2021-06-05 21:35:05,547 - 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 ------------------------------------------------------------ 2021-06-05 21:35:05,548 - mmaction - INFO - Distributed training: True 2021-06-05 21:35:06,572 - 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 = None 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=40, gpu_collect=True) optimizer = dict(type='SGD', lr=0.1, momentum=0.9, weight_decay=0.0001) optimizer_config = dict(grad_clip=dict(max_norm=40, norm_type=2)) lr_config = dict(policy='CosineAnnealing', min_lr=0, by_epoch=False) total_epochs = 64 work_dir = './work_dirs/slowonly_r50_8x4x1_80e_ucf101_rgb' find_unused_parameters = False gpu_ids = range(0, 8) omnisource = False module_hooks = [] 2021-06-05 21:35:08,280 - mmaction - INFO - load model from: torchvision://resnet50 2021-06-05 21:35:28,118 - mmaction - INFO - These parameters in the 2d checkpoint are not loaded: {'fc.weight', 'fc.bias'} 2021-06-05 21:35:30,420 - mmaction - INFO - Start running, host: linjintao@SH-IDC1-10-5-30-57, work_dir: /mnt/lustre/linjintao/try/mmaction2_dev/work_dirs/slowonly_r50_8x4x1_80e_ucf101_rgb 2021-06-05 21:35:30,420 - mmaction - INFO - workflow: [('train', 1)], max: 64 epochs 2021-06-05 21:43:16,437 - mmaction - INFO - Epoch [1][20/150] lr: 1.000e-01, eta: 2 days, 13:59:51, time: 23.298, data_time: 22.302, memory: 5814, top1_acc: 0.0297, top5_acc: 0.1023, loss_cls: 5.0292, loss: 5.0292, grad_norm: 5.0725 2021-06-05 21:43:29,518 - mmaction - INFO - Epoch [1][40/150] lr: 1.000e-01, eta: 1 day, 7:48:21, time: 0.657, data_time: 0.004, memory: 5814, top1_acc: 0.0234, top5_acc: 0.0781, loss_cls: 4.6838, loss: 4.6838, grad_norm: 2.1794 2021-06-05 21:43:42,635 - mmaction - INFO - Epoch [1][60/150] lr: 9.999e-02, eta: 21:44:21, time: 0.656, data_time: 0.001, memory: 5814, top1_acc: 0.0180, top5_acc: 0.0953, loss_cls: 4.5449, loss: 4.5449, grad_norm: 1.6721 2021-06-05 21:43:55,822 - mmaction - INFO - Epoch [1][80/150] lr: 9.998e-02, eta: 16:42:21, time: 0.659, data_time: 0.001, memory: 5814, top1_acc: 0.0328, top5_acc: 0.1258, loss_cls: 4.4566, loss: 4.4566, grad_norm: 1.5051 2021-06-05 21:44:09,295 - mmaction - INFO - Epoch [1][100/150] lr: 9.997e-02, eta: 13:41:31, time: 0.673, data_time: 0.001, memory: 5814, top1_acc: 0.0367, top5_acc: 0.1383, loss_cls: 4.3665, loss: 4.3665, grad_norm: 1.3453 2021-06-05 21:44:22,790 - mmaction - INFO - Epoch [1][120/150] lr: 9.996e-02, eta: 11:40:56, time: 0.675, data_time: 0.001, memory: 5814, top1_acc: 0.0359, top5_acc: 0.1555, loss_cls: 4.3403, loss: 4.3403, grad_norm: 1.5373 2021-06-05 21:44:37,057 - mmaction - INFO - Epoch [1][140/150] lr: 9.995e-02, eta: 10:15:36, time: 0.713, data_time: 0.001, memory: 5814, top1_acc: 0.0492, top5_acc: 0.1727, loss_cls: 4.2646, loss: 4.2646, grad_norm: 1.5377 2021-06-05 21:44:50,162 - mmaction - INFO - Saving checkpoint at 1 epochs 2021-06-05 21:52:23,090 - mmaction - INFO - Epoch [2][20/150] lr: 9.992e-02, eta: 15:22:54, time: 22.582, data_time: 21.784, memory: 5821, top1_acc: 0.0617, top5_acc: 0.2094, loss_cls: 4.1660, loss: 4.1660, grad_norm: 1.3483 2021-06-05 21:52:36,206 - mmaction - INFO - Epoch [2][40/150] lr: 9.990e-02, eta: 13:54:52, time: 0.658, data_time: 0.004, memory: 5821, top1_acc: 0.0664, top5_acc: 0.2117, loss_cls: 4.1183, loss: 4.1183, grad_norm: 1.5306 2021-06-05 21:52:49,357 - mmaction - INFO - Epoch [2][60/150] lr: 9.988e-02, eta: 12:43:33, time: 0.658, data_time: 0.001, memory: 5821, top1_acc: 0.0758, top5_acc: 0.2562, loss_cls: 4.0411, loss: 4.0411, grad_norm: 1.5638 2021-06-05 21:53:02,558 - mmaction - INFO - Epoch [2][80/150] lr: 9.986e-02, eta: 11:44:38, time: 0.660, data_time: 0.001, memory: 5821, top1_acc: 0.0758, top5_acc: 0.2562, loss_cls: 4.0059, loss: 4.0059, grad_norm: 1.4874 2021-06-05 21:53:16,059 - mmaction - INFO - Epoch [2][100/150] lr: 9.983e-02, eta: 10:55:17, time: 0.675, data_time: 0.001, memory: 5821, top1_acc: 0.1000, top5_acc: 0.2898, loss_cls: 3.9000, loss: 3.9000, grad_norm: 1.4368 2021-06-05 21:53:29,594 - mmaction - INFO - Epoch [2][120/150] lr: 9.981e-02, eta: 10:13:15, time: 0.677, data_time: 0.001, memory: 5821, top1_acc: 0.1125, top5_acc: 0.2961, loss_cls: 3.8844, loss: 3.8844, grad_norm: 1.6156 2021-06-05 21:53:43,522 - mmaction - INFO - Epoch [2][140/150] lr: 9.978e-02, eta: 9:37:11, time: 0.696, data_time: 0.001, memory: 5821, top1_acc: 0.1148, top5_acc: 0.3336, loss_cls: 3.8047, loss: 3.8047, grad_norm: 1.4820 2021-06-05 21:53:54,796 - mmaction - INFO - Saving checkpoint at 2 epochs 2021-06-05 22:01:33,356 - mmaction - INFO - Epoch [3][20/150] lr: 9.973e-02, eta: 12:22:22, time: 22.860, data_time: 22.086, memory: 5821, top1_acc: 0.1367, top5_acc: 0.3469, loss_cls: 3.6718, loss: 3.6718, grad_norm: 1.5470 2021-06-05 22:01:46,533 - mmaction - INFO - Epoch [3][40/150] lr: 9.969e-02, eta: 11:43:11, time: 0.661, data_time: 0.003, memory: 5821, top1_acc: 0.1305, top5_acc: 0.3594, loss_cls: 3.6433, loss: 3.6433, grad_norm: 1.6281 2021-06-05 22:01:59,662 - mmaction - INFO - Epoch [3][60/150] lr: 9.966e-02, eta: 11:08:18, time: 0.656, data_time: 0.001, memory: 5821, top1_acc: 0.1477, top5_acc: 0.4070, loss_cls: 3.5483, loss: 3.5483, grad_norm: 1.8237 2021-06-05 22:02:12,910 - mmaction - INFO - Epoch [3][80/150] lr: 9.962e-02, eta: 10:37:07, time: 0.663, data_time: 0.001, memory: 5821, top1_acc: 0.1516, top5_acc: 0.3727, loss_cls: 3.5686, loss: 3.5686, grad_norm: 1.6534 2021-06-05 22:02:26,395 - mmaction - INFO - Epoch [3][100/150] lr: 9.957e-02, eta: 10:09:07, time: 0.674, data_time: 0.001, memory: 5821, top1_acc: 0.1484, top5_acc: 0.4047, loss_cls: 3.5302, loss: 3.5302, grad_norm: 1.7613 2021-06-05 22:02:39,942 - mmaction - INFO - Epoch [3][120/150] lr: 9.953e-02, eta: 9:43:47, time: 0.677, data_time: 0.001, memory: 5821, top1_acc: 0.1828, top5_acc: 0.4648, loss_cls: 3.3119, loss: 3.3119, grad_norm: 1.7503 2021-06-05 22:02:53,557 - mmaction - INFO - Epoch [3][140/150] lr: 9.948e-02, eta: 9:20:45, time: 0.681, data_time: 0.001, memory: 5821, top1_acc: 0.1938, top5_acc: 0.4813, loss_cls: 3.2839, loss: 3.2839, grad_norm: 1.8426 2021-06-05 22:03:04,440 - mmaction - INFO - Saving checkpoint at 3 epochs 2021-06-05 22:10:38,387 - mmaction - INFO - Epoch [4][20/150] lr: 9.941e-02, eta: 11:09:48, time: 22.633, data_time: 21.861, memory: 5821, top1_acc: 0.1930, top5_acc: 0.4523, loss_cls: 3.3365, loss: 3.3365, grad_norm: 1.7133 2021-06-05 22:10:51,514 - mmaction - INFO - Epoch [4][40/150] lr: 9.936e-02, eta: 10:45:08, time: 0.658, data_time: 0.003, memory: 5821, top1_acc: 0.2031, top5_acc: 0.4836, loss_cls: 3.2585, loss: 3.2585, grad_norm: 1.8515 2021-06-05 22:11:04,675 - mmaction - INFO - Epoch [4][60/150] lr: 9.931e-02, eta: 10:22:23, time: 0.658, data_time: 0.001, memory: 5821, top1_acc: 0.1938, top5_acc: 0.4688, loss_cls: 3.2751, loss: 3.2751, grad_norm: 1.7841 2021-06-05 22:11:17,832 - mmaction - INFO - Epoch [4][80/150] lr: 9.925e-02, eta: 10:01:20, time: 0.658, data_time: 0.001, memory: 5821, top1_acc: 0.2086, top5_acc: 0.4766, loss_cls: 3.2579, loss: 3.2579, grad_norm: 1.7017 2021-06-05 22:11:31,491 - mmaction - INFO - Epoch [4][100/150] lr: 9.920e-02, eta: 9:41:56, time: 0.683, data_time: 0.001, memory: 5821, top1_acc: 0.2141, top5_acc: 0.5344, loss_cls: 3.1235, loss: 3.1235, grad_norm: 2.2606 2021-06-05 22:11:45,023 - mmaction - INFO - Epoch [4][120/150] lr: 9.914e-02, eta: 9:23:51, time: 0.677, data_time: 0.001, memory: 5821, top1_acc: 0.2172, top5_acc: 0.4938, loss_cls: 3.1710, loss: 3.1710, grad_norm: 1.8389 2021-06-05 22:12:00,666 - mmaction - INFO - Epoch [4][140/150] lr: 9.907e-02, eta: 9:07:30, time: 0.782, data_time: 0.001, memory: 5821, top1_acc: 0.2047, top5_acc: 0.5109, loss_cls: 3.1519, loss: 3.1519, grad_norm: 1.8626 2021-06-05 22:12:11,835 - mmaction - INFO - Saving checkpoint at 4 epochs 2021-06-05 22:19:49,179 - mmaction - INFO - Epoch [5][20/150] lr: 9.898e-02, eta: 10:29:22, time: 22.804, data_time: 22.030, memory: 5821, top1_acc: 0.2406, top5_acc: 0.5328, loss_cls: 3.0906, loss: 3.0906, grad_norm: 1.6950 2021-06-05 22:20:02,336 - mmaction - INFO - Epoch [5][40/150] lr: 9.891e-02, eta: 10:11:25, time: 0.658, data_time: 0.003, memory: 5821, top1_acc: 0.2484, top5_acc: 0.5523, loss_cls: 2.9973, loss: 2.9973, grad_norm: 1.8426 2021-06-05 22:20:15,483 - mmaction - INFO - Epoch [5][60/150] lr: 9.884e-02, eta: 9:54:32, time: 0.658, data_time: 0.002, memory: 5821, top1_acc: 0.2617, top5_acc: 0.5781, loss_cls: 2.9126, loss: 2.9126, grad_norm: 1.8940 2021-06-05 22:20:28,687 - mmaction - INFO - Epoch [5][80/150] lr: 9.877e-02, eta: 9:38:39, time: 0.660, data_time: 0.001, memory: 5821, top1_acc: 0.2617, top5_acc: 0.5680, loss_cls: 2.9157, loss: 2.9157, grad_norm: 1.8011 2021-06-05 22:20:42,051 - mmaction - INFO - Epoch [5][100/150] lr: 9.870e-02, eta: 9:23:41, time: 0.668, data_time: 0.001, memory: 5821, top1_acc: 0.2836, top5_acc: 0.5781, loss_cls: 2.8442, loss: 2.8442, grad_norm: 1.8014 2021-06-05 22:20:55,570 - mmaction - INFO - Epoch [5][120/150] lr: 9.862e-02, eta: 9:09:34, time: 0.676, data_time: 0.001, memory: 5821, top1_acc: 0.2680, top5_acc: 0.5859, loss_cls: 2.8510, loss: 2.8510, grad_norm: 1.7518 2021-06-05 22:21:10,217 - mmaction - INFO - Epoch [5][140/150] lr: 9.854e-02, eta: 8:56:26, time: 0.732, data_time: 0.001, memory: 5821, top1_acc: 0.2875, top5_acc: 0.6109, loss_cls: 2.7757, loss: 2.7757, grad_norm: 1.9201 2021-06-05 22:21:23,884 - mmaction - INFO - Saving checkpoint at 5 epochs 2021-06-05 22:29:11,656 - mmaction - INFO - Epoch [6][20/150] lr: 9.843e-02, eta: 10:02:57, time: 23.325, data_time: 22.557, memory: 5821, top1_acc: 0.2844, top5_acc: 0.6141, loss_cls: 2.7712, loss: 2.7712, grad_norm: 1.8361 2021-06-05 22:29:24,780 - mmaction - INFO - Epoch [6][40/150] lr: 9.834e-02, eta: 9:48:48, time: 0.657, data_time: 0.003, memory: 5821, top1_acc: 0.2938, top5_acc: 0.6078, loss_cls: 2.7499, loss: 2.7499, grad_norm: 1.9204 2021-06-05 22:29:37,934 - mmaction - INFO - Epoch [6][60/150] lr: 9.826e-02, eta: 9:35:20, time: 0.658, data_time: 0.001, memory: 5821, top1_acc: 0.3203, top5_acc: 0.6406, loss_cls: 2.6205, loss: 2.6205, grad_norm: 1.8005 2021-06-05 22:29:51,212 - mmaction - INFO - Epoch [6][80/150] lr: 9.817e-02, eta: 9:22:32, time: 0.664, data_time: 0.001, memory: 5821, top1_acc: 0.3000, top5_acc: 0.6305, loss_cls: 2.7199, loss: 2.7199, grad_norm: 1.9733 2021-06-05 22:30:07,647 - mmaction - INFO - Epoch [6][100/150] lr: 9.808e-02, eta: 9:10:51, time: 0.819, data_time: 0.013, memory: 5821, top1_acc: 0.3242, top5_acc: 0.6320, loss_cls: 2.6293, loss: 2.6293, grad_norm: 1.7820 2021-06-05 22:30:21,332 - mmaction - INFO - Epoch [6][120/150] lr: 9.799e-02, eta: 8:59:15, time: 0.686, data_time: 0.008, memory: 5821, top1_acc: 0.3250, top5_acc: 0.6336, loss_cls: 2.6505, loss: 2.6505, grad_norm: 1.8613 2021-06-05 22:30:35,031 - mmaction - INFO - Epoch [6][140/150] lr: 9.790e-02, eta: 8:48:10, time: 0.685, data_time: 0.001, memory: 5821, top1_acc: 0.3383, top5_acc: 0.6438, loss_cls: 2.6032, loss: 2.6032, grad_norm: 1.8689 2021-06-05 22:30:46,771 - mmaction - INFO - Saving checkpoint at 6 epochs 2021-06-05 22:37:53,990 - mmaction - INFO - Epoch [7][20/150] lr: 9.776e-02, eta: 9:36:10, time: 21.297, data_time: 20.522, memory: 5821, top1_acc: 0.3406, top5_acc: 0.6484, loss_cls: 2.5929, loss: 2.5929, grad_norm: 1.8469 2021-06-05 22:38:07,124 - mmaction - INFO - Epoch [7][40/150] lr: 9.766e-02, eta: 9:24:37, time: 0.658, data_time: 0.003, memory: 5821, top1_acc: 0.3352, top5_acc: 0.6484, loss_cls: 2.5668, loss: 2.5668, grad_norm: 1.9451 2021-06-05 22:38:20,286 - mmaction - INFO - Epoch [7][60/150] lr: 9.756e-02, eta: 9:13:34, time: 0.658, data_time: 0.001, memory: 5821, top1_acc: 0.3516, top5_acc: 0.6844, loss_cls: 2.5350, loss: 2.5350, grad_norm: 1.8450 2021-06-05 22:38:33,524 - mmaction - INFO - Epoch [7][80/150] lr: 9.746e-02, eta: 9:02:57, time: 0.662, data_time: 0.001, memory: 5821, top1_acc: 0.3844, top5_acc: 0.6789, loss_cls: 2.4117, loss: 2.4117, grad_norm: 1.9073 2021-06-05 22:38:46,897 - mmaction - INFO - Epoch [7][100/150] lr: 9.735e-02, eta: 8:52:46, time: 0.668, data_time: 0.001, memory: 5821, top1_acc: 0.3695, top5_acc: 0.6813, loss_cls: 2.4805, loss: 2.4805, grad_norm: 1.8497 2021-06-05 22:39:00,472 - mmaction - INFO - Epoch [7][120/150] lr: 9.725e-02, eta: 8:43:01, time: 0.679, data_time: 0.001, memory: 5821, top1_acc: 0.3664, top5_acc: 0.7000, loss_cls: 2.4155, loss: 2.4155, grad_norm: 1.9149 2021-06-05 22:39:14,153 - mmaction - INFO - Epoch [7][140/150] lr: 9.714e-02, eta: 8:33:38, time: 0.684, data_time: 0.001, memory: 5821, top1_acc: 0.3836, top5_acc: 0.6750, loss_cls: 2.3949, loss: 2.3949, grad_norm: 1.9540 2021-06-05 22:39:26,339 - mmaction - INFO - Saving checkpoint at 7 epochs 2021-06-05 22:46:34,425 - mmaction - INFO - Epoch [8][20/150] lr: 9.697e-02, eta: 9:14:12, time: 21.341, data_time: 20.567, memory: 5821, top1_acc: 0.3922, top5_acc: 0.6883, loss_cls: 2.3852, loss: 2.3852, grad_norm: 1.9006 2021-06-05 22:46:47,543 - mmaction - INFO - Epoch [8][40/150] lr: 9.686e-02, eta: 9:04:28, time: 0.657, data_time: 0.003, memory: 5821, top1_acc: 0.3844, top5_acc: 0.7047, loss_cls: 2.3145, loss: 2.3145, grad_norm: 2.0385 2021-06-05 22:47:00,677 - mmaction - INFO - Epoch [8][60/150] lr: 9.674e-02, eta: 8:55:04, time: 0.657, data_time: 0.001, memory: 5821, top1_acc: 0.4078, top5_acc: 0.7102, loss_cls: 2.2829, loss: 2.2829, grad_norm: 1.9160 2021-06-05 22:47:13,890 - mmaction - INFO - Epoch [8][80/150] lr: 9.663e-02, eta: 8:46:01, time: 0.661, data_time: 0.001, memory: 5821, top1_acc: 0.3812, top5_acc: 0.7086, loss_cls: 2.3545, loss: 2.3545, grad_norm: 1.9481 2021-06-05 22:47:27,400 - mmaction - INFO - Epoch [8][100/150] lr: 9.651e-02, eta: 8:37:18, time: 0.675, data_time: 0.001, memory: 5821, top1_acc: 0.3656, top5_acc: 0.6937, loss_cls: 2.4075, loss: 2.4075, grad_norm: 1.9719 2021-06-05 22:47:40,998 - mmaction - INFO - Epoch [8][120/150] lr: 9.639e-02, eta: 8:28:53, time: 0.680, data_time: 0.001, memory: 5821, top1_acc: 0.4094, top5_acc: 0.7086, loss_cls: 2.2743, loss: 2.2743, grad_norm: 1.9394 2021-06-05 22:47:54,745 - mmaction - INFO - Epoch [8][140/150] lr: 9.626e-02, eta: 8:20:46, time: 0.687, data_time: 0.001, memory: 5821, top1_acc: 0.4031, top5_acc: 0.7250, loss_cls: 2.2427, loss: 2.2427, grad_norm: 2.0611 2021-06-05 22:48:06,018 - mmaction - INFO - Saving checkpoint at 8 epochs 2021-06-05 22:55:40,210 - mmaction - INFO - Epoch [9][20/150] lr: 9.607e-02, eta: 8:58:33, time: 22.645, data_time: 21.873, memory: 5821, top1_acc: 0.4156, top5_acc: 0.7258, loss_cls: 2.2366, loss: 2.2366, grad_norm: 1.8698 2021-06-05 22:55:53,327 - mmaction - INFO - Epoch [9][40/150] lr: 9.595e-02, eta: 8:50:05, time: 0.658, data_time: 0.003, memory: 5821, top1_acc: 0.4359, top5_acc: 0.7250, loss_cls: 2.1870, loss: 2.1870, grad_norm: 2.0353 2021-06-05 22:56:06,498 - mmaction - INFO - Epoch [9][60/150] lr: 9.582e-02, eta: 8:41:52, time: 0.659, data_time: 0.001, memory: 5821, top1_acc: 0.4055, top5_acc: 0.7328, loss_cls: 2.2043, loss: 2.2043, grad_norm: 1.8810 2021-06-05 22:56:19,709 - mmaction - INFO - Epoch [9][80/150] lr: 9.568e-02, eta: 8:33:55, time: 0.660, data_time: 0.001, memory: 5821, top1_acc: 0.4383, top5_acc: 0.7562, loss_cls: 2.0716, loss: 2.0716, grad_norm: 1.9307 2021-06-05 22:56:33,199 - mmaction - INFO - Epoch [9][100/150] lr: 9.555e-02, eta: 8:26:14, time: 0.674, data_time: 0.001, memory: 5821, top1_acc: 0.4711, top5_acc: 0.7445, loss_cls: 2.0518, loss: 2.0518, grad_norm: 1.9894 2021-06-05 22:56:46,789 - mmaction - INFO - Epoch [9][120/150] lr: 9.541e-02, eta: 8:18:47, time: 0.680, data_time: 0.001, memory: 5821, top1_acc: 0.4219, top5_acc: 0.7445, loss_cls: 2.1515, loss: 2.1515, grad_norm: 2.2675 2021-06-05 22:57:00,720 - mmaction - INFO - Epoch [9][140/150] lr: 9.528e-02, eta: 8:11:35, time: 0.697, data_time: 0.001, memory: 5821, top1_acc: 0.4281, top5_acc: 0.7469, loss_cls: 2.1330, loss: 2.1330, grad_norm: 1.9770 2021-06-05 22:57:11,918 - mmaction - INFO - Saving checkpoint at 9 epochs 2021-06-05 23:04:45,157 - mmaction - INFO - Epoch [10][20/150] lr: 9.507e-02, eta: 8:44:19, time: 22.598, data_time: 21.827, memory: 5821, top1_acc: 0.4305, top5_acc: 0.7570, loss_cls: 2.1822, loss: 2.1822, grad_norm: 2.0387 2021-06-05 23:04:58,274 - mmaction - INFO - Epoch [10][40/150] lr: 9.492e-02, eta: 8:36:49, time: 0.657, data_time: 0.003, memory: 5821, top1_acc: 0.4586, top5_acc: 0.7773, loss_cls: 2.0473, loss: 2.0473, grad_norm: 1.9628 2021-06-05 23:05:11,472 - mmaction - INFO - Epoch [10][60/150] lr: 9.478e-02, eta: 8:29:31, time: 0.660, data_time: 0.001, memory: 5821, top1_acc: 0.4453, top5_acc: 0.7547, loss_cls: 2.0894, loss: 2.0894, grad_norm: 1.9626 2021-06-05 23:05:24,676 - mmaction - INFO - Epoch [10][80/150] lr: 9.463e-02, eta: 8:22:25, time: 0.660, data_time: 0.002, memory: 5821, top1_acc: 0.4391, top5_acc: 0.7344, loss_cls: 2.1300, loss: 2.1300, grad_norm: 2.0059 2021-06-05 23:05:38,074 - mmaction - INFO - Epoch [10][100/150] lr: 9.448e-02, eta: 8:15:32, time: 0.670, data_time: 0.001, memory: 5821, top1_acc: 0.4508, top5_acc: 0.7703, loss_cls: 2.0461, loss: 2.0461, grad_norm: 1.9634 2021-06-05 23:05:51,604 - mmaction - INFO - Epoch [10][120/150] lr: 9.433e-02, eta: 8:08:50, time: 0.676, data_time: 0.001, memory: 5821, top1_acc: 0.4617, top5_acc: 0.7711, loss_cls: 2.0180, loss: 2.0180, grad_norm: 1.9744 2021-06-05 23:06:07,097 - mmaction - INFO - Epoch [10][140/150] lr: 9.418e-02, eta: 8:02:30, time: 0.774, data_time: 0.001, memory: 5821, top1_acc: 0.4797, top5_acc: 0.7742, loss_cls: 1.9624, loss: 1.9624, grad_norm: 1.9903 2021-06-05 23:06:18,831 - mmaction - INFO - Saving checkpoint at 10 epochs 2021-06-05 23:13:46,364 - mmaction - INFO - Epoch [11][20/150] lr: 9.395e-02, eta: 8:30:46, time: 22.313, data_time: 21.540, memory: 5821, top1_acc: 0.4773, top5_acc: 0.7812, loss_cls: 2.0111, loss: 2.0111, grad_norm: 2.0927 2021-06-05 23:13:59,493 - mmaction - INFO - Epoch [11][40/150] lr: 9.379e-02, eta: 8:24:02, time: 0.658, data_time: 0.003, memory: 5821, top1_acc: 0.4406, top5_acc: 0.7344, loss_cls: 2.1446, loss: 2.1446, grad_norm: 2.1883 2021-06-05 23:14:12,658 - mmaction - INFO - Epoch [11][60/150] lr: 9.363e-02, eta: 8:17:28, time: 0.658, data_time: 0.001, memory: 5821, top1_acc: 0.4727, top5_acc: 0.7781, loss_cls: 1.9711, loss: 1.9711, grad_norm: 2.0290 2021-06-05 23:14:25,854 - mmaction - INFO - Epoch [11][80/150] lr: 9.347e-02, eta: 8:11:04, time: 0.660, data_time: 0.001, memory: 5821, top1_acc: 0.4688, top5_acc: 0.7602, loss_cls: 2.0557, loss: 2.0557, grad_norm: 2.1317 2021-06-05 23:14:39,302 - mmaction - INFO - Epoch [11][100/150] lr: 9.331e-02, eta: 8:04:50, time: 0.672, data_time: 0.001, memory: 5821, top1_acc: 0.4742, top5_acc: 0.7883, loss_cls: 1.9292, loss: 1.9292, grad_norm: 2.0183 2021-06-05 23:14:52,859 - mmaction - INFO - Epoch [11][120/150] lr: 9.314e-02, eta: 7:58:46, time: 0.678, data_time: 0.001, memory: 5821, top1_acc: 0.4656, top5_acc: 0.7773, loss_cls: 1.9911, loss: 1.9911, grad_norm: 1.9848 2021-06-05 23:15:06,529 - mmaction - INFO - Epoch [11][140/150] lr: 9.298e-02, eta: 7:52:51, time: 0.683, data_time: 0.001, memory: 5821, top1_acc: 0.4875, top5_acc: 0.7695, loss_cls: 1.9691, loss: 1.9691, grad_norm: 2.0652 2021-06-05 23:15:18,037 - mmaction - INFO - Saving checkpoint at 11 epochs 2021-06-05 23:23:06,132 - mmaction - INFO - Epoch [12][20/150] lr: 9.273e-02, eta: 8:19:32, time: 23.339, data_time: 22.553, memory: 5821, top1_acc: 0.4758, top5_acc: 0.8000, loss_cls: 1.9049, loss: 1.9049, grad_norm: 2.0271 2021-06-05 23:23:19,292 - mmaction - INFO - Epoch [12][40/150] lr: 9.255e-02, eta: 8:13:25, time: 0.661, data_time: 0.005, memory: 5821, top1_acc: 0.4883, top5_acc: 0.7836, loss_cls: 1.9217, loss: 1.9217, grad_norm: 1.9517 2021-06-05 23:23:32,484 - mmaction - INFO - Epoch [12][60/150] lr: 9.238e-02, eta: 8:07:25, time: 0.660, data_time: 0.001, memory: 5821, top1_acc: 0.5289, top5_acc: 0.8102, loss_cls: 1.7870, loss: 1.7870, grad_norm: 2.1062 2021-06-05 23:23:45,733 - mmaction - INFO - Epoch [12][80/150] lr: 9.221e-02, eta: 8:01:34, time: 0.663, data_time: 0.001, memory: 5821, top1_acc: 0.5266, top5_acc: 0.8141, loss_cls: 1.7764, loss: 1.7764, grad_norm: 2.0061 2021-06-05 23:23:59,105 - mmaction - INFO - Epoch [12][100/150] lr: 9.203e-02, eta: 7:55:52, time: 0.669, data_time: 0.001, memory: 5821, top1_acc: 0.5133, top5_acc: 0.7992, loss_cls: 1.8469, loss: 1.8469, grad_norm: 1.9913 2021-06-05 23:24:12,681 - mmaction - INFO - Epoch [12][120/150] lr: 9.185e-02, eta: 7:50:17, time: 0.679, data_time: 0.001, memory: 5821, top1_acc: 0.5250, top5_acc: 0.8289, loss_cls: 1.7478, loss: 1.7478, grad_norm: 2.0031 2021-06-05 23:24:27,941 - mmaction - INFO - Epoch [12][140/150] lr: 9.167e-02, eta: 7:44:57, time: 0.763, data_time: 0.001, memory: 5821, top1_acc: 0.4961, top5_acc: 0.8141, loss_cls: 1.8101, loss: 1.8101, grad_norm: 2.1176 2021-06-05 23:24:39,294 - mmaction - INFO - Saving checkpoint at 12 epochs 2021-06-05 23:31:57,556 - mmaction - INFO - Epoch [13][20/150] lr: 9.140e-02, eta: 8:06:40, time: 21.849, data_time: 21.106, memory: 5821, top1_acc: 0.5453, top5_acc: 0.8336, loss_cls: 1.6953, loss: 1.6953, grad_norm: 2.0876 2021-06-05 23:32:10,662 - mmaction - INFO - Epoch [13][40/150] lr: 9.122e-02, eta: 8:01:04, time: 0.656, data_time: 0.002, memory: 5821, top1_acc: 0.5344, top5_acc: 0.8102, loss_cls: 1.7730, loss: 1.7730, grad_norm: 2.0053 2021-06-05 23:32:23,854 - mmaction - INFO - Epoch [13][60/150] lr: 9.103e-02, eta: 7:55:35, time: 0.660, data_time: 0.001, memory: 5821, top1_acc: 0.5375, top5_acc: 0.8250, loss_cls: 1.6997, loss: 1.6997, grad_norm: 2.1460 2021-06-05 23:32:37,099 - mmaction - INFO - Epoch [13][80/150] lr: 9.084e-02, eta: 7:50:12, time: 0.662, data_time: 0.001, memory: 5821, top1_acc: 0.5359, top5_acc: 0.8227, loss_cls: 1.7458, loss: 1.7458, grad_norm: 2.0054 2021-06-05 23:32:50,584 - mmaction - INFO - Epoch [13][100/150] lr: 9.065e-02, eta: 7:44:58, time: 0.674, data_time: 0.001, memory: 5821, top1_acc: 0.5180, top5_acc: 0.8258, loss_cls: 1.7678, loss: 1.7678, grad_norm: 2.0251 2021-06-05 23:33:04,193 - mmaction - INFO - Epoch [13][120/150] lr: 9.046e-02, eta: 7:39:50, time: 0.680, data_time: 0.001, memory: 5821, top1_acc: 0.5695, top5_acc: 0.8242, loss_cls: 1.6383, loss: 1.6383, grad_norm: 1.9833 2021-06-05 23:33:19,161 - mmaction - INFO - Epoch [13][140/150] lr: 9.027e-02, eta: 7:34:53, time: 0.749, data_time: 0.001, memory: 5821, top1_acc: 0.5430, top5_acc: 0.8375, loss_cls: 1.6673, loss: 1.6673, grad_norm: 2.0611 2021-06-05 23:33:28,497 - mmaction - INFO - Saving checkpoint at 13 epochs 2021-06-05 23:40:48,653 - mmaction - INFO - Epoch [14][20/150] lr: 8.997e-02, eta: 7:54:32, time: 21.944, data_time: 21.172, memory: 5821, top1_acc: 0.5563, top5_acc: 0.8234, loss_cls: 1.6373, loss: 1.6373, grad_norm: 1.9469 2021-06-05 23:41:01,779 - mmaction - INFO - Epoch [14][40/150] lr: 8.978e-02, eta: 7:49:23, time: 0.658, data_time: 0.003, memory: 5821, top1_acc: 0.5625, top5_acc: 0.8500, loss_cls: 1.5656, loss: 1.5656, grad_norm: 2.0200 2021-06-05 23:41:14,960 - mmaction - INFO - Epoch [14][60/150] lr: 8.958e-02, eta: 7:44:19, time: 0.659, data_time: 0.001, memory: 5821, top1_acc: 0.5945, top5_acc: 0.8367, loss_cls: 1.5340, loss: 1.5340, grad_norm: 1.9469 2021-06-05 23:41:28,188 - mmaction - INFO - Epoch [14][80/150] lr: 8.938e-02, eta: 7:39:21, time: 0.662, data_time: 0.001, memory: 5821, top1_acc: 0.5695, top5_acc: 0.8266, loss_cls: 1.6228, loss: 1.6228, grad_norm: 2.0073 2021-06-05 23:41:41,665 - mmaction - INFO - Epoch [14][100/150] lr: 8.917e-02, eta: 7:34:30, time: 0.674, data_time: 0.001, memory: 5821, top1_acc: 0.5742, top5_acc: 0.8555, loss_cls: 1.5401, loss: 1.5401, grad_norm: 1.9534 2021-06-05 23:41:55,225 - mmaction - INFO - Epoch [14][120/150] lr: 8.897e-02, eta: 7:29:44, time: 0.678, data_time: 0.001, memory: 5821, top1_acc: 0.5781, top5_acc: 0.8438, loss_cls: 1.5753, loss: 1.5753, grad_norm: 2.1041 2021-06-05 23:42:08,852 - mmaction - INFO - Epoch [14][140/150] lr: 8.876e-02, eta: 7:25:04, time: 0.681, data_time: 0.001, memory: 5821, top1_acc: 0.5836, top5_acc: 0.8539, loss_cls: 1.5257, loss: 1.5257, grad_norm: 1.9219 2021-06-05 23:42:20,309 - mmaction - INFO - Saving checkpoint at 14 epochs 2021-06-05 23:49:41,711 - mmaction - INFO - Epoch [15][20/150] lr: 8.845e-02, eta: 7:42:54, time: 22.006, data_time: 21.233, memory: 5821, top1_acc: 0.5836, top5_acc: 0.8531, loss_cls: 1.5607, loss: 1.5607, grad_norm: 2.0158 2021-06-05 23:49:54,832 - mmaction - INFO - Epoch [15][40/150] lr: 8.824e-02, eta: 7:38:06, time: 0.658, data_time: 0.003, memory: 5821, top1_acc: 0.5938, top5_acc: 0.8469, loss_cls: 1.4969, loss: 1.4969, grad_norm: 1.9669 2021-06-05 23:50:07,986 - mmaction - INFO - Epoch [15][60/150] lr: 8.803e-02, eta: 7:33:24, time: 0.658, data_time: 0.001, memory: 5821, top1_acc: 0.6062, top5_acc: 0.8586, loss_cls: 1.4826, loss: 1.4826, grad_norm: 2.1024 2021-06-05 23:50:21,258 - mmaction - INFO - Epoch [15][80/150] lr: 8.782e-02, eta: 7:28:47, time: 0.664, data_time: 0.001, memory: 5821, top1_acc: 0.5977, top5_acc: 0.8562, loss_cls: 1.5118, loss: 1.5118, grad_norm: 1.9241 2021-06-05 23:50:34,785 - mmaction - INFO - Epoch [15][100/150] lr: 8.760e-02, eta: 7:24:16, time: 0.676, data_time: 0.001, memory: 5821, top1_acc: 0.5719, top5_acc: 0.8477, loss_cls: 1.5534, loss: 1.5534, grad_norm: 1.9902 2021-06-05 23:50:48,374 - mmaction - INFO - Epoch [15][120/150] lr: 8.739e-02, eta: 7:19:50, time: 0.679, data_time: 0.001, memory: 5821, top1_acc: 0.6180, top5_acc: 0.8609, loss_cls: 1.4634, loss: 1.4634, grad_norm: 1.9710 2021-06-05 23:51:02,723 - mmaction - INFO - Epoch [15][140/150] lr: 8.717e-02, eta: 7:15:30, time: 0.717, data_time: 0.001, memory: 5821, top1_acc: 0.5922, top5_acc: 0.8578, loss_cls: 1.4949, loss: 1.4949, grad_norm: 2.0795 2021-06-05 23:51:14,633 - mmaction - INFO - Saving checkpoint at 15 epochs 2021-06-05 23:58:49,013 - mmaction - INFO - Epoch [16][20/150] lr: 8.684e-02, eta: 7:32:23, time: 22.655, data_time: 21.877, memory: 5821, top1_acc: 0.6148, top5_acc: 0.8648, loss_cls: 1.4307, loss: 1.4307, grad_norm: 2.0009 2021-06-05 23:59:02,165 - mmaction - INFO - Epoch [16][40/150] lr: 8.662e-02, eta: 7:27:54, time: 0.659, data_time: 0.003, memory: 5821, top1_acc: 0.6031, top5_acc: 0.8625, loss_cls: 1.4837, loss: 1.4837, grad_norm: 2.0227 2021-06-05 23:59:15,339 - mmaction - INFO - Epoch [16][60/150] lr: 8.639e-02, eta: 7:23:30, time: 0.659, data_time: 0.001, memory: 5821, top1_acc: 0.6320, top5_acc: 0.8797, loss_cls: 1.3491, loss: 1.3491, grad_norm: 1.9475 2021-06-05 23:59:28,584 - mmaction - INFO - Epoch [16][80/150] lr: 8.617e-02, eta: 7:19:11, time: 0.662, data_time: 0.001, memory: 5821, top1_acc: 0.6297, top5_acc: 0.8812, loss_cls: 1.3359, loss: 1.3359, grad_norm: 1.9851 2021-06-05 23:59:41,943 - mmaction - INFO - Epoch [16][100/150] lr: 8.594e-02, eta: 7:14:56, time: 0.668, data_time: 0.001, memory: 5821, top1_acc: 0.6156, top5_acc: 0.8828, loss_cls: 1.3941, loss: 1.3941, grad_norm: 2.0697 2021-06-05 23:59:55,644 - mmaction - INFO - Epoch [16][120/150] lr: 8.571e-02, eta: 7:10:46, time: 0.685, data_time: 0.001, memory: 5821, top1_acc: 0.6188, top5_acc: 0.8594, loss_cls: 1.4356, loss: 1.4356, grad_norm: 1.8951 2021-06-06 00:00:16,771 - mmaction - INFO - Epoch [16][140/150] lr: 8.548e-02, eta: 7:07:02, time: 1.051, data_time: 0.014, memory: 5821, top1_acc: 0.6266, top5_acc: 0.8680, loss_cls: 1.3493, loss: 1.3493, grad_norm: 2.0080 2021-06-06 00:00:29,728 - mmaction - INFO - Saving checkpoint at 16 epochs 2021-06-06 00:08:06,904 - mmaction - INFO - Epoch [17][20/150] lr: 8.513e-02, eta: 7:22:32, time: 22.793, data_time: 22.018, memory: 5821, top1_acc: 0.6156, top5_acc: 0.8812, loss_cls: 1.3609, loss: 1.3609, grad_norm: 1.9872 2021-06-06 00:08:20,023 - mmaction - INFO - Epoch [17][40/150] lr: 8.490e-02, eta: 7:18:20, time: 0.658, data_time: 0.003, memory: 5821, top1_acc: 0.6234, top5_acc: 0.8625, loss_cls: 1.4233, loss: 1.4233, grad_norm: 2.0233 2021-06-06 00:08:33,174 - mmaction - INFO - Epoch [17][60/150] lr: 8.467e-02, eta: 7:14:11, time: 0.658, data_time: 0.001, memory: 5821, top1_acc: 0.6391, top5_acc: 0.8766, loss_cls: 1.3275, loss: 1.3275, grad_norm: 1.9858 2021-06-06 00:08:46,402 - mmaction - INFO - Epoch [17][80/150] lr: 8.443e-02, eta: 7:10:07, time: 0.661, data_time: 0.001, memory: 5821, top1_acc: 0.6172, top5_acc: 0.8797, loss_cls: 1.3571, loss: 1.3571, grad_norm: 2.0880 2021-06-06 00:08:59,923 - mmaction - INFO - Epoch [17][100/150] lr: 8.419e-02, eta: 7:06:07, time: 0.676, data_time: 0.001, memory: 5821, top1_acc: 0.6125, top5_acc: 0.8797, loss_cls: 1.3615, loss: 1.3615, grad_norm: 2.0721 2021-06-06 00:09:13,445 - mmaction - INFO - Epoch [17][120/150] lr: 8.395e-02, eta: 7:02:10, time: 0.676, data_time: 0.001, memory: 5821, top1_acc: 0.6281, top5_acc: 0.8711, loss_cls: 1.3834, loss: 1.3834, grad_norm: 2.0185 2021-06-06 00:09:28,938 - mmaction - INFO - Epoch [17][140/150] lr: 8.371e-02, eta: 6:58:23, time: 0.775, data_time: 0.001, memory: 5821, top1_acc: 0.6234, top5_acc: 0.8711, loss_cls: 1.3638, loss: 1.3638, grad_norm: 2.0628 2021-06-06 00:09:40,134 - mmaction - INFO - Saving checkpoint at 17 epochs 2021-06-06 00:17:16,816 - mmaction - INFO - Epoch [18][20/150] lr: 8.335e-02, eta: 7:12:30, time: 22.771, data_time: 21.992, memory: 5821, top1_acc: 0.6398, top5_acc: 0.8891, loss_cls: 1.3029, loss: 1.3029, grad_norm: 1.9077 2021-06-06 00:17:29,950 - mmaction - INFO - Epoch [18][40/150] lr: 8.310e-02, eta: 7:08:32, time: 0.658, data_time: 0.003, memory: 5821, top1_acc: 0.6531, top5_acc: 0.8859, loss_cls: 1.2995, loss: 1.2995, grad_norm: 1.9096 2021-06-06 00:17:43,111 - mmaction - INFO - Epoch [18][60/150] lr: 8.286e-02, eta: 7:04:38, time: 0.658, data_time: 0.001, memory: 5821, top1_acc: 0.6555, top5_acc: 0.8852, loss_cls: 1.2584, loss: 1.2584, grad_norm: 1.9602 2021-06-06 00:17:56,302 - mmaction - INFO - Epoch [18][80/150] lr: 8.261e-02, eta: 7:00:46, time: 0.660, data_time: 0.001, memory: 5821, top1_acc: 0.6680, top5_acc: 0.9039, loss_cls: 1.1791, loss: 1.1791, grad_norm: 1.9752 2021-06-06 00:18:09,811 - mmaction - INFO - Epoch [18][100/150] lr: 8.236e-02, eta: 6:56:59, time: 0.675, data_time: 0.001, memory: 5821, top1_acc: 0.6633, top5_acc: 0.8984, loss_cls: 1.2198, loss: 1.2198, grad_norm: 2.0629 2021-06-06 00:18:24,216 - mmaction - INFO - Epoch [18][120/150] lr: 8.211e-02, eta: 6:53:18, time: 0.720, data_time: 0.001, memory: 5821, top1_acc: 0.6445, top5_acc: 0.8758, loss_cls: 1.3704, loss: 1.3704, grad_norm: 2.0046 2021-06-06 00:18:39,195 - mmaction - INFO - Epoch [18][140/150] lr: 8.186e-02, eta: 6:49:41, time: 0.749, data_time: 0.001, memory: 5821, top1_acc: 0.6750, top5_acc: 0.8852, loss_cls: 1.2131, loss: 1.2131, grad_norm: 1.9783 2021-06-06 00:18:51,008 - mmaction - INFO - Saving checkpoint at 18 epochs 2021-06-06 00:25:57,370 - mmaction - INFO - Epoch [19][20/150] lr: 8.148e-02, eta: 7:01:20, time: 21.254, data_time: 20.498, memory: 5821, top1_acc: 0.6305, top5_acc: 0.8875, loss_cls: 1.3085, loss: 1.3085, grad_norm: 2.0629 2021-06-06 00:26:10,511 - mmaction - INFO - Epoch [19][40/150] lr: 8.122e-02, eta: 6:57:35, time: 0.659, data_time: 0.003, memory: 5821, top1_acc: 0.6695, top5_acc: 0.8953, loss_cls: 1.2137, loss: 1.2137, grad_norm: 2.0348 2021-06-06 00:26:23,672 - mmaction - INFO - Epoch [19][60/150] lr: 8.097e-02, eta: 6:53:54, time: 0.658, data_time: 0.001, memory: 5821, top1_acc: 0.6797, top5_acc: 0.8953, loss_cls: 1.1651, loss: 1.1651, grad_norm: 1.9650 2021-06-06 00:26:36,856 - mmaction - INFO - Epoch [19][80/150] lr: 8.071e-02, eta: 6:50:15, time: 0.659, data_time: 0.001, memory: 5821, top1_acc: 0.6656, top5_acc: 0.8977, loss_cls: 1.1791, loss: 1.1791, grad_norm: 2.0179 2021-06-06 00:26:50,384 - mmaction - INFO - Epoch [19][100/150] lr: 8.045e-02, eta: 6:46:41, time: 0.676, data_time: 0.001, memory: 5821, top1_acc: 0.6547, top5_acc: 0.8898, loss_cls: 1.2460, loss: 1.2460, grad_norm: 2.1313 2021-06-06 00:27:04,032 - mmaction - INFO - Epoch [19][120/150] lr: 8.019e-02, eta: 6:43:09, time: 0.682, data_time: 0.001, memory: 5821, top1_acc: 0.6820, top5_acc: 0.8992, loss_cls: 1.1799, loss: 1.1799, grad_norm: 2.0074 2021-06-06 00:27:18,513 - mmaction - INFO - Epoch [19][140/150] lr: 7.993e-02, eta: 6:39:42, time: 0.724, data_time: 0.001, memory: 5821, top1_acc: 0.6641, top5_acc: 0.8922, loss_cls: 1.2315, loss: 1.2315, grad_norm: 2.0194 2021-06-06 00:27:27,889 - mmaction - INFO - Saving checkpoint at 19 epochs 2021-06-06 00:34:54,371 - mmaction - INFO - Epoch [20][20/150] lr: 7.953e-02, eta: 6:51:10, time: 22.260, data_time: 21.488, memory: 5821, top1_acc: 0.6727, top5_acc: 0.8977, loss_cls: 1.1925, loss: 1.1925, grad_norm: 1.9758 2021-06-06 00:35:07,510 - mmaction - INFO - Epoch [20][40/150] lr: 7.927e-02, eta: 6:47:37, time: 0.658, data_time: 0.003, memory: 5821, top1_acc: 0.6961, top5_acc: 0.9070, loss_cls: 1.1546, loss: 1.1546, grad_norm: 1.9786 2021-06-06 00:35:20,681 - mmaction - INFO - Epoch [20][60/150] lr: 7.900e-02, eta: 6:44:07, time: 0.659, data_time: 0.001, memory: 5821, top1_acc: 0.6789, top5_acc: 0.9070, loss_cls: 1.1371, loss: 1.1371, grad_norm: 2.0419 2021-06-06 00:35:33,965 - mmaction - INFO - Epoch [20][80/150] lr: 7.874e-02, eta: 6:40:40, time: 0.664, data_time: 0.001, memory: 5821, top1_acc: 0.6555, top5_acc: 0.8961, loss_cls: 1.2217, loss: 1.2217, grad_norm: 2.0107 2021-06-06 00:35:47,456 - mmaction - INFO - Epoch [20][100/150] lr: 7.847e-02, eta: 6:37:16, time: 0.675, data_time: 0.001, memory: 5821, top1_acc: 0.6883, top5_acc: 0.9055, loss_cls: 1.1212, loss: 1.1212, grad_norm: 2.0008 2021-06-06 00:36:01,110 - mmaction - INFO - Epoch [20][120/150] lr: 7.820e-02, eta: 6:33:54, time: 0.683, data_time: 0.001, memory: 5821, top1_acc: 0.6883, top5_acc: 0.9000, loss_cls: 1.1177, loss: 1.1177, grad_norm: 1.9660 2021-06-06 00:36:14,879 - mmaction - INFO - Epoch [20][140/150] lr: 7.793e-02, eta: 6:30:36, time: 0.688, data_time: 0.001, memory: 5821, top1_acc: 0.7078, top5_acc: 0.9039, loss_cls: 1.1044, loss: 1.1044, grad_norm: 2.0255 2021-06-06 00:36:26,782 - mmaction - INFO - Saving checkpoint at 20 epochs 2021-06-06 00:43:27,454 - mmaction - INFO - Epoch [21][20/150] lr: 7.752e-02, eta: 6:40:12, time: 20.970, data_time: 20.221, memory: 5821, top1_acc: 0.6875, top5_acc: 0.9141, loss_cls: 1.0880, loss: 1.0880, grad_norm: 1.9194 2021-06-06 00:43:40,683 - mmaction - INFO - Epoch [21][40/150] lr: 7.725e-02, eta: 6:36:50, time: 0.663, data_time: 0.006, memory: 5821, top1_acc: 0.7063, top5_acc: 0.9094, loss_cls: 1.0826, loss: 1.0826, grad_norm: 2.0048 2021-06-06 00:43:53,835 - mmaction - INFO - Epoch [21][60/150] lr: 7.697e-02, eta: 6:33:30, time: 0.658, data_time: 0.001, memory: 5821, top1_acc: 0.6969, top5_acc: 0.8977, loss_cls: 1.1073, loss: 1.1073, grad_norm: 1.9918 2021-06-06 00:44:07,091 - mmaction - INFO - Epoch [21][80/150] lr: 7.669e-02, eta: 6:30:13, time: 0.663, data_time: 0.001, memory: 5821, top1_acc: 0.7188, top5_acc: 0.9156, loss_cls: 1.0452, loss: 1.0452, grad_norm: 1.9997 2021-06-06 00:44:20,596 - mmaction - INFO - Epoch [21][100/150] lr: 7.642e-02, eta: 6:26:59, time: 0.676, data_time: 0.001, memory: 5821, top1_acc: 0.7133, top5_acc: 0.9031, loss_cls: 1.1042, loss: 1.1042, grad_norm: 2.0079 2021-06-06 00:44:34,147 - mmaction - INFO - Epoch [21][120/150] lr: 7.614e-02, eta: 6:23:47, time: 0.677, data_time: 0.001, memory: 5821, top1_acc: 0.6961, top5_acc: 0.9047, loss_cls: 1.0739, loss: 1.0739, grad_norm: 2.0500 2021-06-06 00:44:47,819 - mmaction - INFO - Epoch [21][140/150] lr: 7.586e-02, eta: 6:20:38, time: 0.684, data_time: 0.001, memory: 5821, top1_acc: 0.7234, top5_acc: 0.9187, loss_cls: 1.0006, loss: 1.0006, grad_norm: 1.9669 2021-06-06 00:44:56,901 - mmaction - INFO - Saving checkpoint at 21 epochs 2021-06-06 00:52:23,850 - mmaction - INFO - Epoch [22][20/150] lr: 7.544e-02, eta: 6:30:21, time: 22.285, data_time: 21.513, memory: 5821, top1_acc: 0.6961, top5_acc: 0.9187, loss_cls: 1.0415, loss: 1.0415, grad_norm: 2.0141 2021-06-06 00:52:37,006 - mmaction - INFO - Epoch [22][40/150] lr: 7.516e-02, eta: 6:27:08, time: 0.659, data_time: 0.003, memory: 5821, top1_acc: 0.7078, top5_acc: 0.9141, loss_cls: 1.0440, loss: 1.0440, grad_norm: 2.0554 2021-06-06 00:52:50,240 - mmaction - INFO - Epoch [22][60/150] lr: 7.487e-02, eta: 6:23:58, time: 0.662, data_time: 0.001, memory: 5821, top1_acc: 0.7117, top5_acc: 0.9211, loss_cls: 1.0380, loss: 1.0380, grad_norm: 2.0607 2021-06-06 00:53:03,499 - mmaction - INFO - Epoch [22][80/150] lr: 7.459e-02, eta: 6:20:50, time: 0.663, data_time: 0.001, memory: 5821, top1_acc: 0.7156, top5_acc: 0.9133, loss_cls: 1.0437, loss: 1.0437, grad_norm: 2.0498 2021-06-06 00:53:16,873 - mmaction - INFO - Epoch [22][100/150] lr: 7.430e-02, eta: 6:17:44, time: 0.669, data_time: 0.001, memory: 5821, top1_acc: 0.6961, top5_acc: 0.9219, loss_cls: 1.0855, loss: 1.0855, grad_norm: 2.0199 2021-06-06 00:53:30,479 - mmaction - INFO - Epoch [22][120/150] lr: 7.402e-02, eta: 6:14:41, time: 0.680, data_time: 0.001, memory: 5821, top1_acc: 0.6992, top5_acc: 0.8977, loss_cls: 1.0905, loss: 1.0905, grad_norm: 2.0408 2021-06-06 00:53:45,186 - mmaction - INFO - Epoch [22][140/150] lr: 7.373e-02, eta: 6:11:42, time: 0.735, data_time: 0.001, memory: 5821, top1_acc: 0.7195, top5_acc: 0.9133, loss_cls: 1.0285, loss: 1.0285, grad_norm: 1.9950 2021-06-06 00:53:56,401 - mmaction - INFO - Saving checkpoint at 22 epochs 2021-06-06 01:01:32,130 - mmaction - INFO - Epoch [23][20/150] lr: 7.330e-02, eta: 6:20:55, time: 22.723, data_time: 21.946, memory: 5821, top1_acc: 0.7203, top5_acc: 0.9148, loss_cls: 1.0226, loss: 1.0226, grad_norm: 1.9645 2021-06-06 01:01:45,265 - mmaction - INFO - Epoch [23][40/150] lr: 7.301e-02, eta: 6:17:50, time: 0.659, data_time: 0.003, memory: 5821, top1_acc: 0.7484, top5_acc: 0.9203, loss_cls: 0.9683, loss: 0.9683, grad_norm: 1.9828 2021-06-06 01:01:58,429 - mmaction - INFO - Epoch [23][60/150] lr: 7.271e-02, eta: 6:14:48, time: 0.658, data_time: 0.001, memory: 5821, top1_acc: 0.7148, top5_acc: 0.9164, loss_cls: 1.0308, loss: 1.0308, grad_norm: 1.9938 2021-06-06 01:02:11,701 - mmaction - INFO - Epoch [23][80/150] lr: 7.242e-02, eta: 6:11:47, time: 0.664, data_time: 0.001, memory: 5821, top1_acc: 0.7422, top5_acc: 0.9266, loss_cls: 0.9472, loss: 0.9472, grad_norm: 1.9955 2021-06-06 01:02:25,185 - mmaction - INFO - Epoch [23][100/150] lr: 7.213e-02, eta: 6:08:49, time: 0.674, data_time: 0.001, memory: 5821, top1_acc: 0.7398, top5_acc: 0.9281, loss_cls: 0.9601, loss: 0.9601, grad_norm: 1.9671 2021-06-06 01:02:38,771 - mmaction - INFO - Epoch [23][120/150] lr: 7.184e-02, eta: 6:05:54, time: 0.679, data_time: 0.001, memory: 5821, top1_acc: 0.7359, top5_acc: 0.9289, loss_cls: 0.9539, loss: 0.9539, grad_norm: 2.0058 2021-06-06 01:02:52,707 - mmaction - INFO - Epoch [23][140/150] lr: 7.154e-02, eta: 6:03:00, time: 0.697, data_time: 0.001, memory: 5821, top1_acc: 0.7477, top5_acc: 0.9352, loss_cls: 0.9183, loss: 0.9183, grad_norm: 1.9355 2021-06-06 01:03:03,845 - mmaction - INFO - Saving checkpoint at 23 epochs 2021-06-06 01:10:31,462 - mmaction - INFO - Epoch [24][20/150] lr: 7.110e-02, eta: 6:11:15, time: 22.318, data_time: 21.542, memory: 5821, top1_acc: 0.7453, top5_acc: 0.9094, loss_cls: 0.9463, loss: 0.9463, grad_norm: 1.9252 2021-06-06 01:10:44,579 - mmaction - INFO - Epoch [24][40/150] lr: 7.080e-02, eta: 6:08:18, time: 0.657, data_time: 0.002, memory: 5821, top1_acc: 0.7523, top5_acc: 0.9219, loss_cls: 0.9300, loss: 0.9300, grad_norm: 1.9299 2021-06-06 01:10:57,735 - mmaction - INFO - Epoch [24][60/150] lr: 7.050e-02, eta: 6:05:23, time: 0.658, data_time: 0.001, memory: 5821, top1_acc: 0.7500, top5_acc: 0.9359, loss_cls: 0.9150, loss: 0.9150, grad_norm: 2.0088 2021-06-06 01:11:10,964 - mmaction - INFO - Epoch [24][80/150] lr: 7.020e-02, eta: 6:02:30, time: 0.661, data_time: 0.001, memory: 5821, top1_acc: 0.7336, top5_acc: 0.9383, loss_cls: 0.9496, loss: 0.9496, grad_norm: 2.0644 2021-06-06 01:11:24,440 - mmaction - INFO - Epoch [24][100/150] lr: 6.990e-02, eta: 5:59:39, time: 0.674, data_time: 0.001, memory: 5821, top1_acc: 0.7484, top5_acc: 0.9234, loss_cls: 0.9388, loss: 0.9388, grad_norm: 2.0149 2021-06-06 01:11:37,944 - mmaction - INFO - Epoch [24][120/150] lr: 6.960e-02, eta: 5:56:50, time: 0.675, data_time: 0.001, memory: 5821, top1_acc: 0.7438, top5_acc: 0.9250, loss_cls: 0.9200, loss: 0.9200, grad_norm: 1.9182 2021-06-06 01:11:52,531 - mmaction - INFO - Epoch [24][140/150] lr: 6.930e-02, eta: 5:54:05, time: 0.729, data_time: 0.001, memory: 5821, top1_acc: 0.7445, top5_acc: 0.9320, loss_cls: 0.8722, loss: 0.8722, grad_norm: 1.9928 2021-06-06 01:12:03,656 - mmaction - INFO - Saving checkpoint at 24 epochs 2021-06-06 01:19:40,688 - mmaction - INFO - Epoch [25][20/150] lr: 6.885e-02, eta: 6:01:56, time: 22.786, data_time: 22.003, memory: 5821, top1_acc: 0.7156, top5_acc: 0.9141, loss_cls: 1.0643, loss: 1.0643, grad_norm: 2.0885 2021-06-06 01:19:53,819 - mmaction - INFO - Epoch [25][40/150] lr: 6.854e-02, eta: 5:59:07, time: 0.660, data_time: 0.005, memory: 5821, top1_acc: 0.7219, top5_acc: 0.9195, loss_cls: 1.0195, loss: 1.0195, grad_norm: 2.1041 2021-06-06 01:20:08,162 - mmaction - INFO - Epoch [25][60/150] lr: 6.824e-02, eta: 5:56:20, time: 0.715, data_time: 0.012, memory: 5821, top1_acc: 0.7367, top5_acc: 0.9211, loss_cls: 0.9496, loss: 0.9496, grad_norm: 2.1131 2021-06-06 01:20:21,541 - mmaction - INFO - Epoch [25][80/150] lr: 6.793e-02, eta: 5:53:34, time: 0.671, data_time: 0.007, memory: 5821, top1_acc: 0.7555, top5_acc: 0.9305, loss_cls: 0.8839, loss: 0.8839, grad_norm: 2.0006 2021-06-06 01:20:35,022 - mmaction - INFO - Epoch [25][100/150] lr: 6.763e-02, eta: 5:50:49, time: 0.674, data_time: 0.001, memory: 5821, top1_acc: 0.7508, top5_acc: 0.9391, loss_cls: 0.8632, loss: 0.8632, grad_norm: 1.9333 2021-06-06 01:20:48,660 - mmaction - INFO - Epoch [25][120/150] lr: 6.732e-02, eta: 5:48:07, time: 0.682, data_time: 0.001, memory: 5821, top1_acc: 0.7453, top5_acc: 0.9313, loss_cls: 0.8815, loss: 0.8815, grad_norm: 2.0553 2021-06-06 01:21:03,413 - mmaction - INFO - Epoch [25][140/150] lr: 6.701e-02, eta: 5:45:28, time: 0.738, data_time: 0.001, memory: 5821, top1_acc: 0.7578, top5_acc: 0.9242, loss_cls: 0.9090, loss: 0.9090, grad_norm: 1.9722 2021-06-06 01:21:15,032 - mmaction - INFO - Saving checkpoint at 25 epochs 2021-06-06 01:28:37,983 - mmaction - INFO - Epoch [26][20/150] lr: 6.655e-02, eta: 5:52:20, time: 22.083, data_time: 21.325, memory: 5821, top1_acc: 0.7492, top5_acc: 0.9383, loss_cls: 0.8712, loss: 0.8712, grad_norm: 1.9208 2021-06-06 01:28:51,108 - mmaction - INFO - Epoch [26][40/150] lr: 6.624e-02, eta: 5:49:37, time: 0.658, data_time: 0.003, memory: 5821, top1_acc: 0.7656, top5_acc: 0.9461, loss_cls: 0.8224, loss: 0.8224, grad_norm: 1.9507 2021-06-06 01:29:04,261 - mmaction - INFO - Epoch [26][60/150] lr: 6.593e-02, eta: 5:46:55, time: 0.658, data_time: 0.001, memory: 5821, top1_acc: 0.7656, top5_acc: 0.9406, loss_cls: 0.8248, loss: 0.8248, grad_norm: 1.9694 2021-06-06 01:29:17,474 - mmaction - INFO - Epoch [26][80/150] lr: 6.562e-02, eta: 5:44:15, time: 0.660, data_time: 0.001, memory: 5821, top1_acc: 0.7570, top5_acc: 0.9375, loss_cls: 0.8671, loss: 0.8671, grad_norm: 2.0364 2021-06-06 01:29:30,912 - mmaction - INFO - Epoch [26][100/150] lr: 6.531e-02, eta: 5:41:36, time: 0.672, data_time: 0.001, memory: 5821, top1_acc: 0.7648, top5_acc: 0.9320, loss_cls: 0.8652, loss: 0.8652, grad_norm: 1.9842 2021-06-06 01:29:44,362 - mmaction - INFO - Epoch [26][120/150] lr: 6.500e-02, eta: 5:38:59, time: 0.672, data_time: 0.001, memory: 5821, top1_acc: 0.7688, top5_acc: 0.9500, loss_cls: 0.7765, loss: 0.7765, grad_norm: 1.9327 2021-06-06 01:29:58,048 - mmaction - INFO - Epoch [26][140/150] lr: 6.469e-02, eta: 5:36:24, time: 0.684, data_time: 0.001, memory: 5821, top1_acc: 0.7891, top5_acc: 0.9445, loss_cls: 0.7732, loss: 0.7732, grad_norm: 1.8647 2021-06-06 01:30:08,088 - mmaction - INFO - Saving checkpoint at 26 epochs 2021-06-06 01:37:43,355 - mmaction - INFO - Epoch [27][20/150] lr: 6.422e-02, eta: 5:43:02, time: 22.700, data_time: 21.934, memory: 5821, top1_acc: 0.7625, top5_acc: 0.9266, loss_cls: 0.8875, loss: 0.8875, grad_norm: 2.1137 2021-06-06 01:37:56,496 - mmaction - INFO - Epoch [27][40/150] lr: 6.390e-02, eta: 5:40:25, time: 0.659, data_time: 0.003, memory: 5821, top1_acc: 0.7797, top5_acc: 0.9391, loss_cls: 0.8163, loss: 0.8163, grad_norm: 1.8605 2021-06-06 01:38:09,657 - mmaction - INFO - Epoch [27][60/150] lr: 6.359e-02, eta: 5:37:48, time: 0.658, data_time: 0.001, memory: 5821, top1_acc: 0.7672, top5_acc: 0.9383, loss_cls: 0.8232, loss: 0.8232, grad_norm: 1.9374 2021-06-06 01:38:22,905 - mmaction - INFO - Epoch [27][80/150] lr: 6.327e-02, eta: 5:35:14, time: 0.662, data_time: 0.001, memory: 5821, top1_acc: 0.7586, top5_acc: 0.9469, loss_cls: 0.8211, loss: 0.8211, grad_norm: 1.9584 2021-06-06 01:38:36,405 - mmaction - INFO - Epoch [27][100/150] lr: 6.296e-02, eta: 5:32:41, time: 0.675, data_time: 0.001, memory: 5821, top1_acc: 0.7961, top5_acc: 0.9437, loss_cls: 0.7360, loss: 0.7360, grad_norm: 1.9602 2021-06-06 01:38:49,992 - mmaction - INFO - Epoch [27][120/150] lr: 6.264e-02, eta: 5:30:09, time: 0.679, data_time: 0.001, memory: 5821, top1_acc: 0.7883, top5_acc: 0.9328, loss_cls: 0.7875, loss: 0.7875, grad_norm: 1.8995 2021-06-06 01:39:03,802 - mmaction - INFO - Epoch [27][140/150] lr: 6.232e-02, eta: 5:27:40, time: 0.690, data_time: 0.001, memory: 5821, top1_acc: 0.7758, top5_acc: 0.9352, loss_cls: 0.8198, loss: 0.8198, grad_norm: 1.9638 2021-06-06 01:39:15,385 - mmaction - INFO - Saving checkpoint at 27 epochs 2021-06-06 01:46:38,003 - mmaction - INFO - Epoch [28][20/150] lr: 6.185e-02, eta: 5:33:29, time: 22.067, data_time: 21.376, memory: 5821, top1_acc: 0.7773, top5_acc: 0.9422, loss_cls: 0.8345, loss: 0.8345, grad_norm: 1.9443 2021-06-06 01:46:51,131 - mmaction - INFO - Epoch [28][40/150] lr: 6.153e-02, eta: 5:30:57, time: 0.658, data_time: 0.003, memory: 5821, top1_acc: 0.7977, top5_acc: 0.9352, loss_cls: 0.7918, loss: 0.7918, grad_norm: 1.8396 2021-06-06 01:47:04,297 - mmaction - INFO - Epoch [28][60/150] lr: 6.121e-02, eta: 5:28:26, time: 0.658, data_time: 0.001, memory: 5821, top1_acc: 0.7922, top5_acc: 0.9547, loss_cls: 0.7241, loss: 0.7241, grad_norm: 1.9423 2021-06-06 01:47:17,476 - mmaction - INFO - Epoch [28][80/150] lr: 6.089e-02, eta: 5:25:57, time: 0.659, data_time: 0.001, memory: 5821, top1_acc: 0.7859, top5_acc: 0.9375, loss_cls: 0.7888, loss: 0.7888, grad_norm: 2.0273 2021-06-06 01:47:30,964 - mmaction - INFO - Epoch [28][100/150] lr: 6.057e-02, eta: 5:23:29, time: 0.674, data_time: 0.001, memory: 5821, top1_acc: 0.7797, top5_acc: 0.9461, loss_cls: 0.7768, loss: 0.7768, grad_norm: 2.0007 2021-06-06 01:47:44,551 - mmaction - INFO - Epoch [28][120/150] lr: 6.025e-02, eta: 5:21:03, time: 0.679, data_time: 0.001, memory: 5821, top1_acc: 0.7961, top5_acc: 0.9500, loss_cls: 0.7328, loss: 0.7328, grad_norm: 1.8841 2021-06-06 01:47:58,327 - mmaction - INFO - Epoch [28][140/150] lr: 5.993e-02, eta: 5:18:38, time: 0.689, data_time: 0.001, memory: 5821, top1_acc: 0.7922, top5_acc: 0.9516, loss_cls: 0.7367, loss: 0.7367, grad_norm: 1.9029 2021-06-06 01:48:09,613 - mmaction - INFO - Saving checkpoint at 28 epochs 2021-06-06 01:55:41,033 - mmaction - INFO - Epoch [29][20/150] lr: 5.945e-02, eta: 5:24:11, time: 22.507, data_time: 21.733, memory: 5821, top1_acc: 0.8000, top5_acc: 0.9422, loss_cls: 0.7558, loss: 0.7558, grad_norm: 2.0243 2021-06-06 01:55:54,155 - mmaction - INFO - Epoch [29][40/150] lr: 5.913e-02, eta: 5:21:44, time: 0.657, data_time: 0.003, memory: 5821, top1_acc: 0.7867, top5_acc: 0.9453, loss_cls: 0.7612, loss: 0.7612, grad_norm: 1.9919 2021-06-06 01:56:07,317 - mmaction - INFO - Epoch [29][60/150] lr: 5.881e-02, eta: 5:19:18, time: 0.658, data_time: 0.001, memory: 5821, top1_acc: 0.7992, top5_acc: 0.9516, loss_cls: 0.7276, loss: 0.7276, grad_norm: 1.9259 2021-06-06 01:56:20,642 - mmaction - INFO - Epoch [29][80/150] lr: 5.848e-02, eta: 5:16:53, time: 0.666, data_time: 0.001, memory: 5821, top1_acc: 0.7812, top5_acc: 0.9398, loss_cls: 0.7970, loss: 0.7970, grad_norm: 2.0001 2021-06-06 01:56:34,153 - mmaction - INFO - Epoch [29][100/150] lr: 5.816e-02, eta: 5:14:30, time: 0.676, data_time: 0.001, memory: 5821, top1_acc: 0.7836, top5_acc: 0.9414, loss_cls: 0.7935, loss: 0.7935, grad_norm: 2.0069 2021-06-06 01:56:47,763 - mmaction - INFO - Epoch [29][120/150] lr: 5.784e-02, eta: 5:12:09, time: 0.680, data_time: 0.001, memory: 5821, top1_acc: 0.7859, top5_acc: 0.9555, loss_cls: 0.7095, loss: 0.7095, grad_norm: 1.9534 2021-06-06 01:57:02,773 - mmaction - INFO - Epoch [29][140/150] lr: 5.751e-02, eta: 5:09:50, time: 0.751, data_time: 0.001, memory: 5821, top1_acc: 0.7930, top5_acc: 0.9563, loss_cls: 0.6969, loss: 0.6969, grad_norm: 1.9971 2021-06-06 01:57:14,147 - mmaction - INFO - Saving checkpoint at 29 epochs 2021-06-06 02:04:58,699 - mmaction - INFO - Epoch [30][20/150] lr: 5.703e-02, eta: 5:15:12, time: 23.163, data_time: 22.374, memory: 5821, top1_acc: 0.7844, top5_acc: 0.9563, loss_cls: 0.7351, loss: 0.7351, grad_norm: 1.9262 2021-06-06 02:05:11,863 - mmaction - INFO - Epoch [30][40/150] lr: 5.670e-02, eta: 5:12:49, time: 0.661, data_time: 0.004, memory: 5821, top1_acc: 0.8109, top5_acc: 0.9461, loss_cls: 0.6991, loss: 0.6991, grad_norm: 1.8764 2021-06-06 02:05:25,043 - mmaction - INFO - Epoch [30][60/150] lr: 5.638e-02, eta: 5:10:28, time: 0.659, data_time: 0.001, memory: 5821, top1_acc: 0.7961, top5_acc: 0.9492, loss_cls: 0.7241, loss: 0.7241, grad_norm: 1.9801 2021-06-06 02:05:38,264 - mmaction - INFO - Epoch [30][80/150] lr: 5.606e-02, eta: 5:08:08, time: 0.661, data_time: 0.001, memory: 5821, top1_acc: 0.8109, top5_acc: 0.9578, loss_cls: 0.6708, loss: 0.6708, grad_norm: 1.9808 2021-06-06 02:05:51,666 - mmaction - INFO - Epoch [30][100/150] lr: 5.573e-02, eta: 5:05:49, time: 0.670, data_time: 0.001, memory: 5821, top1_acc: 0.7906, top5_acc: 0.9398, loss_cls: 0.7525, loss: 0.7525, grad_norm: 2.0117 2021-06-06 02:06:05,311 - mmaction - INFO - Epoch [30][120/150] lr: 5.541e-02, eta: 5:03:32, time: 0.682, data_time: 0.001, memory: 5821, top1_acc: 0.7789, top5_acc: 0.9422, loss_cls: 0.7465, loss: 0.7465, grad_norm: 1.8929 2021-06-06 02:06:19,256 - mmaction - INFO - Epoch [30][140/150] lr: 5.508e-02, eta: 5:01:16, time: 0.697, data_time: 0.001, memory: 5821, top1_acc: 0.8375, top5_acc: 0.9508, loss_cls: 0.6526, loss: 0.6526, grad_norm: 1.8511 2021-06-06 02:06:30,899 - mmaction - INFO - Saving checkpoint at 30 epochs 2021-06-06 02:14:10,710 - mmaction - INFO - Epoch [31][20/150] lr: 5.459e-02, eta: 5:06:05, time: 22.923, data_time: 22.157, memory: 5821, top1_acc: 0.8133, top5_acc: 0.9531, loss_cls: 0.6641, loss: 0.6641, grad_norm: 1.8786 2021-06-06 02:14:23,837 - mmaction - INFO - Epoch [31][40/150] lr: 5.427e-02, eta: 5:03:47, time: 0.657, data_time: 0.002, memory: 5821, top1_acc: 0.8117, top5_acc: 0.9484, loss_cls: 0.7010, loss: 0.7010, grad_norm: 2.0742 2021-06-06 02:14:37,004 - mmaction - INFO - Epoch [31][60/150] lr: 5.394e-02, eta: 5:01:30, time: 0.658, data_time: 0.001, memory: 5821, top1_acc: 0.8125, top5_acc: 0.9609, loss_cls: 0.6432, loss: 0.6432, grad_norm: 1.9400 2021-06-06 02:14:50,209 - mmaction - INFO - Epoch [31][80/150] lr: 5.361e-02, eta: 4:59:14, time: 0.660, data_time: 0.001, memory: 5821, top1_acc: 0.8094, top5_acc: 0.9484, loss_cls: 0.6912, loss: 0.6912, grad_norm: 1.9417 2021-06-06 02:15:03,994 - mmaction - INFO - Epoch [31][100/150] lr: 5.329e-02, eta: 4:57:00, time: 0.688, data_time: 0.004, memory: 5821, top1_acc: 0.8336, top5_acc: 0.9508, loss_cls: 0.6458, loss: 0.6458, grad_norm: 1.8896 2021-06-06 02:15:17,688 - mmaction - INFO - Epoch [31][120/150] lr: 5.296e-02, eta: 4:54:46, time: 0.686, data_time: 0.004, memory: 5821, top1_acc: 0.8086, top5_acc: 0.9563, loss_cls: 0.6887, loss: 0.6887, grad_norm: 1.9789 2021-06-06 02:15:31,369 - mmaction - INFO - Epoch [31][140/150] lr: 5.263e-02, eta: 4:52:34, time: 0.684, data_time: 0.001, memory: 5821, top1_acc: 0.8055, top5_acc: 0.9484, loss_cls: 0.6663, loss: 0.6663, grad_norm: 2.0053 2021-06-06 02:15:42,996 - mmaction - INFO - Saving checkpoint at 31 epochs 2021-06-06 02:23:14,941 - mmaction - INFO - Epoch [32][20/150] lr: 5.214e-02, eta: 4:56:52, time: 22.533, data_time: 21.763, memory: 5821, top1_acc: 0.8164, top5_acc: 0.9547, loss_cls: 0.6814, loss: 0.6814, grad_norm: 1.9966 2021-06-06 02:23:28,092 - mmaction - INFO - Epoch [32][40/150] lr: 5.182e-02, eta: 4:54:37, time: 0.659, data_time: 0.003, memory: 5821, top1_acc: 0.8156, top5_acc: 0.9641, loss_cls: 0.6413, loss: 0.6413, grad_norm: 1.9976 2021-06-06 02:23:41,250 - mmaction - INFO - Epoch [32][60/150] lr: 5.149e-02, eta: 4:52:24, time: 0.658, data_time: 0.001, memory: 5821, top1_acc: 0.8039, top5_acc: 0.9508, loss_cls: 0.6745, loss: 0.6745, grad_norm: 2.0446 2021-06-06 02:23:54,473 - mmaction - INFO - Epoch [32][80/150] lr: 5.116e-02, eta: 4:50:12, time: 0.661, data_time: 0.001, memory: 5821, top1_acc: 0.8125, top5_acc: 0.9516, loss_cls: 0.7025, loss: 0.7025, grad_norm: 1.9459 2021-06-06 02:24:07,936 - mmaction - INFO - Epoch [32][100/150] lr: 5.083e-02, eta: 4:48:02, time: 0.673, data_time: 0.001, memory: 5821, top1_acc: 0.8250, top5_acc: 0.9492, loss_cls: 0.6276, loss: 0.6276, grad_norm: 1.8054 2021-06-06 02:24:21,469 - mmaction - INFO - Epoch [32][120/150] lr: 5.051e-02, eta: 4:45:52, time: 0.677, data_time: 0.001, memory: 5821, top1_acc: 0.8148, top5_acc: 0.9523, loss_cls: 0.6387, loss: 0.6387, grad_norm: 1.8298 2021-06-06 02:24:36,911 - mmaction - INFO - Epoch [32][140/150] lr: 5.018e-02, eta: 4:43:45, time: 0.772, data_time: 0.001, memory: 5821, top1_acc: 0.8219, top5_acc: 0.9578, loss_cls: 0.6088, loss: 0.6088, grad_norm: 1.9909 2021-06-06 02:24:48,132 - mmaction - INFO - Saving checkpoint at 32 epochs 2021-06-06 02:32:21,745 - mmaction - INFO - Epoch [33][20/150] lr: 4.969e-02, eta: 4:47:42, time: 22.617, data_time: 21.848, memory: 5821, top1_acc: 0.8117, top5_acc: 0.9609, loss_cls: 0.6067, loss: 0.6067, grad_norm: 1.9890 2021-06-06 02:32:34,863 - mmaction - INFO - Epoch [33][40/150] lr: 4.936e-02, eta: 4:45:32, time: 0.657, data_time: 0.002, memory: 5821, top1_acc: 0.8250, top5_acc: 0.9633, loss_cls: 0.6244, loss: 0.6244, grad_norm: 1.9824 2021-06-06 02:32:48,030 - mmaction - INFO - Epoch [33][60/150] lr: 4.903e-02, eta: 4:43:22, time: 0.658, data_time: 0.001, memory: 5821, top1_acc: 0.8148, top5_acc: 0.9563, loss_cls: 0.6375, loss: 0.6375, grad_norm: 2.0569 2021-06-06 02:33:01,247 - mmaction - INFO - Epoch [33][80/150] lr: 4.871e-02, eta: 4:41:14, time: 0.661, data_time: 0.001, memory: 5821, top1_acc: 0.8305, top5_acc: 0.9516, loss_cls: 0.6396, loss: 0.6396, grad_norm: 1.9317 2021-06-06 02:33:14,692 - mmaction - INFO - Epoch [33][100/150] lr: 4.838e-02, eta: 4:39:07, time: 0.672, data_time: 0.001, memory: 5821, top1_acc: 0.8422, top5_acc: 0.9695, loss_cls: 0.5671, loss: 0.5671, grad_norm: 1.9367 2021-06-06 02:33:28,370 - mmaction - INFO - Epoch [33][120/150] lr: 4.805e-02, eta: 4:37:01, time: 0.684, data_time: 0.001, memory: 5821, top1_acc: 0.8305, top5_acc: 0.9563, loss_cls: 0.6039, loss: 0.6039, grad_norm: 1.9301 2021-06-06 02:33:42,620 - mmaction - INFO - Epoch [33][140/150] lr: 4.773e-02, eta: 4:34:56, time: 0.713, data_time: 0.001, memory: 5821, top1_acc: 0.8227, top5_acc: 0.9484, loss_cls: 0.6470, loss: 0.6470, grad_norm: 2.0136 2021-06-06 02:33:53,710 - mmaction - INFO - Saving checkpoint at 33 epochs 2021-06-06 02:41:28,782 - mmaction - INFO - Epoch [34][20/150] lr: 4.724e-02, eta: 4:38:34, time: 22.689, data_time: 21.917, memory: 5821, top1_acc: 0.8305, top5_acc: 0.9602, loss_cls: 0.5937, loss: 0.5937, grad_norm: 1.9150 2021-06-06 02:41:41,900 - mmaction - INFO - Epoch [34][40/150] lr: 4.691e-02, eta: 4:36:27, time: 0.658, data_time: 0.003, memory: 5821, top1_acc: 0.8305, top5_acc: 0.9523, loss_cls: 0.6028, loss: 0.6028, grad_norm: 1.9363 2021-06-06 02:41:55,062 - mmaction - INFO - Epoch [34][60/150] lr: 4.658e-02, eta: 4:34:21, time: 0.658, data_time: 0.001, memory: 5821, top1_acc: 0.8383, top5_acc: 0.9625, loss_cls: 0.5787, loss: 0.5787, grad_norm: 1.9987 2021-06-06 02:42:08,296 - mmaction - INFO - Epoch [34][80/150] lr: 4.626e-02, eta: 4:32:16, time: 0.662, data_time: 0.001, memory: 5821, top1_acc: 0.8133, top5_acc: 0.9453, loss_cls: 0.6646, loss: 0.6646, grad_norm: 2.0267 2021-06-06 02:42:21,839 - mmaction - INFO - Epoch [34][100/150] lr: 4.593e-02, eta: 4:30:13, time: 0.677, data_time: 0.001, memory: 5821, top1_acc: 0.8398, top5_acc: 0.9523, loss_cls: 0.6325, loss: 0.6325, grad_norm: 1.8758 2021-06-06 02:42:35,426 - mmaction - INFO - Epoch [34][120/150] lr: 4.560e-02, eta: 4:28:10, time: 0.679, data_time: 0.001, memory: 5821, top1_acc: 0.8398, top5_acc: 0.9547, loss_cls: 0.5808, loss: 0.5808, grad_norm: 1.9221 2021-06-06 02:42:49,149 - mmaction - INFO - Epoch [34][140/150] lr: 4.528e-02, eta: 4:26:08, time: 0.686, data_time: 0.001, memory: 5821, top1_acc: 0.8453, top5_acc: 0.9609, loss_cls: 0.5628, loss: 0.5628, grad_norm: 1.8435 2021-06-06 02:43:01,166 - mmaction - INFO - Saving checkpoint at 34 epochs 2021-06-06 02:50:39,809 - mmaction - INFO - Epoch [35][20/150] lr: 4.479e-02, eta: 4:29:29, time: 22.868, data_time: 22.094, memory: 5821, top1_acc: 0.8617, top5_acc: 0.9664, loss_cls: 0.5029, loss: 0.5029, grad_norm: 1.8237 2021-06-06 02:50:52,951 - mmaction - INFO - Epoch [35][40/150] lr: 4.446e-02, eta: 4:27:26, time: 0.659, data_time: 0.003, memory: 5821, top1_acc: 0.8508, top5_acc: 0.9688, loss_cls: 0.5157, loss: 0.5157, grad_norm: 1.8645 2021-06-06 02:51:06,106 - mmaction - INFO - Epoch [35][60/150] lr: 4.414e-02, eta: 4:25:23, time: 0.658, data_time: 0.001, memory: 5821, top1_acc: 0.8344, top5_acc: 0.9617, loss_cls: 0.5989, loss: 0.5989, grad_norm: 1.9899 2021-06-06 02:51:19,335 - mmaction - INFO - Epoch [35][80/150] lr: 4.381e-02, eta: 4:23:21, time: 0.661, data_time: 0.001, memory: 5821, top1_acc: 0.8414, top5_acc: 0.9648, loss_cls: 0.5759, loss: 0.5759, grad_norm: 1.9228 2021-06-06 02:51:32,909 - mmaction - INFO - Epoch [35][100/150] lr: 4.349e-02, eta: 4:21:21, time: 0.679, data_time: 0.001, memory: 5821, top1_acc: 0.8141, top5_acc: 0.9484, loss_cls: 0.6522, loss: 0.6522, grad_norm: 2.0915 2021-06-06 02:51:46,466 - mmaction - INFO - Epoch [35][120/150] lr: 4.317e-02, eta: 4:19:21, time: 0.678, data_time: 0.001, memory: 5821, top1_acc: 0.8523, top5_acc: 0.9711, loss_cls: 0.5329, loss: 0.5329, grad_norm: 1.8557 2021-06-06 02:52:00,202 - mmaction - INFO - Epoch [35][140/150] lr: 4.284e-02, eta: 4:17:22, time: 0.687, data_time: 0.001, memory: 5821, top1_acc: 0.8469, top5_acc: 0.9641, loss_cls: 0.5497, loss: 0.5497, grad_norm: 1.8986 2021-06-06 02:52:11,571 - mmaction - INFO - Saving checkpoint at 35 epochs 2021-06-06 02:59:54,131 - mmaction - INFO - Epoch [36][20/150] lr: 4.236e-02, eta: 4:20:28, time: 23.065, data_time: 22.292, memory: 5821, top1_acc: 0.8469, top5_acc: 0.9625, loss_cls: 0.5722, loss: 0.5722, grad_norm: 1.8597 2021-06-06 03:00:07,267 - mmaction - INFO - Epoch [36][40/150] lr: 4.203e-02, eta: 4:18:28, time: 0.658, data_time: 0.003, memory: 5821, top1_acc: 0.8578, top5_acc: 0.9617, loss_cls: 0.5429, loss: 0.5429, grad_norm: 1.8174 2021-06-06 03:00:20,423 - mmaction - INFO - Epoch [36][60/150] lr: 4.171e-02, eta: 4:16:28, time: 0.658, data_time: 0.001, memory: 5821, top1_acc: 0.8570, top5_acc: 0.9633, loss_cls: 0.5234, loss: 0.5234, grad_norm: 1.8822 2021-06-06 03:00:33,642 - mmaction - INFO - Epoch [36][80/150] lr: 4.139e-02, eta: 4:14:30, time: 0.661, data_time: 0.001, memory: 5821, top1_acc: 0.8320, top5_acc: 0.9602, loss_cls: 0.5774, loss: 0.5774, grad_norm: 2.0107 2021-06-06 03:00:47,058 - mmaction - INFO - Epoch [36][100/150] lr: 4.107e-02, eta: 4:12:32, time: 0.671, data_time: 0.001, memory: 5821, top1_acc: 0.8531, top5_acc: 0.9719, loss_cls: 0.5162, loss: 0.5162, grad_norm: 1.8887 2021-06-06 03:01:00,551 - mmaction - INFO - Epoch [36][120/150] lr: 4.074e-02, eta: 4:10:35, time: 0.675, data_time: 0.001, memory: 5821, top1_acc: 0.8461, top5_acc: 0.9516, loss_cls: 0.5801, loss: 0.5801, grad_norm: 1.9511 2021-06-06 03:01:15,381 - mmaction - INFO - Epoch [36][140/150] lr: 4.042e-02, eta: 4:08:40, time: 0.741, data_time: 0.001, memory: 5821, top1_acc: 0.8391, top5_acc: 0.9648, loss_cls: 0.5309, loss: 0.5309, grad_norm: 1.9004 2021-06-06 03:01:27,043 - mmaction - INFO - Saving checkpoint at 36 epochs 2021-06-06 03:08:53,310 - mmaction - INFO - Epoch [37][20/150] lr: 3.994e-02, eta: 4:11:15, time: 22.248, data_time: 21.460, memory: 5821, top1_acc: 0.8516, top5_acc: 0.9688, loss_cls: 0.5017, loss: 0.5017, grad_norm: 1.9785 2021-06-06 03:09:06,416 - mmaction - INFO - Epoch [37][40/150] lr: 3.962e-02, eta: 4:09:18, time: 0.658, data_time: 0.004, memory: 5821, top1_acc: 0.8703, top5_acc: 0.9680, loss_cls: 0.4842, loss: 0.4842, grad_norm: 1.8909 2021-06-06 03:09:19,584 - mmaction - INFO - Epoch [37][60/150] lr: 3.930e-02, eta: 4:07:21, time: 0.658, data_time: 0.001, memory: 5821, top1_acc: 0.8383, top5_acc: 0.9563, loss_cls: 0.5697, loss: 0.5697, grad_norm: 1.9778 2021-06-06 03:09:32,812 - mmaction - INFO - Epoch [37][80/150] lr: 3.898e-02, eta: 4:05:26, time: 0.661, data_time: 0.001, memory: 5821, top1_acc: 0.8625, top5_acc: 0.9680, loss_cls: 0.4939, loss: 0.4939, grad_norm: 1.9271 2021-06-06 03:09:46,259 - mmaction - INFO - Epoch [37][100/150] lr: 3.866e-02, eta: 4:03:31, time: 0.672, data_time: 0.001, memory: 5821, top1_acc: 0.8516, top5_acc: 0.9656, loss_cls: 0.5383, loss: 0.5383, grad_norm: 1.9581 2021-06-06 03:09:59,878 - mmaction - INFO - Epoch [37][120/150] lr: 3.834e-02, eta: 4:01:37, time: 0.681, data_time: 0.001, memory: 5821, top1_acc: 0.8641, top5_acc: 0.9633, loss_cls: 0.5132, loss: 0.5132, grad_norm: 1.8807 2021-06-06 03:10:16,654 - mmaction - INFO - Epoch [37][140/150] lr: 3.803e-02, eta: 3:59:46, time: 0.836, data_time: 0.013, memory: 5821, top1_acc: 0.8664, top5_acc: 0.9664, loss_cls: 0.5005, loss: 0.5005, grad_norm: 1.8726 2021-06-06 03:10:29,989 - mmaction - INFO - Saving checkpoint at 37 epochs 2021-06-06 03:18:01,181 - mmaction - INFO - Epoch [38][20/150] lr: 3.755e-02, eta: 4:02:08, time: 22.491, data_time: 21.723, memory: 5821, top1_acc: 0.8664, top5_acc: 0.9672, loss_cls: 0.5159, loss: 0.5159, grad_norm: 1.9263 2021-06-06 03:18:14,316 - mmaction - INFO - Epoch [38][40/150] lr: 3.723e-02, eta: 4:00:14, time: 0.658, data_time: 0.003, memory: 5821, top1_acc: 0.8695, top5_acc: 0.9727, loss_cls: 0.4621, loss: 0.4621, grad_norm: 1.8743 2021-06-06 03:18:27,474 - mmaction - INFO - Epoch [38][60/150] lr: 3.692e-02, eta: 3:58:20, time: 0.658, data_time: 0.001, memory: 5821, top1_acc: 0.8781, top5_acc: 0.9734, loss_cls: 0.4698, loss: 0.4698, grad_norm: 1.8440 2021-06-06 03:18:40,732 - mmaction - INFO - Epoch [38][80/150] lr: 3.660e-02, eta: 3:56:27, time: 0.663, data_time: 0.001, memory: 5821, top1_acc: 0.8766, top5_acc: 0.9719, loss_cls: 0.4635, loss: 0.4635, grad_norm: 1.8469 2021-06-06 03:18:54,052 - mmaction - INFO - Epoch [38][100/150] lr: 3.629e-02, eta: 3:54:35, time: 0.666, data_time: 0.001, memory: 5821, top1_acc: 0.8500, top5_acc: 0.9688, loss_cls: 0.4978, loss: 0.4978, grad_norm: 1.9571 2021-06-06 03:19:07,664 - mmaction - INFO - Epoch [38][120/150] lr: 3.597e-02, eta: 3:52:44, time: 0.681, data_time: 0.001, memory: 5821, top1_acc: 0.8664, top5_acc: 0.9727, loss_cls: 0.4799, loss: 0.4799, grad_norm: 1.9049 2021-06-06 03:19:22,021 - mmaction - INFO - Epoch [38][140/150] lr: 3.566e-02, eta: 3:50:54, time: 0.718, data_time: 0.001, memory: 5821, top1_acc: 0.8680, top5_acc: 0.9625, loss_cls: 0.5118, loss: 0.5118, grad_norm: 1.8565 2021-06-06 03:19:33,187 - mmaction - INFO - Saving checkpoint at 38 epochs 2021-06-06 03:26:53,097 - mmaction - INFO - Epoch [39][20/150] lr: 3.519e-02, eta: 3:52:53, time: 21.932, data_time: 21.128, memory: 5821, top1_acc: 0.8680, top5_acc: 0.9711, loss_cls: 0.4891, loss: 0.4891, grad_norm: 1.9268 2021-06-06 03:27:06,232 - mmaction - INFO - Epoch [39][40/150] lr: 3.488e-02, eta: 3:51:01, time: 0.658, data_time: 0.003, memory: 5821, top1_acc: 0.8531, top5_acc: 0.9703, loss_cls: 0.5049, loss: 0.5049, grad_norm: 1.9889 2021-06-06 03:27:19,394 - mmaction - INFO - Epoch [39][60/150] lr: 3.456e-02, eta: 3:49:10, time: 0.658, data_time: 0.001, memory: 5821, top1_acc: 0.8750, top5_acc: 0.9734, loss_cls: 0.4284, loss: 0.4284, grad_norm: 1.7848 2021-06-06 03:27:32,622 - mmaction - INFO - Epoch [39][80/150] lr: 3.425e-02, eta: 3:47:20, time: 0.661, data_time: 0.001, memory: 5821, top1_acc: 0.8812, top5_acc: 0.9680, loss_cls: 0.4337, loss: 0.4337, grad_norm: 1.8694 2021-06-06 03:27:46,204 - mmaction - INFO - Epoch [39][100/150] lr: 3.394e-02, eta: 3:45:31, time: 0.679, data_time: 0.001, memory: 5821, top1_acc: 0.8672, top5_acc: 0.9734, loss_cls: 0.4714, loss: 0.4714, grad_norm: 1.9488 2021-06-06 03:27:59,746 - mmaction - INFO - Epoch [39][120/150] lr: 3.363e-02, eta: 3:43:42, time: 0.677, data_time: 0.001, memory: 5821, top1_acc: 0.8891, top5_acc: 0.9750, loss_cls: 0.4245, loss: 0.4245, grad_norm: 1.7785 2021-06-06 03:28:14,423 - mmaction - INFO - Epoch [39][140/150] lr: 3.333e-02, eta: 3:41:55, time: 0.734, data_time: 0.001, memory: 5821, top1_acc: 0.8773, top5_acc: 0.9695, loss_cls: 0.4444, loss: 0.4444, grad_norm: 1.8740 2021-06-06 03:28:24,023 - mmaction - INFO - Saving checkpoint at 39 epochs 2021-06-06 03:35:59,939 - mmaction - INFO - Epoch [40][20/150] lr: 3.286e-02, eta: 3:43:50, time: 22.732, data_time: 21.960, memory: 5821, top1_acc: 0.8578, top5_acc: 0.9711, loss_cls: 0.5144, loss: 0.5144, grad_norm: 2.0070 2021-06-06 03:36:13,083 - mmaction - INFO - Epoch [40][40/150] lr: 3.256e-02, eta: 3:42:01, time: 0.658, data_time: 0.002, memory: 5821, top1_acc: 0.8805, top5_acc: 0.9688, loss_cls: 0.4694, loss: 0.4694, grad_norm: 1.8780 2021-06-06 03:36:26,256 - mmaction - INFO - Epoch [40][60/150] lr: 3.225e-02, eta: 3:40:13, time: 0.659, data_time: 0.001, memory: 5821, top1_acc: 0.8766, top5_acc: 0.9766, loss_cls: 0.4330, loss: 0.4330, grad_norm: 1.9125 2021-06-06 03:36:39,488 - mmaction - INFO - Epoch [40][80/150] lr: 3.194e-02, eta: 3:38:25, time: 0.662, data_time: 0.001, memory: 5821, top1_acc: 0.8727, top5_acc: 0.9703, loss_cls: 0.4388, loss: 0.4388, grad_norm: 1.9591 2021-06-06 03:36:52,830 - mmaction - INFO - Epoch [40][100/150] lr: 3.164e-02, eta: 3:36:38, time: 0.667, data_time: 0.001, memory: 5821, top1_acc: 0.8789, top5_acc: 0.9742, loss_cls: 0.4197, loss: 0.4197, grad_norm: 1.8652 2021-06-06 03:37:06,346 - mmaction - INFO - Epoch [40][120/150] lr: 3.134e-02, eta: 3:34:52, time: 0.676, data_time: 0.001, memory: 5821, top1_acc: 0.8797, top5_acc: 0.9680, loss_cls: 0.4389, loss: 0.4389, grad_norm: 1.8992 2021-06-06 03:37:19,940 - mmaction - INFO - Epoch [40][140/150] lr: 3.103e-02, eta: 3:33:06, time: 0.680, data_time: 0.001, memory: 5821, top1_acc: 0.8930, top5_acc: 0.9727, loss_cls: 0.3989, loss: 0.3989, grad_norm: 1.7670 2021-06-06 03:37:31,146 - mmaction - INFO - Saving checkpoint at 40 epochs 2021-06-06 03:45:16,165 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-06 03:45:16,235 - mmaction - INFO - top1_acc 0.6381 top5_acc 0.8488 2021-06-06 03:45:16,235 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-06 03:45:16,293 - mmaction - INFO - mean_acc 0.6368 2021-06-06 03:45:17,508 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_40.pth. 2021-06-06 03:45:17,508 - mmaction - INFO - Best top1_acc is 0.6381 at 40 epoch. 2021-06-06 03:45:17,510 - mmaction - INFO - Epoch(val) [40][150] top1_acc: 0.6381, top5_acc: 0.8488, mean_class_accuracy: 0.6368 2021-06-06 03:52:57,799 - mmaction - INFO - Epoch [41][20/150] lr: 3.058e-02, eta: 3:34:50, time: 23.010, data_time: 22.234, memory: 5821, top1_acc: 0.8852, top5_acc: 0.9758, loss_cls: 0.4188, loss: 0.4188, grad_norm: 1.8690 2021-06-06 03:53:10,918 - mmaction - INFO - Epoch [41][40/150] lr: 3.028e-02, eta: 3:33:03, time: 0.657, data_time: 0.003, memory: 5821, top1_acc: 0.8797, top5_acc: 0.9719, loss_cls: 0.4453, loss: 0.4453, grad_norm: 1.9150 2021-06-06 03:53:24,072 - mmaction - INFO - Epoch [41][60/150] lr: 2.998e-02, eta: 3:31:17, time: 0.658, data_time: 0.001, memory: 5821, top1_acc: 0.8812, top5_acc: 0.9734, loss_cls: 0.4244, loss: 0.4244, grad_norm: 1.9278 2021-06-06 03:53:37,282 - mmaction - INFO - Epoch [41][80/150] lr: 2.968e-02, eta: 3:29:32, time: 0.661, data_time: 0.001, memory: 5821, top1_acc: 0.8805, top5_acc: 0.9672, loss_cls: 0.4385, loss: 0.4385, grad_norm: 1.8795 2021-06-06 03:53:50,588 - mmaction - INFO - Epoch [41][100/150] lr: 2.938e-02, eta: 3:27:47, time: 0.665, data_time: 0.001, memory: 5821, top1_acc: 0.8703, top5_acc: 0.9656, loss_cls: 0.4585, loss: 0.4585, grad_norm: 1.9281 2021-06-06 03:54:04,158 - mmaction - INFO - Epoch [41][120/150] lr: 2.908e-02, eta: 3:26:03, time: 0.678, data_time: 0.001, memory: 5821, top1_acc: 0.8859, top5_acc: 0.9742, loss_cls: 0.4064, loss: 0.4064, grad_norm: 1.8253 2021-06-06 03:54:18,239 - mmaction - INFO - Epoch [41][140/150] lr: 2.879e-02, eta: 3:24:20, time: 0.704, data_time: 0.002, memory: 5821, top1_acc: 0.8797, top5_acc: 0.9805, loss_cls: 0.4223, loss: 0.4223, grad_norm: 1.9173 2021-06-06 03:54:30,199 - mmaction - INFO - Saving checkpoint at 41 epochs 2021-06-06 04:01:46,942 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-06 04:01:47,008 - mmaction - INFO - top1_acc 0.6429 top5_acc 0.8543 2021-06-06 04:01:47,008 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-06 04:01:47,061 - mmaction - INFO - mean_acc 0.6416 2021-06-06 04:01:48,279 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_41.pth. 2021-06-06 04:01:48,279 - mmaction - INFO - Best top1_acc is 0.6429 at 41 epoch. 2021-06-06 04:01:48,281 - mmaction - INFO - Epoch(val) [41][150] top1_acc: 0.6429, top5_acc: 0.8543, mean_class_accuracy: 0.6416 2021-06-06 04:09:21,175 - mmaction - INFO - Epoch [42][20/150] lr: 2.834e-02, eta: 3:25:46, time: 22.642, data_time: 21.872, memory: 5821, top1_acc: 0.8711, top5_acc: 0.9742, loss_cls: 0.4185, loss: 0.4185, grad_norm: 1.9938 2021-06-06 04:09:34,300 - mmaction - INFO - Epoch [42][40/150] lr: 2.805e-02, eta: 3:24:02, time: 0.658, data_time: 0.003, memory: 5821, top1_acc: 0.8789, top5_acc: 0.9773, loss_cls: 0.4002, loss: 0.4002, grad_norm: 1.8484 2021-06-06 04:09:47,458 - mmaction - INFO - Epoch [42][60/150] lr: 2.775e-02, eta: 3:22:18, time: 0.658, data_time: 0.001, memory: 5821, top1_acc: 0.8961, top5_acc: 0.9773, loss_cls: 0.3689, loss: 0.3689, grad_norm: 1.7414 2021-06-06 04:10:00,715 - mmaction - INFO - Epoch [42][80/150] lr: 2.746e-02, eta: 3:20:35, time: 0.663, data_time: 0.001, memory: 5821, top1_acc: 0.8625, top5_acc: 0.9719, loss_cls: 0.4484, loss: 0.4484, grad_norm: 1.9954 2021-06-06 04:10:16,331 - mmaction - INFO - Epoch [42][100/150] lr: 2.717e-02, eta: 3:18:53, time: 0.780, data_time: 0.002, memory: 5821, top1_acc: 0.8703, top5_acc: 0.9742, loss_cls: 0.4195, loss: 0.4195, grad_norm: 1.8919 2021-06-06 04:10:29,931 - mmaction - INFO - Epoch [42][120/150] lr: 2.688e-02, eta: 3:17:12, time: 0.681, data_time: 0.002, memory: 5821, top1_acc: 0.8789, top5_acc: 0.9703, loss_cls: 0.4198, loss: 0.4198, grad_norm: 1.8197 2021-06-06 04:10:43,688 - mmaction - INFO - Epoch [42][140/150] lr: 2.659e-02, eta: 3:15:30, time: 0.688, data_time: 0.001, memory: 5821, top1_acc: 0.8859, top5_acc: 0.9727, loss_cls: 0.4020, loss: 0.4020, grad_norm: 1.8015 2021-06-06 04:10:55,365 - mmaction - INFO - Saving checkpoint at 42 epochs 2021-06-06 04:18:25,755 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-06 04:18:25,824 - mmaction - INFO - top1_acc 0.6376 top5_acc 0.8499 2021-06-06 04:18:25,824 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-06 04:18:25,882 - mmaction - INFO - mean_acc 0.6383 2021-06-06 04:18:25,883 - mmaction - INFO - Epoch(val) [42][150] top1_acc: 0.6376, top5_acc: 0.8499, mean_class_accuracy: 0.6383 2021-06-06 04:26:11,861 - mmaction - INFO - Epoch [43][20/150] lr: 2.616e-02, eta: 3:16:51, time: 23.296, data_time: 22.526, memory: 5821, top1_acc: 0.8922, top5_acc: 0.9734, loss_cls: 0.3912, loss: 0.3912, grad_norm: 1.8828 2021-06-06 04:26:25,005 - mmaction - INFO - Epoch [43][40/150] lr: 2.587e-02, eta: 3:15:08, time: 0.659, data_time: 0.003, memory: 5821, top1_acc: 0.8773, top5_acc: 0.9648, loss_cls: 0.4285, loss: 0.4285, grad_norm: 1.9455 2021-06-06 04:26:38,171 - mmaction - INFO - Epoch [43][60/150] lr: 2.558e-02, eta: 3:13:27, time: 0.658, data_time: 0.001, memory: 5821, top1_acc: 0.8938, top5_acc: 0.9766, loss_cls: 0.3679, loss: 0.3679, grad_norm: 1.8043 2021-06-06 04:26:51,456 - mmaction - INFO - Epoch [43][80/150] lr: 2.530e-02, eta: 3:11:46, time: 0.664, data_time: 0.001, memory: 5821, top1_acc: 0.8906, top5_acc: 0.9766, loss_cls: 0.4029, loss: 0.4029, grad_norm: 1.9267 2021-06-06 04:27:04,982 - mmaction - INFO - Epoch [43][100/150] lr: 2.501e-02, eta: 3:10:05, time: 0.676, data_time: 0.001, memory: 5821, top1_acc: 0.8727, top5_acc: 0.9727, loss_cls: 0.4097, loss: 0.4097, grad_norm: 1.9508 2021-06-06 04:27:18,595 - mmaction - INFO - Epoch [43][120/150] lr: 2.473e-02, eta: 3:08:25, time: 0.681, data_time: 0.001, memory: 5821, top1_acc: 0.8898, top5_acc: 0.9727, loss_cls: 0.4049, loss: 0.4049, grad_norm: 1.7791 2021-06-06 04:27:32,640 - mmaction - INFO - Epoch [43][140/150] lr: 2.445e-02, eta: 3:06:46, time: 0.702, data_time: 0.001, memory: 5821, top1_acc: 0.9000, top5_acc: 0.9742, loss_cls: 0.3762, loss: 0.3762, grad_norm: 1.8182 2021-06-06 04:27:43,744 - mmaction - INFO - Saving checkpoint at 43 epochs 2021-06-06 04:35:13,718 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-06 04:35:13,783 - mmaction - INFO - top1_acc 0.6619 top5_acc 0.8649 2021-06-06 04:35:13,783 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-06 04:35:13,836 - mmaction - INFO - mean_acc 0.6606 2021-06-06 04:35:15,060 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_43.pth. 2021-06-06 04:35:15,060 - mmaction - INFO - Best top1_acc is 0.6619 at 43 epoch. 2021-06-06 04:35:15,062 - mmaction - INFO - Epoch(val) [43][150] top1_acc: 0.6619, top5_acc: 0.8649, mean_class_accuracy: 0.6606 2021-06-06 04:42:48,085 - mmaction - INFO - Epoch [44][20/150] lr: 2.403e-02, eta: 3:07:47, time: 22.648, data_time: 21.876, memory: 5821, top1_acc: 0.8891, top5_acc: 0.9773, loss_cls: 0.3764, loss: 0.3764, grad_norm: 1.8699 2021-06-06 04:43:01,234 - mmaction - INFO - Epoch [44][40/150] lr: 2.375e-02, eta: 3:06:07, time: 0.659, data_time: 0.002, memory: 5821, top1_acc: 0.8781, top5_acc: 0.9719, loss_cls: 0.4211, loss: 0.4211, grad_norm: 1.9819 2021-06-06 04:43:14,455 - mmaction - INFO - Epoch [44][60/150] lr: 2.347e-02, eta: 3:04:28, time: 0.661, data_time: 0.001, memory: 5821, top1_acc: 0.8953, top5_acc: 0.9742, loss_cls: 0.3871, loss: 0.3871, grad_norm: 1.8225 2021-06-06 04:43:27,671 - mmaction - INFO - Epoch [44][80/150] lr: 2.319e-02, eta: 3:02:49, time: 0.660, data_time: 0.001, memory: 5821, top1_acc: 0.8891, top5_acc: 0.9789, loss_cls: 0.3780, loss: 0.3780, grad_norm: 1.8437 2021-06-06 04:43:41,138 - mmaction - INFO - Epoch [44][100/150] lr: 2.292e-02, eta: 3:01:10, time: 0.673, data_time: 0.001, memory: 5821, top1_acc: 0.8883, top5_acc: 0.9703, loss_cls: 0.4130, loss: 0.4130, grad_norm: 1.8767 2021-06-06 04:43:54,634 - mmaction - INFO - Epoch [44][120/150] lr: 2.264e-02, eta: 2:59:32, time: 0.675, data_time: 0.001, memory: 5821, top1_acc: 0.8930, top5_acc: 0.9750, loss_cls: 0.3773, loss: 0.3773, grad_norm: 1.8380 2021-06-06 04:44:08,374 - mmaction - INFO - Epoch [44][140/150] lr: 2.237e-02, eta: 2:57:55, time: 0.687, data_time: 0.001, memory: 5821, top1_acc: 0.9062, top5_acc: 0.9758, loss_cls: 0.3763, loss: 0.3763, grad_norm: 1.7470 2021-06-06 04:44:19,584 - mmaction - INFO - Saving checkpoint at 44 epochs 2021-06-06 04:51:25,728 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-06 04:51:25,811 - mmaction - INFO - top1_acc 0.6651 top5_acc 0.8641 2021-06-06 04:51:25,811 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-06 04:51:25,869 - mmaction - INFO - mean_acc 0.6662 2021-06-06 04:51:27,088 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_44.pth. 2021-06-06 04:51:27,088 - mmaction - INFO - Best top1_acc is 0.6651 at 44 epoch. 2021-06-06 04:51:27,090 - mmaction - INFO - Epoch(val) [44][150] top1_acc: 0.6651, top5_acc: 0.8641, mean_class_accuracy: 0.6662 2021-06-06 04:59:01,323 - mmaction - INFO - Epoch [45][20/150] lr: 2.196e-02, eta: 2:58:45, time: 22.710, data_time: 21.938, memory: 5821, top1_acc: 0.9023, top5_acc: 0.9812, loss_cls: 0.3586, loss: 0.3586, grad_norm: 1.8059 2021-06-06 04:59:14,442 - mmaction - INFO - Epoch [45][40/150] lr: 2.169e-02, eta: 2:57:07, time: 0.657, data_time: 0.003, memory: 5821, top1_acc: 0.8844, top5_acc: 0.9773, loss_cls: 0.3989, loss: 0.3989, grad_norm: 1.9168 2021-06-06 04:59:27,589 - mmaction - INFO - Epoch [45][60/150] lr: 2.142e-02, eta: 2:55:29, time: 0.657, data_time: 0.001, memory: 5821, top1_acc: 0.8961, top5_acc: 0.9773, loss_cls: 0.3668, loss: 0.3668, grad_norm: 1.9003 2021-06-06 04:59:40,762 - mmaction - INFO - Epoch [45][80/150] lr: 2.116e-02, eta: 2:53:52, time: 0.659, data_time: 0.001, memory: 5821, top1_acc: 0.9031, top5_acc: 0.9812, loss_cls: 0.3245, loss: 0.3245, grad_norm: 1.8183 2021-06-06 04:59:54,106 - mmaction - INFO - Epoch [45][100/150] lr: 2.089e-02, eta: 2:52:15, time: 0.667, data_time: 0.001, memory: 5821, top1_acc: 0.8891, top5_acc: 0.9766, loss_cls: 0.3774, loss: 0.3774, grad_norm: 1.9325 2021-06-06 05:00:10,510 - mmaction - INFO - Epoch [45][120/150] lr: 2.062e-02, eta: 2:50:40, time: 0.817, data_time: 0.013, memory: 5821, top1_acc: 0.8938, top5_acc: 0.9797, loss_cls: 0.3961, loss: 0.3961, grad_norm: 1.9959 2021-06-06 05:00:24,508 - mmaction - INFO - Epoch [45][140/150] lr: 2.036e-02, eta: 2:49:05, time: 0.702, data_time: 0.007, memory: 5821, top1_acc: 0.9039, top5_acc: 0.9828, loss_cls: 0.3377, loss: 0.3377, grad_norm: 1.7777 2021-06-06 05:00:36,191 - mmaction - INFO - Saving checkpoint at 45 epochs 2021-06-06 05:08:22,501 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-06 05:08:22,582 - mmaction - INFO - top1_acc 0.6603 top5_acc 0.8610 2021-06-06 05:08:22,582 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-06 05:08:22,647 - mmaction - INFO - mean_acc 0.6578 2021-06-06 05:08:22,648 - mmaction - INFO - Epoch(val) [45][150] top1_acc: 0.6603, top5_acc: 0.8610, mean_class_accuracy: 0.6578 2021-06-06 05:15:33,578 - mmaction - INFO - Epoch [46][20/150] lr: 1.997e-02, eta: 2:49:34, time: 21.544, data_time: 20.807, memory: 5821, top1_acc: 0.9016, top5_acc: 0.9828, loss_cls: 0.3225, loss: 0.3225, grad_norm: 1.8032 2021-06-06 05:15:46,690 - mmaction - INFO - Epoch [46][40/150] lr: 1.970e-02, eta: 2:47:58, time: 0.657, data_time: 0.003, memory: 5821, top1_acc: 0.8922, top5_acc: 0.9711, loss_cls: 0.3901, loss: 0.3901, grad_norm: 1.9191 2021-06-06 05:15:59,839 - mmaction - INFO - Epoch [46][60/150] lr: 1.945e-02, eta: 2:46:22, time: 0.657, data_time: 0.001, memory: 5821, top1_acc: 0.8922, top5_acc: 0.9812, loss_cls: 0.3678, loss: 0.3678, grad_norm: 1.9093 2021-06-06 05:16:13,065 - mmaction - INFO - Epoch [46][80/150] lr: 1.919e-02, eta: 2:44:47, time: 0.661, data_time: 0.001, memory: 5821, top1_acc: 0.9070, top5_acc: 0.9773, loss_cls: 0.3541, loss: 0.3541, grad_norm: 1.8689 2021-06-06 05:16:26,460 - mmaction - INFO - Epoch [46][100/150] lr: 1.893e-02, eta: 2:43:12, time: 0.670, data_time: 0.001, memory: 5821, top1_acc: 0.8984, top5_acc: 0.9734, loss_cls: 0.3666, loss: 0.3666, grad_norm: 1.9338 2021-06-06 05:16:40,013 - mmaction - INFO - Epoch [46][120/150] lr: 1.867e-02, eta: 2:41:38, time: 0.678, data_time: 0.001, memory: 5821, top1_acc: 0.9187, top5_acc: 0.9820, loss_cls: 0.3013, loss: 0.3013, grad_norm: 1.6979 2021-06-06 05:16:54,375 - mmaction - INFO - Epoch [46][140/150] lr: 1.842e-02, eta: 2:40:05, time: 0.718, data_time: 0.001, memory: 5821, top1_acc: 0.9141, top5_acc: 0.9812, loss_cls: 0.3002, loss: 0.3002, grad_norm: 1.7525 2021-06-06 05:17:03,912 - mmaction - INFO - Saving checkpoint at 46 epochs 2021-06-06 05:23:53,463 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-06 05:23:53,538 - mmaction - INFO - top1_acc 0.6680 top5_acc 0.8715 2021-06-06 05:23:53,538 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-06 05:23:53,598 - mmaction - INFO - mean_acc 0.6673 2021-06-06 05:23:54,816 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_46.pth. 2021-06-06 05:23:54,817 - mmaction - INFO - Best top1_acc is 0.6680 at 46 epoch. 2021-06-06 05:23:54,818 - mmaction - INFO - Epoch(val) [46][150] top1_acc: 0.6680, top5_acc: 0.8715, mean_class_accuracy: 0.6673 2021-06-06 05:31:06,945 - mmaction - INFO - Epoch [47][20/150] lr: 1.804e-02, eta: 2:40:25, time: 21.605, data_time: 20.832, memory: 5821, top1_acc: 0.8992, top5_acc: 0.9812, loss_cls: 0.3341, loss: 0.3341, grad_norm: 1.7459 2021-06-06 05:31:20,056 - mmaction - INFO - Epoch [47][40/150] lr: 1.779e-02, eta: 2:38:50, time: 0.657, data_time: 0.002, memory: 5821, top1_acc: 0.8938, top5_acc: 0.9750, loss_cls: 0.3655, loss: 0.3655, grad_norm: 1.9038 2021-06-06 05:31:33,201 - mmaction - INFO - Epoch [47][60/150] lr: 1.754e-02, eta: 2:37:17, time: 0.657, data_time: 0.001, memory: 5821, top1_acc: 0.9078, top5_acc: 0.9766, loss_cls: 0.3419, loss: 0.3419, grad_norm: 1.8885 2021-06-06 05:31:46,405 - mmaction - INFO - Epoch [47][80/150] lr: 1.729e-02, eta: 2:35:43, time: 0.660, data_time: 0.001, memory: 5821, top1_acc: 0.9156, top5_acc: 0.9844, loss_cls: 0.3062, loss: 0.3062, grad_norm: 1.8160 2021-06-06 05:31:59,712 - mmaction - INFO - Epoch [47][100/150] lr: 1.705e-02, eta: 2:34:10, time: 0.665, data_time: 0.001, memory: 5821, top1_acc: 0.9062, top5_acc: 0.9758, loss_cls: 0.3310, loss: 0.3310, grad_norm: 1.8603 2021-06-06 05:32:13,251 - mmaction - INFO - Epoch [47][120/150] lr: 1.680e-02, eta: 2:32:38, time: 0.677, data_time: 0.001, memory: 5821, top1_acc: 0.9039, top5_acc: 0.9766, loss_cls: 0.3344, loss: 0.3344, grad_norm: 1.9343 2021-06-06 05:32:26,989 - mmaction - INFO - Epoch [47][140/150] lr: 1.656e-02, eta: 2:31:06, time: 0.687, data_time: 0.001, memory: 5821, top1_acc: 0.9133, top5_acc: 0.9805, loss_cls: 0.3044, loss: 0.3044, grad_norm: 1.7737 2021-06-06 05:32:38,175 - mmaction - INFO - Saving checkpoint at 47 epochs 2021-06-06 05:40:11,339 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-06 05:40:11,416 - mmaction - INFO - top1_acc 0.6677 top5_acc 0.8641 2021-06-06 05:40:11,416 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-06 05:40:11,476 - mmaction - INFO - mean_acc 0.6684 2021-06-06 05:40:11,477 - mmaction - INFO - Epoch(val) [47][150] top1_acc: 0.6677, top5_acc: 0.8641, mean_class_accuracy: 0.6684 2021-06-06 05:46:54,087 - mmaction - INFO - Epoch [48][20/150] lr: 1.619e-02, eta: 2:31:06, time: 20.128, data_time: 19.403, memory: 5821, top1_acc: 0.9008, top5_acc: 0.9836, loss_cls: 0.3370, loss: 0.3370, grad_norm: 1.9158 2021-06-06 05:47:07,216 - mmaction - INFO - Epoch [48][40/150] lr: 1.595e-02, eta: 2:29:34, time: 0.658, data_time: 0.003, memory: 5821, top1_acc: 0.9203, top5_acc: 0.9859, loss_cls: 0.2820, loss: 0.2820, grad_norm: 1.7266 2021-06-06 05:47:20,409 - mmaction - INFO - Epoch [48][60/150] lr: 1.571e-02, eta: 2:28:02, time: 0.660, data_time: 0.001, memory: 5821, top1_acc: 0.9070, top5_acc: 0.9773, loss_cls: 0.3143, loss: 0.3143, grad_norm: 1.8988 2021-06-06 05:47:33,611 - mmaction - INFO - Epoch [48][80/150] lr: 1.548e-02, eta: 2:26:30, time: 0.660, data_time: 0.001, memory: 5821, top1_acc: 0.9203, top5_acc: 0.9867, loss_cls: 0.2920, loss: 0.2920, grad_norm: 1.8425 2021-06-06 05:47:47,010 - mmaction - INFO - Epoch [48][100/150] lr: 1.524e-02, eta: 2:24:59, time: 0.670, data_time: 0.001, memory: 5821, top1_acc: 0.9078, top5_acc: 0.9805, loss_cls: 0.3155, loss: 0.3155, grad_norm: 1.9219 2021-06-06 05:48:00,605 - mmaction - INFO - Epoch [48][120/150] lr: 1.501e-02, eta: 2:23:29, time: 0.679, data_time: 0.001, memory: 5821, top1_acc: 0.9008, top5_acc: 0.9781, loss_cls: 0.3551, loss: 0.3551, grad_norm: 2.0245 2021-06-06 05:48:15,279 - mmaction - INFO - Epoch [48][140/150] lr: 1.477e-02, eta: 2:21:59, time: 0.734, data_time: 0.001, memory: 5821, top1_acc: 0.9273, top5_acc: 0.9891, loss_cls: 0.2772, loss: 0.2772, grad_norm: 1.6904 2021-06-06 05:48:24,690 - mmaction - INFO - Saving checkpoint at 48 epochs 2021-06-06 05:56:01,148 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-06 05:56:01,230 - mmaction - INFO - top1_acc 0.6735 top5_acc 0.8710 2021-06-06 05:56:01,230 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-06 05:56:01,290 - mmaction - INFO - mean_acc 0.6745 2021-06-06 05:56:02,508 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_48.pth. 2021-06-06 05:56:02,508 - mmaction - INFO - Best top1_acc is 0.6735 at 48 epoch. 2021-06-06 05:56:02,510 - mmaction - INFO - Epoch(val) [48][150] top1_acc: 0.6735, top5_acc: 0.8710, mean_class_accuracy: 0.6745 2021-06-06 06:03:42,399 - mmaction - INFO - Epoch [49][20/150] lr: 1.443e-02, eta: 2:22:10, time: 22.991, data_time: 22.202, memory: 5821, top1_acc: 0.9148, top5_acc: 0.9875, loss_cls: 0.2901, loss: 0.2901, grad_norm: 1.8185 2021-06-06 06:03:55,566 - mmaction - INFO - Epoch [49][40/150] lr: 1.420e-02, eta: 2:20:39, time: 0.661, data_time: 0.004, memory: 5821, top1_acc: 0.9187, top5_acc: 0.9820, loss_cls: 0.2992, loss: 0.2992, grad_norm: 1.7410 2021-06-06 06:04:08,720 - mmaction - INFO - Epoch [49][60/150] lr: 1.397e-02, eta: 2:19:09, time: 0.658, data_time: 0.001, memory: 5821, top1_acc: 0.9039, top5_acc: 0.9789, loss_cls: 0.3503, loss: 0.3503, grad_norm: 1.9407 2021-06-06 06:04:21,972 - mmaction - INFO - Epoch [49][80/150] lr: 1.374e-02, eta: 2:17:39, time: 0.662, data_time: 0.001, memory: 5821, top1_acc: 0.9172, top5_acc: 0.9828, loss_cls: 0.3046, loss: 0.3046, grad_norm: 1.8310 2021-06-06 06:04:35,325 - mmaction - INFO - Epoch [49][100/150] lr: 1.352e-02, eta: 2:16:09, time: 0.668, data_time: 0.001, memory: 5821, top1_acc: 0.9125, top5_acc: 0.9766, loss_cls: 0.3405, loss: 0.3405, grad_norm: 1.9110 2021-06-06 06:04:48,906 - mmaction - INFO - Epoch [49][120/150] lr: 1.329e-02, eta: 2:14:40, time: 0.679, data_time: 0.001, memory: 5821, top1_acc: 0.9180, top5_acc: 0.9812, loss_cls: 0.3011, loss: 0.3011, grad_norm: 1.7878 2021-06-06 06:05:06,298 - mmaction - INFO - Epoch [49][140/150] lr: 1.307e-02, eta: 2:13:13, time: 0.867, data_time: 0.012, memory: 5821, top1_acc: 0.9031, top5_acc: 0.9820, loss_cls: 0.3163, loss: 0.3163, grad_norm: 1.9379 2021-06-06 06:05:18,071 - mmaction - INFO - Saving checkpoint at 49 epochs 2021-06-06 06:12:50,563 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-06 06:12:50,640 - mmaction - INFO - top1_acc 0.6675 top5_acc 0.8731 2021-06-06 06:12:50,640 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-06 06:12:50,700 - mmaction - INFO - mean_acc 0.6689 2021-06-06 06:12:50,701 - mmaction - INFO - Epoch(val) [49][150] top1_acc: 0.6675, top5_acc: 0.8731, mean_class_accuracy: 0.6689 2021-06-06 06:20:39,396 - mmaction - INFO - Epoch [50][20/150] lr: 1.274e-02, eta: 2:13:17, time: 23.431, data_time: 22.640, memory: 5821, top1_acc: 0.9289, top5_acc: 0.9844, loss_cls: 0.2647, loss: 0.2647, grad_norm: 1.7500 2021-06-06 06:20:52,523 - mmaction - INFO - Epoch [50][40/150] lr: 1.253e-02, eta: 2:11:47, time: 0.659, data_time: 0.004, memory: 5821, top1_acc: 0.9242, top5_acc: 0.9891, loss_cls: 0.2518, loss: 0.2518, grad_norm: 1.7590 2021-06-06 06:21:05,732 - mmaction - INFO - Epoch [50][60/150] lr: 1.231e-02, eta: 2:10:18, time: 0.660, data_time: 0.001, memory: 5821, top1_acc: 0.9141, top5_acc: 0.9789, loss_cls: 0.3025, loss: 0.3025, grad_norm: 1.8864 2021-06-06 06:21:18,940 - mmaction - INFO - Epoch [50][80/150] lr: 1.210e-02, eta: 2:08:50, time: 0.660, data_time: 0.001, memory: 5821, top1_acc: 0.9039, top5_acc: 0.9812, loss_cls: 0.3110, loss: 0.3110, grad_norm: 1.8738 2021-06-06 06:21:32,399 - mmaction - INFO - Epoch [50][100/150] lr: 1.188e-02, eta: 2:07:22, time: 0.673, data_time: 0.001, memory: 5821, top1_acc: 0.9102, top5_acc: 0.9852, loss_cls: 0.3030, loss: 0.3030, grad_norm: 1.9427 2021-06-06 06:21:45,989 - mmaction - INFO - Epoch [50][120/150] lr: 1.167e-02, eta: 2:05:55, time: 0.679, data_time: 0.001, memory: 5821, top1_acc: 0.9133, top5_acc: 0.9820, loss_cls: 0.3081, loss: 0.3081, grad_norm: 1.9427 2021-06-06 06:21:59,690 - mmaction - INFO - Epoch [50][140/150] lr: 1.146e-02, eta: 2:04:28, time: 0.685, data_time: 0.001, memory: 5821, top1_acc: 0.9313, top5_acc: 0.9875, loss_cls: 0.2579, loss: 0.2579, grad_norm: 1.6746 2021-06-06 06:22:10,819 - mmaction - INFO - Saving checkpoint at 50 epochs 2021-06-06 06:29:46,697 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-06 06:29:46,765 - mmaction - INFO - top1_acc 0.6722 top5_acc 0.8795 2021-06-06 06:29:46,766 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-06 06:29:46,823 - mmaction - INFO - mean_acc 0.6737 2021-06-06 06:29:46,824 - mmaction - INFO - Epoch(val) [50][150] top1_acc: 0.6722, top5_acc: 0.8795, mean_class_accuracy: 0.6737 2021-06-06 06:37:26,664 - mmaction - INFO - Epoch [51][20/150] lr: 1.115e-02, eta: 2:04:19, time: 22.990, data_time: 22.215, memory: 5821, top1_acc: 0.9164, top5_acc: 0.9773, loss_cls: 0.2838, loss: 0.2838, grad_norm: 1.8446 2021-06-06 06:37:39,784 - mmaction - INFO - Epoch [51][40/150] lr: 1.095e-02, eta: 2:02:51, time: 0.657, data_time: 0.002, memory: 5821, top1_acc: 0.9141, top5_acc: 0.9812, loss_cls: 0.2982, loss: 0.2982, grad_norm: 1.8532 2021-06-06 06:37:52,959 - mmaction - INFO - Epoch [51][60/150] lr: 1.074e-02, eta: 2:01:24, time: 0.659, data_time: 0.001, memory: 5821, top1_acc: 0.9273, top5_acc: 0.9836, loss_cls: 0.2657, loss: 0.2657, grad_norm: 1.7917 2021-06-06 06:38:06,188 - mmaction - INFO - Epoch [51][80/150] lr: 1.054e-02, eta: 1:59:57, time: 0.661, data_time: 0.001, memory: 5821, top1_acc: 0.9352, top5_acc: 0.9852, loss_cls: 0.2559, loss: 0.2559, grad_norm: 1.7535 2021-06-06 06:38:19,589 - mmaction - INFO - Epoch [51][100/150] lr: 1.034e-02, eta: 1:58:31, time: 0.670, data_time: 0.001, memory: 5821, top1_acc: 0.9273, top5_acc: 0.9852, loss_cls: 0.2724, loss: 0.2724, grad_norm: 1.8707 2021-06-06 06:38:33,080 - mmaction - INFO - Epoch [51][120/150] lr: 1.014e-02, eta: 1:57:05, time: 0.675, data_time: 0.001, memory: 5821, top1_acc: 0.9344, top5_acc: 0.9836, loss_cls: 0.2315, loss: 0.2315, grad_norm: 1.6588 2021-06-06 06:38:47,522 - mmaction - INFO - Epoch [51][140/150] lr: 9.947e-03, eta: 1:55:39, time: 0.722, data_time: 0.001, memory: 5821, top1_acc: 0.9289, top5_acc: 0.9805, loss_cls: 0.3096, loss: 0.3096, grad_norm: 1.9097 2021-06-06 06:38:58,631 - mmaction - INFO - Saving checkpoint at 51 epochs 2021-06-06 06:46:33,107 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-06 06:46:33,171 - mmaction - INFO - top1_acc 0.6886 top5_acc 0.8729 2021-06-06 06:46:33,172 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-06 06:46:33,224 - mmaction - INFO - mean_acc 0.6902 2021-06-06 06:46:34,440 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_51.pth. 2021-06-06 06:46:34,440 - mmaction - INFO - Best top1_acc is 0.6886 at 51 epoch. 2021-06-06 06:46:34,442 - mmaction - INFO - Epoch(val) [51][150] top1_acc: 0.6886, top5_acc: 0.8729, mean_class_accuracy: 0.6902 2021-06-06 06:53:59,941 - mmaction - INFO - Epoch [52][20/150] lr: 9.655e-03, eta: 1:55:18, time: 22.273, data_time: 21.493, memory: 5821, top1_acc: 0.9289, top5_acc: 0.9836, loss_cls: 0.2730, loss: 0.2730, grad_norm: 1.8218 2021-06-06 06:54:13,061 - mmaction - INFO - Epoch [52][40/150] lr: 9.463e-03, eta: 1:53:52, time: 0.657, data_time: 0.002, memory: 5821, top1_acc: 0.9234, top5_acc: 0.9812, loss_cls: 0.2944, loss: 0.2944, grad_norm: 1.8038 2021-06-06 06:54:26,209 - mmaction - INFO - Epoch [52][60/150] lr: 9.272e-03, eta: 1:52:26, time: 0.657, data_time: 0.001, memory: 5821, top1_acc: 0.9383, top5_acc: 0.9859, loss_cls: 0.2390, loss: 0.2390, grad_norm: 1.6373 2021-06-06 06:54:39,444 - mmaction - INFO - Epoch [52][80/150] lr: 9.083e-03, eta: 1:51:01, time: 0.662, data_time: 0.001, memory: 5821, top1_acc: 0.9273, top5_acc: 0.9859, loss_cls: 0.2618, loss: 0.2618, grad_norm: 1.8569 2021-06-06 06:54:52,891 - mmaction - INFO - Epoch [52][100/150] lr: 8.896e-03, eta: 1:49:36, time: 0.672, data_time: 0.001, memory: 5821, top1_acc: 0.9250, top5_acc: 0.9852, loss_cls: 0.2684, loss: 0.2684, grad_norm: 1.8369 2021-06-06 06:55:09,289 - mmaction - INFO - Epoch [52][120/150] lr: 8.710e-03, eta: 1:48:12, time: 0.817, data_time: 0.001, memory: 5821, top1_acc: 0.9219, top5_acc: 0.9859, loss_cls: 0.2668, loss: 0.2668, grad_norm: 1.8624 2021-06-06 06:55:22,961 - mmaction - INFO - Epoch [52][140/150] lr: 8.527e-03, eta: 1:46:47, time: 0.686, data_time: 0.007, memory: 5821, top1_acc: 0.9187, top5_acc: 0.9812, loss_cls: 0.2862, loss: 0.2862, grad_norm: 1.8800 2021-06-06 06:55:35,149 - mmaction - INFO - Saving checkpoint at 52 epochs 2021-06-06 07:03:03,341 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-06 07:03:03,411 - mmaction - INFO - top1_acc 0.6614 top5_acc 0.8689 2021-06-06 07:03:03,411 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-06 07:03:03,464 - mmaction - INFO - mean_acc 0.6611 2021-06-06 07:03:03,465 - mmaction - INFO - Epoch(val) [52][150] top1_acc: 0.6614, top5_acc: 0.8689, mean_class_accuracy: 0.6611 2021-06-06 07:10:43,436 - mmaction - INFO - Epoch [53][20/150] lr: 8.255e-03, eta: 1:46:22, time: 22.997, data_time: 22.228, memory: 5821, top1_acc: 0.9297, top5_acc: 0.9844, loss_cls: 0.2454, loss: 0.2454, grad_norm: 1.7719 2021-06-06 07:10:56,549 - mmaction - INFO - Epoch [53][40/150] lr: 8.075e-03, eta: 1:44:57, time: 0.656, data_time: 0.002, memory: 5821, top1_acc: 0.9266, top5_acc: 0.9852, loss_cls: 0.2564, loss: 0.2564, grad_norm: 1.7420 2021-06-06 07:11:09,695 - mmaction - INFO - Epoch [53][60/150] lr: 7.898e-03, eta: 1:43:32, time: 0.657, data_time: 0.001, memory: 5821, top1_acc: 0.9289, top5_acc: 0.9852, loss_cls: 0.2559, loss: 0.2559, grad_norm: 1.8249 2021-06-06 07:11:22,909 - mmaction - INFO - Epoch [53][80/150] lr: 7.722e-03, eta: 1:42:08, time: 0.661, data_time: 0.001, memory: 5821, top1_acc: 0.9297, top5_acc: 0.9883, loss_cls: 0.2539, loss: 0.2539, grad_norm: 1.8426 2021-06-06 07:11:36,327 - mmaction - INFO - Epoch [53][100/150] lr: 7.549e-03, eta: 1:40:45, time: 0.671, data_time: 0.001, memory: 5821, top1_acc: 0.9227, top5_acc: 0.9844, loss_cls: 0.2704, loss: 0.2704, grad_norm: 1.8421 2021-06-06 07:11:49,846 - mmaction - INFO - Epoch [53][120/150] lr: 7.377e-03, eta: 1:39:21, time: 0.676, data_time: 0.001, memory: 5821, top1_acc: 0.9344, top5_acc: 0.9852, loss_cls: 0.2378, loss: 0.2378, grad_norm: 1.7890 2021-06-06 07:12:03,532 - mmaction - INFO - Epoch [53][140/150] lr: 7.206e-03, eta: 1:37:58, time: 0.684, data_time: 0.001, memory: 5821, top1_acc: 0.9273, top5_acc: 0.9812, loss_cls: 0.2772, loss: 0.2772, grad_norm: 1.8945 2021-06-06 07:12:15,242 - mmaction - INFO - Saving checkpoint at 53 epochs 2021-06-06 07:19:51,421 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-06 07:19:51,497 - mmaction - INFO - top1_acc 0.6770 top5_acc 0.8795 2021-06-06 07:19:51,497 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-06 07:19:51,562 - mmaction - INFO - mean_acc 0.6768 2021-06-06 07:19:51,564 - mmaction - INFO - Epoch(val) [53][150] top1_acc: 0.6770, top5_acc: 0.8795, mean_class_accuracy: 0.6768 2021-06-06 07:27:33,551 - mmaction - INFO - Epoch [54][20/150] lr: 6.955e-03, eta: 1:37:25, time: 23.097, data_time: 22.323, memory: 5821, top1_acc: 0.9289, top5_acc: 0.9828, loss_cls: 0.2607, loss: 0.2607, grad_norm: 1.9008 2021-06-06 07:27:46,708 - mmaction - INFO - Epoch [54][40/150] lr: 6.789e-03, eta: 1:36:01, time: 0.659, data_time: 0.003, memory: 5821, top1_acc: 0.9320, top5_acc: 0.9852, loss_cls: 0.2576, loss: 0.2576, grad_norm: 1.7490 2021-06-06 07:27:59,871 - mmaction - INFO - Epoch [54][60/150] lr: 6.625e-03, eta: 1:34:38, time: 0.658, data_time: 0.001, memory: 5821, top1_acc: 0.9313, top5_acc: 0.9859, loss_cls: 0.2391, loss: 0.2391, grad_norm: 1.8309 2021-06-06 07:28:13,115 - mmaction - INFO - Epoch [54][80/150] lr: 6.463e-03, eta: 1:33:15, time: 0.662, data_time: 0.001, memory: 5821, top1_acc: 0.9289, top5_acc: 0.9797, loss_cls: 0.2869, loss: 0.2869, grad_norm: 1.8648 2021-06-06 07:28:26,515 - mmaction - INFO - Epoch [54][100/150] lr: 6.303e-03, eta: 1:31:53, time: 0.670, data_time: 0.001, memory: 5821, top1_acc: 0.9328, top5_acc: 0.9852, loss_cls: 0.2443, loss: 0.2443, grad_norm: 1.8091 2021-06-06 07:28:40,093 - mmaction - INFO - Epoch [54][120/150] lr: 6.145e-03, eta: 1:30:31, time: 0.679, data_time: 0.001, memory: 5821, top1_acc: 0.9266, top5_acc: 0.9852, loss_cls: 0.2592, loss: 0.2592, grad_norm: 1.9184 2021-06-06 07:28:53,783 - mmaction - INFO - Epoch [54][140/150] lr: 5.989e-03, eta: 1:29:09, time: 0.684, data_time: 0.001, memory: 5821, top1_acc: 0.9258, top5_acc: 0.9805, loss_cls: 0.2750, loss: 0.2750, grad_norm: 1.9405 2021-06-06 07:29:04,896 - mmaction - INFO - Saving checkpoint at 54 epochs 2021-06-06 07:36:24,583 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-06 07:36:24,661 - mmaction - INFO - top1_acc 0.6783 top5_acc 0.8760 2021-06-06 07:36:24,661 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-06 07:36:24,718 - mmaction - INFO - mean_acc 0.6791 2021-06-06 07:36:24,719 - mmaction - INFO - Epoch(val) [54][150] top1_acc: 0.6783, top5_acc: 0.8760, mean_class_accuracy: 0.6791 2021-06-06 07:43:56,326 - mmaction - INFO - Epoch [55][20/150] lr: 5.758e-03, eta: 1:28:26, time: 22.578, data_time: 21.805, memory: 5821, top1_acc: 0.9242, top5_acc: 0.9867, loss_cls: 0.2711, loss: 0.2711, grad_norm: 1.8768 2021-06-06 07:44:09,464 - mmaction - INFO - Epoch [55][40/150] lr: 5.607e-03, eta: 1:27:04, time: 0.658, data_time: 0.002, memory: 5821, top1_acc: 0.9406, top5_acc: 0.9883, loss_cls: 0.2263, loss: 0.2263, grad_norm: 1.6333 2021-06-06 07:44:22,632 - mmaction - INFO - Epoch [55][60/150] lr: 5.457e-03, eta: 1:25:42, time: 0.658, data_time: 0.001, memory: 5821, top1_acc: 0.9383, top5_acc: 0.9867, loss_cls: 0.2586, loss: 0.2586, grad_norm: 1.8059 2021-06-06 07:44:35,875 - mmaction - INFO - Epoch [55][80/150] lr: 5.309e-03, eta: 1:24:20, time: 0.662, data_time: 0.001, memory: 5821, top1_acc: 0.9398, top5_acc: 0.9867, loss_cls: 0.2302, loss: 0.2302, grad_norm: 1.7041 2021-06-06 07:44:49,195 - mmaction - INFO - Epoch [55][100/150] lr: 5.164e-03, eta: 1:22:59, time: 0.666, data_time: 0.001, memory: 5821, top1_acc: 0.9258, top5_acc: 0.9875, loss_cls: 0.2670, loss: 0.2670, grad_norm: 1.9339 2021-06-06 07:45:05,666 - mmaction - INFO - Epoch [55][120/150] lr: 5.020e-03, eta: 1:21:39, time: 0.821, data_time: 0.011, memory: 5821, top1_acc: 0.9336, top5_acc: 0.9891, loss_cls: 0.2480, loss: 0.2480, grad_norm: 1.9192 2021-06-06 07:45:19,398 - mmaction - INFO - Epoch [55][140/150] lr: 4.878e-03, eta: 1:20:18, time: 0.689, data_time: 0.007, memory: 5821, top1_acc: 0.9313, top5_acc: 0.9859, loss_cls: 0.2472, loss: 0.2472, grad_norm: 1.7536 2021-06-06 07:45:31,232 - mmaction - INFO - Saving checkpoint at 55 epochs 2021-06-06 07:53:12,598 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-06 07:53:12,668 - mmaction - INFO - top1_acc 0.6865 top5_acc 0.8821 2021-06-06 07:53:12,668 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-06 07:53:12,726 - mmaction - INFO - mean_acc 0.6875 2021-06-06 07:53:12,727 - mmaction - INFO - Epoch(val) [55][150] top1_acc: 0.6865, top5_acc: 0.8821, mean_class_accuracy: 0.6875 2021-06-06 08:00:52,494 - mmaction - INFO - Epoch [56][20/150] lr: 4.668e-03, eta: 1:19:29, time: 22.984, data_time: 22.210, memory: 5821, top1_acc: 0.9375, top5_acc: 0.9883, loss_cls: 0.2328, loss: 0.2328, grad_norm: 1.7305 2021-06-06 08:01:05,638 - mmaction - INFO - Epoch [56][40/150] lr: 4.531e-03, eta: 1:18:08, time: 0.660, data_time: 0.004, memory: 5821, top1_acc: 0.9398, top5_acc: 0.9883, loss_cls: 0.2229, loss: 0.2229, grad_norm: 1.7078 2021-06-06 08:01:18,798 - mmaction - INFO - Epoch [56][60/150] lr: 4.396e-03, eta: 1:16:47, time: 0.658, data_time: 0.001, memory: 5821, top1_acc: 0.9219, top5_acc: 0.9805, loss_cls: 0.2755, loss: 0.2755, grad_norm: 1.8551 2021-06-06 08:01:31,994 - mmaction - INFO - Epoch [56][80/150] lr: 4.263e-03, eta: 1:15:27, time: 0.660, data_time: 0.001, memory: 5821, top1_acc: 0.9352, top5_acc: 0.9836, loss_cls: 0.2405, loss: 0.2405, grad_norm: 1.8310 2021-06-06 08:01:45,618 - mmaction - INFO - Epoch [56][100/150] lr: 4.132e-03, eta: 1:14:07, time: 0.681, data_time: 0.001, memory: 5821, top1_acc: 0.9273, top5_acc: 0.9844, loss_cls: 0.2492, loss: 0.2492, grad_norm: 1.7686 2021-06-06 08:01:59,168 - mmaction - INFO - Epoch [56][120/150] lr: 4.003e-03, eta: 1:12:47, time: 0.677, data_time: 0.001, memory: 5821, top1_acc: 0.9328, top5_acc: 0.9914, loss_cls: 0.2428, loss: 0.2428, grad_norm: 1.8956 2021-06-06 08:02:13,588 - mmaction - INFO - Epoch [56][140/150] lr: 3.875e-03, eta: 1:11:28, time: 0.721, data_time: 0.001, memory: 5821, top1_acc: 0.9336, top5_acc: 0.9883, loss_cls: 0.2305, loss: 0.2305, grad_norm: 1.7742 2021-06-06 08:02:25,159 - mmaction - INFO - Saving checkpoint at 56 epochs 2021-06-06 08:09:33,918 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-06 08:09:33,987 - mmaction - INFO - top1_acc 0.6849 top5_acc 0.8755 2021-06-06 08:09:33,987 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-06 08:09:34,045 - mmaction - INFO - mean_acc 0.6853 2021-06-06 08:09:34,046 - mmaction - INFO - Epoch(val) [56][150] top1_acc: 0.6849, top5_acc: 0.8755, mean_class_accuracy: 0.6853 2021-06-06 08:16:47,352 - mmaction - INFO - Epoch [57][20/150] lr: 3.688e-03, eta: 1:10:28, time: 21.663, data_time: 20.922, memory: 5821, top1_acc: 0.9313, top5_acc: 0.9859, loss_cls: 0.2412, loss: 0.2412, grad_norm: 1.7855 2021-06-06 08:17:00,487 - mmaction - INFO - Epoch [57][40/150] lr: 3.566e-03, eta: 1:09:08, time: 0.658, data_time: 0.003, memory: 5821, top1_acc: 0.9250, top5_acc: 0.9891, loss_cls: 0.2481, loss: 0.2481, grad_norm: 1.9211 2021-06-06 08:17:13,638 - mmaction - INFO - Epoch [57][60/150] lr: 3.445e-03, eta: 1:07:49, time: 0.657, data_time: 0.001, memory: 5821, top1_acc: 0.9430, top5_acc: 0.9898, loss_cls: 0.2037, loss: 0.2037, grad_norm: 1.6290 2021-06-06 08:17:26,878 - mmaction - INFO - Epoch [57][80/150] lr: 3.327e-03, eta: 1:06:29, time: 0.662, data_time: 0.001, memory: 5821, top1_acc: 0.9437, top5_acc: 0.9906, loss_cls: 0.2067, loss: 0.2067, grad_norm: 1.6854 2021-06-06 08:17:40,414 - mmaction - INFO - Epoch [57][100/150] lr: 3.210e-03, eta: 1:05:11, time: 0.677, data_time: 0.001, memory: 5821, top1_acc: 0.9484, top5_acc: 0.9867, loss_cls: 0.2003, loss: 0.2003, grad_norm: 1.6134 2021-06-06 08:17:54,007 - mmaction - INFO - Epoch [57][120/150] lr: 3.096e-03, eta: 1:03:52, time: 0.680, data_time: 0.001, memory: 5821, top1_acc: 0.9461, top5_acc: 0.9898, loss_cls: 0.2156, loss: 0.2156, grad_norm: 1.8046 2021-06-06 08:18:07,887 - mmaction - INFO - Epoch [57][140/150] lr: 2.984e-03, eta: 1:02:34, time: 0.694, data_time: 0.001, memory: 5821, top1_acc: 0.9352, top5_acc: 0.9852, loss_cls: 0.2455, loss: 0.2455, grad_norm: 1.8764 2021-06-06 08:18:17,386 - mmaction - INFO - Saving checkpoint at 57 epochs 2021-06-06 08:25:48,143 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-06 08:25:48,212 - mmaction - INFO - top1_acc 0.6709 top5_acc 0.8739 2021-06-06 08:25:48,212 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-06 08:25:48,265 - mmaction - INFO - mean_acc 0.6712 2021-06-06 08:25:48,266 - mmaction - INFO - Epoch(val) [57][150] top1_acc: 0.6709, top5_acc: 0.8739, mean_class_accuracy: 0.6712 2021-06-06 08:33:21,556 - mmaction - INFO - Epoch [58][20/150] lr: 2.819e-03, eta: 1:01:30, time: 22.662, data_time: 21.892, memory: 5821, top1_acc: 0.9492, top5_acc: 0.9883, loss_cls: 0.1951, loss: 0.1951, grad_norm: 1.5692 2021-06-06 08:33:34,697 - mmaction - INFO - Epoch [58][40/150] lr: 2.712e-03, eta: 1:00:11, time: 0.658, data_time: 0.002, memory: 5821, top1_acc: 0.9320, top5_acc: 0.9867, loss_cls: 0.2239, loss: 0.2239, grad_norm: 1.7943 2021-06-06 08:33:47,854 - mmaction - INFO - Epoch [58][60/150] lr: 2.606e-03, eta: 0:58:53, time: 0.658, data_time: 0.001, memory: 5821, top1_acc: 0.9398, top5_acc: 0.9859, loss_cls: 0.2244, loss: 0.2244, grad_norm: 1.6733 2021-06-06 08:34:01,126 - mmaction - INFO - Epoch [58][80/150] lr: 2.503e-03, eta: 0:57:35, time: 0.663, data_time: 0.001, memory: 5821, top1_acc: 0.9180, top5_acc: 0.9773, loss_cls: 0.2907, loss: 0.2907, grad_norm: 1.9192 2021-06-06 08:34:14,691 - mmaction - INFO - Epoch [58][100/150] lr: 2.402e-03, eta: 0:56:17, time: 0.678, data_time: 0.001, memory: 5821, top1_acc: 0.9422, top5_acc: 0.9906, loss_cls: 0.2090, loss: 0.2090, grad_norm: 1.7389 2021-06-06 08:34:28,344 - mmaction - INFO - Epoch [58][120/150] lr: 2.303e-03, eta: 0:55:00, time: 0.683, data_time: 0.002, memory: 5821, top1_acc: 0.9313, top5_acc: 0.9883, loss_cls: 0.2358, loss: 0.2358, grad_norm: 1.8270 2021-06-06 08:34:41,998 - mmaction - INFO - Epoch [58][140/150] lr: 2.206e-03, eta: 0:53:43, time: 0.683, data_time: 0.001, memory: 5821, top1_acc: 0.9422, top5_acc: 0.9922, loss_cls: 0.2169, loss: 0.2169, grad_norm: 1.7521 2021-06-06 08:34:53,149 - mmaction - INFO - Saving checkpoint at 58 epochs 2021-06-06 08:42:32,597 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-06 08:42:32,662 - mmaction - INFO - top1_acc 0.6759 top5_acc 0.8803 2021-06-06 08:42:32,662 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-06 08:42:32,715 - mmaction - INFO - mean_acc 0.6770 2021-06-06 08:42:32,716 - mmaction - INFO - Epoch(val) [58][150] top1_acc: 0.6759, top5_acc: 0.8803, mean_class_accuracy: 0.6770 2021-06-06 08:50:08,095 - mmaction - INFO - Epoch [59][20/150] lr: 2.064e-03, eta: 0:52:32, time: 22.766, data_time: 21.995, memory: 5821, top1_acc: 0.9406, top5_acc: 0.9883, loss_cls: 0.2191, loss: 0.2191, grad_norm: 1.7444 2021-06-06 08:50:21,232 - mmaction - INFO - Epoch [59][40/150] lr: 1.972e-03, eta: 0:51:15, time: 0.658, data_time: 0.003, memory: 5821, top1_acc: 0.9453, top5_acc: 0.9898, loss_cls: 0.2219, loss: 0.2219, grad_norm: 1.7651 2021-06-06 08:50:34,388 - mmaction - INFO - Epoch [59][60/150] lr: 1.882e-03, eta: 0:49:58, time: 0.658, data_time: 0.001, memory: 5821, top1_acc: 0.9352, top5_acc: 0.9875, loss_cls: 0.2171, loss: 0.2171, grad_norm: 1.7650 2021-06-06 08:50:47,629 - mmaction - INFO - Epoch [59][80/150] lr: 1.794e-03, eta: 0:48:41, time: 0.662, data_time: 0.001, memory: 5821, top1_acc: 0.9453, top5_acc: 0.9867, loss_cls: 0.2325, loss: 0.2325, grad_norm: 1.8097 2021-06-06 08:51:01,034 - mmaction - INFO - Epoch [59][100/150] lr: 1.708e-03, eta: 0:47:24, time: 0.670, data_time: 0.001, memory: 5821, top1_acc: 0.9422, top5_acc: 0.9883, loss_cls: 0.2145, loss: 0.2145, grad_norm: 1.7536 2021-06-06 08:51:14,617 - mmaction - INFO - Epoch [59][120/150] lr: 1.624e-03, eta: 0:46:08, time: 0.679, data_time: 0.001, memory: 5821, top1_acc: 0.9414, top5_acc: 0.9859, loss_cls: 0.2327, loss: 0.2327, grad_norm: 1.7847 2021-06-06 08:51:28,358 - mmaction - INFO - Epoch [59][140/150] lr: 1.542e-03, eta: 0:44:52, time: 0.687, data_time: 0.001, memory: 5821, top1_acc: 0.9273, top5_acc: 0.9844, loss_cls: 0.2534, loss: 0.2534, grad_norm: 1.9282 2021-06-06 08:51:39,945 - mmaction - INFO - Saving checkpoint at 59 epochs 2021-06-06 08:59:24,527 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-06 08:59:24,620 - mmaction - INFO - top1_acc 0.6820 top5_acc 0.8797 2021-06-06 08:59:24,620 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-06 08:59:24,683 - mmaction - INFO - mean_acc 0.6809 2021-06-06 08:59:24,684 - mmaction - INFO - Epoch(val) [59][150] top1_acc: 0.6820, top5_acc: 0.8797, mean_class_accuracy: 0.6809 2021-06-06 09:07:04,309 - mmaction - INFO - Epoch [60][20/150] lr: 1.424e-03, eta: 0:43:35, time: 22.978, data_time: 22.208, memory: 5821, top1_acc: 0.9289, top5_acc: 0.9875, loss_cls: 0.2272, loss: 0.2272, grad_norm: 1.7885 2021-06-06 09:07:17,455 - mmaction - INFO - Epoch [60][40/150] lr: 1.347e-03, eta: 0:42:19, time: 0.659, data_time: 0.004, memory: 5821, top1_acc: 0.9273, top5_acc: 0.9875, loss_cls: 0.2433, loss: 0.2433, grad_norm: 1.8652 2021-06-06 09:07:30,610 - mmaction - INFO - Epoch [60][60/150] lr: 1.273e-03, eta: 0:41:03, time: 0.658, data_time: 0.001, memory: 5821, top1_acc: 0.9313, top5_acc: 0.9859, loss_cls: 0.2293, loss: 0.2293, grad_norm: 1.8060 2021-06-06 09:07:43,839 - mmaction - INFO - Epoch [60][80/150] lr: 1.201e-03, eta: 0:39:47, time: 0.662, data_time: 0.001, memory: 5821, top1_acc: 0.9266, top5_acc: 0.9812, loss_cls: 0.2676, loss: 0.2676, grad_norm: 1.9216 2021-06-06 09:07:57,454 - mmaction - INFO - Epoch [60][100/150] lr: 1.130e-03, eta: 0:38:31, time: 0.681, data_time: 0.001, memory: 5821, top1_acc: 0.9508, top5_acc: 0.9914, loss_cls: 0.2040, loss: 0.2040, grad_norm: 1.7313 2021-06-06 09:08:11,024 - mmaction - INFO - Epoch [60][120/150] lr: 1.062e-03, eta: 0:37:16, time: 0.678, data_time: 0.001, memory: 5821, top1_acc: 0.9375, top5_acc: 0.9883, loss_cls: 0.2228, loss: 0.2228, grad_norm: 1.7679 2021-06-06 09:08:24,728 - mmaction - INFO - Epoch [60][140/150] lr: 9.962e-04, eta: 0:36:01, time: 0.685, data_time: 0.001, memory: 5821, top1_acc: 0.9398, top5_acc: 0.9844, loss_cls: 0.2287, loss: 0.2287, grad_norm: 1.6886 2021-06-06 09:08:35,812 - mmaction - INFO - Saving checkpoint at 60 epochs 2021-06-06 09:16:11,589 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-06 09:16:11,643 - mmaction - INFO - top1_acc 0.6870 top5_acc 0.8803 2021-06-06 09:16:11,643 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-06 09:16:11,686 - mmaction - INFO - mean_acc 0.6864 2021-06-06 09:16:11,687 - mmaction - INFO - Epoch(val) [60][150] top1_acc: 0.6870, top5_acc: 0.8803, mean_class_accuracy: 0.6864 2021-06-06 09:23:38,499 - mmaction - INFO - Epoch [61][20/150] lr: 9.010e-04, eta: 0:34:37, time: 22.338, data_time: 21.564, memory: 5821, top1_acc: 0.9352, top5_acc: 0.9867, loss_cls: 0.2328, loss: 0.2328, grad_norm: 1.8417 2021-06-06 09:23:51,617 - mmaction - INFO - Epoch [61][40/150] lr: 8.402e-04, eta: 0:33:22, time: 0.658, data_time: 0.003, memory: 5821, top1_acc: 0.9352, top5_acc: 0.9875, loss_cls: 0.2267, loss: 0.2267, grad_norm: 1.7721 2021-06-06 09:24:04,784 - mmaction - INFO - Epoch [61][60/150] lr: 7.816e-04, eta: 0:32:07, time: 0.658, data_time: 0.001, memory: 5821, top1_acc: 0.9414, top5_acc: 0.9836, loss_cls: 0.2389, loss: 0.2389, grad_norm: 1.8304 2021-06-06 09:24:18,028 - mmaction - INFO - Epoch [61][80/150] lr: 7.250e-04, eta: 0:30:52, time: 0.662, data_time: 0.001, memory: 5821, top1_acc: 0.9367, top5_acc: 0.9844, loss_cls: 0.2413, loss: 0.2413, grad_norm: 1.7893 2021-06-06 09:24:31,486 - mmaction - INFO - Epoch [61][100/150] lr: 6.705e-04, eta: 0:29:38, time: 0.673, data_time: 0.001, memory: 5821, top1_acc: 0.9359, top5_acc: 0.9898, loss_cls: 0.2268, loss: 0.2268, grad_norm: 1.8585 2021-06-06 09:24:45,039 - mmaction - INFO - Epoch [61][120/150] lr: 6.181e-04, eta: 0:28:23, time: 0.678, data_time: 0.001, memory: 5821, top1_acc: 0.9383, top5_acc: 0.9891, loss_cls: 0.2147, loss: 0.2147, grad_norm: 1.7551 2021-06-06 09:24:59,485 - mmaction - INFO - Epoch [61][140/150] lr: 5.679e-04, eta: 0:27:10, time: 0.722, data_time: 0.001, memory: 5821, top1_acc: 0.9320, top5_acc: 0.9875, loss_cls: 0.2253, loss: 0.2253, grad_norm: 1.7270 2021-06-06 09:25:11,401 - mmaction - INFO - Saving checkpoint at 61 epochs 2021-06-06 09:32:37,486 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-06 09:32:37,555 - mmaction - INFO - top1_acc 0.6889 top5_acc 0.8826 2021-06-06 09:32:37,555 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-06 09:32:37,614 - mmaction - INFO - mean_acc 0.6895 2021-06-06 09:32:38,843 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_61.pth. 2021-06-06 09:32:38,843 - mmaction - INFO - Best top1_acc is 0.6889 at 61 epoch. 2021-06-06 09:32:38,844 - mmaction - INFO - Epoch(val) [61][150] top1_acc: 0.6889, top5_acc: 0.8826, mean_class_accuracy: 0.6895 2021-06-06 09:40:16,848 - mmaction - INFO - Epoch [62][20/150] lr: 4.965e-04, eta: 0:25:40, time: 22.896, data_time: 22.130, memory: 5821, top1_acc: 0.9398, top5_acc: 0.9828, loss_cls: 0.2157, loss: 0.2157, grad_norm: 1.6290 2021-06-06 09:40:29,984 - mmaction - INFO - Epoch [62][40/150] lr: 4.516e-04, eta: 0:24:25, time: 0.658, data_time: 0.003, memory: 5821, top1_acc: 0.9430, top5_acc: 0.9898, loss_cls: 0.2005, loss: 0.2005, grad_norm: 1.6811 2021-06-06 09:40:43,131 - mmaction - INFO - Epoch [62][60/150] lr: 4.088e-04, eta: 0:23:11, time: 0.657, data_time: 0.001, memory: 5821, top1_acc: 0.9414, top5_acc: 0.9867, loss_cls: 0.2116, loss: 0.2116, grad_norm: 1.6901 2021-06-06 09:40:56,378 - mmaction - INFO - Epoch [62][80/150] lr: 3.681e-04, eta: 0:21:58, time: 0.662, data_time: 0.001, memory: 5821, top1_acc: 0.9352, top5_acc: 0.9859, loss_cls: 0.2164, loss: 0.2164, grad_norm: 1.7016 2021-06-06 09:41:09,861 - mmaction - INFO - Epoch [62][100/150] lr: 3.295e-04, eta: 0:20:44, time: 0.674, data_time: 0.001, memory: 5821, top1_acc: 0.9391, top5_acc: 0.9805, loss_cls: 0.2472, loss: 0.2472, grad_norm: 1.7733 2021-06-06 09:41:23,359 - mmaction - INFO - Epoch [62][120/150] lr: 2.930e-04, eta: 0:19:31, time: 0.675, data_time: 0.001, memory: 5821, top1_acc: 0.9297, top5_acc: 0.9875, loss_cls: 0.2469, loss: 0.2469, grad_norm: 1.8961 2021-06-06 09:41:37,045 - mmaction - INFO - Epoch [62][140/150] lr: 2.587e-04, eta: 0:18:18, time: 0.684, data_time: 0.001, memory: 5821, top1_acc: 0.9414, top5_acc: 0.9859, loss_cls: 0.2139, loss: 0.2139, grad_norm: 1.6561 2021-06-06 09:41:48,489 - mmaction - INFO - Saving checkpoint at 62 epochs 2021-06-06 09:49:26,289 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-06 09:49:26,352 - mmaction - INFO - top1_acc 0.6868 top5_acc 0.8776 2021-06-06 09:49:26,353 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-06 09:49:26,405 - mmaction - INFO - mean_acc 0.6870 2021-06-06 09:49:26,406 - mmaction - INFO - Epoch(val) [62][150] top1_acc: 0.6868, top5_acc: 0.8776, mean_class_accuracy: 0.6870 2021-06-06 09:57:05,607 - mmaction - INFO - Epoch [63][20/150] lr: 2.113e-04, eta: 0:16:42, time: 22.958, data_time: 22.186, memory: 5821, top1_acc: 0.9375, top5_acc: 0.9812, loss_cls: 0.2303, loss: 0.2303, grad_norm: 1.8193 2021-06-06 09:57:18,751 - mmaction - INFO - Epoch [63][40/150] lr: 1.823e-04, eta: 0:15:29, time: 0.658, data_time: 0.003, memory: 5821, top1_acc: 0.9391, top5_acc: 0.9859, loss_cls: 0.2137, loss: 0.2137, grad_norm: 1.7616 2021-06-06 09:57:31,924 - mmaction - INFO - Epoch [63][60/150] lr: 1.554e-04, eta: 0:14:16, time: 0.659, data_time: 0.001, memory: 5821, top1_acc: 0.9422, top5_acc: 0.9867, loss_cls: 0.2194, loss: 0.2194, grad_norm: 1.6950 2021-06-06 09:57:45,123 - mmaction - INFO - Epoch [63][80/150] lr: 1.307e-04, eta: 0:13:03, time: 0.660, data_time: 0.001, memory: 5821, top1_acc: 0.9469, top5_acc: 0.9859, loss_cls: 0.2154, loss: 0.2154, grad_norm: 1.6620 2021-06-06 09:57:58,634 - mmaction - INFO - Epoch [63][100/150] lr: 1.081e-04, eta: 0:11:51, time: 0.676, data_time: 0.001, memory: 5821, top1_acc: 0.9344, top5_acc: 0.9891, loss_cls: 0.2219, loss: 0.2219, grad_norm: 1.7387 2021-06-06 09:58:12,225 - mmaction - INFO - Epoch [63][120/150] lr: 8.769e-05, eta: 0:10:39, time: 0.680, data_time: 0.001, memory: 5821, top1_acc: 0.9391, top5_acc: 0.9875, loss_cls: 0.2189, loss: 0.2189, grad_norm: 1.6933 2021-06-06 09:58:25,823 - mmaction - INFO - Epoch [63][140/150] lr: 6.938e-05, eta: 0:09:27, time: 0.680, data_time: 0.001, memory: 5821, top1_acc: 0.9422, top5_acc: 0.9820, loss_cls: 0.2102, loss: 0.2102, grad_norm: 1.6213 2021-06-06 09:58:37,868 - mmaction - INFO - Saving checkpoint at 63 epochs 2021-06-06 10:06:24,197 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-06 10:06:24,265 - mmaction - INFO - top1_acc 0.6846 top5_acc 0.8773 2021-06-06 10:06:24,265 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-06 10:06:24,320 - mmaction - INFO - mean_acc 0.6855 2021-06-06 10:06:24,321 - mmaction - INFO - Epoch(val) [63][150] top1_acc: 0.6846, top5_acc: 0.8773, mean_class_accuracy: 0.6855 2021-06-06 10:14:05,663 - mmaction - INFO - Epoch [64][20/150] lr: 4.594e-05, eta: 0:07:45, time: 23.064, data_time: 22.289, memory: 5821, top1_acc: 0.9461, top5_acc: 0.9875, loss_cls: 0.2038, loss: 0.2038, grad_norm: 1.6526 2021-06-06 10:14:18,784 - mmaction - INFO - Epoch [64][40/150] lr: 3.298e-05, eta: 0:06:33, time: 0.658, data_time: 0.004, memory: 5821, top1_acc: 0.9266, top5_acc: 0.9836, loss_cls: 0.2522, loss: 0.2522, grad_norm: 1.8578 2021-06-06 10:14:31,930 - mmaction - INFO - Epoch [64][60/150] lr: 2.217e-05, eta: 0:05:21, time: 0.657, data_time: 0.001, memory: 5821, top1_acc: 0.9414, top5_acc: 0.9945, loss_cls: 0.1768, loss: 0.1768, grad_norm: 1.6052 2021-06-06 10:14:45,145 - mmaction - INFO - Epoch [64][80/150] lr: 1.350e-05, eta: 0:04:09, time: 0.661, data_time: 0.001, memory: 5821, top1_acc: 0.9227, top5_acc: 0.9859, loss_cls: 0.2414, loss: 0.2414, grad_norm: 1.9149 2021-06-06 10:14:58,474 - mmaction - INFO - Epoch [64][100/150] lr: 6.963e-06, eta: 0:02:57, time: 0.666, data_time: 0.001, memory: 5821, top1_acc: 0.9445, top5_acc: 0.9914, loss_cls: 0.1959, loss: 0.1959, grad_norm: 1.6977 2021-06-06 10:15:14,496 - mmaction - INFO - Epoch [64][120/150] lr: 2.573e-06, eta: 0:01:46, time: 0.801, data_time: 0.002, memory: 5821, top1_acc: 0.9414, top5_acc: 0.9844, loss_cls: 0.2242, loss: 0.2242, grad_norm: 1.7339 2021-06-06 10:15:28,206 - mmaction - INFO - Epoch [64][140/150] lr: 3.240e-07, eta: 0:00:35, time: 0.686, data_time: 0.001, memory: 5821, top1_acc: 0.9430, top5_acc: 0.9922, loss_cls: 0.2021, loss: 0.2021, grad_norm: 1.6557 2021-06-06 10:15:39,722 - mmaction - INFO - Saving checkpoint at 64 epochs 2021-06-06 10:23:22,089 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-06 10:23:22,153 - mmaction - INFO - top1_acc 0.6833 top5_acc 0.8781 2021-06-06 10:23:22,153 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-06 10:23:22,206 - mmaction - INFO - mean_acc 0.6829 2021-06-06 10:23:22,207 - mmaction - INFO - Epoch(val) [64][150] top1_acc: 0.6833, top5_acc: 0.8781, mean_class_accuracy: 0.6829