss_cls: 1.2375, loss: 1.2375, grad_norm: 17.4354 2021-08-17 14:21:32,492 - mmaction - INFO - Epoch [50][280/2640] lr: 1.000e-05, eta: 0:17:20, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.6680, top5_acc: 0.8680, loss_cls: 1.2848, loss: 1.2848, grad_norm: 17.8127 2021-08-17 14:21:40,703 - mmaction - INFO - Epoch [50][300/2640] lr: 1.000e-05, eta: 0:17:11, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6930, top5_acc: 0.9055, loss_cls: 1.1314, loss: 1.1314, grad_norm: 16.7017 2021-08-17 14:21:48,945 - mmaction - INFO - Epoch [50][320/2640] lr: 1.000e-05, eta: 0:17:02, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.6914, top5_acc: 0.8703, loss_cls: 1.1704, loss: 1.1704, grad_norm: 16.7779 2021-08-17 14:21:57,166 - mmaction - INFO - Epoch [50][340/2640] lr: 1.000e-05, eta: 0:16:54, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.7102, top5_acc: 0.8867, loss_cls: 1.1171, loss: 1.1171, grad_norm: 16.3802 2021-08-17 14:22:05,445 - mmaction - INFO - Epoch [50][360/2640] lr: 1.000e-05, eta: 0:16:45, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.7203, top5_acc: 0.8977, loss_cls: 1.0536, loss: 1.0536, grad_norm: 16.1394 2021-08-17 14:22:13,643 - mmaction - INFO - Epoch [50][380/2640] lr: 1.000e-05, eta: 0:16:36, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.6758, top5_acc: 0.8703, loss_cls: 1.2313, loss: 1.2313, grad_norm: 16.9508 2021-08-17 14:22:21,928 - mmaction - INFO - Epoch [50][400/2640] lr: 1.000e-05, eta: 0:16:27, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.6687, top5_acc: 0.8812, loss_cls: 1.2198, loss: 1.2198, grad_norm: 17.2733 2021-08-17 14:22:30,144 - mmaction - INFO - Epoch [50][420/2640] lr: 1.000e-05, eta: 0:16:18, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.7117, top5_acc: 0.8859, loss_cls: 1.1205, loss: 1.1205, grad_norm: 16.5933 2021-08-17 14:22:38,366 - mmaction - INFO - Epoch [50][440/2640] lr: 1.000e-05, eta: 0:16:09, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.7016, top5_acc: 0.9008, loss_cls: 1.1162, loss: 1.1162, grad_norm: 16.6278 2021-08-17 14:22:46,588 - mmaction - INFO - Epoch [50][460/2640] lr: 1.000e-05, eta: 0:16:01, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.7086, top5_acc: 0.8984, loss_cls: 1.0901, loss: 1.0901, grad_norm: 16.5308 2021-08-17 14:22:54,833 - mmaction - INFO - Epoch [50][480/2640] lr: 1.000e-05, eta: 0:15:52, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.7055, top5_acc: 0.8852, loss_cls: 1.1231, loss: 1.1231, grad_norm: 16.6128 2021-08-17 14:23:03,045 - mmaction - INFO - Epoch [50][500/2640] lr: 1.000e-05, eta: 0:15:43, time: 0.410, data_time: 0.001, memory: 5736, top1_acc: 0.7070, top5_acc: 0.8883, loss_cls: 1.1205, loss: 1.1205, grad_norm: 16.9166 2021-08-17 14:23:11,346 - mmaction - INFO - Epoch [50][520/2640] lr: 1.000e-05, eta: 0:15:34, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.7000, top5_acc: 0.8844, loss_cls: 1.1437, loss: 1.1437, grad_norm: 17.1598 2021-08-17 14:23:19,620 - mmaction - INFO - Epoch [50][540/2640] lr: 1.000e-05, eta: 0:15:25, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.7102, top5_acc: 0.8844, loss_cls: 1.1690, loss: 1.1690, grad_norm: 16.4405 2021-08-17 14:23:27,887 - mmaction - INFO - Epoch [50][560/2640] lr: 1.000e-05, eta: 0:15:16, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6844, top5_acc: 0.8812, loss_cls: 1.1513, loss: 1.1513, grad_norm: 16.9112 2021-08-17 14:23:36,093 - mmaction - INFO - Epoch [50][580/2640] lr: 1.000e-05, eta: 0:15:08, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.6664, top5_acc: 0.8648, loss_cls: 1.2561, loss: 1.2561, grad_norm: 17.6809 2021-08-17 14:23:44,380 - mmaction - INFO - Epoch [50][600/2640] lr: 1.000e-05, eta: 0:14:59, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6922, top5_acc: 0.8914, loss_cls: 1.1478, loss: 1.1478, grad_norm: 16.5455 2021-08-17 14:23:52,608 - mmaction - INFO - Epoch [50][620/2640] lr: 1.000e-05, eta: 0:14:50, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.7016, top5_acc: 0.8953, loss_cls: 1.1013, loss: 1.1013, grad_norm: 16.4383 2021-08-17 14:24:00,834 - mmaction - INFO - Epoch [50][640/2640] lr: 1.000e-05, eta: 0:14:41, time: 0.411, data_time: 0.002, memory: 5736, top1_acc: 0.6984, top5_acc: 0.8797, loss_cls: 1.1597, loss: 1.1597, grad_norm: 16.6408 2021-08-17 14:24:09,093 - mmaction - INFO - Epoch [50][660/2640] lr: 1.000e-05, eta: 0:14:32, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.6844, top5_acc: 0.8812, loss_cls: 1.1588, loss: 1.1588, grad_norm: 16.5894 2021-08-17 14:24:17,373 - mmaction - INFO - Epoch [50][680/2640] lr: 1.000e-05, eta: 0:14:24, time: 0.414, data_time: 0.000, memory: 5736, top1_acc: 0.6930, top5_acc: 0.8852, loss_cls: 1.1815, loss: 1.1815, grad_norm: 17.1896 2021-08-17 14:24:25,667 - mmaction - INFO - Epoch [50][700/2640] lr: 1.000e-05, eta: 0:14:15, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.6781, top5_acc: 0.8734, loss_cls: 1.2196, loss: 1.2196, grad_norm: 17.1428 2021-08-17 14:24:33,894 - mmaction - INFO - Epoch [50][720/2640] lr: 1.000e-05, eta: 0:14:06, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6625, top5_acc: 0.8781, loss_cls: 1.2102, loss: 1.2102, grad_norm: 17.2867 2021-08-17 14:24:42,120 - mmaction - INFO - Epoch [50][740/2640] lr: 1.000e-05, eta: 0:13:57, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.6773, top5_acc: 0.8773, loss_cls: 1.1670, loss: 1.1670, grad_norm: 17.4222 2021-08-17 14:24:50,455 - mmaction - INFO - Epoch [50][760/2640] lr: 1.000e-05, eta: 0:13:48, time: 0.417, data_time: 0.001, memory: 5736, top1_acc: 0.6680, top5_acc: 0.8875, loss_cls: 1.1911, loss: 1.1911, grad_norm: 16.9625 2021-08-17 14:24:58,736 - mmaction - INFO - Epoch [50][780/2640] lr: 1.000e-05, eta: 0:13:39, time: 0.414, data_time: 0.000, memory: 5736, top1_acc: 0.6977, top5_acc: 0.9016, loss_cls: 1.1359, loss: 1.1359, grad_norm: 16.8081 2021-08-17 14:25:06,993 - mmaction - INFO - Epoch [50][800/2640] lr: 1.000e-05, eta: 0:13:31, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6961, top5_acc: 0.8930, loss_cls: 1.1491, loss: 1.1491, grad_norm: 16.3589 2021-08-17 14:25:15,281 - mmaction - INFO - Epoch [50][820/2640] lr: 1.000e-05, eta: 0:13:22, time: 0.414, data_time: 0.000, memory: 5736, top1_acc: 0.7047, top5_acc: 0.8969, loss_cls: 1.1613, loss: 1.1613, grad_norm: 16.5244 2021-08-17 14:25:23,514 - mmaction - INFO - Epoch [50][840/2640] lr: 1.000e-05, eta: 0:13:13, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.7102, top5_acc: 0.8922, loss_cls: 1.0838, loss: 1.0838, grad_norm: 16.9222 2021-08-17 14:25:31,998 - mmaction - INFO - Epoch [50][860/2640] lr: 1.000e-05, eta: 0:13:04, time: 0.424, data_time: 0.001, memory: 5736, top1_acc: 0.6695, top5_acc: 0.8836, loss_cls: 1.1984, loss: 1.1984, grad_norm: 17.4322 2021-08-17 14:25:40,274 - mmaction - INFO - Epoch [50][880/2640] lr: 1.000e-05, eta: 0:12:55, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.7023, top5_acc: 0.9109, loss_cls: 1.0757, loss: 1.0757, grad_norm: 16.4373 2021-08-17 14:25:48,533 - mmaction - INFO - Epoch [50][900/2640] lr: 1.000e-05, eta: 0:12:46, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6953, top5_acc: 0.8742, loss_cls: 1.1885, loss: 1.1885, grad_norm: 16.9203 2021-08-17 14:25:56,858 - mmaction - INFO - Epoch [50][920/2640] lr: 1.000e-05, eta: 0:12:38, time: 0.417, data_time: 0.002, memory: 5736, top1_acc: 0.6844, top5_acc: 0.8742, loss_cls: 1.2061, loss: 1.2061, grad_norm: 17.5398 2021-08-17 14:26:05,048 - mmaction - INFO - Epoch [50][940/2640] lr: 1.000e-05, eta: 0:12:29, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.7195, top5_acc: 0.8883, loss_cls: 1.0905, loss: 1.0905, grad_norm: 16.2840 2021-08-17 14:26:13,339 - mmaction - INFO - Epoch [50][960/2640] lr: 1.000e-05, eta: 0:12:20, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.6898, top5_acc: 0.8719, loss_cls: 1.1907, loss: 1.1907, grad_norm: 16.8211 2021-08-17 14:26:21,639 - mmaction - INFO - Epoch [50][980/2640] lr: 1.000e-05, eta: 0:12:11, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.6766, top5_acc: 0.8914, loss_cls: 1.1601, loss: 1.1601, grad_norm: 17.1513 2021-08-17 14:26:29,908 - mmaction - INFO - Epoch [50][1000/2640] lr: 1.000e-05, eta: 0:12:02, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.7078, top5_acc: 0.8891, loss_cls: 1.1044, loss: 1.1044, grad_norm: 16.8148 2021-08-17 14:26:38,147 - mmaction - INFO - Epoch [50][1020/2640] lr: 1.000e-05, eta: 0:11:54, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.6891, top5_acc: 0.8789, loss_cls: 1.1976, loss: 1.1976, grad_norm: 17.1659 2021-08-17 14:26:46,408 - mmaction - INFO - Epoch [50][1040/2640] lr: 1.000e-05, eta: 0:11:45, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6805, top5_acc: 0.8898, loss_cls: 1.1763, loss: 1.1763, grad_norm: 17.4702 2021-08-17 14:26:54,627 - mmaction - INFO - Epoch [50][1060/2640] lr: 1.000e-05, eta: 0:11:36, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6687, top5_acc: 0.8805, loss_cls: 1.1972, loss: 1.1972, grad_norm: 17.8576 2021-08-17 14:27:02,889 - mmaction - INFO - Epoch [50][1080/2640] lr: 1.000e-05, eta: 0:11:27, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6859, top5_acc: 0.8828, loss_cls: 1.2051, loss: 1.2051, grad_norm: 17.1393 2021-08-17 14:27:11,126 - mmaction - INFO - Epoch [50][1100/2640] lr: 1.000e-05, eta: 0:11:18, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6898, top5_acc: 0.8930, loss_cls: 1.1348, loss: 1.1348, grad_norm: 17.2913 2021-08-17 14:27:19,384 - mmaction - INFO - Epoch [50][1120/2640] lr: 1.000e-05, eta: 0:11:09, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.7055, top5_acc: 0.9008, loss_cls: 1.1313, loss: 1.1313, grad_norm: 16.7499 2021-08-17 14:27:27,633 - mmaction - INFO - Epoch [50][1140/2640] lr: 1.000e-05, eta: 0:11:01, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.7016, top5_acc: 0.9031, loss_cls: 1.0975, loss: 1.0975, grad_norm: 16.6935 2021-08-17 14:27:35,917 - mmaction - INFO - Epoch [50][1160/2640] lr: 1.000e-05, eta: 0:10:52, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6828, top5_acc: 0.8750, loss_cls: 1.1940, loss: 1.1940, grad_norm: 17.2964 2021-08-17 14:27:44,106 - mmaction - INFO - Epoch [50][1180/2640] lr: 1.000e-05, eta: 0:10:43, time: 0.409, data_time: 0.001, memory: 5736, top1_acc: 0.7031, top5_acc: 0.8867, loss_cls: 1.1394, loss: 1.1394, grad_norm: 16.6389 2021-08-17 14:27:52,391 - mmaction - INFO - Epoch [50][1200/2640] lr: 1.000e-05, eta: 0:10:34, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.6859, top5_acc: 0.8945, loss_cls: 1.1462, loss: 1.1462, grad_norm: 16.9817 2021-08-17 14:28:00,610 - mmaction - INFO - Epoch [50][1220/2640] lr: 1.000e-05, eta: 0:10:25, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.7055, top5_acc: 0.8984, loss_cls: 1.1173, loss: 1.1173, grad_norm: 16.9952 2021-08-17 14:28:08,881 - mmaction - INFO - Epoch [50][1240/2640] lr: 1.000e-05, eta: 0:10:16, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6937, top5_acc: 0.8805, loss_cls: 1.1616, loss: 1.1616, grad_norm: 17.5454 2021-08-17 14:28:17,201 - mmaction - INFO - Epoch [50][1260/2640] lr: 1.000e-05, eta: 0:10:08, time: 0.416, data_time: 0.001, memory: 5736, top1_acc: 0.7047, top5_acc: 0.8992, loss_cls: 1.0891, loss: 1.0891, grad_norm: 16.6278 2021-08-17 14:28:25,482 - mmaction - INFO - Epoch [50][1280/2640] lr: 1.000e-05, eta: 0:09:59, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.6789, top5_acc: 0.8891, loss_cls: 1.1782, loss: 1.1782, grad_norm: 17.1825 2021-08-17 14:28:33,699 - mmaction - INFO - Epoch [50][1300/2640] lr: 1.000e-05, eta: 0:09:50, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.7086, top5_acc: 0.8945, loss_cls: 1.1172, loss: 1.1172, grad_norm: 16.7417 2021-08-17 14:28:41,934 - mmaction - INFO - Epoch [50][1320/2640] lr: 1.000e-05, eta: 0:09:41, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.7016, top5_acc: 0.8930, loss_cls: 1.1128, loss: 1.1128, grad_norm: 16.6531 2021-08-17 14:28:50,186 - mmaction - INFO - Epoch [50][1340/2640] lr: 1.000e-05, eta: 0:09:32, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6891, top5_acc: 0.8883, loss_cls: 1.1018, loss: 1.1018, grad_norm: 16.6792 2021-08-17 14:28:58,446 - mmaction - INFO - Epoch [50][1360/2640] lr: 1.000e-05, eta: 0:09:24, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.7008, top5_acc: 0.8875, loss_cls: 1.1246, loss: 1.1246, grad_norm: 16.7842 2021-08-17 14:29:06,648 - mmaction - INFO - Epoch [50][1380/2640] lr: 1.000e-05, eta: 0:09:15, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.6789, top5_acc: 0.8859, loss_cls: 1.1570, loss: 1.1570, grad_norm: 17.1800 2021-08-17 14:29:14,969 - mmaction - INFO - Epoch [50][1400/2640] lr: 1.000e-05, eta: 0:09:06, time: 0.416, data_time: 0.002, memory: 5736, top1_acc: 0.7102, top5_acc: 0.8914, loss_cls: 1.1046, loss: 1.1046, grad_norm: 16.3805 2021-08-17 14:29:23,249 - mmaction - INFO - Epoch [50][1420/2640] lr: 1.000e-05, eta: 0:08:57, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6906, top5_acc: 0.8930, loss_cls: 1.1301, loss: 1.1301, grad_norm: 17.1664 2021-08-17 14:29:31,500 - mmaction - INFO - Epoch [50][1440/2640] lr: 1.000e-05, eta: 0:08:48, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.6992, top5_acc: 0.9000, loss_cls: 1.1106, loss: 1.1106, grad_norm: 16.6063 2021-08-17 14:29:39,743 - mmaction - INFO - Epoch [50][1460/2640] lr: 1.000e-05, eta: 0:08:39, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6656, top5_acc: 0.8602, loss_cls: 1.2849, loss: 1.2849, grad_norm: 17.6679 2021-08-17 14:29:48,007 - mmaction - INFO - Epoch [50][1480/2640] lr: 1.000e-05, eta: 0:08:31, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6953, top5_acc: 0.9031, loss_cls: 1.1040, loss: 1.1040, grad_norm: 16.6432 2021-08-17 14:29:56,321 - mmaction - INFO - Epoch [50][1500/2640] lr: 1.000e-05, eta: 0:08:22, time: 0.416, data_time: 0.001, memory: 5736, top1_acc: 0.6703, top5_acc: 0.8727, loss_cls: 1.2394, loss: 1.2394, grad_norm: 18.0194 2021-08-17 14:30:04,604 - mmaction - INFO - Epoch [50][1520/2640] lr: 1.000e-05, eta: 0:08:13, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.6977, top5_acc: 0.8859, loss_cls: 1.1454, loss: 1.1454, grad_norm: 17.1943 2021-08-17 14:30:12,863 - mmaction - INFO - Epoch [50][1540/2640] lr: 1.000e-05, eta: 0:08:04, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.7180, top5_acc: 0.8969, loss_cls: 1.0766, loss: 1.0766, grad_norm: 16.4852 2021-08-17 14:30:21,177 - mmaction - INFO - Epoch [50][1560/2640] lr: 1.000e-05, eta: 0:07:55, time: 0.416, data_time: 0.002, memory: 5736, top1_acc: 0.6781, top5_acc: 0.8719, loss_cls: 1.2228, loss: 1.2228, grad_norm: 17.6209 2021-08-17 14:30:29,396 - mmaction - INFO - Epoch [50][1580/2640] lr: 1.000e-05, eta: 0:07:47, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6859, top5_acc: 0.8953, loss_cls: 1.1383, loss: 1.1383, grad_norm: 17.3795 2021-08-17 14:30:37,644 - mmaction - INFO - Epoch [50][1600/2640] lr: 1.000e-05, eta: 0:07:38, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6609, top5_acc: 0.8742, loss_cls: 1.2546, loss: 1.2546, grad_norm: 17.5698 2021-08-17 14:30:45,870 - mmaction - INFO - Epoch [50][1620/2640] lr: 1.000e-05, eta: 0:07:29, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.6680, top5_acc: 0.8836, loss_cls: 1.2249, loss: 1.2249, grad_norm: 17.2725 2021-08-17 14:30:54,156 - mmaction - INFO - Epoch [50][1640/2640] lr: 1.000e-05, eta: 0:07:20, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.6937, top5_acc: 0.8930, loss_cls: 1.1298, loss: 1.1298, grad_norm: 16.8756 2021-08-17 14:31:02,432 - mmaction - INFO - Epoch [50][1660/2640] lr: 1.000e-05, eta: 0:07:11, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6984, top5_acc: 0.8953, loss_cls: 1.1003, loss: 1.1003, grad_norm: 16.6005 2021-08-17 14:31:10,648 - mmaction - INFO - Epoch [50][1680/2640] lr: 1.000e-05, eta: 0:07:02, time: 0.411, data_time: 0.002, memory: 5736, top1_acc: 0.7047, top5_acc: 0.8805, loss_cls: 1.1570, loss: 1.1570, grad_norm: 16.5943 2021-08-17 14:31:18,875 - mmaction - INFO - Epoch [50][1700/2640] lr: 1.000e-05, eta: 0:06:54, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.7109, top5_acc: 0.8945, loss_cls: 1.1136, loss: 1.1136, grad_norm: 16.4273 2021-08-17 14:31:27,165 - mmaction - INFO - Epoch [50][1720/2640] lr: 1.000e-05, eta: 0:06:45, time: 0.415, data_time: 0.000, memory: 5736, top1_acc: 0.6742, top5_acc: 0.8883, loss_cls: 1.1544, loss: 1.1544, grad_norm: 17.7060 2021-08-17 14:31:35,386 - mmaction - INFO - Epoch [50][1740/2640] lr: 1.000e-05, eta: 0:06:36, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6500, top5_acc: 0.8578, loss_cls: 1.2845, loss: 1.2845, grad_norm: 17.2740 2021-08-17 14:31:43,639 - mmaction - INFO - Epoch [50][1760/2640] lr: 1.000e-05, eta: 0:06:27, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.6969, top5_acc: 0.8812, loss_cls: 1.1725, loss: 1.1725, grad_norm: 17.1062 2021-08-17 14:31:51,946 - mmaction - INFO - Epoch [50][1780/2640] lr: 1.000e-05, eta: 0:06:18, time: 0.416, data_time: 0.001, memory: 5736, top1_acc: 0.7023, top5_acc: 0.8883, loss_cls: 1.1383, loss: 1.1383, grad_norm: 16.6140 2021-08-17 14:32:00,200 - mmaction - INFO - Epoch [50][1800/2640] lr: 1.000e-05, eta: 0:06:10, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6813, top5_acc: 0.8844, loss_cls: 1.1806, loss: 1.1806, grad_norm: 16.9828 2021-08-17 14:32:08,449 - mmaction - INFO - Epoch [50][1820/2640] lr: 1.000e-05, eta: 0:06:01, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6875, top5_acc: 0.8797, loss_cls: 1.1820, loss: 1.1820, grad_norm: 16.6337 2021-08-17 14:32:16,703 - mmaction - INFO - Epoch [50][1840/2640] lr: 1.000e-05, eta: 0:05:52, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6969, top5_acc: 0.8875, loss_cls: 1.1453, loss: 1.1453, grad_norm: 16.6763 2021-08-17 14:32:24,903 - mmaction - INFO - Epoch [50][1860/2640] lr: 1.000e-05, eta: 0:05:43, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.6852, top5_acc: 0.8828, loss_cls: 1.1581, loss: 1.1581, grad_norm: 17.3090 2021-08-17 14:32:33,221 - mmaction - INFO - Epoch [50][1880/2640] lr: 1.000e-05, eta: 0:05:34, time: 0.416, data_time: 0.001, memory: 5736, top1_acc: 0.6875, top5_acc: 0.8750, loss_cls: 1.2084, loss: 1.2084, grad_norm: 16.9441 2021-08-17 14:32:41,520 - mmaction - INFO - Epoch [50][1900/2640] lr: 1.000e-05, eta: 0:05:26, time: 0.415, data_time: 0.000, memory: 5736, top1_acc: 0.7102, top5_acc: 0.9031, loss_cls: 1.0972, loss: 1.0972, grad_norm: 16.6878 2021-08-17 14:32:49,714 - mmaction - INFO - Epoch [50][1920/2640] lr: 1.000e-05, eta: 0:05:17, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.6844, top5_acc: 0.8812, loss_cls: 1.1487, loss: 1.1487, grad_norm: 16.5329 2021-08-17 14:32:57,968 - mmaction - INFO - Epoch [50][1940/2640] lr: 1.000e-05, eta: 0:05:08, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.6836, top5_acc: 0.8820, loss_cls: 1.1646, loss: 1.1646, grad_norm: 17.0685 2021-08-17 14:33:06,252 - mmaction - INFO - Epoch [50][1960/2640] lr: 1.000e-05, eta: 0:04:59, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6828, top5_acc: 0.8766, loss_cls: 1.2184, loss: 1.2184, grad_norm: 17.2727 2021-08-17 14:33:14,511 - mmaction - INFO - Epoch [50][1980/2640] lr: 1.000e-05, eta: 0:04:50, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.6891, top5_acc: 0.8820, loss_cls: 1.1431, loss: 1.1431, grad_norm: 16.8404 2021-08-17 14:33:22,742 - mmaction - INFO - Epoch [50][2000/2640] lr: 1.000e-05, eta: 0:04:41, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.6914, top5_acc: 0.8836, loss_cls: 1.1739, loss: 1.1739, grad_norm: 16.9114 2021-08-17 14:33:30,956 - mmaction - INFO - Epoch [50][2020/2640] lr: 1.000e-05, eta: 0:04:33, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.6859, top5_acc: 0.8844, loss_cls: 1.1834, loss: 1.1834, grad_norm: 16.8302 2021-08-17 14:33:39,202 - mmaction - INFO - Epoch [50][2040/2640] lr: 1.000e-05, eta: 0:04:24, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.7117, top5_acc: 0.9039, loss_cls: 1.0687, loss: 1.0687, grad_norm: 16.5051 2021-08-17 14:33:47,481 - mmaction - INFO - Epoch [50][2060/2640] lr: 1.000e-05, eta: 0:04:15, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6961, top5_acc: 0.8820, loss_cls: 1.1462, loss: 1.1462, grad_norm: 17.5528 2021-08-17 14:33:55,732 - mmaction - INFO - Epoch [50][2080/2640] lr: 1.000e-05, eta: 0:04:06, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.7078, top5_acc: 0.9023, loss_cls: 1.0963, loss: 1.0963, grad_norm: 16.9636 2021-08-17 14:34:04,012 - mmaction - INFO - Epoch [50][2100/2640] lr: 1.000e-05, eta: 0:03:57, time: 0.415, data_time: 0.002, memory: 5736, top1_acc: 0.6734, top5_acc: 0.8859, loss_cls: 1.2338, loss: 1.2338, grad_norm: 17.5268 2021-08-17 14:34:12,276 - mmaction - INFO - Epoch [50][2120/2640] lr: 1.000e-05, eta: 0:03:49, time: 0.413, data_time: 0.000, memory: 5736, top1_acc: 0.6633, top5_acc: 0.8891, loss_cls: 1.2133, loss: 1.2133, grad_norm: 17.2332 2021-08-17 14:34:20,504 - mmaction - INFO - Epoch [50][2140/2640] lr: 1.000e-05, eta: 0:03:40, time: 0.412, data_time: 0.002, memory: 5736, top1_acc: 0.7063, top5_acc: 0.8859, loss_cls: 1.1320, loss: 1.1320, grad_norm: 16.4802 2021-08-17 14:34:28,729 - mmaction - INFO - Epoch [50][2160/2640] lr: 1.000e-05, eta: 0:03:31, time: 0.411, data_time: 0.000, memory: 5736, top1_acc: 0.6922, top5_acc: 0.8883, loss_cls: 1.1200, loss: 1.1200, grad_norm: 17.1504 2021-08-17 14:34:37,011 - mmaction - INFO - Epoch [50][2180/2640] lr: 1.000e-05, eta: 0:03:22, time: 0.414, data_time: 0.002, memory: 5736, top1_acc: 0.7000, top5_acc: 0.8922, loss_cls: 1.0987, loss: 1.0987, grad_norm: 16.6464 2021-08-17 14:34:45,267 - mmaction - INFO - Epoch [50][2200/2640] lr: 1.000e-05, eta: 0:03:13, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6813, top5_acc: 0.8875, loss_cls: 1.1615, loss: 1.1615, grad_norm: 17.8457 2021-08-17 14:34:53,451 - mmaction - INFO - Epoch [50][2220/2640] lr: 1.000e-05, eta: 0:03:05, time: 0.409, data_time: 0.001, memory: 5736, top1_acc: 0.6922, top5_acc: 0.8883, loss_cls: 1.1696, loss: 1.1696, grad_norm: 16.7693 2021-08-17 14:35:01,721 - mmaction - INFO - Epoch [50][2240/2640] lr: 1.000e-05, eta: 0:02:56, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.7016, top5_acc: 0.8992, loss_cls: 1.1002, loss: 1.1002, grad_norm: 16.9072 2021-08-17 14:35:09,912 - mmaction - INFO - Epoch [50][2260/2640] lr: 1.000e-05, eta: 0:02:47, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.6992, top5_acc: 0.8961, loss_cls: 1.1053, loss: 1.1053, grad_norm: 17.1914 2021-08-17 14:35:18,214 - mmaction - INFO - Epoch [50][2280/2640] lr: 1.000e-05, eta: 0:02:38, time: 0.415, data_time: 0.001, memory: 5736, top1_acc: 0.6805, top5_acc: 0.8742, loss_cls: 1.2205, loss: 1.2205, grad_norm: 17.5501 2021-08-17 14:35:26,415 - mmaction - INFO - Epoch [50][2300/2640] lr: 1.000e-05, eta: 0:02:29, time: 0.410, data_time: 0.000, memory: 5736, top1_acc: 0.6805, top5_acc: 0.8844, loss_cls: 1.1813, loss: 1.1813, grad_norm: 17.3309 2021-08-17 14:35:34,692 - mmaction - INFO - Epoch [50][2320/2640] lr: 1.000e-05, eta: 0:02:20, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.7008, top5_acc: 0.8852, loss_cls: 1.1162, loss: 1.1162, grad_norm: 16.7740 2021-08-17 14:35:43,005 - mmaction - INFO - Epoch [50][2340/2640] lr: 1.000e-05, eta: 0:02:12, time: 0.416, data_time: 0.001, memory: 5736, top1_acc: 0.6898, top5_acc: 0.8906, loss_cls: 1.1373, loss: 1.1373, grad_norm: 16.8842 2021-08-17 14:35:51,423 - mmaction - INFO - Epoch [50][2360/2640] lr: 1.000e-05, eta: 0:02:03, time: 0.421, data_time: 0.002, memory: 5736, top1_acc: 0.6930, top5_acc: 0.8859, loss_cls: 1.1460, loss: 1.1460, grad_norm: 17.2481 2021-08-17 14:35:59,686 - mmaction - INFO - Epoch [50][2380/2640] lr: 1.000e-05, eta: 0:01:54, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6945, top5_acc: 0.9031, loss_cls: 1.1233, loss: 1.1233, grad_norm: 17.3250 2021-08-17 14:36:08,050 - mmaction - INFO - Epoch [50][2400/2640] lr: 1.000e-05, eta: 0:01:45, time: 0.419, data_time: 0.002, memory: 5736, top1_acc: 0.6891, top5_acc: 0.8898, loss_cls: 1.1367, loss: 1.1367, grad_norm: 17.2095 2021-08-17 14:36:16,382 - mmaction - INFO - Epoch [50][2420/2640] lr: 1.000e-05, eta: 0:01:36, time: 0.416, data_time: 0.001, memory: 5736, top1_acc: 0.7086, top5_acc: 0.8938, loss_cls: 1.1080, loss: 1.1080, grad_norm: 16.4284 2021-08-17 14:36:24,625 - mmaction - INFO - Epoch [50][2440/2640] lr: 1.000e-05, eta: 0:01:28, time: 0.413, data_time: 0.001, memory: 5736, top1_acc: 0.6781, top5_acc: 0.8922, loss_cls: 1.1703, loss: 1.1703, grad_norm: 17.5307 2021-08-17 14:36:32,848 - mmaction - INFO - Epoch [50][2460/2640] lr: 1.000e-05, eta: 0:01:19, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6953, top5_acc: 0.8852, loss_cls: 1.1117, loss: 1.1117, grad_norm: 16.6021 2021-08-17 14:36:41,104 - mmaction - INFO - Epoch [50][2480/2640] lr: 1.000e-05, eta: 0:01:10, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6937, top5_acc: 0.8766, loss_cls: 1.2090, loss: 1.2090, grad_norm: 17.1931 2021-08-17 14:36:49,322 - mmaction - INFO - Epoch [50][2500/2640] lr: 1.000e-05, eta: 0:01:01, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6805, top5_acc: 0.8867, loss_cls: 1.1764, loss: 1.1764, grad_norm: 17.2681 2021-08-17 14:36:57,589 - mmaction - INFO - Epoch [50][2520/2640] lr: 1.000e-05, eta: 0:00:52, time: 0.413, data_time: 0.002, memory: 5736, top1_acc: 0.6969, top5_acc: 0.8828, loss_cls: 1.1575, loss: 1.1575, grad_norm: 16.4576 2021-08-17 14:37:05,854 - mmaction - INFO - Epoch [50][2540/2640] lr: 1.000e-05, eta: 0:00:44, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.6867, top5_acc: 0.8883, loss_cls: 1.1522, loss: 1.1522, grad_norm: 16.8197 2021-08-17 14:37:14,102 - mmaction - INFO - Epoch [50][2560/2640] lr: 1.000e-05, eta: 0:00:35, time: 0.412, data_time: 0.001, memory: 5736, top1_acc: 0.6953, top5_acc: 0.8977, loss_cls: 1.1612, loss: 1.1612, grad_norm: 16.8617 2021-08-17 14:37:22,339 - mmaction - INFO - Epoch [50][2580/2640] lr: 1.000e-05, eta: 0:00:26, time: 0.412, data_time: 0.000, memory: 5736, top1_acc: 0.6992, top5_acc: 0.9000, loss_cls: 1.1065, loss: 1.1065, grad_norm: 16.5559 2021-08-17 14:37:30,631 - mmaction - INFO - Epoch [50][2600/2640] lr: 1.000e-05, eta: 0:00:17, time: 0.414, data_time: 0.001, memory: 5736, top1_acc: 0.7070, top5_acc: 0.9016, loss_cls: 1.1228, loss: 1.1228, grad_norm: 16.7832 2021-08-17 14:37:38,851 - mmaction - INFO - Epoch [50][2620/2640] lr: 1.000e-05, eta: 0:00:08, time: 0.411, data_time: 0.001, memory: 5736, top1_acc: 0.6773, top5_acc: 0.8797, loss_cls: 1.1860, loss: 1.1860, grad_norm: 16.9922 2021-08-17 14:37:46,907 - mmaction - INFO - Epoch [50][2640/2640] lr: 1.000e-05, eta: 0:00:00, time: 0.403, data_time: 0.002, memory: 5736, top1_acc: 0.7113, top5_acc: 0.8960, loss_cls: 1.1058, loss: 1.1058, grad_norm: 16.5038 2021-08-17 14:40:13,472 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-08-17 14:40:13,918 - mmaction - INFO - top1_acc 0.4836 top5_acc 0.7640 2021-08-17 14:40:13,918 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-08-17 14:40:13,947 - mmaction - INFO - mean_acc 0.4108 2021-08-17 14:40:13,953 - mmaction - INFO - Saving checkpoint at 50 epochs 2021-08-17 14:40:14,734 - mmaction - INFO - Epoch(val) [50][194] top1_acc: 0.4836, top5_acc: 0.7640, mean_class_accuracy: 0.4108