2021-06-06 01:02:34,241 - 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/lustrenvme/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: 1.3.1 MMCV Compiler: GCC 5.4 MMCV CUDA Compiler: 9.0 MMAction2: 0.15.0+985d284 ------------------------------------------------------------ 2021-06-06 01:02:34,242 - mmaction - INFO - Distributed training: True 2021-06-06 01:02:35,280 - mmaction - INFO - Config: 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 = 'https://download.openmmlab.com/mmaction/recognition/slowonly/slowonly_r50_8x8x1_256e_kinetics400_rgb/slowonly_r50_8x8x1_256e_kinetics400_rgb_20200703-a79c555a.pth' resume_from = None workflow = [('train', 1)] model = dict( type='Recognizer3D', backbone=dict( type='ResNet3dSlowOnly', depth=50, pretrained='torchvision://resnet50', lateral=False, with_pool2=False, conv1_kernel=(1, 7, 7), conv1_stride_t=1, pool1_stride_t=1, inflate=(0, 0, 1, 1), norm_eval=False), cls_head=dict( type='I3DHead', in_channels=2048, num_classes=101, spatial_type='avg', dropout_ratio=0.5), train_cfg=None, test_cfg=dict(average_clips='prob')) split = 1 dataset_type = 'RawframeDataset' data_root = 'data/ucf101/rawframes_train' data_root_val = 'data/ucf101/rawframes_val' ann_file_train = 'data/ucf101/ucf101_train_split_1_rawframes.txt' ann_file_val = 'data/ucf101/ucf101_val_split_1_rawframes.txt' ann_file_test = 'data/ucf101/ucf101_val_split_1_rawframes.txt' img_norm_cfg = dict( mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_bgr=False) mc_cfg = dict( server_list_cfg='/mnt/lustre/share/memcached_client/server_list.conf', client_cfg='/mnt/lustre/share/memcached_client/client.conf', sys_path='/mnt/lustre/share/pymc/py3') train_pipeline = [ dict(type='SampleFrames', clip_len=8, frame_interval=4, num_clips=1), dict( type='RawFrameDecode', io_backend='memcached', server_list_cfg='/mnt/lustre/share/memcached_client/server_list.conf', client_cfg='/mnt/lustre/share/memcached_client/client.conf', sys_path='/mnt/lustre/share/pymc/py3'), dict(type='RandomResizedCrop'), dict(type='Resize', scale=(224, 224), keep_ratio=False), dict(type='Flip', flip_ratio=0.5), dict( type='Normalize', mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_bgr=False), dict(type='FormatShape', input_format='NCTHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs', 'label']) ] val_pipeline = [ dict( type='SampleFrames', clip_len=8, frame_interval=4, num_clips=1, 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='NCTHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs']) ] test_pipeline = [ dict( type='SampleFrames', clip_len=8, frame_interval=4, num_clips=1, 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='NCTHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs']) ] data = dict( videos_per_gpu=8, workers_per_gpu=4, train=dict( type='RawframeDataset', ann_file='data/ucf101/ucf101_train_split_1_rawframes.txt', data_prefix='data/ucf101/rawframes_train', pipeline=[ dict( type='SampleFrames', clip_len=8, frame_interval=4, num_clips=1), dict( type='RawFrameDecode', io_backend='memcached', server_list_cfg= '/mnt/lustre/share/memcached_client/server_list.conf', client_cfg='/mnt/lustre/share/memcached_client/client.conf', sys_path='/mnt/lustre/share/pymc/py3'), dict(type='RandomResizedCrop'), dict(type='Resize', scale=(224, 224), keep_ratio=False), dict(type='Flip', flip_ratio=0.5), dict( type='Normalize', mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_bgr=False), dict(type='FormatShape', input_format='NCTHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs', 'label']) ]), val=dict( type='RawframeDataset', ann_file='data/ucf101/ucf101_val_split_1_rawframes.txt', data_prefix='data/ucf101/rawframes_val', pipeline=[ dict( type='SampleFrames', clip_len=8, frame_interval=4, num_clips=1, 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='NCTHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs']) ]), test=dict( type='RawframeDataset', ann_file='data/ucf101/ucf101_val_split_1_rawframes.txt', data_prefix='data/ucf101/rawframes_val', pipeline=[ dict( type='SampleFrames', clip_len=8, frame_interval=4, num_clips=1, 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='NCTHW'), 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=30, gpu_collect=True) optimizer = dict(type='SGD', lr=0.001, momentum=0.9, weight_decay=0.0001) optimizer_config = dict(grad_clip=dict(max_norm=20, norm_type=2)) lr_config = dict(policy='step', step=[15, 30]) total_epochs = 40 work_dir = './work_dirs/slowonly_r50_k400_pretrained_8x4x1_40e_ucf101_rgb' find_unused_parameters = False gpu_ids = range(0, 8) omnisource = False module_hooks = [] 2021-06-06 01:02:37,048 - mmaction - INFO - load model from: torchvision://resnet50 2021-06-06 01:02:56,725 - mmaction - INFO - These parameters in the 2d checkpoint are not loaded: {'fc.weight', 'fc.bias'} 2021-06-06 01:02:58,869 - mmaction - INFO - load checkpoint from https://download.openmmlab.com/mmaction/recognition/slowonly/slowonly_r50_8x8x1_256e_kinetics400_rgb/slowonly_r50_8x8x1_256e_kinetics400_rgb_20200703-a79c555a.pth 2021-06-06 01:02:58,869 - mmaction - INFO - Use load_from_http loader 2021-06-06 01:02:59,573 - mmaction - WARNING - The model and loaded state dict do not match exactly size mismatch for cls_head.fc_cls.weight: copying a param with shape torch.Size([400, 2048]) from checkpoint, the shape in current model is torch.Size([101, 2048]). size mismatch for cls_head.fc_cls.bias: copying a param with shape torch.Size([400]) from checkpoint, the shape in current model is torch.Size([101]). 2021-06-06 01:02:59,580 - mmaction - INFO - Start running, host: linjintao@SH-IDC1-10-5-30-93, work_dir: /mnt/lustre/linjintao/try/mmaction2_dev/work_dirs/slowonly_r50_k400_pretrained_8x4x1_40e_ucf101_rgb 2021-06-06 01:02:59,580 - mmaction - INFO - workflow: [('train', 1)], max: 40 epochs 2021-06-06 01:10:29,305 - mmaction - INFO - Epoch [1][20/150] lr: 1.000e-03, eta: 1 day, 13:20:51, time: 22.484, data_time: 21.550, memory: 5811, top1_acc: 0.0109, top5_acc: 0.0578, loss_cls: 4.6239, loss: 4.6239, grad_norm: 2.4255 2021-06-06 01:10:41,981 - mmaction - INFO - Epoch [1][40/150] lr: 1.000e-03, eta: 19:08:16, time: 0.636, data_time: 0.004, memory: 5811, top1_acc: 0.0312, top5_acc: 0.0883, loss_cls: 4.5772, loss: 4.5772, grad_norm: 2.4198 2021-06-06 01:10:54,687 - mmaction - INFO - Epoch [1][60/150] lr: 1.000e-03, eta: 13:03:54, time: 0.635, data_time: 0.001, memory: 5811, top1_acc: 0.0328, top5_acc: 0.1289, loss_cls: 4.5408, loss: 4.5408, grad_norm: 2.3923 2021-06-06 01:11:07,418 - mmaction - INFO - Epoch [1][80/150] lr: 1.000e-03, eta: 10:01:39, time: 0.637, data_time: 0.001, memory: 5811, top1_acc: 0.0766, top5_acc: 0.2070, loss_cls: 4.4848, loss: 4.4848, grad_norm: 2.4194 2021-06-06 01:11:20,195 - mmaction - INFO - Epoch [1][100/150] lr: 1.000e-03, eta: 8:12:15, time: 0.639, data_time: 0.001, memory: 5811, top1_acc: 0.1164, top5_acc: 0.2789, loss_cls: 4.4368, loss: 4.4368, grad_norm: 2.4231 2021-06-06 01:11:33,070 - mmaction - INFO - Epoch [1][120/150] lr: 1.000e-03, eta: 6:59:20, time: 0.644, data_time: 0.001, memory: 5811, top1_acc: 0.1664, top5_acc: 0.3625, loss_cls: 4.3764, loss: 4.3764, grad_norm: 2.4449 2021-06-06 01:11:46,179 - mmaction - INFO - Epoch [1][140/150] lr: 1.000e-03, eta: 6:07:21, time: 0.655, data_time: 0.001, memory: 5811, top1_acc: 0.1859, top5_acc: 0.4195, loss_cls: 4.3267, loss: 4.3267, grad_norm: 2.4855 2021-06-06 01:11:56,095 - mmaction - INFO - Saving checkpoint at 1 epochs 2021-06-06 01:19:30,504 - mmaction - INFO - Epoch [2][20/150] lr: 1.000e-03, eta: 9:19:59, time: 22.657, data_time: 21.890, memory: 5816, top1_acc: 0.2641, top5_acc: 0.5109, loss_cls: 4.2248, loss: 4.2248, grad_norm: 2.4972 2021-06-06 01:19:43,205 - mmaction - INFO - Epoch [2][40/150] lr: 1.000e-03, eta: 8:25:48, time: 0.637, data_time: 0.003, memory: 5816, top1_acc: 0.3242, top5_acc: 0.5594, loss_cls: 4.1550, loss: 4.1550, grad_norm: 2.5318 2021-06-06 01:19:55,910 - mmaction - INFO - Epoch [2][60/150] lr: 1.000e-03, eta: 7:41:54, time: 0.635, data_time: 0.001, memory: 5816, top1_acc: 0.3375, top5_acc: 0.5922, loss_cls: 4.0913, loss: 4.0913, grad_norm: 2.5381 2021-06-06 01:20:11,277 - mmaction - INFO - Epoch [2][80/150] lr: 1.000e-03, eta: 7:06:41, time: 0.767, data_time: 0.003, memory: 5816, top1_acc: 0.3359, top5_acc: 0.5953, loss_cls: 4.0517, loss: 4.0517, grad_norm: 2.5541 2021-06-06 01:20:24,061 - mmaction - INFO - Epoch [2][100/150] lr: 1.000e-03, eta: 6:36:06, time: 0.640, data_time: 0.003, memory: 5816, top1_acc: 0.3883, top5_acc: 0.6680, loss_cls: 3.9580, loss: 3.9580, grad_norm: 2.6088 2021-06-06 01:20:37,170 - mmaction - INFO - Epoch [2][120/150] lr: 1.000e-03, eta: 6:10:07, time: 0.655, data_time: 0.001, memory: 5816, top1_acc: 0.4398, top5_acc: 0.7164, loss_cls: 3.8688, loss: 3.8688, grad_norm: 2.6361 2021-06-06 01:20:50,154 - mmaction - INFO - Epoch [2][140/150] lr: 1.000e-03, eta: 5:47:39, time: 0.649, data_time: 0.001, memory: 5816, top1_acc: 0.4289, top5_acc: 0.7086, loss_cls: 3.7946, loss: 3.7946, grad_norm: 2.6379 2021-06-06 01:21:01,485 - mmaction - INFO - Saving checkpoint at 2 epochs 2021-06-06 01:28:30,581 - mmaction - INFO - Epoch [3][20/150] lr: 1.000e-03, eta: 7:25:53, time: 22.391, data_time: 21.641, memory: 5816, top1_acc: 0.4594, top5_acc: 0.7500, loss_cls: 3.6717, loss: 3.6717, grad_norm: 2.6656 2021-06-06 01:28:43,249 - mmaction - INFO - Epoch [3][40/150] lr: 1.000e-03, eta: 7:01:42, time: 0.635, data_time: 0.003, memory: 5816, top1_acc: 0.4531, top5_acc: 0.7641, loss_cls: 3.5659, loss: 3.5659, grad_norm: 2.6874 2021-06-06 01:28:55,940 - mmaction - INFO - Epoch [3][60/150] lr: 1.000e-03, eta: 6:40:11, time: 0.635, data_time: 0.001, memory: 5816, top1_acc: 0.4633, top5_acc: 0.7711, loss_cls: 3.5079, loss: 3.5079, grad_norm: 2.7088 2021-06-06 01:29:08,676 - mmaction - INFO - Epoch [3][80/150] lr: 1.000e-03, eta: 6:20:55, time: 0.637, data_time: 0.001, memory: 5816, top1_acc: 0.4633, top5_acc: 0.7727, loss_cls: 3.4350, loss: 3.4350, grad_norm: 2.7462 2021-06-06 01:29:21,538 - mmaction - INFO - Epoch [3][100/150] lr: 1.000e-03, eta: 6:03:35, time: 0.643, data_time: 0.001, memory: 5816, top1_acc: 0.4695, top5_acc: 0.7914, loss_cls: 3.3805, loss: 3.3805, grad_norm: 2.7808 2021-06-06 01:29:34,585 - mmaction - INFO - Epoch [3][120/150] lr: 1.000e-03, eta: 5:47:55, time: 0.652, data_time: 0.001, memory: 5816, top1_acc: 0.5102, top5_acc: 0.8117, loss_cls: 3.2557, loss: 3.2557, grad_norm: 2.7634 2021-06-06 01:29:47,689 - mmaction - INFO - Epoch [3][140/150] lr: 1.000e-03, eta: 5:33:40, time: 0.655, data_time: 0.001, memory: 5816, top1_acc: 0.5000, top5_acc: 0.8195, loss_cls: 3.1782, loss: 3.1782, grad_norm: 2.8010 2021-06-06 01:29:58,639 - mmaction - INFO - Saving checkpoint at 3 epochs 2021-06-06 01:37:38,505 - mmaction - INFO - Epoch [4][20/150] lr: 1.000e-03, eta: 6:40:37, time: 22.930, data_time: 22.182, memory: 5816, top1_acc: 0.5234, top5_acc: 0.8094, loss_cls: 3.0596, loss: 3.0596, grad_norm: 2.7913 2021-06-06 01:37:51,191 - mmaction - INFO - Epoch [4][40/150] lr: 1.000e-03, eta: 6:25:16, time: 0.636, data_time: 0.004, memory: 5816, top1_acc: 0.5195, top5_acc: 0.8367, loss_cls: 2.9582, loss: 2.9582, grad_norm: 2.7949 2021-06-06 01:38:03,903 - mmaction - INFO - Epoch [4][60/150] lr: 1.000e-03, eta: 6:11:05, time: 0.636, data_time: 0.001, memory: 5816, top1_acc: 0.5258, top5_acc: 0.8328, loss_cls: 2.9211, loss: 2.9211, grad_norm: 2.8009 2021-06-06 01:38:16,623 - mmaction - INFO - Epoch [4][80/150] lr: 1.000e-03, eta: 5:57:58, time: 0.636, data_time: 0.001, memory: 5816, top1_acc: 0.5344, top5_acc: 0.8391, loss_cls: 2.8829, loss: 2.8829, grad_norm: 2.7975 2021-06-06 01:38:29,526 - mmaction - INFO - Epoch [4][100/150] lr: 1.000e-03, eta: 5:45:49, time: 0.645, data_time: 0.001, memory: 5816, top1_acc: 0.5797, top5_acc: 0.8672, loss_cls: 2.7533, loss: 2.7533, grad_norm: 2.8182 2021-06-06 01:38:42,476 - mmaction - INFO - Epoch [4][120/150] lr: 1.000e-03, eta: 5:34:31, time: 0.648, data_time: 0.001, memory: 5816, top1_acc: 0.5773, top5_acc: 0.8789, loss_cls: 2.6714, loss: 2.6714, grad_norm: 2.8158 2021-06-06 01:38:55,582 - mmaction - INFO - Epoch [4][140/150] lr: 1.000e-03, eta: 5:24:00, time: 0.655, data_time: 0.001, memory: 5816, top1_acc: 0.5672, top5_acc: 0.8586, loss_cls: 2.6478, loss: 2.6478, grad_norm: 2.8099 2021-06-06 01:39:06,467 - mmaction - INFO - Saving checkpoint at 4 epochs 2021-06-06 01:46:12,381 - mmaction - INFO - Epoch [5][20/150] lr: 1.000e-03, eta: 6:08:01, time: 21.233, data_time: 20.518, memory: 5816, top1_acc: 0.6016, top5_acc: 0.8812, loss_cls: 2.5408, loss: 2.5408, grad_norm: 2.8380 2021-06-06 01:46:25,051 - mmaction - INFO - Epoch [5][40/150] lr: 1.000e-03, eta: 5:56:58, time: 0.635, data_time: 0.003, memory: 5816, top1_acc: 0.5875, top5_acc: 0.8797, loss_cls: 2.5290, loss: 2.5290, grad_norm: 2.8897 2021-06-06 01:46:37,737 - mmaction - INFO - Epoch [5][60/150] lr: 1.000e-03, eta: 5:46:34, time: 0.634, data_time: 0.001, memory: 5816, top1_acc: 0.6281, top5_acc: 0.8914, loss_cls: 2.4010, loss: 2.4010, grad_norm: 2.8212 2021-06-06 01:46:50,480 - mmaction - INFO - Epoch [5][80/150] lr: 1.000e-03, eta: 5:36:47, time: 0.637, data_time: 0.001, memory: 5816, top1_acc: 0.6047, top5_acc: 0.8977, loss_cls: 2.3813, loss: 2.3813, grad_norm: 2.8380 2021-06-06 01:47:03,249 - mmaction - INFO - Epoch [5][100/150] lr: 1.000e-03, eta: 5:27:32, time: 0.639, data_time: 0.001, memory: 5816, top1_acc: 0.6227, top5_acc: 0.8969, loss_cls: 2.3406, loss: 2.3406, grad_norm: 2.8704 2021-06-06 01:47:16,164 - mmaction - INFO - Epoch [5][120/150] lr: 1.000e-03, eta: 5:18:49, time: 0.646, data_time: 0.001, memory: 5816, top1_acc: 0.6117, top5_acc: 0.8836, loss_cls: 2.2965, loss: 2.2965, grad_norm: 2.8437 2021-06-06 01:47:29,316 - mmaction - INFO - Epoch [5][140/150] lr: 1.000e-03, eta: 5:10:35, time: 0.658, data_time: 0.001, memory: 5816, top1_acc: 0.6453, top5_acc: 0.8992, loss_cls: 2.2339, loss: 2.2339, grad_norm: 2.8879 2021-06-06 01:47:38,482 - mmaction - INFO - Saving checkpoint at 5 epochs 2021-06-06 01:55:09,178 - mmaction - INFO - Epoch [6][20/150] lr: 1.000e-03, eta: 5:47:39, time: 22.471, data_time: 21.720, memory: 5816, top1_acc: 0.6391, top5_acc: 0.9023, loss_cls: 2.1555, loss: 2.1555, grad_norm: 2.8466 2021-06-06 01:55:21,865 - mmaction - INFO - Epoch [6][40/150] lr: 1.000e-03, eta: 5:38:57, time: 0.636, data_time: 0.003, memory: 5816, top1_acc: 0.6578, top5_acc: 0.9055, loss_cls: 2.1229, loss: 2.1229, grad_norm: 2.8738 2021-06-06 01:55:34,577 - mmaction - INFO - Epoch [6][60/150] lr: 1.000e-03, eta: 5:30:40, time: 0.636, data_time: 0.001, memory: 5816, top1_acc: 0.6523, top5_acc: 0.8922, loss_cls: 2.1003, loss: 2.1003, grad_norm: 2.8954 2021-06-06 01:55:47,309 - mmaction - INFO - Epoch [6][80/150] lr: 1.000e-03, eta: 5:22:47, time: 0.637, data_time: 0.001, memory: 5816, top1_acc: 0.6742, top5_acc: 0.9164, loss_cls: 2.0408, loss: 2.0408, grad_norm: 2.8709 2021-06-06 01:56:00,138 - mmaction - INFO - Epoch [6][100/150] lr: 1.000e-03, eta: 5:15:16, time: 0.642, data_time: 0.001, memory: 5816, top1_acc: 0.6914, top5_acc: 0.9156, loss_cls: 1.9654, loss: 1.9654, grad_norm: 2.8631 2021-06-06 01:56:13,180 - mmaction - INFO - Epoch [6][120/150] lr: 1.000e-03, eta: 5:08:06, time: 0.652, data_time: 0.001, memory: 5816, top1_acc: 0.6656, top5_acc: 0.9117, loss_cls: 1.9435, loss: 1.9435, grad_norm: 2.8622 2021-06-06 01:56:26,234 - mmaction - INFO - Epoch [6][140/150] lr: 1.000e-03, eta: 5:01:15, time: 0.653, data_time: 0.001, memory: 5816, top1_acc: 0.6859, top5_acc: 0.9125, loss_cls: 1.9110, loss: 1.9110, grad_norm: 2.9231 2021-06-06 01:56:37,525 - mmaction - INFO - Saving checkpoint at 6 epochs 2021-06-06 02:04:20,974 - mmaction - INFO - Epoch [7][20/150] lr: 1.000e-03, eta: 5:32:15, time: 23.109, data_time: 22.365, memory: 5816, top1_acc: 0.6883, top5_acc: 0.9094, loss_cls: 1.8782, loss: 1.8782, grad_norm: 2.8921 2021-06-06 02:04:33,672 - mmaction - INFO - Epoch [7][40/150] lr: 1.000e-03, eta: 5:25:03, time: 0.636, data_time: 0.004, memory: 5816, top1_acc: 0.7102, top5_acc: 0.9367, loss_cls: 1.8258, loss: 1.8258, grad_norm: 2.9247 2021-06-06 02:04:46,378 - mmaction - INFO - Epoch [7][60/150] lr: 1.000e-03, eta: 5:18:08, time: 0.635, data_time: 0.001, memory: 5816, top1_acc: 0.7039, top5_acc: 0.9203, loss_cls: 1.7986, loss: 1.7986, grad_norm: 2.9156 2021-06-06 02:04:59,104 - mmaction - INFO - Epoch [7][80/150] lr: 1.000e-03, eta: 5:11:29, time: 0.636, data_time: 0.001, memory: 5816, top1_acc: 0.6945, top5_acc: 0.9109, loss_cls: 1.7965, loss: 1.7965, grad_norm: 2.9461 2021-06-06 02:05:12,287 - mmaction - INFO - Epoch [7][100/150] lr: 1.000e-03, eta: 5:05:08, time: 0.658, data_time: 0.001, memory: 5816, top1_acc: 0.6937, top5_acc: 0.9156, loss_cls: 1.7359, loss: 1.7359, grad_norm: 2.9057 2021-06-06 02:05:25,271 - mmaction - INFO - Epoch [7][120/150] lr: 1.000e-03, eta: 4:59:01, time: 0.650, data_time: 0.002, memory: 5816, top1_acc: 0.6937, top5_acc: 0.9141, loss_cls: 1.7378, loss: 1.7378, grad_norm: 2.9232 2021-06-06 02:05:38,420 - mmaction - INFO - Epoch [7][140/150] lr: 1.000e-03, eta: 4:53:08, time: 0.657, data_time: 0.001, memory: 5816, top1_acc: 0.7008, top5_acc: 0.9359, loss_cls: 1.6809, loss: 1.6809, grad_norm: 2.9582 2021-06-06 02:05:49,600 - mmaction - INFO - Saving checkpoint at 7 epochs 2021-06-06 02:13:24,445 - mmaction - INFO - Epoch [8][20/150] lr: 1.000e-03, eta: 5:18:01, time: 22.678, data_time: 21.926, memory: 5816, top1_acc: 0.7312, top5_acc: 0.9227, loss_cls: 1.6587, loss: 1.6587, grad_norm: 2.9725 2021-06-06 02:13:37,136 - mmaction - INFO - Epoch [8][40/150] lr: 1.000e-03, eta: 5:11:52, time: 0.636, data_time: 0.004, memory: 5816, top1_acc: 0.7367, top5_acc: 0.9305, loss_cls: 1.5917, loss: 1.5917, grad_norm: 2.9633 2021-06-06 02:13:49,835 - mmaction - INFO - Epoch [8][60/150] lr: 1.000e-03, eta: 5:05:56, time: 0.635, data_time: 0.001, memory: 5816, top1_acc: 0.7445, top5_acc: 0.9344, loss_cls: 1.5627, loss: 1.5627, grad_norm: 2.9131 2021-06-06 02:14:02,572 - mmaction - INFO - Epoch [8][80/150] lr: 1.000e-03, eta: 5:00:12, time: 0.637, data_time: 0.001, memory: 5816, top1_acc: 0.7609, top5_acc: 0.9320, loss_cls: 1.5409, loss: 1.5409, grad_norm: 2.8917 2021-06-06 02:14:15,508 - mmaction - INFO - Epoch [8][100/150] lr: 1.000e-03, eta: 4:54:41, time: 0.647, data_time: 0.001, memory: 5816, top1_acc: 0.7336, top5_acc: 0.9313, loss_cls: 1.5437, loss: 1.5437, grad_norm: 2.9513 2021-06-06 02:14:28,580 - mmaction - INFO - Epoch [8][120/150] lr: 1.000e-03, eta: 4:49:21, time: 0.654, data_time: 0.001, memory: 5816, top1_acc: 0.7633, top5_acc: 0.9367, loss_cls: 1.4643, loss: 1.4643, grad_norm: 2.8851 2021-06-06 02:14:41,730 - mmaction - INFO - Epoch [8][140/150] lr: 1.000e-03, eta: 4:44:12, time: 0.658, data_time: 0.001, memory: 5816, top1_acc: 0.7516, top5_acc: 0.9383, loss_cls: 1.4764, loss: 1.4764, grad_norm: 2.9274 2021-06-06 02:14:52,605 - mmaction - INFO - Saving checkpoint at 8 epochs 2021-06-06 02:21:58,908 - mmaction - INFO - Epoch [9][20/150] lr: 1.000e-03, eta: 5:03:14, time: 21.251, data_time: 20.521, memory: 5816, top1_acc: 0.7805, top5_acc: 0.9391, loss_cls: 1.4196, loss: 1.4196, grad_norm: 2.9071 2021-06-06 02:22:11,594 - mmaction - INFO - Epoch [9][40/150] lr: 1.000e-03, eta: 4:57:54, time: 0.636, data_time: 0.003, memory: 5816, top1_acc: 0.7508, top5_acc: 0.9352, loss_cls: 1.4600, loss: 1.4600, grad_norm: 2.9441 2021-06-06 02:22:24,291 - mmaction - INFO - Epoch [9][60/150] lr: 1.000e-03, eta: 4:52:45, time: 0.635, data_time: 0.001, memory: 5816, top1_acc: 0.7648, top5_acc: 0.9414, loss_cls: 1.4259, loss: 1.4259, grad_norm: 3.0040 2021-06-06 02:22:37,021 - mmaction - INFO - Epoch [9][80/150] lr: 1.000e-03, eta: 4:47:44, time: 0.637, data_time: 0.001, memory: 5816, top1_acc: 0.7750, top5_acc: 0.9523, loss_cls: 1.3543, loss: 1.3543, grad_norm: 2.9223 2021-06-06 02:22:49,797 - mmaction - INFO - Epoch [9][100/150] lr: 1.000e-03, eta: 4:42:53, time: 0.639, data_time: 0.001, memory: 5816, top1_acc: 0.7727, top5_acc: 0.9406, loss_cls: 1.3215, loss: 1.3215, grad_norm: 2.8684 2021-06-06 02:23:02,838 - mmaction - INFO - Epoch [9][120/150] lr: 1.000e-03, eta: 4:38:11, time: 0.652, data_time: 0.001, memory: 5816, top1_acc: 0.7570, top5_acc: 0.9344, loss_cls: 1.3599, loss: 1.3599, grad_norm: 3.0289 2021-06-06 02:23:16,009 - mmaction - INFO - Epoch [9][140/150] lr: 1.000e-03, eta: 4:33:37, time: 0.658, data_time: 0.001, memory: 5816, top1_acc: 0.7875, top5_acc: 0.9398, loss_cls: 1.3253, loss: 1.3253, grad_norm: 3.0330 2021-06-06 02:23:25,120 - mmaction - INFO - Saving checkpoint at 9 epochs 2021-06-06 02:30:44,861 - mmaction - INFO - Epoch [10][20/150] lr: 1.000e-03, eta: 4:50:36, time: 21.924, data_time: 21.164, memory: 5816, top1_acc: 0.7570, top5_acc: 0.9422, loss_cls: 1.3252, loss: 1.3252, grad_norm: 2.9712 2021-06-06 02:30:57,554 - mmaction - INFO - Epoch [10][40/150] lr: 1.000e-03, eta: 4:45:53, time: 0.636, data_time: 0.003, memory: 5816, top1_acc: 0.7797, top5_acc: 0.9375, loss_cls: 1.3066, loss: 1.3066, grad_norm: 2.9980 2021-06-06 02:31:10,265 - mmaction - INFO - Epoch [10][60/150] lr: 1.000e-03, eta: 4:41:18, time: 0.636, data_time: 0.001, memory: 5816, top1_acc: 0.7633, top5_acc: 0.9344, loss_cls: 1.3129, loss: 1.3129, grad_norm: 3.0638 2021-06-06 02:31:22,983 - mmaction - INFO - Epoch [10][80/150] lr: 1.000e-03, eta: 4:36:50, time: 0.636, data_time: 0.001, memory: 5816, top1_acc: 0.7820, top5_acc: 0.9320, loss_cls: 1.3060, loss: 1.3060, grad_norm: 3.1207 2021-06-06 02:31:35,752 - mmaction - INFO - Epoch [10][100/150] lr: 1.000e-03, eta: 4:32:29, time: 0.638, data_time: 0.001, memory: 5816, top1_acc: 0.7836, top5_acc: 0.9477, loss_cls: 1.2248, loss: 1.2248, grad_norm: 2.9725 2021-06-06 02:31:48,846 - mmaction - INFO - Epoch [10][120/150] lr: 1.000e-03, eta: 4:28:16, time: 0.655, data_time: 0.001, memory: 5816, top1_acc: 0.7859, top5_acc: 0.9422, loss_cls: 1.2358, loss: 1.2358, grad_norm: 3.0337 2021-06-06 02:32:01,920 - mmaction - INFO - Epoch [10][140/150] lr: 1.000e-03, eta: 4:24:09, time: 0.654, data_time: 0.001, memory: 5816, top1_acc: 0.8086, top5_acc: 0.9422, loss_cls: 1.1817, loss: 1.1817, grad_norm: 3.0258 2021-06-06 02:32:12,891 - mmaction - INFO - Saving checkpoint at 10 epochs 2021-06-06 02:39:34,369 - mmaction - INFO - Epoch [11][20/150] lr: 1.000e-03, eta: 4:38:51, time: 22.010, data_time: 21.261, memory: 5816, top1_acc: 0.7945, top5_acc: 0.9461, loss_cls: 1.1698, loss: 1.1698, grad_norm: 3.0359 2021-06-06 02:39:47,047 - mmaction - INFO - Epoch [11][40/150] lr: 1.000e-03, eta: 4:34:37, time: 0.635, data_time: 0.003, memory: 5816, top1_acc: 0.7836, top5_acc: 0.9508, loss_cls: 1.1693, loss: 1.1693, grad_norm: 3.0171 2021-06-06 02:39:59,752 - mmaction - INFO - Epoch [11][60/150] lr: 1.000e-03, eta: 4:30:29, time: 0.635, data_time: 0.001, memory: 5816, top1_acc: 0.7836, top5_acc: 0.9437, loss_cls: 1.1457, loss: 1.1457, grad_norm: 2.9933 2021-06-06 02:40:14,911 - mmaction - INFO - Epoch [11][80/150] lr: 1.000e-03, eta: 4:26:33, time: 0.757, data_time: 0.001, memory: 5816, top1_acc: 0.7969, top5_acc: 0.9469, loss_cls: 1.1496, loss: 1.1496, grad_norm: 3.0476 2021-06-06 02:40:27,722 - mmaction - INFO - Epoch [11][100/150] lr: 1.000e-03, eta: 4:22:37, time: 0.641, data_time: 0.002, memory: 5816, top1_acc: 0.8078, top5_acc: 0.9484, loss_cls: 1.1050, loss: 1.1050, grad_norm: 2.9625 2021-06-06 02:40:40,944 - mmaction - INFO - Epoch [11][120/150] lr: 1.000e-03, eta: 4:18:48, time: 0.661, data_time: 0.001, memory: 5816, top1_acc: 0.8016, top5_acc: 0.9547, loss_cls: 1.1048, loss: 1.1048, grad_norm: 3.0366 2021-06-06 02:40:54,099 - mmaction - INFO - Epoch [11][140/150] lr: 1.000e-03, eta: 4:15:03, time: 0.658, data_time: 0.001, memory: 5816, top1_acc: 0.8000, top5_acc: 0.9563, loss_cls: 1.1001, loss: 1.1001, grad_norm: 3.0272 2021-06-06 02:41:05,396 - mmaction - INFO - Saving checkpoint at 11 epochs 2021-06-06 02:48:44,833 - mmaction - INFO - Epoch [12][20/150] lr: 1.000e-03, eta: 4:28:33, time: 22.907, data_time: 22.143, memory: 5816, top1_acc: 0.7969, top5_acc: 0.9406, loss_cls: 1.1059, loss: 1.1059, grad_norm: 3.0440 2021-06-06 02:48:57,515 - mmaction - INFO - Epoch [12][40/150] lr: 1.000e-03, eta: 4:24:41, time: 0.637, data_time: 0.005, memory: 5816, top1_acc: 0.7984, top5_acc: 0.9500, loss_cls: 1.0668, loss: 1.0668, grad_norm: 2.9786 2021-06-06 02:49:10,226 - mmaction - INFO - Epoch [12][60/150] lr: 1.000e-03, eta: 4:20:54, time: 0.636, data_time: 0.001, memory: 5816, top1_acc: 0.8063, top5_acc: 0.9563, loss_cls: 1.0635, loss: 1.0635, grad_norm: 3.1160 2021-06-06 02:49:22,962 - mmaction - INFO - Epoch [12][80/150] lr: 1.000e-03, eta: 4:17:13, time: 0.637, data_time: 0.001, memory: 5816, top1_acc: 0.8133, top5_acc: 0.9516, loss_cls: 1.0390, loss: 1.0390, grad_norm: 3.0496 2021-06-06 02:49:35,872 - mmaction - INFO - Epoch [12][100/150] lr: 1.000e-03, eta: 4:13:36, time: 0.645, data_time: 0.001, memory: 5816, top1_acc: 0.8008, top5_acc: 0.9586, loss_cls: 1.0276, loss: 1.0276, grad_norm: 3.0491 2021-06-06 02:49:48,953 - mmaction - INFO - Epoch [12][120/150] lr: 1.000e-03, eta: 4:10:05, time: 0.654, data_time: 0.001, memory: 5816, top1_acc: 0.8117, top5_acc: 0.9531, loss_cls: 1.0018, loss: 1.0018, grad_norm: 3.0016 2021-06-06 02:50:03,581 - mmaction - INFO - Epoch [12][140/150] lr: 1.000e-03, eta: 4:06:40, time: 0.704, data_time: 0.001, memory: 5816, top1_acc: 0.8094, top5_acc: 0.9594, loss_cls: 0.9949, loss: 0.9949, grad_norm: 3.0291 2021-06-06 02:50:16,790 - mmaction - INFO - Saving checkpoint at 12 epochs 2021-06-06 02:57:38,632 - mmaction - INFO - Epoch [13][20/150] lr: 1.000e-03, eta: 4:17:44, time: 22.028, data_time: 21.275, memory: 5816, top1_acc: 0.8133, top5_acc: 0.9570, loss_cls: 0.9927, loss: 0.9927, grad_norm: 3.0167 2021-06-06 02:57:51,331 - mmaction - INFO - Epoch [13][40/150] lr: 1.000e-03, eta: 4:14:12, time: 0.637, data_time: 0.003, memory: 5816, top1_acc: 0.8250, top5_acc: 0.9570, loss_cls: 0.9856, loss: 0.9856, grad_norm: 3.1329 2021-06-06 02:58:04,035 - mmaction - INFO - Epoch [13][60/150] lr: 1.000e-03, eta: 4:10:43, time: 0.635, data_time: 0.001, memory: 5816, top1_acc: 0.8180, top5_acc: 0.9492, loss_cls: 1.0020, loss: 1.0020, grad_norm: 3.1450 2021-06-06 02:58:16,773 - mmaction - INFO - Epoch [13][80/150] lr: 1.000e-03, eta: 4:07:19, time: 0.637, data_time: 0.001, memory: 5816, top1_acc: 0.8242, top5_acc: 0.9570, loss_cls: 0.9530, loss: 0.9530, grad_norm: 3.0778 2021-06-06 02:58:29,674 - mmaction - INFO - Epoch [13][100/150] lr: 1.000e-03, eta: 4:04:00, time: 0.645, data_time: 0.001, memory: 5816, top1_acc: 0.8195, top5_acc: 0.9500, loss_cls: 0.9776, loss: 0.9776, grad_norm: 3.0564 2021-06-06 02:58:42,738 - mmaction - INFO - Epoch [13][120/150] lr: 1.000e-03, eta: 4:00:44, time: 0.653, data_time: 0.001, memory: 5816, top1_acc: 0.8227, top5_acc: 0.9531, loss_cls: 0.9615, loss: 0.9615, grad_norm: 2.9841 2021-06-06 02:58:55,977 - mmaction - INFO - Epoch [13][140/150] lr: 1.000e-03, eta: 3:57:33, time: 0.662, data_time: 0.001, memory: 5816, top1_acc: 0.8258, top5_acc: 0.9656, loss_cls: 0.9272, loss: 0.9272, grad_norm: 3.1048 2021-06-06 02:59:06,913 - mmaction - INFO - Saving checkpoint at 13 epochs 2021-06-06 03:06:51,893 - mmaction - INFO - Epoch [14][20/150] lr: 1.000e-03, eta: 4:08:01, time: 23.185, data_time: 22.436, memory: 5816, top1_acc: 0.8234, top5_acc: 0.9531, loss_cls: 0.9069, loss: 0.9069, grad_norm: 3.0432 2021-06-06 03:07:04,582 - mmaction - INFO - Epoch [14][40/150] lr: 1.000e-03, eta: 4:04:44, time: 0.636, data_time: 0.003, memory: 5816, top1_acc: 0.8273, top5_acc: 0.9609, loss_cls: 0.9187, loss: 0.9187, grad_norm: 3.1178 2021-06-06 03:07:17,298 - mmaction - INFO - Epoch [14][60/150] lr: 1.000e-03, eta: 4:01:30, time: 0.636, data_time: 0.001, memory: 5816, top1_acc: 0.8164, top5_acc: 0.9609, loss_cls: 0.9308, loss: 0.9308, grad_norm: 3.1019 2021-06-06 03:07:30,055 - mmaction - INFO - Epoch [14][80/150] lr: 1.000e-03, eta: 3:58:21, time: 0.638, data_time: 0.001, memory: 5816, top1_acc: 0.8180, top5_acc: 0.9578, loss_cls: 0.8949, loss: 0.8949, grad_norm: 3.0703 2021-06-06 03:07:42,910 - mmaction - INFO - Epoch [14][100/150] lr: 1.000e-03, eta: 3:55:14, time: 0.643, data_time: 0.001, memory: 5816, top1_acc: 0.8430, top5_acc: 0.9539, loss_cls: 0.8817, loss: 0.8817, grad_norm: 3.0435 2021-06-06 03:07:55,936 - mmaction - INFO - Epoch [14][120/150] lr: 1.000e-03, eta: 3:52:12, time: 0.651, data_time: 0.001, memory: 5816, top1_acc: 0.8328, top5_acc: 0.9586, loss_cls: 0.9018, loss: 0.9018, grad_norm: 3.0289 2021-06-06 03:08:09,326 - mmaction - INFO - Epoch [14][140/150] lr: 1.000e-03, eta: 3:49:14, time: 0.669, data_time: 0.001, memory: 5816, top1_acc: 0.8273, top5_acc: 0.9586, loss_cls: 0.8989, loss: 0.8989, grad_norm: 3.2136 2021-06-06 03:08:20,480 - mmaction - INFO - Saving checkpoint at 14 epochs 2021-06-06 03:16:07,402 - mmaction - INFO - Epoch [15][20/150] lr: 1.000e-03, eta: 3:58:27, time: 23.282, data_time: 22.531, memory: 5816, top1_acc: 0.8375, top5_acc: 0.9656, loss_cls: 0.8409, loss: 0.8409, grad_norm: 3.0234 2021-06-06 03:16:20,091 - mmaction - INFO - Epoch [15][40/150] lr: 1.000e-03, eta: 3:55:23, time: 0.636, data_time: 0.004, memory: 5816, top1_acc: 0.8359, top5_acc: 0.9617, loss_cls: 0.8640, loss: 0.8640, grad_norm: 3.1469 2021-06-06 03:16:32,788 - mmaction - INFO - Epoch [15][60/150] lr: 1.000e-03, eta: 3:52:23, time: 0.635, data_time: 0.001, memory: 5816, top1_acc: 0.8273, top5_acc: 0.9609, loss_cls: 0.8541, loss: 0.8541, grad_norm: 3.1640 2021-06-06 03:16:45,520 - mmaction - INFO - Epoch [15][80/150] lr: 1.000e-03, eta: 3:49:25, time: 0.636, data_time: 0.001, memory: 5816, top1_acc: 0.8336, top5_acc: 0.9578, loss_cls: 0.8391, loss: 0.8391, grad_norm: 3.0956 2021-06-06 03:16:58,334 - mmaction - INFO - Epoch [15][100/150] lr: 1.000e-03, eta: 3:46:31, time: 0.641, data_time: 0.001, memory: 5816, top1_acc: 0.8156, top5_acc: 0.9617, loss_cls: 0.8683, loss: 0.8683, grad_norm: 3.0718 2021-06-06 03:17:11,406 - mmaction - INFO - Epoch [15][120/150] lr: 1.000e-03, eta: 3:43:40, time: 0.653, data_time: 0.001, memory: 5816, top1_acc: 0.8453, top5_acc: 0.9656, loss_cls: 0.8255, loss: 0.8255, grad_norm: 3.0389 2021-06-06 03:17:24,624 - mmaction - INFO - Epoch [15][140/150] lr: 1.000e-03, eta: 3:40:52, time: 0.661, data_time: 0.001, memory: 5816, top1_acc: 0.8414, top5_acc: 0.9633, loss_cls: 0.8299, loss: 0.8299, grad_norm: 3.1100 2021-06-06 03:17:35,620 - mmaction - INFO - Saving checkpoint at 15 epochs 2021-06-06 03:25:13,845 - mmaction - INFO - Epoch [16][20/150] lr: 1.000e-04, eta: 3:48:43, time: 22.848, data_time: 22.085, memory: 5816, top1_acc: 0.8367, top5_acc: 0.9680, loss_cls: 0.8282, loss: 0.8282, grad_norm: 3.1102 2021-06-06 03:25:26,547 - mmaction - INFO - Epoch [16][40/150] lr: 1.000e-04, eta: 3:45:51, time: 0.637, data_time: 0.003, memory: 5816, top1_acc: 0.8414, top5_acc: 0.9609, loss_cls: 0.8312, loss: 0.8312, grad_norm: 3.2169 2021-06-06 03:25:39,278 - mmaction - INFO - Epoch [16][60/150] lr: 1.000e-04, eta: 3:43:01, time: 0.636, data_time: 0.001, memory: 5816, top1_acc: 0.8242, top5_acc: 0.9570, loss_cls: 0.8418, loss: 0.8418, grad_norm: 3.0907 2021-06-06 03:25:52,027 - mmaction - INFO - Epoch [16][80/150] lr: 1.000e-04, eta: 3:40:15, time: 0.638, data_time: 0.001, memory: 5816, top1_acc: 0.8367, top5_acc: 0.9602, loss_cls: 0.8101, loss: 0.8101, grad_norm: 3.1394 2021-06-06 03:26:04,900 - mmaction - INFO - Epoch [16][100/150] lr: 1.000e-04, eta: 3:37:31, time: 0.644, data_time: 0.001, memory: 5816, top1_acc: 0.8484, top5_acc: 0.9625, loss_cls: 0.8162, loss: 0.8162, grad_norm: 3.0895 2021-06-06 03:26:17,987 - mmaction - INFO - Epoch [16][120/150] lr: 1.000e-04, eta: 3:34:50, time: 0.654, data_time: 0.001, memory: 5816, top1_acc: 0.8391, top5_acc: 0.9570, loss_cls: 0.8491, loss: 0.8491, grad_norm: 3.2290 2021-06-06 03:26:31,217 - mmaction - INFO - Epoch [16][140/150] lr: 1.000e-04, eta: 3:32:11, time: 0.661, data_time: 0.001, memory: 5816, top1_acc: 0.8508, top5_acc: 0.9633, loss_cls: 0.8024, loss: 0.8024, grad_norm: 3.0343 2021-06-06 03:26:42,482 - mmaction - INFO - Saving checkpoint at 16 epochs 2021-06-06 03:34:23,354 - mmaction - INFO - Epoch [17][20/150] lr: 1.000e-04, eta: 3:39:09, time: 22.980, data_time: 22.228, memory: 5816, top1_acc: 0.8344, top5_acc: 0.9625, loss_cls: 0.8046, loss: 0.8046, grad_norm: 3.1215 2021-06-06 03:34:36,033 - mmaction - INFO - Epoch [17][40/150] lr: 1.000e-04, eta: 3:36:27, time: 0.635, data_time: 0.003, memory: 5816, top1_acc: 0.8359, top5_acc: 0.9656, loss_cls: 0.8443, loss: 0.8443, grad_norm: 3.1925 2021-06-06 03:34:48,728 - mmaction - INFO - Epoch [17][60/150] lr: 1.000e-04, eta: 3:33:47, time: 0.635, data_time: 0.001, memory: 5816, top1_acc: 0.8445, top5_acc: 0.9641, loss_cls: 0.8163, loss: 0.8163, grad_norm: 3.0426 2021-06-06 03:35:01,466 - mmaction - INFO - Epoch [17][80/150] lr: 1.000e-04, eta: 3:31:10, time: 0.637, data_time: 0.001, memory: 5816, top1_acc: 0.8344, top5_acc: 0.9602, loss_cls: 0.8515, loss: 0.8515, grad_norm: 3.2459 2021-06-06 03:35:14,270 - mmaction - INFO - Epoch [17][100/150] lr: 1.000e-04, eta: 3:28:35, time: 0.639, data_time: 0.001, memory: 5816, top1_acc: 0.8328, top5_acc: 0.9617, loss_cls: 0.8250, loss: 0.8250, grad_norm: 3.1746 2021-06-06 03:35:27,312 - mmaction - INFO - Epoch [17][120/150] lr: 1.000e-04, eta: 3:26:03, time: 0.653, data_time: 0.003, memory: 5816, top1_acc: 0.8398, top5_acc: 0.9633, loss_cls: 0.7891, loss: 0.7891, grad_norm: 3.0192 2021-06-06 03:35:40,673 - mmaction - INFO - Epoch [17][140/150] lr: 1.000e-04, eta: 3:23:33, time: 0.668, data_time: 0.001, memory: 5816, top1_acc: 0.8633, top5_acc: 0.9586, loss_cls: 0.7852, loss: 0.7852, grad_norm: 3.0205 2021-06-06 03:35:51,880 - mmaction - INFO - Saving checkpoint at 17 epochs 2021-06-06 03:43:02,719 - mmaction - INFO - Epoch [18][20/150] lr: 1.000e-04, eta: 3:28:59, time: 21.479, data_time: 20.758, memory: 5816, top1_acc: 0.8492, top5_acc: 0.9672, loss_cls: 0.7991, loss: 0.7991, grad_norm: 3.1164 2021-06-06 03:43:15,399 - mmaction - INFO - Epoch [18][40/150] lr: 1.000e-04, eta: 3:26:27, time: 0.635, data_time: 0.003, memory: 5816, top1_acc: 0.8383, top5_acc: 0.9672, loss_cls: 0.8139, loss: 0.8139, grad_norm: 3.2107 2021-06-06 03:43:28,106 - mmaction - INFO - Epoch [18][60/150] lr: 1.000e-04, eta: 3:23:56, time: 0.635, data_time: 0.001, memory: 5816, top1_acc: 0.8422, top5_acc: 0.9641, loss_cls: 0.8229, loss: 0.8229, grad_norm: 3.0877 2021-06-06 03:43:40,857 - mmaction - INFO - Epoch [18][80/150] lr: 1.000e-04, eta: 3:21:28, time: 0.638, data_time: 0.001, memory: 5816, top1_acc: 0.8445, top5_acc: 0.9539, loss_cls: 0.8097, loss: 0.8097, grad_norm: 3.0365 2021-06-06 03:43:53,664 - mmaction - INFO - Epoch [18][100/150] lr: 1.000e-04, eta: 3:19:02, time: 0.640, data_time: 0.001, memory: 5816, top1_acc: 0.8586, top5_acc: 0.9633, loss_cls: 0.7708, loss: 0.7708, grad_norm: 3.1116 2021-06-06 03:44:06,798 - mmaction - INFO - Epoch [18][120/150] lr: 1.000e-04, eta: 3:16:38, time: 0.657, data_time: 0.001, memory: 5816, top1_acc: 0.8523, top5_acc: 0.9695, loss_cls: 0.8022, loss: 0.8022, grad_norm: 3.1898 2021-06-06 03:44:20,138 - mmaction - INFO - Epoch [18][140/150] lr: 1.000e-04, eta: 3:14:16, time: 0.667, data_time: 0.001, memory: 5816, top1_acc: 0.8359, top5_acc: 0.9516, loss_cls: 0.8286, loss: 0.8286, grad_norm: 3.1757 2021-06-06 03:44:29,420 - mmaction - INFO - Saving checkpoint at 18 epochs 2021-06-06 03:51:41,944 - mmaction - INFO - Epoch [19][20/150] lr: 1.000e-04, eta: 3:19:03, time: 21.562, data_time: 20.840, memory: 5816, top1_acc: 0.8508, top5_acc: 0.9703, loss_cls: 0.7706, loss: 0.7706, grad_norm: 3.0650 2021-06-06 03:51:54,649 - mmaction - INFO - Epoch [19][40/150] lr: 1.000e-04, eta: 3:16:39, time: 0.637, data_time: 0.003, memory: 5816, top1_acc: 0.8516, top5_acc: 0.9656, loss_cls: 0.7976, loss: 0.7976, grad_norm: 3.1676 2021-06-06 03:52:07,354 - mmaction - INFO - Epoch [19][60/150] lr: 1.000e-04, eta: 3:14:16, time: 0.635, data_time: 0.001, memory: 5816, top1_acc: 0.8422, top5_acc: 0.9633, loss_cls: 0.8031, loss: 0.8031, grad_norm: 3.0555 2021-06-06 03:52:20,100 - mmaction - INFO - Epoch [19][80/150] lr: 1.000e-04, eta: 3:11:56, time: 0.637, data_time: 0.001, memory: 5816, top1_acc: 0.8344, top5_acc: 0.9570, loss_cls: 0.7946, loss: 0.7946, grad_norm: 3.0383 2021-06-06 03:52:32,906 - mmaction - INFO - Epoch [19][100/150] lr: 1.000e-04, eta: 3:09:37, time: 0.640, data_time: 0.001, memory: 5816, top1_acc: 0.8430, top5_acc: 0.9563, loss_cls: 0.8145, loss: 0.8145, grad_norm: 3.1262 2021-06-06 03:52:45,978 - mmaction - INFO - Epoch [19][120/150] lr: 1.000e-04, eta: 3:07:21, time: 0.653, data_time: 0.001, memory: 5816, top1_acc: 0.8367, top5_acc: 0.9586, loss_cls: 0.8286, loss: 0.8286, grad_norm: 3.2016 2021-06-06 03:52:59,299 - mmaction - INFO - Epoch [19][140/150] lr: 1.000e-04, eta: 3:05:06, time: 0.666, data_time: 0.001, memory: 5816, top1_acc: 0.8227, top5_acc: 0.9672, loss_cls: 0.8432, loss: 0.8432, grad_norm: 3.3585 2021-06-06 03:53:08,548 - mmaction - INFO - Saving checkpoint at 19 epochs 2021-06-06 04:00:19,577 - mmaction - INFO - Epoch [20][20/150] lr: 1.000e-04, eta: 3:09:14, time: 21.487, data_time: 20.755, memory: 5816, top1_acc: 0.8539, top5_acc: 0.9648, loss_cls: 0.7882, loss: 0.7882, grad_norm: 3.0919 2021-06-06 04:00:32,259 - mmaction - INFO - Epoch [20][40/150] lr: 1.000e-04, eta: 3:06:57, time: 0.636, data_time: 0.003, memory: 5816, top1_acc: 0.8492, top5_acc: 0.9609, loss_cls: 0.7933, loss: 0.7933, grad_norm: 3.0533 2021-06-06 04:00:44,979 - mmaction - INFO - Epoch [20][60/150] lr: 1.000e-04, eta: 3:04:42, time: 0.636, data_time: 0.001, memory: 5816, top1_acc: 0.8516, top5_acc: 0.9703, loss_cls: 0.7934, loss: 0.7934, grad_norm: 3.0788 2021-06-06 04:00:57,712 - mmaction - INFO - Epoch [20][80/150] lr: 1.000e-04, eta: 3:02:28, time: 0.637, data_time: 0.001, memory: 5816, top1_acc: 0.8375, top5_acc: 0.9609, loss_cls: 0.8049, loss: 0.8049, grad_norm: 3.2518 2021-06-06 04:01:10,516 - mmaction - INFO - Epoch [20][100/150] lr: 1.000e-04, eta: 3:00:17, time: 0.640, data_time: 0.001, memory: 5816, top1_acc: 0.8375, top5_acc: 0.9594, loss_cls: 0.8097, loss: 0.8097, grad_norm: 3.1203 2021-06-06 04:01:23,593 - mmaction - INFO - Epoch [20][120/150] lr: 1.000e-04, eta: 2:58:07, time: 0.654, data_time: 0.001, memory: 5816, top1_acc: 0.8438, top5_acc: 0.9625, loss_cls: 0.7867, loss: 0.7867, grad_norm: 3.1044 2021-06-06 04:01:36,895 - mmaction - INFO - Epoch [20][140/150] lr: 1.000e-04, eta: 2:55:59, time: 0.665, data_time: 0.001, memory: 5816, top1_acc: 0.8438, top5_acc: 0.9586, loss_cls: 0.8062, loss: 0.8062, grad_norm: 3.0660 2021-06-06 04:01:46,220 - mmaction - INFO - Saving checkpoint at 20 epochs 2021-06-06 04:09:20,616 - mmaction - INFO - Epoch [21][20/150] lr: 1.000e-04, eta: 2:59:57, time: 22.657, data_time: 21.903, memory: 5816, top1_acc: 0.8430, top5_acc: 0.9641, loss_cls: 0.7809, loss: 0.7809, grad_norm: 3.0932 2021-06-06 04:09:33,325 - mmaction - INFO - Epoch [21][40/150] lr: 1.000e-04, eta: 2:57:46, time: 0.636, data_time: 0.003, memory: 5816, top1_acc: 0.8313, top5_acc: 0.9555, loss_cls: 0.8313, loss: 0.8313, grad_norm: 3.2111 2021-06-06 04:09:46,037 - mmaction - INFO - Epoch [21][60/150] lr: 1.000e-04, eta: 2:55:37, time: 0.636, data_time: 0.001, memory: 5816, top1_acc: 0.8438, top5_acc: 0.9633, loss_cls: 0.8155, loss: 0.8155, grad_norm: 3.2102 2021-06-06 04:09:58,784 - mmaction - INFO - Epoch [21][80/150] lr: 1.000e-04, eta: 2:53:29, time: 0.637, data_time: 0.001, memory: 5816, top1_acc: 0.8453, top5_acc: 0.9617, loss_cls: 0.7862, loss: 0.7862, grad_norm: 3.1307 2021-06-06 04:10:14,641 - mmaction - INFO - Epoch [21][100/150] lr: 1.000e-04, eta: 2:51:26, time: 0.789, data_time: 0.011, memory: 5816, top1_acc: 0.8273, top5_acc: 0.9570, loss_cls: 0.8560, loss: 0.8560, grad_norm: 3.3115 2021-06-06 04:10:27,912 - mmaction - INFO - Epoch [21][120/150] lr: 1.000e-04, eta: 2:49:22, time: 0.666, data_time: 0.008, memory: 5816, top1_acc: 0.8516, top5_acc: 0.9648, loss_cls: 0.7735, loss: 0.7735, grad_norm: 3.0461 2021-06-06 04:10:41,054 - mmaction - INFO - Epoch [21][140/150] lr: 1.000e-04, eta: 2:47:19, time: 0.657, data_time: 0.001, memory: 5816, top1_acc: 0.8453, top5_acc: 0.9672, loss_cls: 0.7873, loss: 0.7873, grad_norm: 3.1008 2021-06-06 04:10:52,440 - mmaction - INFO - Saving checkpoint at 21 epochs 2021-06-06 04:18:12,092 - mmaction - INFO - Epoch [22][20/150] lr: 1.000e-04, eta: 2:50:31, time: 21.919, data_time: 21.209, memory: 5816, top1_acc: 0.8500, top5_acc: 0.9680, loss_cls: 0.7736, loss: 0.7736, grad_norm: 3.0721 2021-06-06 04:18:24,784 - mmaction - INFO - Epoch [22][40/150] lr: 1.000e-04, eta: 2:48:26, time: 0.636, data_time: 0.003, memory: 5816, top1_acc: 0.8516, top5_acc: 0.9664, loss_cls: 0.7955, loss: 0.7955, grad_norm: 3.0343 2021-06-06 04:18:37,484 - mmaction - INFO - Epoch [22][60/150] lr: 1.000e-04, eta: 2:46:23, time: 0.635, data_time: 0.001, memory: 5816, top1_acc: 0.8578, top5_acc: 0.9617, loss_cls: 0.7761, loss: 0.7761, grad_norm: 3.1188 2021-06-06 04:18:50,221 - mmaction - INFO - Epoch [22][80/150] lr: 1.000e-04, eta: 2:44:21, time: 0.637, data_time: 0.001, memory: 5816, top1_acc: 0.8523, top5_acc: 0.9586, loss_cls: 0.7841, loss: 0.7841, grad_norm: 3.0949 2021-06-06 04:19:03,113 - mmaction - INFO - Epoch [22][100/150] lr: 1.000e-04, eta: 2:42:20, time: 0.644, data_time: 0.001, memory: 5816, top1_acc: 0.8398, top5_acc: 0.9602, loss_cls: 0.8321, loss: 0.8321, grad_norm: 3.1882 2021-06-06 04:19:16,127 - mmaction - INFO - Epoch [22][120/150] lr: 1.000e-04, eta: 2:40:21, time: 0.651, data_time: 0.001, memory: 5816, top1_acc: 0.8391, top5_acc: 0.9688, loss_cls: 0.7804, loss: 0.7804, grad_norm: 3.0972 2021-06-06 04:19:29,290 - mmaction - INFO - Epoch [22][140/150] lr: 1.000e-04, eta: 2:38:23, time: 0.658, data_time: 0.001, memory: 5816, top1_acc: 0.8484, top5_acc: 0.9617, loss_cls: 0.7692, loss: 0.7692, grad_norm: 2.9746 2021-06-06 04:19:38,636 - mmaction - INFO - Saving checkpoint at 22 epochs 2021-06-06 04:26:35,387 - mmaction - INFO - Epoch [23][20/150] lr: 1.000e-04, eta: 2:40:49, time: 20.775, data_time: 20.062, memory: 5816, top1_acc: 0.8477, top5_acc: 0.9695, loss_cls: 0.7697, loss: 0.7697, grad_norm: 3.0317 2021-06-06 04:26:48,078 - mmaction - INFO - Epoch [23][40/150] lr: 1.000e-04, eta: 2:38:50, time: 0.635, data_time: 0.003, memory: 5816, top1_acc: 0.8516, top5_acc: 0.9570, loss_cls: 0.7653, loss: 0.7653, grad_norm: 3.0975 2021-06-06 04:27:00,783 - mmaction - INFO - Epoch [23][60/150] lr: 1.000e-04, eta: 2:36:52, time: 0.635, data_time: 0.001, memory: 5816, top1_acc: 0.8406, top5_acc: 0.9656, loss_cls: 0.8011, loss: 0.8011, grad_norm: 3.1931 2021-06-06 04:27:13,533 - mmaction - INFO - Epoch [23][80/150] lr: 1.000e-04, eta: 2:34:55, time: 0.637, data_time: 0.001, memory: 5816, top1_acc: 0.8578, top5_acc: 0.9664, loss_cls: 0.7639, loss: 0.7639, grad_norm: 3.1449 2021-06-06 04:27:26,436 - mmaction - INFO - Epoch [23][100/150] lr: 1.000e-04, eta: 2:33:00, time: 0.645, data_time: 0.001, memory: 5816, top1_acc: 0.8391, top5_acc: 0.9523, loss_cls: 0.8190, loss: 0.8190, grad_norm: 3.1423 2021-06-06 04:27:39,538 - mmaction - INFO - Epoch [23][120/150] lr: 1.000e-04, eta: 2:31:06, time: 0.655, data_time: 0.001, memory: 5816, top1_acc: 0.8500, top5_acc: 0.9695, loss_cls: 0.7898, loss: 0.7898, grad_norm: 3.2180 2021-06-06 04:27:52,750 - mmaction - INFO - Epoch [23][140/150] lr: 1.000e-04, eta: 2:29:13, time: 0.660, data_time: 0.001, memory: 5816, top1_acc: 0.8656, top5_acc: 0.9727, loss_cls: 0.7550, loss: 0.7550, grad_norm: 3.1044 2021-06-06 04:28:02,071 - mmaction - INFO - Saving checkpoint at 23 epochs 2021-06-06 04:35:23,962 - mmaction - INFO - Epoch [24][20/150] lr: 1.000e-04, eta: 2:31:33, time: 22.029, data_time: 21.267, memory: 5816, top1_acc: 0.8633, top5_acc: 0.9680, loss_cls: 0.7441, loss: 0.7441, grad_norm: 3.0419 2021-06-06 04:35:36,656 - mmaction - INFO - Epoch [24][40/150] lr: 1.000e-04, eta: 2:29:38, time: 0.638, data_time: 0.005, memory: 5816, top1_acc: 0.8492, top5_acc: 0.9656, loss_cls: 0.7750, loss: 0.7750, grad_norm: 3.1577 2021-06-06 04:35:49,364 - mmaction - INFO - Epoch [24][60/150] lr: 1.000e-04, eta: 2:27:45, time: 0.635, data_time: 0.001, memory: 5816, top1_acc: 0.8328, top5_acc: 0.9641, loss_cls: 0.8140, loss: 0.8140, grad_norm: 3.1973 2021-06-06 04:36:02,112 - mmaction - INFO - Epoch [24][80/150] lr: 1.000e-04, eta: 2:25:53, time: 0.637, data_time: 0.001, memory: 5816, top1_acc: 0.8508, top5_acc: 0.9648, loss_cls: 0.7673, loss: 0.7673, grad_norm: 3.1257 2021-06-06 04:36:14,986 - mmaction - INFO - Epoch [24][100/150] lr: 1.000e-04, eta: 2:24:02, time: 0.644, data_time: 0.001, memory: 5816, top1_acc: 0.8531, top5_acc: 0.9594, loss_cls: 0.7724, loss: 0.7724, grad_norm: 3.0677 2021-06-06 04:36:28,065 - mmaction - INFO - Epoch [24][120/150] lr: 1.000e-04, eta: 2:22:12, time: 0.654, data_time: 0.001, memory: 5816, top1_acc: 0.8461, top5_acc: 0.9625, loss_cls: 0.7954, loss: 0.7954, grad_norm: 3.1439 2021-06-06 04:36:41,276 - mmaction - INFO - Epoch [24][140/150] lr: 1.000e-04, eta: 2:20:24, time: 0.661, data_time: 0.001, memory: 5816, top1_acc: 0.8461, top5_acc: 0.9695, loss_cls: 0.7542, loss: 0.7542, grad_norm: 3.0946 2021-06-06 04:36:52,147 - mmaction - INFO - Saving checkpoint at 24 epochs 2021-06-06 04:44:33,899 - mmaction - INFO - Epoch [25][20/150] lr: 1.000e-04, eta: 2:22:33, time: 23.020, data_time: 22.275, memory: 5816, top1_acc: 0.8570, top5_acc: 0.9609, loss_cls: 0.7598, loss: 0.7598, grad_norm: 3.0553 2021-06-06 04:44:46,599 - mmaction - INFO - Epoch [25][40/150] lr: 1.000e-04, eta: 2:20:42, time: 0.636, data_time: 0.003, memory: 5816, top1_acc: 0.8539, top5_acc: 0.9680, loss_cls: 0.7713, loss: 0.7713, grad_norm: 3.1410 2021-06-06 04:44:59,318 - mmaction - INFO - Epoch [25][60/150] lr: 1.000e-04, eta: 2:18:53, time: 0.636, data_time: 0.001, memory: 5816, top1_acc: 0.8430, top5_acc: 0.9617, loss_cls: 0.8094, loss: 0.8094, grad_norm: 3.1684 2021-06-06 04:45:14,385 - mmaction - INFO - Epoch [25][80/150] lr: 1.000e-04, eta: 2:17:07, time: 0.751, data_time: 0.001, memory: 5816, top1_acc: 0.8414, top5_acc: 0.9703, loss_cls: 0.7529, loss: 0.7529, grad_norm: 2.9943 2021-06-06 04:45:27,300 - mmaction - INFO - Epoch [25][100/150] lr: 1.000e-04, eta: 2:15:20, time: 0.648, data_time: 0.007, memory: 5816, top1_acc: 0.8586, top5_acc: 0.9664, loss_cls: 0.7432, loss: 0.7432, grad_norm: 3.1591 2021-06-06 04:45:40,227 - mmaction - INFO - Epoch [25][120/150] lr: 1.000e-04, eta: 2:13:34, time: 0.646, data_time: 0.001, memory: 5816, top1_acc: 0.8484, top5_acc: 0.9648, loss_cls: 0.7920, loss: 0.7920, grad_norm: 3.2261 2021-06-06 04:45:53,531 - mmaction - INFO - Epoch [25][140/150] lr: 1.000e-04, eta: 2:11:49, time: 0.665, data_time: 0.001, memory: 5816, top1_acc: 0.8414, top5_acc: 0.9563, loss_cls: 0.8076, loss: 0.8076, grad_norm: 3.1440 2021-06-06 04:46:04,959 - mmaction - INFO - Saving checkpoint at 25 epochs 2021-06-06 04:53:44,784 - mmaction - INFO - Epoch [26][20/150] lr: 1.000e-04, eta: 2:13:33, time: 22.928, data_time: 22.171, memory: 5816, top1_acc: 0.8570, top5_acc: 0.9672, loss_cls: 0.7637, loss: 0.7637, grad_norm: 3.0701 2021-06-06 04:53:57,497 - mmaction - INFO - Epoch [26][40/150] lr: 1.000e-04, eta: 2:11:47, time: 0.637, data_time: 0.003, memory: 5816, top1_acc: 0.8422, top5_acc: 0.9648, loss_cls: 0.7775, loss: 0.7775, grad_norm: 3.1120 2021-06-06 04:54:10,198 - mmaction - INFO - Epoch [26][60/150] lr: 1.000e-04, eta: 2:10:01, time: 0.635, data_time: 0.001, memory: 5816, top1_acc: 0.8578, top5_acc: 0.9680, loss_cls: 0.7443, loss: 0.7443, grad_norm: 3.1493 2021-06-06 04:54:22,946 - mmaction - INFO - Epoch [26][80/150] lr: 1.000e-04, eta: 2:08:17, time: 0.637, data_time: 0.001, memory: 5816, top1_acc: 0.8453, top5_acc: 0.9617, loss_cls: 0.7930, loss: 0.7930, grad_norm: 3.2447 2021-06-06 04:54:35,761 - mmaction - INFO - Epoch [26][100/150] lr: 1.000e-04, eta: 2:06:33, time: 0.641, data_time: 0.001, memory: 5816, top1_acc: 0.8633, top5_acc: 0.9688, loss_cls: 0.7534, loss: 0.7534, grad_norm: 3.1221 2021-06-06 04:54:48,791 - mmaction - INFO - Epoch [26][120/150] lr: 1.000e-04, eta: 2:04:51, time: 0.652, data_time: 0.001, memory: 5816, top1_acc: 0.8586, top5_acc: 0.9633, loss_cls: 0.7457, loss: 0.7457, grad_norm: 3.0623 2021-06-06 04:55:03,446 - mmaction - INFO - Epoch [26][140/150] lr: 1.000e-04, eta: 2:03:10, time: 0.705, data_time: 0.001, memory: 5816, top1_acc: 0.8664, top5_acc: 0.9672, loss_cls: 0.7265, loss: 0.7265, grad_norm: 3.0002 2021-06-06 04:55:16,427 - mmaction - INFO - Saving checkpoint at 26 epochs 2021-06-06 05:03:02,112 - mmaction - INFO - Epoch [27][20/150] lr: 1.000e-04, eta: 2:04:36, time: 23.220, data_time: 22.471, memory: 5816, top1_acc: 0.8461, top5_acc: 0.9602, loss_cls: 0.7999, loss: 0.7999, grad_norm: 3.2091 2021-06-06 05:03:14,792 - mmaction - INFO - Epoch [27][40/150] lr: 1.000e-04, eta: 2:02:53, time: 0.636, data_time: 0.003, memory: 5816, top1_acc: 0.8477, top5_acc: 0.9695, loss_cls: 0.7681, loss: 0.7681, grad_norm: 3.1782 2021-06-06 05:03:27,496 - mmaction - INFO - Epoch [27][60/150] lr: 1.000e-04, eta: 2:01:11, time: 0.635, data_time: 0.001, memory: 5816, top1_acc: 0.8398, top5_acc: 0.9578, loss_cls: 0.7733, loss: 0.7733, grad_norm: 3.0979 2021-06-06 05:03:40,242 - mmaction - INFO - Epoch [27][80/150] lr: 1.000e-04, eta: 1:59:30, time: 0.637, data_time: 0.001, memory: 5816, top1_acc: 0.8445, top5_acc: 0.9672, loss_cls: 0.7419, loss: 0.7419, grad_norm: 3.0696 2021-06-06 05:03:53,122 - mmaction - INFO - Epoch [27][100/150] lr: 1.000e-04, eta: 1:57:50, time: 0.644, data_time: 0.001, memory: 5816, top1_acc: 0.8609, top5_acc: 0.9641, loss_cls: 0.7379, loss: 0.7379, grad_norm: 3.0929 2021-06-06 05:04:06,085 - mmaction - INFO - Epoch [27][120/150] lr: 1.000e-04, eta: 1:56:11, time: 0.648, data_time: 0.001, memory: 5816, top1_acc: 0.8445, top5_acc: 0.9578, loss_cls: 0.7729, loss: 0.7729, grad_norm: 3.1270 2021-06-06 05:04:19,272 - mmaction - INFO - Epoch [27][140/150] lr: 1.000e-04, eta: 1:54:33, time: 0.659, data_time: 0.001, memory: 5816, top1_acc: 0.8727, top5_acc: 0.9648, loss_cls: 0.7534, loss: 0.7534, grad_norm: 3.0579 2021-06-06 05:04:30,193 - mmaction - INFO - Saving checkpoint at 27 epochs 2021-06-06 05:12:09,949 - mmaction - INFO - Epoch [28][20/150] lr: 1.000e-04, eta: 1:55:35, time: 22.924, data_time: 22.177, memory: 5816, top1_acc: 0.8602, top5_acc: 0.9688, loss_cls: 0.7380, loss: 0.7380, grad_norm: 2.9984 2021-06-06 05:12:22,654 - mmaction - INFO - Epoch [28][40/150] lr: 1.000e-04, eta: 1:53:56, time: 0.637, data_time: 0.003, memory: 5816, top1_acc: 0.8492, top5_acc: 0.9664, loss_cls: 0.7463, loss: 0.7463, grad_norm: 3.0764 2021-06-06 05:12:35,368 - mmaction - INFO - Epoch [28][60/150] lr: 1.000e-04, eta: 1:52:17, time: 0.636, data_time: 0.001, memory: 5816, top1_acc: 0.8531, top5_acc: 0.9625, loss_cls: 0.7704, loss: 0.7704, grad_norm: 3.1417 2021-06-06 05:12:48,105 - mmaction - INFO - Epoch [28][80/150] lr: 1.000e-04, eta: 1:50:39, time: 0.637, data_time: 0.001, memory: 5816, top1_acc: 0.8367, top5_acc: 0.9586, loss_cls: 0.8042, loss: 0.8042, grad_norm: 3.2139 2021-06-06 05:13:00,995 - mmaction - INFO - Epoch [28][100/150] lr: 1.000e-04, eta: 1:49:02, time: 0.644, data_time: 0.001, memory: 5816, top1_acc: 0.8539, top5_acc: 0.9766, loss_cls: 0.7269, loss: 0.7269, grad_norm: 3.0096 2021-06-06 05:13:14,059 - mmaction - INFO - Epoch [28][120/150] lr: 1.000e-04, eta: 1:47:26, time: 0.653, data_time: 0.001, memory: 5816, top1_acc: 0.8484, top5_acc: 0.9664, loss_cls: 0.7444, loss: 0.7444, grad_norm: 3.1599 2021-06-06 05:13:27,227 - mmaction - INFO - Epoch [28][140/150] lr: 1.000e-04, eta: 1:45:51, time: 0.658, data_time: 0.001, memory: 5816, top1_acc: 0.8562, top5_acc: 0.9688, loss_cls: 0.7204, loss: 0.7204, grad_norm: 3.0970 2021-06-06 05:13:38,164 - mmaction - INFO - Saving checkpoint at 28 epochs 2021-06-06 05:20:46,852 - mmaction - INFO - Epoch [29][20/150] lr: 1.000e-04, eta: 1:46:22, time: 21.370, data_time: 20.655, memory: 5816, top1_acc: 0.8555, top5_acc: 0.9672, loss_cls: 0.7552, loss: 0.7552, grad_norm: 3.1479 2021-06-06 05:20:59,534 - mmaction - INFO - Epoch [29][40/150] lr: 1.000e-04, eta: 1:44:45, time: 0.636, data_time: 0.003, memory: 5816, top1_acc: 0.8562, top5_acc: 0.9625, loss_cls: 0.7304, loss: 0.7304, grad_norm: 3.0869 2021-06-06 05:21:12,245 - mmaction - INFO - Epoch [29][60/150] lr: 1.000e-04, eta: 1:43:10, time: 0.636, data_time: 0.001, memory: 5816, top1_acc: 0.8445, top5_acc: 0.9594, loss_cls: 0.7571, loss: 0.7571, grad_norm: 3.1114 2021-06-06 05:21:24,984 - mmaction - INFO - Epoch [29][80/150] lr: 1.000e-04, eta: 1:41:35, time: 0.637, data_time: 0.001, memory: 5816, top1_acc: 0.8508, top5_acc: 0.9672, loss_cls: 0.7486, loss: 0.7486, grad_norm: 3.1693 2021-06-06 05:21:37,737 - mmaction - INFO - Epoch [29][100/150] lr: 1.000e-04, eta: 1:40:01, time: 0.638, data_time: 0.001, memory: 5816, top1_acc: 0.8516, top5_acc: 0.9672, loss_cls: 0.7682, loss: 0.7682, grad_norm: 3.1623 2021-06-06 05:21:50,868 - mmaction - INFO - Epoch [29][120/150] lr: 1.000e-04, eta: 1:38:28, time: 0.657, data_time: 0.001, memory: 5816, top1_acc: 0.8250, top5_acc: 0.9555, loss_cls: 0.8293, loss: 0.8293, grad_norm: 3.2374 2021-06-06 05:22:04,077 - mmaction - INFO - Epoch [29][140/150] lr: 1.000e-04, eta: 1:36:56, time: 0.660, data_time: 0.001, memory: 5816, top1_acc: 0.8430, top5_acc: 0.9625, loss_cls: 0.7731, loss: 0.7731, grad_norm: 3.0986 2021-06-06 05:22:13,262 - mmaction - INFO - Saving checkpoint at 29 epochs 2021-06-06 05:29:44,412 - mmaction - INFO - Epoch [30][20/150] lr: 1.000e-04, eta: 1:37:20, time: 22.494, data_time: 21.743, memory: 5816, top1_acc: 0.8438, top5_acc: 0.9695, loss_cls: 0.7640, loss: 0.7640, grad_norm: 3.2048 2021-06-06 05:29:57,114 - mmaction - INFO - Epoch [30][40/150] lr: 1.000e-04, eta: 1:35:46, time: 0.637, data_time: 0.003, memory: 5816, top1_acc: 0.8586, top5_acc: 0.9633, loss_cls: 0.7503, loss: 0.7503, grad_norm: 3.1247 2021-06-06 05:30:12,319 - mmaction - INFO - Epoch [30][60/150] lr: 1.000e-04, eta: 1:34:15, time: 0.760, data_time: 0.001, memory: 5816, top1_acc: 0.8469, top5_acc: 0.9586, loss_cls: 0.7795, loss: 0.7795, grad_norm: 3.1659 2021-06-06 05:30:25,078 - mmaction - INFO - Epoch [30][80/150] lr: 1.000e-04, eta: 1:32:43, time: 0.638, data_time: 0.002, memory: 5816, top1_acc: 0.8531, top5_acc: 0.9672, loss_cls: 0.7525, loss: 0.7525, grad_norm: 3.1542 2021-06-06 05:30:37,858 - mmaction - INFO - Epoch [30][100/150] lr: 1.000e-04, eta: 1:31:12, time: 0.639, data_time: 0.001, memory: 5816, top1_acc: 0.8516, top5_acc: 0.9633, loss_cls: 0.7750, loss: 0.7750, grad_norm: 3.3015 2021-06-06 05:30:50,935 - mmaction - INFO - Epoch [30][120/150] lr: 1.000e-04, eta: 1:29:42, time: 0.654, data_time: 0.001, memory: 5816, top1_acc: 0.8602, top5_acc: 0.9664, loss_cls: 0.7565, loss: 0.7565, grad_norm: 3.1493 2021-06-06 05:31:04,096 - mmaction - INFO - Epoch [30][140/150] lr: 1.000e-04, eta: 1:28:12, time: 0.658, data_time: 0.001, memory: 5816, top1_acc: 0.8500, top5_acc: 0.9609, loss_cls: 0.7632, loss: 0.7632, grad_norm: 3.1859 2021-06-06 05:31:15,235 - mmaction - INFO - Saving checkpoint at 30 epochs 2021-06-06 05:38:52,367 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-06 05:38:52,438 - mmaction - INFO - top1_acc 0.8980 top5_acc 0.9905 2021-06-06 05:38:52,439 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-06 05:38:52,491 - mmaction - INFO - mean_acc 0.8932 2021-06-06 05:38:53,699 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_30.pth. 2021-06-06 05:38:53,700 - mmaction - INFO - Best top1_acc is 0.8980 at 30 epoch. 2021-06-06 05:38:53,701 - mmaction - INFO - Epoch(val) [30][150] top1_acc: 0.8980, top5_acc: 0.9905, mean_class_accuracy: 0.8932 2021-06-06 05:46:19,588 - mmaction - INFO - Epoch [31][20/150] lr: 1.000e-05, eta: 1:28:18, time: 22.290, data_time: 21.542, memory: 5816, top1_acc: 0.8461, top5_acc: 0.9703, loss_cls: 0.7539, loss: 0.7539, grad_norm: 3.1829 2021-06-06 05:46:32,274 - mmaction - INFO - Epoch [31][40/150] lr: 1.000e-05, eta: 1:26:48, time: 0.636, data_time: 0.003, memory: 5816, top1_acc: 0.8695, top5_acc: 0.9633, loss_cls: 0.7435, loss: 0.7435, grad_norm: 3.0659 2021-06-06 05:46:44,992 - mmaction - INFO - Epoch [31][60/150] lr: 1.000e-05, eta: 1:25:18, time: 0.636, data_time: 0.001, memory: 5816, top1_acc: 0.8656, top5_acc: 0.9688, loss_cls: 0.7497, loss: 0.7497, grad_norm: 3.0837 2021-06-06 05:46:57,750 - mmaction - INFO - Epoch [31][80/150] lr: 1.000e-05, eta: 1:23:49, time: 0.638, data_time: 0.001, memory: 5816, top1_acc: 0.8531, top5_acc: 0.9664, loss_cls: 0.7607, loss: 0.7607, grad_norm: 3.1637 2021-06-06 05:47:10,640 - mmaction - INFO - Epoch [31][100/150] lr: 1.000e-05, eta: 1:22:20, time: 0.644, data_time: 0.001, memory: 5816, top1_acc: 0.8438, top5_acc: 0.9664, loss_cls: 0.7827, loss: 0.7827, grad_norm: 3.2199 2021-06-06 05:47:23,803 - mmaction - INFO - Epoch [31][120/150] lr: 1.000e-05, eta: 1:20:53, time: 0.658, data_time: 0.001, memory: 5816, top1_acc: 0.8461, top5_acc: 0.9648, loss_cls: 0.7401, loss: 0.7401, grad_norm: 3.1184 2021-06-06 05:47:36,917 - mmaction - INFO - Epoch [31][140/150] lr: 1.000e-05, eta: 1:19:25, time: 0.656, data_time: 0.001, memory: 5816, top1_acc: 0.8664, top5_acc: 0.9703, loss_cls: 0.7141, loss: 0.7141, grad_norm: 3.0736 2021-06-06 05:47:47,681 - mmaction - INFO - Saving checkpoint at 31 epochs 2021-06-06 05:55:07,059 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-06 05:55:07,140 - mmaction - INFO - top1_acc 0.8948 top5_acc 0.9907 2021-06-06 05:55:07,140 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-06 05:55:07,200 - mmaction - INFO - mean_acc 0.8894 2021-06-06 05:55:07,202 - mmaction - INFO - Epoch(val) [31][150] top1_acc: 0.8948, top5_acc: 0.9907, mean_class_accuracy: 0.8894 2021-06-06 06:02:48,703 - mmaction - INFO - Epoch [32][20/150] lr: 1.000e-05, eta: 1:19:22, time: 23.071, data_time: 22.306, memory: 5816, top1_acc: 0.8633, top5_acc: 0.9680, loss_cls: 0.7248, loss: 0.7248, grad_norm: 3.0602 2021-06-06 06:03:01,405 - mmaction - INFO - Epoch [32][40/150] lr: 1.000e-05, eta: 1:17:54, time: 0.638, data_time: 0.005, memory: 5816, top1_acc: 0.8547, top5_acc: 0.9656, loss_cls: 0.7329, loss: 0.7329, grad_norm: 3.0675 2021-06-06 06:03:14,118 - mmaction - INFO - Epoch [32][60/150] lr: 1.000e-05, eta: 1:16:26, time: 0.635, data_time: 0.001, memory: 5816, top1_acc: 0.8703, top5_acc: 0.9750, loss_cls: 0.6938, loss: 0.6938, grad_norm: 3.0107 2021-06-06 06:03:26,878 - mmaction - INFO - Epoch [32][80/150] lr: 1.000e-05, eta: 1:15:00, time: 0.638, data_time: 0.001, memory: 5816, top1_acc: 0.8305, top5_acc: 0.9586, loss_cls: 0.7972, loss: 0.7972, grad_norm: 3.2889 2021-06-06 06:03:39,707 - mmaction - INFO - Epoch [32][100/150] lr: 1.000e-05, eta: 1:13:33, time: 0.641, data_time: 0.001, memory: 5816, top1_acc: 0.8578, top5_acc: 0.9688, loss_cls: 0.7389, loss: 0.7389, grad_norm: 3.1369 2021-06-06 06:03:52,642 - mmaction - INFO - Epoch [32][120/150] lr: 1.000e-05, eta: 1:12:08, time: 0.647, data_time: 0.001, memory: 5816, top1_acc: 0.8375, top5_acc: 0.9625, loss_cls: 0.7809, loss: 0.7809, grad_norm: 3.2156 2021-06-06 06:04:05,759 - mmaction - INFO - Epoch [32][140/150] lr: 1.000e-05, eta: 1:10:43, time: 0.656, data_time: 0.001, memory: 5816, top1_acc: 0.8680, top5_acc: 0.9633, loss_cls: 0.7329, loss: 0.7329, grad_norm: 3.0789 2021-06-06 06:04:16,677 - mmaction - INFO - Saving checkpoint at 32 epochs 2021-06-06 06:11:23,771 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-06 06:11:23,863 - mmaction - INFO - top1_acc 0.8988 top5_acc 0.9918 2021-06-06 06:11:23,863 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-06 06:11:23,928 - mmaction - INFO - mean_acc 0.8939 2021-06-06 06:11:25,145 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_32.pth. 2021-06-06 06:11:25,145 - mmaction - INFO - Best top1_acc is 0.8988 at 32 epoch. 2021-06-06 06:11:25,146 - mmaction - INFO - Epoch(val) [32][150] top1_acc: 0.8988, top5_acc: 0.9918, mean_class_accuracy: 0.8939 2021-06-06 06:18:53,228 - mmaction - INFO - Epoch [33][20/150] lr: 1.000e-05, eta: 1:10:22, time: 22.400, data_time: 21.644, memory: 5816, top1_acc: 0.8461, top5_acc: 0.9617, loss_cls: 0.7786, loss: 0.7786, grad_norm: 3.1692 2021-06-06 06:19:05,938 - mmaction - INFO - Epoch [33][40/150] lr: 1.000e-05, eta: 1:08:56, time: 0.637, data_time: 0.003, memory: 5816, top1_acc: 0.8453, top5_acc: 0.9633, loss_cls: 0.7715, loss: 0.7715, grad_norm: 3.1400 2021-06-06 06:19:18,645 - mmaction - INFO - Epoch [33][60/150] lr: 1.000e-05, eta: 1:07:31, time: 0.635, data_time: 0.001, memory: 5816, top1_acc: 0.8578, top5_acc: 0.9625, loss_cls: 0.7503, loss: 0.7503, grad_norm: 3.1493 2021-06-06 06:19:31,391 - mmaction - INFO - Epoch [33][80/150] lr: 1.000e-05, eta: 1:06:07, time: 0.638, data_time: 0.001, memory: 5816, top1_acc: 0.8492, top5_acc: 0.9641, loss_cls: 0.7302, loss: 0.7302, grad_norm: 3.0625 2021-06-06 06:19:44,222 - mmaction - INFO - Epoch [33][100/150] lr: 1.000e-05, eta: 1:04:43, time: 0.642, data_time: 0.001, memory: 5816, top1_acc: 0.8500, top5_acc: 0.9578, loss_cls: 0.7723, loss: 0.7723, grad_norm: 3.2099 2021-06-06 06:19:57,105 - mmaction - INFO - Epoch [33][120/150] lr: 1.000e-05, eta: 1:03:19, time: 0.644, data_time: 0.001, memory: 5816, top1_acc: 0.8453, top5_acc: 0.9617, loss_cls: 0.7387, loss: 0.7387, grad_norm: 3.1012 2021-06-06 06:20:13,418 - mmaction - INFO - Epoch [33][140/150] lr: 1.000e-05, eta: 1:01:57, time: 0.813, data_time: 0.011, memory: 5816, top1_acc: 0.8516, top5_acc: 0.9648, loss_cls: 0.7824, loss: 0.7824, grad_norm: 3.2014 2021-06-06 06:20:24,866 - mmaction - INFO - Saving checkpoint at 33 epochs 2021-06-06 06:28:06,832 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-06 06:28:06,908 - mmaction - INFO - top1_acc 0.9009 top5_acc 0.9921 2021-06-06 06:28:06,908 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-06 06:28:06,963 - mmaction - INFO - mean_acc 0.8962 2021-06-06 06:28:08,180 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_33.pth. 2021-06-06 06:28:08,180 - mmaction - INFO - Best top1_acc is 0.9009 at 33 epoch. 2021-06-06 06:28:08,182 - mmaction - INFO - Epoch(val) [33][150] top1_acc: 0.9009, top5_acc: 0.9921, mean_class_accuracy: 0.8962 2021-06-06 06:35:44,525 - mmaction - INFO - Epoch [34][20/150] lr: 1.000e-05, eta: 1:01:25, time: 22.813, data_time: 22.058, memory: 5816, top1_acc: 0.8508, top5_acc: 0.9648, loss_cls: 0.7727, loss: 0.7727, grad_norm: 3.2991 2021-06-06 06:35:57,207 - mmaction - INFO - Epoch [34][40/150] lr: 1.000e-05, eta: 1:00:02, time: 0.636, data_time: 0.004, memory: 5816, top1_acc: 0.8516, top5_acc: 0.9641, loss_cls: 0.7475, loss: 0.7475, grad_norm: 3.1800 2021-06-06 06:36:09,915 - mmaction - INFO - Epoch [34][60/150] lr: 1.000e-05, eta: 0:58:39, time: 0.635, data_time: 0.001, memory: 5816, top1_acc: 0.8781, top5_acc: 0.9695, loss_cls: 0.7176, loss: 0.7176, grad_norm: 2.9898 2021-06-06 06:36:22,660 - mmaction - INFO - Epoch [34][80/150] lr: 1.000e-05, eta: 0:57:16, time: 0.637, data_time: 0.001, memory: 5816, top1_acc: 0.8398, top5_acc: 0.9625, loss_cls: 0.7774, loss: 0.7774, grad_norm: 3.2187 2021-06-06 06:36:35,441 - mmaction - INFO - Epoch [34][100/150] lr: 1.000e-05, eta: 0:55:54, time: 0.639, data_time: 0.001, memory: 5816, top1_acc: 0.8516, top5_acc: 0.9641, loss_cls: 0.7575, loss: 0.7575, grad_norm: 3.0616 2021-06-06 06:36:48,428 - mmaction - INFO - Epoch [34][120/150] lr: 1.000e-05, eta: 0:54:33, time: 0.650, data_time: 0.001, memory: 5816, top1_acc: 0.8633, top5_acc: 0.9656, loss_cls: 0.7333, loss: 0.7333, grad_norm: 3.0974 2021-06-06 06:37:01,547 - mmaction - INFO - Epoch [34][140/150] lr: 1.000e-05, eta: 0:53:13, time: 0.656, data_time: 0.001, memory: 5816, top1_acc: 0.8672, top5_acc: 0.9719, loss_cls: 0.7234, loss: 0.7234, grad_norm: 3.0833 2021-06-06 06:37:12,514 - mmaction - INFO - Saving checkpoint at 34 epochs 2021-06-06 06:44:45,570 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-06 06:44:45,643 - mmaction - INFO - top1_acc 0.9011 top5_acc 0.9910 2021-06-06 06:44:45,643 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-06 06:44:45,698 - mmaction - INFO - mean_acc 0.8957 2021-06-06 06:44:46,914 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_34.pth. 2021-06-06 06:44:46,914 - mmaction - INFO - Best top1_acc is 0.9011 at 34 epoch. 2021-06-06 06:44:46,915 - mmaction - INFO - Epoch(val) [34][150] top1_acc: 0.9011, top5_acc: 0.9910, mean_class_accuracy: 0.8957 2021-06-06 06:52:28,030 - mmaction - INFO - Epoch [35][20/150] lr: 1.000e-05, eta: 0:52:29, time: 23.054, data_time: 22.304, memory: 5816, top1_acc: 0.8578, top5_acc: 0.9680, loss_cls: 0.7336, loss: 0.7336, grad_norm: 2.9955 2021-06-06 06:52:40,721 - mmaction - INFO - Epoch [35][40/150] lr: 1.000e-05, eta: 0:51:07, time: 0.636, data_time: 0.003, memory: 5816, top1_acc: 0.8625, top5_acc: 0.9719, loss_cls: 0.7134, loss: 0.7134, grad_norm: 3.0632 2021-06-06 06:52:53,441 - mmaction - INFO - Epoch [35][60/150] lr: 1.000e-05, eta: 0:49:46, time: 0.636, data_time: 0.001, memory: 5816, top1_acc: 0.8703, top5_acc: 0.9703, loss_cls: 0.7207, loss: 0.7207, grad_norm: 3.0530 2021-06-06 06:53:06,195 - mmaction - INFO - Epoch [35][80/150] lr: 1.000e-05, eta: 0:48:26, time: 0.638, data_time: 0.001, memory: 5816, top1_acc: 0.8359, top5_acc: 0.9703, loss_cls: 0.7849, loss: 0.7849, grad_norm: 3.2368 2021-06-06 06:53:19,088 - mmaction - INFO - Epoch [35][100/150] lr: 1.000e-05, eta: 0:47:06, time: 0.645, data_time: 0.001, memory: 5816, top1_acc: 0.8648, top5_acc: 0.9641, loss_cls: 0.7458, loss: 0.7458, grad_norm: 3.1194 2021-06-06 06:53:31,984 - mmaction - INFO - Epoch [35][120/150] lr: 1.000e-05, eta: 0:45:47, time: 0.645, data_time: 0.001, memory: 5816, top1_acc: 0.8602, top5_acc: 0.9766, loss_cls: 0.6868, loss: 0.6868, grad_norm: 2.9537 2021-06-06 06:53:45,172 - mmaction - INFO - Epoch [35][140/150] lr: 1.000e-05, eta: 0:44:28, time: 0.659, data_time: 0.001, memory: 5816, top1_acc: 0.8453, top5_acc: 0.9633, loss_cls: 0.7555, loss: 0.7555, grad_norm: 3.1549 2021-06-06 06:53:55,986 - mmaction - INFO - Saving checkpoint at 35 epochs 2021-06-06 07:01:21,071 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-06 07:01:21,144 - mmaction - INFO - top1_acc 0.8993 top5_acc 0.9921 2021-06-06 07:01:21,144 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-06 07:01:21,200 - mmaction - INFO - mean_acc 0.8942 2021-06-06 07:01:21,201 - mmaction - INFO - Epoch(val) [35][150] top1_acc: 0.8993, top5_acc: 0.9921, mean_class_accuracy: 0.8942 2021-06-06 07:09:03,212 - mmaction - INFO - Epoch [36][20/150] lr: 1.000e-05, eta: 0:43:32, time: 23.098, data_time: 22.341, memory: 5816, top1_acc: 0.8477, top5_acc: 0.9633, loss_cls: 0.7438, loss: 0.7438, grad_norm: 3.1636 2021-06-06 07:09:15,903 - mmaction - INFO - Epoch [36][40/150] lr: 1.000e-05, eta: 0:42:13, time: 0.636, data_time: 0.003, memory: 5816, top1_acc: 0.8523, top5_acc: 0.9664, loss_cls: 0.7263, loss: 0.7263, grad_norm: 3.0111 2021-06-06 07:09:28,611 - mmaction - INFO - Epoch [36][60/150] lr: 1.000e-05, eta: 0:40:54, time: 0.635, data_time: 0.001, memory: 5816, top1_acc: 0.8562, top5_acc: 0.9648, loss_cls: 0.7354, loss: 0.7354, grad_norm: 3.0879 2021-06-06 07:09:41,353 - mmaction - INFO - Epoch [36][80/150] lr: 1.000e-05, eta: 0:39:35, time: 0.637, data_time: 0.001, memory: 5816, top1_acc: 0.8516, top5_acc: 0.9711, loss_cls: 0.7538, loss: 0.7538, grad_norm: 3.2499 2021-06-06 07:09:54,114 - mmaction - INFO - Epoch [36][100/150] lr: 1.000e-05, eta: 0:38:17, time: 0.638, data_time: 0.001, memory: 5816, top1_acc: 0.8453, top5_acc: 0.9586, loss_cls: 0.7623, loss: 0.7623, grad_norm: 3.1352 2021-06-06 07:10:07,150 - mmaction - INFO - Epoch [36][120/150] lr: 1.000e-05, eta: 0:37:00, time: 0.651, data_time: 0.001, memory: 5816, top1_acc: 0.8453, top5_acc: 0.9648, loss_cls: 0.7586, loss: 0.7586, grad_norm: 3.1787 2021-06-06 07:10:20,267 - mmaction - INFO - Epoch [36][140/150] lr: 1.000e-05, eta: 0:35:43, time: 0.657, data_time: 0.002, memory: 5816, top1_acc: 0.8477, top5_acc: 0.9609, loss_cls: 0.7769, loss: 0.7769, grad_norm: 3.2333 2021-06-06 07:10:31,346 - mmaction - INFO - Saving checkpoint at 36 epochs 2021-06-06 07:18:06,247 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-06 07:18:06,321 - mmaction - INFO - top1_acc 0.8988 top5_acc 0.9907 2021-06-06 07:18:06,322 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-06 07:18:06,381 - mmaction - INFO - mean_acc 0.8935 2021-06-06 07:18:06,382 - mmaction - INFO - Epoch(val) [36][150] top1_acc: 0.8988, top5_acc: 0.9907, mean_class_accuracy: 0.8935 2021-06-06 07:25:04,574 - mmaction - INFO - Epoch [37][20/150] lr: 1.000e-05, eta: 0:34:31, time: 20.907, data_time: 20.194, memory: 5816, top1_acc: 0.8531, top5_acc: 0.9672, loss_cls: 0.7339, loss: 0.7339, grad_norm: 3.1147 2021-06-06 07:25:17,260 - mmaction - INFO - Epoch [37][40/150] lr: 1.000e-05, eta: 0:33:13, time: 0.635, data_time: 0.003, memory: 5816, top1_acc: 0.8453, top5_acc: 0.9711, loss_cls: 0.7436, loss: 0.7436, grad_norm: 3.1432 2021-06-06 07:25:29,971 - mmaction - INFO - Epoch [37][60/150] lr: 1.000e-05, eta: 0:31:56, time: 0.636, data_time: 0.001, memory: 5816, top1_acc: 0.8508, top5_acc: 0.9695, loss_cls: 0.7353, loss: 0.7353, grad_norm: 3.0738 2021-06-06 07:25:42,721 - mmaction - INFO - Epoch [37][80/150] lr: 1.000e-05, eta: 0:30:40, time: 0.637, data_time: 0.001, memory: 5816, top1_acc: 0.8586, top5_acc: 0.9719, loss_cls: 0.7330, loss: 0.7330, grad_norm: 3.0561 2021-06-06 07:25:55,470 - mmaction - INFO - Epoch [37][100/150] lr: 1.000e-05, eta: 0:29:24, time: 0.637, data_time: 0.001, memory: 5816, top1_acc: 0.8547, top5_acc: 0.9648, loss_cls: 0.7449, loss: 0.7449, grad_norm: 3.1927 2021-06-06 07:26:08,452 - mmaction - INFO - Epoch [37][120/150] lr: 1.000e-05, eta: 0:28:08, time: 0.649, data_time: 0.001, memory: 5816, top1_acc: 0.8406, top5_acc: 0.9586, loss_cls: 0.7723, loss: 0.7723, grad_norm: 3.1222 2021-06-06 07:26:21,738 - mmaction - INFO - Epoch [37][140/150] lr: 1.000e-05, eta: 0:26:53, time: 0.664, data_time: 0.001, memory: 5816, top1_acc: 0.8555, top5_acc: 0.9688, loss_cls: 0.7514, loss: 0.7514, grad_norm: 3.1361 2021-06-06 07:26:31,208 - mmaction - INFO - Saving checkpoint at 37 epochs 2021-06-06 07:34:02,820 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-06 07:34:02,893 - mmaction - INFO - top1_acc 0.9040 top5_acc 0.9913 2021-06-06 07:34:02,893 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-06 07:34:02,953 - mmaction - INFO - mean_acc 0.8987 2021-06-06 07:34:04,165 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_37.pth. 2021-06-06 07:34:04,166 - mmaction - INFO - Best top1_acc is 0.9040 at 37 epoch. 2021-06-06 07:34:04,167 - mmaction - INFO - Epoch(val) [37][150] top1_acc: 0.9040, top5_acc: 0.9913, mean_class_accuracy: 0.8987 2021-06-06 07:41:43,527 - mmaction - INFO - Epoch [38][20/150] lr: 1.000e-05, eta: 0:25:35, time: 22.964, data_time: 22.219, memory: 5816, top1_acc: 0.8531, top5_acc: 0.9664, loss_cls: 0.7491, loss: 0.7491, grad_norm: 3.1416 2021-06-06 07:41:56,224 - mmaction - INFO - Epoch [38][40/150] lr: 1.000e-05, eta: 0:24:19, time: 0.637, data_time: 0.003, memory: 5816, top1_acc: 0.8648, top5_acc: 0.9633, loss_cls: 0.7173, loss: 0.7173, grad_norm: 3.0711 2021-06-06 07:42:08,930 - mmaction - INFO - Epoch [38][60/150] lr: 1.000e-05, eta: 0:23:04, time: 0.635, data_time: 0.001, memory: 5816, top1_acc: 0.8445, top5_acc: 0.9688, loss_cls: 0.7355, loss: 0.7355, grad_norm: 3.1312 2021-06-06 07:42:21,677 - mmaction - INFO - Epoch [38][80/150] lr: 1.000e-05, eta: 0:21:49, time: 0.637, data_time: 0.001, memory: 5816, top1_acc: 0.8484, top5_acc: 0.9625, loss_cls: 0.7683, loss: 0.7683, grad_norm: 3.1436 2021-06-06 07:42:34,431 - mmaction - INFO - Epoch [38][100/150] lr: 1.000e-05, eta: 0:20:35, time: 0.638, data_time: 0.001, memory: 5816, top1_acc: 0.8547, top5_acc: 0.9641, loss_cls: 0.7316, loss: 0.7316, grad_norm: 3.0590 2021-06-06 07:42:47,402 - mmaction - INFO - Epoch [38][120/150] lr: 1.000e-05, eta: 0:19:21, time: 0.649, data_time: 0.001, memory: 5816, top1_acc: 0.8477, top5_acc: 0.9633, loss_cls: 0.7523, loss: 0.7523, grad_norm: 3.1620 2021-06-06 07:43:00,560 - mmaction - INFO - Epoch [38][140/150] lr: 1.000e-05, eta: 0:18:07, time: 0.658, data_time: 0.001, memory: 5816, top1_acc: 0.8555, top5_acc: 0.9680, loss_cls: 0.7307, loss: 0.7307, grad_norm: 3.0175 2021-06-06 07:43:11,423 - mmaction - INFO - Saving checkpoint at 38 epochs 2021-06-06 07:50:37,188 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-06 07:50:37,257 - mmaction - INFO - top1_acc 0.8990 top5_acc 0.9929 2021-06-06 07:50:37,258 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-06 07:50:37,311 - mmaction - INFO - mean_acc 0.8939 2021-06-06 07:50:37,312 - mmaction - INFO - Epoch(val) [38][150] top1_acc: 0.8990, top5_acc: 0.9929, mean_class_accuracy: 0.8939 2021-06-06 07:58:02,846 - mmaction - INFO - Epoch [39][20/150] lr: 1.000e-05, eta: 0:16:39, time: 22.275, data_time: 21.524, memory: 5816, top1_acc: 0.8539, top5_acc: 0.9688, loss_cls: 0.7511, loss: 0.7511, grad_norm: 3.1692 2021-06-06 07:58:15,545 - mmaction - INFO - Epoch [39][40/150] lr: 1.000e-05, eta: 0:15:25, time: 0.636, data_time: 0.003, memory: 5816, top1_acc: 0.8484, top5_acc: 0.9711, loss_cls: 0.7243, loss: 0.7243, grad_norm: 3.0676 2021-06-06 07:58:28,258 - mmaction - INFO - Epoch [39][60/150] lr: 1.000e-05, eta: 0:14:11, time: 0.635, data_time: 0.001, memory: 5816, top1_acc: 0.8609, top5_acc: 0.9586, loss_cls: 0.7441, loss: 0.7441, grad_norm: 3.1111 2021-06-06 07:58:40,986 - mmaction - INFO - Epoch [39][80/150] lr: 1.000e-05, eta: 0:12:58, time: 0.637, data_time: 0.001, memory: 5816, top1_acc: 0.8523, top5_acc: 0.9563, loss_cls: 0.7661, loss: 0.7661, grad_norm: 3.1558 2021-06-06 07:58:53,842 - mmaction - INFO - Epoch [39][100/150] lr: 1.000e-05, eta: 0:11:45, time: 0.643, data_time: 0.001, memory: 5816, top1_acc: 0.8375, top5_acc: 0.9516, loss_cls: 0.8026, loss: 0.8026, grad_norm: 3.2532 2021-06-06 07:59:06,765 - mmaction - INFO - Epoch [39][120/150] lr: 1.000e-05, eta: 0:10:33, time: 0.646, data_time: 0.001, memory: 5816, top1_acc: 0.8695, top5_acc: 0.9648, loss_cls: 0.7058, loss: 0.7058, grad_norm: 3.0206 2021-06-06 07:59:20,027 - mmaction - INFO - Epoch [39][140/150] lr: 1.000e-05, eta: 0:09:21, time: 0.663, data_time: 0.001, memory: 5816, top1_acc: 0.8422, top5_acc: 0.9633, loss_cls: 0.7516, loss: 0.7516, grad_norm: 3.1578 2021-06-06 07:59:31,051 - mmaction - INFO - Saving checkpoint at 39 epochs 2021-06-06 08:06:45,437 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-06 08:06:45,511 - mmaction - INFO - top1_acc 0.9006 top5_acc 0.9923 2021-06-06 08:06:45,511 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-06 08:06:45,564 - mmaction - INFO - mean_acc 0.8951 2021-06-06 08:06:45,565 - mmaction - INFO - Epoch(val) [39][150] top1_acc: 0.9006, top5_acc: 0.9923, mean_class_accuracy: 0.8951 2021-06-06 08:14:25,212 - mmaction - INFO - Epoch [40][20/150] lr: 1.000e-05, eta: 0:07:44, time: 22.978, data_time: 22.219, memory: 5816, top1_acc: 0.8664, top5_acc: 0.9648, loss_cls: 0.7427, loss: 0.7427, grad_norm: 3.0868 2021-06-06 08:14:37,894 - mmaction - INFO - Epoch [40][40/150] lr: 1.000e-05, eta: 0:06:31, time: 0.638, data_time: 0.005, memory: 5816, top1_acc: 0.8609, top5_acc: 0.9641, loss_cls: 0.7361, loss: 0.7361, grad_norm: 3.0206 2021-06-06 08:14:50,593 - mmaction - INFO - Epoch [40][60/150] lr: 1.000e-05, eta: 0:05:19, time: 0.635, data_time: 0.001, memory: 5816, top1_acc: 0.8516, top5_acc: 0.9594, loss_cls: 0.7785, loss: 0.7785, grad_norm: 3.2372 2021-06-06 08:15:03,356 - mmaction - INFO - Epoch [40][80/150] lr: 1.000e-05, eta: 0:04:07, time: 0.638, data_time: 0.001, memory: 5816, top1_acc: 0.8680, top5_acc: 0.9695, loss_cls: 0.7128, loss: 0.7128, grad_norm: 3.2038 2021-06-06 08:15:16,206 - mmaction - INFO - Epoch [40][100/150] lr: 1.000e-05, eta: 0:02:56, time: 0.643, data_time: 0.002, memory: 5816, top1_acc: 0.8578, top5_acc: 0.9578, loss_cls: 0.7444, loss: 0.7444, grad_norm: 3.1126 2021-06-06 08:15:29,249 - mmaction - INFO - Epoch [40][120/150] lr: 1.000e-05, eta: 0:01:45, time: 0.652, data_time: 0.001, memory: 5816, top1_acc: 0.8500, top5_acc: 0.9594, loss_cls: 0.7560, loss: 0.7560, grad_norm: 3.1203 2021-06-06 08:15:42,488 - mmaction - INFO - Epoch [40][140/150] lr: 1.000e-05, eta: 0:00:35, time: 0.662, data_time: 0.001, memory: 5816, top1_acc: 0.8625, top5_acc: 0.9664, loss_cls: 0.7194, loss: 0.7194, grad_norm: 3.0084 2021-06-06 08:15:53,705 - mmaction - INFO - Saving checkpoint at 40 epochs 2021-06-06 08:23:30,449 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-06 08:23:30,531 - mmaction - INFO - top1_acc 0.8998 top5_acc 0.9926 2021-06-06 08:23:30,531 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-06 08:23:30,586 - mmaction - INFO - mean_acc 0.8947 2021-06-06 08:23:30,587 - mmaction - INFO - Epoch(val) [40][150] top1_acc: 0.8998, top5_acc: 0.9926, mean_class_accuracy: 0.8947