2021-03-16 10:25:12,005 - mmaction - INFO - Environment info: ------------------------------------------------------------ sys.platform: linux Python: 3.7.10 (default, Feb 26 2021, 18:47:35) [GCC 7.3.0] CUDA available: True GPU 0,1,2,3,4,5,6,7: Tesla V100-SXM2-32GB CUDA_HOME: /usr/local/cuda NVCC: Build cuda_11.0_bu.TC445_37.28540450_0 GCC: gcc (Ubuntu 5.4.0-6ubuntu1~16.04.12) 5.4.0 20160609 PyTorch: 1.7.0 PyTorch compiling details: PyTorch built with: - GCC 7.3 - C++ Version: 201402 - Intel(R) Math Kernel Library Version 2020.0.0 Product Build 20191122 for Intel(R) 64 architecture applications - Intel(R) MKL-DNN v1.6.0 (Git Hash 5ef631a030a6f73131c77892041042805a06064f) - OpenMP 201511 (a.k.a. OpenMP 4.5) - NNPACK is enabled - CPU capability usage: AVX2 - CUDA Runtime 10.2 - NVCC architecture flags: -gencode;arch=compute_37,code=sm_37;-gencode;arch=compute_50,code=sm_50;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_75,code=sm_75 - CuDNN 7.6.5 - Magma 2.5.2 - Build settings: BLAS=MKL, BUILD_TYPE=Release, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -DUSE_PTHREADPOOL -fopenmp -DNDEBUG -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DUSE_VULKAN_WRAPPER -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-unused-local-typedefs -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-stringop-overflow -Wno-psabi -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -fdiagnostics-color=always -faligned-new -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format -Wno-stringop-overflow, 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=OFF, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, TorchVision: 0.8.1 OpenCV: 4.5.1 MMCV: 1.2.7 MMCV Compiler: GCC 5.4 MMCV CUDA Compiler: 11.0 MMAction2: 0.12.0+1f887ca ------------------------------------------------------------ 2021-03-16 10:25:12,006 - mmaction - INFO - Distributed training: True 2021-03-16 10:25:12,006 - mmaction - INFO - Config: /ssd/zhangyiyang/mmaction2/configs/_base_/schedules/sgd_tsm_50e.py # optimizer optimizer = dict( type='SGD', constructor='TSMOptimizerConstructor', paramwise_cfg=dict(fc_lr5=True), lr=0.01, # this lr is used for 8 gpus momentum=0.9, weight_decay=0.0001) optimizer_config = dict(grad_clip=dict(max_norm=20, norm_type=2)) # learning policy lr_config = dict(policy='step', step=[20, 40]) total_epochs = 50 /ssd/zhangyiyang/mmaction2/configs/_base_/default_runtime.py checkpoint_config = dict(interval=1) log_config = dict( interval=20, hooks=[ dict(type='TextLoggerHook'), # dict(type='TensorboardLoggerHook'), ]) # runtime settings dist_params = dict(backend='nccl') log_level = 'INFO' load_from = None resume_from = None workflow = [('train', 1)] /ssd/zhangyiyang/mmaction2/configs/recognition/tsm/tsm_r50_cutmix_1x1x8_50e_sthv1_rgb.py _base_ = [ '../../_base_/schedules/sgd_tsm_50e.py', '../../_base_/default_runtime.py' ] # model settings # model settings# model settings model = dict( type='Recognizer2D', backbone=dict( type='ResNetTSM', pretrained='torchvision://resnet50', depth=50, norm_eval=False, shift_div=8), cls_head=dict( type='TSMHead', num_classes=174, in_channels=2048, spatial_type='avg', consensus=dict(type='AvgConsensus', dim=1), dropout_ratio=0.5, init_std=0.001, is_shift=True), # model training and testing settings train_cfg=dict( blending=dict(type="CutmixBlending", num_classes=174, alpha=.2)), # train_cfg=dict( # blending=dict(type='MixupBlending', num_classes=174, alpha=.2)), test_cfg=dict(average_clips='prob')) # dataset settings dataset_type = 'RawframeDataset' data_root = 'data/sthv1/rawframes' data_root_val = 'data/sthv1/rawframes' ann_file_train = 'data/sthv1/sthv1_train_list_rawframes.txt' ann_file_val = 'data/sthv1/sthv1_val_list_rawframes.txt' ann_file_test = 'data/sthv1/sthv1_val_list_rawframes.txt' img_norm_cfg = dict( mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_bgr=False) train_pipeline = [ dict(type='SampleFrames', clip_len=1, frame_interval=1, num_clips=8), dict(type='RawFrameDecode'), dict(type='Resize', scale=(-1, 256)), dict( type='MultiScaleCrop', input_size=224, scales=(1, 0.875, 0.75, 0.66), random_crop=False, max_wh_scale_gap=1, num_fixed_crops=13), dict(type='Resize', scale=(224, 224), keep_ratio=False), dict(type='Normalize', **img_norm_cfg), dict(type='FormatShape', input_format='NCHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs', 'label']) ] val_pipeline = [ dict( type='SampleFrames', clip_len=1, frame_interval=1, num_clips=8, test_mode=True), dict(type='RawFrameDecode'), dict(type='Resize', scale=(-1, 256)), dict(type='CenterCrop', crop_size=224), dict(type='Normalize', **img_norm_cfg), dict(type='FormatShape', input_format='NCHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs']) ] test_pipeline = [ dict( type='SampleFrames', clip_len=1, frame_interval=1, num_clips=8, test_mode=True), dict(type='RawFrameDecode'), dict(type='Resize', scale=(-1, 256)), dict(type='CenterCrop', crop_size=224), dict(type='Normalize', **img_norm_cfg), dict(type='FormatShape', input_format='NCHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs']) ] data = dict( videos_per_gpu=8, workers_per_gpu=4, train=dict( type=dataset_type, ann_file=ann_file_train, data_prefix=data_root, filename_tmpl='{:05}.jpg', pipeline=train_pipeline), val=dict( type=dataset_type, ann_file=ann_file_val, data_prefix=data_root_val, filename_tmpl='{:05}.jpg', pipeline=val_pipeline), test=dict( type=dataset_type, ann_file=ann_file_test, data_prefix=data_root_val, filename_tmpl='{:05}.jpg', pipeline=test_pipeline)) evaluation = dict( interval=2, metrics=['top_k_accuracy', 'mean_class_accuracy']) # optimizer optimizer = dict(weight_decay=0.0005) # runtime settings work_dir = './work_dirs/tsm_r50_cutmix_1x1x8_50e_sthv1_rgb/' 2021-03-16 10:25:12,612 - mmaction - INFO - These parameters in pretrained checkpoint are not loaded: {'fc.bias', 'fc.weight'} 2021-03-16 10:25:13,358 - mmaction - INFO - Start running, host: user@user-SYS-4029GP-TVRT, work_dir: /ssd/zhangyiyang/mmaction2/work_dirs/tsm_r50_cutmix_1x1x8_50e_sthv1_rgb 2021-03-16 10:25:13,358 - mmaction - INFO - workflow: [('train', 1)], max: 50 epochs 2021-03-16 10:25:31,741 - mmaction - INFO - Epoch [1][20/1345] lr: 1.000e-02, eta: 17:09:38, time: 0.919, data_time: 0.473, memory: 7067, loss_cls: 5.6252, loss: 5.6252, grad_norm: 3.7312 2021-03-16 10:25:39,199 - mmaction - INFO - Epoch [1][40/1345] lr: 1.000e-02, eta: 12:03:04, time: 0.372, data_time: 0.000, memory: 7067, loss_cls: 5.7439, loss: 5.7439, grad_norm: 3.5447 2021-03-16 10:25:46,670 - mmaction - INFO - Epoch [1][60/1345] lr: 1.000e-02, eta: 10:20:36, time: 0.372, data_time: 0.001, memory: 7067, loss_cls: 5.3637, loss: 5.3637, grad_norm: 2.3769 2021-03-16 10:25:54,208 - mmaction - INFO - Epoch [1][80/1345] lr: 1.000e-02, eta: 9:31:23, time: 0.379, data_time: 0.003, memory: 7067, loss_cls: 5.1753, loss: 5.1753, grad_norm: 1.4772 2021-03-16 10:26:02,414 - mmaction - INFO - Epoch [1][100/1345] lr: 1.000e-02, eta: 9:08:54, time: 0.411, data_time: 0.001, memory: 7067, loss_cls: 5.1372, loss: 5.1372, grad_norm: 1.1941 2021-03-16 10:26:13,145 - mmaction - INFO - Epoch [1][120/1345] lr: 1.000e-02, eta: 9:17:17, time: 0.536, data_time: 0.001, memory: 7067, loss_cls: 5.1169, loss: 5.1169, grad_norm: 1.1685 2021-03-16 10:26:24,175 - mmaction - INFO - Epoch [1][140/1345] lr: 1.000e-02, eta: 9:25:43, time: 0.552, data_time: 0.001, memory: 7067, loss_cls: 5.1145, loss: 5.1145, grad_norm: 1.1718 2021-03-16 10:26:35,165 - mmaction - INFO - Epoch [1][160/1345] lr: 1.000e-02, eta: 9:31:39, time: 0.549, data_time: 0.000, memory: 7067, loss_cls: 5.0972, loss: 5.0972, grad_norm: 0.8983 2021-03-16 10:26:46,194 - mmaction - INFO - Epoch [1][180/1345] lr: 1.000e-02, eta: 9:36:24, time: 0.551, data_time: 0.000, memory: 7067, loss_cls: 5.1072, loss: 5.1072, grad_norm: 0.8151 2021-03-16 10:26:57,140 - mmaction - INFO - Epoch [1][200/1345] lr: 1.000e-02, eta: 9:39:46, time: 0.547, data_time: 0.001, memory: 7067, loss_cls: 5.0982, loss: 5.0982, grad_norm: 0.8730 2021-03-16 10:27:08,219 - mmaction - INFO - Epoch [1][220/1345] lr: 1.000e-02, eta: 9:43:11, time: 0.554, data_time: 0.001, memory: 7067, loss_cls: 5.1009, loss: 5.1009, grad_norm: 1.0216 2021-03-16 10:27:19,355 - mmaction - INFO - Epoch [1][240/1345] lr: 1.000e-02, eta: 9:46:15, time: 0.557, data_time: 0.001, memory: 7067, loss_cls: 5.0672, loss: 5.0672, grad_norm: 1.1287 2021-03-16 10:27:30,170 - mmaction - INFO - Epoch [1][260/1345] lr: 1.000e-02, eta: 9:47:28, time: 0.541, data_time: 0.001, memory: 7067, loss_cls: 5.0779, loss: 5.0779, grad_norm: 0.9456 2021-03-16 10:27:38,102 - mmaction - INFO - Epoch [1][280/1345] lr: 1.000e-02, eta: 9:36:58, time: 0.397, data_time: 0.001, memory: 7067, loss_cls: 5.0501, loss: 5.0501, grad_norm: 1.1220 2021-03-16 10:27:45,580 - mmaction - INFO - Epoch [1][300/1345] lr: 1.000e-02, eta: 9:25:54, time: 0.371, data_time: 0.000, memory: 7067, loss_cls: 5.0819, loss: 5.0819, grad_norm: 0.9415 2021-03-16 10:27:52,928 - mmaction - INFO - Epoch [1][320/1345] lr: 1.000e-02, eta: 9:16:08, time: 0.369, data_time: 0.004, memory: 7067, loss_cls: 5.0473, loss: 5.0473, grad_norm: 1.1283 2021-03-16 10:28:00,424 - mmaction - INFO - Epoch [1][340/1345] lr: 1.000e-02, eta: 9:07:51, time: 0.375, data_time: 0.002, memory: 7067, loss_cls: 5.0552, loss: 5.0552, grad_norm: 1.2106 2021-03-16 10:28:07,567 - mmaction - INFO - Epoch [1][360/1345] lr: 1.000e-02, eta: 8:59:24, time: 0.357, data_time: 0.002, memory: 7067, loss_cls: 5.0582, loss: 5.0582, grad_norm: 1.0470 2021-03-16 10:28:15,219 - mmaction - INFO - Epoch [1][380/1345] lr: 1.000e-02, eta: 8:53:19, time: 0.383, data_time: 0.002, memory: 7067, loss_cls: 5.0468, loss: 5.0468, grad_norm: 1.2363 2021-03-16 10:28:22,561 - mmaction - INFO - Epoch [1][400/1345] lr: 1.000e-02, eta: 8:46:56, time: 0.367, data_time: 0.006, memory: 7067, loss_cls: 5.0399, loss: 5.0399, grad_norm: 1.1687 2021-03-16 10:28:29,820 - mmaction - INFO - Epoch [1][420/1345] lr: 1.000e-02, eta: 8:40:54, time: 0.362, data_time: 0.001, memory: 7067, loss_cls: 5.0436, loss: 5.0436, grad_norm: 1.1136 2021-03-16 10:28:36,905 - mmaction - INFO - Epoch [1][440/1345] lr: 1.000e-02, eta: 8:35:01, time: 0.355, data_time: 0.002, memory: 7067, loss_cls: 5.0150, loss: 5.0150, grad_norm: 1.2308 2021-03-16 10:28:44,218 - mmaction - INFO - Epoch [1][460/1345] lr: 1.000e-02, eta: 8:30:14, time: 0.367, data_time: 0.002, memory: 7067, loss_cls: 5.0471, loss: 5.0471, grad_norm: 1.3277 2021-03-16 10:28:51,462 - mmaction - INFO - Epoch [1][480/1345] lr: 1.000e-02, eta: 8:25:36, time: 0.362, data_time: 0.001, memory: 7067, loss_cls: 5.0082, loss: 5.0082, grad_norm: 1.1807 2021-03-16 10:28:58,727 - mmaction - INFO - Epoch [1][500/1345] lr: 1.000e-02, eta: 8:21:24, time: 0.363, data_time: 0.001, memory: 7067, loss_cls: 4.9892, loss: 4.9892, grad_norm: 1.3555 2021-03-16 10:29:06,119 - mmaction - INFO - Epoch [1][520/1345] lr: 1.000e-02, eta: 8:17:47, time: 0.370, data_time: 0.001, memory: 7067, loss_cls: 5.0134, loss: 5.0134, grad_norm: 1.3345 2021-03-16 10:29:13,574 - mmaction - INFO - Epoch [1][540/1345] lr: 1.000e-02, eta: 8:14:28, time: 0.371, data_time: 0.001, memory: 7067, loss_cls: 5.0026, loss: 5.0026, grad_norm: 1.1877 2021-03-16 10:29:21,076 - mmaction - INFO - Epoch [1][560/1345] lr: 1.000e-02, eta: 8:11:39, time: 0.378, data_time: 0.003, memory: 7067, loss_cls: 4.9827, loss: 4.9827, grad_norm: 1.4815 2021-03-16 10:29:28,730 - mmaction - INFO - Epoch [1][580/1345] lr: 1.000e-02, eta: 8:09:12, time: 0.382, data_time: 0.000, memory: 7067, loss_cls: 5.0071, loss: 5.0071, grad_norm: 1.4018 2021-03-16 10:29:36,192 - mmaction - INFO - Epoch [1][600/1345] lr: 1.000e-02, eta: 8:06:34, time: 0.373, data_time: 0.001, memory: 7067, loss_cls: 4.9847, loss: 4.9847, grad_norm: 1.4246 2021-03-16 10:29:43,660 - mmaction - INFO - Epoch [1][620/1345] lr: 1.000e-02, eta: 8:04:02, time: 0.371, data_time: 0.001, memory: 7067, loss_cls: 4.9600, loss: 4.9600, grad_norm: 1.6286 2021-03-16 10:29:50,981 - mmaction - INFO - Epoch [1][640/1345] lr: 1.000e-02, eta: 8:01:31, time: 0.368, data_time: 0.003, memory: 7067, loss_cls: 4.9990, loss: 4.9990, grad_norm: 1.3569 2021-03-16 10:29:58,426 - mmaction - INFO - Epoch [1][660/1345] lr: 1.000e-02, eta: 7:59:18, time: 0.372, data_time: 0.001, memory: 7067, loss_cls: 4.9894, loss: 4.9894, grad_norm: 1.5906 2021-03-16 10:30:05,690 - mmaction - INFO - Epoch [1][680/1345] lr: 1.000e-02, eta: 7:56:57, time: 0.364, data_time: 0.006, memory: 7067, loss_cls: 4.9577, loss: 4.9577, grad_norm: 1.4707 2021-03-16 10:30:12,878 - mmaction - INFO - Epoch [1][700/1345] lr: 1.000e-02, eta: 7:54:32, time: 0.358, data_time: 0.001, memory: 7067, loss_cls: 4.9752, loss: 4.9752, grad_norm: 1.4959 2021-03-16 10:30:20,305 - mmaction - INFO - Epoch [1][720/1345] lr: 1.000e-02, eta: 7:52:38, time: 0.371, data_time: 0.002, memory: 7067, loss_cls: 4.9870, loss: 4.9870, grad_norm: 1.4905 2021-03-16 10:30:27,554 - mmaction - INFO - Epoch [1][740/1345] lr: 1.000e-02, eta: 7:50:37, time: 0.363, data_time: 0.002, memory: 7067, loss_cls: 4.9715, loss: 4.9715, grad_norm: 1.5762 2021-03-16 10:30:35,088 - mmaction - INFO - Epoch [1][760/1345] lr: 1.000e-02, eta: 7:49:05, time: 0.377, data_time: 0.001, memory: 7067, loss_cls: 4.9679, loss: 4.9679, grad_norm: 1.4883 2021-03-16 10:30:42,533 - mmaction - INFO - Epoch [1][780/1345] lr: 1.000e-02, eta: 7:47:30, time: 0.372, data_time: 0.001, memory: 7067, loss_cls: 4.9238, loss: 4.9238, grad_norm: 1.5800 2021-03-16 10:30:50,093 - mmaction - INFO - Epoch [1][800/1345] lr: 1.000e-02, eta: 7:46:08, time: 0.377, data_time: 0.000, memory: 7067, loss_cls: 4.9813, loss: 4.9813, grad_norm: 1.4032 2021-03-16 10:30:57,612 - mmaction - INFO - Epoch [1][820/1345] lr: 1.000e-02, eta: 7:44:47, time: 0.376, data_time: 0.001, memory: 7067, loss_cls: 4.9736, loss: 4.9736, grad_norm: 1.4826 2021-03-16 10:31:05,215 - mmaction - INFO - Epoch [1][840/1345] lr: 1.000e-02, eta: 7:43:35, time: 0.380, data_time: 0.001, memory: 7067, loss_cls: 4.9079, loss: 4.9079, grad_norm: 1.7009 2021-03-16 10:31:12,752 - mmaction - INFO - Epoch [1][860/1345] lr: 1.000e-02, eta: 7:42:23, time: 0.378, data_time: 0.001, memory: 7067, loss_cls: 4.9169, loss: 4.9169, grad_norm: 1.5883 2021-03-16 10:31:20,084 - mmaction - INFO - Epoch [1][880/1345] lr: 1.000e-02, eta: 7:40:55, time: 0.365, data_time: 0.001, memory: 7067, loss_cls: 4.9327, loss: 4.9327, grad_norm: 1.6677 2021-03-16 10:31:27,579 - mmaction - INFO - Epoch [1][900/1345] lr: 1.000e-02, eta: 7:39:46, time: 0.375, data_time: 0.002, memory: 7067, loss_cls: 4.9307, loss: 4.9307, grad_norm: 1.5981 2021-03-16 10:31:34,725 - mmaction - INFO - Epoch [1][920/1345] lr: 1.000e-02, eta: 7:38:14, time: 0.358, data_time: 0.002, memory: 7067, loss_cls: 4.9118, loss: 4.9118, grad_norm: 1.6224 2021-03-16 10:31:42,463 - mmaction - INFO - Epoch [1][940/1345] lr: 1.000e-02, eta: 7:37:27, time: 0.387, data_time: 0.001, memory: 7067, loss_cls: 4.9148, loss: 4.9148, grad_norm: 1.7140 2021-03-16 10:31:49,947 - mmaction - INFO - Epoch [1][960/1345] lr: 1.000e-02, eta: 7:36:23, time: 0.374, data_time: 0.001, memory: 7067, loss_cls: 4.9117, loss: 4.9117, grad_norm: 1.7809 2021-03-16 10:31:57,494 - mmaction - INFO - Epoch [1][980/1345] lr: 1.000e-02, eta: 7:35:25, time: 0.376, data_time: 0.001, memory: 7067, loss_cls: 4.8758, loss: 4.8758, grad_norm: 1.7655 2021-03-16 10:32:04,577 - mmaction - INFO - Epoch [1][1000/1345] lr: 1.000e-02, eta: 7:34:01, time: 0.355, data_time: 0.003, memory: 7067, loss_cls: 4.9419, loss: 4.9419, grad_norm: 1.6526 2021-03-16 10:32:12,025 - mmaction - INFO - Epoch [1][1020/1345] lr: 1.000e-02, eta: 7:33:03, time: 0.373, data_time: 0.001, memory: 7067, loss_cls: 4.9152, loss: 4.9152, grad_norm: 1.6473 2021-03-16 10:32:19,553 - mmaction - INFO - Epoch [1][1040/1345] lr: 1.000e-02, eta: 7:32:11, time: 0.376, data_time: 0.001, memory: 7067, loss_cls: 4.8944, loss: 4.8944, grad_norm: 1.6470 2021-03-16 10:32:27,074 - mmaction - INFO - Epoch [1][1060/1345] lr: 1.000e-02, eta: 7:31:21, time: 0.377, data_time: 0.001, memory: 7067, loss_cls: 4.8661, loss: 4.8661, grad_norm: 2.0012 2021-03-16 10:32:34,466 - mmaction - INFO - Epoch [1][1080/1345] lr: 1.000e-02, eta: 7:30:23, time: 0.368, data_time: 0.001, memory: 7067, loss_cls: 4.8357, loss: 4.8357, grad_norm: 1.8482 2021-03-16 10:32:41,776 - mmaction - INFO - Epoch [1][1100/1345] lr: 1.000e-02, eta: 7:29:24, time: 0.366, data_time: 0.002, memory: 7067, loss_cls: 4.8607, loss: 4.8607, grad_norm: 1.8163 2021-03-16 10:32:49,385 - mmaction - INFO - Epoch [1][1120/1345] lr: 1.000e-02, eta: 7:28:43, time: 0.380, data_time: 0.001, memory: 7067, loss_cls: 4.8585, loss: 4.8585, grad_norm: 1.9874 2021-03-16 10:32:56,940 - mmaction - INFO - Epoch [1][1140/1345] lr: 1.000e-02, eta: 7:28:01, time: 0.378, data_time: 0.001, memory: 7067, loss_cls: 4.8532, loss: 4.8532, grad_norm: 2.0455 2021-03-16 10:33:04,662 - mmaction - INFO - Epoch [1][1160/1345] lr: 1.000e-02, eta: 7:27:30, time: 0.386, data_time: 0.002, memory: 7067, loss_cls: 4.8600, loss: 4.8600, grad_norm: 1.9847 2021-03-16 10:33:12,272 - mmaction - INFO - Epoch [1][1180/1345] lr: 1.000e-02, eta: 7:26:53, time: 0.381, data_time: 0.002, memory: 7067, loss_cls: 4.8610, loss: 4.8610, grad_norm: 2.0104 2021-03-16 10:33:19,721 - mmaction - INFO - Epoch [1][1200/1345] lr: 1.000e-02, eta: 7:26:09, time: 0.374, data_time: 0.002, memory: 7067, loss_cls: 4.8475, loss: 4.8475, grad_norm: 1.8298 2021-03-16 10:33:27,217 - mmaction - INFO - Epoch [1][1220/1345] lr: 1.000e-02, eta: 7:25:28, time: 0.375, data_time: 0.000, memory: 7067, loss_cls: 4.8556, loss: 4.8556, grad_norm: 2.0382 2021-03-16 10:33:34,433 - mmaction - INFO - Epoch [1][1240/1345] lr: 1.000e-02, eta: 7:24:32, time: 0.360, data_time: 0.003, memory: 7067, loss_cls: 4.8011, loss: 4.8011, grad_norm: 2.2536 2021-03-16 10:33:41,862 - mmaction - INFO - Epoch [1][1260/1345] lr: 1.000e-02, eta: 7:23:48, time: 0.370, data_time: 0.001, memory: 7067, loss_cls: 4.8488, loss: 4.8488, grad_norm: 1.9156 2021-03-16 10:33:49,091 - mmaction - INFO - Epoch [1][1280/1345] lr: 1.000e-02, eta: 7:22:59, time: 0.364, data_time: 0.003, memory: 7067, loss_cls: 4.8202, loss: 4.8202, grad_norm: 1.9521 2021-03-16 10:33:56,392 - mmaction - INFO - Epoch [1][1300/1345] lr: 1.000e-02, eta: 7:22:11, time: 0.364, data_time: 0.000, memory: 7067, loss_cls: 4.7613, loss: 4.7613, grad_norm: 2.2556 2021-03-16 10:34:03,420 - mmaction - INFO - Epoch [1][1320/1345] lr: 1.000e-02, eta: 7:21:13, time: 0.352, data_time: 0.002, memory: 7067, loss_cls: 4.7996, loss: 4.7996, grad_norm: 2.1750 2021-03-16 10:34:10,496 - mmaction - INFO - Epoch [1][1340/1345] lr: 1.000e-02, eta: 7:20:19, time: 0.355, data_time: 0.002, memory: 7067, loss_cls: 4.8330, loss: 4.8330, grad_norm: 2.1381 2021-03-16 10:34:12,315 - mmaction - INFO - Saving checkpoint at 1 epochs 2021-03-16 10:34:30,355 - mmaction - INFO - Epoch [2][20/1345] lr: 1.000e-02, eta: 7:26:18, time: 0.883, data_time: 0.452, memory: 7067, loss_cls: 4.8133, loss: 4.8133, grad_norm: 2.1428 2021-03-16 10:34:37,938 - mmaction - INFO - Epoch [2][40/1345] lr: 1.000e-02, eta: 7:25:44, time: 0.380, data_time: 0.001, memory: 7067, loss_cls: 4.7816, loss: 4.7816, grad_norm: 2.3824 2021-03-16 10:34:45,456 - mmaction - INFO - Epoch [2][60/1345] lr: 1.000e-02, eta: 7:25:04, time: 0.371, data_time: 0.000, memory: 7067, loss_cls: 4.7674, loss: 4.7674, grad_norm: 2.2753 2021-03-16 10:34:52,728 - mmaction - INFO - Epoch [2][80/1345] lr: 1.000e-02, eta: 7:24:20, time: 0.367, data_time: 0.005, memory: 7067, loss_cls: 4.7893, loss: 4.7893, grad_norm: 2.2183 2021-03-16 10:35:00,150 - mmaction - INFO - Epoch [2][100/1345] lr: 1.000e-02, eta: 7:23:42, time: 0.372, data_time: 0.002, memory: 7067, loss_cls: 4.7526, loss: 4.7526, grad_norm: 2.3318 2021-03-16 10:35:07,638 - mmaction - INFO - Epoch [2][120/1345] lr: 1.000e-02, eta: 7:23:07, time: 0.375, data_time: 0.001, memory: 7067, loss_cls: 4.8120, loss: 4.8120, grad_norm: 2.1421 2021-03-16 10:35:15,019 - mmaction - INFO - Epoch [2][140/1345] lr: 1.000e-02, eta: 7:22:27, time: 0.368, data_time: 0.000, memory: 7067, loss_cls: 4.6927, loss: 4.6927, grad_norm: 2.5149 2021-03-16 10:35:22,424 - mmaction - INFO - Epoch [2][160/1345] lr: 1.000e-02, eta: 7:21:50, time: 0.370, data_time: 0.001, memory: 7067, loss_cls: 4.7801, loss: 4.7801, grad_norm: 2.1739 2021-03-16 10:35:29,759 - mmaction - INFO - Epoch [2][180/1345] lr: 1.000e-02, eta: 7:21:09, time: 0.366, data_time: 0.001, memory: 7067, loss_cls: 4.7702, loss: 4.7702, grad_norm: 2.3861 2021-03-16 10:35:37,062 - mmaction - INFO - Epoch [2][200/1345] lr: 1.000e-02, eta: 7:20:30, time: 0.366, data_time: 0.002, memory: 7067, loss_cls: 4.7588, loss: 4.7588, grad_norm: 2.4711 2021-03-16 10:35:44,564 - mmaction - INFO - Epoch [2][220/1345] lr: 1.000e-02, eta: 7:20:00, time: 0.376, data_time: 0.001, memory: 7067, loss_cls: 4.6851, loss: 4.6851, grad_norm: 2.4890 2021-03-16 10:35:51,990 - mmaction - INFO - Epoch [2][240/1345] lr: 1.000e-02, eta: 7:19:26, time: 0.370, data_time: 0.000, memory: 7067, loss_cls: 4.7240, loss: 4.7240, grad_norm: 2.2741 2021-03-16 10:35:59,470 - mmaction - INFO - Epoch [2][260/1345] lr: 1.000e-02, eta: 7:18:56, time: 0.375, data_time: 0.002, memory: 7067, loss_cls: 4.7617, loss: 4.7617, grad_norm: 2.2637 2021-03-16 10:36:06,845 - mmaction - INFO - Epoch [2][280/1345] lr: 1.000e-02, eta: 7:18:21, time: 0.368, data_time: 0.000, memory: 7067, loss_cls: 4.7339, loss: 4.7339, grad_norm: 2.2254 2021-03-16 10:36:14,422 - mmaction - INFO - Epoch [2][300/1345] lr: 1.000e-02, eta: 7:17:56, time: 0.379, data_time: 0.001, memory: 7067, loss_cls: 4.6724, loss: 4.6724, grad_norm: 2.4922 2021-03-16 10:36:21,640 - mmaction - INFO - Epoch [2][320/1345] lr: 1.000e-02, eta: 7:17:16, time: 0.360, data_time: 0.000, memory: 7067, loss_cls: 4.7046, loss: 4.7046, grad_norm: 2.5814 2021-03-16 10:36:28,908 - mmaction - INFO - Epoch [2][340/1345] lr: 1.000e-02, eta: 7:16:39, time: 0.363, data_time: 0.002, memory: 7067, loss_cls: 4.6824, loss: 4.6824, grad_norm: 2.5976 2021-03-16 10:36:36,402 - mmaction - INFO - Epoch [2][360/1345] lr: 1.000e-02, eta: 7:16:12, time: 0.375, data_time: 0.002, memory: 7067, loss_cls: 4.6824, loss: 4.6824, grad_norm: 2.6081 2021-03-16 10:36:43,656 - mmaction - INFO - Epoch [2][380/1345] lr: 1.000e-02, eta: 7:15:37, time: 0.364, data_time: 0.002, memory: 7067, loss_cls: 4.6787, loss: 4.6787, grad_norm: 2.4746 2021-03-16 10:36:50,911 - mmaction - INFO - Epoch [2][400/1345] lr: 1.000e-02, eta: 7:15:02, time: 0.363, data_time: 0.001, memory: 7067, loss_cls: 4.7080, loss: 4.7080, grad_norm: 2.4443 2021-03-16 10:36:58,170 - mmaction - INFO - Epoch [2][420/1345] lr: 1.000e-02, eta: 7:14:28, time: 0.363, data_time: 0.001, memory: 7067, loss_cls: 4.6189, loss: 4.6189, grad_norm: 2.7612 2021-03-16 10:37:05,783 - mmaction - INFO - Epoch [2][440/1345] lr: 1.000e-02, eta: 7:14:06, time: 0.380, data_time: 0.001, memory: 7067, loss_cls: 4.7274, loss: 4.7274, grad_norm: 2.5638 2021-03-16 10:37:13,395 - mmaction - INFO - Epoch [2][460/1345] lr: 1.000e-02, eta: 7:13:46, time: 0.381, data_time: 0.002, memory: 7067, loss_cls: 4.6498, loss: 4.6498, grad_norm: 2.6928 2021-03-16 10:37:20,855 - mmaction - INFO - Epoch [2][480/1345] lr: 1.000e-02, eta: 7:13:20, time: 0.373, data_time: 0.001, memory: 7067, loss_cls: 4.6336, loss: 4.6336, grad_norm: 2.6825 2021-03-16 10:37:28,227 - mmaction - INFO - Epoch [2][500/1345] lr: 1.000e-02, eta: 7:12:51, time: 0.368, data_time: 0.002, memory: 7067, loss_cls: 4.6668, loss: 4.6668, grad_norm: 2.7651 2021-03-16 10:37:38,884 - mmaction - INFO - Epoch [2][520/1345] lr: 1.000e-02, eta: 7:14:20, time: 0.534, data_time: 0.002, memory: 7067, loss_cls: 4.6749, loss: 4.6749, grad_norm: 2.8538 2021-03-16 10:37:49,540 - mmaction - INFO - Epoch [2][540/1345] lr: 1.000e-02, eta: 7:15:45, time: 0.533, data_time: 0.001, memory: 7067, loss_cls: 4.6565, loss: 4.6565, grad_norm: 2.8467 2021-03-16 10:38:00,371 - mmaction - INFO - Epoch [2][560/1345] lr: 1.000e-02, eta: 7:17:14, time: 0.542, data_time: 0.000, memory: 7067, loss_cls: 4.6751, loss: 4.6751, grad_norm: 2.6450 2021-03-16 10:38:11,272 - mmaction - INFO - Epoch [2][580/1345] lr: 1.000e-02, eta: 7:18:43, time: 0.545, data_time: 0.000, memory: 7067, loss_cls: 4.6381, loss: 4.6381, grad_norm: 2.9267 2021-03-16 10:38:22,077 - mmaction - INFO - Epoch [2][600/1345] lr: 1.000e-02, eta: 7:20:08, time: 0.540, data_time: 0.000, memory: 7067, loss_cls: 4.6181, loss: 4.6181, grad_norm: 2.8869 2021-03-16 10:38:32,882 - mmaction - INFO - Epoch [2][620/1345] lr: 1.000e-02, eta: 7:21:30, time: 0.540, data_time: 0.000, memory: 7067, loss_cls: 4.6385, loss: 4.6385, grad_norm: 2.8420 2021-03-16 10:38:43,662 - mmaction - INFO - Epoch [2][640/1345] lr: 1.000e-02, eta: 7:22:49, time: 0.538, data_time: 0.000, memory: 7067, loss_cls: 4.6273, loss: 4.6273, grad_norm: 2.9871 2021-03-16 10:38:54,527 - mmaction - INFO - Epoch [2][660/1345] lr: 1.000e-02, eta: 7:24:10, time: 0.544, data_time: 0.001, memory: 7067, loss_cls: 4.6425, loss: 4.6425, grad_norm: 2.8782 2021-03-16 10:39:05,339 - mmaction - INFO - Epoch [2][680/1345] lr: 1.000e-02, eta: 7:25:26, time: 0.540, data_time: 0.001, memory: 7067, loss_cls: 4.5652, loss: 4.5652, grad_norm: 2.8569 2021-03-16 10:39:16,203 - mmaction - INFO - Epoch [2][700/1345] lr: 1.000e-02, eta: 7:26:44, time: 0.543, data_time: 0.001, memory: 7067, loss_cls: 4.5741, loss: 4.5741, grad_norm: 2.9368 2021-03-16 10:39:24,688 - mmaction - INFO - Epoch [2][720/1345] lr: 1.000e-02, eta: 7:26:43, time: 0.423, data_time: 0.000, memory: 7067, loss_cls: 4.5721, loss: 4.5721, grad_norm: 3.1829 2021-03-16 10:39:32,007 - mmaction - INFO - Epoch [2][740/1345] lr: 1.000e-02, eta: 7:26:04, time: 0.363, data_time: 0.002, memory: 7067, loss_cls: 4.5944, loss: 4.5944, grad_norm: 2.9777 2021-03-16 10:39:39,284 - mmaction - INFO - Epoch [2][760/1345] lr: 1.000e-02, eta: 7:25:30, time: 0.368, data_time: 0.005, memory: 7067, loss_cls: 4.5505, loss: 4.5505, grad_norm: 3.0382 2021-03-16 10:39:46,691 - mmaction - INFO - Epoch [2][780/1345] lr: 1.000e-02, eta: 7:24:57, time: 0.370, data_time: 0.000, memory: 7067, loss_cls: 4.5411, loss: 4.5411, grad_norm: 3.1669 2021-03-16 10:39:53,716 - mmaction - INFO - Epoch [2][800/1345] lr: 1.000e-02, eta: 7:24:13, time: 0.351, data_time: 0.001, memory: 7067, loss_cls: 4.6233, loss: 4.6233, grad_norm: 2.9416 2021-03-16 10:40:00,974 - mmaction - INFO - Epoch [2][820/1345] lr: 1.000e-02, eta: 7:23:37, time: 0.363, data_time: 0.000, memory: 7067, loss_cls: 4.5261, loss: 4.5261, grad_norm: 3.1110 2021-03-16 10:40:08,138 - mmaction - INFO - Epoch [2][840/1345] lr: 1.000e-02, eta: 7:22:58, time: 0.357, data_time: 0.000, memory: 7067, loss_cls: 4.5365, loss: 4.5365, grad_norm: 3.1282 2021-03-16 10:40:15,347 - mmaction - INFO - Epoch [2][860/1345] lr: 1.000e-02, eta: 7:22:22, time: 0.361, data_time: 0.001, memory: 7067, loss_cls: 4.5267, loss: 4.5267, grad_norm: 2.9639 2021-03-16 10:40:22,721 - mmaction - INFO - Epoch [2][880/1345] lr: 1.000e-02, eta: 7:21:50, time: 0.368, data_time: 0.001, memory: 7067, loss_cls: 4.5655, loss: 4.5655, grad_norm: 3.2400 2021-03-16 10:40:29,786 - mmaction - INFO - Epoch [2][900/1345] lr: 1.000e-02, eta: 7:21:11, time: 0.355, data_time: 0.002, memory: 7067, loss_cls: 4.5713, loss: 4.5713, grad_norm: 2.9899 2021-03-16 10:40:36,987 - mmaction - INFO - Epoch [2][920/1345] lr: 1.000e-02, eta: 7:20:36, time: 0.359, data_time: 0.001, memory: 7067, loss_cls: 4.5002, loss: 4.5002, grad_norm: 3.2627 2021-03-16 10:40:44,191 - mmaction - INFO - Epoch [2][940/1345] lr: 1.000e-02, eta: 7:20:01, time: 0.360, data_time: 0.002, memory: 7067, loss_cls: 4.5196, loss: 4.5196, grad_norm: 3.0845 2021-03-16 10:40:51,478 - mmaction - INFO - Epoch [2][960/1345] lr: 1.000e-02, eta: 7:19:29, time: 0.364, data_time: 0.001, memory: 7067, loss_cls: 4.5780, loss: 4.5780, grad_norm: 3.0320 2021-03-16 10:40:58,790 - mmaction - INFO - Epoch [2][980/1345] lr: 1.000e-02, eta: 7:18:59, time: 0.366, data_time: 0.001, memory: 7067, loss_cls: 4.5505, loss: 4.5505, grad_norm: 3.0302 2021-03-16 10:41:06,117 - mmaction - INFO - Epoch [2][1000/1345] lr: 1.000e-02, eta: 7:18:28, time: 0.365, data_time: 0.001, memory: 7067, loss_cls: 4.5305, loss: 4.5305, grad_norm: 2.9767 2021-03-16 10:41:13,331 - mmaction - INFO - Epoch [2][1020/1345] lr: 1.000e-02, eta: 7:17:56, time: 0.360, data_time: 0.002, memory: 7067, loss_cls: 4.4874, loss: 4.4874, grad_norm: 2.9650 2021-03-16 10:41:20,591 - mmaction - INFO - Epoch [2][1040/1345] lr: 1.000e-02, eta: 7:17:26, time: 0.365, data_time: 0.002, memory: 7067, loss_cls: 4.4726, loss: 4.4726, grad_norm: 3.2719 2021-03-16 10:41:27,837 - mmaction - INFO - Epoch [2][1060/1345] lr: 1.000e-02, eta: 7:16:54, time: 0.362, data_time: 0.000, memory: 7067, loss_cls: 4.5101, loss: 4.5101, grad_norm: 3.1475 2021-03-16 10:41:35,176 - mmaction - INFO - Epoch [2][1080/1345] lr: 1.000e-02, eta: 7:16:26, time: 0.367, data_time: 0.001, memory: 7067, loss_cls: 4.4205, loss: 4.4205, grad_norm: 3.1669 2021-03-16 10:41:42,615 - mmaction - INFO - Epoch [2][1100/1345] lr: 1.000e-02, eta: 7:16:02, time: 0.373, data_time: 0.001, memory: 7067, loss_cls: 4.5094, loss: 4.5094, grad_norm: 3.0822 2021-03-16 10:41:49,761 - mmaction - INFO - Epoch [2][1120/1345] lr: 1.000e-02, eta: 7:15:29, time: 0.357, data_time: 0.000, memory: 7067, loss_cls: 4.4980, loss: 4.4980, grad_norm: 3.2087 2021-03-16 10:41:57,103 - mmaction - INFO - Epoch [2][1140/1345] lr: 1.000e-02, eta: 7:15:02, time: 0.368, data_time: 0.001, memory: 7067, loss_cls: 4.4427, loss: 4.4427, grad_norm: 3.5626 2021-03-16 10:42:04,336 - mmaction - INFO - Epoch [2][1160/1345] lr: 1.000e-02, eta: 7:14:32, time: 0.361, data_time: 0.000, memory: 7067, loss_cls: 4.4365, loss: 4.4365, grad_norm: 3.2599 2021-03-16 10:42:11,939 - mmaction - INFO - Epoch [2][1180/1345] lr: 1.000e-02, eta: 7:14:13, time: 0.380, data_time: 0.001, memory: 7067, loss_cls: 4.4548, loss: 4.4548, grad_norm: 3.2820 2021-03-16 10:42:19,197 - mmaction - INFO - Epoch [2][1200/1345] lr: 1.000e-02, eta: 7:13:44, time: 0.363, data_time: 0.001, memory: 7067, loss_cls: 4.3990, loss: 4.3990, grad_norm: 3.4538 2021-03-16 10:42:26,544 - mmaction - INFO - Epoch [2][1220/1345] lr: 1.000e-02, eta: 7:13:19, time: 0.368, data_time: 0.001, memory: 7067, loss_cls: 4.4330, loss: 4.4330, grad_norm: 3.3247 2021-03-16 10:42:33,477 - mmaction - INFO - Epoch [2][1240/1345] lr: 1.000e-02, eta: 7:12:43, time: 0.346, data_time: 0.001, memory: 7067, loss_cls: 4.4190, loss: 4.4190, grad_norm: 3.2779 2021-03-16 10:42:40,809 - mmaction - INFO - Epoch [2][1260/1345] lr: 1.000e-02, eta: 7:12:18, time: 0.367, data_time: 0.001, memory: 7067, loss_cls: 4.4342, loss: 4.4342, grad_norm: 3.3108 2021-03-16 10:42:48,347 - mmaction - INFO - Epoch [2][1280/1345] lr: 1.000e-02, eta: 7:11:58, time: 0.376, data_time: 0.001, memory: 7067, loss_cls: 4.4465, loss: 4.4465, grad_norm: 3.4562 2021-03-16 10:42:55,582 - mmaction - INFO - Epoch [2][1300/1345] lr: 1.000e-02, eta: 7:11:30, time: 0.362, data_time: 0.002, memory: 7067, loss_cls: 4.3933, loss: 4.3933, grad_norm: 3.4290 2021-03-16 10:43:03,135 - mmaction - INFO - Epoch [2][1320/1345] lr: 1.000e-02, eta: 7:11:11, time: 0.377, data_time: 0.002, memory: 7067, loss_cls: 4.4580, loss: 4.4580, grad_norm: 3.2937 2021-03-16 10:43:10,066 - mmaction - INFO - Epoch [2][1340/1345] lr: 1.000e-02, eta: 7:10:37, time: 0.347, data_time: 0.002, memory: 7067, loss_cls: 4.3973, loss: 4.3973, grad_norm: 3.5375 2021-03-16 10:43:11,821 - mmaction - INFO - Saving checkpoint at 2 epochs 2021-03-16 10:44:14,666 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-16 10:44:14,809 - mmaction - INFO - top1_acc 0.1041 top5_acc 0.2882 2021-03-16 10:44:14,809 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-16 10:44:14,817 - mmaction - INFO - mean_acc 0.0932 2021-03-16 10:44:15,134 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_2.pth. 2021-03-16 10:44:15,134 - mmaction - INFO - Best top1_acc is 0.1041 at 2 epoch. 2021-03-16 10:44:15,137 - mmaction - INFO - Epoch(val) [2][1345] top1_acc: 0.1041, top5_acc: 0.2882, mean_class_accuracy: 0.0932 2021-03-16 10:44:32,080 - mmaction - INFO - Epoch [3][20/1345] lr: 1.000e-02, eta: 7:13:12, time: 0.847, data_time: 0.458, memory: 7067, loss_cls: 4.4308, loss: 4.4308, grad_norm: 3.3314 2021-03-16 10:44:39,738 - mmaction - INFO - Epoch [3][40/1345] lr: 1.000e-02, eta: 7:12:55, time: 0.382, data_time: 0.001, memory: 7067, loss_cls: 4.3812, loss: 4.3812, grad_norm: 3.4995 2021-03-16 10:44:47,142 - mmaction - INFO - Epoch [3][60/1345] lr: 1.000e-02, eta: 7:12:32, time: 0.371, data_time: 0.001, memory: 7067, loss_cls: 4.3155, loss: 4.3155, grad_norm: 3.5470 2021-03-16 10:44:54,528 - mmaction - INFO - Epoch [3][80/1345] lr: 1.000e-02, eta: 7:12:08, time: 0.368, data_time: 0.001, memory: 7067, loss_cls: 4.3689, loss: 4.3689, grad_norm: 3.3353 2021-03-16 10:45:01,920 - mmaction - INFO - Epoch [3][100/1345] lr: 1.000e-02, eta: 7:11:45, time: 0.371, data_time: 0.002, memory: 7067, loss_cls: 4.3139, loss: 4.3139, grad_norm: 3.5596 2021-03-16 10:45:09,591 - mmaction - INFO - Epoch [3][120/1345] lr: 1.000e-02, eta: 7:11:28, time: 0.383, data_time: 0.001, memory: 7067, loss_cls: 4.3154, loss: 4.3154, grad_norm: 3.6886 2021-03-16 10:45:16,810 - mmaction - INFO - Epoch [3][140/1345] lr: 1.000e-02, eta: 7:11:02, time: 0.361, data_time: 0.002, memory: 7067, loss_cls: 4.3586, loss: 4.3586, grad_norm: 3.5742 2021-03-16 10:45:24,282 - mmaction - INFO - Epoch [3][160/1345] lr: 1.000e-02, eta: 7:10:42, time: 0.375, data_time: 0.001, memory: 7067, loss_cls: 4.3399, loss: 4.3399, grad_norm: 3.5423 2021-03-16 10:45:31,939 - mmaction - INFO - Epoch [3][180/1345] lr: 1.000e-02, eta: 7:10:25, time: 0.381, data_time: 0.000, memory: 7067, loss_cls: 4.2786, loss: 4.2786, grad_norm: 3.5970 2021-03-16 10:45:39,248 - mmaction - INFO - Epoch [3][200/1345] lr: 1.000e-02, eta: 7:10:01, time: 0.367, data_time: 0.002, memory: 7067, loss_cls: 4.4144, loss: 4.4144, grad_norm: 3.4580 2021-03-16 10:45:46,562 - mmaction - INFO - Epoch [3][220/1345] lr: 1.000e-02, eta: 7:09:37, time: 0.364, data_time: 0.001, memory: 7067, loss_cls: 4.3362, loss: 4.3362, grad_norm: 3.4636 2021-03-16 10:45:53,818 - mmaction - INFO - Epoch [3][240/1345] lr: 1.000e-02, eta: 7:09:13, time: 0.363, data_time: 0.002, memory: 7067, loss_cls: 4.3318, loss: 4.3318, grad_norm: 3.6189 2021-03-16 10:46:01,353 - mmaction - INFO - Epoch [3][260/1345] lr: 1.000e-02, eta: 7:08:55, time: 0.377, data_time: 0.002, memory: 7067, loss_cls: 4.3098, loss: 4.3098, grad_norm: 3.4431 2021-03-16 10:46:08,483 - mmaction - INFO - Epoch [3][280/1345] lr: 1.000e-02, eta: 7:08:28, time: 0.356, data_time: 0.001, memory: 7067, loss_cls: 4.2712, loss: 4.2712, grad_norm: 3.7601 2021-03-16 10:46:15,662 - mmaction - INFO - Epoch [3][300/1345] lr: 1.000e-02, eta: 7:08:02, time: 0.359, data_time: 0.001, memory: 7067, loss_cls: 4.3233, loss: 4.3233, grad_norm: 3.5483 2021-03-16 10:46:22,849 - mmaction - INFO - Epoch [3][320/1345] lr: 1.000e-02, eta: 7:07:37, time: 0.359, data_time: 0.001, memory: 7067, loss_cls: 4.3025, loss: 4.3025, grad_norm: 3.8857 2021-03-16 10:46:30,269 - mmaction - INFO - Epoch [3][340/1345] lr: 1.000e-02, eta: 7:07:17, time: 0.372, data_time: 0.002, memory: 7067, loss_cls: 4.2302, loss: 4.2302, grad_norm: 3.6288 2021-03-16 10:46:37,646 - mmaction - INFO - Epoch [3][360/1345] lr: 1.000e-02, eta: 7:06:56, time: 0.369, data_time: 0.001, memory: 7067, loss_cls: 4.2533, loss: 4.2533, grad_norm: 3.6572 2021-03-16 10:46:44,998 - mmaction - INFO - Epoch [3][380/1345] lr: 1.000e-02, eta: 7:06:35, time: 0.368, data_time: 0.001, memory: 7067, loss_cls: 4.3117, loss: 4.3117, grad_norm: 3.6704 2021-03-16 10:46:52,280 - mmaction - INFO - Epoch [3][400/1345] lr: 1.000e-02, eta: 7:06:13, time: 0.364, data_time: 0.000, memory: 7067, loss_cls: 4.3101, loss: 4.3101, grad_norm: 3.7315 2021-03-16 10:46:59,414 - mmaction - INFO - Epoch [3][420/1345] lr: 1.000e-02, eta: 7:05:47, time: 0.356, data_time: 0.001, memory: 7067, loss_cls: 4.3193, loss: 4.3193, grad_norm: 3.5121 2021-03-16 10:47:06,816 - mmaction - INFO - Epoch [3][440/1345] lr: 1.000e-02, eta: 7:05:28, time: 0.370, data_time: 0.001, memory: 7067, loss_cls: 4.2553, loss: 4.2553, grad_norm: 3.7729 2021-03-16 10:47:14,313 - mmaction - INFO - Epoch [3][460/1345] lr: 1.000e-02, eta: 7:05:11, time: 0.375, data_time: 0.001, memory: 7067, loss_cls: 4.2711, loss: 4.2711, grad_norm: 3.5801 2021-03-16 10:47:21,585 - mmaction - INFO - Epoch [3][480/1345] lr: 1.000e-02, eta: 7:04:48, time: 0.362, data_time: 0.000, memory: 7067, loss_cls: 4.1878, loss: 4.1878, grad_norm: 3.9195 2021-03-16 10:47:29,060 - mmaction - INFO - Epoch [3][500/1345] lr: 1.000e-02, eta: 7:04:31, time: 0.375, data_time: 0.002, memory: 7067, loss_cls: 4.1249, loss: 4.1249, grad_norm: 4.0849 2021-03-16 10:47:36,248 - mmaction - INFO - Epoch [3][520/1345] lr: 1.000e-02, eta: 7:04:07, time: 0.359, data_time: 0.001, memory: 7067, loss_cls: 4.2378, loss: 4.2378, grad_norm: 3.7287 2021-03-16 10:47:43,596 - mmaction - INFO - Epoch [3][540/1345] lr: 1.000e-02, eta: 7:03:48, time: 0.368, data_time: 0.002, memory: 7067, loss_cls: 4.2607, loss: 4.2607, grad_norm: 3.6792 2021-03-16 10:47:50,722 - mmaction - INFO - Epoch [3][560/1345] lr: 1.000e-02, eta: 7:03:24, time: 0.357, data_time: 0.001, memory: 7067, loss_cls: 4.2385, loss: 4.2385, grad_norm: 3.8464 2021-03-16 10:47:58,070 - mmaction - INFO - Epoch [3][580/1345] lr: 1.000e-02, eta: 7:03:04, time: 0.367, data_time: 0.000, memory: 7067, loss_cls: 4.3084, loss: 4.3084, grad_norm: 3.4545 2021-03-16 10:48:05,247 - mmaction - INFO - Epoch [3][600/1345] lr: 1.000e-02, eta: 7:02:42, time: 0.359, data_time: 0.001, memory: 7067, loss_cls: 4.2080, loss: 4.2080, grad_norm: 3.7069 2021-03-16 10:48:12,516 - mmaction - INFO - Epoch [3][620/1345] lr: 1.000e-02, eta: 7:02:21, time: 0.363, data_time: 0.004, memory: 7067, loss_cls: 4.0786, loss: 4.0786, grad_norm: 3.9506 2021-03-16 10:48:19,847 - mmaction - INFO - Epoch [3][640/1345] lr: 1.000e-02, eta: 7:02:01, time: 0.366, data_time: 0.001, memory: 7067, loss_cls: 4.2188, loss: 4.2188, grad_norm: 3.8533 2021-03-16 10:48:27,284 - mmaction - INFO - Epoch [3][660/1345] lr: 1.000e-02, eta: 7:01:44, time: 0.371, data_time: 0.002, memory: 7067, loss_cls: 4.2341, loss: 4.2341, grad_norm: 3.6662 2021-03-16 10:48:34,426 - mmaction - INFO - Epoch [3][680/1345] lr: 1.000e-02, eta: 7:01:22, time: 0.358, data_time: 0.002, memory: 7067, loss_cls: 4.1652, loss: 4.1652, grad_norm: 3.8935 2021-03-16 10:48:41,988 - mmaction - INFO - Epoch [3][700/1345] lr: 1.000e-02, eta: 7:01:07, time: 0.378, data_time: 0.001, memory: 7067, loss_cls: 4.1549, loss: 4.1549, grad_norm: 3.8527 2021-03-16 10:48:49,253 - mmaction - INFO - Epoch [3][720/1345] lr: 1.000e-02, eta: 7:00:47, time: 0.365, data_time: 0.002, memory: 7067, loss_cls: 4.0690, loss: 4.0690, grad_norm: 3.9021 2021-03-16 10:48:56,588 - mmaction - INFO - Epoch [3][740/1345] lr: 1.000e-02, eta: 7:00:29, time: 0.367, data_time: 0.000, memory: 7067, loss_cls: 4.2900, loss: 4.2900, grad_norm: 3.7989 2021-03-16 10:49:03,867 - mmaction - INFO - Epoch [3][760/1345] lr: 1.000e-02, eta: 7:00:09, time: 0.363, data_time: 0.000, memory: 7067, loss_cls: 4.1656, loss: 4.1656, grad_norm: 3.8962 2021-03-16 10:49:11,110 - mmaction - INFO - Epoch [3][780/1345] lr: 1.000e-02, eta: 6:59:49, time: 0.362, data_time: 0.002, memory: 7067, loss_cls: 4.1966, loss: 4.1966, grad_norm: 3.7459 2021-03-16 10:49:18,417 - mmaction - INFO - Epoch [3][800/1345] lr: 1.000e-02, eta: 6:59:30, time: 0.366, data_time: 0.002, memory: 7067, loss_cls: 4.1996, loss: 4.1996, grad_norm: 3.9313 2021-03-16 10:49:25,937 - mmaction - INFO - Epoch [3][820/1345] lr: 1.000e-02, eta: 6:59:15, time: 0.376, data_time: 0.001, memory: 7067, loss_cls: 4.1453, loss: 4.1453, grad_norm: 4.0723 2021-03-16 10:49:33,300 - mmaction - INFO - Epoch [3][840/1345] lr: 1.000e-02, eta: 6:58:57, time: 0.365, data_time: 0.001, memory: 7067, loss_cls: 4.1481, loss: 4.1481, grad_norm: 3.9070 2021-03-16 10:49:40,679 - mmaction - INFO - Epoch [3][860/1345] lr: 1.000e-02, eta: 6:58:41, time: 0.372, data_time: 0.005, memory: 7067, loss_cls: 4.1623, loss: 4.1623, grad_norm: 4.0037 2021-03-16 10:49:48,079 - mmaction - INFO - Epoch [3][880/1345] lr: 1.000e-02, eta: 6:58:24, time: 0.370, data_time: 0.001, memory: 7067, loss_cls: 4.1579, loss: 4.1579, grad_norm: 3.9238 2021-03-16 10:49:55,388 - mmaction - INFO - Epoch [3][900/1345] lr: 1.000e-02, eta: 6:58:06, time: 0.365, data_time: 0.002, memory: 7067, loss_cls: 4.1583, loss: 4.1583, grad_norm: 3.9281 2021-03-16 10:50:02,633 - mmaction - INFO - Epoch [3][920/1345] lr: 1.000e-02, eta: 6:57:47, time: 0.363, data_time: 0.002, memory: 7067, loss_cls: 4.1680, loss: 4.1680, grad_norm: 4.0412 2021-03-16 10:50:10,184 - mmaction - INFO - Epoch [3][940/1345] lr: 1.000e-02, eta: 6:57:33, time: 0.378, data_time: 0.001, memory: 7067, loss_cls: 4.1690, loss: 4.1690, grad_norm: 3.9517 2021-03-16 10:50:17,591 - mmaction - INFO - Epoch [3][960/1345] lr: 1.000e-02, eta: 6:57:17, time: 0.370, data_time: 0.001, memory: 7067, loss_cls: 4.0159, loss: 4.0159, grad_norm: 3.9661 2021-03-16 10:50:24,810 - mmaction - INFO - Epoch [3][980/1345] lr: 1.000e-02, eta: 6:56:58, time: 0.360, data_time: 0.002, memory: 7067, loss_cls: 3.9981, loss: 3.9981, grad_norm: 4.2294 2021-03-16 10:50:32,246 - mmaction - INFO - Epoch [3][1000/1345] lr: 1.000e-02, eta: 6:56:43, time: 0.373, data_time: 0.002, memory: 7067, loss_cls: 4.0852, loss: 4.0852, grad_norm: 4.0056 2021-03-16 10:50:39,490 - mmaction - INFO - Epoch [3][1020/1345] lr: 1.000e-02, eta: 6:56:24, time: 0.362, data_time: 0.001, memory: 7067, loss_cls: 4.0751, loss: 4.0751, grad_norm: 3.8877 2021-03-16 10:50:46,656 - mmaction - INFO - Epoch [3][1040/1345] lr: 1.000e-02, eta: 6:56:04, time: 0.357, data_time: 0.001, memory: 7067, loss_cls: 4.0999, loss: 4.0999, grad_norm: 3.8800 2021-03-16 10:50:53,990 - mmaction - INFO - Epoch [3][1060/1345] lr: 1.000e-02, eta: 6:55:48, time: 0.368, data_time: 0.002, memory: 7067, loss_cls: 4.0877, loss: 4.0877, grad_norm: 4.1205 2021-03-16 10:51:01,343 - mmaction - INFO - Epoch [3][1080/1345] lr: 1.000e-02, eta: 6:55:31, time: 0.368, data_time: 0.001, memory: 7067, loss_cls: 4.0892, loss: 4.0892, grad_norm: 4.0361 2021-03-16 10:51:08,814 - mmaction - INFO - Epoch [3][1100/1345] lr: 1.000e-02, eta: 6:55:17, time: 0.372, data_time: 0.001, memory: 7067, loss_cls: 4.1061, loss: 4.1061, grad_norm: 3.9758 2021-03-16 10:51:16,169 - mmaction - INFO - Epoch [3][1120/1345] lr: 1.000e-02, eta: 6:55:01, time: 0.369, data_time: 0.002, memory: 7067, loss_cls: 4.0917, loss: 4.0917, grad_norm: 4.0560 2021-03-16 10:51:23,653 - mmaction - INFO - Epoch [3][1140/1345] lr: 1.000e-02, eta: 6:54:47, time: 0.375, data_time: 0.001, memory: 7067, loss_cls: 4.0338, loss: 4.0338, grad_norm: 4.0576 2021-03-16 10:51:31,098 - mmaction - INFO - Epoch [3][1160/1345] lr: 1.000e-02, eta: 6:54:33, time: 0.373, data_time: 0.001, memory: 7067, loss_cls: 4.1442, loss: 4.1442, grad_norm: 3.8395 2021-03-16 10:51:38,505 - mmaction - INFO - Epoch [3][1180/1345] lr: 1.000e-02, eta: 6:54:18, time: 0.370, data_time: 0.000, memory: 7067, loss_cls: 4.0904, loss: 4.0904, grad_norm: 3.9995 2021-03-16 10:51:45,967 - mmaction - INFO - Epoch [3][1200/1345] lr: 1.000e-02, eta: 6:54:03, time: 0.373, data_time: 0.001, memory: 7067, loss_cls: 4.0811, loss: 4.0811, grad_norm: 3.9875 2021-03-16 10:51:53,266 - mmaction - INFO - Epoch [3][1220/1345] lr: 1.000e-02, eta: 6:53:47, time: 0.366, data_time: 0.001, memory: 7067, loss_cls: 4.1291, loss: 4.1291, grad_norm: 4.0475 2021-03-16 10:52:00,796 - mmaction - INFO - Epoch [3][1240/1345] lr: 1.000e-02, eta: 6:53:34, time: 0.376, data_time: 0.001, memory: 7067, loss_cls: 3.9908, loss: 3.9908, grad_norm: 4.1302 2021-03-16 10:52:08,138 - mmaction - INFO - Epoch [3][1260/1345] lr: 1.000e-02, eta: 6:53:18, time: 0.367, data_time: 0.001, memory: 7067, loss_cls: 4.0066, loss: 4.0066, grad_norm: 4.0160 2021-03-16 10:52:15,520 - mmaction - INFO - Epoch [3][1280/1345] lr: 1.000e-02, eta: 6:53:03, time: 0.368, data_time: 0.001, memory: 7067, loss_cls: 4.0583, loss: 4.0583, grad_norm: 4.1389 2021-03-16 10:52:22,759 - mmaction - INFO - Epoch [3][1300/1345] lr: 1.000e-02, eta: 6:52:46, time: 0.363, data_time: 0.002, memory: 7067, loss_cls: 4.0482, loss: 4.0482, grad_norm: 4.0146 2021-03-16 10:52:30,232 - mmaction - INFO - Epoch [3][1320/1345] lr: 1.000e-02, eta: 6:52:32, time: 0.373, data_time: 0.001, memory: 7067, loss_cls: 4.0599, loss: 4.0599, grad_norm: 4.0175 2021-03-16 10:52:37,404 - mmaction - INFO - Epoch [3][1340/1345] lr: 1.000e-02, eta: 6:52:14, time: 0.360, data_time: 0.002, memory: 7067, loss_cls: 4.0268, loss: 4.0268, grad_norm: 4.1332 2021-03-16 10:52:39,201 - mmaction - INFO - Saving checkpoint at 3 epochs 2021-03-16 10:52:57,295 - mmaction - INFO - Epoch [4][20/1345] lr: 1.000e-02, eta: 6:54:08, time: 0.886, data_time: 0.483, memory: 7067, loss_cls: 4.1238, loss: 4.1238, grad_norm: 3.7435 2021-03-16 10:53:04,529 - mmaction - INFO - Epoch [4][40/1345] lr: 1.000e-02, eta: 6:53:51, time: 0.362, data_time: 0.001, memory: 7067, loss_cls: 3.9765, loss: 3.9765, grad_norm: 4.2633 2021-03-16 10:53:12,171 - mmaction - INFO - Epoch [4][60/1345] lr: 1.000e-02, eta: 6:53:40, time: 0.382, data_time: 0.001, memory: 7067, loss_cls: 4.0595, loss: 4.0595, grad_norm: 4.2673 2021-03-16 10:53:19,662 - mmaction - INFO - Epoch [4][80/1345] lr: 1.000e-02, eta: 6:53:26, time: 0.375, data_time: 0.001, memory: 7067, loss_cls: 3.9935, loss: 3.9935, grad_norm: 4.1889 2021-03-16 10:53:27,142 - mmaction - INFO - Epoch [4][100/1345] lr: 1.000e-02, eta: 6:53:13, time: 0.373, data_time: 0.000, memory: 7067, loss_cls: 3.9966, loss: 3.9966, grad_norm: 4.1969 2021-03-16 10:53:34,624 - mmaction - INFO - Epoch [4][120/1345] lr: 1.000e-02, eta: 6:52:59, time: 0.375, data_time: 0.001, memory: 7067, loss_cls: 3.9913, loss: 3.9913, grad_norm: 4.1366 2021-03-16 10:53:42,001 - mmaction - INFO - Epoch [4][140/1345] lr: 1.000e-02, eta: 6:52:44, time: 0.368, data_time: 0.000, memory: 7067, loss_cls: 4.0774, loss: 4.0774, grad_norm: 4.0672 2021-03-16 10:53:49,423 - mmaction - INFO - Epoch [4][160/1345] lr: 1.000e-02, eta: 6:52:29, time: 0.371, data_time: 0.001, memory: 7067, loss_cls: 3.9614, loss: 3.9614, grad_norm: 4.3240 2021-03-16 10:53:56,729 - mmaction - INFO - Epoch [4][180/1345] lr: 1.000e-02, eta: 6:52:12, time: 0.363, data_time: 0.002, memory: 7067, loss_cls: 3.9776, loss: 3.9776, grad_norm: 4.2598 2021-03-16 10:54:04,307 - mmaction - INFO - Epoch [4][200/1345] lr: 1.000e-02, eta: 6:52:02, time: 0.383, data_time: 0.005, memory: 7067, loss_cls: 3.9678, loss: 3.9678, grad_norm: 4.2689 2021-03-16 10:54:11,815 - mmaction - INFO - Epoch [4][220/1345] lr: 1.000e-02, eta: 6:51:49, time: 0.374, data_time: 0.000, memory: 7067, loss_cls: 4.0789, loss: 4.0789, grad_norm: 4.1386 2021-03-16 10:54:19,287 - mmaction - INFO - Epoch [4][240/1345] lr: 1.000e-02, eta: 6:51:35, time: 0.374, data_time: 0.002, memory: 7067, loss_cls: 3.9708, loss: 3.9708, grad_norm: 4.2333 2021-03-16 10:54:26,748 - mmaction - INFO - Epoch [4][260/1345] lr: 1.000e-02, eta: 6:51:22, time: 0.374, data_time: 0.001, memory: 7067, loss_cls: 3.9334, loss: 3.9334, grad_norm: 4.2055 2021-03-16 10:54:33,957 - mmaction - INFO - Epoch [4][280/1345] lr: 1.000e-02, eta: 6:51:05, time: 0.360, data_time: 0.001, memory: 7067, loss_cls: 3.9451, loss: 3.9451, grad_norm: 4.3749 2021-03-16 10:54:41,148 - mmaction - INFO - Epoch [4][300/1345] lr: 1.000e-02, eta: 6:50:48, time: 0.360, data_time: 0.002, memory: 7067, loss_cls: 3.9299, loss: 3.9299, grad_norm: 4.3798 2021-03-16 10:54:48,636 - mmaction - INFO - Epoch [4][320/1345] lr: 1.000e-02, eta: 6:50:35, time: 0.375, data_time: 0.001, memory: 7067, loss_cls: 3.9766, loss: 3.9766, grad_norm: 4.4287 2021-03-16 10:54:55,856 - mmaction - INFO - Epoch [4][340/1345] lr: 1.000e-02, eta: 6:50:18, time: 0.359, data_time: 0.000, memory: 7067, loss_cls: 3.9884, loss: 3.9884, grad_norm: 4.4125 2021-03-16 10:55:03,256 - mmaction - INFO - Epoch [4][360/1345] lr: 1.000e-02, eta: 6:50:04, time: 0.372, data_time: 0.002, memory: 7067, loss_cls: 3.8793, loss: 3.8793, grad_norm: 4.5105 2021-03-16 10:55:10,355 - mmaction - INFO - Epoch [4][380/1345] lr: 1.000e-02, eta: 6:49:46, time: 0.354, data_time: 0.001, memory: 7067, loss_cls: 3.9981, loss: 3.9981, grad_norm: 4.1824 2021-03-16 10:55:17,564 - mmaction - INFO - Epoch [4][400/1345] lr: 1.000e-02, eta: 6:49:29, time: 0.361, data_time: 0.001, memory: 7067, loss_cls: 3.9579, loss: 3.9579, grad_norm: 4.2884 2021-03-16 10:55:24,732 - mmaction - INFO - Epoch [4][420/1345] lr: 1.000e-02, eta: 6:49:12, time: 0.358, data_time: 0.001, memory: 7067, loss_cls: 3.9175, loss: 3.9175, grad_norm: 4.2359 2021-03-16 10:55:31,906 - mmaction - INFO - Epoch [4][440/1345] lr: 1.000e-02, eta: 6:48:55, time: 0.359, data_time: 0.001, memory: 7067, loss_cls: 4.0023, loss: 4.0023, grad_norm: 4.1603 2021-03-16 10:55:39,077 - mmaction - INFO - Epoch [4][460/1345] lr: 1.000e-02, eta: 6:48:39, time: 0.358, data_time: 0.001, memory: 7067, loss_cls: 3.9624, loss: 3.9624, grad_norm: 4.2388 2021-03-16 10:55:46,380 - mmaction - INFO - Epoch [4][480/1345] lr: 1.000e-02, eta: 6:48:24, time: 0.366, data_time: 0.002, memory: 7067, loss_cls: 3.9311, loss: 3.9311, grad_norm: 4.1751 2021-03-16 10:55:53,700 - mmaction - INFO - Epoch [4][500/1345] lr: 1.000e-02, eta: 6:48:09, time: 0.366, data_time: 0.001, memory: 7067, loss_cls: 3.9974, loss: 3.9974, grad_norm: 4.0690 2021-03-16 10:56:00,919 - mmaction - INFO - Epoch [4][520/1345] lr: 1.000e-02, eta: 6:47:53, time: 0.361, data_time: 0.005, memory: 7067, loss_cls: 3.9440, loss: 3.9440, grad_norm: 4.3114 2021-03-16 10:56:08,303 - mmaction - INFO - Epoch [4][540/1345] lr: 1.000e-02, eta: 6:47:39, time: 0.369, data_time: 0.001, memory: 7067, loss_cls: 3.9929, loss: 3.9929, grad_norm: 4.1605 2021-03-16 10:56:15,609 - mmaction - INFO - Epoch [4][560/1345] lr: 1.000e-02, eta: 6:47:25, time: 0.366, data_time: 0.001, memory: 7067, loss_cls: 3.8971, loss: 3.8971, grad_norm: 4.4192 2021-03-16 10:56:22,912 - mmaction - INFO - Epoch [4][580/1345] lr: 1.000e-02, eta: 6:47:10, time: 0.365, data_time: 0.001, memory: 7067, loss_cls: 3.8635, loss: 3.8635, grad_norm: 4.4011 2021-03-16 10:56:30,493 - mmaction - INFO - Epoch [4][600/1345] lr: 1.000e-02, eta: 6:47:00, time: 0.379, data_time: 0.001, memory: 7067, loss_cls: 3.9351, loss: 3.9351, grad_norm: 4.5473 2021-03-16 10:56:38,077 - mmaction - INFO - Epoch [4][620/1345] lr: 1.000e-02, eta: 6:46:48, time: 0.377, data_time: 0.005, memory: 7067, loss_cls: 3.9216, loss: 3.9216, grad_norm: 4.2893 2021-03-16 10:56:45,279 - mmaction - INFO - Epoch [4][640/1345] lr: 1.000e-02, eta: 6:46:33, time: 0.362, data_time: 0.003, memory: 7067, loss_cls: 3.9201, loss: 3.9201, grad_norm: 4.1144 2021-03-16 10:56:52,667 - mmaction - INFO - Epoch [4][660/1345] lr: 1.000e-02, eta: 6:46:20, time: 0.370, data_time: 0.001, memory: 7067, loss_cls: 3.9785, loss: 3.9785, grad_norm: 4.1633 2021-03-16 10:56:59,827 - mmaction - INFO - Epoch [4][680/1345] lr: 1.000e-02, eta: 6:46:03, time: 0.357, data_time: 0.000, memory: 7067, loss_cls: 3.8580, loss: 3.8580, grad_norm: 4.4361 2021-03-16 10:57:07,349 - mmaction - INFO - Epoch [4][700/1345] lr: 1.000e-02, eta: 6:45:52, time: 0.375, data_time: 0.002, memory: 7067, loss_cls: 3.8851, loss: 3.8851, grad_norm: 4.0869 2021-03-16 10:57:14,615 - mmaction - INFO - Epoch [4][720/1345] lr: 1.000e-02, eta: 6:45:37, time: 0.363, data_time: 0.003, memory: 7067, loss_cls: 3.9054, loss: 3.9054, grad_norm: 4.5354 2021-03-16 10:57:22,052 - mmaction - INFO - Epoch [4][740/1345] lr: 1.000e-02, eta: 6:45:24, time: 0.371, data_time: 0.001, memory: 7067, loss_cls: 3.9751, loss: 3.9751, grad_norm: 4.1597 2021-03-16 10:57:29,162 - mmaction - INFO - Epoch [4][760/1345] lr: 1.000e-02, eta: 6:45:08, time: 0.357, data_time: 0.002, memory: 7067, loss_cls: 3.8427, loss: 3.8427, grad_norm: 4.5081 2021-03-16 10:57:36,739 - mmaction - INFO - Epoch [4][780/1345] lr: 1.000e-02, eta: 6:44:58, time: 0.379, data_time: 0.000, memory: 7067, loss_cls: 3.8333, loss: 3.8333, grad_norm: 4.5326 2021-03-16 10:57:44,022 - mmaction - INFO - Epoch [4][800/1345] lr: 1.000e-02, eta: 6:44:43, time: 0.364, data_time: 0.000, memory: 7067, loss_cls: 3.8197, loss: 3.8197, grad_norm: 4.7451 2021-03-16 10:57:51,402 - mmaction - INFO - Epoch [4][820/1345] lr: 1.000e-02, eta: 6:44:30, time: 0.369, data_time: 0.001, memory: 7067, loss_cls: 3.9410, loss: 3.9410, grad_norm: 4.3186 2021-03-16 10:57:58,479 - mmaction - INFO - Epoch [4][840/1345] lr: 1.000e-02, eta: 6:44:13, time: 0.354, data_time: 0.001, memory: 7067, loss_cls: 3.8325, loss: 3.8325, grad_norm: 4.7558 2021-03-16 10:58:05,785 - mmaction - INFO - Epoch [4][860/1345] lr: 1.000e-02, eta: 6:44:00, time: 0.365, data_time: 0.001, memory: 7067, loss_cls: 3.8857, loss: 3.8857, grad_norm: 4.3076 2021-03-16 10:58:13,153 - mmaction - INFO - Epoch [4][880/1345] lr: 1.000e-02, eta: 6:43:47, time: 0.368, data_time: 0.001, memory: 7067, loss_cls: 3.8478, loss: 3.8478, grad_norm: 4.4370 2021-03-16 10:58:20,153 - mmaction - INFO - Epoch [4][900/1345] lr: 1.000e-02, eta: 6:43:29, time: 0.351, data_time: 0.001, memory: 7067, loss_cls: 3.7610, loss: 3.7610, grad_norm: 4.6407 2021-03-16 10:58:27,328 - mmaction - INFO - Epoch [4][920/1345] lr: 1.000e-02, eta: 6:43:14, time: 0.358, data_time: 0.000, memory: 7067, loss_cls: 3.8783, loss: 3.8783, grad_norm: 4.3020 2021-03-16 10:58:34,797 - mmaction - INFO - Epoch [4][940/1345] lr: 1.000e-02, eta: 6:43:02, time: 0.374, data_time: 0.001, memory: 7067, loss_cls: 3.9041, loss: 3.9041, grad_norm: 4.3509 2021-03-16 10:58:42,315 - mmaction - INFO - Epoch [4][960/1345] lr: 1.000e-02, eta: 6:42:52, time: 0.376, data_time: 0.001, memory: 7067, loss_cls: 3.9315, loss: 3.9315, grad_norm: 4.3328 2021-03-16 10:58:49,613 - mmaction - INFO - Epoch [4][980/1345] lr: 1.000e-02, eta: 6:42:38, time: 0.365, data_time: 0.000, memory: 7067, loss_cls: 3.8466, loss: 3.8466, grad_norm: 4.4041 2021-03-16 10:58:57,236 - mmaction - INFO - Epoch [4][1000/1345] lr: 1.000e-02, eta: 6:42:28, time: 0.381, data_time: 0.000, memory: 7067, loss_cls: 3.9783, loss: 3.9783, grad_norm: 4.2764 2021-03-16 10:59:04,441 - mmaction - INFO - Epoch [4][1020/1345] lr: 1.000e-02, eta: 6:42:14, time: 0.360, data_time: 0.001, memory: 7067, loss_cls: 3.9066, loss: 3.9066, grad_norm: 4.2116 2021-03-16 10:59:11,580 - mmaction - INFO - Epoch [4][1040/1345] lr: 1.000e-02, eta: 6:41:58, time: 0.356, data_time: 0.001, memory: 7067, loss_cls: 3.8082, loss: 3.8082, grad_norm: 4.3114 2021-03-16 10:59:18,992 - mmaction - INFO - Epoch [4][1060/1345] lr: 1.000e-02, eta: 6:41:47, time: 0.372, data_time: 0.002, memory: 7067, loss_cls: 3.7793, loss: 3.7793, grad_norm: 4.5667 2021-03-16 10:59:26,432 - mmaction - INFO - Epoch [4][1080/1345] lr: 1.000e-02, eta: 6:41:35, time: 0.372, data_time: 0.000, memory: 7067, loss_cls: 3.8917, loss: 3.8917, grad_norm: 4.6287 2021-03-16 10:59:33,873 - mmaction - INFO - Epoch [4][1100/1345] lr: 1.000e-02, eta: 6:41:23, time: 0.372, data_time: 0.002, memory: 7067, loss_cls: 3.8565, loss: 3.8565, grad_norm: 4.3603 2021-03-16 10:59:41,356 - mmaction - INFO - Epoch [4][1120/1345] lr: 1.000e-02, eta: 6:41:12, time: 0.374, data_time: 0.000, memory: 7067, loss_cls: 3.8201, loss: 3.8201, grad_norm: 4.5476 2021-03-16 10:59:48,709 - mmaction - INFO - Epoch [4][1140/1345] lr: 1.000e-02, eta: 6:40:59, time: 0.366, data_time: 0.000, memory: 7067, loss_cls: 3.8665, loss: 3.8665, grad_norm: 4.2941 2021-03-16 10:59:55,936 - mmaction - INFO - Epoch [4][1160/1345] lr: 1.000e-02, eta: 6:40:46, time: 0.363, data_time: 0.002, memory: 7067, loss_cls: 3.8178, loss: 3.8178, grad_norm: 4.4504 2021-03-16 11:00:03,432 - mmaction - INFO - Epoch [4][1180/1345] lr: 1.000e-02, eta: 6:40:35, time: 0.374, data_time: 0.001, memory: 7067, loss_cls: 3.7667, loss: 3.7667, grad_norm: 4.7017 2021-03-16 11:00:10,711 - mmaction - INFO - Epoch [4][1200/1345] lr: 1.000e-02, eta: 6:40:21, time: 0.364, data_time: 0.001, memory: 7067, loss_cls: 3.8944, loss: 3.8944, grad_norm: 4.3988 2021-03-16 11:00:18,014 - mmaction - INFO - Epoch [4][1220/1345] lr: 1.000e-02, eta: 6:40:08, time: 0.365, data_time: 0.001, memory: 7067, loss_cls: 3.8309, loss: 3.8309, grad_norm: 4.3665 2021-03-16 11:00:25,385 - mmaction - INFO - Epoch [4][1240/1345] lr: 1.000e-02, eta: 6:39:56, time: 0.368, data_time: 0.002, memory: 7067, loss_cls: 3.8377, loss: 3.8377, grad_norm: 4.4837 2021-03-16 11:00:32,664 - mmaction - INFO - Epoch [4][1260/1345] lr: 1.000e-02, eta: 6:39:43, time: 0.365, data_time: 0.002, memory: 7067, loss_cls: 3.8191, loss: 3.8191, grad_norm: 4.6942 2021-03-16 11:00:39,939 - mmaction - INFO - Epoch [4][1280/1345] lr: 1.000e-02, eta: 6:39:30, time: 0.364, data_time: 0.001, memory: 7067, loss_cls: 3.8639, loss: 3.8639, grad_norm: 4.3927 2021-03-16 11:00:47,087 - mmaction - INFO - Epoch [4][1300/1345] lr: 1.000e-02, eta: 6:39:15, time: 0.357, data_time: 0.001, memory: 7067, loss_cls: 3.8003, loss: 3.8003, grad_norm: 4.5581 2021-03-16 11:00:54,410 - mmaction - INFO - Epoch [4][1320/1345] lr: 1.000e-02, eta: 6:39:03, time: 0.367, data_time: 0.001, memory: 7067, loss_cls: 3.7924, loss: 3.7924, grad_norm: 4.5228 2021-03-16 11:01:01,586 - mmaction - INFO - Epoch [4][1340/1345] lr: 1.000e-02, eta: 6:38:49, time: 0.359, data_time: 0.000, memory: 7067, loss_cls: 3.8808, loss: 3.8808, grad_norm: 4.2116 2021-03-16 11:01:03,382 - mmaction - INFO - Saving checkpoint at 4 epochs 2021-03-16 11:02:06,030 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-16 11:02:06,228 - mmaction - INFO - top1_acc 0.1972 top5_acc 0.4472 2021-03-16 11:02:06,228 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-16 11:02:06,237 - mmaction - INFO - mean_acc 0.1687 2021-03-16 11:02:06,569 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_4.pth. 2021-03-16 11:02:06,569 - mmaction - INFO - Best top1_acc is 0.1972 at 4 epoch. 2021-03-16 11:02:06,573 - mmaction - INFO - Epoch(val) [4][1345] top1_acc: 0.1972, top5_acc: 0.4472, mean_class_accuracy: 0.1687 2021-03-16 11:02:24,319 - mmaction - INFO - Epoch [5][20/1345] lr: 1.000e-02, eta: 6:40:11, time: 0.887, data_time: 0.427, memory: 7067, loss_cls: 3.8462, loss: 3.8462, grad_norm: 4.6329 2021-03-16 11:02:31,515 - mmaction - INFO - Epoch [5][40/1345] lr: 1.000e-02, eta: 6:39:57, time: 0.357, data_time: 0.001, memory: 7067, loss_cls: 3.8625, loss: 3.8625, grad_norm: 4.4770 2021-03-16 11:02:38,698 - mmaction - INFO - Epoch [5][60/1345] lr: 1.000e-02, eta: 6:39:43, time: 0.362, data_time: 0.003, memory: 7067, loss_cls: 3.8241, loss: 3.8241, grad_norm: 4.5050 2021-03-16 11:02:46,125 - mmaction - INFO - Epoch [5][80/1345] lr: 1.000e-02, eta: 6:39:31, time: 0.371, data_time: 0.000, memory: 7067, loss_cls: 3.7091, loss: 3.7091, grad_norm: 4.7621 2021-03-16 11:02:53,326 - mmaction - INFO - Epoch [5][100/1345] lr: 1.000e-02, eta: 6:39:17, time: 0.360, data_time: 0.001, memory: 7067, loss_cls: 3.8493, loss: 3.8493, grad_norm: 4.3525 2021-03-16 11:03:00,568 - mmaction - INFO - Epoch [5][120/1345] lr: 1.000e-02, eta: 6:39:04, time: 0.362, data_time: 0.001, memory: 7067, loss_cls: 3.8449, loss: 3.8449, grad_norm: 4.5757 2021-03-16 11:03:08,021 - mmaction - INFO - Epoch [5][140/1345] lr: 1.000e-02, eta: 6:38:52, time: 0.371, data_time: 0.001, memory: 7067, loss_cls: 3.8186, loss: 3.8186, grad_norm: 4.5300 2021-03-16 11:03:15,456 - mmaction - INFO - Epoch [5][160/1345] lr: 1.000e-02, eta: 6:38:41, time: 0.373, data_time: 0.002, memory: 7067, loss_cls: 3.8101, loss: 3.8101, grad_norm: 4.4000 2021-03-16 11:03:22,687 - mmaction - INFO - Epoch [5][180/1345] lr: 1.000e-02, eta: 6:38:28, time: 0.362, data_time: 0.001, memory: 7067, loss_cls: 3.8264, loss: 3.8264, grad_norm: 4.4669 2021-03-16 11:03:30,408 - mmaction - INFO - Epoch [5][200/1345] lr: 1.000e-02, eta: 6:38:20, time: 0.386, data_time: 0.000, memory: 7067, loss_cls: 3.7781, loss: 3.7781, grad_norm: 4.4838 2021-03-16 11:03:37,952 - mmaction - INFO - Epoch [5][220/1345] lr: 1.000e-02, eta: 6:38:10, time: 0.377, data_time: 0.001, memory: 7067, loss_cls: 3.7417, loss: 3.7417, grad_norm: 4.3985 2021-03-16 11:03:45,574 - mmaction - INFO - Epoch [5][240/1345] lr: 1.000e-02, eta: 6:38:01, time: 0.381, data_time: 0.001, memory: 7067, loss_cls: 3.7753, loss: 3.7753, grad_norm: 4.3623 2021-03-16 11:03:52,639 - mmaction - INFO - Epoch [5][260/1345] lr: 1.000e-02, eta: 6:37:45, time: 0.353, data_time: 0.000, memory: 7067, loss_cls: 3.7895, loss: 3.7895, grad_norm: 4.3387 2021-03-16 11:04:00,090 - mmaction - INFO - Epoch [5][280/1345] lr: 1.000e-02, eta: 6:37:34, time: 0.372, data_time: 0.001, memory: 7067, loss_cls: 3.7986, loss: 3.7986, grad_norm: 4.3475 2021-03-16 11:04:07,424 - mmaction - INFO - Epoch [5][300/1345] lr: 1.000e-02, eta: 6:37:22, time: 0.367, data_time: 0.002, memory: 7067, loss_cls: 3.6338, loss: 3.6338, grad_norm: 4.5539 2021-03-16 11:04:14,638 - mmaction - INFO - Epoch [5][320/1345] lr: 1.000e-02, eta: 6:37:08, time: 0.360, data_time: 0.001, memory: 7067, loss_cls: 3.7618, loss: 3.7618, grad_norm: 4.4673 2021-03-16 11:04:22,029 - mmaction - INFO - Epoch [5][340/1345] lr: 1.000e-02, eta: 6:36:57, time: 0.370, data_time: 0.006, memory: 7067, loss_cls: 3.7765, loss: 3.7765, grad_norm: 4.6619 2021-03-16 11:04:29,734 - mmaction - INFO - Epoch [5][360/1345] lr: 1.000e-02, eta: 6:36:49, time: 0.385, data_time: 0.002, memory: 7067, loss_cls: 3.6482, loss: 3.6482, grad_norm: 4.5842 2021-03-16 11:04:37,118 - mmaction - INFO - Epoch [5][380/1345] lr: 1.000e-02, eta: 6:36:37, time: 0.369, data_time: 0.001, memory: 7067, loss_cls: 3.7772, loss: 3.7772, grad_norm: 4.8643 2021-03-16 11:04:44,504 - mmaction - INFO - Epoch [5][400/1345] lr: 1.000e-02, eta: 6:36:26, time: 0.370, data_time: 0.002, memory: 7067, loss_cls: 3.7860, loss: 3.7860, grad_norm: 4.4845 2021-03-16 11:04:51,722 - mmaction - INFO - Epoch [5][420/1345] lr: 1.000e-02, eta: 6:36:13, time: 0.362, data_time: 0.002, memory: 7067, loss_cls: 3.7153, loss: 3.7153, grad_norm: 4.9176 2021-03-16 11:04:59,109 - mmaction - INFO - Epoch [5][440/1345] lr: 1.000e-02, eta: 6:36:01, time: 0.368, data_time: 0.001, memory: 7067, loss_cls: 3.6995, loss: 3.6995, grad_norm: 4.4448 2021-03-16 11:05:06,435 - mmaction - INFO - Epoch [5][460/1345] lr: 1.000e-02, eta: 6:35:49, time: 0.367, data_time: 0.001, memory: 7067, loss_cls: 3.7976, loss: 3.7976, grad_norm: 4.4812 2021-03-16 11:05:13,594 - mmaction - INFO - Epoch [5][480/1345] lr: 1.000e-02, eta: 6:35:35, time: 0.356, data_time: 0.000, memory: 7067, loss_cls: 3.8799, loss: 3.8799, grad_norm: 4.5246 2021-03-16 11:05:20,836 - mmaction - INFO - Epoch [5][500/1345] lr: 1.000e-02, eta: 6:35:22, time: 0.363, data_time: 0.002, memory: 7067, loss_cls: 3.7615, loss: 3.7615, grad_norm: 4.6280 2021-03-16 11:05:28,276 - mmaction - INFO - Epoch [5][520/1345] lr: 1.000e-02, eta: 6:35:12, time: 0.372, data_time: 0.001, memory: 7067, loss_cls: 3.8602, loss: 3.8602, grad_norm: 4.5831 2021-03-16 11:05:35,619 - mmaction - INFO - Epoch [5][540/1345] lr: 1.000e-02, eta: 6:35:00, time: 0.366, data_time: 0.001, memory: 7067, loss_cls: 3.8238, loss: 3.8238, grad_norm: 4.3197 2021-03-16 11:05:42,852 - mmaction - INFO - Epoch [5][560/1345] lr: 1.000e-02, eta: 6:34:47, time: 0.363, data_time: 0.001, memory: 7067, loss_cls: 3.7643, loss: 3.7643, grad_norm: 4.5464 2021-03-16 11:05:50,358 - mmaction - INFO - Epoch [5][580/1345] lr: 1.000e-02, eta: 6:34:37, time: 0.375, data_time: 0.001, memory: 7067, loss_cls: 3.8114, loss: 3.8114, grad_norm: 4.2657 2021-03-16 11:05:57,742 - mmaction - INFO - Epoch [5][600/1345] lr: 1.000e-02, eta: 6:34:26, time: 0.370, data_time: 0.001, memory: 7067, loss_cls: 3.6613, loss: 3.6613, grad_norm: 4.5305 2021-03-16 11:06:04,878 - mmaction - INFO - Epoch [5][620/1345] lr: 1.000e-02, eta: 6:34:12, time: 0.357, data_time: 0.000, memory: 7067, loss_cls: 3.6640, loss: 3.6640, grad_norm: 4.6299 2021-03-16 11:06:12,062 - mmaction - INFO - Epoch [5][640/1345] lr: 1.000e-02, eta: 6:33:59, time: 0.358, data_time: 0.001, memory: 7067, loss_cls: 3.6273, loss: 3.6273, grad_norm: 4.5486 2021-03-16 11:06:19,281 - mmaction - INFO - Epoch [5][660/1345] lr: 1.000e-02, eta: 6:33:46, time: 0.361, data_time: 0.001, memory: 7067, loss_cls: 3.7417, loss: 3.7417, grad_norm: 4.6548 2021-03-16 11:06:26,507 - mmaction - INFO - Epoch [5][680/1345] lr: 1.000e-02, eta: 6:33:33, time: 0.362, data_time: 0.001, memory: 7067, loss_cls: 3.7169, loss: 3.7169, grad_norm: 4.6431 2021-03-16 11:06:33,908 - mmaction - INFO - Epoch [5][700/1345] lr: 1.000e-02, eta: 6:33:22, time: 0.370, data_time: 0.001, memory: 7067, loss_cls: 3.8093, loss: 3.8093, grad_norm: 4.5509 2021-03-16 11:06:41,236 - mmaction - INFO - Epoch [5][720/1345] lr: 1.000e-02, eta: 6:33:11, time: 0.366, data_time: 0.001, memory: 7067, loss_cls: 3.6866, loss: 3.6866, grad_norm: 4.5576 2021-03-16 11:06:48,426 - mmaction - INFO - Epoch [5][740/1345] lr: 1.000e-02, eta: 6:32:58, time: 0.359, data_time: 0.001, memory: 7067, loss_cls: 3.7906, loss: 3.7906, grad_norm: 4.2268 2021-03-16 11:06:55,906 - mmaction - INFO - Epoch [5][760/1345] lr: 1.000e-02, eta: 6:32:48, time: 0.374, data_time: 0.001, memory: 7067, loss_cls: 3.7407, loss: 3.7407, grad_norm: 4.5096 2021-03-16 11:07:03,375 - mmaction - INFO - Epoch [5][780/1345] lr: 1.000e-02, eta: 6:32:37, time: 0.373, data_time: 0.002, memory: 7067, loss_cls: 3.7218, loss: 3.7218, grad_norm: 4.6711 2021-03-16 11:07:10,829 - mmaction - INFO - Epoch [5][800/1345] lr: 1.000e-02, eta: 6:32:28, time: 0.375, data_time: 0.003, memory: 7067, loss_cls: 3.7118, loss: 3.7118, grad_norm: 4.5128 2021-03-16 11:07:18,062 - mmaction - INFO - Epoch [5][820/1345] lr: 1.000e-02, eta: 6:32:15, time: 0.361, data_time: 0.001, memory: 7067, loss_cls: 3.7264, loss: 3.7264, grad_norm: 4.5483 2021-03-16 11:07:25,346 - mmaction - INFO - Epoch [5][840/1345] lr: 1.000e-02, eta: 6:32:03, time: 0.365, data_time: 0.001, memory: 7067, loss_cls: 3.6125, loss: 3.6125, grad_norm: 4.7719 2021-03-16 11:07:32,907 - mmaction - INFO - Epoch [5][860/1345] lr: 1.000e-02, eta: 6:31:53, time: 0.373, data_time: 0.000, memory: 7067, loss_cls: 3.7654, loss: 3.7654, grad_norm: 4.4623 2021-03-16 11:07:40,586 - mmaction - INFO - Epoch [5][880/1345] lr: 1.000e-02, eta: 6:31:45, time: 0.386, data_time: 0.005, memory: 7067, loss_cls: 3.8196, loss: 3.8196, grad_norm: 4.6667 2021-03-16 11:07:47,771 - mmaction - INFO - Epoch [5][900/1345] lr: 1.000e-02, eta: 6:31:33, time: 0.362, data_time: 0.003, memory: 7067, loss_cls: 3.7330, loss: 3.7330, grad_norm: 4.5107 2021-03-16 11:07:55,193 - mmaction - INFO - Epoch [5][920/1345] lr: 1.000e-02, eta: 6:31:23, time: 0.371, data_time: 0.001, memory: 7067, loss_cls: 3.7081, loss: 3.7081, grad_norm: 4.5067 2021-03-16 11:08:02,437 - mmaction - INFO - Epoch [5][940/1345] lr: 1.000e-02, eta: 6:31:11, time: 0.363, data_time: 0.001, memory: 7067, loss_cls: 3.6509, loss: 3.6509, grad_norm: 4.5610 2021-03-16 11:08:09,636 - mmaction - INFO - Epoch [5][960/1345] lr: 1.000e-02, eta: 6:30:58, time: 0.359, data_time: 0.000, memory: 7067, loss_cls: 3.7168, loss: 3.7168, grad_norm: 4.7352 2021-03-16 11:08:17,078 - mmaction - INFO - Epoch [5][980/1345] lr: 1.000e-02, eta: 6:30:48, time: 0.373, data_time: 0.002, memory: 7067, loss_cls: 3.5828, loss: 3.5828, grad_norm: 4.8988 2021-03-16 11:08:24,367 - mmaction - INFO - Epoch [5][1000/1345] lr: 1.000e-02, eta: 6:30:36, time: 0.365, data_time: 0.001, memory: 7067, loss_cls: 3.6193, loss: 3.6193, grad_norm: 4.8084 2021-03-16 11:08:31,715 - mmaction - INFO - Epoch [5][1020/1345] lr: 1.000e-02, eta: 6:30:25, time: 0.367, data_time: 0.001, memory: 7067, loss_cls: 3.7067, loss: 3.7067, grad_norm: 4.7761 2021-03-16 11:08:39,073 - mmaction - INFO - Epoch [5][1040/1345] lr: 1.000e-02, eta: 6:30:14, time: 0.367, data_time: 0.001, memory: 7067, loss_cls: 3.7555, loss: 3.7555, grad_norm: 4.5620 2021-03-16 11:08:46,284 - mmaction - INFO - Epoch [5][1060/1345] lr: 1.000e-02, eta: 6:30:02, time: 0.361, data_time: 0.002, memory: 7067, loss_cls: 3.6388, loss: 3.6388, grad_norm: 4.3889 2021-03-16 11:08:53,567 - mmaction - INFO - Epoch [5][1080/1345] lr: 1.000e-02, eta: 6:29:50, time: 0.365, data_time: 0.001, memory: 7067, loss_cls: 3.7003, loss: 3.7003, grad_norm: 4.6559 2021-03-16 11:09:00,965 - mmaction - INFO - Epoch [5][1100/1345] lr: 1.000e-02, eta: 6:29:40, time: 0.369, data_time: 0.000, memory: 7067, loss_cls: 3.6535, loss: 3.6535, grad_norm: 4.7569 2021-03-16 11:09:08,268 - mmaction - INFO - Epoch [5][1120/1345] lr: 1.000e-02, eta: 6:29:28, time: 0.365, data_time: 0.001, memory: 7067, loss_cls: 3.7369, loss: 3.7369, grad_norm: 4.5438 2021-03-16 11:09:15,483 - mmaction - INFO - Epoch [5][1140/1345] lr: 1.000e-02, eta: 6:29:16, time: 0.361, data_time: 0.001, memory: 7067, loss_cls: 3.6500, loss: 3.6500, grad_norm: 4.6357 2021-03-16 11:09:22,907 - mmaction - INFO - Epoch [5][1160/1345] lr: 1.000e-02, eta: 6:29:06, time: 0.371, data_time: 0.001, memory: 7067, loss_cls: 3.7575, loss: 3.7575, grad_norm: 4.4747 2021-03-16 11:09:30,453 - mmaction - INFO - Epoch [5][1180/1345] lr: 1.000e-02, eta: 6:28:57, time: 0.377, data_time: 0.001, memory: 7067, loss_cls: 3.7275, loss: 3.7275, grad_norm: 4.5264 2021-03-16 11:09:37,878 - mmaction - INFO - Epoch [5][1200/1345] lr: 1.000e-02, eta: 6:28:47, time: 0.371, data_time: 0.001, memory: 7067, loss_cls: 3.7048, loss: 3.7048, grad_norm: 4.6880 2021-03-16 11:09:45,176 - mmaction - INFO - Epoch [5][1220/1345] lr: 1.000e-02, eta: 6:28:35, time: 0.365, data_time: 0.001, memory: 7067, loss_cls: 3.6774, loss: 3.6774, grad_norm: 4.8130 2021-03-16 11:09:52,539 - mmaction - INFO - Epoch [5][1240/1345] lr: 1.000e-02, eta: 6:28:25, time: 0.369, data_time: 0.001, memory: 7067, loss_cls: 3.6221, loss: 3.6221, grad_norm: 5.7656 2021-03-16 11:09:59,839 - mmaction - INFO - Epoch [5][1260/1345] lr: 1.000e-02, eta: 6:28:14, time: 0.365, data_time: 0.001, memory: 7067, loss_cls: 3.7205, loss: 3.7205, grad_norm: 4.6333 2021-03-16 11:10:07,253 - mmaction - INFO - Epoch [5][1280/1345] lr: 1.000e-02, eta: 6:28:03, time: 0.370, data_time: 0.002, memory: 7067, loss_cls: 3.7187, loss: 3.7187, grad_norm: 4.2999 2021-03-16 11:10:14,654 - mmaction - INFO - Epoch [5][1300/1345] lr: 1.000e-02, eta: 6:27:53, time: 0.369, data_time: 0.001, memory: 7067, loss_cls: 3.6333, loss: 3.6333, grad_norm: 4.6293 2021-03-16 11:10:22,096 - mmaction - INFO - Epoch [5][1320/1345] lr: 1.000e-02, eta: 6:27:43, time: 0.375, data_time: 0.003, memory: 7067, loss_cls: 3.6447, loss: 3.6447, grad_norm: 4.5877 2021-03-16 11:10:29,236 - mmaction - INFO - Epoch [5][1340/1345] lr: 1.000e-02, eta: 6:27:31, time: 0.357, data_time: 0.000, memory: 7067, loss_cls: 3.5562, loss: 3.5562, grad_norm: 4.6481 2021-03-16 11:10:31,048 - mmaction - INFO - Saving checkpoint at 5 epochs 2021-03-16 11:10:49,015 - mmaction - INFO - Epoch [6][20/1345] lr: 1.000e-02, eta: 6:28:33, time: 0.880, data_time: 0.500, memory: 7067, loss_cls: 3.6289, loss: 3.6289, grad_norm: 4.3651 2021-03-16 11:10:56,541 - mmaction - INFO - Epoch [6][40/1345] lr: 1.000e-02, eta: 6:28:24, time: 0.375, data_time: 0.000, memory: 7067, loss_cls: 3.6175, loss: 3.6175, grad_norm: 4.7179 2021-03-16 11:11:04,037 - mmaction - INFO - Epoch [6][60/1345] lr: 1.000e-02, eta: 6:28:14, time: 0.375, data_time: 0.001, memory: 7067, loss_cls: 3.7139, loss: 3.7139, grad_norm: 4.6953 2021-03-16 11:11:11,404 - mmaction - INFO - Epoch [6][80/1345] lr: 1.000e-02, eta: 6:28:03, time: 0.367, data_time: 0.001, memory: 7067, loss_cls: 3.5597, loss: 3.5597, grad_norm: 4.7182 2021-03-16 11:11:19,067 - mmaction - INFO - Epoch [6][100/1345] lr: 1.000e-02, eta: 6:27:55, time: 0.384, data_time: 0.002, memory: 7067, loss_cls: 3.6561, loss: 3.6561, grad_norm: 4.6905 2021-03-16 11:11:26,337 - mmaction - INFO - Epoch [6][120/1345] lr: 1.000e-02, eta: 6:27:43, time: 0.360, data_time: 0.001, memory: 7067, loss_cls: 3.6063, loss: 3.6063, grad_norm: 4.5656 2021-03-16 11:11:33,809 - mmaction - INFO - Epoch [6][140/1345] lr: 1.000e-02, eta: 6:27:34, time: 0.375, data_time: 0.004, memory: 7067, loss_cls: 3.5969, loss: 3.5969, grad_norm: 4.7482 2021-03-16 11:11:41,313 - mmaction - INFO - Epoch [6][160/1345] lr: 1.000e-02, eta: 6:27:25, time: 0.377, data_time: 0.003, memory: 7067, loss_cls: 3.6966, loss: 3.6966, grad_norm: 4.6371 2021-03-16 11:11:48,776 - mmaction - INFO - Epoch [6][180/1345] lr: 1.000e-02, eta: 6:27:15, time: 0.372, data_time: 0.001, memory: 7067, loss_cls: 3.6250, loss: 3.6250, grad_norm: 4.8233 2021-03-16 11:11:56,053 - mmaction - INFO - Epoch [6][200/1345] lr: 1.000e-02, eta: 6:27:03, time: 0.365, data_time: 0.001, memory: 7067, loss_cls: 3.6300, loss: 3.6300, grad_norm: 4.4680 2021-03-16 11:12:03,171 - mmaction - INFO - Epoch [6][220/1345] lr: 1.000e-02, eta: 6:26:50, time: 0.355, data_time: 0.000, memory: 7067, loss_cls: 3.5881, loss: 3.5881, grad_norm: 4.6008 2021-03-16 11:12:10,640 - mmaction - INFO - Epoch [6][240/1345] lr: 1.000e-02, eta: 6:26:41, time: 0.372, data_time: 0.002, memory: 7067, loss_cls: 3.7757, loss: 3.7757, grad_norm: 4.5273 2021-03-16 11:12:17,862 - mmaction - INFO - Epoch [6][260/1345] lr: 1.000e-02, eta: 6:26:29, time: 0.363, data_time: 0.003, memory: 7067, loss_cls: 3.7148, loss: 3.7148, grad_norm: 4.5206 2021-03-16 11:12:25,273 - mmaction - INFO - Epoch [6][280/1345] lr: 1.000e-02, eta: 6:26:19, time: 0.369, data_time: 0.001, memory: 7067, loss_cls: 3.5120, loss: 3.5120, grad_norm: 4.6778 2021-03-16 11:12:32,600 - mmaction - INFO - Epoch [6][300/1345] lr: 1.000e-02, eta: 6:26:08, time: 0.368, data_time: 0.002, memory: 7067, loss_cls: 3.6105, loss: 3.6105, grad_norm: 4.7203 2021-03-16 11:12:39,918 - mmaction - INFO - Epoch [6][320/1345] lr: 1.000e-02, eta: 6:25:57, time: 0.366, data_time: 0.001, memory: 7067, loss_cls: 3.5764, loss: 3.5764, grad_norm: 4.6539 2021-03-16 11:12:46,955 - mmaction - INFO - Epoch [6][340/1345] lr: 1.000e-02, eta: 6:25:44, time: 0.352, data_time: 0.001, memory: 7067, loss_cls: 3.6327, loss: 3.6327, grad_norm: 4.6167 2021-03-16 11:12:54,483 - mmaction - INFO - Epoch [6][360/1345] lr: 1.000e-02, eta: 6:25:35, time: 0.376, data_time: 0.001, memory: 7067, loss_cls: 3.6195, loss: 3.6195, grad_norm: 4.5087 2021-03-16 11:13:02,042 - mmaction - INFO - Epoch [6][380/1345] lr: 1.000e-02, eta: 6:25:26, time: 0.377, data_time: 0.001, memory: 7067, loss_cls: 3.7341, loss: 3.7341, grad_norm: 4.6546 2021-03-16 11:13:09,213 - mmaction - INFO - Epoch [6][400/1345] lr: 1.000e-02, eta: 6:25:14, time: 0.358, data_time: 0.002, memory: 7067, loss_cls: 3.6244, loss: 3.6244, grad_norm: 4.6995 2021-03-16 11:13:16,589 - mmaction - INFO - Epoch [6][420/1345] lr: 1.000e-02, eta: 6:25:04, time: 0.370, data_time: 0.002, memory: 7067, loss_cls: 3.6078, loss: 3.6078, grad_norm: 4.6945 2021-03-16 11:13:23,612 - mmaction - INFO - Epoch [6][440/1345] lr: 1.000e-02, eta: 6:24:50, time: 0.352, data_time: 0.001, memory: 7067, loss_cls: 3.6528, loss: 3.6528, grad_norm: 4.8408 2021-03-16 11:13:30,774 - mmaction - INFO - Epoch [6][460/1345] lr: 1.000e-02, eta: 6:24:38, time: 0.357, data_time: 0.001, memory: 7067, loss_cls: 3.6526, loss: 3.6526, grad_norm: 4.6211 2021-03-16 11:13:38,212 - mmaction - INFO - Epoch [6][480/1345] lr: 1.000e-02, eta: 6:24:29, time: 0.373, data_time: 0.002, memory: 7067, loss_cls: 3.6102, loss: 3.6102, grad_norm: 4.7332 2021-03-16 11:13:45,364 - mmaction - INFO - Epoch [6][500/1345] lr: 1.000e-02, eta: 6:24:16, time: 0.357, data_time: 0.001, memory: 7067, loss_cls: 3.5195, loss: 3.5195, grad_norm: 5.0150 2021-03-16 11:13:52,796 - mmaction - INFO - Epoch [6][520/1345] lr: 1.000e-02, eta: 6:24:07, time: 0.372, data_time: 0.002, memory: 7067, loss_cls: 3.6470, loss: 3.6470, grad_norm: 4.8430 2021-03-16 11:14:00,130 - mmaction - INFO - Epoch [6][540/1345] lr: 1.000e-02, eta: 6:23:56, time: 0.367, data_time: 0.001, memory: 7067, loss_cls: 3.5470, loss: 3.5470, grad_norm: 4.5935 2021-03-16 11:14:07,586 - mmaction - INFO - Epoch [6][560/1345] lr: 1.000e-02, eta: 6:23:47, time: 0.373, data_time: 0.001, memory: 7067, loss_cls: 3.6322, loss: 3.6322, grad_norm: 4.6900 2021-03-16 11:14:14,961 - mmaction - INFO - Epoch [6][580/1345] lr: 1.000e-02, eta: 6:23:36, time: 0.368, data_time: 0.000, memory: 7067, loss_cls: 3.6362, loss: 3.6362, grad_norm: 4.6427 2021-03-16 11:14:22,452 - mmaction - INFO - Epoch [6][600/1345] lr: 1.000e-02, eta: 6:23:27, time: 0.376, data_time: 0.001, memory: 7067, loss_cls: 3.6955, loss: 3.6955, grad_norm: 4.7960 2021-03-16 11:14:30,034 - mmaction - INFO - Epoch [6][620/1345] lr: 1.000e-02, eta: 6:23:19, time: 0.379, data_time: 0.000, memory: 7067, loss_cls: 3.5239, loss: 3.5239, grad_norm: 4.7466 2021-03-16 11:14:37,300 - mmaction - INFO - Epoch [6][640/1345] lr: 1.000e-02, eta: 6:23:08, time: 0.363, data_time: 0.000, memory: 7067, loss_cls: 3.6186, loss: 3.6186, grad_norm: 4.4921 2021-03-16 11:14:44,515 - mmaction - INFO - Epoch [6][660/1345] lr: 1.000e-02, eta: 6:22:56, time: 0.360, data_time: 0.000, memory: 7067, loss_cls: 3.7233, loss: 3.7233, grad_norm: 4.5872 2021-03-16 11:14:52,150 - mmaction - INFO - Epoch [6][680/1345] lr: 1.000e-02, eta: 6:22:48, time: 0.382, data_time: 0.002, memory: 7067, loss_cls: 3.5360, loss: 3.5360, grad_norm: 4.7326 2021-03-16 11:14:59,371 - mmaction - INFO - Epoch [6][700/1345] lr: 1.000e-02, eta: 6:22:37, time: 0.360, data_time: 0.001, memory: 7067, loss_cls: 3.4790, loss: 3.4790, grad_norm: 5.0942 2021-03-16 11:15:06,878 - mmaction - INFO - Epoch [6][720/1345] lr: 1.000e-02, eta: 6:22:28, time: 0.376, data_time: 0.003, memory: 7067, loss_cls: 3.6794, loss: 3.6794, grad_norm: 4.6238 2021-03-16 11:15:14,153 - mmaction - INFO - Epoch [6][740/1345] lr: 1.000e-02, eta: 6:22:17, time: 0.365, data_time: 0.002, memory: 7067, loss_cls: 3.6319, loss: 3.6319, grad_norm: 4.7276 2021-03-16 11:15:21,414 - mmaction - INFO - Epoch [6][760/1345] lr: 1.000e-02, eta: 6:22:06, time: 0.361, data_time: 0.001, memory: 7067, loss_cls: 3.6449, loss: 3.6449, grad_norm: 4.4988 2021-03-16 11:15:28,610 - mmaction - INFO - Epoch [6][780/1345] lr: 1.000e-02, eta: 6:21:55, time: 0.361, data_time: 0.002, memory: 7067, loss_cls: 3.6025, loss: 3.6025, grad_norm: 4.6619 2021-03-16 11:15:35,879 - mmaction - INFO - Epoch [6][800/1345] lr: 1.000e-02, eta: 6:21:44, time: 0.363, data_time: 0.001, memory: 7067, loss_cls: 3.6141, loss: 3.6141, grad_norm: 4.4634 2021-03-16 11:15:43,109 - mmaction - INFO - Epoch [6][820/1345] lr: 1.000e-02, eta: 6:21:33, time: 0.362, data_time: 0.002, memory: 7067, loss_cls: 3.5736, loss: 3.5736, grad_norm: 4.8423 2021-03-16 11:15:50,494 - mmaction - INFO - Epoch [6][840/1345] lr: 1.000e-02, eta: 6:21:23, time: 0.370, data_time: 0.001, memory: 7067, loss_cls: 3.6276, loss: 3.6276, grad_norm: 4.9233 2021-03-16 11:15:57,688 - mmaction - INFO - Epoch [6][860/1345] lr: 1.000e-02, eta: 6:21:11, time: 0.359, data_time: 0.001, memory: 7067, loss_cls: 3.6121, loss: 3.6121, grad_norm: 4.8007 2021-03-16 11:16:05,017 - mmaction - INFO - Epoch [6][880/1345] lr: 1.000e-02, eta: 6:21:01, time: 0.365, data_time: 0.001, memory: 7067, loss_cls: 3.6092, loss: 3.6092, grad_norm: 4.6201 2021-03-16 11:16:12,375 - mmaction - INFO - Epoch [6][900/1345] lr: 1.000e-02, eta: 6:20:50, time: 0.364, data_time: 0.002, memory: 7067, loss_cls: 3.5088, loss: 3.5088, grad_norm: 4.7192 2021-03-16 11:16:19,769 - mmaction - INFO - Epoch [6][920/1345] lr: 1.000e-02, eta: 6:20:41, time: 0.375, data_time: 0.006, memory: 7067, loss_cls: 3.5550, loss: 3.5550, grad_norm: 5.0219 2021-03-16 11:16:27,122 - mmaction - INFO - Epoch [6][940/1345] lr: 1.000e-02, eta: 6:20:31, time: 0.366, data_time: 0.000, memory: 7067, loss_cls: 3.5588, loss: 3.5588, grad_norm: 4.6523 2021-03-16 11:16:34,310 - mmaction - INFO - Epoch [6][960/1345] lr: 1.000e-02, eta: 6:20:20, time: 0.360, data_time: 0.002, memory: 7067, loss_cls: 3.6163, loss: 3.6163, grad_norm: 5.0947 2021-03-16 11:16:41,795 - mmaction - INFO - Epoch [6][980/1345] lr: 1.000e-02, eta: 6:20:11, time: 0.375, data_time: 0.001, memory: 7067, loss_cls: 3.6934, loss: 3.6934, grad_norm: 4.6448 2021-03-16 11:16:49,140 - mmaction - INFO - Epoch [6][1000/1345] lr: 1.000e-02, eta: 6:20:01, time: 0.367, data_time: 0.001, memory: 7067, loss_cls: 3.6052, loss: 3.6052, grad_norm: 4.9088 2021-03-16 11:16:56,387 - mmaction - INFO - Epoch [6][1020/1345] lr: 1.000e-02, eta: 6:19:50, time: 0.362, data_time: 0.001, memory: 7067, loss_cls: 3.6278, loss: 3.6278, grad_norm: 4.7214 2021-03-16 11:17:03,821 - mmaction - INFO - Epoch [6][1040/1345] lr: 1.000e-02, eta: 6:19:40, time: 0.372, data_time: 0.001, memory: 7067, loss_cls: 3.5999, loss: 3.5999, grad_norm: 4.3931 2021-03-16 11:17:10,945 - mmaction - INFO - Epoch [6][1060/1345] lr: 1.000e-02, eta: 6:19:29, time: 0.356, data_time: 0.002, memory: 7067, loss_cls: 3.6730, loss: 3.6730, grad_norm: 4.5822 2021-03-16 11:17:18,327 - mmaction - INFO - Epoch [6][1080/1345] lr: 1.000e-02, eta: 6:19:19, time: 0.369, data_time: 0.001, memory: 7067, loss_cls: 3.5959, loss: 3.5959, grad_norm: 4.7311 2021-03-16 11:17:25,568 - mmaction - INFO - Epoch [6][1100/1345] lr: 1.000e-02, eta: 6:19:08, time: 0.360, data_time: 0.001, memory: 7067, loss_cls: 3.4916, loss: 3.4916, grad_norm: 4.9677 2021-03-16 11:17:33,037 - mmaction - INFO - Epoch [6][1120/1345] lr: 1.000e-02, eta: 6:18:59, time: 0.375, data_time: 0.003, memory: 7067, loss_cls: 3.5624, loss: 3.5624, grad_norm: 4.7322 2021-03-16 11:17:40,323 - mmaction - INFO - Epoch [6][1140/1345] lr: 1.000e-02, eta: 6:18:48, time: 0.364, data_time: 0.002, memory: 7067, loss_cls: 3.6162, loss: 3.6162, grad_norm: 4.4425 2021-03-16 11:17:47,687 - mmaction - INFO - Epoch [6][1160/1345] lr: 1.000e-02, eta: 6:18:39, time: 0.369, data_time: 0.002, memory: 7067, loss_cls: 3.6223, loss: 3.6223, grad_norm: 4.8125 2021-03-16 11:17:55,099 - mmaction - INFO - Epoch [6][1180/1345] lr: 1.000e-02, eta: 6:18:29, time: 0.371, data_time: 0.002, memory: 7067, loss_cls: 3.4493, loss: 3.4493, grad_norm: 4.7839 2021-03-16 11:18:02,485 - mmaction - INFO - Epoch [6][1200/1345] lr: 1.000e-02, eta: 6:18:19, time: 0.368, data_time: 0.001, memory: 7067, loss_cls: 3.5720, loss: 3.5720, grad_norm: 4.7990 2021-03-16 11:18:09,616 - mmaction - INFO - Epoch [6][1220/1345] lr: 1.000e-02, eta: 6:18:08, time: 0.358, data_time: 0.003, memory: 7067, loss_cls: 3.5342, loss: 3.5342, grad_norm: 4.8850 2021-03-16 11:18:16,818 - mmaction - INFO - Epoch [6][1240/1345] lr: 1.000e-02, eta: 6:17:57, time: 0.360, data_time: 0.001, memory: 7067, loss_cls: 3.6196, loss: 3.6196, grad_norm: 4.6559 2021-03-16 11:18:24,315 - mmaction - INFO - Epoch [6][1260/1345] lr: 1.000e-02, eta: 6:17:48, time: 0.375, data_time: 0.002, memory: 7067, loss_cls: 3.5399, loss: 3.5399, grad_norm: 4.8485 2021-03-16 11:18:31,660 - mmaction - INFO - Epoch [6][1280/1345] lr: 1.000e-02, eta: 6:17:38, time: 0.368, data_time: 0.001, memory: 7067, loss_cls: 3.4870, loss: 3.4870, grad_norm: 4.8526 2021-03-16 11:18:39,053 - mmaction - INFO - Epoch [6][1300/1345] lr: 1.000e-02, eta: 6:17:29, time: 0.369, data_time: 0.001, memory: 7067, loss_cls: 3.5481, loss: 3.5481, grad_norm: 4.9337 2021-03-16 11:18:46,325 - mmaction - INFO - Epoch [6][1320/1345] lr: 1.000e-02, eta: 6:17:18, time: 0.364, data_time: 0.002, memory: 7067, loss_cls: 3.5904, loss: 3.5904, grad_norm: 4.8742 2021-03-16 11:18:53,264 - mmaction - INFO - Epoch [6][1340/1345] lr: 1.000e-02, eta: 6:17:05, time: 0.348, data_time: 0.001, memory: 7067, loss_cls: 3.6038, loss: 3.6038, grad_norm: 5.1972 2021-03-16 11:18:55,027 - mmaction - INFO - Saving checkpoint at 6 epochs 2021-03-16 11:19:58,196 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-16 11:19:58,334 - mmaction - INFO - top1_acc 0.2182 top5_acc 0.4647 2021-03-16 11:19:58,334 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-16 11:19:58,342 - mmaction - INFO - mean_acc 0.1858 2021-03-16 11:19:58,668 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_6.pth. 2021-03-16 11:19:58,668 - mmaction - INFO - Best top1_acc is 0.2182 at 6 epoch. 2021-03-16 11:19:58,672 - mmaction - INFO - Epoch(val) [6][1345] top1_acc: 0.2182, top5_acc: 0.4647, mean_class_accuracy: 0.1858 2021-03-16 11:20:15,785 - mmaction - INFO - Epoch [7][20/1345] lr: 1.000e-02, eta: 6:17:51, time: 0.855, data_time: 0.453, memory: 7067, loss_cls: 3.5769, loss: 3.5769, grad_norm: 4.6928 2021-03-16 11:20:23,154 - mmaction - INFO - Epoch [7][40/1345] lr: 1.000e-02, eta: 6:17:41, time: 0.369, data_time: 0.001, memory: 7067, loss_cls: 3.4421, loss: 3.4421, grad_norm: 5.1889 2021-03-16 11:20:30,923 - mmaction - INFO - Epoch [7][60/1345] lr: 1.000e-02, eta: 6:17:34, time: 0.388, data_time: 0.001, memory: 7067, loss_cls: 3.4599, loss: 3.4599, grad_norm: 5.0967 2021-03-16 11:20:38,446 - mmaction - INFO - Epoch [7][80/1345] lr: 1.000e-02, eta: 6:17:26, time: 0.376, data_time: 0.001, memory: 7067, loss_cls: 3.5030, loss: 3.5030, grad_norm: 4.7380 2021-03-16 11:20:45,993 - mmaction - INFO - Epoch [7][100/1345] lr: 1.000e-02, eta: 6:17:17, time: 0.377, data_time: 0.001, memory: 7067, loss_cls: 3.5405, loss: 3.5405, grad_norm: 4.9658 2021-03-16 11:20:54,639 - mmaction - INFO - Epoch [7][120/1345] lr: 1.000e-02, eta: 6:17:17, time: 0.432, data_time: 0.001, memory: 7067, loss_cls: 3.5963, loss: 3.5963, grad_norm: 4.7556 2021-03-16 11:21:05,482 - mmaction - INFO - Epoch [7][140/1345] lr: 1.000e-02, eta: 6:17:32, time: 0.542, data_time: 0.001, memory: 7067, loss_cls: 3.5387, loss: 3.5387, grad_norm: 5.0435 2021-03-16 11:21:13,640 - mmaction - INFO - Epoch [7][160/1345] lr: 1.000e-02, eta: 6:17:27, time: 0.403, data_time: 0.001, memory: 7067, loss_cls: 3.6418, loss: 3.6418, grad_norm: 4.6380 2021-03-16 11:21:20,855 - mmaction - INFO - Epoch [7][180/1345] lr: 1.000e-02, eta: 6:17:17, time: 0.366, data_time: 0.006, memory: 7067, loss_cls: 3.5062, loss: 3.5062, grad_norm: 5.0076 2021-03-16 11:21:28,096 - mmaction - INFO - Epoch [7][200/1345] lr: 1.000e-02, eta: 6:17:06, time: 0.362, data_time: 0.005, memory: 7067, loss_cls: 3.5494, loss: 3.5494, grad_norm: 4.9265 2021-03-16 11:21:35,296 - mmaction - INFO - Epoch [7][220/1345] lr: 1.000e-02, eta: 6:16:55, time: 0.359, data_time: 0.001, memory: 7067, loss_cls: 3.5739, loss: 3.5739, grad_norm: 4.9395 2021-03-16 11:21:42,746 - mmaction - INFO - Epoch [7][240/1345] lr: 1.000e-02, eta: 6:16:46, time: 0.373, data_time: 0.001, memory: 7067, loss_cls: 3.6117, loss: 3.6117, grad_norm: 5.1200 2021-03-16 11:21:50,058 - mmaction - INFO - Epoch [7][260/1345] lr: 1.000e-02, eta: 6:16:35, time: 0.364, data_time: 0.000, memory: 7067, loss_cls: 3.5656, loss: 3.5656, grad_norm: 4.8871 2021-03-16 11:21:57,366 - mmaction - INFO - Epoch [7][280/1345] lr: 1.000e-02, eta: 6:16:25, time: 0.366, data_time: 0.002, memory: 7067, loss_cls: 3.4165, loss: 3.4165, grad_norm: 5.3567 2021-03-16 11:22:04,714 - mmaction - INFO - Epoch [7][300/1345] lr: 1.000e-02, eta: 6:16:15, time: 0.367, data_time: 0.001, memory: 7067, loss_cls: 3.4474, loss: 3.4474, grad_norm: 4.9395 2021-03-16 11:22:11,790 - mmaction - INFO - Epoch [7][320/1345] lr: 1.000e-02, eta: 6:16:03, time: 0.354, data_time: 0.005, memory: 7067, loss_cls: 3.6032, loss: 3.6032, grad_norm: 4.6839 2021-03-16 11:22:19,082 - mmaction - INFO - Epoch [7][340/1345] lr: 1.000e-02, eta: 6:15:53, time: 0.364, data_time: 0.000, memory: 7067, loss_cls: 3.5207, loss: 3.5207, grad_norm: 4.9369 2021-03-16 11:22:26,411 - mmaction - INFO - Epoch [7][360/1345] lr: 1.000e-02, eta: 6:15:43, time: 0.367, data_time: 0.002, memory: 7067, loss_cls: 3.5644, loss: 3.5644, grad_norm: 4.7431 2021-03-16 11:22:33,842 - mmaction - INFO - Epoch [7][380/1345] lr: 1.000e-02, eta: 6:15:34, time: 0.372, data_time: 0.001, memory: 7067, loss_cls: 3.5908, loss: 3.5908, grad_norm: 5.0423 2021-03-16 11:22:41,443 - mmaction - INFO - Epoch [7][400/1345] lr: 1.000e-02, eta: 6:15:26, time: 0.380, data_time: 0.000, memory: 7067, loss_cls: 3.5925, loss: 3.5925, grad_norm: 4.5660 2021-03-16 11:22:48,919 - mmaction - INFO - Epoch [7][420/1345] lr: 1.000e-02, eta: 6:15:17, time: 0.374, data_time: 0.001, memory: 7067, loss_cls: 3.5860, loss: 3.5860, grad_norm: 4.6708 2021-03-16 11:22:56,164 - mmaction - INFO - Epoch [7][440/1345] lr: 1.000e-02, eta: 6:15:06, time: 0.361, data_time: 0.000, memory: 7067, loss_cls: 3.5341, loss: 3.5341, grad_norm: 4.8731 2021-03-16 11:23:03,454 - mmaction - INFO - Epoch [7][460/1345] lr: 1.000e-02, eta: 6:14:56, time: 0.365, data_time: 0.001, memory: 7067, loss_cls: 3.5879, loss: 3.5879, grad_norm: 4.8581 2021-03-16 11:23:10,711 - mmaction - INFO - Epoch [7][480/1345] lr: 1.000e-02, eta: 6:14:45, time: 0.363, data_time: 0.001, memory: 7067, loss_cls: 3.5971, loss: 3.5971, grad_norm: 4.8074 2021-03-16 11:23:18,184 - mmaction - INFO - Epoch [7][500/1345] lr: 1.000e-02, eta: 6:14:37, time: 0.374, data_time: 0.001, memory: 7067, loss_cls: 3.5024, loss: 3.5024, grad_norm: 4.6905 2021-03-16 11:23:25,544 - mmaction - INFO - Epoch [7][520/1345] lr: 1.000e-02, eta: 6:14:27, time: 0.368, data_time: 0.001, memory: 7067, loss_cls: 3.4578, loss: 3.4578, grad_norm: 4.6713 2021-03-16 11:23:32,818 - mmaction - INFO - Epoch [7][540/1345] lr: 1.000e-02, eta: 6:14:16, time: 0.362, data_time: 0.000, memory: 7067, loss_cls: 3.5072, loss: 3.5072, grad_norm: 4.7371 2021-03-16 11:23:40,068 - mmaction - INFO - Epoch [7][560/1345] lr: 1.000e-02, eta: 6:14:06, time: 0.363, data_time: 0.002, memory: 7067, loss_cls: 3.5392, loss: 3.5392, grad_norm: 5.1570 2021-03-16 11:23:47,609 - mmaction - INFO - Epoch [7][580/1345] lr: 1.000e-02, eta: 6:13:58, time: 0.378, data_time: 0.002, memory: 7067, loss_cls: 3.5567, loss: 3.5567, grad_norm: 4.8103 2021-03-16 11:23:55,337 - mmaction - INFO - Epoch [7][600/1345] lr: 1.000e-02, eta: 6:13:50, time: 0.386, data_time: 0.000, memory: 7067, loss_cls: 3.5293, loss: 3.5293, grad_norm: 4.9201 2021-03-16 11:24:02,734 - mmaction - INFO - Epoch [7][620/1345] lr: 1.000e-02, eta: 6:13:41, time: 0.370, data_time: 0.002, memory: 7067, loss_cls: 3.5314, loss: 3.5314, grad_norm: 4.6919 2021-03-16 11:24:09,997 - mmaction - INFO - Epoch [7][640/1345] lr: 1.000e-02, eta: 6:13:31, time: 0.363, data_time: 0.001, memory: 7067, loss_cls: 3.3887, loss: 3.3887, grad_norm: 4.8893 2021-03-16 11:24:17,414 - mmaction - INFO - Epoch [7][660/1345] lr: 1.000e-02, eta: 6:13:21, time: 0.371, data_time: 0.001, memory: 7067, loss_cls: 3.4973, loss: 3.4973, grad_norm: 4.8825 2021-03-16 11:24:24,967 - mmaction - INFO - Epoch [7][680/1345] lr: 1.000e-02, eta: 6:13:13, time: 0.377, data_time: 0.001, memory: 7067, loss_cls: 3.5415, loss: 3.5415, grad_norm: 4.9772 2021-03-16 11:24:32,249 - mmaction - INFO - Epoch [7][700/1345] lr: 1.000e-02, eta: 6:13:03, time: 0.365, data_time: 0.002, memory: 7067, loss_cls: 3.5175, loss: 3.5175, grad_norm: 4.6894 2021-03-16 11:24:39,557 - mmaction - INFO - Epoch [7][720/1345] lr: 1.000e-02, eta: 6:12:53, time: 0.365, data_time: 0.002, memory: 7067, loss_cls: 3.4382, loss: 3.4382, grad_norm: 4.9227 2021-03-16 11:24:47,003 - mmaction - INFO - Epoch [7][740/1345] lr: 1.000e-02, eta: 6:12:44, time: 0.372, data_time: 0.002, memory: 7067, loss_cls: 3.5625, loss: 3.5625, grad_norm: 4.6459 2021-03-16 11:24:54,407 - mmaction - INFO - Epoch [7][760/1345] lr: 1.000e-02, eta: 6:12:35, time: 0.372, data_time: 0.002, memory: 7067, loss_cls: 3.5245, loss: 3.5245, grad_norm: 4.6821 2021-03-16 11:25:01,823 - mmaction - INFO - Epoch [7][780/1345] lr: 1.000e-02, eta: 6:12:25, time: 0.371, data_time: 0.001, memory: 7067, loss_cls: 3.4257, loss: 3.4257, grad_norm: 5.2529 2021-03-16 11:25:09,152 - mmaction - INFO - Epoch [7][800/1345] lr: 1.000e-02, eta: 6:12:16, time: 0.366, data_time: 0.000, memory: 7067, loss_cls: 3.4991, loss: 3.4991, grad_norm: 4.9944 2021-03-16 11:25:16,579 - mmaction - INFO - Epoch [7][820/1345] lr: 1.000e-02, eta: 6:12:06, time: 0.371, data_time: 0.000, memory: 7067, loss_cls: 3.4686, loss: 3.4686, grad_norm: 4.9254 2021-03-16 11:25:23,852 - mmaction - INFO - Epoch [7][840/1345] lr: 1.000e-02, eta: 6:11:56, time: 0.364, data_time: 0.001, memory: 7067, loss_cls: 3.3926, loss: 3.3926, grad_norm: 5.1175 2021-03-16 11:25:31,075 - mmaction - INFO - Epoch [7][860/1345] lr: 1.000e-02, eta: 6:11:46, time: 0.361, data_time: 0.001, memory: 7067, loss_cls: 3.5414, loss: 3.5414, grad_norm: 4.9946 2021-03-16 11:25:38,282 - mmaction - INFO - Epoch [7][880/1345] lr: 1.000e-02, eta: 6:11:35, time: 0.360, data_time: 0.001, memory: 7067, loss_cls: 3.5187, loss: 3.5187, grad_norm: 4.9924 2021-03-16 11:25:45,743 - mmaction - INFO - Epoch [7][900/1345] lr: 1.000e-02, eta: 6:11:27, time: 0.373, data_time: 0.001, memory: 7067, loss_cls: 3.4963, loss: 3.4963, grad_norm: 4.9505 2021-03-16 11:25:52,805 - mmaction - INFO - Epoch [7][920/1345] lr: 1.000e-02, eta: 6:11:15, time: 0.352, data_time: 0.000, memory: 7067, loss_cls: 3.5909, loss: 3.5909, grad_norm: 5.1549 2021-03-16 11:26:00,036 - mmaction - INFO - Epoch [7][940/1345] lr: 1.000e-02, eta: 6:11:05, time: 0.362, data_time: 0.001, memory: 7067, loss_cls: 3.4258, loss: 3.4258, grad_norm: 4.9296 2021-03-16 11:26:07,653 - mmaction - INFO - Epoch [7][960/1345] lr: 1.000e-02, eta: 6:10:57, time: 0.381, data_time: 0.001, memory: 7067, loss_cls: 3.5500, loss: 3.5500, grad_norm: 4.7928 2021-03-16 11:26:14,962 - mmaction - INFO - Epoch [7][980/1345] lr: 1.000e-02, eta: 6:10:47, time: 0.366, data_time: 0.001, memory: 7067, loss_cls: 3.6054, loss: 3.6054, grad_norm: 4.7678 2021-03-16 11:26:22,499 - mmaction - INFO - Epoch [7][1000/1345] lr: 1.000e-02, eta: 6:10:39, time: 0.377, data_time: 0.001, memory: 7067, loss_cls: 3.4309, loss: 3.4309, grad_norm: 5.0170 2021-03-16 11:26:29,660 - mmaction - INFO - Epoch [7][1020/1345] lr: 1.000e-02, eta: 6:10:28, time: 0.358, data_time: 0.001, memory: 7067, loss_cls: 3.5082, loss: 3.5082, grad_norm: 4.6922 2021-03-16 11:26:36,788 - mmaction - INFO - Epoch [7][1040/1345] lr: 1.000e-02, eta: 6:10:17, time: 0.355, data_time: 0.000, memory: 7067, loss_cls: 3.4079, loss: 3.4079, grad_norm: 4.9379 2021-03-16 11:26:44,145 - mmaction - INFO - Epoch [7][1060/1345] lr: 1.000e-02, eta: 6:10:08, time: 0.369, data_time: 0.003, memory: 7067, loss_cls: 3.3884, loss: 3.3884, grad_norm: 4.9677 2021-03-16 11:26:51,481 - mmaction - INFO - Epoch [7][1080/1345] lr: 1.000e-02, eta: 6:09:58, time: 0.366, data_time: 0.000, memory: 7067, loss_cls: 3.4859, loss: 3.4859, grad_norm: 4.8877 2021-03-16 11:26:58,757 - mmaction - INFO - Epoch [7][1100/1345] lr: 1.000e-02, eta: 6:09:48, time: 0.363, data_time: 0.001, memory: 7067, loss_cls: 3.4993, loss: 3.4993, grad_norm: 4.8742 2021-03-16 11:27:06,332 - mmaction - INFO - Epoch [7][1120/1345] lr: 1.000e-02, eta: 6:09:40, time: 0.380, data_time: 0.002, memory: 7067, loss_cls: 3.5855, loss: 3.5855, grad_norm: 4.7280 2021-03-16 11:27:13,668 - mmaction - INFO - Epoch [7][1140/1345] lr: 1.000e-02, eta: 6:09:30, time: 0.366, data_time: 0.001, memory: 7067, loss_cls: 3.4830, loss: 3.4830, grad_norm: 4.7819 2021-03-16 11:27:21,142 - mmaction - INFO - Epoch [7][1160/1345] lr: 1.000e-02, eta: 6:09:22, time: 0.375, data_time: 0.002, memory: 7067, loss_cls: 3.4795, loss: 3.4795, grad_norm: 4.9092 2021-03-16 11:27:28,481 - mmaction - INFO - Epoch [7][1180/1345] lr: 1.000e-02, eta: 6:09:12, time: 0.367, data_time: 0.000, memory: 7067, loss_cls: 3.5266, loss: 3.5266, grad_norm: 4.6332 2021-03-16 11:27:35,840 - mmaction - INFO - Epoch [7][1200/1345] lr: 1.000e-02, eta: 6:09:03, time: 0.368, data_time: 0.001, memory: 7067, loss_cls: 3.4285, loss: 3.4285, grad_norm: 5.1518 2021-03-16 11:27:43,216 - mmaction - INFO - Epoch [7][1220/1345] lr: 1.000e-02, eta: 6:08:54, time: 0.368, data_time: 0.000, memory: 7067, loss_cls: 3.6404, loss: 3.6404, grad_norm: 4.6488 2021-03-16 11:27:50,637 - mmaction - INFO - Epoch [7][1240/1345] lr: 1.000e-02, eta: 6:08:44, time: 0.371, data_time: 0.001, memory: 7067, loss_cls: 3.5688, loss: 3.5688, grad_norm: 4.6175 2021-03-16 11:27:57,869 - mmaction - INFO - Epoch [7][1260/1345] lr: 1.000e-02, eta: 6:08:34, time: 0.363, data_time: 0.001, memory: 7067, loss_cls: 3.4293, loss: 3.4293, grad_norm: 5.2451 2021-03-16 11:28:05,257 - mmaction - INFO - Epoch [7][1280/1345] lr: 1.000e-02, eta: 6:08:25, time: 0.369, data_time: 0.000, memory: 7067, loss_cls: 3.4832, loss: 3.4832, grad_norm: 4.6616 2021-03-16 11:28:12,670 - mmaction - INFO - Epoch [7][1300/1345] lr: 1.000e-02, eta: 6:08:16, time: 0.371, data_time: 0.001, memory: 7067, loss_cls: 3.4168, loss: 3.4168, grad_norm: 5.0874 2021-03-16 11:28:19,834 - mmaction - INFO - Epoch [7][1320/1345] lr: 1.000e-02, eta: 6:08:06, time: 0.358, data_time: 0.001, memory: 7067, loss_cls: 3.5138, loss: 3.5138, grad_norm: 4.8478 2021-03-16 11:28:26,906 - mmaction - INFO - Epoch [7][1340/1345] lr: 1.000e-02, eta: 6:07:55, time: 0.355, data_time: 0.002, memory: 7067, loss_cls: 3.4892, loss: 3.4892, grad_norm: 4.9476 2021-03-16 11:28:28,715 - mmaction - INFO - Saving checkpoint at 7 epochs 2021-03-16 11:28:46,902 - mmaction - INFO - Epoch [8][20/1345] lr: 1.000e-02, eta: 6:08:36, time: 0.890, data_time: 0.516, memory: 7067, loss_cls: 3.6045, loss: 3.6045, grad_norm: 4.6075 2021-03-16 11:28:55,147 - mmaction - INFO - Epoch [8][40/1345] lr: 1.000e-02, eta: 6:08:32, time: 0.414, data_time: 0.002, memory: 7067, loss_cls: 3.3859, loss: 3.3859, grad_norm: 4.9932 2021-03-16 11:29:05,565 - mmaction - INFO - Epoch [8][60/1345] lr: 1.000e-02, eta: 6:08:41, time: 0.520, data_time: 0.000, memory: 7067, loss_cls: 3.5389, loss: 3.5389, grad_norm: 4.8271 2021-03-16 11:29:12,917 - mmaction - INFO - Epoch [8][80/1345] lr: 1.000e-02, eta: 6:08:32, time: 0.368, data_time: 0.002, memory: 7067, loss_cls: 3.5272, loss: 3.5272, grad_norm: 4.7935 2021-03-16 11:29:20,394 - mmaction - INFO - Epoch [8][100/1345] lr: 1.000e-02, eta: 6:08:23, time: 0.374, data_time: 0.001, memory: 7067, loss_cls: 3.4097, loss: 3.4097, grad_norm: 5.0309 2021-03-16 11:29:27,902 - mmaction - INFO - Epoch [8][120/1345] lr: 1.000e-02, eta: 6:08:14, time: 0.376, data_time: 0.001, memory: 7067, loss_cls: 3.4988, loss: 3.4988, grad_norm: 5.0030 2021-03-16 11:29:35,294 - mmaction - INFO - Epoch [8][140/1345] lr: 1.000e-02, eta: 6:08:05, time: 0.368, data_time: 0.000, memory: 7067, loss_cls: 3.4716, loss: 3.4716, grad_norm: 4.8392 2021-03-16 11:29:42,880 - mmaction - INFO - Epoch [8][160/1345] lr: 1.000e-02, eta: 6:07:57, time: 0.380, data_time: 0.002, memory: 7067, loss_cls: 3.4123, loss: 3.4123, grad_norm: 5.0041 2021-03-16 11:29:50,094 - mmaction - INFO - Epoch [8][180/1345] lr: 1.000e-02, eta: 6:07:46, time: 0.360, data_time: 0.001, memory: 7067, loss_cls: 3.4059, loss: 3.4059, grad_norm: 5.1742 2021-03-16 11:29:57,462 - mmaction - INFO - Epoch [8][200/1345] lr: 1.000e-02, eta: 6:07:37, time: 0.367, data_time: 0.002, memory: 7067, loss_cls: 3.4873, loss: 3.4873, grad_norm: 4.8113 2021-03-16 11:30:04,858 - mmaction - INFO - Epoch [8][220/1345] lr: 1.000e-02, eta: 6:07:28, time: 0.371, data_time: 0.004, memory: 7067, loss_cls: 3.4111, loss: 3.4111, grad_norm: 4.7873 2021-03-16 11:30:11,897 - mmaction - INFO - Epoch [8][240/1345] lr: 1.000e-02, eta: 6:07:16, time: 0.351, data_time: 0.001, memory: 7067, loss_cls: 3.4078, loss: 3.4078, grad_norm: 4.7417 2021-03-16 11:30:19,469 - mmaction - INFO - Epoch [8][260/1345] lr: 1.000e-02, eta: 6:07:08, time: 0.379, data_time: 0.003, memory: 7067, loss_cls: 3.4941, loss: 3.4941, grad_norm: 4.6657 2021-03-16 11:30:26,914 - mmaction - INFO - Epoch [8][280/1345] lr: 1.000e-02, eta: 6:07:00, time: 0.372, data_time: 0.001, memory: 7067, loss_cls: 3.5120, loss: 3.5120, grad_norm: 4.7760 2021-03-16 11:30:34,307 - mmaction - INFO - Epoch [8][300/1345] lr: 1.000e-02, eta: 6:06:50, time: 0.371, data_time: 0.002, memory: 7067, loss_cls: 3.3911, loss: 3.3911, grad_norm: 5.0542 2021-03-16 11:30:41,635 - mmaction - INFO - Epoch [8][320/1345] lr: 1.000e-02, eta: 6:06:41, time: 0.366, data_time: 0.001, memory: 7067, loss_cls: 3.4557, loss: 3.4557, grad_norm: 4.8797 2021-03-16 11:30:49,258 - mmaction - INFO - Epoch [8][340/1345] lr: 1.000e-02, eta: 6:06:33, time: 0.381, data_time: 0.001, memory: 7067, loss_cls: 3.3817, loss: 3.3817, grad_norm: 5.0449 2021-03-16 11:30:56,503 - mmaction - INFO - Epoch [8][360/1345] lr: 1.000e-02, eta: 6:06:23, time: 0.361, data_time: 0.001, memory: 7067, loss_cls: 3.4529, loss: 3.4529, grad_norm: 4.7227 2021-03-16 11:31:03,812 - mmaction - INFO - Epoch [8][380/1345] lr: 1.000e-02, eta: 6:06:13, time: 0.367, data_time: 0.002, memory: 7067, loss_cls: 3.3010, loss: 3.3010, grad_norm: 5.2362 2021-03-16 11:31:11,262 - mmaction - INFO - Epoch [8][400/1345] lr: 1.000e-02, eta: 6:06:05, time: 0.372, data_time: 0.000, memory: 7067, loss_cls: 3.4625, loss: 3.4625, grad_norm: 4.7491 2021-03-16 11:31:18,597 - mmaction - INFO - Epoch [8][420/1345] lr: 1.000e-02, eta: 6:05:55, time: 0.365, data_time: 0.001, memory: 7067, loss_cls: 3.4236, loss: 3.4236, grad_norm: 4.7542 2021-03-16 11:31:25,957 - mmaction - INFO - Epoch [8][440/1345] lr: 1.000e-02, eta: 6:05:46, time: 0.369, data_time: 0.002, memory: 7067, loss_cls: 3.5447, loss: 3.5447, grad_norm: 4.5844 2021-03-16 11:31:33,295 - mmaction - INFO - Epoch [8][460/1345] lr: 1.000e-02, eta: 6:05:36, time: 0.366, data_time: 0.001, memory: 7067, loss_cls: 3.4444, loss: 3.4444, grad_norm: 4.9214 2021-03-16 11:31:40,436 - mmaction - INFO - Epoch [8][480/1345] lr: 1.000e-02, eta: 6:05:26, time: 0.357, data_time: 0.001, memory: 7067, loss_cls: 3.4272, loss: 3.4272, grad_norm: 4.8785 2021-03-16 11:31:48,109 - mmaction - INFO - Epoch [8][500/1345] lr: 1.000e-02, eta: 6:05:18, time: 0.384, data_time: 0.002, memory: 7067, loss_cls: 3.4333, loss: 3.4333, grad_norm: 5.0674 2021-03-16 11:31:55,143 - mmaction - INFO - Epoch [8][520/1345] lr: 1.000e-02, eta: 6:05:07, time: 0.352, data_time: 0.001, memory: 7067, loss_cls: 3.4383, loss: 3.4383, grad_norm: 4.9562 2021-03-16 11:32:02,588 - mmaction - INFO - Epoch [8][540/1345] lr: 1.000e-02, eta: 6:04:58, time: 0.372, data_time: 0.001, memory: 7067, loss_cls: 3.4262, loss: 3.4262, grad_norm: 4.8649 2021-03-16 11:32:10,118 - mmaction - INFO - Epoch [8][560/1345] lr: 1.000e-02, eta: 6:04:50, time: 0.377, data_time: 0.001, memory: 7067, loss_cls: 3.4009, loss: 3.4009, grad_norm: 4.9695 2021-03-16 11:32:17,605 - mmaction - INFO - Epoch [8][580/1345] lr: 1.000e-02, eta: 6:04:41, time: 0.372, data_time: 0.001, memory: 7067, loss_cls: 3.4500, loss: 3.4500, grad_norm: 4.9965 2021-03-16 11:32:24,805 - mmaction - INFO - Epoch [8][600/1345] lr: 1.000e-02, eta: 6:04:31, time: 0.363, data_time: 0.004, memory: 7067, loss_cls: 3.4650, loss: 3.4650, grad_norm: 4.7988 2021-03-16 11:32:32,271 - mmaction - INFO - Epoch [8][620/1345] lr: 1.000e-02, eta: 6:04:23, time: 0.373, data_time: 0.001, memory: 7067, loss_cls: 3.3651, loss: 3.3651, grad_norm: 4.9597 2021-03-16 11:32:39,689 - mmaction - INFO - Epoch [8][640/1345] lr: 1.000e-02, eta: 6:04:14, time: 0.372, data_time: 0.001, memory: 7067, loss_cls: 3.5271, loss: 3.5271, grad_norm: 5.2129 2021-03-16 11:32:47,316 - mmaction - INFO - Epoch [8][660/1345] lr: 1.000e-02, eta: 6:04:06, time: 0.380, data_time: 0.000, memory: 7067, loss_cls: 3.5060, loss: 3.5060, grad_norm: 4.7564 2021-03-16 11:32:54,793 - mmaction - INFO - Epoch [8][680/1345] lr: 1.000e-02, eta: 6:03:57, time: 0.374, data_time: 0.002, memory: 7067, loss_cls: 3.4535, loss: 3.4535, grad_norm: 4.8985 2021-03-16 11:33:02,136 - mmaction - INFO - Epoch [8][700/1345] lr: 1.000e-02, eta: 6:03:48, time: 0.367, data_time: 0.002, memory: 7067, loss_cls: 3.4298, loss: 3.4298, grad_norm: 4.9839 2021-03-16 11:33:09,529 - mmaction - INFO - Epoch [8][720/1345] lr: 1.000e-02, eta: 6:03:39, time: 0.370, data_time: 0.002, memory: 7067, loss_cls: 3.4990, loss: 3.4990, grad_norm: 4.8868 2021-03-16 11:33:16,798 - mmaction - INFO - Epoch [8][740/1345] lr: 1.000e-02, eta: 6:03:29, time: 0.363, data_time: 0.002, memory: 7067, loss_cls: 3.4244, loss: 3.4244, grad_norm: 4.7942 2021-03-16 11:33:24,289 - mmaction - INFO - Epoch [8][760/1345] lr: 1.000e-02, eta: 6:03:21, time: 0.375, data_time: 0.001, memory: 7067, loss_cls: 3.4814, loss: 3.4814, grad_norm: 4.8168 2021-03-16 11:33:31,347 - mmaction - INFO - Epoch [8][780/1345] lr: 1.000e-02, eta: 6:03:10, time: 0.351, data_time: 0.000, memory: 7067, loss_cls: 3.3432, loss: 3.3432, grad_norm: 4.9256 2021-03-16 11:33:38,590 - mmaction - INFO - Epoch [8][800/1345] lr: 1.000e-02, eta: 6:03:00, time: 0.364, data_time: 0.003, memory: 7067, loss_cls: 3.3271, loss: 3.3271, grad_norm: 4.9355 2021-03-16 11:33:46,117 - mmaction - INFO - Epoch [8][820/1345] lr: 1.000e-02, eta: 6:02:52, time: 0.377, data_time: 0.001, memory: 7067, loss_cls: 3.4828, loss: 3.4828, grad_norm: 4.9500 2021-03-16 11:33:53,565 - mmaction - INFO - Epoch [8][840/1345] lr: 1.000e-02, eta: 6:02:43, time: 0.371, data_time: 0.000, memory: 7067, loss_cls: 3.3552, loss: 3.3552, grad_norm: 4.9130 2021-03-16 11:34:00,771 - mmaction - INFO - Epoch [8][860/1345] lr: 1.000e-02, eta: 6:02:33, time: 0.359, data_time: 0.001, memory: 7067, loss_cls: 3.4382, loss: 3.4382, grad_norm: 4.8911 2021-03-16 11:34:08,266 - mmaction - INFO - Epoch [8][880/1345] lr: 1.000e-02, eta: 6:02:25, time: 0.376, data_time: 0.005, memory: 7067, loss_cls: 3.3822, loss: 3.3822, grad_norm: 4.8881 2021-03-16 11:34:15,309 - mmaction - INFO - Epoch [8][900/1345] lr: 1.000e-02, eta: 6:02:14, time: 0.352, data_time: 0.001, memory: 7067, loss_cls: 3.3995, loss: 3.3995, grad_norm: 5.1631 2021-03-16 11:34:22,799 - mmaction - INFO - Epoch [8][920/1345] lr: 1.000e-02, eta: 6:02:05, time: 0.375, data_time: 0.001, memory: 7067, loss_cls: 3.4516, loss: 3.4516, grad_norm: 4.9841 2021-03-16 11:34:30,379 - mmaction - INFO - Epoch [8][940/1345] lr: 1.000e-02, eta: 6:01:57, time: 0.378, data_time: 0.001, memory: 7067, loss_cls: 3.4471, loss: 3.4471, grad_norm: 4.9274 2021-03-16 11:34:37,509 - mmaction - INFO - Epoch [8][960/1345] lr: 1.000e-02, eta: 6:01:47, time: 0.355, data_time: 0.002, memory: 7067, loss_cls: 3.4253, loss: 3.4253, grad_norm: 4.5595 2021-03-16 11:34:44,782 - mmaction - INFO - Epoch [8][980/1345] lr: 1.000e-02, eta: 6:01:37, time: 0.366, data_time: 0.003, memory: 7067, loss_cls: 3.3965, loss: 3.3965, grad_norm: 5.0465 2021-03-16 11:34:52,479 - mmaction - INFO - Epoch [8][1000/1345] lr: 1.000e-02, eta: 6:01:30, time: 0.385, data_time: 0.001, memory: 7067, loss_cls: 3.4105, loss: 3.4105, grad_norm: 4.8157 2021-03-16 11:34:59,655 - mmaction - INFO - Epoch [8][1020/1345] lr: 1.000e-02, eta: 6:01:20, time: 0.358, data_time: 0.001, memory: 7067, loss_cls: 3.4870, loss: 3.4870, grad_norm: 4.7381 2021-03-16 11:35:07,105 - mmaction - INFO - Epoch [8][1040/1345] lr: 1.000e-02, eta: 6:01:11, time: 0.374, data_time: 0.001, memory: 7067, loss_cls: 3.4801, loss: 3.4801, grad_norm: 4.9837 2021-03-16 11:35:14,323 - mmaction - INFO - Epoch [8][1060/1345] lr: 1.000e-02, eta: 6:01:01, time: 0.361, data_time: 0.000, memory: 7067, loss_cls: 3.3945, loss: 3.3945, grad_norm: 5.0611 2021-03-16 11:35:21,671 - mmaction - INFO - Epoch [8][1080/1345] lr: 1.000e-02, eta: 6:00:52, time: 0.367, data_time: 0.000, memory: 7067, loss_cls: 3.4203, loss: 3.4203, grad_norm: 5.0995 2021-03-16 11:35:29,178 - mmaction - INFO - Epoch [8][1100/1345] lr: 1.000e-02, eta: 6:00:44, time: 0.376, data_time: 0.001, memory: 7067, loss_cls: 3.3607, loss: 3.3607, grad_norm: 4.9587 2021-03-16 11:35:36,468 - mmaction - INFO - Epoch [8][1120/1345] lr: 1.000e-02, eta: 6:00:34, time: 0.363, data_time: 0.000, memory: 7067, loss_cls: 3.4632, loss: 3.4632, grad_norm: 4.8103 2021-03-16 11:35:43,905 - mmaction - INFO - Epoch [8][1140/1345] lr: 1.000e-02, eta: 6:00:26, time: 0.373, data_time: 0.002, memory: 7067, loss_cls: 3.4177, loss: 3.4177, grad_norm: 4.7933 2021-03-16 11:35:51,548 - mmaction - INFO - Epoch [8][1160/1345] lr: 1.000e-02, eta: 6:00:18, time: 0.381, data_time: 0.001, memory: 7067, loss_cls: 3.5155, loss: 3.5155, grad_norm: 4.9813 2021-03-16 11:35:58,706 - mmaction - INFO - Epoch [8][1180/1345] lr: 1.000e-02, eta: 6:00:08, time: 0.359, data_time: 0.002, memory: 7067, loss_cls: 3.5064, loss: 3.5064, grad_norm: 4.7390 2021-03-16 11:36:06,033 - mmaction - INFO - Epoch [8][1200/1345] lr: 1.000e-02, eta: 5:59:59, time: 0.366, data_time: 0.001, memory: 7067, loss_cls: 3.4244, loss: 3.4244, grad_norm: 4.9503 2021-03-16 11:36:13,197 - mmaction - INFO - Epoch [8][1220/1345] lr: 1.000e-02, eta: 5:59:49, time: 0.360, data_time: 0.002, memory: 7067, loss_cls: 3.3025, loss: 3.3025, grad_norm: 4.9285 2021-03-16 11:36:20,734 - mmaction - INFO - Epoch [8][1240/1345] lr: 1.000e-02, eta: 5:59:41, time: 0.375, data_time: 0.001, memory: 7067, loss_cls: 3.4243, loss: 3.4243, grad_norm: 4.9369 2021-03-16 11:36:27,860 - mmaction - INFO - Epoch [8][1260/1345] lr: 1.000e-02, eta: 5:59:30, time: 0.358, data_time: 0.004, memory: 7067, loss_cls: 3.5285, loss: 3.5285, grad_norm: 4.8608 2021-03-16 11:36:35,225 - mmaction - INFO - Epoch [8][1280/1345] lr: 1.000e-02, eta: 5:59:21, time: 0.367, data_time: 0.001, memory: 7067, loss_cls: 3.5225, loss: 3.5225, grad_norm: 4.8488 2021-03-16 11:36:42,726 - mmaction - INFO - Epoch [8][1300/1345] lr: 1.000e-02, eta: 5:59:13, time: 0.376, data_time: 0.002, memory: 7067, loss_cls: 3.4419, loss: 3.4419, grad_norm: 4.9711 2021-03-16 11:36:50,181 - mmaction - INFO - Epoch [8][1320/1345] lr: 1.000e-02, eta: 5:59:05, time: 0.373, data_time: 0.001, memory: 7067, loss_cls: 3.3288, loss: 3.3288, grad_norm: 4.9975 2021-03-16 11:36:57,296 - mmaction - INFO - Epoch [8][1340/1345] lr: 1.000e-02, eta: 5:58:54, time: 0.356, data_time: 0.001, memory: 7067, loss_cls: 3.4024, loss: 3.4024, grad_norm: 5.0001 2021-03-16 11:36:59,109 - mmaction - INFO - Saving checkpoint at 8 epochs 2021-03-16 11:38:01,732 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-16 11:38:01,929 - mmaction - INFO - top1_acc 0.2776 top5_acc 0.5576 2021-03-16 11:38:01,929 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-16 11:38:01,937 - mmaction - INFO - mean_acc 0.2423 2021-03-16 11:38:02,271 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_8.pth. 2021-03-16 11:38:02,271 - mmaction - INFO - Best top1_acc is 0.2776 at 8 epoch. 2021-03-16 11:38:02,275 - mmaction - INFO - Epoch(val) [8][1345] top1_acc: 0.2776, top5_acc: 0.5576, mean_class_accuracy: 0.2423 2021-03-16 11:38:19,409 - mmaction - INFO - Epoch [9][20/1345] lr: 1.000e-02, eta: 5:59:25, time: 0.856, data_time: 0.478, memory: 7067, loss_cls: 3.4548, loss: 3.4548, grad_norm: 4.7907 2021-03-16 11:38:26,860 - mmaction - INFO - Epoch [9][40/1345] lr: 1.000e-02, eta: 5:59:16, time: 0.372, data_time: 0.001, memory: 7067, loss_cls: 3.3539, loss: 3.3539, grad_norm: 4.9746 2021-03-16 11:38:34,253 - mmaction - INFO - Epoch [9][60/1345] lr: 1.000e-02, eta: 5:59:07, time: 0.370, data_time: 0.001, memory: 7067, loss_cls: 3.4261, loss: 3.4261, grad_norm: 5.1048 2021-03-16 11:38:41,498 - mmaction - INFO - Epoch [9][80/1345] lr: 1.000e-02, eta: 5:58:57, time: 0.362, data_time: 0.001, memory: 7067, loss_cls: 3.3545, loss: 3.3545, grad_norm: 5.1452 2021-03-16 11:38:48,779 - mmaction - INFO - Epoch [9][100/1345] lr: 1.000e-02, eta: 5:58:48, time: 0.365, data_time: 0.002, memory: 7067, loss_cls: 3.3675, loss: 3.3675, grad_norm: 5.2782 2021-03-16 11:38:56,242 - mmaction - INFO - Epoch [9][120/1345] lr: 1.000e-02, eta: 5:58:39, time: 0.373, data_time: 0.001, memory: 7067, loss_cls: 3.3261, loss: 3.3261, grad_norm: 5.3939 2021-03-16 11:39:03,942 - mmaction - INFO - Epoch [9][140/1345] lr: 1.000e-02, eta: 5:58:32, time: 0.385, data_time: 0.001, memory: 7067, loss_cls: 3.4077, loss: 3.4077, grad_norm: 5.0616 2021-03-16 11:39:11,374 - mmaction - INFO - Epoch [9][160/1345] lr: 1.000e-02, eta: 5:58:23, time: 0.373, data_time: 0.001, memory: 7067, loss_cls: 3.3805, loss: 3.3805, grad_norm: 5.2867 2021-03-16 11:39:18,560 - mmaction - INFO - Epoch [9][180/1345] lr: 1.000e-02, eta: 5:58:13, time: 0.358, data_time: 0.000, memory: 7067, loss_cls: 3.2977, loss: 3.2977, grad_norm: 5.2539 2021-03-16 11:39:25,928 - mmaction - INFO - Epoch [9][200/1345] lr: 1.000e-02, eta: 5:58:04, time: 0.370, data_time: 0.001, memory: 7067, loss_cls: 3.4448, loss: 3.4448, grad_norm: 4.6150 2021-03-16 11:39:33,446 - mmaction - INFO - Epoch [9][220/1345] lr: 1.000e-02, eta: 5:57:56, time: 0.375, data_time: 0.000, memory: 7067, loss_cls: 3.3869, loss: 3.3869, grad_norm: 5.1951 2021-03-16 11:39:40,672 - mmaction - INFO - Epoch [9][240/1345] lr: 1.000e-02, eta: 5:57:46, time: 0.361, data_time: 0.001, memory: 7067, loss_cls: 3.3850, loss: 3.3850, grad_norm: 5.0919 2021-03-16 11:39:47,947 - mmaction - INFO - Epoch [9][260/1345] lr: 1.000e-02, eta: 5:57:37, time: 0.364, data_time: 0.002, memory: 7067, loss_cls: 3.2622, loss: 3.2622, grad_norm: 4.9362 2021-03-16 11:39:55,224 - mmaction - INFO - Epoch [9][280/1345] lr: 1.000e-02, eta: 5:57:27, time: 0.363, data_time: 0.001, memory: 7067, loss_cls: 3.3573, loss: 3.3573, grad_norm: 4.9822 2021-03-16 11:40:02,601 - mmaction - INFO - Epoch [9][300/1345] lr: 1.000e-02, eta: 5:57:19, time: 0.369, data_time: 0.002, memory: 7067, loss_cls: 3.4678, loss: 3.4678, grad_norm: 4.8365 2021-03-16 11:40:09,578 - mmaction - INFO - Epoch [9][320/1345] lr: 1.000e-02, eta: 5:57:08, time: 0.349, data_time: 0.001, memory: 7067, loss_cls: 3.3720, loss: 3.3720, grad_norm: 4.8736 2021-03-16 11:40:17,185 - mmaction - INFO - Epoch [9][340/1345] lr: 1.000e-02, eta: 5:57:00, time: 0.381, data_time: 0.001, memory: 7067, loss_cls: 3.3555, loss: 3.3555, grad_norm: 4.9414 2021-03-16 11:40:24,409 - mmaction - INFO - Epoch [9][360/1345] lr: 1.000e-02, eta: 5:56:50, time: 0.361, data_time: 0.000, memory: 7067, loss_cls: 3.4218, loss: 3.4218, grad_norm: 5.0139 2021-03-16 11:40:31,728 - mmaction - INFO - Epoch [9][380/1345] lr: 1.000e-02, eta: 5:56:41, time: 0.366, data_time: 0.001, memory: 7067, loss_cls: 3.2770, loss: 3.2770, grad_norm: 5.0448 2021-03-16 11:40:39,048 - mmaction - INFO - Epoch [9][400/1345] lr: 1.000e-02, eta: 5:56:32, time: 0.366, data_time: 0.001, memory: 7067, loss_cls: 3.3227, loss: 3.3227, grad_norm: 5.1156 2021-03-16 11:40:46,512 - mmaction - INFO - Epoch [9][420/1345] lr: 1.000e-02, eta: 5:56:23, time: 0.373, data_time: 0.001, memory: 7067, loss_cls: 3.3137, loss: 3.3137, grad_norm: 5.1622 2021-03-16 11:40:53,819 - mmaction - INFO - Epoch [9][440/1345] lr: 1.000e-02, eta: 5:56:14, time: 0.364, data_time: 0.001, memory: 7067, loss_cls: 3.2656, loss: 3.2656, grad_norm: 5.0780 2021-03-16 11:41:01,333 - mmaction - INFO - Epoch [9][460/1345] lr: 1.000e-02, eta: 5:56:06, time: 0.377, data_time: 0.002, memory: 7067, loss_cls: 3.4009, loss: 3.4009, grad_norm: 4.8382 2021-03-16 11:41:08,572 - mmaction - INFO - Epoch [9][480/1345] lr: 1.000e-02, eta: 5:55:56, time: 0.362, data_time: 0.001, memory: 7067, loss_cls: 3.4359, loss: 3.4359, grad_norm: 4.9522 2021-03-16 11:41:15,870 - mmaction - INFO - Epoch [9][500/1345] lr: 1.000e-02, eta: 5:55:47, time: 0.365, data_time: 0.001, memory: 7067, loss_cls: 3.4403, loss: 3.4403, grad_norm: 4.7961 2021-03-16 11:41:23,227 - mmaction - INFO - Epoch [9][520/1345] lr: 1.000e-02, eta: 5:55:38, time: 0.368, data_time: 0.001, memory: 7067, loss_cls: 3.4645, loss: 3.4645, grad_norm: 5.0590 2021-03-16 11:41:30,590 - mmaction - INFO - Epoch [9][540/1345] lr: 1.000e-02, eta: 5:55:29, time: 0.367, data_time: 0.000, memory: 7067, loss_cls: 3.3785, loss: 3.3785, grad_norm: 5.1221 2021-03-16 11:41:37,779 - mmaction - INFO - Epoch [9][560/1345] lr: 1.000e-02, eta: 5:55:20, time: 0.359, data_time: 0.001, memory: 7067, loss_cls: 3.3908, loss: 3.3908, grad_norm: 4.8649 2021-03-16 11:41:45,363 - mmaction - INFO - Epoch [9][580/1345] lr: 1.000e-02, eta: 5:55:12, time: 0.378, data_time: 0.002, memory: 7067, loss_cls: 3.4214, loss: 3.4214, grad_norm: 4.9558 2021-03-16 11:41:52,760 - mmaction - INFO - Epoch [9][600/1345] lr: 1.000e-02, eta: 5:55:03, time: 0.370, data_time: 0.002, memory: 7067, loss_cls: 3.4072, loss: 3.4072, grad_norm: 4.8957 2021-03-16 11:42:00,037 - mmaction - INFO - Epoch [9][620/1345] lr: 1.000e-02, eta: 5:54:54, time: 0.364, data_time: 0.002, memory: 7067, loss_cls: 3.3724, loss: 3.3724, grad_norm: 4.8494 2021-03-16 11:42:07,043 - mmaction - INFO - Epoch [9][640/1345] lr: 1.000e-02, eta: 5:54:43, time: 0.351, data_time: 0.002, memory: 7067, loss_cls: 3.2990, loss: 3.2990, grad_norm: 5.5076 2021-03-16 11:42:14,484 - mmaction - INFO - Epoch [9][660/1345] lr: 1.000e-02, eta: 5:54:35, time: 0.373, data_time: 0.001, memory: 7067, loss_cls: 3.4649, loss: 3.4649, grad_norm: 5.0319 2021-03-16 11:42:21,760 - mmaction - INFO - Epoch [9][680/1345] lr: 1.000e-02, eta: 5:54:25, time: 0.364, data_time: 0.000, memory: 7067, loss_cls: 3.3751, loss: 3.3751, grad_norm: 4.8543 2021-03-16 11:42:29,053 - mmaction - INFO - Epoch [9][700/1345] lr: 1.000e-02, eta: 5:54:16, time: 0.363, data_time: 0.000, memory: 7067, loss_cls: 3.5098, loss: 3.5098, grad_norm: 4.6254 2021-03-16 11:42:36,164 - mmaction - INFO - Epoch [9][720/1345] lr: 1.000e-02, eta: 5:54:06, time: 0.357, data_time: 0.002, memory: 7067, loss_cls: 3.4905, loss: 3.4905, grad_norm: 4.5910 2021-03-16 11:42:43,445 - mmaction - INFO - Epoch [9][740/1345] lr: 1.000e-02, eta: 5:53:57, time: 0.364, data_time: 0.001, memory: 7067, loss_cls: 3.2137, loss: 3.2137, grad_norm: 5.0496 2021-03-16 11:42:50,741 - mmaction - INFO - Epoch [9][760/1345] lr: 1.000e-02, eta: 5:53:47, time: 0.365, data_time: 0.001, memory: 7067, loss_cls: 3.3487, loss: 3.3487, grad_norm: 5.1751 2021-03-16 11:42:57,940 - mmaction - INFO - Epoch [9][780/1345] lr: 1.000e-02, eta: 5:53:38, time: 0.360, data_time: 0.001, memory: 7067, loss_cls: 3.3036, loss: 3.3036, grad_norm: 5.2864 2021-03-16 11:43:05,147 - mmaction - INFO - Epoch [9][800/1345] lr: 1.000e-02, eta: 5:53:28, time: 0.360, data_time: 0.001, memory: 7067, loss_cls: 3.4275, loss: 3.4275, grad_norm: 4.7279 2021-03-16 11:43:12,325 - mmaction - INFO - Epoch [9][820/1345] lr: 1.000e-02, eta: 5:53:18, time: 0.360, data_time: 0.002, memory: 7067, loss_cls: 3.4132, loss: 3.4132, grad_norm: 4.7688 2021-03-16 11:43:19,430 - mmaction - INFO - Epoch [9][840/1345] lr: 1.000e-02, eta: 5:53:08, time: 0.356, data_time: 0.001, memory: 7067, loss_cls: 3.4284, loss: 3.4284, grad_norm: 4.8812 2021-03-16 11:43:26,903 - mmaction - INFO - Epoch [9][860/1345] lr: 1.000e-02, eta: 5:53:00, time: 0.370, data_time: 0.000, memory: 7067, loss_cls: 3.3910, loss: 3.3910, grad_norm: 4.9660 2021-03-16 11:43:34,260 - mmaction - INFO - Epoch [9][880/1345] lr: 1.000e-02, eta: 5:52:51, time: 0.370, data_time: 0.004, memory: 7067, loss_cls: 3.3136, loss: 3.3136, grad_norm: 5.0574 2021-03-16 11:43:41,738 - mmaction - INFO - Epoch [9][900/1345] lr: 1.000e-02, eta: 5:52:43, time: 0.375, data_time: 0.002, memory: 7067, loss_cls: 3.4781, loss: 3.4781, grad_norm: 5.1982 2021-03-16 11:43:48,769 - mmaction - INFO - Epoch [9][920/1345] lr: 1.000e-02, eta: 5:52:33, time: 0.351, data_time: 0.002, memory: 7067, loss_cls: 3.4142, loss: 3.4142, grad_norm: 5.1289 2021-03-16 11:43:55,901 - mmaction - INFO - Epoch [9][940/1345] lr: 1.000e-02, eta: 5:52:23, time: 0.357, data_time: 0.002, memory: 7067, loss_cls: 3.3794, loss: 3.3794, grad_norm: 5.0503 2021-03-16 11:44:03,523 - mmaction - INFO - Epoch [9][960/1345] lr: 1.000e-02, eta: 5:52:15, time: 0.381, data_time: 0.002, memory: 7067, loss_cls: 3.5067, loss: 3.5067, grad_norm: 5.0737 2021-03-16 11:44:11,103 - mmaction - INFO - Epoch [9][980/1345] lr: 1.000e-02, eta: 5:52:07, time: 0.380, data_time: 0.001, memory: 7067, loss_cls: 3.3575, loss: 3.3575, grad_norm: 5.2862 2021-03-16 11:44:18,562 - mmaction - INFO - Epoch [9][1000/1345] lr: 1.000e-02, eta: 5:51:59, time: 0.373, data_time: 0.001, memory: 7067, loss_cls: 3.3246, loss: 3.3246, grad_norm: 5.1275 2021-03-16 11:44:25,910 - mmaction - INFO - Epoch [9][1020/1345] lr: 1.000e-02, eta: 5:51:50, time: 0.368, data_time: 0.001, memory: 7067, loss_cls: 3.2109, loss: 3.2109, grad_norm: 5.2061 2021-03-16 11:44:33,244 - mmaction - INFO - Epoch [9][1040/1345] lr: 1.000e-02, eta: 5:51:41, time: 0.366, data_time: 0.001, memory: 7067, loss_cls: 3.4109, loss: 3.4109, grad_norm: 5.1241 2021-03-16 11:44:40,669 - mmaction - INFO - Epoch [9][1060/1345] lr: 1.000e-02, eta: 5:51:33, time: 0.371, data_time: 0.001, memory: 7067, loss_cls: 3.4178, loss: 3.4178, grad_norm: 5.1785 2021-03-16 11:44:47,897 - mmaction - INFO - Epoch [9][1080/1345] lr: 1.000e-02, eta: 5:51:23, time: 0.362, data_time: 0.001, memory: 7067, loss_cls: 3.3096, loss: 3.3096, grad_norm: 5.1896 2021-03-16 11:44:55,340 - mmaction - INFO - Epoch [9][1100/1345] lr: 1.000e-02, eta: 5:51:15, time: 0.372, data_time: 0.001, memory: 7067, loss_cls: 3.4225, loss: 3.4225, grad_norm: 4.9290 2021-03-16 11:45:02,593 - mmaction - INFO - Epoch [9][1120/1345] lr: 1.000e-02, eta: 5:51:06, time: 0.363, data_time: 0.001, memory: 7067, loss_cls: 3.2839, loss: 3.2839, grad_norm: 5.0396 2021-03-16 11:45:09,923 - mmaction - INFO - Epoch [9][1140/1345] lr: 1.000e-02, eta: 5:50:57, time: 0.366, data_time: 0.000, memory: 7067, loss_cls: 3.3739, loss: 3.3739, grad_norm: 5.0928 2021-03-16 11:45:17,092 - mmaction - INFO - Epoch [9][1160/1345] lr: 1.000e-02, eta: 5:50:47, time: 0.359, data_time: 0.001, memory: 7067, loss_cls: 3.3284, loss: 3.3284, grad_norm: 5.1287 2021-03-16 11:45:24,442 - mmaction - INFO - Epoch [9][1180/1345] lr: 1.000e-02, eta: 5:50:38, time: 0.366, data_time: 0.000, memory: 7067, loss_cls: 3.3577, loss: 3.3577, grad_norm: 5.0903 2021-03-16 11:45:31,641 - mmaction - INFO - Epoch [9][1200/1345] lr: 1.000e-02, eta: 5:50:29, time: 0.361, data_time: 0.002, memory: 7067, loss_cls: 3.3775, loss: 3.3775, grad_norm: 5.4051 2021-03-16 11:45:39,196 - mmaction - INFO - Epoch [9][1220/1345] lr: 1.000e-02, eta: 5:50:21, time: 0.377, data_time: 0.001, memory: 7067, loss_cls: 3.4321, loss: 3.4321, grad_norm: 4.8252 2021-03-16 11:45:46,413 - mmaction - INFO - Epoch [9][1240/1345] lr: 1.000e-02, eta: 5:50:12, time: 0.361, data_time: 0.002, memory: 7067, loss_cls: 3.3809, loss: 3.3809, grad_norm: 4.7857 2021-03-16 11:45:53,779 - mmaction - INFO - Epoch [9][1260/1345] lr: 1.000e-02, eta: 5:50:03, time: 0.368, data_time: 0.001, memory: 7067, loss_cls: 3.3433, loss: 3.3433, grad_norm: 5.0147 2021-03-16 11:46:00,938 - mmaction - INFO - Epoch [9][1280/1345] lr: 1.000e-02, eta: 5:49:53, time: 0.359, data_time: 0.002, memory: 7067, loss_cls: 3.3486, loss: 3.3486, grad_norm: 5.1313 2021-03-16 11:46:08,242 - mmaction - INFO - Epoch [9][1300/1345] lr: 1.000e-02, eta: 5:49:44, time: 0.364, data_time: 0.001, memory: 7067, loss_cls: 3.3503, loss: 3.3503, grad_norm: 5.0437 2021-03-16 11:46:15,586 - mmaction - INFO - Epoch [9][1320/1345] lr: 1.000e-02, eta: 5:49:35, time: 0.367, data_time: 0.002, memory: 7067, loss_cls: 3.2948, loss: 3.2948, grad_norm: 5.0553 2021-03-16 11:46:22,623 - mmaction - INFO - Epoch [9][1340/1345] lr: 1.000e-02, eta: 5:49:25, time: 0.353, data_time: 0.001, memory: 7067, loss_cls: 3.3224, loss: 3.3224, grad_norm: 4.9763 2021-03-16 11:46:24,416 - mmaction - INFO - Saving checkpoint at 9 epochs 2021-03-16 11:46:42,509 - mmaction - INFO - Epoch [10][20/1345] lr: 1.000e-02, eta: 5:49:53, time: 0.886, data_time: 0.465, memory: 7067, loss_cls: 3.4982, loss: 3.4982, grad_norm: 4.7918 2021-03-16 11:46:49,874 - mmaction - INFO - Epoch [10][40/1345] lr: 1.000e-02, eta: 5:49:44, time: 0.368, data_time: 0.002, memory: 7067, loss_cls: 3.4008, loss: 3.4008, grad_norm: 5.0079 2021-03-16 11:46:57,347 - mmaction - INFO - Epoch [10][60/1345] lr: 1.000e-02, eta: 5:49:36, time: 0.375, data_time: 0.002, memory: 7067, loss_cls: 3.3239, loss: 3.3239, grad_norm: 4.7378 2021-03-16 11:47:04,704 - mmaction - INFO - Epoch [10][80/1345] lr: 1.000e-02, eta: 5:49:28, time: 0.368, data_time: 0.000, memory: 7067, loss_cls: 3.3858, loss: 3.3858, grad_norm: 4.9958 2021-03-16 11:47:12,364 - mmaction - INFO - Epoch [10][100/1345] lr: 1.000e-02, eta: 5:49:20, time: 0.382, data_time: 0.000, memory: 7067, loss_cls: 3.4084, loss: 3.4084, grad_norm: 5.1349 2021-03-16 11:47:19,441 - mmaction - INFO - Epoch [10][120/1345] lr: 1.000e-02, eta: 5:49:10, time: 0.353, data_time: 0.001, memory: 7067, loss_cls: 3.2811, loss: 3.2811, grad_norm: 4.8990 2021-03-16 11:47:26,958 - mmaction - INFO - Epoch [10][140/1345] lr: 1.000e-02, eta: 5:49:02, time: 0.376, data_time: 0.001, memory: 7067, loss_cls: 3.3459, loss: 3.3459, grad_norm: 4.9427 2021-03-16 11:47:34,125 - mmaction - INFO - Epoch [10][160/1345] lr: 1.000e-02, eta: 5:48:52, time: 0.359, data_time: 0.001, memory: 7067, loss_cls: 3.2769, loss: 3.2769, grad_norm: 5.0041 2021-03-16 11:47:41,497 - mmaction - INFO - Epoch [10][180/1345] lr: 1.000e-02, eta: 5:48:44, time: 0.368, data_time: 0.001, memory: 7067, loss_cls: 3.3025, loss: 3.3025, grad_norm: 5.1389 2021-03-16 11:47:48,809 - mmaction - INFO - Epoch [10][200/1345] lr: 1.000e-02, eta: 5:48:35, time: 0.365, data_time: 0.001, memory: 7067, loss_cls: 3.1842, loss: 3.1842, grad_norm: 5.1700 2021-03-16 11:47:56,449 - mmaction - INFO - Epoch [10][220/1345] lr: 1.000e-02, eta: 5:48:27, time: 0.383, data_time: 0.002, memory: 7067, loss_cls: 3.3389, loss: 3.3389, grad_norm: 5.2787 2021-03-16 11:48:03,756 - mmaction - INFO - Epoch [10][240/1345] lr: 1.000e-02, eta: 5:48:18, time: 0.365, data_time: 0.002, memory: 7067, loss_cls: 3.2719, loss: 3.2719, grad_norm: 5.4668 2021-03-16 11:48:11,266 - mmaction - INFO - Epoch [10][260/1345] lr: 1.000e-02, eta: 5:48:10, time: 0.375, data_time: 0.001, memory: 7067, loss_cls: 3.4757, loss: 3.4757, grad_norm: 5.2922 2021-03-16 11:48:18,542 - mmaction - INFO - Epoch [10][280/1345] lr: 1.000e-02, eta: 5:48:01, time: 0.364, data_time: 0.002, memory: 7067, loss_cls: 3.3599, loss: 3.3599, grad_norm: 4.9999 2021-03-16 11:48:25,633 - mmaction - INFO - Epoch [10][300/1345] lr: 1.000e-02, eta: 5:47:51, time: 0.355, data_time: 0.001, memory: 7067, loss_cls: 3.3457, loss: 3.3457, grad_norm: 5.2407 2021-03-16 11:48:32,809 - mmaction - INFO - Epoch [10][320/1345] lr: 1.000e-02, eta: 5:47:41, time: 0.356, data_time: 0.001, memory: 7067, loss_cls: 3.2739, loss: 3.2739, grad_norm: 5.4006 2021-03-16 11:48:40,105 - mmaction - INFO - Epoch [10][340/1345] lr: 1.000e-02, eta: 5:47:33, time: 0.367, data_time: 0.004, memory: 7067, loss_cls: 3.3246, loss: 3.3246, grad_norm: 5.3411 2021-03-16 11:48:47,145 - mmaction - INFO - Epoch [10][360/1345] lr: 1.000e-02, eta: 5:47:22, time: 0.352, data_time: 0.001, memory: 7067, loss_cls: 3.2686, loss: 3.2686, grad_norm: 5.0247 2021-03-16 11:48:54,348 - mmaction - INFO - Epoch [10][380/1345] lr: 1.000e-02, eta: 5:47:13, time: 0.360, data_time: 0.001, memory: 7067, loss_cls: 3.3661, loss: 3.3661, grad_norm: 5.0251 2021-03-16 11:49:01,880 - mmaction - INFO - Epoch [10][400/1345] lr: 1.000e-02, eta: 5:47:05, time: 0.377, data_time: 0.001, memory: 7067, loss_cls: 3.2483, loss: 3.2483, grad_norm: 4.9433 2021-03-16 11:49:09,237 - mmaction - INFO - Epoch [10][420/1345] lr: 1.000e-02, eta: 5:46:56, time: 0.367, data_time: 0.000, memory: 7067, loss_cls: 3.3356, loss: 3.3356, grad_norm: 5.0288 2021-03-16 11:49:16,649 - mmaction - INFO - Epoch [10][440/1345] lr: 1.000e-02, eta: 5:46:48, time: 0.372, data_time: 0.001, memory: 7067, loss_cls: 3.2687, loss: 3.2687, grad_norm: 5.6132 2021-03-16 11:49:23,904 - mmaction - INFO - Epoch [10][460/1345] lr: 1.000e-02, eta: 5:46:39, time: 0.362, data_time: 0.000, memory: 7067, loss_cls: 3.3370, loss: 3.3370, grad_norm: 4.9791 2021-03-16 11:49:31,345 - mmaction - INFO - Epoch [10][480/1345] lr: 1.000e-02, eta: 5:46:30, time: 0.372, data_time: 0.001, memory: 7067, loss_cls: 3.2855, loss: 3.2855, grad_norm: 5.0720 2021-03-16 11:49:38,842 - mmaction - INFO - Epoch [10][500/1345] lr: 1.000e-02, eta: 5:46:22, time: 0.376, data_time: 0.001, memory: 7067, loss_cls: 3.4336, loss: 3.4336, grad_norm: 5.0931 2021-03-16 11:49:46,077 - mmaction - INFO - Epoch [10][520/1345] lr: 1.000e-02, eta: 5:46:13, time: 0.361, data_time: 0.000, memory: 7067, loss_cls: 3.4024, loss: 3.4024, grad_norm: 4.8974 2021-03-16 11:49:53,441 - mmaction - INFO - Epoch [10][540/1345] lr: 1.000e-02, eta: 5:46:05, time: 0.369, data_time: 0.001, memory: 7067, loss_cls: 3.3654, loss: 3.3654, grad_norm: 4.9997 2021-03-16 11:50:00,557 - mmaction - INFO - Epoch [10][560/1345] lr: 1.000e-02, eta: 5:45:55, time: 0.355, data_time: 0.000, memory: 7067, loss_cls: 3.2469, loss: 3.2469, grad_norm: 5.2833 2021-03-16 11:50:07,950 - mmaction - INFO - Epoch [10][580/1345] lr: 1.000e-02, eta: 5:45:46, time: 0.369, data_time: 0.001, memory: 7067, loss_cls: 3.3578, loss: 3.3578, grad_norm: 4.9305 2021-03-16 11:50:15,130 - mmaction - INFO - Epoch [10][600/1345] lr: 1.000e-02, eta: 5:45:37, time: 0.360, data_time: 0.001, memory: 7067, loss_cls: 3.3009, loss: 3.3009, grad_norm: 5.0765 2021-03-16 11:50:22,528 - mmaction - INFO - Epoch [10][620/1345] lr: 1.000e-02, eta: 5:45:28, time: 0.370, data_time: 0.001, memory: 7067, loss_cls: 3.4018, loss: 3.4018, grad_norm: 5.1774 2021-03-16 11:50:29,730 - mmaction - INFO - Epoch [10][640/1345] lr: 1.000e-02, eta: 5:45:19, time: 0.359, data_time: 0.000, memory: 7067, loss_cls: 3.3567, loss: 3.3567, grad_norm: 4.9364 2021-03-16 11:50:37,277 - mmaction - INFO - Epoch [10][660/1345] lr: 1.000e-02, eta: 5:45:11, time: 0.378, data_time: 0.001, memory: 7067, loss_cls: 3.3980, loss: 3.3980, grad_norm: 4.8711 2021-03-16 11:50:44,494 - mmaction - INFO - Epoch [10][680/1345] lr: 1.000e-02, eta: 5:45:02, time: 0.361, data_time: 0.001, memory: 7067, loss_cls: 3.3004, loss: 3.3004, grad_norm: 4.9110 2021-03-16 11:50:51,989 - mmaction - INFO - Epoch [10][700/1345] lr: 1.000e-02, eta: 5:44:54, time: 0.373, data_time: 0.000, memory: 7067, loss_cls: 3.3755, loss: 3.3755, grad_norm: 4.8523 2021-03-16 11:50:59,366 - mmaction - INFO - Epoch [10][720/1345] lr: 1.000e-02, eta: 5:44:45, time: 0.369, data_time: 0.002, memory: 7067, loss_cls: 3.3528, loss: 3.3528, grad_norm: 5.1747 2021-03-16 11:51:06,695 - mmaction - INFO - Epoch [10][740/1345] lr: 1.000e-02, eta: 5:44:37, time: 0.367, data_time: 0.002, memory: 7067, loss_cls: 3.3317, loss: 3.3317, grad_norm: 4.9918 2021-03-16 11:51:13,983 - mmaction - INFO - Epoch [10][760/1345] lr: 1.000e-02, eta: 5:44:28, time: 0.365, data_time: 0.001, memory: 7067, loss_cls: 3.3114, loss: 3.3114, grad_norm: 4.9993 2021-03-16 11:51:21,498 - mmaction - INFO - Epoch [10][780/1345] lr: 1.000e-02, eta: 5:44:20, time: 0.375, data_time: 0.000, memory: 7067, loss_cls: 3.3417, loss: 3.3417, grad_norm: 4.8615 2021-03-16 11:51:28,984 - mmaction - INFO - Epoch [10][800/1345] lr: 1.000e-02, eta: 5:44:12, time: 0.374, data_time: 0.001, memory: 7067, loss_cls: 3.4067, loss: 3.4067, grad_norm: 5.0959 2021-03-16 11:51:36,328 - mmaction - INFO - Epoch [10][820/1345] lr: 1.000e-02, eta: 5:44:03, time: 0.367, data_time: 0.001, memory: 7067, loss_cls: 3.4117, loss: 3.4117, grad_norm: 4.9991 2021-03-16 11:51:43,620 - mmaction - INFO - Epoch [10][840/1345] lr: 1.000e-02, eta: 5:43:54, time: 0.364, data_time: 0.001, memory: 7067, loss_cls: 3.2148, loss: 3.2148, grad_norm: 4.9331 2021-03-16 11:51:50,880 - mmaction - INFO - Epoch [10][860/1345] lr: 1.000e-02, eta: 5:43:45, time: 0.364, data_time: 0.002, memory: 7067, loss_cls: 3.2585, loss: 3.2585, grad_norm: 5.2223 2021-03-16 11:51:58,197 - mmaction - INFO - Epoch [10][880/1345] lr: 1.000e-02, eta: 5:43:36, time: 0.366, data_time: 0.000, memory: 7067, loss_cls: 3.2958, loss: 3.2958, grad_norm: 5.2363 2021-03-16 11:52:05,552 - mmaction - INFO - Epoch [10][900/1345] lr: 1.000e-02, eta: 5:43:28, time: 0.368, data_time: 0.000, memory: 7067, loss_cls: 3.2458, loss: 3.2458, grad_norm: 5.1866 2021-03-16 11:52:13,024 - mmaction - INFO - Epoch [10][920/1345] lr: 1.000e-02, eta: 5:43:19, time: 0.372, data_time: 0.000, memory: 7067, loss_cls: 3.2654, loss: 3.2654, grad_norm: 5.0560 2021-03-16 11:52:20,379 - mmaction - INFO - Epoch [10][940/1345] lr: 1.000e-02, eta: 5:43:11, time: 0.369, data_time: 0.002, memory: 7067, loss_cls: 3.2633, loss: 3.2633, grad_norm: 5.0792 2021-03-16 11:52:27,671 - mmaction - INFO - Epoch [10][960/1345] lr: 1.000e-02, eta: 5:43:02, time: 0.364, data_time: 0.000, memory: 7067, loss_cls: 3.3537, loss: 3.3537, grad_norm: 4.9308 2021-03-16 11:52:35,160 - mmaction - INFO - Epoch [10][980/1345] lr: 1.000e-02, eta: 5:42:54, time: 0.375, data_time: 0.001, memory: 7067, loss_cls: 3.3609, loss: 3.3609, grad_norm: 4.9511 2021-03-16 11:52:42,694 - mmaction - INFO - Epoch [10][1000/1345] lr: 1.000e-02, eta: 5:42:46, time: 0.377, data_time: 0.001, memory: 7067, loss_cls: 3.2909, loss: 3.2909, grad_norm: 4.8162 2021-03-16 11:52:49,954 - mmaction - INFO - Epoch [10][1020/1345] lr: 1.000e-02, eta: 5:42:37, time: 0.363, data_time: 0.002, memory: 7067, loss_cls: 3.4049, loss: 3.4049, grad_norm: 4.8108 2021-03-16 11:52:57,451 - mmaction - INFO - Epoch [10][1040/1345] lr: 1.000e-02, eta: 5:42:29, time: 0.375, data_time: 0.002, memory: 7067, loss_cls: 3.3499, loss: 3.3499, grad_norm: 5.1363 2021-03-16 11:53:04,661 - mmaction - INFO - Epoch [10][1060/1345] lr: 1.000e-02, eta: 5:42:20, time: 0.361, data_time: 0.001, memory: 7067, loss_cls: 3.3156, loss: 3.3156, grad_norm: 5.0847 2021-03-16 11:53:11,862 - mmaction - INFO - Epoch [10][1080/1345] lr: 1.000e-02, eta: 5:42:11, time: 0.360, data_time: 0.001, memory: 7067, loss_cls: 3.2164, loss: 3.2164, grad_norm: 5.0415 2021-03-16 11:53:19,361 - mmaction - INFO - Epoch [10][1100/1345] lr: 1.000e-02, eta: 5:42:03, time: 0.375, data_time: 0.001, memory: 7067, loss_cls: 3.2788, loss: 3.2788, grad_norm: 5.1394 2021-03-16 11:53:26,648 - mmaction - INFO - Epoch [10][1120/1345] lr: 1.000e-02, eta: 5:41:54, time: 0.364, data_time: 0.001, memory: 7067, loss_cls: 3.3085, loss: 3.3085, grad_norm: 5.0509 2021-03-16 11:53:34,084 - mmaction - INFO - Epoch [10][1140/1345] lr: 1.000e-02, eta: 5:41:46, time: 0.371, data_time: 0.001, memory: 7067, loss_cls: 3.2933, loss: 3.2933, grad_norm: 4.9250 2021-03-16 11:53:41,485 - mmaction - INFO - Epoch [10][1160/1345] lr: 1.000e-02, eta: 5:41:37, time: 0.370, data_time: 0.002, memory: 7067, loss_cls: 3.3345, loss: 3.3345, grad_norm: 5.5768 2021-03-16 11:53:48,794 - mmaction - INFO - Epoch [10][1180/1345] lr: 1.000e-02, eta: 5:41:29, time: 0.366, data_time: 0.001, memory: 7067, loss_cls: 3.3065, loss: 3.3065, grad_norm: 5.1944 2021-03-16 11:53:56,140 - mmaction - INFO - Epoch [10][1200/1345] lr: 1.000e-02, eta: 5:41:20, time: 0.368, data_time: 0.001, memory: 7067, loss_cls: 3.3417, loss: 3.3417, grad_norm: 4.8521 2021-03-16 11:54:03,400 - mmaction - INFO - Epoch [10][1220/1345] lr: 1.000e-02, eta: 5:41:11, time: 0.361, data_time: 0.000, memory: 7067, loss_cls: 3.2988, loss: 3.2988, grad_norm: 4.9849 2021-03-16 11:54:10,795 - mmaction - INFO - Epoch [10][1240/1345] lr: 1.000e-02, eta: 5:41:03, time: 0.370, data_time: 0.003, memory: 7067, loss_cls: 3.3225, loss: 3.3225, grad_norm: 4.9312 2021-03-16 11:54:18,164 - mmaction - INFO - Epoch [10][1260/1345] lr: 1.000e-02, eta: 5:40:54, time: 0.370, data_time: 0.002, memory: 7067, loss_cls: 3.2755, loss: 3.2755, grad_norm: 5.0142 2021-03-16 11:54:25,446 - mmaction - INFO - Epoch [10][1280/1345] lr: 1.000e-02, eta: 5:40:45, time: 0.363, data_time: 0.001, memory: 7067, loss_cls: 3.2693, loss: 3.2693, grad_norm: 4.9650 2021-03-16 11:54:32,806 - mmaction - INFO - Epoch [10][1300/1345] lr: 1.000e-02, eta: 5:40:37, time: 0.367, data_time: 0.002, memory: 7067, loss_cls: 3.3926, loss: 3.3926, grad_norm: 4.8773 2021-03-16 11:54:40,039 - mmaction - INFO - Epoch [10][1320/1345] lr: 1.000e-02, eta: 5:40:28, time: 0.364, data_time: 0.002, memory: 7067, loss_cls: 3.2120, loss: 3.2120, grad_norm: 4.9961 2021-03-16 11:54:47,135 - mmaction - INFO - Epoch [10][1340/1345] lr: 1.000e-02, eta: 5:40:18, time: 0.355, data_time: 0.000, memory: 7067, loss_cls: 3.2567, loss: 3.2567, grad_norm: 5.3993 2021-03-16 11:54:48,944 - mmaction - INFO - Saving checkpoint at 10 epochs 2021-03-16 11:55:52,362 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-16 11:55:52,603 - mmaction - INFO - top1_acc 0.2892 top5_acc 0.5740 2021-03-16 11:55:52,603 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-16 11:55:52,613 - mmaction - INFO - mean_acc 0.2656 2021-03-16 11:55:52,955 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_10.pth. 2021-03-16 11:55:52,956 - mmaction - INFO - Best top1_acc is 0.2892 at 10 epoch. 2021-03-16 11:55:52,959 - mmaction - INFO - Epoch(val) [10][1345] top1_acc: 0.2892, top5_acc: 0.5740, mean_class_accuracy: 0.2656 2021-03-16 11:56:09,957 - mmaction - INFO - Epoch [11][20/1345] lr: 1.000e-02, eta: 5:40:39, time: 0.849, data_time: 0.448, memory: 7067, loss_cls: 3.3635, loss: 3.3635, grad_norm: 5.5447 2021-03-16 11:56:17,333 - mmaction - INFO - Epoch [11][40/1345] lr: 1.000e-02, eta: 5:40:30, time: 0.367, data_time: 0.001, memory: 7067, loss_cls: 3.2785, loss: 3.2785, grad_norm: 5.3871 2021-03-16 11:56:24,853 - mmaction - INFO - Epoch [11][60/1345] lr: 1.000e-02, eta: 5:40:22, time: 0.377, data_time: 0.003, memory: 7067, loss_cls: 3.2806, loss: 3.2806, grad_norm: 5.2160 2021-03-16 11:56:32,083 - mmaction - INFO - Epoch [11][80/1345] lr: 1.000e-02, eta: 5:40:13, time: 0.361, data_time: 0.001, memory: 7067, loss_cls: 3.3102, loss: 3.3102, grad_norm: 5.2285 2021-03-16 11:56:39,568 - mmaction - INFO - Epoch [11][100/1345] lr: 1.000e-02, eta: 5:40:05, time: 0.375, data_time: 0.002, memory: 7067, loss_cls: 3.3657, loss: 3.3657, grad_norm: 5.2392 2021-03-16 11:56:46,946 - mmaction - INFO - Epoch [11][120/1345] lr: 1.000e-02, eta: 5:39:57, time: 0.368, data_time: 0.001, memory: 7067, loss_cls: 3.1675, loss: 3.1675, grad_norm: 5.2349 2021-03-16 11:56:54,409 - mmaction - INFO - Epoch [11][140/1345] lr: 1.000e-02, eta: 5:39:48, time: 0.372, data_time: 0.001, memory: 7067, loss_cls: 3.1911, loss: 3.1911, grad_norm: 5.3840 2021-03-16 11:57:01,939 - mmaction - INFO - Epoch [11][160/1345] lr: 1.000e-02, eta: 5:39:40, time: 0.376, data_time: 0.002, memory: 7067, loss_cls: 3.3031, loss: 3.3031, grad_norm: 5.4023 2021-03-16 11:57:09,390 - mmaction - INFO - Epoch [11][180/1345] lr: 1.000e-02, eta: 5:39:32, time: 0.374, data_time: 0.002, memory: 7067, loss_cls: 3.2258, loss: 3.2258, grad_norm: 5.1370 2021-03-16 11:57:16,931 - mmaction - INFO - Epoch [11][200/1345] lr: 1.000e-02, eta: 5:39:25, time: 0.376, data_time: 0.003, memory: 7067, loss_cls: 3.3140, loss: 3.3140, grad_norm: 5.2312 2021-03-16 11:57:24,470 - mmaction - INFO - Epoch [11][220/1345] lr: 1.000e-02, eta: 5:39:17, time: 0.377, data_time: 0.002, memory: 7067, loss_cls: 3.3249, loss: 3.3249, grad_norm: 5.1382 2021-03-16 11:57:31,591 - mmaction - INFO - Epoch [11][240/1345] lr: 1.000e-02, eta: 5:39:07, time: 0.357, data_time: 0.002, memory: 7067, loss_cls: 3.2871, loss: 3.2871, grad_norm: 5.3061 2021-03-16 11:57:38,837 - mmaction - INFO - Epoch [11][260/1345] lr: 1.000e-02, eta: 5:38:58, time: 0.362, data_time: 0.001, memory: 7067, loss_cls: 3.2529, loss: 3.2529, grad_norm: 5.1786 2021-03-16 11:57:46,389 - mmaction - INFO - Epoch [11][280/1345] lr: 1.000e-02, eta: 5:38:50, time: 0.377, data_time: 0.001, memory: 7067, loss_cls: 3.3942, loss: 3.3942, grad_norm: 5.1000 2021-03-16 11:57:53,580 - mmaction - INFO - Epoch [11][300/1345] lr: 1.000e-02, eta: 5:38:41, time: 0.360, data_time: 0.002, memory: 7067, loss_cls: 3.2535, loss: 3.2535, grad_norm: 4.8620 2021-03-16 11:58:01,078 - mmaction - INFO - Epoch [11][320/1345] lr: 1.000e-02, eta: 5:38:33, time: 0.375, data_time: 0.001, memory: 7067, loss_cls: 3.2451, loss: 3.2451, grad_norm: 5.0877 2021-03-16 11:58:08,636 - mmaction - INFO - Epoch [11][340/1345] lr: 1.000e-02, eta: 5:38:26, time: 0.378, data_time: 0.001, memory: 7067, loss_cls: 3.2333, loss: 3.2333, grad_norm: 4.9863 2021-03-16 11:58:15,761 - mmaction - INFO - Epoch [11][360/1345] lr: 1.000e-02, eta: 5:38:16, time: 0.357, data_time: 0.001, memory: 7067, loss_cls: 3.2226, loss: 3.2226, grad_norm: 5.1204 2021-03-16 11:58:23,043 - mmaction - INFO - Epoch [11][380/1345] lr: 1.000e-02, eta: 5:38:07, time: 0.364, data_time: 0.000, memory: 7067, loss_cls: 3.2932, loss: 3.2932, grad_norm: 5.0751 2021-03-16 11:58:30,499 - mmaction - INFO - Epoch [11][400/1345] lr: 1.000e-02, eta: 5:37:59, time: 0.373, data_time: 0.001, memory: 7067, loss_cls: 3.2901, loss: 3.2901, grad_norm: 4.9455 2021-03-16 11:58:37,651 - mmaction - INFO - Epoch [11][420/1345] lr: 1.000e-02, eta: 5:37:50, time: 0.357, data_time: 0.001, memory: 7067, loss_cls: 3.3948, loss: 3.3948, grad_norm: 5.0122 2021-03-16 11:58:45,084 - mmaction - INFO - Epoch [11][440/1345] lr: 1.000e-02, eta: 5:37:42, time: 0.370, data_time: 0.001, memory: 7067, loss_cls: 3.3565, loss: 3.3565, grad_norm: 5.0591 2021-03-16 11:58:52,419 - mmaction - INFO - Epoch [11][460/1345] lr: 1.000e-02, eta: 5:37:33, time: 0.369, data_time: 0.003, memory: 7067, loss_cls: 3.3170, loss: 3.3170, grad_norm: 5.1573 2021-03-16 11:58:59,870 - mmaction - INFO - Epoch [11][480/1345] lr: 1.000e-02, eta: 5:37:25, time: 0.370, data_time: 0.001, memory: 7067, loss_cls: 3.3037, loss: 3.3037, grad_norm: 5.3972 2021-03-16 11:59:07,084 - mmaction - INFO - Epoch [11][500/1345] lr: 1.000e-02, eta: 5:37:16, time: 0.363, data_time: 0.003, memory: 7067, loss_cls: 3.2356, loss: 3.2356, grad_norm: 5.0757 2021-03-16 11:59:14,309 - mmaction - INFO - Epoch [11][520/1345] lr: 1.000e-02, eta: 5:37:07, time: 0.362, data_time: 0.001, memory: 7067, loss_cls: 3.2077, loss: 3.2077, grad_norm: 5.2488 2021-03-16 11:59:21,592 - mmaction - INFO - Epoch [11][540/1345] lr: 1.000e-02, eta: 5:36:58, time: 0.365, data_time: 0.001, memory: 7067, loss_cls: 3.3024, loss: 3.3024, grad_norm: 5.3401 2021-03-16 11:59:28,927 - mmaction - INFO - Epoch [11][560/1345] lr: 1.000e-02, eta: 5:36:50, time: 0.367, data_time: 0.001, memory: 7067, loss_cls: 3.3152, loss: 3.3152, grad_norm: 5.0964 2021-03-16 11:59:36,221 - mmaction - INFO - Epoch [11][580/1345] lr: 1.000e-02, eta: 5:36:41, time: 0.364, data_time: 0.000, memory: 7067, loss_cls: 3.2498, loss: 3.2498, grad_norm: 5.0572 2021-03-16 11:59:43,531 - mmaction - INFO - Epoch [11][600/1345] lr: 1.000e-02, eta: 5:36:32, time: 0.365, data_time: 0.002, memory: 7067, loss_cls: 3.2071, loss: 3.2071, grad_norm: 5.3709 2021-03-16 11:59:50,757 - mmaction - INFO - Epoch [11][620/1345] lr: 1.000e-02, eta: 5:36:23, time: 0.361, data_time: 0.002, memory: 7067, loss_cls: 3.2320, loss: 3.2320, grad_norm: 5.2809 2021-03-16 11:59:58,153 - mmaction - INFO - Epoch [11][640/1345] lr: 1.000e-02, eta: 5:36:15, time: 0.370, data_time: 0.001, memory: 7067, loss_cls: 3.2198, loss: 3.2198, grad_norm: 5.2006 2021-03-16 12:00:05,359 - mmaction - INFO - Epoch [11][660/1345] lr: 1.000e-02, eta: 5:36:06, time: 0.361, data_time: 0.001, memory: 7067, loss_cls: 3.0993, loss: 3.0993, grad_norm: 5.0401 2021-03-16 12:00:12,715 - mmaction - INFO - Epoch [11][680/1345] lr: 1.000e-02, eta: 5:35:57, time: 0.367, data_time: 0.001, memory: 7067, loss_cls: 3.2010, loss: 3.2010, grad_norm: 5.1703 2021-03-16 12:00:20,107 - mmaction - INFO - Epoch [11][700/1345] lr: 1.000e-02, eta: 5:35:49, time: 0.371, data_time: 0.002, memory: 7067, loss_cls: 3.2468, loss: 3.2468, grad_norm: 5.2136 2021-03-16 12:00:27,375 - mmaction - INFO - Epoch [11][720/1345] lr: 1.000e-02, eta: 5:35:40, time: 0.363, data_time: 0.000, memory: 7067, loss_cls: 3.2640, loss: 3.2640, grad_norm: 5.3911 2021-03-16 12:00:34,555 - mmaction - INFO - Epoch [11][740/1345] lr: 1.000e-02, eta: 5:35:31, time: 0.359, data_time: 0.002, memory: 7067, loss_cls: 3.3266, loss: 3.3266, grad_norm: 5.4041 2021-03-16 12:00:41,913 - mmaction - INFO - Epoch [11][760/1345] lr: 1.000e-02, eta: 5:35:23, time: 0.368, data_time: 0.001, memory: 7067, loss_cls: 3.2661, loss: 3.2661, grad_norm: 4.9810 2021-03-16 12:00:49,295 - mmaction - INFO - Epoch [11][780/1345] lr: 1.000e-02, eta: 5:35:14, time: 0.369, data_time: 0.001, memory: 7067, loss_cls: 3.3517, loss: 3.3517, grad_norm: 5.2026 2021-03-16 12:00:56,749 - mmaction - INFO - Epoch [11][800/1345] lr: 1.000e-02, eta: 5:35:06, time: 0.372, data_time: 0.001, memory: 7067, loss_cls: 3.2805, loss: 3.2805, grad_norm: 5.0723 2021-03-16 12:01:03,976 - mmaction - INFO - Epoch [11][820/1345] lr: 1.000e-02, eta: 5:34:57, time: 0.361, data_time: 0.001, memory: 7067, loss_cls: 3.2769, loss: 3.2769, grad_norm: 5.2284 2021-03-16 12:01:11,438 - mmaction - INFO - Epoch [11][840/1345] lr: 1.000e-02, eta: 5:34:49, time: 0.373, data_time: 0.001, memory: 7067, loss_cls: 3.2452, loss: 3.2452, grad_norm: 5.2207 2021-03-16 12:01:18,692 - mmaction - INFO - Epoch [11][860/1345] lr: 1.000e-02, eta: 5:34:40, time: 0.363, data_time: 0.001, memory: 7067, loss_cls: 3.2528, loss: 3.2528, grad_norm: 5.2828 2021-03-16 12:01:25,915 - mmaction - INFO - Epoch [11][880/1345] lr: 1.000e-02, eta: 5:34:32, time: 0.362, data_time: 0.001, memory: 7067, loss_cls: 3.2800, loss: 3.2800, grad_norm: 5.2271 2021-03-16 12:01:33,363 - mmaction - INFO - Epoch [11][900/1345] lr: 1.000e-02, eta: 5:34:23, time: 0.372, data_time: 0.001, memory: 7067, loss_cls: 3.2225, loss: 3.2225, grad_norm: 5.3285 2021-03-16 12:01:40,699 - mmaction - INFO - Epoch [11][920/1345] lr: 1.000e-02, eta: 5:34:15, time: 0.367, data_time: 0.001, memory: 7067, loss_cls: 3.2770, loss: 3.2770, grad_norm: 5.3036 2021-03-16 12:01:48,236 - mmaction - INFO - Epoch [11][940/1345] lr: 1.000e-02, eta: 5:34:07, time: 0.377, data_time: 0.001, memory: 7067, loss_cls: 3.3397, loss: 3.3397, grad_norm: 5.0154 2021-03-16 12:01:55,599 - mmaction - INFO - Epoch [11][960/1345] lr: 1.000e-02, eta: 5:33:59, time: 0.369, data_time: 0.001, memory: 7067, loss_cls: 3.3462, loss: 3.3462, grad_norm: 5.0892 2021-03-16 12:02:02,821 - mmaction - INFO - Epoch [11][980/1345] lr: 1.000e-02, eta: 5:33:50, time: 0.361, data_time: 0.001, memory: 7067, loss_cls: 3.1632, loss: 3.1632, grad_norm: 5.1815 2021-03-16 12:02:10,048 - mmaction - INFO - Epoch [11][1000/1345] lr: 1.000e-02, eta: 5:33:41, time: 0.360, data_time: 0.000, memory: 7067, loss_cls: 3.2458, loss: 3.2458, grad_norm: 5.2289 2021-03-16 12:02:17,279 - mmaction - INFO - Epoch [11][1020/1345] lr: 1.000e-02, eta: 5:33:32, time: 0.362, data_time: 0.002, memory: 7067, loss_cls: 3.2693, loss: 3.2693, grad_norm: 5.0544 2021-03-16 12:02:24,817 - mmaction - INFO - Epoch [11][1040/1345] lr: 1.000e-02, eta: 5:33:24, time: 0.378, data_time: 0.001, memory: 7067, loss_cls: 3.2008, loss: 3.2008, grad_norm: 5.2668 2021-03-16 12:02:32,083 - mmaction - INFO - Epoch [11][1060/1345] lr: 1.000e-02, eta: 5:33:16, time: 0.362, data_time: 0.009, memory: 7067, loss_cls: 3.3583, loss: 3.3583, grad_norm: 5.1008 2021-03-16 12:02:39,347 - mmaction - INFO - Epoch [11][1080/1345] lr: 1.000e-02, eta: 5:33:07, time: 0.364, data_time: 0.001, memory: 7067, loss_cls: 3.2462, loss: 3.2462, grad_norm: 5.1822 2021-03-16 12:02:46,559 - mmaction - INFO - Epoch [11][1100/1345] lr: 1.000e-02, eta: 5:32:58, time: 0.360, data_time: 0.001, memory: 7067, loss_cls: 3.2849, loss: 3.2849, grad_norm: 5.0656 2021-03-16 12:02:53,891 - mmaction - INFO - Epoch [11][1120/1345] lr: 1.000e-02, eta: 5:32:50, time: 0.367, data_time: 0.001, memory: 7067, loss_cls: 3.3610, loss: 3.3610, grad_norm: 5.1128 2021-03-16 12:03:01,207 - mmaction - INFO - Epoch [11][1140/1345] lr: 1.000e-02, eta: 5:32:41, time: 0.365, data_time: 0.000, memory: 7067, loss_cls: 3.3755, loss: 3.3755, grad_norm: 5.2504 2021-03-16 12:03:08,639 - mmaction - INFO - Epoch [11][1160/1345] lr: 1.000e-02, eta: 5:32:33, time: 0.372, data_time: 0.001, memory: 7067, loss_cls: 3.3817, loss: 3.3817, grad_norm: 5.0713 2021-03-16 12:03:16,033 - mmaction - INFO - Epoch [11][1180/1345] lr: 1.000e-02, eta: 5:32:24, time: 0.368, data_time: 0.001, memory: 7067, loss_cls: 3.1285, loss: 3.1285, grad_norm: 5.2224 2021-03-16 12:03:23,350 - mmaction - INFO - Epoch [11][1200/1345] lr: 1.000e-02, eta: 5:32:16, time: 0.368, data_time: 0.003, memory: 7067, loss_cls: 3.3823, loss: 3.3823, grad_norm: 4.9249 2021-03-16 12:03:30,696 - mmaction - INFO - Epoch [11][1220/1345] lr: 1.000e-02, eta: 5:32:08, time: 0.367, data_time: 0.001, memory: 7067, loss_cls: 3.3008, loss: 3.3008, grad_norm: 4.8132 2021-03-16 12:03:38,014 - mmaction - INFO - Epoch [11][1240/1345] lr: 1.000e-02, eta: 5:31:59, time: 0.366, data_time: 0.005, memory: 7067, loss_cls: 3.2102, loss: 3.2102, grad_norm: 5.1039 2021-03-16 12:03:45,141 - mmaction - INFO - Epoch [11][1260/1345] lr: 1.000e-02, eta: 5:31:50, time: 0.355, data_time: 0.000, memory: 7067, loss_cls: 3.1649, loss: 3.1649, grad_norm: 5.1902 2021-03-16 12:03:52,477 - mmaction - INFO - Epoch [11][1280/1345] lr: 1.000e-02, eta: 5:31:41, time: 0.366, data_time: 0.002, memory: 7067, loss_cls: 3.3064, loss: 3.3064, grad_norm: 5.3806 2021-03-16 12:03:59,807 - mmaction - INFO - Epoch [11][1300/1345] lr: 1.000e-02, eta: 5:31:33, time: 0.368, data_time: 0.002, memory: 7067, loss_cls: 3.2887, loss: 3.2887, grad_norm: 5.1990 2021-03-16 12:04:07,184 - mmaction - INFO - Epoch [11][1320/1345] lr: 1.000e-02, eta: 5:31:25, time: 0.368, data_time: 0.004, memory: 7067, loss_cls: 3.2904, loss: 3.2904, grad_norm: 5.2619 2021-03-16 12:04:14,164 - mmaction - INFO - Epoch [11][1340/1345] lr: 1.000e-02, eta: 5:31:15, time: 0.350, data_time: 0.001, memory: 7067, loss_cls: 3.2727, loss: 3.2727, grad_norm: 5.4792 2021-03-16 12:04:15,969 - mmaction - INFO - Saving checkpoint at 11 epochs 2021-03-16 12:04:33,646 - mmaction - INFO - Epoch [12][20/1345] lr: 1.000e-02, eta: 5:31:33, time: 0.865, data_time: 0.493, memory: 7067, loss_cls: 3.3258, loss: 3.3258, grad_norm: 4.9384 2021-03-16 12:04:40,986 - mmaction - INFO - Epoch [12][40/1345] lr: 1.000e-02, eta: 5:31:25, time: 0.367, data_time: 0.001, memory: 7067, loss_cls: 3.2155, loss: 3.2155, grad_norm: 5.2459 2021-03-16 12:04:48,546 - mmaction - INFO - Epoch [12][60/1345] lr: 1.000e-02, eta: 5:31:17, time: 0.379, data_time: 0.001, memory: 7067, loss_cls: 3.3185, loss: 3.3185, grad_norm: 5.2278 2021-03-16 12:04:55,954 - mmaction - INFO - Epoch [12][80/1345] lr: 1.000e-02, eta: 5:31:09, time: 0.370, data_time: 0.001, memory: 7067, loss_cls: 3.2740, loss: 3.2740, grad_norm: 5.1832 2021-03-16 12:05:03,345 - mmaction - INFO - Epoch [12][100/1345] lr: 1.000e-02, eta: 5:31:01, time: 0.369, data_time: 0.001, memory: 7067, loss_cls: 3.3390, loss: 3.3390, grad_norm: 5.0565 2021-03-16 12:05:10,546 - mmaction - INFO - Epoch [12][120/1345] lr: 1.000e-02, eta: 5:30:52, time: 0.360, data_time: 0.001, memory: 7067, loss_cls: 3.2983, loss: 3.2983, grad_norm: 5.1899 2021-03-16 12:05:17,870 - mmaction - INFO - Epoch [12][140/1345] lr: 1.000e-02, eta: 5:30:43, time: 0.367, data_time: 0.002, memory: 7067, loss_cls: 3.2065, loss: 3.2065, grad_norm: 5.2076 2021-03-16 12:05:25,388 - mmaction - INFO - Epoch [12][160/1345] lr: 1.000e-02, eta: 5:30:35, time: 0.375, data_time: 0.000, memory: 7067, loss_cls: 3.3185, loss: 3.3185, grad_norm: 5.2060 2021-03-16 12:05:32,902 - mmaction - INFO - Epoch [12][180/1345] lr: 1.000e-02, eta: 5:30:27, time: 0.374, data_time: 0.001, memory: 7067, loss_cls: 3.2644, loss: 3.2644, grad_norm: 5.3618 2021-03-16 12:05:40,491 - mmaction - INFO - Epoch [12][200/1345] lr: 1.000e-02, eta: 5:30:20, time: 0.382, data_time: 0.003, memory: 7067, loss_cls: 3.2847, loss: 3.2847, grad_norm: 4.9838 2021-03-16 12:05:47,770 - mmaction - INFO - Epoch [12][220/1345] lr: 1.000e-02, eta: 5:30:11, time: 0.364, data_time: 0.001, memory: 7067, loss_cls: 3.2827, loss: 3.2827, grad_norm: 5.0331 2021-03-16 12:05:55,088 - mmaction - INFO - Epoch [12][240/1345] lr: 1.000e-02, eta: 5:30:03, time: 0.366, data_time: 0.001, memory: 7067, loss_cls: 3.1935, loss: 3.1935, grad_norm: 5.2827 2021-03-16 12:06:02,547 - mmaction - INFO - Epoch [12][260/1345] lr: 1.000e-02, eta: 5:29:55, time: 0.373, data_time: 0.001, memory: 7067, loss_cls: 3.1796, loss: 3.1796, grad_norm: 5.2475 2021-03-16 12:06:09,965 - mmaction - INFO - Epoch [12][280/1345] lr: 1.000e-02, eta: 5:29:47, time: 0.370, data_time: 0.000, memory: 7067, loss_cls: 3.1453, loss: 3.1453, grad_norm: 5.1793 2021-03-16 12:06:17,327 - mmaction - INFO - Epoch [12][300/1345] lr: 1.000e-02, eta: 5:29:38, time: 0.369, data_time: 0.005, memory: 7067, loss_cls: 3.2565, loss: 3.2565, grad_norm: 5.2608 2021-03-16 12:06:24,419 - mmaction - INFO - Epoch [12][320/1345] lr: 1.000e-02, eta: 5:29:29, time: 0.354, data_time: 0.001, memory: 7067, loss_cls: 3.2210, loss: 3.2210, grad_norm: 5.2593 2021-03-16 12:06:31,676 - mmaction - INFO - Epoch [12][340/1345] lr: 1.000e-02, eta: 5:29:20, time: 0.364, data_time: 0.001, memory: 7067, loss_cls: 3.2363, loss: 3.2363, grad_norm: 5.5836 2021-03-16 12:06:38,988 - mmaction - INFO - Epoch [12][360/1345] lr: 1.000e-02, eta: 5:29:12, time: 0.364, data_time: 0.001, memory: 7067, loss_cls: 3.3331, loss: 3.3331, grad_norm: 5.1463 2021-03-16 12:06:46,292 - mmaction - INFO - Epoch [12][380/1345] lr: 1.000e-02, eta: 5:29:03, time: 0.367, data_time: 0.002, memory: 7067, loss_cls: 3.3206, loss: 3.3206, grad_norm: 4.7872 2021-03-16 12:06:53,539 - mmaction - INFO - Epoch [12][400/1345] lr: 1.000e-02, eta: 5:28:54, time: 0.361, data_time: 0.001, memory: 7067, loss_cls: 3.1927, loss: 3.1927, grad_norm: 4.9529 2021-03-16 12:07:00,947 - mmaction - INFO - Epoch [12][420/1345] lr: 1.000e-02, eta: 5:28:46, time: 0.372, data_time: 0.002, memory: 7067, loss_cls: 3.1938, loss: 3.1938, grad_norm: 5.4292 2021-03-16 12:07:08,403 - mmaction - INFO - Epoch [12][440/1345] lr: 1.000e-02, eta: 5:28:38, time: 0.373, data_time: 0.000, memory: 7067, loss_cls: 3.1846, loss: 3.1846, grad_norm: 5.2951 2021-03-16 12:07:15,749 - mmaction - INFO - Epoch [12][460/1345] lr: 1.000e-02, eta: 5:28:30, time: 0.367, data_time: 0.000, memory: 7067, loss_cls: 3.2882, loss: 3.2882, grad_norm: 5.0897 2021-03-16 12:07:22,924 - mmaction - INFO - Epoch [12][480/1345] lr: 1.000e-02, eta: 5:28:21, time: 0.359, data_time: 0.001, memory: 7067, loss_cls: 3.1300, loss: 3.1300, grad_norm: 5.3916 2021-03-16 12:07:30,177 - mmaction - INFO - Epoch [12][500/1345] lr: 1.000e-02, eta: 5:28:12, time: 0.362, data_time: 0.001, memory: 7067, loss_cls: 3.2951, loss: 3.2951, grad_norm: 5.1704 2021-03-16 12:07:37,429 - mmaction - INFO - Epoch [12][520/1345] lr: 1.000e-02, eta: 5:28:04, time: 0.363, data_time: 0.001, memory: 7067, loss_cls: 3.1533, loss: 3.1533, grad_norm: 5.4166 2021-03-16 12:07:44,587 - mmaction - INFO - Epoch [12][540/1345] lr: 1.000e-02, eta: 5:27:54, time: 0.357, data_time: 0.000, memory: 7067, loss_cls: 3.1508, loss: 3.1508, grad_norm: 5.6219 2021-03-16 12:07:51,880 - mmaction - INFO - Epoch [12][560/1345] lr: 1.000e-02, eta: 5:27:46, time: 0.365, data_time: 0.001, memory: 7067, loss_cls: 3.3291, loss: 3.3291, grad_norm: 5.1551 2021-03-16 12:07:59,189 - mmaction - INFO - Epoch [12][580/1345] lr: 1.000e-02, eta: 5:27:37, time: 0.364, data_time: 0.000, memory: 7067, loss_cls: 3.1737, loss: 3.1737, grad_norm: 5.3685 2021-03-16 12:08:06,752 - mmaction - INFO - Epoch [12][600/1345] lr: 1.000e-02, eta: 5:27:30, time: 0.378, data_time: 0.001, memory: 7067, loss_cls: 3.3477, loss: 3.3477, grad_norm: 5.1673 2021-03-16 12:08:14,316 - mmaction - INFO - Epoch [12][620/1345] lr: 1.000e-02, eta: 5:27:22, time: 0.379, data_time: 0.001, memory: 7067, loss_cls: 3.2481, loss: 3.2481, grad_norm: 5.2130 2021-03-16 12:08:21,611 - mmaction - INFO - Epoch [12][640/1345] lr: 1.000e-02, eta: 5:27:14, time: 0.364, data_time: 0.001, memory: 7067, loss_cls: 3.1996, loss: 3.1996, grad_norm: 5.3023 2021-03-16 12:08:28,956 - mmaction - INFO - Epoch [12][660/1345] lr: 1.000e-02, eta: 5:27:05, time: 0.368, data_time: 0.002, memory: 7067, loss_cls: 3.2461, loss: 3.2461, grad_norm: 5.1975 2021-03-16 12:08:36,456 - mmaction - INFO - Epoch [12][680/1345] lr: 1.000e-02, eta: 5:26:58, time: 0.375, data_time: 0.000, memory: 7067, loss_cls: 3.1256, loss: 3.1256, grad_norm: 5.3295 2021-03-16 12:08:43,702 - mmaction - INFO - Epoch [12][700/1345] lr: 1.000e-02, eta: 5:26:49, time: 0.362, data_time: 0.000, memory: 7067, loss_cls: 3.2244, loss: 3.2244, grad_norm: 5.0756 2021-03-16 12:08:50,905 - mmaction - INFO - Epoch [12][720/1345] lr: 1.000e-02, eta: 5:26:40, time: 0.359, data_time: 0.001, memory: 7067, loss_cls: 3.2594, loss: 3.2594, grad_norm: 5.3176 2021-03-16 12:08:58,086 - mmaction - INFO - Epoch [12][740/1345] lr: 1.000e-02, eta: 5:26:31, time: 0.358, data_time: 0.002, memory: 7067, loss_cls: 3.2010, loss: 3.2010, grad_norm: 5.1950 2021-03-16 12:09:05,528 - mmaction - INFO - Epoch [12][760/1345] lr: 1.000e-02, eta: 5:26:23, time: 0.374, data_time: 0.004, memory: 7067, loss_cls: 3.2920, loss: 3.2920, grad_norm: 5.2855 2021-03-16 12:09:12,623 - mmaction - INFO - Epoch [12][780/1345] lr: 1.000e-02, eta: 5:26:14, time: 0.354, data_time: 0.001, memory: 7067, loss_cls: 3.1310, loss: 3.1310, grad_norm: 5.4126 2021-03-16 12:09:20,251 - mmaction - INFO - Epoch [12][800/1345] lr: 1.000e-02, eta: 5:26:06, time: 0.382, data_time: 0.002, memory: 7067, loss_cls: 3.3019, loss: 3.3019, grad_norm: 5.1333 2021-03-16 12:09:27,487 - mmaction - INFO - Epoch [12][820/1345] lr: 1.000e-02, eta: 5:25:58, time: 0.362, data_time: 0.001, memory: 7067, loss_cls: 3.3386, loss: 3.3386, grad_norm: 5.1662 2021-03-16 12:09:34,753 - mmaction - INFO - Epoch [12][840/1345] lr: 1.000e-02, eta: 5:25:49, time: 0.363, data_time: 0.000, memory: 7067, loss_cls: 3.2534, loss: 3.2534, grad_norm: 5.0960 2021-03-16 12:09:42,097 - mmaction - INFO - Epoch [12][860/1345] lr: 1.000e-02, eta: 5:25:41, time: 0.365, data_time: 0.000, memory: 7067, loss_cls: 3.2088, loss: 3.2088, grad_norm: 5.0710 2021-03-16 12:09:49,478 - mmaction - INFO - Epoch [12][880/1345] lr: 1.000e-02, eta: 5:25:33, time: 0.370, data_time: 0.002, memory: 7067, loss_cls: 3.2150, loss: 3.2150, grad_norm: 5.3935 2021-03-16 12:09:56,779 - mmaction - INFO - Epoch [12][900/1345] lr: 1.000e-02, eta: 5:25:24, time: 0.365, data_time: 0.001, memory: 7067, loss_cls: 3.2045, loss: 3.2045, grad_norm: 5.1508 2021-03-16 12:10:04,228 - mmaction - INFO - Epoch [12][920/1345] lr: 1.000e-02, eta: 5:25:16, time: 0.371, data_time: 0.000, memory: 7067, loss_cls: 3.2541, loss: 3.2541, grad_norm: 5.0919 2021-03-16 12:10:11,465 - mmaction - INFO - Epoch [12][940/1345] lr: 1.000e-02, eta: 5:25:07, time: 0.362, data_time: 0.001, memory: 7067, loss_cls: 3.2407, loss: 3.2407, grad_norm: 5.1820 2021-03-16 12:10:19,129 - mmaction - INFO - Epoch [12][960/1345] lr: 1.000e-02, eta: 5:25:00, time: 0.383, data_time: 0.001, memory: 7067, loss_cls: 3.2458, loss: 3.2458, grad_norm: 5.0621 2021-03-16 12:10:26,416 - mmaction - INFO - Epoch [12][980/1345] lr: 1.000e-02, eta: 5:24:52, time: 0.364, data_time: 0.001, memory: 7067, loss_cls: 3.2204, loss: 3.2204, grad_norm: 5.2002 2021-03-16 12:10:33,590 - mmaction - INFO - Epoch [12][1000/1345] lr: 1.000e-02, eta: 5:24:43, time: 0.359, data_time: 0.001, memory: 7067, loss_cls: 3.3151, loss: 3.3151, grad_norm: 5.4083 2021-03-16 12:10:41,279 - mmaction - INFO - Epoch [12][1020/1345] lr: 1.000e-02, eta: 5:24:36, time: 0.385, data_time: 0.001, memory: 7067, loss_cls: 3.2470, loss: 3.2470, grad_norm: 5.2748 2021-03-16 12:10:48,534 - mmaction - INFO - Epoch [12][1040/1345] lr: 1.000e-02, eta: 5:24:27, time: 0.362, data_time: 0.002, memory: 7067, loss_cls: 3.2066, loss: 3.2066, grad_norm: 4.9984 2021-03-16 12:10:56,049 - mmaction - INFO - Epoch [12][1060/1345] lr: 1.000e-02, eta: 5:24:19, time: 0.375, data_time: 0.002, memory: 7067, loss_cls: 3.1893, loss: 3.1893, grad_norm: 5.2001 2021-03-16 12:11:03,573 - mmaction - INFO - Epoch [12][1080/1345] lr: 1.000e-02, eta: 5:24:11, time: 0.378, data_time: 0.003, memory: 7067, loss_cls: 3.2630, loss: 3.2630, grad_norm: 5.1411 2021-03-16 12:11:10,948 - mmaction - INFO - Epoch [12][1100/1345] lr: 1.000e-02, eta: 5:24:03, time: 0.368, data_time: 0.001, memory: 7067, loss_cls: 3.2016, loss: 3.2016, grad_norm: 5.0667 2021-03-16 12:11:18,461 - mmaction - INFO - Epoch [12][1120/1345] lr: 1.000e-02, eta: 5:23:56, time: 0.376, data_time: 0.002, memory: 7067, loss_cls: 3.1937, loss: 3.1937, grad_norm: 5.2450 2021-03-16 12:11:25,713 - mmaction - INFO - Epoch [12][1140/1345] lr: 1.000e-02, eta: 5:23:47, time: 0.362, data_time: 0.001, memory: 7067, loss_cls: 3.3077, loss: 3.3077, grad_norm: 5.3178 2021-03-16 12:11:33,152 - mmaction - INFO - Epoch [12][1160/1345] lr: 1.000e-02, eta: 5:23:39, time: 0.373, data_time: 0.002, memory: 7067, loss_cls: 3.2676, loss: 3.2676, grad_norm: 5.1592 2021-03-16 12:11:40,328 - mmaction - INFO - Epoch [12][1180/1345] lr: 1.000e-02, eta: 5:23:30, time: 0.358, data_time: 0.001, memory: 7067, loss_cls: 3.2416, loss: 3.2416, grad_norm: 5.3274 2021-03-16 12:11:47,596 - mmaction - INFO - Epoch [12][1200/1345] lr: 1.000e-02, eta: 5:23:22, time: 0.364, data_time: 0.001, memory: 7067, loss_cls: 3.1732, loss: 3.1732, grad_norm: 5.4967 2021-03-16 12:11:54,896 - mmaction - INFO - Epoch [12][1220/1345] lr: 1.000e-02, eta: 5:23:13, time: 0.365, data_time: 0.001, memory: 7067, loss_cls: 3.3009, loss: 3.3009, grad_norm: 5.4183 2021-03-16 12:12:02,178 - mmaction - INFO - Epoch [12][1240/1345] lr: 1.000e-02, eta: 5:23:05, time: 0.364, data_time: 0.001, memory: 7067, loss_cls: 3.2115, loss: 3.2115, grad_norm: 5.1474 2021-03-16 12:12:09,362 - mmaction - INFO - Epoch [12][1260/1345] lr: 1.000e-02, eta: 5:22:56, time: 0.359, data_time: 0.001, memory: 7067, loss_cls: 3.2152, loss: 3.2152, grad_norm: 5.0575 2021-03-16 12:12:16,583 - mmaction - INFO - Epoch [12][1280/1345] lr: 1.000e-02, eta: 5:22:47, time: 0.362, data_time: 0.001, memory: 7067, loss_cls: 3.2996, loss: 3.2996, grad_norm: 5.0661 2021-03-16 12:12:23,892 - mmaction - INFO - Epoch [12][1300/1345] lr: 1.000e-02, eta: 5:22:39, time: 0.365, data_time: 0.000, memory: 7067, loss_cls: 3.2417, loss: 3.2417, grad_norm: 5.3687 2021-03-16 12:12:31,191 - mmaction - INFO - Epoch [12][1320/1345] lr: 1.000e-02, eta: 5:22:30, time: 0.365, data_time: 0.001, memory: 7067, loss_cls: 3.1948, loss: 3.1948, grad_norm: 5.4402 2021-03-16 12:12:38,338 - mmaction - INFO - Epoch [12][1340/1345] lr: 1.000e-02, eta: 5:22:21, time: 0.358, data_time: 0.001, memory: 7067, loss_cls: 3.1576, loss: 3.1576, grad_norm: 5.5479 2021-03-16 12:12:40,215 - mmaction - INFO - Saving checkpoint at 12 epochs 2021-03-16 12:13:43,389 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-16 12:13:43,602 - mmaction - INFO - top1_acc 0.2987 top5_acc 0.5909 2021-03-16 12:13:43,603 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-16 12:13:43,613 - mmaction - INFO - mean_acc 0.2739 2021-03-16 12:13:43,955 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_12.pth. 2021-03-16 12:13:43,955 - mmaction - INFO - Best top1_acc is 0.2987 at 12 epoch. 2021-03-16 12:13:43,959 - mmaction - INFO - Epoch(val) [12][1345] top1_acc: 0.2987, top5_acc: 0.5909, mean_class_accuracy: 0.2739 2021-03-16 12:14:00,969 - mmaction - INFO - Epoch [13][20/1345] lr: 1.000e-02, eta: 5:22:36, time: 0.850, data_time: 0.457, memory: 7067, loss_cls: 3.2576, loss: 3.2576, grad_norm: 5.1811 2021-03-16 12:14:08,794 - mmaction - INFO - Epoch [13][40/1345] lr: 1.000e-02, eta: 5:22:29, time: 0.392, data_time: 0.001, memory: 7067, loss_cls: 3.1219, loss: 3.1219, grad_norm: 5.5594 2021-03-16 12:14:15,951 - mmaction - INFO - Epoch [13][60/1345] lr: 1.000e-02, eta: 5:22:20, time: 0.358, data_time: 0.001, memory: 7067, loss_cls: 3.2570, loss: 3.2570, grad_norm: 5.2940 2021-03-16 12:14:23,229 - mmaction - INFO - Epoch [13][80/1345] lr: 1.000e-02, eta: 5:22:12, time: 0.364, data_time: 0.001, memory: 7067, loss_cls: 3.2972, loss: 3.2972, grad_norm: 5.2287 2021-03-16 12:14:30,481 - mmaction - INFO - Epoch [13][100/1345] lr: 1.000e-02, eta: 5:22:03, time: 0.362, data_time: 0.001, memory: 7067, loss_cls: 3.1529, loss: 3.1529, grad_norm: 5.2603 2021-03-16 12:14:37,870 - mmaction - INFO - Epoch [13][120/1345] lr: 1.000e-02, eta: 5:21:55, time: 0.370, data_time: 0.002, memory: 7067, loss_cls: 3.3003, loss: 3.3003, grad_norm: 5.1513 2021-03-16 12:14:45,286 - mmaction - INFO - Epoch [13][140/1345] lr: 1.000e-02, eta: 5:21:47, time: 0.371, data_time: 0.001, memory: 7067, loss_cls: 3.0988, loss: 3.0988, grad_norm: 5.1200 2021-03-16 12:14:52,488 - mmaction - INFO - Epoch [13][160/1345] lr: 1.000e-02, eta: 5:21:38, time: 0.360, data_time: 0.001, memory: 7067, loss_cls: 3.0905, loss: 3.0905, grad_norm: 5.2317 2021-03-16 12:15:00,144 - mmaction - INFO - Epoch [13][180/1345] lr: 1.000e-02, eta: 5:21:31, time: 0.381, data_time: 0.001, memory: 7067, loss_cls: 3.2254, loss: 3.2254, grad_norm: 5.2571 2021-03-16 12:15:07,311 - mmaction - INFO - Epoch [13][200/1345] lr: 1.000e-02, eta: 5:21:22, time: 0.360, data_time: 0.002, memory: 7067, loss_cls: 3.3350, loss: 3.3350, grad_norm: 5.3327 2021-03-16 12:15:14,740 - mmaction - INFO - Epoch [13][220/1345] lr: 1.000e-02, eta: 5:21:14, time: 0.371, data_time: 0.000, memory: 7067, loss_cls: 3.2412, loss: 3.2412, grad_norm: 5.1370 2021-03-16 12:15:22,039 - mmaction - INFO - Epoch [13][240/1345] lr: 1.000e-02, eta: 5:21:05, time: 0.365, data_time: 0.001, memory: 7067, loss_cls: 3.1827, loss: 3.1827, grad_norm: 5.1290 2021-03-16 12:15:29,405 - mmaction - INFO - Epoch [13][260/1345] lr: 1.000e-02, eta: 5:20:57, time: 0.367, data_time: 0.000, memory: 7067, loss_cls: 3.2319, loss: 3.2319, grad_norm: 5.3758 2021-03-16 12:15:36,852 - mmaction - INFO - Epoch [13][280/1345] lr: 1.000e-02, eta: 5:20:49, time: 0.373, data_time: 0.001, memory: 7067, loss_cls: 3.2969, loss: 3.2969, grad_norm: 5.1754 2021-03-16 12:15:44,471 - mmaction - INFO - Epoch [13][300/1345] lr: 1.000e-02, eta: 5:20:42, time: 0.381, data_time: 0.001, memory: 7067, loss_cls: 3.1952, loss: 3.1952, grad_norm: 5.2055 2021-03-16 12:15:51,579 - mmaction - INFO - Epoch [13][320/1345] lr: 1.000e-02, eta: 5:20:33, time: 0.355, data_time: 0.002, memory: 7067, loss_cls: 3.2368, loss: 3.2368, grad_norm: 5.2499 2021-03-16 12:15:58,693 - mmaction - INFO - Epoch [13][340/1345] lr: 1.000e-02, eta: 5:20:24, time: 0.355, data_time: 0.001, memory: 7067, loss_cls: 3.2244, loss: 3.2244, grad_norm: 5.5239 2021-03-16 12:16:06,178 - mmaction - INFO - Epoch [13][360/1345] lr: 1.000e-02, eta: 5:20:16, time: 0.374, data_time: 0.001, memory: 7067, loss_cls: 3.1476, loss: 3.1476, grad_norm: 5.2879 2021-03-16 12:16:13,686 - mmaction - INFO - Epoch [13][380/1345] lr: 1.000e-02, eta: 5:20:08, time: 0.376, data_time: 0.002, memory: 7067, loss_cls: 3.3032, loss: 3.3032, grad_norm: 5.4633 2021-03-16 12:16:20,827 - mmaction - INFO - Epoch [13][400/1345] lr: 1.000e-02, eta: 5:19:59, time: 0.357, data_time: 0.001, memory: 7067, loss_cls: 3.1370, loss: 3.1370, grad_norm: 5.3380 2021-03-16 12:16:28,114 - mmaction - INFO - Epoch [13][420/1345] lr: 1.000e-02, eta: 5:19:51, time: 0.366, data_time: 0.008, memory: 7067, loss_cls: 3.2219, loss: 3.2219, grad_norm: 5.1596 2021-03-16 12:16:35,523 - mmaction - INFO - Epoch [13][440/1345] lr: 1.000e-02, eta: 5:19:43, time: 0.370, data_time: 0.000, memory: 7067, loss_cls: 3.2488, loss: 3.2488, grad_norm: 5.1662 2021-03-16 12:16:42,794 - mmaction - INFO - Epoch [13][460/1345] lr: 1.000e-02, eta: 5:19:34, time: 0.364, data_time: 0.001, memory: 7067, loss_cls: 3.1507, loss: 3.1507, grad_norm: 5.7191 2021-03-16 12:16:50,213 - mmaction - INFO - Epoch [13][480/1345] lr: 1.000e-02, eta: 5:19:26, time: 0.371, data_time: 0.001, memory: 7067, loss_cls: 3.1839, loss: 3.1839, grad_norm: 5.4098 2021-03-16 12:16:57,442 - mmaction - INFO - Epoch [13][500/1345] lr: 1.000e-02, eta: 5:19:18, time: 0.362, data_time: 0.001, memory: 7067, loss_cls: 3.2293, loss: 3.2293, grad_norm: 5.2680 2021-03-16 12:17:04,879 - mmaction - INFO - Epoch [13][520/1345] lr: 1.000e-02, eta: 5:19:10, time: 0.371, data_time: 0.000, memory: 7067, loss_cls: 3.3080, loss: 3.3080, grad_norm: 5.2479 2021-03-16 12:17:11,960 - mmaction - INFO - Epoch [13][540/1345] lr: 1.000e-02, eta: 5:19:01, time: 0.354, data_time: 0.001, memory: 7067, loss_cls: 3.2965, loss: 3.2965, grad_norm: 5.0420 2021-03-16 12:17:19,486 - mmaction - INFO - Epoch [13][560/1345] lr: 1.000e-02, eta: 5:18:53, time: 0.377, data_time: 0.001, memory: 7067, loss_cls: 3.2767, loss: 3.2767, grad_norm: 4.9940 2021-03-16 12:17:26,809 - mmaction - INFO - Epoch [13][580/1345] lr: 1.000e-02, eta: 5:18:44, time: 0.362, data_time: 0.001, memory: 7067, loss_cls: 3.1249, loss: 3.1249, grad_norm: 5.6176 2021-03-16 12:17:34,267 - mmaction - INFO - Epoch [13][600/1345] lr: 1.000e-02, eta: 5:18:37, time: 0.377, data_time: 0.005, memory: 7067, loss_cls: 3.3049, loss: 3.3049, grad_norm: 5.1458 2021-03-16 12:17:41,726 - mmaction - INFO - Epoch [13][620/1345] lr: 1.000e-02, eta: 5:18:29, time: 0.372, data_time: 0.001, memory: 7067, loss_cls: 3.1892, loss: 3.1892, grad_norm: 5.3431 2021-03-16 12:17:49,103 - mmaction - INFO - Epoch [13][640/1345] lr: 1.000e-02, eta: 5:18:21, time: 0.370, data_time: 0.003, memory: 7067, loss_cls: 3.1669, loss: 3.1669, grad_norm: 5.3499 2021-03-16 12:17:56,386 - mmaction - INFO - Epoch [13][660/1345] lr: 1.000e-02, eta: 5:18:12, time: 0.365, data_time: 0.001, memory: 7067, loss_cls: 3.1513, loss: 3.1513, grad_norm: 5.1969 2021-03-16 12:18:03,740 - mmaction - INFO - Epoch [13][680/1345] lr: 1.000e-02, eta: 5:18:04, time: 0.368, data_time: 0.001, memory: 7067, loss_cls: 3.0797, loss: 3.0797, grad_norm: 5.4533 2021-03-16 12:18:10,898 - mmaction - INFO - Epoch [13][700/1345] lr: 1.000e-02, eta: 5:17:55, time: 0.357, data_time: 0.000, memory: 7067, loss_cls: 3.1825, loss: 3.1825, grad_norm: 5.1479 2021-03-16 12:18:18,166 - mmaction - INFO - Epoch [13][720/1345] lr: 1.000e-02, eta: 5:17:47, time: 0.363, data_time: 0.001, memory: 7067, loss_cls: 3.2763, loss: 3.2763, grad_norm: 5.3068 2021-03-16 12:18:25,548 - mmaction - INFO - Epoch [13][740/1345] lr: 1.000e-02, eta: 5:17:39, time: 0.370, data_time: 0.002, memory: 7067, loss_cls: 3.2619, loss: 3.2619, grad_norm: 5.1860 2021-03-16 12:18:32,885 - mmaction - INFO - Epoch [13][760/1345] lr: 1.000e-02, eta: 5:17:30, time: 0.366, data_time: 0.001, memory: 7067, loss_cls: 3.1832, loss: 3.1832, grad_norm: 5.2985 2021-03-16 12:18:40,310 - mmaction - INFO - Epoch [13][780/1345] lr: 1.000e-02, eta: 5:17:22, time: 0.372, data_time: 0.002, memory: 7067, loss_cls: 3.2719, loss: 3.2719, grad_norm: 5.1931 2021-03-16 12:18:47,818 - mmaction - INFO - Epoch [13][800/1345] lr: 1.000e-02, eta: 5:17:15, time: 0.376, data_time: 0.001, memory: 7067, loss_cls: 3.2345, loss: 3.2345, grad_norm: 5.1140 2021-03-16 12:18:55,143 - mmaction - INFO - Epoch [13][820/1345] lr: 1.000e-02, eta: 5:17:06, time: 0.366, data_time: 0.000, memory: 7067, loss_cls: 3.1691, loss: 3.1691, grad_norm: 5.1327 2021-03-16 12:19:02,381 - mmaction - INFO - Epoch [13][840/1345] lr: 1.000e-02, eta: 5:16:58, time: 0.363, data_time: 0.001, memory: 7067, loss_cls: 3.2534, loss: 3.2534, grad_norm: 5.0605 2021-03-16 12:19:09,592 - mmaction - INFO - Epoch [13][860/1345] lr: 1.000e-02, eta: 5:16:49, time: 0.359, data_time: 0.000, memory: 7067, loss_cls: 3.1178, loss: 3.1178, grad_norm: 5.2784 2021-03-16 12:19:16,976 - mmaction - INFO - Epoch [13][880/1345] lr: 1.000e-02, eta: 5:16:41, time: 0.369, data_time: 0.002, memory: 7067, loss_cls: 3.2680, loss: 3.2680, grad_norm: 5.2891 2021-03-16 12:19:24,370 - mmaction - INFO - Epoch [13][900/1345] lr: 1.000e-02, eta: 5:16:33, time: 0.370, data_time: 0.002, memory: 7067, loss_cls: 3.1149, loss: 3.1149, grad_norm: 5.3548 2021-03-16 12:19:31,913 - mmaction - INFO - Epoch [13][920/1345] lr: 1.000e-02, eta: 5:16:25, time: 0.378, data_time: 0.001, memory: 7067, loss_cls: 3.2331, loss: 3.2331, grad_norm: 5.0750 2021-03-16 12:19:39,435 - mmaction - INFO - Epoch [13][940/1345] lr: 1.000e-02, eta: 5:16:18, time: 0.376, data_time: 0.009, memory: 7067, loss_cls: 3.2128, loss: 3.2128, grad_norm: 5.2194 2021-03-16 12:19:46,581 - mmaction - INFO - Epoch [13][960/1345] lr: 1.000e-02, eta: 5:16:09, time: 0.357, data_time: 0.001, memory: 7067, loss_cls: 3.2047, loss: 3.2047, grad_norm: 5.1859 2021-03-16 12:19:54,100 - mmaction - INFO - Epoch [13][980/1345] lr: 1.000e-02, eta: 5:16:01, time: 0.376, data_time: 0.001, memory: 7067, loss_cls: 3.1863, loss: 3.1863, grad_norm: 5.1798 2021-03-16 12:20:01,272 - mmaction - INFO - Epoch [13][1000/1345] lr: 1.000e-02, eta: 5:15:52, time: 0.359, data_time: 0.001, memory: 7067, loss_cls: 3.2377, loss: 3.2377, grad_norm: 5.5868 2021-03-16 12:20:08,503 - mmaction - INFO - Epoch [13][1020/1345] lr: 1.000e-02, eta: 5:15:44, time: 0.361, data_time: 0.001, memory: 7067, loss_cls: 3.2682, loss: 3.2682, grad_norm: 5.1067 2021-03-16 12:20:15,568 - mmaction - INFO - Epoch [13][1040/1345] lr: 1.000e-02, eta: 5:15:35, time: 0.354, data_time: 0.002, memory: 7067, loss_cls: 3.1638, loss: 3.1638, grad_norm: 5.1944 2021-03-16 12:20:23,056 - mmaction - INFO - Epoch [13][1060/1345] lr: 1.000e-02, eta: 5:15:27, time: 0.375, data_time: 0.001, memory: 7067, loss_cls: 3.1865, loss: 3.1865, grad_norm: 5.4850 2021-03-16 12:20:30,391 - mmaction - INFO - Epoch [13][1080/1345] lr: 1.000e-02, eta: 5:15:19, time: 0.367, data_time: 0.001, memory: 7067, loss_cls: 3.2224, loss: 3.2224, grad_norm: 5.3632 2021-03-16 12:20:37,798 - mmaction - INFO - Epoch [13][1100/1345] lr: 1.000e-02, eta: 5:15:11, time: 0.370, data_time: 0.000, memory: 7067, loss_cls: 3.1645, loss: 3.1645, grad_norm: 5.4998 2021-03-16 12:20:45,155 - mmaction - INFO - Epoch [13][1120/1345] lr: 1.000e-02, eta: 5:15:03, time: 0.368, data_time: 0.001, memory: 7067, loss_cls: 3.1475, loss: 3.1475, grad_norm: 5.0915 2021-03-16 12:20:52,592 - mmaction - INFO - Epoch [13][1140/1345] lr: 1.000e-02, eta: 5:14:55, time: 0.372, data_time: 0.001, memory: 7067, loss_cls: 3.2085, loss: 3.2085, grad_norm: 5.0125 2021-03-16 12:20:59,871 - mmaction - INFO - Epoch [13][1160/1345] lr: 1.000e-02, eta: 5:14:46, time: 0.364, data_time: 0.002, memory: 7067, loss_cls: 3.1705, loss: 3.1705, grad_norm: 5.3065 2021-03-16 12:21:07,061 - mmaction - INFO - Epoch [13][1180/1345] lr: 1.000e-02, eta: 5:14:38, time: 0.360, data_time: 0.001, memory: 7067, loss_cls: 3.1781, loss: 3.1781, grad_norm: 5.2945 2021-03-16 12:21:14,301 - mmaction - INFO - Epoch [13][1200/1345] lr: 1.000e-02, eta: 5:14:29, time: 0.362, data_time: 0.000, memory: 7067, loss_cls: 3.2651, loss: 3.2651, grad_norm: 5.0834 2021-03-16 12:21:21,915 - mmaction - INFO - Epoch [13][1220/1345] lr: 1.000e-02, eta: 5:14:22, time: 0.380, data_time: 0.000, memory: 7067, loss_cls: 3.1030, loss: 3.1030, grad_norm: 5.3375 2021-03-16 12:21:29,331 - mmaction - INFO - Epoch [13][1240/1345] lr: 1.000e-02, eta: 5:14:14, time: 0.372, data_time: 0.002, memory: 7067, loss_cls: 3.1946, loss: 3.1946, grad_norm: 5.2816 2021-03-16 12:21:36,648 - mmaction - INFO - Epoch [13][1260/1345] lr: 1.000e-02, eta: 5:14:05, time: 0.365, data_time: 0.000, memory: 7067, loss_cls: 3.2063, loss: 3.2063, grad_norm: 5.4257 2021-03-16 12:21:44,197 - mmaction - INFO - Epoch [13][1280/1345] lr: 1.000e-02, eta: 5:13:58, time: 0.377, data_time: 0.002, memory: 7067, loss_cls: 3.0472, loss: 3.0472, grad_norm: 5.3237 2021-03-16 12:21:51,704 - mmaction - INFO - Epoch [13][1300/1345] lr: 1.000e-02, eta: 5:13:50, time: 0.375, data_time: 0.002, memory: 7067, loss_cls: 3.2181, loss: 3.2181, grad_norm: 5.5724 2021-03-16 12:21:58,906 - mmaction - INFO - Epoch [13][1320/1345] lr: 1.000e-02, eta: 5:13:42, time: 0.359, data_time: 0.002, memory: 7067, loss_cls: 3.1291, loss: 3.1291, grad_norm: 5.2960 2021-03-16 12:22:05,849 - mmaction - INFO - Epoch [13][1340/1345] lr: 1.000e-02, eta: 5:13:32, time: 0.350, data_time: 0.003, memory: 7067, loss_cls: 3.2073, loss: 3.2073, grad_norm: 5.1907 2021-03-16 12:22:07,664 - mmaction - INFO - Saving checkpoint at 13 epochs 2021-03-16 12:22:25,427 - mmaction - INFO - Epoch [14][20/1345] lr: 1.000e-02, eta: 5:13:45, time: 0.869, data_time: 0.477, memory: 7067, loss_cls: 3.2812, loss: 3.2812, grad_norm: 5.0441 2021-03-16 12:22:32,832 - mmaction - INFO - Epoch [14][40/1345] lr: 1.000e-02, eta: 5:13:37, time: 0.371, data_time: 0.002, memory: 7067, loss_cls: 3.1322, loss: 3.1322, grad_norm: 5.3601 2021-03-16 12:22:40,248 - mmaction - INFO - Epoch [14][60/1345] lr: 1.000e-02, eta: 5:13:29, time: 0.370, data_time: 0.001, memory: 7067, loss_cls: 3.1959, loss: 3.1959, grad_norm: 5.4840 2021-03-16 12:22:47,697 - mmaction - INFO - Epoch [14][80/1345] lr: 1.000e-02, eta: 5:13:21, time: 0.373, data_time: 0.002, memory: 7067, loss_cls: 3.0531, loss: 3.0531, grad_norm: 5.4855 2021-03-16 12:22:55,068 - mmaction - INFO - Epoch [14][100/1345] lr: 1.000e-02, eta: 5:13:13, time: 0.368, data_time: 0.001, memory: 7067, loss_cls: 3.0843, loss: 3.0843, grad_norm: 5.3725 2021-03-16 12:23:02,342 - mmaction - INFO - Epoch [14][120/1345] lr: 1.000e-02, eta: 5:13:05, time: 0.364, data_time: 0.002, memory: 7067, loss_cls: 3.1718, loss: 3.1718, grad_norm: 5.3348 2021-03-16 12:23:09,607 - mmaction - INFO - Epoch [14][140/1345] lr: 1.000e-02, eta: 5:12:57, time: 0.364, data_time: 0.002, memory: 7067, loss_cls: 3.2363, loss: 3.2363, grad_norm: 5.3716 2021-03-16 12:23:16,780 - mmaction - INFO - Epoch [14][160/1345] lr: 1.000e-02, eta: 5:12:48, time: 0.358, data_time: 0.001, memory: 7067, loss_cls: 3.1425, loss: 3.1425, grad_norm: 5.4497 2021-03-16 12:23:24,121 - mmaction - INFO - Epoch [14][180/1345] lr: 1.000e-02, eta: 5:12:40, time: 0.368, data_time: 0.001, memory: 7067, loss_cls: 3.1616, loss: 3.1616, grad_norm: 5.3502 2021-03-16 12:23:31,280 - mmaction - INFO - Epoch [14][200/1345] lr: 1.000e-02, eta: 5:12:31, time: 0.357, data_time: 0.001, memory: 7067, loss_cls: 3.0818, loss: 3.0818, grad_norm: 5.2247 2021-03-16 12:23:38,471 - mmaction - INFO - Epoch [14][220/1345] lr: 1.000e-02, eta: 5:12:22, time: 0.360, data_time: 0.001, memory: 7067, loss_cls: 3.2063, loss: 3.2063, grad_norm: 5.2410 2021-03-16 12:23:45,639 - mmaction - INFO - Epoch [14][240/1345] lr: 1.000e-02, eta: 5:12:14, time: 0.358, data_time: 0.001, memory: 7067, loss_cls: 3.2218, loss: 3.2218, grad_norm: 5.3503 2021-03-16 12:23:52,750 - mmaction - INFO - Epoch [14][260/1345] lr: 1.000e-02, eta: 5:12:05, time: 0.351, data_time: 0.002, memory: 7067, loss_cls: 3.2266, loss: 3.2266, grad_norm: 5.0559 2021-03-16 12:24:00,259 - mmaction - INFO - Epoch [14][280/1345] lr: 1.000e-02, eta: 5:11:57, time: 0.381, data_time: 0.006, memory: 7067, loss_cls: 3.0384, loss: 3.0384, grad_norm: 5.4679 2021-03-16 12:24:07,569 - mmaction - INFO - Epoch [14][300/1345] lr: 1.000e-02, eta: 5:11:49, time: 0.365, data_time: 0.000, memory: 7067, loss_cls: 3.1153, loss: 3.1153, grad_norm: 5.1672 2021-03-16 12:24:14,981 - mmaction - INFO - Epoch [14][320/1345] lr: 1.000e-02, eta: 5:11:41, time: 0.371, data_time: 0.001, memory: 7067, loss_cls: 3.2187, loss: 3.2187, grad_norm: 5.1831 2021-03-16 12:24:22,477 - mmaction - INFO - Epoch [14][340/1345] lr: 1.000e-02, eta: 5:11:33, time: 0.374, data_time: 0.001, memory: 7067, loss_cls: 3.2391, loss: 3.2391, grad_norm: 5.0640 2021-03-16 12:24:29,880 - mmaction - INFO - Epoch [14][360/1345] lr: 1.000e-02, eta: 5:11:25, time: 0.370, data_time: 0.001, memory: 7067, loss_cls: 3.1409, loss: 3.1409, grad_norm: 5.5940 2021-03-16 12:24:37,301 - mmaction - INFO - Epoch [14][380/1345] lr: 1.000e-02, eta: 5:11:17, time: 0.371, data_time: 0.001, memory: 7067, loss_cls: 3.0781, loss: 3.0781, grad_norm: 5.4143 2021-03-16 12:24:44,472 - mmaction - INFO - Epoch [14][400/1345] lr: 1.000e-02, eta: 5:11:09, time: 0.359, data_time: 0.001, memory: 7067, loss_cls: 3.1702, loss: 3.1702, grad_norm: 5.1847 2021-03-16 12:24:51,833 - mmaction - INFO - Epoch [14][420/1345] lr: 1.000e-02, eta: 5:11:00, time: 0.368, data_time: 0.001, memory: 7067, loss_cls: 3.2328, loss: 3.2328, grad_norm: 5.1937 2021-03-16 12:24:59,219 - mmaction - INFO - Epoch [14][440/1345] lr: 1.000e-02, eta: 5:10:52, time: 0.369, data_time: 0.000, memory: 7067, loss_cls: 3.2052, loss: 3.2052, grad_norm: 4.9881 2021-03-16 12:25:06,176 - mmaction - INFO - Epoch [14][460/1345] lr: 1.000e-02, eta: 5:10:43, time: 0.348, data_time: 0.001, memory: 7067, loss_cls: 3.1868, loss: 3.1868, grad_norm: 5.2675 2021-03-16 12:25:13,159 - mmaction - INFO - Epoch [14][480/1345] lr: 1.000e-02, eta: 5:10:34, time: 0.350, data_time: 0.001, memory: 7067, loss_cls: 3.0578, loss: 3.0578, grad_norm: 5.2726 2021-03-16 12:25:20,208 - mmaction - INFO - Epoch [14][500/1345] lr: 1.000e-02, eta: 5:10:25, time: 0.352, data_time: 0.000, memory: 7067, loss_cls: 3.1534, loss: 3.1534, grad_norm: 5.5902 2021-03-16 12:25:27,686 - mmaction - INFO - Epoch [14][520/1345] lr: 1.000e-02, eta: 5:10:17, time: 0.374, data_time: 0.001, memory: 7067, loss_cls: 3.1005, loss: 3.1005, grad_norm: 5.3820 2021-03-16 12:25:35,156 - mmaction - INFO - Epoch [14][540/1345] lr: 1.000e-02, eta: 5:10:09, time: 0.373, data_time: 0.001, memory: 7067, loss_cls: 3.2195, loss: 3.2195, grad_norm: 5.4451 2021-03-16 12:25:42,573 - mmaction - INFO - Epoch [14][560/1345] lr: 1.000e-02, eta: 5:10:01, time: 0.371, data_time: 0.001, memory: 7067, loss_cls: 3.2056, loss: 3.2056, grad_norm: 5.1043 2021-03-16 12:25:49,964 - mmaction - INFO - Epoch [14][580/1345] lr: 1.000e-02, eta: 5:09:53, time: 0.370, data_time: 0.002, memory: 7067, loss_cls: 3.1801, loss: 3.1801, grad_norm: 5.3129 2021-03-16 12:25:57,650 - mmaction - INFO - Epoch [14][600/1345] lr: 1.000e-02, eta: 5:09:46, time: 0.379, data_time: 0.000, memory: 7067, loss_cls: 3.0610, loss: 3.0610, grad_norm: 5.5795 2021-03-16 12:26:04,736 - mmaction - INFO - Epoch [14][620/1345] lr: 1.000e-02, eta: 5:09:37, time: 0.357, data_time: 0.005, memory: 7067, loss_cls: 3.1627, loss: 3.1627, grad_norm: 5.4337 2021-03-16 12:26:11,736 - mmaction - INFO - Epoch [14][640/1345] lr: 1.000e-02, eta: 5:09:28, time: 0.351, data_time: 0.003, memory: 7067, loss_cls: 3.0515, loss: 3.0515, grad_norm: 5.2768 2021-03-16 12:26:19,105 - mmaction - INFO - Epoch [14][660/1345] lr: 1.000e-02, eta: 5:09:20, time: 0.367, data_time: 0.001, memory: 7067, loss_cls: 3.1931, loss: 3.1931, grad_norm: 5.6065 2021-03-16 12:26:26,423 - mmaction - INFO - Epoch [14][680/1345] lr: 1.000e-02, eta: 5:09:12, time: 0.368, data_time: 0.003, memory: 7067, loss_cls: 3.2462, loss: 3.2462, grad_norm: 5.1314 2021-03-16 12:26:33,898 - mmaction - INFO - Epoch [14][700/1345] lr: 1.000e-02, eta: 5:09:04, time: 0.374, data_time: 0.010, memory: 7067, loss_cls: 3.2289, loss: 3.2289, grad_norm: 5.1315 2021-03-16 12:26:41,117 - mmaction - INFO - Epoch [14][720/1345] lr: 1.000e-02, eta: 5:08:56, time: 0.361, data_time: 0.001, memory: 7067, loss_cls: 3.1333, loss: 3.1333, grad_norm: 5.1185 2021-03-16 12:26:48,591 - mmaction - INFO - Epoch [14][740/1345] lr: 1.000e-02, eta: 5:08:48, time: 0.375, data_time: 0.002, memory: 7067, loss_cls: 3.1801, loss: 3.1801, grad_norm: 5.3387 2021-03-16 12:26:55,962 - mmaction - INFO - Epoch [14][760/1345] lr: 1.000e-02, eta: 5:08:40, time: 0.367, data_time: 0.000, memory: 7067, loss_cls: 3.1816, loss: 3.1816, grad_norm: 5.0628 2021-03-16 12:27:03,367 - mmaction - INFO - Epoch [14][780/1345] lr: 1.000e-02, eta: 5:08:32, time: 0.372, data_time: 0.002, memory: 7067, loss_cls: 3.1094, loss: 3.1094, grad_norm: 5.3860 2021-03-16 12:27:10,665 - mmaction - INFO - Epoch [14][800/1345] lr: 1.000e-02, eta: 5:08:24, time: 0.365, data_time: 0.001, memory: 7067, loss_cls: 3.2137, loss: 3.2137, grad_norm: 5.2246 2021-03-16 12:27:18,067 - mmaction - INFO - Epoch [14][820/1345] lr: 1.000e-02, eta: 5:08:16, time: 0.370, data_time: 0.001, memory: 7067, loss_cls: 3.1076, loss: 3.1076, grad_norm: 5.3556 2021-03-16 12:27:25,335 - mmaction - INFO - Epoch [14][840/1345] lr: 1.000e-02, eta: 5:08:07, time: 0.363, data_time: 0.001, memory: 7067, loss_cls: 3.2149, loss: 3.2149, grad_norm: 5.3117 2021-03-16 12:27:32,975 - mmaction - INFO - Epoch [14][860/1345] lr: 1.000e-02, eta: 5:08:00, time: 0.383, data_time: 0.001, memory: 7067, loss_cls: 3.0858, loss: 3.0858, grad_norm: 5.2302 2021-03-16 12:27:40,239 - mmaction - INFO - Epoch [14][880/1345] lr: 1.000e-02, eta: 5:07:52, time: 0.363, data_time: 0.000, memory: 7067, loss_cls: 3.1445, loss: 3.1445, grad_norm: 5.0281 2021-03-16 12:27:47,554 - mmaction - INFO - Epoch [14][900/1345] lr: 1.000e-02, eta: 5:07:43, time: 0.365, data_time: 0.001, memory: 7067, loss_cls: 3.2258, loss: 3.2258, grad_norm: 5.4846 2021-03-16 12:27:54,994 - mmaction - INFO - Epoch [14][920/1345] lr: 1.000e-02, eta: 5:07:36, time: 0.372, data_time: 0.001, memory: 7067, loss_cls: 3.2159, loss: 3.2159, grad_norm: 5.3897 2021-03-16 12:28:02,099 - mmaction - INFO - Epoch [14][940/1345] lr: 1.000e-02, eta: 5:07:27, time: 0.355, data_time: 0.001, memory: 7067, loss_cls: 3.1455, loss: 3.1455, grad_norm: 5.5016 2021-03-16 12:28:09,402 - mmaction - INFO - Epoch [14][960/1345] lr: 1.000e-02, eta: 5:07:19, time: 0.366, data_time: 0.001, memory: 7067, loss_cls: 3.2540, loss: 3.2540, grad_norm: 5.3239 2021-03-16 12:28:16,740 - mmaction - INFO - Epoch [14][980/1345] lr: 1.000e-02, eta: 5:07:10, time: 0.366, data_time: 0.001, memory: 7067, loss_cls: 3.1609, loss: 3.1609, grad_norm: 5.3249 2021-03-16 12:28:24,018 - mmaction - INFO - Epoch [14][1000/1345] lr: 1.000e-02, eta: 5:07:02, time: 0.364, data_time: 0.002, memory: 7067, loss_cls: 3.0799, loss: 3.0799, grad_norm: 5.3914 2021-03-16 12:28:31,346 - mmaction - INFO - Epoch [14][1020/1345] lr: 1.000e-02, eta: 5:06:54, time: 0.367, data_time: 0.002, memory: 7067, loss_cls: 3.1963, loss: 3.1963, grad_norm: 5.1094 2021-03-16 12:28:38,679 - mmaction - INFO - Epoch [14][1040/1345] lr: 1.000e-02, eta: 5:06:46, time: 0.366, data_time: 0.001, memory: 7067, loss_cls: 3.0811, loss: 3.0811, grad_norm: 5.1669 2021-03-16 12:28:45,949 - mmaction - INFO - Epoch [14][1060/1345] lr: 1.000e-02, eta: 5:06:38, time: 0.364, data_time: 0.001, memory: 7067, loss_cls: 3.1813, loss: 3.1813, grad_norm: 5.2497 2021-03-16 12:28:53,221 - mmaction - INFO - Epoch [14][1080/1345] lr: 1.000e-02, eta: 5:06:29, time: 0.363, data_time: 0.001, memory: 7067, loss_cls: 3.1887, loss: 3.1887, grad_norm: 5.2198 2021-03-16 12:29:00,599 - mmaction - INFO - Epoch [14][1100/1345] lr: 1.000e-02, eta: 5:06:21, time: 0.369, data_time: 0.001, memory: 7067, loss_cls: 3.1565, loss: 3.1565, grad_norm: 5.1629 2021-03-16 12:29:07,850 - mmaction - INFO - Epoch [14][1120/1345] lr: 1.000e-02, eta: 5:06:13, time: 0.363, data_time: 0.001, memory: 7067, loss_cls: 3.2984, loss: 3.2984, grad_norm: 5.1620 2021-03-16 12:29:15,204 - mmaction - INFO - Epoch [14][1140/1345] lr: 1.000e-02, eta: 5:06:05, time: 0.367, data_time: 0.001, memory: 7067, loss_cls: 3.1846, loss: 3.1846, grad_norm: 5.0134 2021-03-16 12:29:22,511 - mmaction - INFO - Epoch [14][1160/1345] lr: 1.000e-02, eta: 5:05:57, time: 0.366, data_time: 0.002, memory: 7067, loss_cls: 3.0808, loss: 3.0808, grad_norm: 5.0082 2021-03-16 12:29:29,865 - mmaction - INFO - Epoch [14][1180/1345] lr: 1.000e-02, eta: 5:05:48, time: 0.368, data_time: 0.002, memory: 7067, loss_cls: 3.0782, loss: 3.0782, grad_norm: 5.2529 2021-03-16 12:29:37,145 - mmaction - INFO - Epoch [14][1200/1345] lr: 1.000e-02, eta: 5:05:40, time: 0.364, data_time: 0.001, memory: 7067, loss_cls: 3.2367, loss: 3.2367, grad_norm: 5.0159 2021-03-16 12:29:44,317 - mmaction - INFO - Epoch [14][1220/1345] lr: 1.000e-02, eta: 5:05:32, time: 0.358, data_time: 0.001, memory: 7067, loss_cls: 3.1143, loss: 3.1143, grad_norm: 5.5729 2021-03-16 12:29:51,612 - mmaction - INFO - Epoch [14][1240/1345] lr: 1.000e-02, eta: 5:05:24, time: 0.365, data_time: 0.001, memory: 7067, loss_cls: 3.1284, loss: 3.1284, grad_norm: 5.6243 2021-03-16 12:29:59,198 - mmaction - INFO - Epoch [14][1260/1345] lr: 1.000e-02, eta: 5:05:16, time: 0.379, data_time: 0.001, memory: 7067, loss_cls: 3.1473, loss: 3.1473, grad_norm: 5.0753 2021-03-16 12:30:06,543 - mmaction - INFO - Epoch [14][1280/1345] lr: 1.000e-02, eta: 5:05:08, time: 0.367, data_time: 0.001, memory: 7067, loss_cls: 3.1718, loss: 3.1718, grad_norm: 5.4693 2021-03-16 12:30:14,105 - mmaction - INFO - Epoch [14][1300/1345] lr: 1.000e-02, eta: 5:05:00, time: 0.378, data_time: 0.001, memory: 7067, loss_cls: 3.1820, loss: 3.1820, grad_norm: 5.0317 2021-03-16 12:30:21,238 - mmaction - INFO - Epoch [14][1320/1345] lr: 1.000e-02, eta: 5:04:52, time: 0.357, data_time: 0.001, memory: 7067, loss_cls: 3.2136, loss: 3.2136, grad_norm: 5.4045 2021-03-16 12:30:28,171 - mmaction - INFO - Epoch [14][1340/1345] lr: 1.000e-02, eta: 5:04:43, time: 0.347, data_time: 0.001, memory: 7067, loss_cls: 3.1895, loss: 3.1895, grad_norm: 5.2147 2021-03-16 12:30:29,970 - mmaction - INFO - Saving checkpoint at 14 epochs 2021-03-16 12:31:32,351 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-16 12:31:32,488 - mmaction - INFO - top1_acc 0.3198 top5_acc 0.6074 2021-03-16 12:31:32,488 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-16 12:31:32,497 - mmaction - INFO - mean_acc 0.2808 2021-03-16 12:31:32,820 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_14.pth. 2021-03-16 12:31:32,820 - mmaction - INFO - Best top1_acc is 0.3198 at 14 epoch. 2021-03-16 12:31:32,823 - mmaction - INFO - Epoch(val) [14][1345] top1_acc: 0.3198, top5_acc: 0.6074, mean_class_accuracy: 0.2808 2021-03-16 12:31:51,046 - mmaction - INFO - Epoch [15][20/1345] lr: 1.000e-02, eta: 5:04:56, time: 0.911, data_time: 0.456, memory: 7067, loss_cls: 3.0376, loss: 3.0376, grad_norm: 6.2525 2021-03-16 12:31:58,676 - mmaction - INFO - Epoch [15][40/1345] lr: 1.000e-02, eta: 5:04:48, time: 0.381, data_time: 0.001, memory: 7067, loss_cls: 3.1205, loss: 3.1205, grad_norm: 5.3087 2021-03-16 12:32:06,293 - mmaction - INFO - Epoch [15][60/1345] lr: 1.000e-02, eta: 5:04:41, time: 0.381, data_time: 0.001, memory: 7067, loss_cls: 3.2439, loss: 3.2439, grad_norm: 5.2476 2021-03-16 12:32:13,774 - mmaction - INFO - Epoch [15][80/1345] lr: 1.000e-02, eta: 5:04:33, time: 0.375, data_time: 0.002, memory: 7067, loss_cls: 3.1616, loss: 3.1616, grad_norm: 5.6189 2021-03-16 12:32:21,250 - mmaction - INFO - Epoch [15][100/1345] lr: 1.000e-02, eta: 5:04:25, time: 0.373, data_time: 0.001, memory: 7067, loss_cls: 3.1565, loss: 3.1565, grad_norm: 5.4774 2021-03-16 12:32:28,509 - mmaction - INFO - Epoch [15][120/1345] lr: 1.000e-02, eta: 5:04:17, time: 0.364, data_time: 0.001, memory: 7067, loss_cls: 3.3130, loss: 3.3130, grad_norm: 5.1517 2021-03-16 12:32:36,046 - mmaction - INFO - Epoch [15][140/1345] lr: 1.000e-02, eta: 5:04:09, time: 0.377, data_time: 0.000, memory: 7067, loss_cls: 3.1136, loss: 3.1136, grad_norm: 5.4017 2021-03-16 12:32:43,567 - mmaction - INFO - Epoch [15][160/1345] lr: 1.000e-02, eta: 5:04:02, time: 0.376, data_time: 0.001, memory: 7067, loss_cls: 3.1437, loss: 3.1437, grad_norm: 5.5072 2021-03-16 12:32:50,785 - mmaction - INFO - Epoch [15][180/1345] lr: 1.000e-02, eta: 5:03:53, time: 0.360, data_time: 0.001, memory: 7067, loss_cls: 3.2027, loss: 3.2027, grad_norm: 5.2305 2021-03-16 12:32:58,561 - mmaction - INFO - Epoch [15][200/1345] lr: 1.000e-02, eta: 5:03:46, time: 0.388, data_time: 0.002, memory: 7067, loss_cls: 3.0964, loss: 3.0964, grad_norm: 5.6630 2021-03-16 12:33:06,065 - mmaction - INFO - Epoch [15][220/1345] lr: 1.000e-02, eta: 5:03:39, time: 0.377, data_time: 0.002, memory: 7067, loss_cls: 3.2767, loss: 3.2767, grad_norm: 5.1622 2021-03-16 12:33:13,370 - mmaction - INFO - Epoch [15][240/1345] lr: 1.000e-02, eta: 5:03:30, time: 0.365, data_time: 0.001, memory: 7067, loss_cls: 3.2419, loss: 3.2419, grad_norm: 5.2244 2021-03-16 12:33:20,730 - mmaction - INFO - Epoch [15][260/1345] lr: 1.000e-02, eta: 5:03:22, time: 0.368, data_time: 0.001, memory: 7067, loss_cls: 3.1917, loss: 3.1917, grad_norm: 5.1372 2021-03-16 12:33:27,995 - mmaction - INFO - Epoch [15][280/1345] lr: 1.000e-02, eta: 5:03:14, time: 0.363, data_time: 0.001, memory: 7067, loss_cls: 3.2560, loss: 3.2560, grad_norm: 5.2015 2021-03-16 12:33:35,175 - mmaction - INFO - Epoch [15][300/1345] lr: 1.000e-02, eta: 5:03:06, time: 0.359, data_time: 0.001, memory: 7067, loss_cls: 3.1681, loss: 3.1681, grad_norm: 5.5238 2021-03-16 12:33:42,657 - mmaction - INFO - Epoch [15][320/1345] lr: 1.000e-02, eta: 5:02:58, time: 0.373, data_time: 0.003, memory: 7067, loss_cls: 3.2226, loss: 3.2226, grad_norm: 5.4038 2021-03-16 12:33:50,174 - mmaction - INFO - Epoch [15][340/1345] lr: 1.000e-02, eta: 5:02:50, time: 0.377, data_time: 0.002, memory: 7067, loss_cls: 3.1154, loss: 3.1154, grad_norm: 5.3062 2021-03-16 12:33:57,216 - mmaction - INFO - Epoch [15][360/1345] lr: 1.000e-02, eta: 5:02:41, time: 0.351, data_time: 0.000, memory: 7067, loss_cls: 3.1097, loss: 3.1097, grad_norm: 5.3047 2021-03-16 12:34:04,568 - mmaction - INFO - Epoch [15][380/1345] lr: 1.000e-02, eta: 5:02:33, time: 0.367, data_time: 0.001, memory: 7067, loss_cls: 3.1896, loss: 3.1896, grad_norm: 5.3620 2021-03-16 12:34:11,723 - mmaction - INFO - Epoch [15][400/1345] lr: 1.000e-02, eta: 5:02:25, time: 0.358, data_time: 0.001, memory: 7067, loss_cls: 3.0488, loss: 3.0488, grad_norm: 5.5527 2021-03-16 12:34:19,110 - mmaction - INFO - Epoch [15][420/1345] lr: 1.000e-02, eta: 5:02:17, time: 0.370, data_time: 0.001, memory: 7067, loss_cls: 3.0796, loss: 3.0796, grad_norm: 5.5398 2021-03-16 12:34:26,081 - mmaction - INFO - Epoch [15][440/1345] lr: 1.000e-02, eta: 5:02:08, time: 0.348, data_time: 0.002, memory: 7067, loss_cls: 3.1451, loss: 3.1451, grad_norm: 5.6851 2021-03-16 12:34:33,371 - mmaction - INFO - Epoch [15][460/1345] lr: 1.000e-02, eta: 5:01:59, time: 0.364, data_time: 0.001, memory: 7067, loss_cls: 3.2489, loss: 3.2489, grad_norm: 5.3305 2021-03-16 12:34:40,878 - mmaction - INFO - Epoch [15][480/1345] lr: 1.000e-02, eta: 5:01:52, time: 0.376, data_time: 0.001, memory: 7067, loss_cls: 3.2226, loss: 3.2226, grad_norm: 5.2461 2021-03-16 12:34:48,157 - mmaction - INFO - Epoch [15][500/1345] lr: 1.000e-02, eta: 5:01:44, time: 0.364, data_time: 0.001, memory: 7067, loss_cls: 3.1367, loss: 3.1367, grad_norm: 5.0877 2021-03-16 12:34:55,583 - mmaction - INFO - Epoch [15][520/1345] lr: 1.000e-02, eta: 5:01:36, time: 0.370, data_time: 0.000, memory: 7067, loss_cls: 3.1290, loss: 3.1290, grad_norm: 5.3135 2021-03-16 12:35:02,933 - mmaction - INFO - Epoch [15][540/1345] lr: 1.000e-02, eta: 5:01:28, time: 0.368, data_time: 0.001, memory: 7067, loss_cls: 3.0977, loss: 3.0977, grad_norm: 5.8408 2021-03-16 12:35:10,121 - mmaction - INFO - Epoch [15][560/1345] lr: 1.000e-02, eta: 5:01:19, time: 0.359, data_time: 0.000, memory: 7067, loss_cls: 3.1240, loss: 3.1240, grad_norm: 5.5616 2021-03-16 12:35:17,595 - mmaction - INFO - Epoch [15][580/1345] lr: 1.000e-02, eta: 5:01:11, time: 0.374, data_time: 0.000, memory: 7067, loss_cls: 3.1633, loss: 3.1633, grad_norm: 5.3699 2021-03-16 12:35:24,713 - mmaction - INFO - Epoch [15][600/1345] lr: 1.000e-02, eta: 5:01:03, time: 0.355, data_time: 0.000, memory: 7067, loss_cls: 3.1649, loss: 3.1649, grad_norm: 5.3439 2021-03-16 12:35:32,289 - mmaction - INFO - Epoch [15][620/1345] lr: 1.000e-02, eta: 5:00:55, time: 0.380, data_time: 0.001, memory: 7067, loss_cls: 3.2365, loss: 3.2365, grad_norm: 5.1441 2021-03-16 12:35:39,601 - mmaction - INFO - Epoch [15][640/1345] lr: 1.000e-02, eta: 5:00:47, time: 0.365, data_time: 0.000, memory: 7067, loss_cls: 3.0583, loss: 3.0583, grad_norm: 5.1395 2021-03-16 12:35:46,738 - mmaction - INFO - Epoch [15][660/1345] lr: 1.000e-02, eta: 5:00:38, time: 0.356, data_time: 0.001, memory: 7067, loss_cls: 3.1347, loss: 3.1347, grad_norm: 5.1324 2021-03-16 12:35:54,249 - mmaction - INFO - Epoch [15][680/1345] lr: 1.000e-02, eta: 5:00:31, time: 0.376, data_time: 0.002, memory: 7067, loss_cls: 3.0670, loss: 3.0670, grad_norm: 5.0571 2021-03-16 12:36:01,485 - mmaction - INFO - Epoch [15][700/1345] lr: 1.000e-02, eta: 5:00:22, time: 0.361, data_time: 0.001, memory: 7067, loss_cls: 3.1623, loss: 3.1623, grad_norm: 5.2826 2021-03-16 12:36:09,102 - mmaction - INFO - Epoch [15][720/1345] lr: 1.000e-02, eta: 5:00:15, time: 0.381, data_time: 0.001, memory: 7067, loss_cls: 3.2119, loss: 3.2119, grad_norm: 5.1723 2021-03-16 12:36:16,598 - mmaction - INFO - Epoch [15][740/1345] lr: 1.000e-02, eta: 5:00:07, time: 0.375, data_time: 0.001, memory: 7067, loss_cls: 3.1855, loss: 3.1855, grad_norm: 5.2999 2021-03-16 12:36:23,803 - mmaction - INFO - Epoch [15][760/1345] lr: 1.000e-02, eta: 4:59:59, time: 0.361, data_time: 0.001, memory: 7067, loss_cls: 3.0871, loss: 3.0871, grad_norm: 5.3597 2021-03-16 12:36:31,300 - mmaction - INFO - Epoch [15][780/1345] lr: 1.000e-02, eta: 4:59:51, time: 0.373, data_time: 0.000, memory: 7067, loss_cls: 3.0939, loss: 3.0939, grad_norm: 5.3957 2021-03-16 12:36:38,522 - mmaction - INFO - Epoch [15][800/1345] lr: 1.000e-02, eta: 4:59:43, time: 0.362, data_time: 0.002, memory: 7067, loss_cls: 3.2015, loss: 3.2015, grad_norm: 5.1234 2021-03-16 12:36:45,717 - mmaction - INFO - Epoch [15][820/1345] lr: 1.000e-02, eta: 4:59:34, time: 0.359, data_time: 0.001, memory: 7067, loss_cls: 3.0773, loss: 3.0773, grad_norm: 5.4671 2021-03-16 12:36:53,118 - mmaction - INFO - Epoch [15][840/1345] lr: 1.000e-02, eta: 4:59:27, time: 0.371, data_time: 0.002, memory: 7067, loss_cls: 3.1924, loss: 3.1924, grad_norm: 5.4533 2021-03-16 12:37:00,582 - mmaction - INFO - Epoch [15][860/1345] lr: 1.000e-02, eta: 4:59:19, time: 0.374, data_time: 0.001, memory: 7067, loss_cls: 3.1641, loss: 3.1641, grad_norm: 5.2048 2021-03-16 12:37:07,803 - mmaction - INFO - Epoch [15][880/1345] lr: 1.000e-02, eta: 4:59:10, time: 0.360, data_time: 0.000, memory: 7067, loss_cls: 3.1232, loss: 3.1232, grad_norm: 5.5497 2021-03-16 12:37:15,206 - mmaction - INFO - Epoch [15][900/1345] lr: 1.000e-02, eta: 4:59:03, time: 0.371, data_time: 0.002, memory: 7067, loss_cls: 3.1891, loss: 3.1891, grad_norm: 5.3505 2021-03-16 12:37:22,801 - mmaction - INFO - Epoch [15][920/1345] lr: 1.000e-02, eta: 4:58:55, time: 0.379, data_time: 0.001, memory: 7067, loss_cls: 3.1492, loss: 3.1492, grad_norm: 5.2427 2021-03-16 12:37:30,243 - mmaction - INFO - Epoch [15][940/1345] lr: 1.000e-02, eta: 4:58:47, time: 0.372, data_time: 0.001, memory: 7067, loss_cls: 3.0180, loss: 3.0180, grad_norm: 5.7183 2021-03-16 12:37:37,624 - mmaction - INFO - Epoch [15][960/1345] lr: 1.000e-02, eta: 4:58:39, time: 0.370, data_time: 0.001, memory: 7067, loss_cls: 3.0987, loss: 3.0987, grad_norm: 5.3523 2021-03-16 12:37:45,032 - mmaction - INFO - Epoch [15][980/1345] lr: 1.000e-02, eta: 4:58:31, time: 0.371, data_time: 0.001, memory: 7067, loss_cls: 3.1281, loss: 3.1281, grad_norm: 5.3250 2021-03-16 12:37:52,187 - mmaction - INFO - Epoch [15][1000/1345] lr: 1.000e-02, eta: 4:58:23, time: 0.357, data_time: 0.000, memory: 7067, loss_cls: 3.2095, loss: 3.2095, grad_norm: 5.3131 2021-03-16 12:37:59,329 - mmaction - INFO - Epoch [15][1020/1345] lr: 1.000e-02, eta: 4:58:14, time: 0.357, data_time: 0.001, memory: 7067, loss_cls: 3.2607, loss: 3.2607, grad_norm: 5.1998 2021-03-16 12:38:06,884 - mmaction - INFO - Epoch [15][1040/1345] lr: 1.000e-02, eta: 4:58:07, time: 0.377, data_time: 0.001, memory: 7067, loss_cls: 3.2056, loss: 3.2056, grad_norm: 5.2220 2021-03-16 12:38:14,497 - mmaction - INFO - Epoch [15][1060/1345] lr: 1.000e-02, eta: 4:57:59, time: 0.380, data_time: 0.001, memory: 7067, loss_cls: 3.0686, loss: 3.0686, grad_norm: 5.3713 2021-03-16 12:38:22,082 - mmaction - INFO - Epoch [15][1080/1345] lr: 1.000e-02, eta: 4:57:52, time: 0.380, data_time: 0.002, memory: 7067, loss_cls: 3.1967, loss: 3.1967, grad_norm: 5.2797 2021-03-16 12:38:29,310 - mmaction - INFO - Epoch [15][1100/1345] lr: 1.000e-02, eta: 4:57:44, time: 0.361, data_time: 0.001, memory: 7067, loss_cls: 3.2392, loss: 3.2392, grad_norm: 4.9353 2021-03-16 12:38:36,739 - mmaction - INFO - Epoch [15][1120/1345] lr: 1.000e-02, eta: 4:57:36, time: 0.372, data_time: 0.002, memory: 7067, loss_cls: 3.0149, loss: 3.0149, grad_norm: 5.3881 2021-03-16 12:38:44,076 - mmaction - INFO - Epoch [15][1140/1345] lr: 1.000e-02, eta: 4:57:28, time: 0.366, data_time: 0.001, memory: 7067, loss_cls: 3.0468, loss: 3.0468, grad_norm: 5.2438 2021-03-16 12:38:51,377 - mmaction - INFO - Epoch [15][1160/1345] lr: 1.000e-02, eta: 4:57:20, time: 0.366, data_time: 0.002, memory: 7067, loss_cls: 3.2199, loss: 3.2199, grad_norm: 5.3346 2021-03-16 12:38:58,853 - mmaction - INFO - Epoch [15][1180/1345] lr: 1.000e-02, eta: 4:57:12, time: 0.373, data_time: 0.001, memory: 7067, loss_cls: 3.0402, loss: 3.0402, grad_norm: 5.4043 2021-03-16 12:39:06,307 - mmaction - INFO - Epoch [15][1200/1345] lr: 1.000e-02, eta: 4:57:04, time: 0.373, data_time: 0.002, memory: 7067, loss_cls: 3.0847, loss: 3.0847, grad_norm: 5.3646 2021-03-16 12:39:13,688 - mmaction - INFO - Epoch [15][1220/1345] lr: 1.000e-02, eta: 4:56:56, time: 0.369, data_time: 0.001, memory: 7067, loss_cls: 3.2255, loss: 3.2255, grad_norm: 5.4110 2021-03-16 12:39:20,985 - mmaction - INFO - Epoch [15][1240/1345] lr: 1.000e-02, eta: 4:56:48, time: 0.363, data_time: 0.001, memory: 7067, loss_cls: 3.2074, loss: 3.2074, grad_norm: 5.2699 2021-03-16 12:39:28,228 - mmaction - INFO - Epoch [15][1260/1345] lr: 1.000e-02, eta: 4:56:40, time: 0.364, data_time: 0.002, memory: 7067, loss_cls: 3.1761, loss: 3.1761, grad_norm: 5.4341 2021-03-16 12:39:35,423 - mmaction - INFO - Epoch [15][1280/1345] lr: 1.000e-02, eta: 4:56:31, time: 0.360, data_time: 0.000, memory: 7067, loss_cls: 3.0814, loss: 3.0814, grad_norm: 5.7665 2021-03-16 12:39:42,716 - mmaction - INFO - Epoch [15][1300/1345] lr: 1.000e-02, eta: 4:56:23, time: 0.364, data_time: 0.001, memory: 7067, loss_cls: 3.1695, loss: 3.1695, grad_norm: 5.4882 2021-03-16 12:39:50,179 - mmaction - INFO - Epoch [15][1320/1345] lr: 1.000e-02, eta: 4:56:16, time: 0.374, data_time: 0.001, memory: 7067, loss_cls: 3.1713, loss: 3.1713, grad_norm: 5.2798 2021-03-16 12:39:57,613 - mmaction - INFO - Epoch [15][1340/1345] lr: 1.000e-02, eta: 4:56:08, time: 0.372, data_time: 0.000, memory: 7067, loss_cls: 3.0740, loss: 3.0740, grad_norm: 5.5636 2021-03-16 12:39:59,379 - mmaction - INFO - Saving checkpoint at 15 epochs 2021-03-16 12:40:17,180 - mmaction - INFO - Epoch [16][20/1345] lr: 1.000e-02, eta: 4:56:17, time: 0.873, data_time: 0.438, memory: 7067, loss_cls: 3.0693, loss: 3.0693, grad_norm: 5.1927 2021-03-16 12:40:24,637 - mmaction - INFO - Epoch [16][40/1345] lr: 1.000e-02, eta: 4:56:09, time: 0.373, data_time: 0.001, memory: 7067, loss_cls: 3.1972, loss: 3.1972, grad_norm: 5.4185 2021-03-16 12:40:31,939 - mmaction - INFO - Epoch [16][60/1345] lr: 1.000e-02, eta: 4:56:01, time: 0.365, data_time: 0.001, memory: 7067, loss_cls: 3.0986, loss: 3.0986, grad_norm: 5.6724 2021-03-16 12:40:39,479 - mmaction - INFO - Epoch [16][80/1345] lr: 1.000e-02, eta: 4:55:53, time: 0.377, data_time: 0.001, memory: 7067, loss_cls: 3.0312, loss: 3.0312, grad_norm: 5.5076 2021-03-16 12:40:46,730 - mmaction - INFO - Epoch [16][100/1345] lr: 1.000e-02, eta: 4:55:45, time: 0.362, data_time: 0.000, memory: 7067, loss_cls: 3.1066, loss: 3.1066, grad_norm: 5.3149 2021-03-16 12:40:54,089 - mmaction - INFO - Epoch [16][120/1345] lr: 1.000e-02, eta: 4:55:37, time: 0.367, data_time: 0.000, memory: 7067, loss_cls: 3.1256, loss: 3.1256, grad_norm: 5.2804 2021-03-16 12:41:01,620 - mmaction - INFO - Epoch [16][140/1345] lr: 1.000e-02, eta: 4:55:30, time: 0.376, data_time: 0.001, memory: 7067, loss_cls: 3.1229, loss: 3.1229, grad_norm: 5.3782 2021-03-16 12:41:09,015 - mmaction - INFO - Epoch [16][160/1345] lr: 1.000e-02, eta: 4:55:22, time: 0.370, data_time: 0.002, memory: 7067, loss_cls: 3.1128, loss: 3.1128, grad_norm: 5.1489 2021-03-16 12:41:16,381 - mmaction - INFO - Epoch [16][180/1345] lr: 1.000e-02, eta: 4:55:14, time: 0.369, data_time: 0.001, memory: 7067, loss_cls: 3.0809, loss: 3.0809, grad_norm: 5.2250 2021-03-16 12:41:23,822 - mmaction - INFO - Epoch [16][200/1345] lr: 1.000e-02, eta: 4:55:06, time: 0.370, data_time: 0.001, memory: 7067, loss_cls: 3.0481, loss: 3.0481, grad_norm: 5.1453 2021-03-16 12:41:31,064 - mmaction - INFO - Epoch [16][220/1345] lr: 1.000e-02, eta: 4:54:58, time: 0.363, data_time: 0.002, memory: 7067, loss_cls: 3.1211, loss: 3.1211, grad_norm: 5.2157 2021-03-16 12:41:38,408 - mmaction - INFO - Epoch [16][240/1345] lr: 1.000e-02, eta: 4:54:50, time: 0.369, data_time: 0.002, memory: 7067, loss_cls: 3.0481, loss: 3.0481, grad_norm: 5.7027 2021-03-16 12:41:45,965 - mmaction - INFO - Epoch [16][260/1345] lr: 1.000e-02, eta: 4:54:42, time: 0.378, data_time: 0.000, memory: 7067, loss_cls: 3.2129, loss: 3.2129, grad_norm: 5.3040 2021-03-16 12:41:53,296 - mmaction - INFO - Epoch [16][280/1345] lr: 1.000e-02, eta: 4:54:34, time: 0.366, data_time: 0.001, memory: 7067, loss_cls: 3.0972, loss: 3.0972, grad_norm: 5.3519 2021-03-16 12:42:00,501 - mmaction - INFO - Epoch [16][300/1345] lr: 1.000e-02, eta: 4:54:26, time: 0.360, data_time: 0.001, memory: 7067, loss_cls: 3.0815, loss: 3.0815, grad_norm: 5.2364 2021-03-16 12:42:07,984 - mmaction - INFO - Epoch [16][320/1345] lr: 1.000e-02, eta: 4:54:18, time: 0.374, data_time: 0.001, memory: 7067, loss_cls: 3.1211, loss: 3.1211, grad_norm: 5.4467 2021-03-16 12:42:15,301 - mmaction - INFO - Epoch [16][340/1345] lr: 1.000e-02, eta: 4:54:10, time: 0.366, data_time: 0.002, memory: 7067, loss_cls: 3.0885, loss: 3.0885, grad_norm: 5.4587 2021-03-16 12:42:22,655 - mmaction - INFO - Epoch [16][360/1345] lr: 1.000e-02, eta: 4:54:02, time: 0.369, data_time: 0.001, memory: 7067, loss_cls: 3.1693, loss: 3.1693, grad_norm: 5.5197 2021-03-16 12:42:30,017 - mmaction - INFO - Epoch [16][380/1345] lr: 1.000e-02, eta: 4:53:54, time: 0.368, data_time: 0.000, memory: 7067, loss_cls: 3.1011, loss: 3.1011, grad_norm: 5.4359 2021-03-16 12:42:37,356 - mmaction - INFO - Epoch [16][400/1345] lr: 1.000e-02, eta: 4:53:46, time: 0.363, data_time: 0.001, memory: 7067, loss_cls: 3.1072, loss: 3.1072, grad_norm: 5.2678 2021-03-16 12:42:44,756 - mmaction - INFO - Epoch [16][420/1345] lr: 1.000e-02, eta: 4:53:38, time: 0.374, data_time: 0.005, memory: 7067, loss_cls: 3.0572, loss: 3.0572, grad_norm: 5.3115 2021-03-16 12:42:51,875 - mmaction - INFO - Epoch [16][440/1345] lr: 1.000e-02, eta: 4:53:29, time: 0.355, data_time: 0.001, memory: 7067, loss_cls: 3.1319, loss: 3.1319, grad_norm: 5.4657 2021-03-16 12:42:59,356 - mmaction - INFO - Epoch [16][460/1345] lr: 1.000e-02, eta: 4:53:22, time: 0.375, data_time: 0.001, memory: 7067, loss_cls: 3.1896, loss: 3.1896, grad_norm: 5.4662 2021-03-16 12:43:06,722 - mmaction - INFO - Epoch [16][480/1345] lr: 1.000e-02, eta: 4:53:14, time: 0.368, data_time: 0.001, memory: 7067, loss_cls: 3.1600, loss: 3.1600, grad_norm: 5.4797 2021-03-16 12:43:14,008 - mmaction - INFO - Epoch [16][500/1345] lr: 1.000e-02, eta: 4:53:05, time: 0.363, data_time: 0.001, memory: 7067, loss_cls: 3.1296, loss: 3.1296, grad_norm: 5.4060 2021-03-16 12:43:21,234 - mmaction - INFO - Epoch [16][520/1345] lr: 1.000e-02, eta: 4:52:57, time: 0.362, data_time: 0.002, memory: 7067, loss_cls: 3.1334, loss: 3.1334, grad_norm: 5.3858 2021-03-16 12:43:28,614 - mmaction - INFO - Epoch [16][540/1345] lr: 1.000e-02, eta: 4:52:49, time: 0.370, data_time: 0.001, memory: 7067, loss_cls: 3.1938, loss: 3.1938, grad_norm: 5.6315 2021-03-16 12:43:35,790 - mmaction - INFO - Epoch [16][560/1345] lr: 1.000e-02, eta: 4:52:41, time: 0.358, data_time: 0.001, memory: 7067, loss_cls: 3.1312, loss: 3.1312, grad_norm: 5.1803 2021-03-16 12:43:43,224 - mmaction - INFO - Epoch [16][580/1345] lr: 1.000e-02, eta: 4:52:33, time: 0.372, data_time: 0.001, memory: 7067, loss_cls: 3.1557, loss: 3.1557, grad_norm: 5.5539 2021-03-16 12:43:50,360 - mmaction - INFO - Epoch [16][600/1345] lr: 1.000e-02, eta: 4:52:25, time: 0.357, data_time: 0.001, memory: 7067, loss_cls: 3.0067, loss: 3.0067, grad_norm: 5.4545 2021-03-16 12:43:57,897 - mmaction - INFO - Epoch [16][620/1345] lr: 1.000e-02, eta: 4:52:17, time: 0.377, data_time: 0.001, memory: 7067, loss_cls: 3.2013, loss: 3.2013, grad_norm: 5.2462 2021-03-16 12:44:05,291 - mmaction - INFO - Epoch [16][640/1345] lr: 1.000e-02, eta: 4:52:09, time: 0.369, data_time: 0.000, memory: 7067, loss_cls: 3.1196, loss: 3.1196, grad_norm: 5.1736 2021-03-16 12:44:12,540 - mmaction - INFO - Epoch [16][660/1345] lr: 1.000e-02, eta: 4:52:01, time: 0.363, data_time: 0.003, memory: 7067, loss_cls: 3.2220, loss: 3.2220, grad_norm: 5.4020 2021-03-16 12:44:19,913 - mmaction - INFO - Epoch [16][680/1345] lr: 1.000e-02, eta: 4:51:53, time: 0.368, data_time: 0.001, memory: 7067, loss_cls: 3.1583, loss: 3.1583, grad_norm: 5.5143 2021-03-16 12:44:27,329 - mmaction - INFO - Epoch [16][700/1345] lr: 1.000e-02, eta: 4:51:45, time: 0.371, data_time: 0.002, memory: 7067, loss_cls: 3.2080, loss: 3.2080, grad_norm: 5.2480 2021-03-16 12:44:34,747 - mmaction - INFO - Epoch [16][720/1345] lr: 1.000e-02, eta: 4:51:37, time: 0.369, data_time: 0.002, memory: 7067, loss_cls: 3.2043, loss: 3.2043, grad_norm: 5.4491 2021-03-16 12:44:42,022 - mmaction - INFO - Epoch [16][740/1345] lr: 1.000e-02, eta: 4:51:29, time: 0.366, data_time: 0.003, memory: 7067, loss_cls: 3.1744, loss: 3.1744, grad_norm: 5.6229 2021-03-16 12:44:49,249 - mmaction - INFO - Epoch [16][760/1345] lr: 1.000e-02, eta: 4:51:21, time: 0.362, data_time: 0.002, memory: 7067, loss_cls: 3.1605, loss: 3.1605, grad_norm: 5.3139 2021-03-16 12:44:56,816 - mmaction - INFO - Epoch [16][780/1345] lr: 1.000e-02, eta: 4:51:13, time: 0.379, data_time: 0.001, memory: 7067, loss_cls: 3.1565, loss: 3.1565, grad_norm: 5.3875 2021-03-16 12:45:04,005 - mmaction - INFO - Epoch [16][800/1345] lr: 1.000e-02, eta: 4:51:05, time: 0.359, data_time: 0.001, memory: 7067, loss_cls: 3.0255, loss: 3.0255, grad_norm: 5.6562 2021-03-16 12:45:11,091 - mmaction - INFO - Epoch [16][820/1345] lr: 1.000e-02, eta: 4:50:56, time: 0.355, data_time: 0.001, memory: 7067, loss_cls: 3.1220, loss: 3.1220, grad_norm: 5.2836 2021-03-16 12:45:18,274 - mmaction - INFO - Epoch [16][840/1345] lr: 1.000e-02, eta: 4:50:48, time: 0.358, data_time: 0.001, memory: 7067, loss_cls: 2.9995, loss: 2.9995, grad_norm: 5.3041 2021-03-16 12:45:25,675 - mmaction - INFO - Epoch [16][860/1345] lr: 1.000e-02, eta: 4:50:40, time: 0.371, data_time: 0.002, memory: 7067, loss_cls: 3.0995, loss: 3.0995, grad_norm: 5.3660 2021-03-16 12:45:32,916 - mmaction - INFO - Epoch [16][880/1345] lr: 1.000e-02, eta: 4:50:32, time: 0.362, data_time: 0.001, memory: 7067, loss_cls: 3.2339, loss: 3.2339, grad_norm: 5.1119 2021-03-16 12:45:40,145 - mmaction - INFO - Epoch [16][900/1345] lr: 1.000e-02, eta: 4:50:24, time: 0.361, data_time: 0.001, memory: 7067, loss_cls: 3.0906, loss: 3.0906, grad_norm: 5.2899 2021-03-16 12:45:47,544 - mmaction - INFO - Epoch [16][920/1345] lr: 1.000e-02, eta: 4:50:16, time: 0.370, data_time: 0.001, memory: 7067, loss_cls: 3.1819, loss: 3.1819, grad_norm: 5.4326 2021-03-16 12:45:54,751 - mmaction - INFO - Epoch [16][940/1345] lr: 1.000e-02, eta: 4:50:07, time: 0.359, data_time: 0.001, memory: 7067, loss_cls: 3.1766, loss: 3.1766, grad_norm: 5.1858 2021-03-16 12:46:02,166 - mmaction - INFO - Epoch [16][960/1345] lr: 1.000e-02, eta: 4:50:00, time: 0.372, data_time: 0.002, memory: 7067, loss_cls: 3.1826, loss: 3.1826, grad_norm: 5.1209 2021-03-16 12:46:09,304 - mmaction - INFO - Epoch [16][980/1345] lr: 1.000e-02, eta: 4:49:51, time: 0.356, data_time: 0.001, memory: 7067, loss_cls: 3.0313, loss: 3.0313, grad_norm: 5.4055 2021-03-16 12:46:16,406 - mmaction - INFO - Epoch [16][1000/1345] lr: 1.000e-02, eta: 4:49:43, time: 0.355, data_time: 0.001, memory: 7067, loss_cls: 3.3149, loss: 3.3149, grad_norm: 5.2152 2021-03-16 12:46:23,649 - mmaction - INFO - Epoch [16][1020/1345] lr: 1.000e-02, eta: 4:49:35, time: 0.363, data_time: 0.001, memory: 7067, loss_cls: 3.0213, loss: 3.0213, grad_norm: 5.4732 2021-03-16 12:46:31,032 - mmaction - INFO - Epoch [16][1040/1345] lr: 1.000e-02, eta: 4:49:27, time: 0.369, data_time: 0.000, memory: 7067, loss_cls: 3.1775, loss: 3.1775, grad_norm: 5.1826 2021-03-16 12:46:38,247 - mmaction - INFO - Epoch [16][1060/1345] lr: 1.000e-02, eta: 4:49:18, time: 0.361, data_time: 0.001, memory: 7067, loss_cls: 3.0663, loss: 3.0663, grad_norm: 5.5039 2021-03-16 12:46:45,471 - mmaction - INFO - Epoch [16][1080/1345] lr: 1.000e-02, eta: 4:49:10, time: 0.360, data_time: 0.001, memory: 7067, loss_cls: 3.1366, loss: 3.1366, grad_norm: 5.4153 2021-03-16 12:46:52,885 - mmaction - INFO - Epoch [16][1100/1345] lr: 1.000e-02, eta: 4:49:02, time: 0.370, data_time: 0.002, memory: 7067, loss_cls: 3.0964, loss: 3.0964, grad_norm: 5.5446 2021-03-16 12:46:59,975 - mmaction - INFO - Epoch [16][1120/1345] lr: 1.000e-02, eta: 4:48:54, time: 0.356, data_time: 0.002, memory: 7067, loss_cls: 3.1057, loss: 3.1057, grad_norm: 5.3081 2021-03-16 12:47:07,155 - mmaction - INFO - Epoch [16][1140/1345] lr: 1.000e-02, eta: 4:48:45, time: 0.358, data_time: 0.000, memory: 7067, loss_cls: 3.1552, loss: 3.1552, grad_norm: 5.2008 2021-03-16 12:47:14,364 - mmaction - INFO - Epoch [16][1160/1345] lr: 1.000e-02, eta: 4:48:37, time: 0.361, data_time: 0.001, memory: 7067, loss_cls: 3.0050, loss: 3.0050, grad_norm: 5.4012 2021-03-16 12:47:21,530 - mmaction - INFO - Epoch [16][1180/1345] lr: 1.000e-02, eta: 4:48:29, time: 0.358, data_time: 0.001, memory: 7067, loss_cls: 2.9992, loss: 2.9992, grad_norm: 5.7422 2021-03-16 12:47:28,744 - mmaction - INFO - Epoch [16][1200/1345] lr: 1.000e-02, eta: 4:48:21, time: 0.360, data_time: 0.001, memory: 7067, loss_cls: 3.1812, loss: 3.1812, grad_norm: 5.1796 2021-03-16 12:47:36,082 - mmaction - INFO - Epoch [16][1220/1345] lr: 1.000e-02, eta: 4:48:13, time: 0.368, data_time: 0.002, memory: 7067, loss_cls: 3.1088, loss: 3.1088, grad_norm: 5.2921 2021-03-16 12:47:43,162 - mmaction - INFO - Epoch [16][1240/1345] lr: 1.000e-02, eta: 4:48:04, time: 0.354, data_time: 0.000, memory: 7067, loss_cls: 3.0927, loss: 3.0927, grad_norm: 5.3410 2021-03-16 12:47:50,440 - mmaction - INFO - Epoch [16][1260/1345] lr: 1.000e-02, eta: 4:47:56, time: 0.361, data_time: 0.001, memory: 7067, loss_cls: 3.1977, loss: 3.1977, grad_norm: 5.1974 2021-03-16 12:47:57,761 - mmaction - INFO - Epoch [16][1280/1345] lr: 1.000e-02, eta: 4:47:48, time: 0.368, data_time: 0.003, memory: 7067, loss_cls: 3.1018, loss: 3.1018, grad_norm: 5.1469 2021-03-16 12:48:05,072 - mmaction - INFO - Epoch [16][1300/1345] lr: 1.000e-02, eta: 4:47:40, time: 0.366, data_time: 0.002, memory: 7067, loss_cls: 3.2228, loss: 3.2228, grad_norm: 5.4758 2021-03-16 12:48:12,546 - mmaction - INFO - Epoch [16][1320/1345] lr: 1.000e-02, eta: 4:47:32, time: 0.373, data_time: 0.001, memory: 7067, loss_cls: 3.1162, loss: 3.1162, grad_norm: 5.3343 2021-03-16 12:48:19,614 - mmaction - INFO - Epoch [16][1340/1345] lr: 1.000e-02, eta: 4:47:24, time: 0.355, data_time: 0.002, memory: 7067, loss_cls: 3.1293, loss: 3.1293, grad_norm: 5.2597 2021-03-16 12:48:21,284 - mmaction - INFO - Saving checkpoint at 16 epochs 2021-03-16 12:49:24,988 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-16 12:49:25,126 - mmaction - INFO - top1_acc 0.3230 top5_acc 0.6140 2021-03-16 12:49:25,126 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-16 12:49:25,134 - mmaction - INFO - mean_acc 0.2865 2021-03-16 12:49:25,467 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_16.pth. 2021-03-16 12:49:25,467 - mmaction - INFO - Best top1_acc is 0.3230 at 16 epoch. 2021-03-16 12:49:25,470 - mmaction - INFO - Epoch(val) [16][1345] top1_acc: 0.3230, top5_acc: 0.6140, mean_class_accuracy: 0.2865 2021-03-16 12:49:43,188 - mmaction - INFO - Epoch [17][20/1345] lr: 1.000e-02, eta: 4:47:32, time: 0.886, data_time: 0.440, memory: 7067, loss_cls: 3.0368, loss: 3.0368, grad_norm: 5.3945 2021-03-16 12:49:50,695 - mmaction - INFO - Epoch [17][40/1345] lr: 1.000e-02, eta: 4:47:24, time: 0.375, data_time: 0.001, memory: 7067, loss_cls: 3.0551, loss: 3.0551, grad_norm: 5.3462 2021-03-16 12:49:58,039 - mmaction - INFO - Epoch [17][60/1345] lr: 1.000e-02, eta: 4:47:16, time: 0.367, data_time: 0.001, memory: 7067, loss_cls: 3.1159, loss: 3.1159, grad_norm: 5.3424 2021-03-16 12:50:05,265 - mmaction - INFO - Epoch [17][80/1345] lr: 1.000e-02, eta: 4:47:08, time: 0.362, data_time: 0.002, memory: 7067, loss_cls: 2.9441, loss: 2.9441, grad_norm: 5.3683 2021-03-16 12:50:12,734 - mmaction - INFO - Epoch [17][100/1345] lr: 1.000e-02, eta: 4:47:00, time: 0.374, data_time: 0.002, memory: 7067, loss_cls: 3.0383, loss: 3.0383, grad_norm: 5.4032 2021-03-16 12:50:20,199 - mmaction - INFO - Epoch [17][120/1345] lr: 1.000e-02, eta: 4:46:53, time: 0.373, data_time: 0.001, memory: 7067, loss_cls: 3.2104, loss: 3.2104, grad_norm: 5.4215 2021-03-16 12:50:27,575 - mmaction - INFO - Epoch [17][140/1345] lr: 1.000e-02, eta: 4:46:45, time: 0.369, data_time: 0.001, memory: 7067, loss_cls: 3.1007, loss: 3.1007, grad_norm: 5.1796 2021-03-16 12:50:35,084 - mmaction - INFO - Epoch [17][160/1345] lr: 1.000e-02, eta: 4:46:37, time: 0.375, data_time: 0.001, memory: 7067, loss_cls: 3.1590, loss: 3.1590, grad_norm: 5.1085 2021-03-16 12:50:42,494 - mmaction - INFO - Epoch [17][180/1345] lr: 1.000e-02, eta: 4:46:29, time: 0.371, data_time: 0.001, memory: 7067, loss_cls: 3.2174, loss: 3.2174, grad_norm: 5.0467 2021-03-16 12:50:49,905 - mmaction - INFO - Epoch [17][200/1345] lr: 1.000e-02, eta: 4:46:21, time: 0.371, data_time: 0.001, memory: 7067, loss_cls: 3.1157, loss: 3.1157, grad_norm: 5.0707 2021-03-16 12:50:57,420 - mmaction - INFO - Epoch [17][220/1345] lr: 1.000e-02, eta: 4:46:14, time: 0.375, data_time: 0.001, memory: 7067, loss_cls: 3.0703, loss: 3.0703, grad_norm: 5.5000 2021-03-16 12:51:04,788 - mmaction - INFO - Epoch [17][240/1345] lr: 1.000e-02, eta: 4:46:06, time: 0.369, data_time: 0.001, memory: 7067, loss_cls: 3.0745, loss: 3.0745, grad_norm: 5.3641 2021-03-16 12:51:12,116 - mmaction - INFO - Epoch [17][260/1345] lr: 1.000e-02, eta: 4:45:58, time: 0.366, data_time: 0.001, memory: 7067, loss_cls: 3.1292, loss: 3.1292, grad_norm: 5.5047 2021-03-16 12:51:19,295 - mmaction - INFO - Epoch [17][280/1345] lr: 1.000e-02, eta: 4:45:49, time: 0.359, data_time: 0.001, memory: 7067, loss_cls: 3.0481, loss: 3.0481, grad_norm: 5.2939 2021-03-16 12:51:26,483 - mmaction - INFO - Epoch [17][300/1345] lr: 1.000e-02, eta: 4:45:41, time: 0.360, data_time: 0.001, memory: 7067, loss_cls: 3.1078, loss: 3.1078, grad_norm: 5.1820 2021-03-16 12:51:33,905 - mmaction - INFO - Epoch [17][320/1345] lr: 1.000e-02, eta: 4:45:33, time: 0.370, data_time: 0.000, memory: 7067, loss_cls: 3.0585, loss: 3.0585, grad_norm: 5.3292 2021-03-16 12:51:41,149 - mmaction - INFO - Epoch [17][340/1345] lr: 1.000e-02, eta: 4:45:25, time: 0.363, data_time: 0.003, memory: 7067, loss_cls: 3.1009, loss: 3.1009, grad_norm: 5.3706 2021-03-16 12:51:48,539 - mmaction - INFO - Epoch [17][360/1345] lr: 1.000e-02, eta: 4:45:17, time: 0.369, data_time: 0.001, memory: 7067, loss_cls: 3.0905, loss: 3.0905, grad_norm: 5.3700 2021-03-16 12:51:55,745 - mmaction - INFO - Epoch [17][380/1345] lr: 1.000e-02, eta: 4:45:09, time: 0.361, data_time: 0.001, memory: 7067, loss_cls: 3.1745, loss: 3.1745, grad_norm: 5.4500 2021-03-16 12:52:03,093 - mmaction - INFO - Epoch [17][400/1345] lr: 1.000e-02, eta: 4:45:01, time: 0.367, data_time: 0.000, memory: 7067, loss_cls: 3.1692, loss: 3.1692, grad_norm: 5.2852 2021-03-16 12:52:10,244 - mmaction - INFO - Epoch [17][420/1345] lr: 1.000e-02, eta: 4:44:53, time: 0.356, data_time: 0.001, memory: 7067, loss_cls: 3.0903, loss: 3.0903, grad_norm: 5.2111 2021-03-16 12:52:17,921 - mmaction - INFO - Epoch [17][440/1345] lr: 1.000e-02, eta: 4:44:46, time: 0.385, data_time: 0.002, memory: 7067, loss_cls: 3.0591, loss: 3.0591, grad_norm: 5.5744 2021-03-16 12:52:25,154 - mmaction - INFO - Epoch [17][460/1345] lr: 1.000e-02, eta: 4:44:37, time: 0.361, data_time: 0.001, memory: 7067, loss_cls: 3.1079, loss: 3.1079, grad_norm: 5.2953 2021-03-16 12:52:32,513 - mmaction - INFO - Epoch [17][480/1345] lr: 1.000e-02, eta: 4:44:29, time: 0.369, data_time: 0.001, memory: 7067, loss_cls: 3.0300, loss: 3.0300, grad_norm: 5.5342 2021-03-16 12:52:39,678 - mmaction - INFO - Epoch [17][500/1345] lr: 1.000e-02, eta: 4:44:21, time: 0.358, data_time: 0.000, memory: 7067, loss_cls: 3.0272, loss: 3.0272, grad_norm: 5.3742 2021-03-16 12:52:47,173 - mmaction - INFO - Epoch [17][520/1345] lr: 1.000e-02, eta: 4:44:13, time: 0.375, data_time: 0.001, memory: 7067, loss_cls: 3.1764, loss: 3.1764, grad_norm: 5.4329 2021-03-16 12:52:54,425 - mmaction - INFO - Epoch [17][540/1345] lr: 1.000e-02, eta: 4:44:05, time: 0.362, data_time: 0.000, memory: 7067, loss_cls: 3.0289, loss: 3.0289, grad_norm: 5.4825 2021-03-16 12:53:01,758 - mmaction - INFO - Epoch [17][560/1345] lr: 1.000e-02, eta: 4:43:57, time: 0.366, data_time: 0.001, memory: 7067, loss_cls: 2.9784, loss: 2.9784, grad_norm: 5.5598 2021-03-16 12:53:09,030 - mmaction - INFO - Epoch [17][580/1345] lr: 1.000e-02, eta: 4:43:49, time: 0.364, data_time: 0.002, memory: 7067, loss_cls: 2.9921, loss: 2.9921, grad_norm: 5.3958 2021-03-16 12:53:16,207 - mmaction - INFO - Epoch [17][600/1345] lr: 1.000e-02, eta: 4:43:41, time: 0.358, data_time: 0.001, memory: 7067, loss_cls: 3.1406, loss: 3.1406, grad_norm: 5.4982 2021-03-16 12:53:23,640 - mmaction - INFO - Epoch [17][620/1345] lr: 1.000e-02, eta: 4:43:33, time: 0.372, data_time: 0.002, memory: 7067, loss_cls: 3.0448, loss: 3.0448, grad_norm: 5.3779 2021-03-16 12:53:31,013 - mmaction - INFO - Epoch [17][640/1345] lr: 1.000e-02, eta: 4:43:25, time: 0.368, data_time: 0.002, memory: 7067, loss_cls: 3.1394, loss: 3.1394, grad_norm: 5.5519 2021-03-16 12:53:38,491 - mmaction - INFO - Epoch [17][660/1345] lr: 1.000e-02, eta: 4:43:18, time: 0.374, data_time: 0.002, memory: 7067, loss_cls: 3.1514, loss: 3.1514, grad_norm: 5.2777 2021-03-16 12:53:45,869 - mmaction - INFO - Epoch [17][680/1345] lr: 1.000e-02, eta: 4:43:10, time: 0.369, data_time: 0.001, memory: 7067, loss_cls: 3.0560, loss: 3.0560, grad_norm: 5.5958 2021-03-16 12:53:53,039 - mmaction - INFO - Epoch [17][700/1345] lr: 1.000e-02, eta: 4:43:01, time: 0.359, data_time: 0.001, memory: 7067, loss_cls: 3.0677, loss: 3.0677, grad_norm: 5.4964 2021-03-16 12:54:00,810 - mmaction - INFO - Epoch [17][720/1345] lr: 1.000e-02, eta: 4:42:54, time: 0.388, data_time: 0.000, memory: 7067, loss_cls: 3.0601, loss: 3.0601, grad_norm: 5.4660 2021-03-16 12:54:08,189 - mmaction - INFO - Epoch [17][740/1345] lr: 1.000e-02, eta: 4:42:46, time: 0.370, data_time: 0.001, memory: 7067, loss_cls: 3.0615, loss: 3.0615, grad_norm: 5.6891 2021-03-16 12:54:15,669 - mmaction - INFO - Epoch [17][760/1345] lr: 1.000e-02, eta: 4:42:39, time: 0.373, data_time: 0.000, memory: 7067, loss_cls: 3.0287, loss: 3.0287, grad_norm: 5.4811 2021-03-16 12:54:23,119 - mmaction - INFO - Epoch [17][780/1345] lr: 1.000e-02, eta: 4:42:31, time: 0.373, data_time: 0.002, memory: 7067, loss_cls: 3.1228, loss: 3.1228, grad_norm: 5.3482 2021-03-16 12:54:30,447 - mmaction - INFO - Epoch [17][800/1345] lr: 1.000e-02, eta: 4:42:23, time: 0.366, data_time: 0.001, memory: 7067, loss_cls: 3.0522, loss: 3.0522, grad_norm: 5.7309 2021-03-16 12:54:37,915 - mmaction - INFO - Epoch [17][820/1345] lr: 1.000e-02, eta: 4:42:15, time: 0.373, data_time: 0.001, memory: 7067, loss_cls: 3.1659, loss: 3.1659, grad_norm: 5.4453 2021-03-16 12:54:45,237 - mmaction - INFO - Epoch [17][840/1345] lr: 1.000e-02, eta: 4:42:07, time: 0.367, data_time: 0.002, memory: 7067, loss_cls: 3.1134, loss: 3.1134, grad_norm: 5.5025 2021-03-16 12:54:52,816 - mmaction - INFO - Epoch [17][860/1345] lr: 1.000e-02, eta: 4:42:00, time: 0.378, data_time: 0.001, memory: 7067, loss_cls: 3.1259, loss: 3.1259, grad_norm: 5.4729 2021-03-16 12:54:59,844 - mmaction - INFO - Epoch [17][880/1345] lr: 1.000e-02, eta: 4:41:51, time: 0.352, data_time: 0.001, memory: 7067, loss_cls: 3.1142, loss: 3.1142, grad_norm: 5.2866 2021-03-16 12:55:06,929 - mmaction - INFO - Epoch [17][900/1345] lr: 1.000e-02, eta: 4:41:43, time: 0.352, data_time: 0.001, memory: 7067, loss_cls: 3.1716, loss: 3.1716, grad_norm: 5.2614 2021-03-16 12:55:13,965 - mmaction - INFO - Epoch [17][920/1345] lr: 1.000e-02, eta: 4:41:34, time: 0.353, data_time: 0.002, memory: 7067, loss_cls: 3.0877, loss: 3.0877, grad_norm: 5.3195 2021-03-16 12:55:21,256 - mmaction - INFO - Epoch [17][940/1345] lr: 1.000e-02, eta: 4:41:26, time: 0.365, data_time: 0.002, memory: 7067, loss_cls: 3.1044, loss: 3.1044, grad_norm: 5.2199 2021-03-16 12:55:28,683 - mmaction - INFO - Epoch [17][960/1345] lr: 1.000e-02, eta: 4:41:18, time: 0.369, data_time: 0.001, memory: 7067, loss_cls: 3.2076, loss: 3.2076, grad_norm: 5.3810 2021-03-16 12:55:36,141 - mmaction - INFO - Epoch [17][980/1345] lr: 1.000e-02, eta: 4:41:11, time: 0.374, data_time: 0.003, memory: 7067, loss_cls: 3.1317, loss: 3.1317, grad_norm: 5.2457 2021-03-16 12:55:43,750 - mmaction - INFO - Epoch [17][1000/1345] lr: 1.000e-02, eta: 4:41:03, time: 0.381, data_time: 0.001, memory: 7067, loss_cls: 3.1666, loss: 3.1666, grad_norm: 5.4152 2021-03-16 12:55:51,132 - mmaction - INFO - Epoch [17][1020/1345] lr: 1.000e-02, eta: 4:40:56, time: 0.368, data_time: 0.000, memory: 7067, loss_cls: 3.0511, loss: 3.0511, grad_norm: 5.4030 2021-03-16 12:55:58,705 - mmaction - INFO - Epoch [17][1040/1345] lr: 1.000e-02, eta: 4:40:48, time: 0.378, data_time: 0.001, memory: 7067, loss_cls: 2.9391, loss: 2.9391, grad_norm: 5.5257 2021-03-16 12:56:06,045 - mmaction - INFO - Epoch [17][1060/1345] lr: 1.000e-02, eta: 4:40:40, time: 0.368, data_time: 0.002, memory: 7067, loss_cls: 3.1765, loss: 3.1765, grad_norm: 5.5690 2021-03-16 12:56:13,338 - mmaction - INFO - Epoch [17][1080/1345] lr: 1.000e-02, eta: 4:40:32, time: 0.365, data_time: 0.001, memory: 7067, loss_cls: 3.0522, loss: 3.0522, grad_norm: 5.6637 2021-03-16 12:56:20,761 - mmaction - INFO - Epoch [17][1100/1345] lr: 1.000e-02, eta: 4:40:24, time: 0.371, data_time: 0.000, memory: 7067, loss_cls: 3.0815, loss: 3.0815, grad_norm: 5.4969 2021-03-16 12:56:27,970 - mmaction - INFO - Epoch [17][1120/1345] lr: 1.000e-02, eta: 4:40:16, time: 0.359, data_time: 0.001, memory: 7067, loss_cls: 3.1103, loss: 3.1103, grad_norm: 5.5267 2021-03-16 12:56:35,411 - mmaction - INFO - Epoch [17][1140/1345] lr: 1.000e-02, eta: 4:40:08, time: 0.373, data_time: 0.002, memory: 7067, loss_cls: 3.2084, loss: 3.2084, grad_norm: 5.2730 2021-03-16 12:56:42,687 - mmaction - INFO - Epoch [17][1160/1345] lr: 1.000e-02, eta: 4:40:00, time: 0.364, data_time: 0.000, memory: 7067, loss_cls: 3.0074, loss: 3.0074, grad_norm: 5.6638 2021-03-16 12:56:49,764 - mmaction - INFO - Epoch [17][1180/1345] lr: 1.000e-02, eta: 4:39:52, time: 0.353, data_time: 0.001, memory: 7067, loss_cls: 3.0930, loss: 3.0930, grad_norm: 5.6705 2021-03-16 12:56:57,282 - mmaction - INFO - Epoch [17][1200/1345] lr: 1.000e-02, eta: 4:39:44, time: 0.377, data_time: 0.001, memory: 7067, loss_cls: 3.0714, loss: 3.0714, grad_norm: 5.5714 2021-03-16 12:57:04,468 - mmaction - INFO - Epoch [17][1220/1345] lr: 1.000e-02, eta: 4:39:36, time: 0.359, data_time: 0.000, memory: 7067, loss_cls: 3.2345, loss: 3.2345, grad_norm: 5.5163 2021-03-16 12:57:12,052 - mmaction - INFO - Epoch [17][1240/1345] lr: 1.000e-02, eta: 4:39:29, time: 0.379, data_time: 0.002, memory: 7067, loss_cls: 3.1362, loss: 3.1362, grad_norm: 5.5393 2021-03-16 12:57:19,313 - mmaction - INFO - Epoch [17][1260/1345] lr: 1.000e-02, eta: 4:39:21, time: 0.364, data_time: 0.002, memory: 7067, loss_cls: 3.2674, loss: 3.2674, grad_norm: 5.2088 2021-03-16 12:57:26,842 - mmaction - INFO - Epoch [17][1280/1345] lr: 1.000e-02, eta: 4:39:13, time: 0.375, data_time: 0.001, memory: 7067, loss_cls: 3.1889, loss: 3.1889, grad_norm: 5.2205 2021-03-16 12:57:34,382 - mmaction - INFO - Epoch [17][1300/1345] lr: 1.000e-02, eta: 4:39:05, time: 0.377, data_time: 0.002, memory: 7067, loss_cls: 2.9253, loss: 2.9253, grad_norm: 5.5067 2021-03-16 12:57:41,599 - mmaction - INFO - Epoch [17][1320/1345] lr: 1.000e-02, eta: 4:38:57, time: 0.361, data_time: 0.001, memory: 7067, loss_cls: 3.0850, loss: 3.0850, grad_norm: 5.2063 2021-03-16 12:57:48,837 - mmaction - INFO - Epoch [17][1340/1345] lr: 1.000e-02, eta: 4:38:49, time: 0.362, data_time: 0.001, memory: 7067, loss_cls: 3.1402, loss: 3.1402, grad_norm: 5.4972 2021-03-16 12:57:50,636 - mmaction - INFO - Saving checkpoint at 17 epochs 2021-03-16 12:58:08,559 - mmaction - INFO - Epoch [18][20/1345] lr: 1.000e-02, eta: 4:38:56, time: 0.878, data_time: 0.455, memory: 7067, loss_cls: 3.0835, loss: 3.0835, grad_norm: 5.1330 2021-03-16 12:58:16,151 - mmaction - INFO - Epoch [18][40/1345] lr: 1.000e-02, eta: 4:38:48, time: 0.380, data_time: 0.001, memory: 7067, loss_cls: 3.1405, loss: 3.1405, grad_norm: 5.4212 2021-03-16 12:58:23,685 - mmaction - INFO - Epoch [18][60/1345] lr: 1.000e-02, eta: 4:38:41, time: 0.378, data_time: 0.001, memory: 7067, loss_cls: 2.9689, loss: 2.9689, grad_norm: 5.8350 2021-03-16 12:58:31,112 - mmaction - INFO - Epoch [18][80/1345] lr: 1.000e-02, eta: 4:38:33, time: 0.371, data_time: 0.000, memory: 7067, loss_cls: 3.1235, loss: 3.1235, grad_norm: 5.3792 2021-03-16 12:58:38,564 - mmaction - INFO - Epoch [18][100/1345] lr: 1.000e-02, eta: 4:38:25, time: 0.372, data_time: 0.000, memory: 7067, loss_cls: 2.9513, loss: 2.9513, grad_norm: 5.5048 2021-03-16 12:58:45,834 - mmaction - INFO - Epoch [18][120/1345] lr: 1.000e-02, eta: 4:38:17, time: 0.364, data_time: 0.001, memory: 7067, loss_cls: 3.0857, loss: 3.0857, grad_norm: 5.3871 2021-03-16 12:58:53,047 - mmaction - INFO - Epoch [18][140/1345] lr: 1.000e-02, eta: 4:38:09, time: 0.360, data_time: 0.000, memory: 7067, loss_cls: 3.2291, loss: 3.2291, grad_norm: 5.4323 2021-03-16 12:59:00,294 - mmaction - INFO - Epoch [18][160/1345] lr: 1.000e-02, eta: 4:38:01, time: 0.363, data_time: 0.001, memory: 7067, loss_cls: 3.0739, loss: 3.0739, grad_norm: 5.1616 2021-03-16 12:59:07,870 - mmaction - INFO - Epoch [18][180/1345] lr: 1.000e-02, eta: 4:37:53, time: 0.377, data_time: 0.000, memory: 7067, loss_cls: 3.0630, loss: 3.0630, grad_norm: 5.5002 2021-03-16 12:59:15,226 - mmaction - INFO - Epoch [18][200/1345] lr: 1.000e-02, eta: 4:37:45, time: 0.369, data_time: 0.002, memory: 7067, loss_cls: 3.0472, loss: 3.0472, grad_norm: 5.3307 2021-03-16 12:59:22,348 - mmaction - INFO - Epoch [18][220/1345] lr: 1.000e-02, eta: 4:37:37, time: 0.355, data_time: 0.000, memory: 7067, loss_cls: 2.8752, loss: 2.8752, grad_norm: 5.8219 2021-03-16 12:59:29,591 - mmaction - INFO - Epoch [18][240/1345] lr: 1.000e-02, eta: 4:37:29, time: 0.362, data_time: 0.001, memory: 7067, loss_cls: 3.0817, loss: 3.0817, grad_norm: 5.3484 2021-03-16 12:59:36,918 - mmaction - INFO - Epoch [18][260/1345] lr: 1.000e-02, eta: 4:37:21, time: 0.366, data_time: 0.001, memory: 7067, loss_cls: 3.1310, loss: 3.1310, grad_norm: 5.4708 2021-03-16 12:59:44,339 - mmaction - INFO - Epoch [18][280/1345] lr: 1.000e-02, eta: 4:37:13, time: 0.371, data_time: 0.001, memory: 7067, loss_cls: 3.0597, loss: 3.0597, grad_norm: 5.5813 2021-03-16 12:59:51,583 - mmaction - INFO - Epoch [18][300/1345] lr: 1.000e-02, eta: 4:37:05, time: 0.363, data_time: 0.001, memory: 7067, loss_cls: 3.0306, loss: 3.0306, grad_norm: 5.3855 2021-03-16 12:59:59,042 - mmaction - INFO - Epoch [18][320/1345] lr: 1.000e-02, eta: 4:36:57, time: 0.371, data_time: 0.000, memory: 7067, loss_cls: 3.0513, loss: 3.0513, grad_norm: 5.6524 2021-03-16 13:00:06,404 - mmaction - INFO - Epoch [18][340/1345] lr: 1.000e-02, eta: 4:36:49, time: 0.369, data_time: 0.002, memory: 7067, loss_cls: 3.1783, loss: 3.1783, grad_norm: 5.3453 2021-03-16 13:00:14,035 - mmaction - INFO - Epoch [18][360/1345] lr: 1.000e-02, eta: 4:36:42, time: 0.382, data_time: 0.001, memory: 7067, loss_cls: 3.0860, loss: 3.0860, grad_norm: 5.5195 2021-03-16 13:00:21,607 - mmaction - INFO - Epoch [18][380/1345] lr: 1.000e-02, eta: 4:36:35, time: 0.379, data_time: 0.000, memory: 7067, loss_cls: 3.0281, loss: 3.0281, grad_norm: 5.3862 2021-03-16 13:00:28,647 - mmaction - INFO - Epoch [18][400/1345] lr: 1.000e-02, eta: 4:36:26, time: 0.352, data_time: 0.000, memory: 7067, loss_cls: 3.0410, loss: 3.0410, grad_norm: 5.3632 2021-03-16 13:00:36,029 - mmaction - INFO - Epoch [18][420/1345] lr: 1.000e-02, eta: 4:36:18, time: 0.369, data_time: 0.001, memory: 7067, loss_cls: 3.0660, loss: 3.0660, grad_norm: 5.2328 2021-03-16 13:00:43,352 - mmaction - INFO - Epoch [18][440/1345] lr: 1.000e-02, eta: 4:36:10, time: 0.366, data_time: 0.001, memory: 7067, loss_cls: 3.0655, loss: 3.0655, grad_norm: 5.3429 2021-03-16 13:00:50,734 - mmaction - INFO - Epoch [18][460/1345] lr: 1.000e-02, eta: 4:36:02, time: 0.369, data_time: 0.001, memory: 7067, loss_cls: 3.1110, loss: 3.1110, grad_norm: 5.5412 2021-03-16 13:00:58,043 - mmaction - INFO - Epoch [18][480/1345] lr: 1.000e-02, eta: 4:35:54, time: 0.366, data_time: 0.001, memory: 7067, loss_cls: 3.0215, loss: 3.0215, grad_norm: 5.6936 2021-03-16 13:01:05,215 - mmaction - INFO - Epoch [18][500/1345] lr: 1.000e-02, eta: 4:35:46, time: 0.359, data_time: 0.000, memory: 7067, loss_cls: 3.1046, loss: 3.1046, grad_norm: 5.3900 2021-03-16 13:01:12,557 - mmaction - INFO - Epoch [18][520/1345] lr: 1.000e-02, eta: 4:35:38, time: 0.367, data_time: 0.000, memory: 7067, loss_cls: 3.0504, loss: 3.0504, grad_norm: 5.3605 2021-03-16 13:01:20,056 - mmaction - INFO - Epoch [18][540/1345] lr: 1.000e-02, eta: 4:35:31, time: 0.375, data_time: 0.001, memory: 7067, loss_cls: 3.0589, loss: 3.0589, grad_norm: 5.7565 2021-03-16 13:01:27,113 - mmaction - INFO - Epoch [18][560/1345] lr: 1.000e-02, eta: 4:35:22, time: 0.353, data_time: 0.001, memory: 7067, loss_cls: 3.0889, loss: 3.0889, grad_norm: 5.2527 2021-03-16 13:01:34,407 - mmaction - INFO - Epoch [18][580/1345] lr: 1.000e-02, eta: 4:35:14, time: 0.365, data_time: 0.001, memory: 7067, loss_cls: 3.1281, loss: 3.1281, grad_norm: 5.4186 2021-03-16 13:01:41,754 - mmaction - INFO - Epoch [18][600/1345] lr: 1.000e-02, eta: 4:35:06, time: 0.367, data_time: 0.000, memory: 7067, loss_cls: 3.1195, loss: 3.1195, grad_norm: 5.2901 2021-03-16 13:01:49,144 - mmaction - INFO - Epoch [18][620/1345] lr: 1.000e-02, eta: 4:34:59, time: 0.369, data_time: 0.001, memory: 7067, loss_cls: 3.0632, loss: 3.0632, grad_norm: 5.4837 2021-03-16 13:01:56,425 - mmaction - INFO - Epoch [18][640/1345] lr: 1.000e-02, eta: 4:34:51, time: 0.364, data_time: 0.001, memory: 7067, loss_cls: 3.0533, loss: 3.0533, grad_norm: 5.4736 2021-03-16 13:02:03,719 - mmaction - INFO - Epoch [18][660/1345] lr: 1.000e-02, eta: 4:34:43, time: 0.364, data_time: 0.001, memory: 7067, loss_cls: 3.1608, loss: 3.1608, grad_norm: 5.0713 2021-03-16 13:02:11,247 - mmaction - INFO - Epoch [18][680/1345] lr: 1.000e-02, eta: 4:34:35, time: 0.377, data_time: 0.001, memory: 7067, loss_cls: 3.1217, loss: 3.1217, grad_norm: 5.4127 2021-03-16 13:02:18,787 - mmaction - INFO - Epoch [18][700/1345] lr: 1.000e-02, eta: 4:34:27, time: 0.377, data_time: 0.000, memory: 7067, loss_cls: 3.0436, loss: 3.0436, grad_norm: 5.5062 2021-03-16 13:02:26,336 - mmaction - INFO - Epoch [18][720/1345] lr: 1.000e-02, eta: 4:34:20, time: 0.377, data_time: 0.000, memory: 7067, loss_cls: 3.0010, loss: 3.0010, grad_norm: 5.6835 2021-03-16 13:02:33,739 - mmaction - INFO - Epoch [18][740/1345] lr: 1.000e-02, eta: 4:34:12, time: 0.370, data_time: 0.001, memory: 7067, loss_cls: 3.1091, loss: 3.1091, grad_norm: 5.6172 2021-03-16 13:02:41,327 - mmaction - INFO - Epoch [18][760/1345] lr: 1.000e-02, eta: 4:34:05, time: 0.380, data_time: 0.007, memory: 7067, loss_cls: 2.9489, loss: 2.9489, grad_norm: 5.5237 2021-03-16 13:02:48,438 - mmaction - INFO - Epoch [18][780/1345] lr: 1.000e-02, eta: 4:33:56, time: 0.356, data_time: 0.001, memory: 7067, loss_cls: 3.0360, loss: 3.0360, grad_norm: 5.2952 2021-03-16 13:02:55,665 - mmaction - INFO - Epoch [18][800/1345] lr: 1.000e-02, eta: 4:33:48, time: 0.359, data_time: 0.001, memory: 7067, loss_cls: 3.0538, loss: 3.0538, grad_norm: 5.3059 2021-03-16 13:03:03,066 - mmaction - INFO - Epoch [18][820/1345] lr: 1.000e-02, eta: 4:33:40, time: 0.372, data_time: 0.003, memory: 7067, loss_cls: 2.9435, loss: 2.9435, grad_norm: 5.4542 2021-03-16 13:03:10,585 - mmaction - INFO - Epoch [18][840/1345] lr: 1.000e-02, eta: 4:33:33, time: 0.376, data_time: 0.001, memory: 7067, loss_cls: 2.9437, loss: 2.9437, grad_norm: 5.7306 2021-03-16 13:03:17,616 - mmaction - INFO - Epoch [18][860/1345] lr: 1.000e-02, eta: 4:33:24, time: 0.352, data_time: 0.001, memory: 7067, loss_cls: 3.1232, loss: 3.1232, grad_norm: 5.4207 2021-03-16 13:03:24,885 - mmaction - INFO - Epoch [18][880/1345] lr: 1.000e-02, eta: 4:33:16, time: 0.362, data_time: 0.000, memory: 7067, loss_cls: 3.1413, loss: 3.1413, grad_norm: 5.2471 2021-03-16 13:03:32,515 - mmaction - INFO - Epoch [18][900/1345] lr: 1.000e-02, eta: 4:33:09, time: 0.382, data_time: 0.006, memory: 7067, loss_cls: 3.0739, loss: 3.0739, grad_norm: 5.2531 2021-03-16 13:03:39,819 - mmaction - INFO - Epoch [18][920/1345] lr: 1.000e-02, eta: 4:33:01, time: 0.365, data_time: 0.002, memory: 7067, loss_cls: 2.9974, loss: 2.9974, grad_norm: 5.4793 2021-03-16 13:03:47,142 - mmaction - INFO - Epoch [18][940/1345] lr: 1.000e-02, eta: 4:32:53, time: 0.366, data_time: 0.002, memory: 7067, loss_cls: 3.0093, loss: 3.0093, grad_norm: 5.6653 2021-03-16 13:03:54,497 - mmaction - INFO - Epoch [18][960/1345] lr: 1.000e-02, eta: 4:32:45, time: 0.369, data_time: 0.002, memory: 7067, loss_cls: 3.0665, loss: 3.0665, grad_norm: 5.3694 2021-03-16 13:04:01,806 - mmaction - INFO - Epoch [18][980/1345] lr: 1.000e-02, eta: 4:32:37, time: 0.365, data_time: 0.000, memory: 7067, loss_cls: 3.0032, loss: 3.0032, grad_norm: 5.7834 2021-03-16 13:04:09,075 - mmaction - INFO - Epoch [18][1000/1345] lr: 1.000e-02, eta: 4:32:29, time: 0.363, data_time: 0.000, memory: 7067, loss_cls: 3.0493, loss: 3.0493, grad_norm: 5.5498 2021-03-16 13:04:16,376 - mmaction - INFO - Epoch [18][1020/1345] lr: 1.000e-02, eta: 4:32:21, time: 0.364, data_time: 0.000, memory: 7067, loss_cls: 3.0986, loss: 3.0986, grad_norm: 5.6595 2021-03-16 13:04:23,842 - mmaction - INFO - Epoch [18][1040/1345] lr: 1.000e-02, eta: 4:32:14, time: 0.373, data_time: 0.001, memory: 7067, loss_cls: 3.1010, loss: 3.1010, grad_norm: 5.1565 2021-03-16 13:04:31,064 - mmaction - INFO - Epoch [18][1060/1345] lr: 1.000e-02, eta: 4:32:06, time: 0.362, data_time: 0.001, memory: 7067, loss_cls: 3.1176, loss: 3.1176, grad_norm: 5.3509 2021-03-16 13:04:38,462 - mmaction - INFO - Epoch [18][1080/1345] lr: 1.000e-02, eta: 4:31:58, time: 0.369, data_time: 0.001, memory: 7067, loss_cls: 3.0574, loss: 3.0574, grad_norm: 5.7175 2021-03-16 13:04:46,034 - mmaction - INFO - Epoch [18][1100/1345] lr: 1.000e-02, eta: 4:31:50, time: 0.379, data_time: 0.001, memory: 7067, loss_cls: 3.1406, loss: 3.1406, grad_norm: 5.4260 2021-03-16 13:04:53,467 - mmaction - INFO - Epoch [18][1120/1345] lr: 1.000e-02, eta: 4:31:43, time: 0.372, data_time: 0.001, memory: 7067, loss_cls: 3.0551, loss: 3.0551, grad_norm: 5.4478 2021-03-16 13:05:00,774 - mmaction - INFO - Epoch [18][1140/1345] lr: 1.000e-02, eta: 4:31:35, time: 0.365, data_time: 0.000, memory: 7067, loss_cls: 2.9358, loss: 2.9358, grad_norm: 5.3757 2021-03-16 13:05:08,004 - mmaction - INFO - Epoch [18][1160/1345] lr: 1.000e-02, eta: 4:31:26, time: 0.361, data_time: 0.000, memory: 7067, loss_cls: 2.9021, loss: 2.9021, grad_norm: 5.7464 2021-03-16 13:05:15,103 - mmaction - INFO - Epoch [18][1180/1345] lr: 1.000e-02, eta: 4:31:18, time: 0.355, data_time: 0.001, memory: 7067, loss_cls: 3.1163, loss: 3.1163, grad_norm: 5.4158 2021-03-16 13:05:22,346 - mmaction - INFO - Epoch [18][1200/1345] lr: 1.000e-02, eta: 4:31:10, time: 0.362, data_time: 0.000, memory: 7067, loss_cls: 3.0065, loss: 3.0065, grad_norm: 5.5932 2021-03-16 13:05:29,733 - mmaction - INFO - Epoch [18][1220/1345] lr: 1.000e-02, eta: 4:31:02, time: 0.369, data_time: 0.001, memory: 7067, loss_cls: 3.0148, loss: 3.0148, grad_norm: 5.3818 2021-03-16 13:05:37,273 - mmaction - INFO - Epoch [18][1240/1345] lr: 1.000e-02, eta: 4:30:55, time: 0.376, data_time: 0.000, memory: 7067, loss_cls: 3.0090, loss: 3.0090, grad_norm: 5.6460 2021-03-16 13:05:44,499 - mmaction - INFO - Epoch [18][1260/1345] lr: 1.000e-02, eta: 4:30:47, time: 0.362, data_time: 0.002, memory: 7067, loss_cls: 3.0753, loss: 3.0753, grad_norm: 5.7448 2021-03-16 13:05:51,683 - mmaction - INFO - Epoch [18][1280/1345] lr: 1.000e-02, eta: 4:30:38, time: 0.359, data_time: 0.004, memory: 7067, loss_cls: 3.1468, loss: 3.1468, grad_norm: 5.4322 2021-03-16 13:05:58,841 - mmaction - INFO - Epoch [18][1300/1345] lr: 1.000e-02, eta: 4:30:30, time: 0.359, data_time: 0.001, memory: 7067, loss_cls: 3.2172, loss: 3.2172, grad_norm: 5.3072 2021-03-16 13:06:06,096 - mmaction - INFO - Epoch [18][1320/1345] lr: 1.000e-02, eta: 4:30:22, time: 0.363, data_time: 0.001, memory: 7067, loss_cls: 2.9788, loss: 2.9788, grad_norm: 5.4673 2021-03-16 13:06:13,275 - mmaction - INFO - Epoch [18][1340/1345] lr: 1.000e-02, eta: 4:30:14, time: 0.359, data_time: 0.001, memory: 7067, loss_cls: 3.2135, loss: 3.2135, grad_norm: 5.5536 2021-03-16 13:06:14,972 - mmaction - INFO - Saving checkpoint at 18 epochs 2021-03-16 13:07:17,757 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-16 13:07:17,997 - mmaction - INFO - top1_acc 0.3222 top5_acc 0.6170 2021-03-16 13:07:17,997 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-16 13:07:18,011 - mmaction - INFO - mean_acc 0.2834 2021-03-16 13:07:18,014 - mmaction - INFO - Epoch(val) [18][1345] top1_acc: 0.3222, top5_acc: 0.6170, mean_class_accuracy: 0.2834 2021-03-16 13:07:35,335 - mmaction - INFO - Epoch [19][20/1345] lr: 1.000e-02, eta: 4:30:19, time: 0.865, data_time: 0.501, memory: 7067, loss_cls: 3.0735, loss: 3.0735, grad_norm: 5.4384 2021-03-16 13:07:42,839 - mmaction - INFO - Epoch [19][40/1345] lr: 1.000e-02, eta: 4:30:11, time: 0.375, data_time: 0.001, memory: 7067, loss_cls: 3.0618, loss: 3.0618, grad_norm: 5.2531 2021-03-16 13:07:50,044 - mmaction - INFO - Epoch [19][60/1345] lr: 1.000e-02, eta: 4:30:03, time: 0.358, data_time: 0.001, memory: 7067, loss_cls: 3.0454, loss: 3.0454, grad_norm: 5.3993 2021-03-16 13:07:57,392 - mmaction - INFO - Epoch [19][80/1345] lr: 1.000e-02, eta: 4:29:55, time: 0.369, data_time: 0.003, memory: 7067, loss_cls: 2.9655, loss: 2.9655, grad_norm: 5.6536 2021-03-16 13:08:04,684 - mmaction - INFO - Epoch [19][100/1345] lr: 1.000e-02, eta: 4:29:47, time: 0.365, data_time: 0.001, memory: 7067, loss_cls: 3.0307, loss: 3.0307, grad_norm: 5.5906 2021-03-16 13:08:12,111 - mmaction - INFO - Epoch [19][120/1345] lr: 1.000e-02, eta: 4:29:39, time: 0.371, data_time: 0.001, memory: 7067, loss_cls: 3.0742, loss: 3.0742, grad_norm: 5.2160 2021-03-16 13:08:19,217 - mmaction - INFO - Epoch [19][140/1345] lr: 1.000e-02, eta: 4:29:31, time: 0.355, data_time: 0.001, memory: 7067, loss_cls: 2.9449, loss: 2.9449, grad_norm: 5.7350 2021-03-16 13:08:26,467 - mmaction - INFO - Epoch [19][160/1345] lr: 1.000e-02, eta: 4:29:23, time: 0.362, data_time: 0.001, memory: 7067, loss_cls: 2.9789, loss: 2.9789, grad_norm: 5.3572 2021-03-16 13:08:34,048 - mmaction - INFO - Epoch [19][180/1345] lr: 1.000e-02, eta: 4:29:16, time: 0.380, data_time: 0.002, memory: 7067, loss_cls: 3.0583, loss: 3.0583, grad_norm: 5.2255 2021-03-16 13:08:41,360 - mmaction - INFO - Epoch [19][200/1345] lr: 1.000e-02, eta: 4:29:08, time: 0.365, data_time: 0.001, memory: 7067, loss_cls: 3.1157, loss: 3.1157, grad_norm: 5.6506 2021-03-16 13:08:48,899 - mmaction - INFO - Epoch [19][220/1345] lr: 1.000e-02, eta: 4:29:00, time: 0.376, data_time: 0.002, memory: 7067, loss_cls: 2.9726, loss: 2.9726, grad_norm: 5.7131 2021-03-16 13:08:56,290 - mmaction - INFO - Epoch [19][240/1345] lr: 1.000e-02, eta: 4:28:52, time: 0.371, data_time: 0.003, memory: 7067, loss_cls: 3.0431, loss: 3.0431, grad_norm: 5.4046 2021-03-16 13:09:04,067 - mmaction - INFO - Epoch [19][260/1345] lr: 1.000e-02, eta: 4:28:45, time: 0.387, data_time: 0.001, memory: 7067, loss_cls: 3.0741, loss: 3.0741, grad_norm: 5.4664 2021-03-16 13:09:11,568 - mmaction - INFO - Epoch [19][280/1345] lr: 1.000e-02, eta: 4:28:38, time: 0.377, data_time: 0.003, memory: 7067, loss_cls: 3.0423, loss: 3.0423, grad_norm: 5.4270 2021-03-16 13:09:18,850 - mmaction - INFO - Epoch [19][300/1345] lr: 1.000e-02, eta: 4:28:30, time: 0.363, data_time: 0.000, memory: 7067, loss_cls: 3.0685, loss: 3.0685, grad_norm: 5.4487 2021-03-16 13:09:26,281 - mmaction - INFO - Epoch [19][320/1345] lr: 1.000e-02, eta: 4:28:22, time: 0.372, data_time: 0.001, memory: 7067, loss_cls: 3.0028, loss: 3.0028, grad_norm: 5.4870 2021-03-16 13:09:33,531 - mmaction - INFO - Epoch [19][340/1345] lr: 1.000e-02, eta: 4:28:14, time: 0.361, data_time: 0.001, memory: 7067, loss_cls: 2.9415, loss: 2.9415, grad_norm: 5.5019 2021-03-16 13:09:40,956 - mmaction - INFO - Epoch [19][360/1345] lr: 1.000e-02, eta: 4:28:06, time: 0.373, data_time: 0.002, memory: 7067, loss_cls: 3.0290, loss: 3.0290, grad_norm: 5.4958 2021-03-16 13:09:48,296 - mmaction - INFO - Epoch [19][380/1345] lr: 1.000e-02, eta: 4:27:58, time: 0.367, data_time: 0.000, memory: 7067, loss_cls: 2.9266, loss: 2.9266, grad_norm: 5.5606 2021-03-16 13:09:55,636 - mmaction - INFO - Epoch [19][400/1345] lr: 1.000e-02, eta: 4:27:50, time: 0.366, data_time: 0.001, memory: 7067, loss_cls: 2.9965, loss: 2.9965, grad_norm: 5.5770 2021-03-16 13:10:02,793 - mmaction - INFO - Epoch [19][420/1345] lr: 1.000e-02, eta: 4:27:42, time: 0.358, data_time: 0.001, memory: 7067, loss_cls: 3.0493, loss: 3.0493, grad_norm: 5.3955 2021-03-16 13:10:10,156 - mmaction - INFO - Epoch [19][440/1345] lr: 1.000e-02, eta: 4:27:34, time: 0.368, data_time: 0.001, memory: 7067, loss_cls: 3.0390, loss: 3.0390, grad_norm: 5.5338 2021-03-16 13:10:17,629 - mmaction - INFO - Epoch [19][460/1345] lr: 1.000e-02, eta: 4:27:27, time: 0.374, data_time: 0.001, memory: 7067, loss_cls: 3.1668, loss: 3.1668, grad_norm: 5.3897 2021-03-16 13:10:25,088 - mmaction - INFO - Epoch [19][480/1345] lr: 1.000e-02, eta: 4:27:19, time: 0.372, data_time: 0.001, memory: 7067, loss_cls: 2.9805, loss: 2.9805, grad_norm: 5.5976 2021-03-16 13:10:32,217 - mmaction - INFO - Epoch [19][500/1345] lr: 1.000e-02, eta: 4:27:11, time: 0.356, data_time: 0.003, memory: 7067, loss_cls: 3.0230, loss: 3.0230, grad_norm: 5.4212 2021-03-16 13:10:39,644 - mmaction - INFO - Epoch [19][520/1345] lr: 1.000e-02, eta: 4:27:03, time: 0.372, data_time: 0.003, memory: 7067, loss_cls: 2.9936, loss: 2.9936, grad_norm: 5.4454 2021-03-16 13:10:46,827 - mmaction - INFO - Epoch [19][540/1345] lr: 1.000e-02, eta: 4:26:55, time: 0.360, data_time: 0.002, memory: 7067, loss_cls: 3.0458, loss: 3.0458, grad_norm: 5.4971 2021-03-16 13:10:53,983 - mmaction - INFO - Epoch [19][560/1345] lr: 1.000e-02, eta: 4:26:47, time: 0.358, data_time: 0.001, memory: 7067, loss_cls: 3.1000, loss: 3.1000, grad_norm: 5.4487 2021-03-16 13:11:01,323 - mmaction - INFO - Epoch [19][580/1345] lr: 1.000e-02, eta: 4:26:39, time: 0.366, data_time: 0.001, memory: 7067, loss_cls: 3.0690, loss: 3.0690, grad_norm: 5.4678 2021-03-16 13:11:08,448 - mmaction - INFO - Epoch [19][600/1345] lr: 1.000e-02, eta: 4:26:30, time: 0.356, data_time: 0.002, memory: 7067, loss_cls: 3.0077, loss: 3.0077, grad_norm: 5.4051 2021-03-16 13:11:15,764 - mmaction - INFO - Epoch [19][620/1345] lr: 1.000e-02, eta: 4:26:23, time: 0.367, data_time: 0.002, memory: 7067, loss_cls: 3.1245, loss: 3.1245, grad_norm: 5.3147 2021-03-16 13:11:23,224 - mmaction - INFO - Epoch [19][640/1345] lr: 1.000e-02, eta: 4:26:15, time: 0.373, data_time: 0.001, memory: 7067, loss_cls: 3.0829, loss: 3.0829, grad_norm: 5.3955 2021-03-16 13:11:30,493 - mmaction - INFO - Epoch [19][660/1345] lr: 1.000e-02, eta: 4:26:07, time: 0.364, data_time: 0.001, memory: 7067, loss_cls: 3.1351, loss: 3.1351, grad_norm: 5.5015 2021-03-16 13:11:38,012 - mmaction - INFO - Epoch [19][680/1345] lr: 1.000e-02, eta: 4:25:59, time: 0.376, data_time: 0.002, memory: 7067, loss_cls: 3.1044, loss: 3.1044, grad_norm: 5.6589 2021-03-16 13:11:45,429 - mmaction - INFO - Epoch [19][700/1345] lr: 1.000e-02, eta: 4:25:52, time: 0.370, data_time: 0.001, memory: 7067, loss_cls: 3.1432, loss: 3.1432, grad_norm: 5.2585 2021-03-16 13:11:52,804 - mmaction - INFO - Epoch [19][720/1345] lr: 1.000e-02, eta: 4:25:44, time: 0.369, data_time: 0.002, memory: 7067, loss_cls: 3.0664, loss: 3.0664, grad_norm: 5.1993 2021-03-16 13:12:00,235 - mmaction - INFO - Epoch [19][740/1345] lr: 1.000e-02, eta: 4:25:36, time: 0.372, data_time: 0.001, memory: 7067, loss_cls: 3.0601, loss: 3.0601, grad_norm: 5.4489 2021-03-16 13:12:07,450 - mmaction - INFO - Epoch [19][760/1345] lr: 1.000e-02, eta: 4:25:28, time: 0.360, data_time: 0.000, memory: 7067, loss_cls: 3.0335, loss: 3.0335, grad_norm: 5.3050 2021-03-16 13:12:14,699 - mmaction - INFO - Epoch [19][780/1345] lr: 1.000e-02, eta: 4:25:20, time: 0.362, data_time: 0.001, memory: 7067, loss_cls: 3.0377, loss: 3.0377, grad_norm: 5.5822 2021-03-16 13:12:22,029 - mmaction - INFO - Epoch [19][800/1345] lr: 1.000e-02, eta: 4:25:12, time: 0.368, data_time: 0.002, memory: 7067, loss_cls: 3.0999, loss: 3.0999, grad_norm: 5.5034 2021-03-16 13:12:29,480 - mmaction - INFO - Epoch [19][820/1345] lr: 1.000e-02, eta: 4:25:04, time: 0.372, data_time: 0.000, memory: 7067, loss_cls: 2.9894, loss: 2.9894, grad_norm: 5.6163 2021-03-16 13:12:36,663 - mmaction - INFO - Epoch [19][840/1345] lr: 1.000e-02, eta: 4:24:56, time: 0.359, data_time: 0.001, memory: 7067, loss_cls: 2.9894, loss: 2.9894, grad_norm: 5.6372 2021-03-16 13:12:44,256 - mmaction - INFO - Epoch [19][860/1345] lr: 1.000e-02, eta: 4:24:49, time: 0.380, data_time: 0.002, memory: 7067, loss_cls: 2.9596, loss: 2.9596, grad_norm: 5.5437 2021-03-16 13:12:51,336 - mmaction - INFO - Epoch [19][880/1345] lr: 1.000e-02, eta: 4:24:41, time: 0.353, data_time: 0.001, memory: 7067, loss_cls: 2.9197, loss: 2.9197, grad_norm: 5.5283 2021-03-16 13:12:58,562 - mmaction - INFO - Epoch [19][900/1345] lr: 1.000e-02, eta: 4:24:33, time: 0.361, data_time: 0.001, memory: 7067, loss_cls: 3.0100, loss: 3.0100, grad_norm: 5.5069 2021-03-16 13:13:05,947 - mmaction - INFO - Epoch [19][920/1345] lr: 1.000e-02, eta: 4:24:25, time: 0.369, data_time: 0.002, memory: 7067, loss_cls: 3.0987, loss: 3.0987, grad_norm: 5.4685 2021-03-16 13:13:13,495 - mmaction - INFO - Epoch [19][940/1345] lr: 1.000e-02, eta: 4:24:17, time: 0.378, data_time: 0.002, memory: 7067, loss_cls: 3.0320, loss: 3.0320, grad_norm: 5.4741 2021-03-16 13:13:20,934 - mmaction - INFO - Epoch [19][960/1345] lr: 1.000e-02, eta: 4:24:10, time: 0.372, data_time: 0.002, memory: 7067, loss_cls: 3.0298, loss: 3.0298, grad_norm: 5.4285 2021-03-16 13:13:28,467 - mmaction - INFO - Epoch [19][980/1345] lr: 1.000e-02, eta: 4:24:02, time: 0.377, data_time: 0.002, memory: 7067, loss_cls: 2.9793, loss: 2.9793, grad_norm: 5.5717 2021-03-16 13:13:35,718 - mmaction - INFO - Epoch [19][1000/1345] lr: 1.000e-02, eta: 4:23:54, time: 0.362, data_time: 0.001, memory: 7067, loss_cls: 2.9718, loss: 2.9718, grad_norm: 5.6541 2021-03-16 13:13:43,027 - mmaction - INFO - Epoch [19][1020/1345] lr: 1.000e-02, eta: 4:23:46, time: 0.365, data_time: 0.001, memory: 7067, loss_cls: 3.0409, loss: 3.0409, grad_norm: 5.6113 2021-03-16 13:13:50,450 - mmaction - INFO - Epoch [19][1040/1345] lr: 1.000e-02, eta: 4:23:38, time: 0.371, data_time: 0.001, memory: 7067, loss_cls: 3.0074, loss: 3.0074, grad_norm: 5.8798 2021-03-16 13:13:57,801 - mmaction - INFO - Epoch [19][1060/1345] lr: 1.000e-02, eta: 4:23:31, time: 0.368, data_time: 0.001, memory: 7067, loss_cls: 3.0057, loss: 3.0057, grad_norm: 5.5953 2021-03-16 13:14:05,285 - mmaction - INFO - Epoch [19][1080/1345] lr: 1.000e-02, eta: 4:23:23, time: 0.375, data_time: 0.001, memory: 7067, loss_cls: 3.1133, loss: 3.1133, grad_norm: 5.6511 2021-03-16 13:14:12,635 - mmaction - INFO - Epoch [19][1100/1345] lr: 1.000e-02, eta: 4:23:15, time: 0.365, data_time: 0.001, memory: 7067, loss_cls: 3.0500, loss: 3.0500, grad_norm: 5.6572 2021-03-16 13:14:19,750 - mmaction - INFO - Epoch [19][1120/1345] lr: 1.000e-02, eta: 4:23:07, time: 0.357, data_time: 0.003, memory: 7067, loss_cls: 3.1845, loss: 3.1845, grad_norm: 5.3378 2021-03-16 13:14:27,253 - mmaction - INFO - Epoch [19][1140/1345] lr: 1.000e-02, eta: 4:22:59, time: 0.376, data_time: 0.002, memory: 7067, loss_cls: 3.1816, loss: 3.1816, grad_norm: 5.5095 2021-03-16 13:14:34,713 - mmaction - INFO - Epoch [19][1160/1345] lr: 1.000e-02, eta: 4:22:52, time: 0.373, data_time: 0.001, memory: 7067, loss_cls: 2.9180, loss: 2.9180, grad_norm: 5.4536 2021-03-16 13:14:42,039 - mmaction - INFO - Epoch [19][1180/1345] lr: 1.000e-02, eta: 4:22:44, time: 0.367, data_time: 0.001, memory: 7067, loss_cls: 3.0604, loss: 3.0604, grad_norm: 5.5137 2021-03-16 13:14:49,244 - mmaction - INFO - Epoch [19][1200/1345] lr: 1.000e-02, eta: 4:22:36, time: 0.359, data_time: 0.002, memory: 7067, loss_cls: 3.0445, loss: 3.0445, grad_norm: 5.5822 2021-03-16 13:14:56,609 - mmaction - INFO - Epoch [19][1220/1345] lr: 1.000e-02, eta: 4:22:28, time: 0.369, data_time: 0.002, memory: 7067, loss_cls: 3.1300, loss: 3.1300, grad_norm: 5.4965 2021-03-16 13:15:04,108 - mmaction - INFO - Epoch [19][1240/1345] lr: 1.000e-02, eta: 4:22:20, time: 0.373, data_time: 0.000, memory: 7067, loss_cls: 3.0698, loss: 3.0698, grad_norm: 5.3685 2021-03-16 13:15:11,516 - mmaction - INFO - Epoch [19][1260/1345] lr: 1.000e-02, eta: 4:22:13, time: 0.372, data_time: 0.003, memory: 7067, loss_cls: 3.0023, loss: 3.0023, grad_norm: 5.3782 2021-03-16 13:15:18,829 - mmaction - INFO - Epoch [19][1280/1345] lr: 1.000e-02, eta: 4:22:05, time: 0.366, data_time: 0.001, memory: 7067, loss_cls: 2.9638, loss: 2.9638, grad_norm: 5.5206 2021-03-16 13:15:26,160 - mmaction - INFO - Epoch [19][1300/1345] lr: 1.000e-02, eta: 4:21:57, time: 0.365, data_time: 0.001, memory: 7067, loss_cls: 3.0713, loss: 3.0713, grad_norm: 5.5479 2021-03-16 13:15:33,375 - mmaction - INFO - Epoch [19][1320/1345] lr: 1.000e-02, eta: 4:21:49, time: 0.362, data_time: 0.002, memory: 7067, loss_cls: 3.0128, loss: 3.0128, grad_norm: 5.6485 2021-03-16 13:15:40,445 - mmaction - INFO - Epoch [19][1340/1345] lr: 1.000e-02, eta: 4:21:41, time: 0.354, data_time: 0.001, memory: 7067, loss_cls: 3.0283, loss: 3.0283, grad_norm: 5.5139 2021-03-16 13:15:42,279 - mmaction - INFO - Saving checkpoint at 19 epochs 2021-03-16 13:16:00,505 - mmaction - INFO - Epoch [20][20/1345] lr: 1.000e-02, eta: 4:21:45, time: 0.893, data_time: 0.490, memory: 7067, loss_cls: 3.0446, loss: 3.0446, grad_norm: 5.4995 2021-03-16 13:16:07,923 - mmaction - INFO - Epoch [20][40/1345] lr: 1.000e-02, eta: 4:21:37, time: 0.370, data_time: 0.001, memory: 7067, loss_cls: 3.0868, loss: 3.0868, grad_norm: 5.5383 2021-03-16 13:16:15,295 - mmaction - INFO - Epoch [20][60/1345] lr: 1.000e-02, eta: 4:21:29, time: 0.370, data_time: 0.002, memory: 7067, loss_cls: 3.0602, loss: 3.0602, grad_norm: 5.3500 2021-03-16 13:16:22,526 - mmaction - INFO - Epoch [20][80/1345] lr: 1.000e-02, eta: 4:21:21, time: 0.361, data_time: 0.000, memory: 7067, loss_cls: 2.8868, loss: 2.8868, grad_norm: 5.4456 2021-03-16 13:16:29,821 - mmaction - INFO - Epoch [20][100/1345] lr: 1.000e-02, eta: 4:21:13, time: 0.364, data_time: 0.000, memory: 7067, loss_cls: 3.1629, loss: 3.1629, grad_norm: 5.6623 2021-03-16 13:16:37,396 - mmaction - INFO - Epoch [20][120/1345] lr: 1.000e-02, eta: 4:21:06, time: 0.379, data_time: 0.001, memory: 7067, loss_cls: 2.9881, loss: 2.9881, grad_norm: 5.6368 2021-03-16 13:16:44,533 - mmaction - INFO - Epoch [20][140/1345] lr: 1.000e-02, eta: 4:20:58, time: 0.357, data_time: 0.001, memory: 7067, loss_cls: 3.0026, loss: 3.0026, grad_norm: 5.4472 2021-03-16 13:16:52,039 - mmaction - INFO - Epoch [20][160/1345] lr: 1.000e-02, eta: 4:20:50, time: 0.375, data_time: 0.000, memory: 7067, loss_cls: 2.8937, loss: 2.8937, grad_norm: 5.8543 2021-03-16 13:16:59,333 - mmaction - INFO - Epoch [20][180/1345] lr: 1.000e-02, eta: 4:20:42, time: 0.364, data_time: 0.000, memory: 7067, loss_cls: 3.2019, loss: 3.2019, grad_norm: 5.4245 2021-03-16 13:17:06,946 - mmaction - INFO - Epoch [20][200/1345] lr: 1.000e-02, eta: 4:20:35, time: 0.381, data_time: 0.001, memory: 7067, loss_cls: 3.0000, loss: 3.0000, grad_norm: 5.3430 2021-03-16 13:17:14,421 - mmaction - INFO - Epoch [20][220/1345] lr: 1.000e-02, eta: 4:20:27, time: 0.373, data_time: 0.001, memory: 7067, loss_cls: 2.9783, loss: 2.9783, grad_norm: 5.4200 2021-03-16 13:17:21,743 - mmaction - INFO - Epoch [20][240/1345] lr: 1.000e-02, eta: 4:20:19, time: 0.367, data_time: 0.002, memory: 7067, loss_cls: 2.9994, loss: 2.9994, grad_norm: 5.3184 2021-03-16 13:17:29,032 - mmaction - INFO - Epoch [20][260/1345] lr: 1.000e-02, eta: 4:20:11, time: 0.365, data_time: 0.001, memory: 7067, loss_cls: 3.0753, loss: 3.0753, grad_norm: 5.6205 2021-03-16 13:17:36,262 - mmaction - INFO - Epoch [20][280/1345] lr: 1.000e-02, eta: 4:20:03, time: 0.362, data_time: 0.001, memory: 7067, loss_cls: 2.9007, loss: 2.9007, grad_norm: 5.8860 2021-03-16 13:17:43,394 - mmaction - INFO - Epoch [20][300/1345] lr: 1.000e-02, eta: 4:19:55, time: 0.356, data_time: 0.001, memory: 7067, loss_cls: 3.0923, loss: 3.0923, grad_norm: 5.7348 2021-03-16 13:17:50,813 - mmaction - INFO - Epoch [20][320/1345] lr: 1.000e-02, eta: 4:19:47, time: 0.370, data_time: 0.001, memory: 7067, loss_cls: 2.9999, loss: 2.9999, grad_norm: 5.3909 2021-03-16 13:17:58,284 - mmaction - INFO - Epoch [20][340/1345] lr: 1.000e-02, eta: 4:19:40, time: 0.374, data_time: 0.002, memory: 7067, loss_cls: 2.8954, loss: 2.8954, grad_norm: 5.2724 2021-03-16 13:18:05,450 - mmaction - INFO - Epoch [20][360/1345] lr: 1.000e-02, eta: 4:19:32, time: 0.358, data_time: 0.002, memory: 7067, loss_cls: 3.0568, loss: 3.0568, grad_norm: 5.6166 2021-03-16 13:18:12,750 - mmaction - INFO - Epoch [20][380/1345] lr: 1.000e-02, eta: 4:19:24, time: 0.366, data_time: 0.001, memory: 7067, loss_cls: 2.9973, loss: 2.9973, grad_norm: 5.5979 2021-03-16 13:18:20,068 - mmaction - INFO - Epoch [20][400/1345] lr: 1.000e-02, eta: 4:19:16, time: 0.366, data_time: 0.001, memory: 7067, loss_cls: 3.0081, loss: 3.0081, grad_norm: 5.6351 2021-03-16 13:18:27,713 - mmaction - INFO - Epoch [20][420/1345] lr: 1.000e-02, eta: 4:19:09, time: 0.382, data_time: 0.001, memory: 7067, loss_cls: 3.0806, loss: 3.0806, grad_norm: 5.5857 2021-03-16 13:18:34,934 - mmaction - INFO - Epoch [20][440/1345] lr: 1.000e-02, eta: 4:19:01, time: 0.362, data_time: 0.003, memory: 7067, loss_cls: 2.9970, loss: 2.9970, grad_norm: 5.4316 2021-03-16 13:18:42,486 - mmaction - INFO - Epoch [20][460/1345] lr: 1.000e-02, eta: 4:18:53, time: 0.376, data_time: 0.000, memory: 7067, loss_cls: 2.9906, loss: 2.9906, grad_norm: 5.4347 2021-03-16 13:18:49,735 - mmaction - INFO - Epoch [20][480/1345] lr: 1.000e-02, eta: 4:18:45, time: 0.363, data_time: 0.002, memory: 7067, loss_cls: 3.0470, loss: 3.0470, grad_norm: 5.4027 2021-03-16 13:18:57,125 - mmaction - INFO - Epoch [20][500/1345] lr: 1.000e-02, eta: 4:18:37, time: 0.370, data_time: 0.002, memory: 7067, loss_cls: 3.0977, loss: 3.0977, grad_norm: 5.5278 2021-03-16 13:19:04,534 - mmaction - INFO - Epoch [20][520/1345] lr: 1.000e-02, eta: 4:18:30, time: 0.370, data_time: 0.001, memory: 7067, loss_cls: 2.9884, loss: 2.9884, grad_norm: 5.6199 2021-03-16 13:19:11,856 - mmaction - INFO - Epoch [20][540/1345] lr: 1.000e-02, eta: 4:18:22, time: 0.366, data_time: 0.001, memory: 7067, loss_cls: 2.9227, loss: 2.9227, grad_norm: 5.4611 2021-03-16 13:19:19,255 - mmaction - INFO - Epoch [20][560/1345] lr: 1.000e-02, eta: 4:18:14, time: 0.370, data_time: 0.002, memory: 7067, loss_cls: 2.9463, loss: 2.9463, grad_norm: 5.5793 2021-03-16 13:19:26,492 - mmaction - INFO - Epoch [20][580/1345] lr: 1.000e-02, eta: 4:18:06, time: 0.361, data_time: 0.001, memory: 7067, loss_cls: 3.0266, loss: 3.0266, grad_norm: 5.7010 2021-03-16 13:19:34,026 - mmaction - INFO - Epoch [20][600/1345] lr: 1.000e-02, eta: 4:17:58, time: 0.376, data_time: 0.001, memory: 7067, loss_cls: 2.9769, loss: 2.9769, grad_norm: 5.6819 2021-03-16 13:19:41,477 - mmaction - INFO - Epoch [20][620/1345] lr: 1.000e-02, eta: 4:17:51, time: 0.371, data_time: 0.002, memory: 7067, loss_cls: 3.0283, loss: 3.0283, grad_norm: 5.7742 2021-03-16 13:19:48,505 - mmaction - INFO - Epoch [20][640/1345] lr: 1.000e-02, eta: 4:17:42, time: 0.354, data_time: 0.004, memory: 7067, loss_cls: 3.0909, loss: 3.0909, grad_norm: 5.2931 2021-03-16 13:19:55,729 - mmaction - INFO - Epoch [20][660/1345] lr: 1.000e-02, eta: 4:17:34, time: 0.361, data_time: 0.001, memory: 7067, loss_cls: 3.1131, loss: 3.1131, grad_norm: 5.3099 2021-03-16 13:20:03,028 - mmaction - INFO - Epoch [20][680/1345] lr: 1.000e-02, eta: 4:17:26, time: 0.363, data_time: 0.000, memory: 7067, loss_cls: 2.9413, loss: 2.9413, grad_norm: 5.6291 2021-03-16 13:20:10,585 - mmaction - INFO - Epoch [20][700/1345] lr: 1.000e-02, eta: 4:17:19, time: 0.379, data_time: 0.002, memory: 7067, loss_cls: 3.1148, loss: 3.1148, grad_norm: 5.7611 2021-03-16 13:20:17,936 - mmaction - INFO - Epoch [20][720/1345] lr: 1.000e-02, eta: 4:17:11, time: 0.368, data_time: 0.002, memory: 7067, loss_cls: 2.9701, loss: 2.9701, grad_norm: 5.5932 2021-03-16 13:20:25,534 - mmaction - INFO - Epoch [20][740/1345] lr: 1.000e-02, eta: 4:17:04, time: 0.379, data_time: 0.001, memory: 7067, loss_cls: 3.0259, loss: 3.0259, grad_norm: 5.3856 2021-03-16 13:20:32,938 - mmaction - INFO - Epoch [20][760/1345] lr: 1.000e-02, eta: 4:16:56, time: 0.371, data_time: 0.002, memory: 7067, loss_cls: 3.0070, loss: 3.0070, grad_norm: 5.2501 2021-03-16 13:20:40,325 - mmaction - INFO - Epoch [20][780/1345] lr: 1.000e-02, eta: 4:16:48, time: 0.369, data_time: 0.002, memory: 7067, loss_cls: 3.1369, loss: 3.1369, grad_norm: 5.5027 2021-03-16 13:20:47,724 - mmaction - INFO - Epoch [20][800/1345] lr: 1.000e-02, eta: 4:16:41, time: 0.371, data_time: 0.002, memory: 7067, loss_cls: 3.0138, loss: 3.0138, grad_norm: 5.7004 2021-03-16 13:20:54,887 - mmaction - INFO - Epoch [20][820/1345] lr: 1.000e-02, eta: 4:16:32, time: 0.358, data_time: 0.001, memory: 7067, loss_cls: 3.1036, loss: 3.1036, grad_norm: 5.5516 2021-03-16 13:21:02,403 - mmaction - INFO - Epoch [20][840/1345] lr: 1.000e-02, eta: 4:16:25, time: 0.375, data_time: 0.002, memory: 7067, loss_cls: 3.1438, loss: 3.1438, grad_norm: 5.2411 2021-03-16 13:21:09,616 - mmaction - INFO - Epoch [20][860/1345] lr: 1.000e-02, eta: 4:16:17, time: 0.362, data_time: 0.002, memory: 7067, loss_cls: 2.9559, loss: 2.9559, grad_norm: 5.7404 2021-03-16 13:21:17,016 - mmaction - INFO - Epoch [20][880/1345] lr: 1.000e-02, eta: 4:16:09, time: 0.370, data_time: 0.002, memory: 7067, loss_cls: 3.0910, loss: 3.0910, grad_norm: 5.4476 2021-03-16 13:21:24,032 - mmaction - INFO - Epoch [20][900/1345] lr: 1.000e-02, eta: 4:16:01, time: 0.350, data_time: 0.000, memory: 7067, loss_cls: 2.9972, loss: 2.9972, grad_norm: 5.2772 2021-03-16 13:21:31,384 - mmaction - INFO - Epoch [20][920/1345] lr: 1.000e-02, eta: 4:15:53, time: 0.368, data_time: 0.001, memory: 7067, loss_cls: 3.0913, loss: 3.0913, grad_norm: 5.3839 2021-03-16 13:21:38,958 - mmaction - INFO - Epoch [20][940/1345] lr: 1.000e-02, eta: 4:15:46, time: 0.379, data_time: 0.001, memory: 7067, loss_cls: 3.0252, loss: 3.0252, grad_norm: 5.5264 2021-03-16 13:21:46,182 - mmaction - INFO - Epoch [20][960/1345] lr: 1.000e-02, eta: 4:15:37, time: 0.361, data_time: 0.000, memory: 7067, loss_cls: 2.9936, loss: 2.9936, grad_norm: 5.5681 2021-03-16 13:21:53,519 - mmaction - INFO - Epoch [20][980/1345] lr: 1.000e-02, eta: 4:15:30, time: 0.367, data_time: 0.001, memory: 7067, loss_cls: 3.0024, loss: 3.0024, grad_norm: 5.6413 2021-03-16 13:22:00,719 - mmaction - INFO - Epoch [20][1000/1345] lr: 1.000e-02, eta: 4:15:22, time: 0.360, data_time: 0.001, memory: 7067, loss_cls: 2.9831, loss: 2.9831, grad_norm: 5.6471 2021-03-16 13:22:08,134 - mmaction - INFO - Epoch [20][1020/1345] lr: 1.000e-02, eta: 4:15:14, time: 0.370, data_time: 0.001, memory: 7067, loss_cls: 3.1034, loss: 3.1034, grad_norm: 5.4247 2021-03-16 13:22:15,524 - mmaction - INFO - Epoch [20][1040/1345] lr: 1.000e-02, eta: 4:15:06, time: 0.371, data_time: 0.002, memory: 7067, loss_cls: 2.9931, loss: 2.9931, grad_norm: 5.8591 2021-03-16 13:22:22,895 - mmaction - INFO - Epoch [20][1060/1345] lr: 1.000e-02, eta: 4:14:58, time: 0.369, data_time: 0.001, memory: 7067, loss_cls: 3.1445, loss: 3.1445, grad_norm: 5.4049 2021-03-16 13:22:30,341 - mmaction - INFO - Epoch [20][1080/1345] lr: 1.000e-02, eta: 4:14:51, time: 0.372, data_time: 0.000, memory: 7067, loss_cls: 3.0177, loss: 3.0177, grad_norm: 5.3148 2021-03-16 13:22:37,615 - mmaction - INFO - Epoch [20][1100/1345] lr: 1.000e-02, eta: 4:14:43, time: 0.364, data_time: 0.001, memory: 7067, loss_cls: 2.9736, loss: 2.9736, grad_norm: 5.6545 2021-03-16 13:22:44,837 - mmaction - INFO - Epoch [20][1120/1345] lr: 1.000e-02, eta: 4:14:35, time: 0.362, data_time: 0.001, memory: 7067, loss_cls: 2.9668, loss: 2.9668, grad_norm: 5.4716 2021-03-16 13:22:52,384 - mmaction - INFO - Epoch [20][1140/1345] lr: 1.000e-02, eta: 4:14:27, time: 0.377, data_time: 0.001, memory: 7067, loss_cls: 3.0756, loss: 3.0756, grad_norm: 5.5335 2021-03-16 13:22:59,499 - mmaction - INFO - Epoch [20][1160/1345] lr: 1.000e-02, eta: 4:14:19, time: 0.356, data_time: 0.000, memory: 7067, loss_cls: 2.9688, loss: 2.9688, grad_norm: 5.7001 2021-03-16 13:23:06,914 - mmaction - INFO - Epoch [20][1180/1345] lr: 1.000e-02, eta: 4:14:11, time: 0.370, data_time: 0.000, memory: 7067, loss_cls: 3.0069, loss: 3.0069, grad_norm: 5.7892 2021-03-16 13:23:14,218 - mmaction - INFO - Epoch [20][1200/1345] lr: 1.000e-02, eta: 4:14:04, time: 0.364, data_time: 0.002, memory: 7067, loss_cls: 3.0641, loss: 3.0641, grad_norm: 5.3678 2021-03-16 13:23:21,472 - mmaction - INFO - Epoch [20][1220/1345] lr: 1.000e-02, eta: 4:13:56, time: 0.364, data_time: 0.003, memory: 7067, loss_cls: 3.0825, loss: 3.0825, grad_norm: 5.5903 2021-03-16 13:23:28,775 - mmaction - INFO - Epoch [20][1240/1345] lr: 1.000e-02, eta: 4:13:48, time: 0.365, data_time: 0.001, memory: 7067, loss_cls: 2.9869, loss: 2.9869, grad_norm: 5.2996 2021-03-16 13:23:36,047 - mmaction - INFO - Epoch [20][1260/1345] lr: 1.000e-02, eta: 4:13:40, time: 0.364, data_time: 0.002, memory: 7067, loss_cls: 3.0132, loss: 3.0132, grad_norm: 5.2963 2021-03-16 13:23:43,563 - mmaction - INFO - Epoch [20][1280/1345] lr: 1.000e-02, eta: 4:13:32, time: 0.376, data_time: 0.002, memory: 7067, loss_cls: 2.9478, loss: 2.9478, grad_norm: 5.4221 2021-03-16 13:23:50,777 - mmaction - INFO - Epoch [20][1300/1345] lr: 1.000e-02, eta: 4:13:24, time: 0.360, data_time: 0.002, memory: 7067, loss_cls: 3.1304, loss: 3.1304, grad_norm: 5.5930 2021-03-16 13:23:58,250 - mmaction - INFO - Epoch [20][1320/1345] lr: 1.000e-02, eta: 4:13:17, time: 0.374, data_time: 0.002, memory: 7067, loss_cls: 3.0174, loss: 3.0174, grad_norm: 5.5249 2021-03-16 13:24:05,455 - mmaction - INFO - Epoch [20][1340/1345] lr: 1.000e-02, eta: 4:13:09, time: 0.361, data_time: 0.001, memory: 7067, loss_cls: 3.0793, loss: 3.0793, grad_norm: 5.3962 2021-03-16 13:24:07,240 - mmaction - INFO - Saving checkpoint at 20 epochs 2021-03-16 13:25:09,984 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-16 13:25:10,223 - mmaction - INFO - top1_acc 0.3347 top5_acc 0.6165 2021-03-16 13:25:10,223 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-16 13:25:10,235 - mmaction - INFO - mean_acc 0.2967 2021-03-16 13:25:10,568 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_20.pth. 2021-03-16 13:25:10,568 - mmaction - INFO - Best top1_acc is 0.3347 at 20 epoch. 2021-03-16 13:25:10,571 - mmaction - INFO - Epoch(val) [20][1345] top1_acc: 0.3347, top5_acc: 0.6165, mean_class_accuracy: 0.2967 2021-03-16 13:25:27,640 - mmaction - INFO - Epoch [21][20/1345] lr: 1.000e-03, eta: 4:13:11, time: 0.853, data_time: 0.471, memory: 7067, loss_cls: 2.9858, loss: 2.9858, grad_norm: 5.1003 2021-03-16 13:25:34,950 - mmaction - INFO - Epoch [21][40/1345] lr: 1.000e-03, eta: 4:13:03, time: 0.365, data_time: 0.001, memory: 7067, loss_cls: 2.9279, loss: 2.9279, grad_norm: 5.2368 2021-03-16 13:25:42,329 - mmaction - INFO - Epoch [21][60/1345] lr: 1.000e-03, eta: 4:12:55, time: 0.369, data_time: 0.001, memory: 7067, loss_cls: 2.8650, loss: 2.8650, grad_norm: 5.3662 2021-03-16 13:25:49,944 - mmaction - INFO - Epoch [21][80/1345] lr: 1.000e-03, eta: 4:12:48, time: 0.380, data_time: 0.001, memory: 7067, loss_cls: 2.6487, loss: 2.6487, grad_norm: 5.5079 2021-03-16 13:25:57,469 - mmaction - INFO - Epoch [21][100/1345] lr: 1.000e-03, eta: 4:12:40, time: 0.377, data_time: 0.001, memory: 7067, loss_cls: 2.7634, loss: 2.7634, grad_norm: 5.3247 2021-03-16 13:26:04,958 - mmaction - INFO - Epoch [21][120/1345] lr: 1.000e-03, eta: 4:12:33, time: 0.374, data_time: 0.001, memory: 7067, loss_cls: 2.7880, loss: 2.7880, grad_norm: 5.3952 2021-03-16 13:26:12,357 - mmaction - INFO - Epoch [21][140/1345] lr: 1.000e-03, eta: 4:12:25, time: 0.371, data_time: 0.001, memory: 7067, loss_cls: 2.8754, loss: 2.8754, grad_norm: 5.4044 2021-03-16 13:26:19,511 - mmaction - INFO - Epoch [21][160/1345] lr: 1.000e-03, eta: 4:12:17, time: 0.357, data_time: 0.000, memory: 7067, loss_cls: 2.7246, loss: 2.7246, grad_norm: 5.1729 2021-03-16 13:26:26,585 - mmaction - INFO - Epoch [21][180/1345] lr: 1.000e-03, eta: 4:12:09, time: 0.354, data_time: 0.001, memory: 7067, loss_cls: 2.7301, loss: 2.7301, grad_norm: 5.2591 2021-03-16 13:26:33,905 - mmaction - INFO - Epoch [21][200/1345] lr: 1.000e-03, eta: 4:12:01, time: 0.366, data_time: 0.001, memory: 7067, loss_cls: 2.8049, loss: 2.8049, grad_norm: 5.3755 2021-03-16 13:26:41,406 - mmaction - INFO - Epoch [21][220/1345] lr: 1.000e-03, eta: 4:11:53, time: 0.375, data_time: 0.001, memory: 7067, loss_cls: 2.7333, loss: 2.7333, grad_norm: 5.3654 2021-03-16 13:26:48,898 - mmaction - INFO - Epoch [21][240/1345] lr: 1.000e-03, eta: 4:11:46, time: 0.375, data_time: 0.001, memory: 7067, loss_cls: 2.7459, loss: 2.7459, grad_norm: 5.1910 2021-03-16 13:26:56,219 - mmaction - INFO - Epoch [21][260/1345] lr: 1.000e-03, eta: 4:11:38, time: 0.365, data_time: 0.000, memory: 7067, loss_cls: 2.8976, loss: 2.8976, grad_norm: 5.1696 2021-03-16 13:27:03,571 - mmaction - INFO - Epoch [21][280/1345] lr: 1.000e-03, eta: 4:11:30, time: 0.368, data_time: 0.002, memory: 7067, loss_cls: 2.8216, loss: 2.8216, grad_norm: 5.3982 2021-03-16 13:27:10,761 - mmaction - INFO - Epoch [21][300/1345] lr: 1.000e-03, eta: 4:11:22, time: 0.360, data_time: 0.001, memory: 7067, loss_cls: 2.7146, loss: 2.7146, grad_norm: 5.3389 2021-03-16 13:27:17,918 - mmaction - INFO - Epoch [21][320/1345] lr: 1.000e-03, eta: 4:11:14, time: 0.358, data_time: 0.000, memory: 7067, loss_cls: 2.7806, loss: 2.7806, grad_norm: 5.1955 2021-03-16 13:27:25,207 - mmaction - INFO - Epoch [21][340/1345] lr: 1.000e-03, eta: 4:11:06, time: 0.364, data_time: 0.000, memory: 7067, loss_cls: 2.7425, loss: 2.7425, grad_norm: 5.3985 2021-03-16 13:27:32,509 - mmaction - INFO - Epoch [21][360/1345] lr: 1.000e-03, eta: 4:10:58, time: 0.366, data_time: 0.001, memory: 7067, loss_cls: 2.7379, loss: 2.7379, grad_norm: 5.2433 2021-03-16 13:27:39,964 - mmaction - INFO - Epoch [21][380/1345] lr: 1.000e-03, eta: 4:10:50, time: 0.372, data_time: 0.001, memory: 7067, loss_cls: 2.7059, loss: 2.7059, grad_norm: 5.4837 2021-03-16 13:27:47,124 - mmaction - INFO - Epoch [21][400/1345] lr: 1.000e-03, eta: 4:10:42, time: 0.358, data_time: 0.001, memory: 7067, loss_cls: 2.7930, loss: 2.7930, grad_norm: 5.4108 2021-03-16 13:27:54,547 - mmaction - INFO - Epoch [21][420/1345] lr: 1.000e-03, eta: 4:10:35, time: 0.371, data_time: 0.001, memory: 7067, loss_cls: 2.6396, loss: 2.6396, grad_norm: 5.6081 2021-03-16 13:28:01,885 - mmaction - INFO - Epoch [21][440/1345] lr: 1.000e-03, eta: 4:10:27, time: 0.367, data_time: 0.001, memory: 7067, loss_cls: 2.6108, loss: 2.6108, grad_norm: 5.5404 2021-03-16 13:28:09,270 - mmaction - INFO - Epoch [21][460/1345] lr: 1.000e-03, eta: 4:10:19, time: 0.369, data_time: 0.001, memory: 7067, loss_cls: 2.6464, loss: 2.6464, grad_norm: 5.5265 2021-03-16 13:28:16,449 - mmaction - INFO - Epoch [21][480/1345] lr: 1.000e-03, eta: 4:10:11, time: 0.359, data_time: 0.001, memory: 7067, loss_cls: 2.6258, loss: 2.6258, grad_norm: 5.6472 2021-03-16 13:28:23,714 - mmaction - INFO - Epoch [21][500/1345] lr: 1.000e-03, eta: 4:10:03, time: 0.364, data_time: 0.001, memory: 7067, loss_cls: 2.6719, loss: 2.6719, grad_norm: 5.5215 2021-03-16 13:28:31,250 - mmaction - INFO - Epoch [21][520/1345] lr: 1.000e-03, eta: 4:09:56, time: 0.377, data_time: 0.001, memory: 7067, loss_cls: 2.7885, loss: 2.7885, grad_norm: 5.7497 2021-03-16 13:28:38,754 - mmaction - INFO - Epoch [21][540/1345] lr: 1.000e-03, eta: 4:09:48, time: 0.374, data_time: 0.000, memory: 7067, loss_cls: 2.6547, loss: 2.6547, grad_norm: 5.5465 2021-03-16 13:28:45,930 - mmaction - INFO - Epoch [21][560/1345] lr: 1.000e-03, eta: 4:09:40, time: 0.359, data_time: 0.002, memory: 7067, loss_cls: 2.7023, loss: 2.7023, grad_norm: 5.4636 2021-03-16 13:28:53,438 - mmaction - INFO - Epoch [21][580/1345] lr: 1.000e-03, eta: 4:09:32, time: 0.375, data_time: 0.001, memory: 7067, loss_cls: 2.5494, loss: 2.5494, grad_norm: 5.5411 2021-03-16 13:29:00,836 - mmaction - INFO - Epoch [21][600/1345] lr: 1.000e-03, eta: 4:09:25, time: 0.370, data_time: 0.001, memory: 7067, loss_cls: 2.6828, loss: 2.6828, grad_norm: 5.5173 2021-03-16 13:29:08,328 - mmaction - INFO - Epoch [21][620/1345] lr: 1.000e-03, eta: 4:09:17, time: 0.375, data_time: 0.001, memory: 7067, loss_cls: 2.6684, loss: 2.6684, grad_norm: 5.8367 2021-03-16 13:29:15,663 - mmaction - INFO - Epoch [21][640/1345] lr: 1.000e-03, eta: 4:09:09, time: 0.367, data_time: 0.001, memory: 7067, loss_cls: 2.7456, loss: 2.7456, grad_norm: 5.6023 2021-03-16 13:29:22,978 - mmaction - INFO - Epoch [21][660/1345] lr: 1.000e-03, eta: 4:09:01, time: 0.367, data_time: 0.001, memory: 7067, loss_cls: 2.5424, loss: 2.5424, grad_norm: 5.5774 2021-03-16 13:29:30,293 - mmaction - INFO - Epoch [21][680/1345] lr: 1.000e-03, eta: 4:08:54, time: 0.365, data_time: 0.000, memory: 7067, loss_cls: 2.6739, loss: 2.6739, grad_norm: 5.6235 2021-03-16 13:29:37,540 - mmaction - INFO - Epoch [21][700/1345] lr: 1.000e-03, eta: 4:08:46, time: 0.363, data_time: 0.001, memory: 7067, loss_cls: 2.6948, loss: 2.6948, grad_norm: 5.9188 2021-03-16 13:29:44,862 - mmaction - INFO - Epoch [21][720/1345] lr: 1.000e-03, eta: 4:08:38, time: 0.366, data_time: 0.000, memory: 7067, loss_cls: 2.6937, loss: 2.6937, grad_norm: 5.5661 2021-03-16 13:29:52,113 - mmaction - INFO - Epoch [21][740/1345] lr: 1.000e-03, eta: 4:08:30, time: 0.362, data_time: 0.000, memory: 7067, loss_cls: 2.5570, loss: 2.5570, grad_norm: 5.7101 2021-03-16 13:29:59,558 - mmaction - INFO - Epoch [21][760/1345] lr: 1.000e-03, eta: 4:08:22, time: 0.373, data_time: 0.001, memory: 7067, loss_cls: 2.7237, loss: 2.7237, grad_norm: 5.5067 2021-03-16 13:30:06,847 - mmaction - INFO - Epoch [21][780/1345] lr: 1.000e-03, eta: 4:08:14, time: 0.364, data_time: 0.000, memory: 7067, loss_cls: 2.6808, loss: 2.6808, grad_norm: 5.7665 2021-03-16 13:30:14,330 - mmaction - INFO - Epoch [21][800/1345] lr: 1.000e-03, eta: 4:08:07, time: 0.374, data_time: 0.001, memory: 7067, loss_cls: 2.7358, loss: 2.7358, grad_norm: 5.6856 2021-03-16 13:30:21,688 - mmaction - INFO - Epoch [21][820/1345] lr: 1.000e-03, eta: 4:07:59, time: 0.369, data_time: 0.002, memory: 7067, loss_cls: 2.6856, loss: 2.6856, grad_norm: 5.5070 2021-03-16 13:30:29,082 - mmaction - INFO - Epoch [21][840/1345] lr: 1.000e-03, eta: 4:07:51, time: 0.369, data_time: 0.001, memory: 7067, loss_cls: 2.7147, loss: 2.7147, grad_norm: 5.5789 2021-03-16 13:30:36,383 - mmaction - INFO - Epoch [21][860/1345] lr: 1.000e-03, eta: 4:07:43, time: 0.365, data_time: 0.002, memory: 7067, loss_cls: 2.5343, loss: 2.5343, grad_norm: 5.7473 2021-03-16 13:30:43,909 - mmaction - INFO - Epoch [21][880/1345] lr: 1.000e-03, eta: 4:07:36, time: 0.377, data_time: 0.002, memory: 7067, loss_cls: 2.6088, loss: 2.6088, grad_norm: 5.6808 2021-03-16 13:30:51,522 - mmaction - INFO - Epoch [21][900/1345] lr: 1.000e-03, eta: 4:07:28, time: 0.380, data_time: 0.001, memory: 7067, loss_cls: 2.6437, loss: 2.6437, grad_norm: 5.4304 2021-03-16 13:30:58,569 - mmaction - INFO - Epoch [21][920/1345] lr: 1.000e-03, eta: 4:07:20, time: 0.352, data_time: 0.002, memory: 7067, loss_cls: 2.5893, loss: 2.5893, grad_norm: 5.5207 2021-03-16 13:31:05,918 - mmaction - INFO - Epoch [21][940/1345] lr: 1.000e-03, eta: 4:07:12, time: 0.365, data_time: 0.002, memory: 7067, loss_cls: 2.6368, loss: 2.6368, grad_norm: 5.7875 2021-03-16 13:31:13,202 - mmaction - INFO - Epoch [21][960/1345] lr: 1.000e-03, eta: 4:07:05, time: 0.367, data_time: 0.004, memory: 7067, loss_cls: 2.5286, loss: 2.5286, grad_norm: 5.7899 2021-03-16 13:31:20,536 - mmaction - INFO - Epoch [21][980/1345] lr: 1.000e-03, eta: 4:06:57, time: 0.367, data_time: 0.001, memory: 7067, loss_cls: 2.7512, loss: 2.7512, grad_norm: 5.7160 2021-03-16 13:31:27,900 - mmaction - INFO - Epoch [21][1000/1345] lr: 1.000e-03, eta: 4:06:49, time: 0.368, data_time: 0.001, memory: 7067, loss_cls: 2.6224, loss: 2.6224, grad_norm: 5.8004 2021-03-16 13:31:35,204 - mmaction - INFO - Epoch [21][1020/1345] lr: 1.000e-03, eta: 4:06:41, time: 0.365, data_time: 0.001, memory: 7067, loss_cls: 2.5859, loss: 2.5859, grad_norm: 5.5849 2021-03-16 13:31:42,541 - mmaction - INFO - Epoch [21][1040/1345] lr: 1.000e-03, eta: 4:06:33, time: 0.367, data_time: 0.001, memory: 7067, loss_cls: 2.6622, loss: 2.6622, grad_norm: 5.7339 2021-03-16 13:31:49,876 - mmaction - INFO - Epoch [21][1060/1345] lr: 1.000e-03, eta: 4:06:26, time: 0.367, data_time: 0.001, memory: 7067, loss_cls: 2.5247, loss: 2.5247, grad_norm: 5.6745 2021-03-16 13:31:56,920 - mmaction - INFO - Epoch [21][1080/1345] lr: 1.000e-03, eta: 4:06:17, time: 0.352, data_time: 0.001, memory: 7067, loss_cls: 2.5515, loss: 2.5515, grad_norm: 5.7056 2021-03-16 13:32:04,576 - mmaction - INFO - Epoch [21][1100/1345] lr: 1.000e-03, eta: 4:06:10, time: 0.383, data_time: 0.001, memory: 7067, loss_cls: 2.6378, loss: 2.6378, grad_norm: 5.6979 2021-03-16 13:32:11,825 - mmaction - INFO - Epoch [21][1120/1345] lr: 1.000e-03, eta: 4:06:02, time: 0.362, data_time: 0.000, memory: 7067, loss_cls: 2.6077, loss: 2.6077, grad_norm: 5.6310 2021-03-16 13:32:19,213 - mmaction - INFO - Epoch [21][1140/1345] lr: 1.000e-03, eta: 4:05:54, time: 0.369, data_time: 0.001, memory: 7067, loss_cls: 2.5996, loss: 2.5996, grad_norm: 5.7010 2021-03-16 13:32:26,470 - mmaction - INFO - Epoch [21][1160/1345] lr: 1.000e-03, eta: 4:05:47, time: 0.363, data_time: 0.001, memory: 7067, loss_cls: 2.6059, loss: 2.6059, grad_norm: 5.4692 2021-03-16 13:32:33,734 - mmaction - INFO - Epoch [21][1180/1345] lr: 1.000e-03, eta: 4:05:39, time: 0.362, data_time: 0.002, memory: 7067, loss_cls: 2.6543, loss: 2.6543, grad_norm: 5.6832 2021-03-16 13:32:40,984 - mmaction - INFO - Epoch [21][1200/1345] lr: 1.000e-03, eta: 4:05:31, time: 0.363, data_time: 0.001, memory: 7067, loss_cls: 2.7270, loss: 2.7270, grad_norm: 5.5049 2021-03-16 13:32:48,165 - mmaction - INFO - Epoch [21][1220/1345] lr: 1.000e-03, eta: 4:05:23, time: 0.359, data_time: 0.001, memory: 7067, loss_cls: 2.5943, loss: 2.5943, grad_norm: 5.6888 2021-03-16 13:32:55,614 - mmaction - INFO - Epoch [21][1240/1345] lr: 1.000e-03, eta: 4:05:15, time: 0.373, data_time: 0.001, memory: 7067, loss_cls: 2.5268, loss: 2.5268, grad_norm: 5.5113 2021-03-16 13:33:02,788 - mmaction - INFO - Epoch [21][1260/1345] lr: 1.000e-03, eta: 4:05:07, time: 0.358, data_time: 0.001, memory: 7067, loss_cls: 2.6258, loss: 2.6258, grad_norm: 5.8339 2021-03-16 13:33:10,259 - mmaction - INFO - Epoch [21][1280/1345] lr: 1.000e-03, eta: 4:04:59, time: 0.373, data_time: 0.001, memory: 7067, loss_cls: 2.4773, loss: 2.4773, grad_norm: 5.9312 2021-03-16 13:33:17,516 - mmaction - INFO - Epoch [21][1300/1345] lr: 1.000e-03, eta: 4:04:52, time: 0.363, data_time: 0.001, memory: 7067, loss_cls: 2.6214, loss: 2.6214, grad_norm: 5.6460 2021-03-16 13:33:24,971 - mmaction - INFO - Epoch [21][1320/1345] lr: 1.000e-03, eta: 4:04:44, time: 0.370, data_time: 0.001, memory: 7067, loss_cls: 2.6039, loss: 2.6039, grad_norm: 5.8861 2021-03-16 13:33:32,067 - mmaction - INFO - Epoch [21][1340/1345] lr: 1.000e-03, eta: 4:04:36, time: 0.358, data_time: 0.004, memory: 7067, loss_cls: 2.6923, loss: 2.6923, grad_norm: 5.6600 2021-03-16 13:33:33,874 - mmaction - INFO - Saving checkpoint at 21 epochs 2021-03-16 13:33:52,091 - mmaction - INFO - Epoch [22][20/1345] lr: 1.000e-03, eta: 4:04:38, time: 0.893, data_time: 0.502, memory: 7067, loss_cls: 2.6182, loss: 2.6182, grad_norm: 5.7176 2021-03-16 13:33:59,464 - mmaction - INFO - Epoch [22][40/1345] lr: 1.000e-03, eta: 4:04:30, time: 0.368, data_time: 0.000, memory: 7067, loss_cls: 2.5378, loss: 2.5378, grad_norm: 5.5172 2021-03-16 13:34:06,998 - mmaction - INFO - Epoch [22][60/1345] lr: 1.000e-03, eta: 4:04:23, time: 0.377, data_time: 0.001, memory: 7067, loss_cls: 2.4977, loss: 2.4977, grad_norm: 5.8840 2021-03-16 13:34:14,135 - mmaction - INFO - Epoch [22][80/1345] lr: 1.000e-03, eta: 4:04:15, time: 0.357, data_time: 0.001, memory: 7067, loss_cls: 2.6496, loss: 2.6496, grad_norm: 5.6588 2021-03-16 13:34:21,719 - mmaction - INFO - Epoch [22][100/1345] lr: 1.000e-03, eta: 4:04:07, time: 0.379, data_time: 0.001, memory: 7067, loss_cls: 2.5842, loss: 2.5842, grad_norm: 5.8220 2021-03-16 13:34:29,180 - mmaction - INFO - Epoch [22][120/1345] lr: 1.000e-03, eta: 4:04:00, time: 0.373, data_time: 0.001, memory: 7067, loss_cls: 2.5151, loss: 2.5151, grad_norm: 5.7882 2021-03-16 13:34:36,461 - mmaction - INFO - Epoch [22][140/1345] lr: 1.000e-03, eta: 4:03:52, time: 0.364, data_time: 0.000, memory: 7067, loss_cls: 2.5998, loss: 2.5998, grad_norm: 5.9540 2021-03-16 13:34:43,743 - mmaction - INFO - Epoch [22][160/1345] lr: 1.000e-03, eta: 4:03:44, time: 0.363, data_time: 0.001, memory: 7067, loss_cls: 2.5528, loss: 2.5528, grad_norm: 5.8421 2021-03-16 13:34:50,841 - mmaction - INFO - Epoch [22][180/1345] lr: 1.000e-03, eta: 4:03:36, time: 0.355, data_time: 0.002, memory: 7067, loss_cls: 2.4041, loss: 2.4041, grad_norm: 5.9336 2021-03-16 13:34:58,349 - mmaction - INFO - Epoch [22][200/1345] lr: 1.000e-03, eta: 4:03:28, time: 0.376, data_time: 0.001, memory: 7067, loss_cls: 2.6457, loss: 2.6457, grad_norm: 5.7967 2021-03-16 13:35:05,798 - mmaction - INFO - Epoch [22][220/1345] lr: 1.000e-03, eta: 4:03:21, time: 0.370, data_time: 0.000, memory: 7067, loss_cls: 2.7134, loss: 2.7134, grad_norm: 5.7713 2021-03-16 13:35:13,146 - mmaction - INFO - Epoch [22][240/1345] lr: 1.000e-03, eta: 4:03:13, time: 0.369, data_time: 0.003, memory: 7067, loss_cls: 2.5585, loss: 2.5585, grad_norm: 5.8382 2021-03-16 13:35:20,678 - mmaction - INFO - Epoch [22][260/1345] lr: 1.000e-03, eta: 4:03:05, time: 0.377, data_time: 0.001, memory: 7067, loss_cls: 2.5509, loss: 2.5509, grad_norm: 5.7095 2021-03-16 13:35:28,282 - mmaction - INFO - Epoch [22][280/1345] lr: 1.000e-03, eta: 4:02:58, time: 0.380, data_time: 0.001, memory: 7067, loss_cls: 2.6170, loss: 2.6170, grad_norm: 5.6761 2021-03-16 13:35:35,388 - mmaction - INFO - Epoch [22][300/1345] lr: 1.000e-03, eta: 4:02:50, time: 0.356, data_time: 0.002, memory: 7067, loss_cls: 2.6793, loss: 2.6793, grad_norm: 5.7317 2021-03-16 13:35:43,175 - mmaction - INFO - Epoch [22][320/1345] lr: 1.000e-03, eta: 4:02:43, time: 0.390, data_time: 0.001, memory: 7067, loss_cls: 2.6697, loss: 2.6697, grad_norm: 5.6027 2021-03-16 13:35:50,532 - mmaction - INFO - Epoch [22][340/1345] lr: 1.000e-03, eta: 4:02:35, time: 0.367, data_time: 0.001, memory: 7067, loss_cls: 2.4724, loss: 2.4724, grad_norm: 6.0329 2021-03-16 13:35:57,591 - mmaction - INFO - Epoch [22][360/1345] lr: 1.000e-03, eta: 4:02:27, time: 0.354, data_time: 0.002, memory: 7067, loss_cls: 2.6748, loss: 2.6748, grad_norm: 5.7453 2021-03-16 13:36:04,768 - mmaction - INFO - Epoch [22][380/1345] lr: 1.000e-03, eta: 4:02:19, time: 0.359, data_time: 0.001, memory: 7067, loss_cls: 2.6668, loss: 2.6668, grad_norm: 6.0002 2021-03-16 13:36:11,893 - mmaction - INFO - Epoch [22][400/1345] lr: 1.000e-03, eta: 4:02:11, time: 0.355, data_time: 0.001, memory: 7067, loss_cls: 2.6714, loss: 2.6714, grad_norm: 5.8082 2021-03-16 13:36:19,442 - mmaction - INFO - Epoch [22][420/1345] lr: 1.000e-03, eta: 4:02:03, time: 0.379, data_time: 0.002, memory: 7067, loss_cls: 2.5468, loss: 2.5468, grad_norm: 5.9101 2021-03-16 13:36:26,653 - mmaction - INFO - Epoch [22][440/1345] lr: 1.000e-03, eta: 4:01:55, time: 0.360, data_time: 0.000, memory: 7067, loss_cls: 2.5458, loss: 2.5458, grad_norm: 5.8039 2021-03-16 13:36:34,005 - mmaction - INFO - Epoch [22][460/1345] lr: 1.000e-03, eta: 4:01:47, time: 0.368, data_time: 0.001, memory: 7067, loss_cls: 2.5678, loss: 2.5678, grad_norm: 5.7417 2021-03-16 13:36:41,496 - mmaction - INFO - Epoch [22][480/1345] lr: 1.000e-03, eta: 4:01:40, time: 0.375, data_time: 0.001, memory: 7067, loss_cls: 2.6283, loss: 2.6283, grad_norm: 5.8023 2021-03-16 13:36:48,937 - mmaction - INFO - Epoch [22][500/1345] lr: 1.000e-03, eta: 4:01:32, time: 0.372, data_time: 0.001, memory: 7067, loss_cls: 2.5382, loss: 2.5382, grad_norm: 5.8514 2021-03-16 13:36:56,312 - mmaction - INFO - Epoch [22][520/1345] lr: 1.000e-03, eta: 4:01:24, time: 0.369, data_time: 0.001, memory: 7067, loss_cls: 2.5481, loss: 2.5481, grad_norm: 6.1624 2021-03-16 13:37:03,711 - mmaction - INFO - Epoch [22][540/1345] lr: 1.000e-03, eta: 4:01:17, time: 0.370, data_time: 0.001, memory: 7067, loss_cls: 2.6253, loss: 2.6253, grad_norm: 5.8268 2021-03-16 13:37:10,897 - mmaction - INFO - Epoch [22][560/1345] lr: 1.000e-03, eta: 4:01:09, time: 0.358, data_time: 0.004, memory: 7067, loss_cls: 2.5969, loss: 2.5969, grad_norm: 5.6509 2021-03-16 13:37:18,200 - mmaction - INFO - Epoch [22][580/1345] lr: 1.000e-03, eta: 4:01:01, time: 0.366, data_time: 0.002, memory: 7067, loss_cls: 2.5230, loss: 2.5230, grad_norm: 5.8833 2021-03-16 13:37:25,389 - mmaction - INFO - Epoch [22][600/1345] lr: 1.000e-03, eta: 4:00:53, time: 0.359, data_time: 0.001, memory: 7067, loss_cls: 2.4570, loss: 2.4570, grad_norm: 5.7397 2021-03-16 13:37:32,679 - mmaction - INFO - Epoch [22][620/1345] lr: 1.000e-03, eta: 4:00:45, time: 0.365, data_time: 0.002, memory: 7067, loss_cls: 2.6100, loss: 2.6100, grad_norm: 5.6113 2021-03-16 13:37:40,110 - mmaction - INFO - Epoch [22][640/1345] lr: 1.000e-03, eta: 4:00:37, time: 0.371, data_time: 0.000, memory: 7067, loss_cls: 2.6591, loss: 2.6591, grad_norm: 6.1187 2021-03-16 13:37:47,365 - mmaction - INFO - Epoch [22][660/1345] lr: 1.000e-03, eta: 4:00:30, time: 0.364, data_time: 0.001, memory: 7067, loss_cls: 2.5095, loss: 2.5095, grad_norm: 6.0722 2021-03-16 13:37:54,589 - mmaction - INFO - Epoch [22][680/1345] lr: 1.000e-03, eta: 4:00:22, time: 0.361, data_time: 0.000, memory: 7067, loss_cls: 2.5002, loss: 2.5002, grad_norm: 5.9710 2021-03-16 13:38:02,022 - mmaction - INFO - Epoch [22][700/1345] lr: 1.000e-03, eta: 4:00:14, time: 0.372, data_time: 0.001, memory: 7067, loss_cls: 2.4910, loss: 2.4910, grad_norm: 5.9131 2021-03-16 13:38:09,360 - mmaction - INFO - Epoch [22][720/1345] lr: 1.000e-03, eta: 4:00:06, time: 0.367, data_time: 0.001, memory: 7067, loss_cls: 2.5437, loss: 2.5437, grad_norm: 5.9961 2021-03-16 13:38:16,664 - mmaction - INFO - Epoch [22][740/1345] lr: 1.000e-03, eta: 3:59:58, time: 0.364, data_time: 0.001, memory: 7067, loss_cls: 2.5323, loss: 2.5323, grad_norm: 5.9806 2021-03-16 13:38:24,265 - mmaction - INFO - Epoch [22][760/1345] lr: 1.000e-03, eta: 3:59:51, time: 0.380, data_time: 0.002, memory: 7067, loss_cls: 2.6008, loss: 2.6008, grad_norm: 6.1166 2021-03-16 13:38:31,638 - mmaction - INFO - Epoch [22][780/1345] lr: 1.000e-03, eta: 3:59:43, time: 0.368, data_time: 0.001, memory: 7067, loss_cls: 2.5722, loss: 2.5722, grad_norm: 6.0997 2021-03-16 13:38:39,014 - mmaction - INFO - Epoch [22][800/1345] lr: 1.000e-03, eta: 3:59:36, time: 0.370, data_time: 0.002, memory: 7067, loss_cls: 2.5926, loss: 2.5926, grad_norm: 5.7013 2021-03-16 13:38:47,646 - mmaction - INFO - Epoch [22][820/1345] lr: 1.000e-03, eta: 3:59:29, time: 0.431, data_time: 0.001, memory: 7067, loss_cls: 2.4718, loss: 2.4718, grad_norm: 5.6741 2021-03-16 13:38:58,519 - mmaction - INFO - Epoch [22][840/1345] lr: 1.000e-03, eta: 3:59:26, time: 0.545, data_time: 0.001, memory: 7067, loss_cls: 2.7698, loss: 2.7698, grad_norm: 5.9894 2021-03-16 13:39:09,627 - mmaction - INFO - Epoch [22][860/1345] lr: 1.000e-03, eta: 3:59:23, time: 0.555, data_time: 0.000, memory: 7067, loss_cls: 2.5455, loss: 2.5455, grad_norm: 5.6963 2021-03-16 13:39:20,415 - mmaction - INFO - Epoch [22][880/1345] lr: 1.000e-03, eta: 3:59:20, time: 0.539, data_time: 0.000, memory: 7067, loss_cls: 2.5369, loss: 2.5369, grad_norm: 6.0641 2021-03-16 13:39:31,362 - mmaction - INFO - Epoch [22][900/1345] lr: 1.000e-03, eta: 3:59:17, time: 0.547, data_time: 0.000, memory: 7067, loss_cls: 2.5683, loss: 2.5683, grad_norm: 5.5773 2021-03-16 13:39:42,184 - mmaction - INFO - Epoch [22][920/1345] lr: 1.000e-03, eta: 3:59:14, time: 0.541, data_time: 0.001, memory: 7067, loss_cls: 2.5647, loss: 2.5647, grad_norm: 5.8100 2021-03-16 13:39:53,110 - mmaction - INFO - Epoch [22][940/1345] lr: 1.000e-03, eta: 3:59:11, time: 0.546, data_time: 0.000, memory: 7067, loss_cls: 2.5971, loss: 2.5971, grad_norm: 5.9729 2021-03-16 13:40:03,814 - mmaction - INFO - Epoch [22][960/1345] lr: 1.000e-03, eta: 3:59:07, time: 0.535, data_time: 0.000, memory: 7067, loss_cls: 2.5059, loss: 2.5059, grad_norm: 6.1296 2021-03-16 13:40:14,751 - mmaction - INFO - Epoch [22][980/1345] lr: 1.000e-03, eta: 3:59:04, time: 0.547, data_time: 0.001, memory: 7067, loss_cls: 2.5568, loss: 2.5568, grad_norm: 5.9309 2021-03-16 13:40:25,670 - mmaction - INFO - Epoch [22][1000/1345] lr: 1.000e-03, eta: 3:59:01, time: 0.545, data_time: 0.001, memory: 7067, loss_cls: 2.6487, loss: 2.6487, grad_norm: 5.9225 2021-03-16 13:40:36,896 - mmaction - INFO - Epoch [22][1020/1345] lr: 1.000e-03, eta: 3:58:58, time: 0.562, data_time: 0.001, memory: 7067, loss_cls: 2.5631, loss: 2.5631, grad_norm: 6.1242 2021-03-16 13:40:48,081 - mmaction - INFO - Epoch [22][1040/1345] lr: 1.000e-03, eta: 3:58:55, time: 0.559, data_time: 0.001, memory: 7067, loss_cls: 2.4700, loss: 2.4700, grad_norm: 5.9479 2021-03-16 13:40:58,987 - mmaction - INFO - Epoch [22][1060/1345] lr: 1.000e-03, eta: 3:58:52, time: 0.545, data_time: 0.001, memory: 7067, loss_cls: 2.5516, loss: 2.5516, grad_norm: 5.8719 2021-03-16 13:41:09,883 - mmaction - INFO - Epoch [22][1080/1345] lr: 1.000e-03, eta: 3:58:49, time: 0.546, data_time: 0.001, memory: 7067, loss_cls: 2.5739, loss: 2.5739, grad_norm: 5.6995 2021-03-16 13:41:20,753 - mmaction - INFO - Epoch [22][1100/1345] lr: 1.000e-03, eta: 3:58:46, time: 0.544, data_time: 0.000, memory: 7067, loss_cls: 2.4292, loss: 2.4292, grad_norm: 6.0989 2021-03-16 13:41:32,044 - mmaction - INFO - Epoch [22][1120/1345] lr: 1.000e-03, eta: 3:58:43, time: 0.564, data_time: 0.000, memory: 7067, loss_cls: 2.5136, loss: 2.5136, grad_norm: 6.2436 2021-03-16 13:41:43,070 - mmaction - INFO - Epoch [22][1140/1345] lr: 1.000e-03, eta: 3:58:40, time: 0.552, data_time: 0.001, memory: 7067, loss_cls: 2.6383, loss: 2.6383, grad_norm: 5.8535 2021-03-16 13:41:53,864 - mmaction - INFO - Epoch [22][1160/1345] lr: 1.000e-03, eta: 3:58:36, time: 0.540, data_time: 0.001, memory: 7067, loss_cls: 2.5120, loss: 2.5120, grad_norm: 5.8669 2021-03-16 13:42:04,835 - mmaction - INFO - Epoch [22][1180/1345] lr: 1.000e-03, eta: 3:58:33, time: 0.549, data_time: 0.000, memory: 7067, loss_cls: 2.5821, loss: 2.5821, grad_norm: 6.1860 2021-03-16 13:42:15,869 - mmaction - INFO - Epoch [22][1200/1345] lr: 1.000e-03, eta: 3:58:30, time: 0.551, data_time: 0.000, memory: 7067, loss_cls: 2.5762, loss: 2.5762, grad_norm: 5.7783 2021-03-16 13:42:26,745 - mmaction - INFO - Epoch [22][1220/1345] lr: 1.000e-03, eta: 3:58:27, time: 0.545, data_time: 0.001, memory: 7067, loss_cls: 2.4525, loss: 2.4525, grad_norm: 6.1140 2021-03-16 13:42:37,619 - mmaction - INFO - Epoch [22][1240/1345] lr: 1.000e-03, eta: 3:58:23, time: 0.543, data_time: 0.000, memory: 7067, loss_cls: 2.5877, loss: 2.5877, grad_norm: 6.0312 2021-03-16 13:42:48,631 - mmaction - INFO - Epoch [22][1260/1345] lr: 1.000e-03, eta: 3:58:20, time: 0.550, data_time: 0.001, memory: 7067, loss_cls: 2.5951, loss: 2.5951, grad_norm: 6.0031 2021-03-16 13:42:59,627 - mmaction - INFO - Epoch [22][1280/1345] lr: 1.000e-03, eta: 3:58:17, time: 0.551, data_time: 0.001, memory: 7067, loss_cls: 2.5678, loss: 2.5678, grad_norm: 5.9313 2021-03-16 13:43:10,394 - mmaction - INFO - Epoch [22][1300/1345] lr: 1.000e-03, eta: 3:58:14, time: 0.538, data_time: 0.000, memory: 7067, loss_cls: 2.6097, loss: 2.6097, grad_norm: 5.9612 2021-03-16 13:43:21,544 - mmaction - INFO - Epoch [22][1320/1345] lr: 1.000e-03, eta: 3:58:11, time: 0.557, data_time: 0.001, memory: 7067, loss_cls: 2.6128, loss: 2.6128, grad_norm: 6.0190 2021-03-16 13:43:32,590 - mmaction - INFO - Epoch [22][1340/1345] lr: 1.000e-03, eta: 3:58:07, time: 0.553, data_time: 0.001, memory: 7067, loss_cls: 2.6256, loss: 2.6256, grad_norm: 6.0153 2021-03-16 13:43:35,302 - mmaction - INFO - Saving checkpoint at 22 epochs 2021-03-16 13:44:39,221 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-16 13:44:39,367 - mmaction - INFO - top1_acc 0.4249 top5_acc 0.7232 2021-03-16 13:44:39,367 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-16 13:44:39,376 - mmaction - INFO - mean_acc 0.3810 2021-03-16 13:44:39,716 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_22.pth. 2021-03-16 13:44:39,716 - mmaction - INFO - Best top1_acc is 0.4249 at 22 epoch. 2021-03-16 13:44:39,720 - mmaction - INFO - Epoch(val) [22][1345] top1_acc: 0.4249, top5_acc: 0.7232, mean_class_accuracy: 0.3810 2021-03-16 13:45:00,254 - mmaction - INFO - Epoch [23][20/1345] lr: 1.000e-03, eta: 3:58:12, time: 1.027, data_time: 0.459, memory: 7067, loss_cls: 2.6273, loss: 2.6273, grad_norm: 5.8041 2021-03-16 13:45:11,178 - mmaction - INFO - Epoch [23][40/1345] lr: 1.000e-03, eta: 3:58:09, time: 0.546, data_time: 0.000, memory: 7067, loss_cls: 2.4988, loss: 2.4988, grad_norm: 5.9388 2021-03-16 13:45:22,258 - mmaction - INFO - Epoch [23][60/1345] lr: 1.000e-03, eta: 3:58:05, time: 0.553, data_time: 0.001, memory: 7067, loss_cls: 2.4984, loss: 2.4984, grad_norm: 6.1085 2021-03-16 13:45:33,290 - mmaction - INFO - Epoch [23][80/1345] lr: 1.000e-03, eta: 3:58:02, time: 0.552, data_time: 0.001, memory: 7067, loss_cls: 2.3699, loss: 2.3699, grad_norm: 6.1175 2021-03-16 13:45:44,136 - mmaction - INFO - Epoch [23][100/1345] lr: 1.000e-03, eta: 3:57:59, time: 0.543, data_time: 0.002, memory: 7067, loss_cls: 2.5824, loss: 2.5824, grad_norm: 5.8131 2021-03-16 13:45:55,186 - mmaction - INFO - Epoch [23][120/1345] lr: 1.000e-03, eta: 3:57:55, time: 0.552, data_time: 0.000, memory: 7067, loss_cls: 2.4783, loss: 2.4783, grad_norm: 6.0546 2021-03-16 13:46:06,360 - mmaction - INFO - Epoch [23][140/1345] lr: 1.000e-03, eta: 3:57:52, time: 0.559, data_time: 0.000, memory: 7067, loss_cls: 2.6134, loss: 2.6134, grad_norm: 6.1672 2021-03-16 13:46:17,311 - mmaction - INFO - Epoch [23][160/1345] lr: 1.000e-03, eta: 3:57:49, time: 0.548, data_time: 0.000, memory: 7067, loss_cls: 2.6013, loss: 2.6013, grad_norm: 5.8179 2021-03-16 13:46:28,315 - mmaction - INFO - Epoch [23][180/1345] lr: 1.000e-03, eta: 3:57:46, time: 0.550, data_time: 0.000, memory: 7067, loss_cls: 2.4810, loss: 2.4810, grad_norm: 5.9139 2021-03-16 13:46:39,499 - mmaction - INFO - Epoch [23][200/1345] lr: 1.000e-03, eta: 3:57:42, time: 0.560, data_time: 0.001, memory: 7067, loss_cls: 2.5753, loss: 2.5753, grad_norm: 5.6762 2021-03-16 13:46:50,412 - mmaction - INFO - Epoch [23][220/1345] lr: 1.000e-03, eta: 3:57:39, time: 0.545, data_time: 0.000, memory: 7067, loss_cls: 2.4754, loss: 2.4754, grad_norm: 5.9877 2021-03-16 13:47:01,341 - mmaction - INFO - Epoch [23][240/1345] lr: 1.000e-03, eta: 3:57:35, time: 0.547, data_time: 0.001, memory: 7067, loss_cls: 2.4948, loss: 2.4948, grad_norm: 5.9747 2021-03-16 13:47:12,145 - mmaction - INFO - Epoch [23][260/1345] lr: 1.000e-03, eta: 3:57:32, time: 0.540, data_time: 0.001, memory: 7067, loss_cls: 2.5664, loss: 2.5664, grad_norm: 5.9295 2021-03-16 13:47:22,984 - mmaction - INFO - Epoch [23][280/1345] lr: 1.000e-03, eta: 3:57:28, time: 0.542, data_time: 0.001, memory: 7067, loss_cls: 2.4276, loss: 2.4276, grad_norm: 5.8621 2021-03-16 13:47:34,010 - mmaction - INFO - Epoch [23][300/1345] lr: 1.000e-03, eta: 3:57:25, time: 0.551, data_time: 0.000, memory: 7067, loss_cls: 2.5362, loss: 2.5362, grad_norm: 5.9954 2021-03-16 13:47:45,190 - mmaction - INFO - Epoch [23][320/1345] lr: 1.000e-03, eta: 3:57:22, time: 0.560, data_time: 0.001, memory: 7067, loss_cls: 2.5583, loss: 2.5583, grad_norm: 5.8830 2021-03-16 13:47:56,209 - mmaction - INFO - Epoch [23][340/1345] lr: 1.000e-03, eta: 3:57:18, time: 0.551, data_time: 0.000, memory: 7067, loss_cls: 2.5112, loss: 2.5112, grad_norm: 6.1038 2021-03-16 13:48:07,223 - mmaction - INFO - Epoch [23][360/1345] lr: 1.000e-03, eta: 3:57:15, time: 0.551, data_time: 0.000, memory: 7067, loss_cls: 2.4313, loss: 2.4313, grad_norm: 6.1897 2021-03-16 13:48:18,208 - mmaction - INFO - Epoch [23][380/1345] lr: 1.000e-03, eta: 3:57:11, time: 0.548, data_time: 0.000, memory: 7067, loss_cls: 2.5118, loss: 2.5118, grad_norm: 6.3017 2021-03-16 13:48:29,230 - mmaction - INFO - Epoch [23][400/1345] lr: 1.000e-03, eta: 3:57:08, time: 0.552, data_time: 0.001, memory: 7067, loss_cls: 2.5691, loss: 2.5691, grad_norm: 5.9818 2021-03-16 13:48:40,205 - mmaction - INFO - Epoch [23][420/1345] lr: 1.000e-03, eta: 3:57:04, time: 0.548, data_time: 0.000, memory: 7067, loss_cls: 2.5966, loss: 2.5966, grad_norm: 6.1313 2021-03-16 13:48:51,334 - mmaction - INFO - Epoch [23][440/1345] lr: 1.000e-03, eta: 3:57:01, time: 0.557, data_time: 0.001, memory: 7067, loss_cls: 2.7487, loss: 2.7487, grad_norm: 5.9769 2021-03-16 13:49:02,304 - mmaction - INFO - Epoch [23][460/1345] lr: 1.000e-03, eta: 3:56:58, time: 0.549, data_time: 0.000, memory: 7067, loss_cls: 2.6568, loss: 2.6568, grad_norm: 6.1152 2021-03-16 13:49:13,326 - mmaction - INFO - Epoch [23][480/1345] lr: 1.000e-03, eta: 3:56:54, time: 0.551, data_time: 0.000, memory: 7067, loss_cls: 2.6147, loss: 2.6147, grad_norm: 6.1137 2021-03-16 13:49:24,369 - mmaction - INFO - Epoch [23][500/1345] lr: 1.000e-03, eta: 3:56:51, time: 0.552, data_time: 0.000, memory: 7067, loss_cls: 2.4547, loss: 2.4547, grad_norm: 6.0420 2021-03-16 13:49:35,436 - mmaction - INFO - Epoch [23][520/1345] lr: 1.000e-03, eta: 3:56:47, time: 0.554, data_time: 0.001, memory: 7067, loss_cls: 2.5135, loss: 2.5135, grad_norm: 5.9475 2021-03-16 13:49:46,584 - mmaction - INFO - Epoch [23][540/1345] lr: 1.000e-03, eta: 3:56:44, time: 0.557, data_time: 0.000, memory: 7067, loss_cls: 2.5729, loss: 2.5729, grad_norm: 6.1972 2021-03-16 13:49:57,724 - mmaction - INFO - Epoch [23][560/1345] lr: 1.000e-03, eta: 3:56:41, time: 0.556, data_time: 0.000, memory: 7067, loss_cls: 2.4085, loss: 2.4085, grad_norm: 5.8423 2021-03-16 13:50:08,802 - mmaction - INFO - Epoch [23][580/1345] lr: 1.000e-03, eta: 3:56:37, time: 0.555, data_time: 0.001, memory: 7067, loss_cls: 2.4355, loss: 2.4355, grad_norm: 5.9602 2021-03-16 13:50:19,657 - mmaction - INFO - Epoch [23][600/1345] lr: 1.000e-03, eta: 3:56:33, time: 0.541, data_time: 0.001, memory: 7067, loss_cls: 2.5331, loss: 2.5331, grad_norm: 6.0146 2021-03-16 13:50:30,646 - mmaction - INFO - Epoch [23][620/1345] lr: 1.000e-03, eta: 3:56:30, time: 0.549, data_time: 0.002, memory: 7067, loss_cls: 2.5036, loss: 2.5036, grad_norm: 5.9495 2021-03-16 13:50:41,794 - mmaction - INFO - Epoch [23][640/1345] lr: 1.000e-03, eta: 3:56:26, time: 0.559, data_time: 0.002, memory: 7067, loss_cls: 2.6367, loss: 2.6367, grad_norm: 5.9326 2021-03-16 13:50:52,894 - mmaction - INFO - Epoch [23][660/1345] lr: 1.000e-03, eta: 3:56:23, time: 0.555, data_time: 0.000, memory: 7067, loss_cls: 2.5136, loss: 2.5136, grad_norm: 6.1907 2021-03-16 13:51:03,953 - mmaction - INFO - Epoch [23][680/1345] lr: 1.000e-03, eta: 3:56:19, time: 0.553, data_time: 0.001, memory: 7067, loss_cls: 2.5146, loss: 2.5146, grad_norm: 6.0456 2021-03-16 13:51:15,126 - mmaction - INFO - Epoch [23][700/1345] lr: 1.000e-03, eta: 3:56:16, time: 0.559, data_time: 0.000, memory: 7067, loss_cls: 2.5768, loss: 2.5768, grad_norm: 6.1052 2021-03-16 13:51:26,096 - mmaction - INFO - Epoch [23][720/1345] lr: 1.000e-03, eta: 3:56:12, time: 0.548, data_time: 0.000, memory: 7067, loss_cls: 2.5529, loss: 2.5529, grad_norm: 6.3791 2021-03-16 13:51:37,300 - mmaction - INFO - Epoch [23][740/1345] lr: 1.000e-03, eta: 3:56:09, time: 0.560, data_time: 0.000, memory: 7067, loss_cls: 2.3892, loss: 2.3892, grad_norm: 6.1710 2021-03-16 13:51:48,454 - mmaction - INFO - Epoch [23][760/1345] lr: 1.000e-03, eta: 3:56:06, time: 0.558, data_time: 0.000, memory: 7067, loss_cls: 2.6879, loss: 2.6879, grad_norm: 6.1478 2021-03-16 13:51:56,616 - mmaction - INFO - Epoch [23][780/1345] lr: 1.000e-03, eta: 3:55:58, time: 0.406, data_time: 0.000, memory: 7067, loss_cls: 2.5532, loss: 2.5532, grad_norm: 6.1157 2021-03-16 13:52:04,224 - mmaction - INFO - Epoch [23][800/1345] lr: 1.000e-03, eta: 3:55:51, time: 0.382, data_time: 0.005, memory: 7067, loss_cls: 2.5654, loss: 2.5654, grad_norm: 6.2598 2021-03-16 13:52:11,631 - mmaction - INFO - Epoch [23][820/1345] lr: 1.000e-03, eta: 3:55:43, time: 0.371, data_time: 0.001, memory: 7067, loss_cls: 2.5002, loss: 2.5002, grad_norm: 6.2413 2021-03-16 13:52:21,502 - mmaction - INFO - Epoch [23][840/1345] lr: 1.000e-03, eta: 3:55:38, time: 0.494, data_time: 0.001, memory: 7067, loss_cls: 2.4590, loss: 2.4590, grad_norm: 6.3220 2021-03-16 13:52:32,376 - mmaction - INFO - Epoch [23][860/1345] lr: 1.000e-03, eta: 3:55:34, time: 0.543, data_time: 0.000, memory: 7067, loss_cls: 2.4364, loss: 2.4364, grad_norm: 6.2637 2021-03-16 13:52:43,213 - mmaction - INFO - Epoch [23][880/1345] lr: 1.000e-03, eta: 3:55:30, time: 0.541, data_time: 0.001, memory: 7067, loss_cls: 2.4872, loss: 2.4872, grad_norm: 6.0591 2021-03-16 13:52:53,910 - mmaction - INFO - Epoch [23][900/1345] lr: 1.000e-03, eta: 3:55:26, time: 0.536, data_time: 0.007, memory: 7067, loss_cls: 2.5553, loss: 2.5553, grad_norm: 6.1331 2021-03-16 13:53:04,897 - mmaction - INFO - Epoch [23][920/1345] lr: 1.000e-03, eta: 3:55:22, time: 0.549, data_time: 0.001, memory: 7067, loss_cls: 2.4021, loss: 2.4021, grad_norm: 6.4207 2021-03-16 13:53:15,677 - mmaction - INFO - Epoch [23][940/1345] lr: 1.000e-03, eta: 3:55:18, time: 0.538, data_time: 0.000, memory: 7067, loss_cls: 2.5360, loss: 2.5360, grad_norm: 6.1911 2021-03-16 13:53:26,743 - mmaction - INFO - Epoch [23][960/1345] lr: 1.000e-03, eta: 3:55:15, time: 0.554, data_time: 0.001, memory: 7067, loss_cls: 2.5058, loss: 2.5058, grad_norm: 6.1748 2021-03-16 13:53:37,688 - mmaction - INFO - Epoch [23][980/1345] lr: 1.000e-03, eta: 3:55:11, time: 0.547, data_time: 0.000, memory: 7067, loss_cls: 2.5925, loss: 2.5925, grad_norm: 6.0923 2021-03-16 13:53:48,771 - mmaction - INFO - Epoch [23][1000/1345] lr: 1.000e-03, eta: 3:55:07, time: 0.553, data_time: 0.001, memory: 7067, loss_cls: 2.5748, loss: 2.5748, grad_norm: 5.9564 2021-03-16 13:53:59,562 - mmaction - INFO - Epoch [23][1020/1345] lr: 1.000e-03, eta: 3:55:03, time: 0.540, data_time: 0.001, memory: 7067, loss_cls: 2.5595, loss: 2.5595, grad_norm: 6.1018 2021-03-16 13:54:10,340 - mmaction - INFO - Epoch [23][1040/1345] lr: 1.000e-03, eta: 3:54:59, time: 0.539, data_time: 0.000, memory: 7067, loss_cls: 2.5175, loss: 2.5175, grad_norm: 6.2406 2021-03-16 13:54:20,992 - mmaction - INFO - Epoch [23][1060/1345] lr: 1.000e-03, eta: 3:54:55, time: 0.533, data_time: 0.001, memory: 7067, loss_cls: 2.5538, loss: 2.5538, grad_norm: 6.2389 2021-03-16 13:54:32,024 - mmaction - INFO - Epoch [23][1080/1345] lr: 1.000e-03, eta: 3:54:51, time: 0.551, data_time: 0.001, memory: 7067, loss_cls: 2.6677, loss: 2.6677, grad_norm: 5.9938 2021-03-16 13:54:43,036 - mmaction - INFO - Epoch [23][1100/1345] lr: 1.000e-03, eta: 3:54:48, time: 0.551, data_time: 0.001, memory: 7067, loss_cls: 2.5784, loss: 2.5784, grad_norm: 5.9590 2021-03-16 13:54:54,029 - mmaction - INFO - Epoch [23][1120/1345] lr: 1.000e-03, eta: 3:54:44, time: 0.550, data_time: 0.001, memory: 7067, loss_cls: 2.5695, loss: 2.5695, grad_norm: 6.3363 2021-03-16 13:55:05,025 - mmaction - INFO - Epoch [23][1140/1345] lr: 1.000e-03, eta: 3:54:40, time: 0.550, data_time: 0.001, memory: 7067, loss_cls: 2.3847, loss: 2.3847, grad_norm: 6.2825 2021-03-16 13:55:16,351 - mmaction - INFO - Epoch [23][1160/1345] lr: 1.000e-03, eta: 3:54:37, time: 0.567, data_time: 0.001, memory: 7067, loss_cls: 2.6096, loss: 2.6096, grad_norm: 6.0342 2021-03-16 13:55:27,151 - mmaction - INFO - Epoch [23][1180/1345] lr: 1.000e-03, eta: 3:54:32, time: 0.540, data_time: 0.000, memory: 7067, loss_cls: 2.5841, loss: 2.5841, grad_norm: 6.2947 2021-03-16 13:55:38,122 - mmaction - INFO - Epoch [23][1200/1345] lr: 1.000e-03, eta: 3:54:29, time: 0.548, data_time: 0.001, memory: 7067, loss_cls: 2.5311, loss: 2.5311, grad_norm: 6.5812 2021-03-16 13:55:48,825 - mmaction - INFO - Epoch [23][1220/1345] lr: 1.000e-03, eta: 3:54:24, time: 0.536, data_time: 0.001, memory: 7067, loss_cls: 2.5042, loss: 2.5042, grad_norm: 6.1787 2021-03-16 13:55:59,549 - mmaction - INFO - Epoch [23][1240/1345] lr: 1.000e-03, eta: 3:54:20, time: 0.536, data_time: 0.001, memory: 7067, loss_cls: 2.5950, loss: 2.5950, grad_norm: 6.1831 2021-03-16 13:56:11,073 - mmaction - INFO - Epoch [23][1260/1345] lr: 1.000e-03, eta: 3:54:17, time: 0.575, data_time: 0.000, memory: 7067, loss_cls: 2.5623, loss: 2.5623, grad_norm: 6.1474 2021-03-16 13:56:22,110 - mmaction - INFO - Epoch [23][1280/1345] lr: 1.000e-03, eta: 3:54:13, time: 0.553, data_time: 0.001, memory: 7067, loss_cls: 2.4708, loss: 2.4708, grad_norm: 6.3114 2021-03-16 13:56:33,114 - mmaction - INFO - Epoch [23][1300/1345] lr: 1.000e-03, eta: 3:54:09, time: 0.549, data_time: 0.000, memory: 7067, loss_cls: 2.5775, loss: 2.5775, grad_norm: 6.3462 2021-03-16 13:56:43,974 - mmaction - INFO - Epoch [23][1320/1345] lr: 1.000e-03, eta: 3:54:05, time: 0.543, data_time: 0.001, memory: 7067, loss_cls: 2.4716, loss: 2.4716, grad_norm: 6.1973 2021-03-16 13:56:54,706 - mmaction - INFO - Epoch [23][1340/1345] lr: 1.000e-03, eta: 3:54:01, time: 0.537, data_time: 0.001, memory: 7067, loss_cls: 2.5723, loss: 2.5723, grad_norm: 6.0995 2021-03-16 13:56:57,644 - mmaction - INFO - Saving checkpoint at 23 epochs 2021-03-16 13:57:19,336 - mmaction - INFO - Epoch [24][20/1345] lr: 1.000e-03, eta: 3:54:05, time: 1.067, data_time: 0.491, memory: 7067, loss_cls: 2.4778, loss: 2.4778, grad_norm: 6.3230 2021-03-16 13:57:30,464 - mmaction - INFO - Epoch [24][40/1345] lr: 1.000e-03, eta: 3:54:01, time: 0.556, data_time: 0.000, memory: 7067, loss_cls: 2.4905, loss: 2.4905, grad_norm: 6.0878 2021-03-16 13:57:41,574 - mmaction - INFO - Epoch [24][60/1345] lr: 1.000e-03, eta: 3:53:58, time: 0.556, data_time: 0.000, memory: 7067, loss_cls: 2.5522, loss: 2.5522, grad_norm: 6.2255 2021-03-16 13:57:52,506 - mmaction - INFO - Epoch [24][80/1345] lr: 1.000e-03, eta: 3:53:54, time: 0.546, data_time: 0.000, memory: 7067, loss_cls: 2.4851, loss: 2.4851, grad_norm: 6.3560 2021-03-16 13:58:03,529 - mmaction - INFO - Epoch [24][100/1345] lr: 1.000e-03, eta: 3:53:50, time: 0.551, data_time: 0.001, memory: 7067, loss_cls: 2.6065, loss: 2.6065, grad_norm: 6.3358 2021-03-16 13:58:14,825 - mmaction - INFO - Epoch [24][120/1345] lr: 1.000e-03, eta: 3:53:46, time: 0.566, data_time: 0.001, memory: 7067, loss_cls: 2.4787, loss: 2.4787, grad_norm: 6.3834 2021-03-16 13:58:25,955 - mmaction - INFO - Epoch [24][140/1345] lr: 1.000e-03, eta: 3:53:42, time: 0.557, data_time: 0.001, memory: 7067, loss_cls: 2.5431, loss: 2.5431, grad_norm: 6.2079 2021-03-16 13:58:36,984 - mmaction - INFO - Epoch [24][160/1345] lr: 1.000e-03, eta: 3:53:38, time: 0.551, data_time: 0.000, memory: 7067, loss_cls: 2.5231, loss: 2.5231, grad_norm: 6.0707 2021-03-16 13:58:47,978 - mmaction - INFO - Epoch [24][180/1345] lr: 1.000e-03, eta: 3:53:34, time: 0.550, data_time: 0.001, memory: 7067, loss_cls: 2.5976, loss: 2.5976, grad_norm: 6.0585 2021-03-16 13:58:59,267 - mmaction - INFO - Epoch [24][200/1345] lr: 1.000e-03, eta: 3:53:31, time: 0.564, data_time: 0.000, memory: 7067, loss_cls: 2.4318, loss: 2.4318, grad_norm: 6.2842 2021-03-16 13:59:10,215 - mmaction - INFO - Epoch [24][220/1345] lr: 1.000e-03, eta: 3:53:27, time: 0.547, data_time: 0.000, memory: 7067, loss_cls: 2.6765, loss: 2.6765, grad_norm: 6.2294 2021-03-16 13:59:21,228 - mmaction - INFO - Epoch [24][240/1345] lr: 1.000e-03, eta: 3:53:23, time: 0.551, data_time: 0.000, memory: 7067, loss_cls: 2.5675, loss: 2.5675, grad_norm: 6.3417 2021-03-16 13:59:32,497 - mmaction - INFO - Epoch [24][260/1345] lr: 1.000e-03, eta: 3:53:19, time: 0.564, data_time: 0.000, memory: 7067, loss_cls: 2.5665, loss: 2.5665, grad_norm: 6.2166 2021-03-16 13:59:43,199 - mmaction - INFO - Epoch [24][280/1345] lr: 1.000e-03, eta: 3:53:14, time: 0.535, data_time: 0.000, memory: 7067, loss_cls: 2.4698, loss: 2.4698, grad_norm: 6.1863 2021-03-16 13:59:54,231 - mmaction - INFO - Epoch [24][300/1345] lr: 1.000e-03, eta: 3:53:10, time: 0.551, data_time: 0.000, memory: 7067, loss_cls: 2.3754, loss: 2.3754, grad_norm: 6.3564 2021-03-16 14:00:05,300 - mmaction - INFO - Epoch [24][320/1345] lr: 1.000e-03, eta: 3:53:06, time: 0.553, data_time: 0.001, memory: 7067, loss_cls: 2.4818, loss: 2.4818, grad_norm: 6.1478 2021-03-16 14:00:16,384 - mmaction - INFO - Epoch [24][340/1345] lr: 1.000e-03, eta: 3:53:02, time: 0.555, data_time: 0.001, memory: 7067, loss_cls: 2.4717, loss: 2.4717, grad_norm: 6.5229 2021-03-16 14:00:27,425 - mmaction - INFO - Epoch [24][360/1345] lr: 1.000e-03, eta: 3:52:58, time: 0.552, data_time: 0.001, memory: 7067, loss_cls: 2.6517, loss: 2.6517, grad_norm: 6.3834 2021-03-16 14:00:38,290 - mmaction - INFO - Epoch [24][380/1345] lr: 1.000e-03, eta: 3:52:54, time: 0.543, data_time: 0.001, memory: 7067, loss_cls: 2.4358, loss: 2.4358, grad_norm: 6.1962 2021-03-16 14:00:49,420 - mmaction - INFO - Epoch [24][400/1345] lr: 1.000e-03, eta: 3:52:50, time: 0.556, data_time: 0.000, memory: 7067, loss_cls: 2.5108, loss: 2.5108, grad_norm: 6.1937 2021-03-16 14:01:00,282 - mmaction - INFO - Epoch [24][420/1345] lr: 1.000e-03, eta: 3:52:46, time: 0.544, data_time: 0.001, memory: 7067, loss_cls: 2.5699, loss: 2.5699, grad_norm: 6.1864 2021-03-16 14:01:11,296 - mmaction - INFO - Epoch [24][440/1345] lr: 1.000e-03, eta: 3:52:42, time: 0.551, data_time: 0.000, memory: 7067, loss_cls: 2.5017, loss: 2.5017, grad_norm: 6.2885 2021-03-16 14:01:22,290 - mmaction - INFO - Epoch [24][460/1345] lr: 1.000e-03, eta: 3:52:38, time: 0.550, data_time: 0.001, memory: 7067, loss_cls: 2.5130, loss: 2.5130, grad_norm: 6.1431 2021-03-16 14:01:33,605 - mmaction - INFO - Epoch [24][480/1345] lr: 1.000e-03, eta: 3:52:34, time: 0.566, data_time: 0.001, memory: 7067, loss_cls: 2.3993, loss: 2.3993, grad_norm: 6.1915 2021-03-16 14:01:44,532 - mmaction - INFO - Epoch [24][500/1345] lr: 1.000e-03, eta: 3:52:30, time: 0.545, data_time: 0.000, memory: 7067, loss_cls: 2.4432, loss: 2.4432, grad_norm: 6.4725 2021-03-16 14:01:55,346 - mmaction - INFO - Epoch [24][520/1345] lr: 1.000e-03, eta: 3:52:26, time: 0.542, data_time: 0.001, memory: 7067, loss_cls: 2.4988, loss: 2.4988, grad_norm: 6.4853 2021-03-16 14:02:06,379 - mmaction - INFO - Epoch [24][540/1345] lr: 1.000e-03, eta: 3:52:21, time: 0.551, data_time: 0.000, memory: 7067, loss_cls: 2.5194, loss: 2.5194, grad_norm: 6.2624 2021-03-16 14:02:17,421 - mmaction - INFO - Epoch [24][560/1345] lr: 1.000e-03, eta: 3:52:17, time: 0.553, data_time: 0.001, memory: 7067, loss_cls: 2.5344, loss: 2.5344, grad_norm: 6.3873 2021-03-16 14:02:28,488 - mmaction - INFO - Epoch [24][580/1345] lr: 1.000e-03, eta: 3:52:13, time: 0.553, data_time: 0.001, memory: 7067, loss_cls: 2.4896, loss: 2.4896, grad_norm: 6.6148 2021-03-16 14:02:39,374 - mmaction - INFO - Epoch [24][600/1345] lr: 1.000e-03, eta: 3:52:09, time: 0.544, data_time: 0.000, memory: 7067, loss_cls: 2.4926, loss: 2.4926, grad_norm: 6.3144 2021-03-16 14:02:50,268 - mmaction - INFO - Epoch [24][620/1345] lr: 1.000e-03, eta: 3:52:05, time: 0.545, data_time: 0.001, memory: 7067, loss_cls: 2.5383, loss: 2.5383, grad_norm: 6.3750 2021-03-16 14:03:01,293 - mmaction - INFO - Epoch [24][640/1345] lr: 1.000e-03, eta: 3:52:00, time: 0.551, data_time: 0.001, memory: 7067, loss_cls: 2.4878, loss: 2.4878, grad_norm: 6.0970 2021-03-16 14:03:12,217 - mmaction - INFO - Epoch [24][660/1345] lr: 1.000e-03, eta: 3:51:56, time: 0.547, data_time: 0.001, memory: 7067, loss_cls: 2.3720, loss: 2.3720, grad_norm: 6.6129 2021-03-16 14:03:23,112 - mmaction - INFO - Epoch [24][680/1345] lr: 1.000e-03, eta: 3:51:52, time: 0.545, data_time: 0.001, memory: 7067, loss_cls: 2.5493, loss: 2.5493, grad_norm: 6.3335 2021-03-16 14:03:34,402 - mmaction - INFO - Epoch [24][700/1345] lr: 1.000e-03, eta: 3:51:48, time: 0.564, data_time: 0.002, memory: 7067, loss_cls: 2.4215, loss: 2.4215, grad_norm: 6.3095 2021-03-16 14:03:45,159 - mmaction - INFO - Epoch [24][720/1345] lr: 1.000e-03, eta: 3:51:43, time: 0.538, data_time: 0.001, memory: 7067, loss_cls: 2.5328, loss: 2.5328, grad_norm: 6.5703 2021-03-16 14:03:55,964 - mmaction - INFO - Epoch [24][740/1345] lr: 1.000e-03, eta: 3:51:39, time: 0.541, data_time: 0.001, memory: 7067, loss_cls: 2.5707, loss: 2.5707, grad_norm: 6.4022 2021-03-16 14:04:06,948 - mmaction - INFO - Epoch [24][760/1345] lr: 1.000e-03, eta: 3:51:35, time: 0.549, data_time: 0.000, memory: 7067, loss_cls: 2.4288, loss: 2.4288, grad_norm: 6.3352 2021-03-16 14:04:14,813 - mmaction - INFO - Epoch [24][780/1345] lr: 1.000e-03, eta: 3:51:27, time: 0.392, data_time: 0.000, memory: 7067, loss_cls: 2.5209, loss: 2.5209, grad_norm: 6.2691 2021-03-16 14:04:21,907 - mmaction - INFO - Epoch [24][800/1345] lr: 1.000e-03, eta: 3:51:18, time: 0.356, data_time: 0.001, memory: 7067, loss_cls: 2.4961, loss: 2.4961, grad_norm: 6.2790 2021-03-16 14:04:29,262 - mmaction - INFO - Epoch [24][820/1345] lr: 1.000e-03, eta: 3:51:10, time: 0.367, data_time: 0.001, memory: 7067, loss_cls: 2.5136, loss: 2.5136, grad_norm: 6.4135 2021-03-16 14:04:36,535 - mmaction - INFO - Epoch [24][840/1345] lr: 1.000e-03, eta: 3:51:02, time: 0.361, data_time: 0.001, memory: 7067, loss_cls: 2.5004, loss: 2.5004, grad_norm: 6.1910 2021-03-16 14:04:43,726 - mmaction - INFO - Epoch [24][860/1345] lr: 1.000e-03, eta: 3:50:53, time: 0.362, data_time: 0.003, memory: 7067, loss_cls: 2.4172, loss: 2.4172, grad_norm: 6.5263 2021-03-16 14:04:51,068 - mmaction - INFO - Epoch [24][880/1345] lr: 1.000e-03, eta: 3:50:45, time: 0.368, data_time: 0.001, memory: 7067, loss_cls: 2.6462, loss: 2.6462, grad_norm: 6.5285 2021-03-16 14:04:58,535 - mmaction - INFO - Epoch [24][900/1345] lr: 1.000e-03, eta: 3:50:37, time: 0.372, data_time: 0.000, memory: 7067, loss_cls: 2.4627, loss: 2.4627, grad_norm: 6.3277 2021-03-16 14:05:05,821 - mmaction - INFO - Epoch [24][920/1345] lr: 1.000e-03, eta: 3:50:28, time: 0.365, data_time: 0.002, memory: 7067, loss_cls: 2.5166, loss: 2.5166, grad_norm: 6.3870 2021-03-16 14:05:13,256 - mmaction - INFO - Epoch [24][940/1345] lr: 1.000e-03, eta: 3:50:20, time: 0.371, data_time: 0.003, memory: 7067, loss_cls: 2.5226, loss: 2.5226, grad_norm: 6.2752 2021-03-16 14:05:20,739 - mmaction - INFO - Epoch [24][960/1345] lr: 1.000e-03, eta: 3:50:12, time: 0.373, data_time: 0.001, memory: 7067, loss_cls: 2.4058, loss: 2.4058, grad_norm: 6.2675 2021-03-16 14:05:28,021 - mmaction - INFO - Epoch [24][980/1345] lr: 1.000e-03, eta: 3:50:03, time: 0.365, data_time: 0.002, memory: 7067, loss_cls: 2.4459, loss: 2.4459, grad_norm: 6.5703 2021-03-16 14:05:35,340 - mmaction - INFO - Epoch [24][1000/1345] lr: 1.000e-03, eta: 3:49:55, time: 0.366, data_time: 0.000, memory: 7067, loss_cls: 2.3364, loss: 2.3364, grad_norm: 6.4667 2021-03-16 14:05:42,904 - mmaction - INFO - Epoch [24][1020/1345] lr: 1.000e-03, eta: 3:49:47, time: 0.378, data_time: 0.001, memory: 7067, loss_cls: 2.5898, loss: 2.5898, grad_norm: 6.5982 2021-03-16 14:05:50,132 - mmaction - INFO - Epoch [24][1040/1345] lr: 1.000e-03, eta: 3:49:38, time: 0.361, data_time: 0.001, memory: 7067, loss_cls: 2.4172, loss: 2.4172, grad_norm: 6.5658 2021-03-16 14:05:57,600 - mmaction - INFO - Epoch [24][1060/1345] lr: 1.000e-03, eta: 3:49:30, time: 0.374, data_time: 0.001, memory: 7067, loss_cls: 2.4712, loss: 2.4712, grad_norm: 6.6628 2021-03-16 14:06:04,776 - mmaction - INFO - Epoch [24][1080/1345] lr: 1.000e-03, eta: 3:49:22, time: 0.359, data_time: 0.000, memory: 7067, loss_cls: 2.5136, loss: 2.5136, grad_norm: 6.7098 2021-03-16 14:06:12,088 - mmaction - INFO - Epoch [24][1100/1345] lr: 1.000e-03, eta: 3:49:13, time: 0.365, data_time: 0.001, memory: 7067, loss_cls: 2.3589, loss: 2.3589, grad_norm: 6.5388 2021-03-16 14:06:19,397 - mmaction - INFO - Epoch [24][1120/1345] lr: 1.000e-03, eta: 3:49:05, time: 0.365, data_time: 0.001, memory: 7067, loss_cls: 2.5501, loss: 2.5501, grad_norm: 6.2116 2021-03-16 14:06:26,648 - mmaction - INFO - Epoch [24][1140/1345] lr: 1.000e-03, eta: 3:48:57, time: 0.363, data_time: 0.003, memory: 7067, loss_cls: 2.5097, loss: 2.5097, grad_norm: 6.4574 2021-03-16 14:06:33,816 - mmaction - INFO - Epoch [24][1160/1345] lr: 1.000e-03, eta: 3:48:48, time: 0.358, data_time: 0.001, memory: 7067, loss_cls: 2.4822, loss: 2.4822, grad_norm: 6.5265 2021-03-16 14:06:41,341 - mmaction - INFO - Epoch [24][1180/1345] lr: 1.000e-03, eta: 3:48:40, time: 0.376, data_time: 0.003, memory: 7067, loss_cls: 2.5378, loss: 2.5378, grad_norm: 6.4012 2021-03-16 14:06:48,776 - mmaction - INFO - Epoch [24][1200/1345] lr: 1.000e-03, eta: 3:48:32, time: 0.373, data_time: 0.002, memory: 7067, loss_cls: 2.5311, loss: 2.5311, grad_norm: 6.3979 2021-03-16 14:06:55,866 - mmaction - INFO - Epoch [24][1220/1345] lr: 1.000e-03, eta: 3:48:23, time: 0.354, data_time: 0.001, memory: 7067, loss_cls: 2.3292, loss: 2.3292, grad_norm: 6.4295 2021-03-16 14:07:03,176 - mmaction - INFO - Epoch [24][1240/1345] lr: 1.000e-03, eta: 3:48:15, time: 0.366, data_time: 0.001, memory: 7067, loss_cls: 2.5260, loss: 2.5260, grad_norm: 6.5770 2021-03-16 14:07:10,346 - mmaction - INFO - Epoch [24][1260/1345] lr: 1.000e-03, eta: 3:48:06, time: 0.358, data_time: 0.001, memory: 7067, loss_cls: 2.4452, loss: 2.4452, grad_norm: 6.3750 2021-03-16 14:07:17,691 - mmaction - INFO - Epoch [24][1280/1345] lr: 1.000e-03, eta: 3:47:58, time: 0.367, data_time: 0.001, memory: 7067, loss_cls: 2.4864, loss: 2.4864, grad_norm: 6.4858 2021-03-16 14:07:24,882 - mmaction - INFO - Epoch [24][1300/1345] lr: 1.000e-03, eta: 3:47:49, time: 0.360, data_time: 0.001, memory: 7067, loss_cls: 2.4524, loss: 2.4524, grad_norm: 6.3570 2021-03-16 14:07:32,133 - mmaction - INFO - Epoch [24][1320/1345] lr: 1.000e-03, eta: 3:47:41, time: 0.361, data_time: 0.000, memory: 7067, loss_cls: 2.4047, loss: 2.4047, grad_norm: 6.5947 2021-03-16 14:07:39,189 - mmaction - INFO - Epoch [24][1340/1345] lr: 1.000e-03, eta: 3:47:32, time: 0.354, data_time: 0.002, memory: 7067, loss_cls: 2.6083, loss: 2.6083, grad_norm: 6.3606 2021-03-16 14:07:41,008 - mmaction - INFO - Saving checkpoint at 24 epochs 2021-03-16 14:08:43,724 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-16 14:08:43,965 - mmaction - INFO - top1_acc 0.4344 top5_acc 0.7254 2021-03-16 14:08:43,965 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-16 14:08:43,979 - mmaction - INFO - mean_acc 0.3895 2021-03-16 14:08:44,322 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_24.pth. 2021-03-16 14:08:44,322 - mmaction - INFO - Best top1_acc is 0.4344 at 24 epoch. 2021-03-16 14:08:44,326 - mmaction - INFO - Epoch(val) [24][1345] top1_acc: 0.4344, top5_acc: 0.7254, mean_class_accuracy: 0.3895 2021-03-16 14:09:01,331 - mmaction - INFO - Epoch [25][20/1345] lr: 1.000e-03, eta: 3:47:31, time: 0.849, data_time: 0.414, memory: 7067, loss_cls: 2.4329, loss: 2.4329, grad_norm: 6.5564 2021-03-16 14:09:08,740 - mmaction - INFO - Epoch [25][40/1345] lr: 1.000e-03, eta: 3:47:22, time: 0.370, data_time: 0.001, memory: 7067, loss_cls: 2.4617, loss: 2.4617, grad_norm: 6.4599 2021-03-16 14:09:16,272 - mmaction - INFO - Epoch [25][60/1345] lr: 1.000e-03, eta: 3:47:14, time: 0.375, data_time: 0.001, memory: 7067, loss_cls: 2.4593, loss: 2.4593, grad_norm: 6.3367 2021-03-16 14:09:23,783 - mmaction - INFO - Epoch [25][80/1345] lr: 1.000e-03, eta: 3:47:06, time: 0.377, data_time: 0.003, memory: 7067, loss_cls: 2.3920, loss: 2.3920, grad_norm: 6.3607 2021-03-16 14:09:31,098 - mmaction - INFO - Epoch [25][100/1345] lr: 1.000e-03, eta: 3:46:58, time: 0.364, data_time: 0.001, memory: 7067, loss_cls: 2.5005, loss: 2.5005, grad_norm: 6.4260 2021-03-16 14:09:38,398 - mmaction - INFO - Epoch [25][120/1345] lr: 1.000e-03, eta: 3:46:49, time: 0.367, data_time: 0.003, memory: 7067, loss_cls: 2.4873, loss: 2.4873, grad_norm: 6.0409 2021-03-16 14:09:46,122 - mmaction - INFO - Epoch [25][140/1345] lr: 1.000e-03, eta: 3:46:41, time: 0.386, data_time: 0.001, memory: 7067, loss_cls: 2.4922, loss: 2.4922, grad_norm: 6.5062 2021-03-16 14:09:54,336 - mmaction - INFO - Epoch [25][160/1345] lr: 1.000e-03, eta: 3:46:34, time: 0.412, data_time: 0.002, memory: 7067, loss_cls: 2.4543, loss: 2.4543, grad_norm: 6.5534 2021-03-16 14:10:02,707 - mmaction - INFO - Epoch [25][180/1345] lr: 1.000e-03, eta: 3:46:27, time: 0.418, data_time: 0.001, memory: 7067, loss_cls: 2.5506, loss: 2.5506, grad_norm: 6.3979 2021-03-16 14:10:10,374 - mmaction - INFO - Epoch [25][200/1345] lr: 1.000e-03, eta: 3:46:19, time: 0.384, data_time: 0.001, memory: 7067, loss_cls: 2.5282, loss: 2.5282, grad_norm: 6.6441 2021-03-16 14:10:19,861 - mmaction - INFO - Epoch [25][220/1345] lr: 1.000e-03, eta: 3:46:13, time: 0.474, data_time: 0.064, memory: 7067, loss_cls: 2.4722, loss: 2.4722, grad_norm: 6.3431 2021-03-16 14:10:33,351 - mmaction - INFO - Epoch [25][240/1345] lr: 1.000e-03, eta: 3:46:11, time: 0.673, data_time: 0.250, memory: 7067, loss_cls: 2.4525, loss: 2.4525, grad_norm: 6.3281 2021-03-16 14:10:43,440 - mmaction - INFO - Epoch [25][260/1345] lr: 1.000e-03, eta: 3:46:06, time: 0.504, data_time: 0.004, memory: 7067, loss_cls: 2.4267, loss: 2.4267, grad_norm: 6.3002 2021-03-16 14:10:50,974 - mmaction - INFO - Epoch [25][280/1345] lr: 1.000e-03, eta: 3:45:58, time: 0.377, data_time: 0.002, memory: 7067, loss_cls: 2.4820, loss: 2.4820, grad_norm: 6.4385 2021-03-16 14:10:58,412 - mmaction - INFO - Epoch [25][300/1345] lr: 1.000e-03, eta: 3:45:49, time: 0.373, data_time: 0.002, memory: 7067, loss_cls: 2.5004, loss: 2.5004, grad_norm: 6.3463 2021-03-16 14:11:05,742 - mmaction - INFO - Epoch [25][320/1345] lr: 1.000e-03, eta: 3:45:41, time: 0.366, data_time: 0.000, memory: 7067, loss_cls: 2.5347, loss: 2.5347, grad_norm: 6.3386 2021-03-16 14:11:13,147 - mmaction - INFO - Epoch [25][340/1345] lr: 1.000e-03, eta: 3:45:33, time: 0.371, data_time: 0.001, memory: 7067, loss_cls: 2.5529, loss: 2.5529, grad_norm: 6.6361 2021-03-16 14:11:20,614 - mmaction - INFO - Epoch [25][360/1345] lr: 1.000e-03, eta: 3:45:25, time: 0.373, data_time: 0.000, memory: 7067, loss_cls: 2.6118, loss: 2.6118, grad_norm: 6.4760 2021-03-16 14:11:28,268 - mmaction - INFO - Epoch [25][380/1345] lr: 1.000e-03, eta: 3:45:17, time: 0.382, data_time: 0.001, memory: 7067, loss_cls: 2.4818, loss: 2.4818, grad_norm: 6.5188 2021-03-16 14:11:35,561 - mmaction - INFO - Epoch [25][400/1345] lr: 1.000e-03, eta: 3:45:08, time: 0.364, data_time: 0.001, memory: 7067, loss_cls: 2.3816, loss: 2.3816, grad_norm: 6.5761 2021-03-16 14:11:42,829 - mmaction - INFO - Epoch [25][420/1345] lr: 1.000e-03, eta: 3:45:00, time: 0.364, data_time: 0.002, memory: 7067, loss_cls: 2.4659, loss: 2.4659, grad_norm: 6.4679 2021-03-16 14:11:50,282 - mmaction - INFO - Epoch [25][440/1345] lr: 1.000e-03, eta: 3:44:52, time: 0.373, data_time: 0.002, memory: 7067, loss_cls: 2.4578, loss: 2.4578, grad_norm: 6.5803 2021-03-16 14:11:57,592 - mmaction - INFO - Epoch [25][460/1345] lr: 1.000e-03, eta: 3:44:43, time: 0.366, data_time: 0.001, memory: 7067, loss_cls: 2.4920, loss: 2.4920, grad_norm: 6.6625 2021-03-16 14:12:04,954 - mmaction - INFO - Epoch [25][480/1345] lr: 1.000e-03, eta: 3:44:35, time: 0.368, data_time: 0.000, memory: 7067, loss_cls: 2.5639, loss: 2.5639, grad_norm: 6.4392 2021-03-16 14:12:12,139 - mmaction - INFO - Epoch [25][500/1345] lr: 1.000e-03, eta: 3:44:26, time: 0.358, data_time: 0.000, memory: 7067, loss_cls: 2.4891, loss: 2.4891, grad_norm: 6.2677 2021-03-16 14:12:19,683 - mmaction - INFO - Epoch [25][520/1345] lr: 1.000e-03, eta: 3:44:18, time: 0.379, data_time: 0.002, memory: 7067, loss_cls: 2.4721, loss: 2.4721, grad_norm: 6.5828 2021-03-16 14:12:27,069 - mmaction - INFO - Epoch [25][540/1345] lr: 1.000e-03, eta: 3:44:10, time: 0.368, data_time: 0.000, memory: 7067, loss_cls: 2.5867, loss: 2.5867, grad_norm: 6.3676 2021-03-16 14:12:34,269 - mmaction - INFO - Epoch [25][560/1345] lr: 1.000e-03, eta: 3:44:02, time: 0.361, data_time: 0.002, memory: 7067, loss_cls: 2.5710, loss: 2.5710, grad_norm: 6.2676 2021-03-16 14:12:41,505 - mmaction - INFO - Epoch [25][580/1345] lr: 1.000e-03, eta: 3:43:53, time: 0.361, data_time: 0.001, memory: 7067, loss_cls: 2.4186, loss: 2.4186, grad_norm: 6.4725 2021-03-16 14:12:48,889 - mmaction - INFO - Epoch [25][600/1345] lr: 1.000e-03, eta: 3:43:45, time: 0.369, data_time: 0.001, memory: 7067, loss_cls: 2.3823, loss: 2.3823, grad_norm: 6.7263 2021-03-16 14:12:56,040 - mmaction - INFO - Epoch [25][620/1345] lr: 1.000e-03, eta: 3:43:37, time: 0.357, data_time: 0.001, memory: 7067, loss_cls: 2.6016, loss: 2.6016, grad_norm: 6.4592 2021-03-16 14:13:03,370 - mmaction - INFO - Epoch [25][640/1345] lr: 1.000e-03, eta: 3:43:28, time: 0.367, data_time: 0.002, memory: 7067, loss_cls: 2.5759, loss: 2.5759, grad_norm: 6.4244 2021-03-16 14:13:10,672 - mmaction - INFO - Epoch [25][660/1345] lr: 1.000e-03, eta: 3:43:20, time: 0.364, data_time: 0.001, memory: 7067, loss_cls: 2.4810, loss: 2.4810, grad_norm: 6.3707 2021-03-16 14:13:17,945 - mmaction - INFO - Epoch [25][680/1345] lr: 1.000e-03, eta: 3:43:11, time: 0.365, data_time: 0.002, memory: 7067, loss_cls: 2.4592, loss: 2.4592, grad_norm: 6.3779 2021-03-16 14:13:25,432 - mmaction - INFO - Epoch [25][700/1345] lr: 1.000e-03, eta: 3:43:03, time: 0.373, data_time: 0.001, memory: 7067, loss_cls: 2.5489, loss: 2.5489, grad_norm: 6.7441 2021-03-16 14:13:32,727 - mmaction - INFO - Epoch [25][720/1345] lr: 1.000e-03, eta: 3:42:55, time: 0.365, data_time: 0.001, memory: 7067, loss_cls: 2.4894, loss: 2.4894, grad_norm: 6.6104 2021-03-16 14:13:40,242 - mmaction - INFO - Epoch [25][740/1345] lr: 1.000e-03, eta: 3:42:47, time: 0.376, data_time: 0.001, memory: 7067, loss_cls: 2.4067, loss: 2.4067, grad_norm: 6.6150 2021-03-16 14:13:47,837 - mmaction - INFO - Epoch [25][760/1345] lr: 1.000e-03, eta: 3:42:39, time: 0.380, data_time: 0.001, memory: 7067, loss_cls: 2.5745, loss: 2.5745, grad_norm: 6.6678 2021-03-16 14:13:54,979 - mmaction - INFO - Epoch [25][780/1345] lr: 1.000e-03, eta: 3:42:30, time: 0.358, data_time: 0.001, memory: 7067, loss_cls: 2.4582, loss: 2.4582, grad_norm: 6.4019 2021-03-16 14:14:02,453 - mmaction - INFO - Epoch [25][800/1345] lr: 1.000e-03, eta: 3:42:22, time: 0.374, data_time: 0.005, memory: 7067, loss_cls: 2.4270, loss: 2.4270, grad_norm: 6.5920 2021-03-16 14:14:09,823 - mmaction - INFO - Epoch [25][820/1345] lr: 1.000e-03, eta: 3:42:14, time: 0.369, data_time: 0.001, memory: 7067, loss_cls: 2.4225, loss: 2.4225, grad_norm: 6.9118 2021-03-16 14:14:17,032 - mmaction - INFO - Epoch [25][840/1345] lr: 1.000e-03, eta: 3:42:05, time: 0.359, data_time: 0.001, memory: 7067, loss_cls: 2.4727, loss: 2.4727, grad_norm: 6.8074 2021-03-16 14:14:24,257 - mmaction - INFO - Epoch [25][860/1345] lr: 1.000e-03, eta: 3:41:57, time: 0.362, data_time: 0.002, memory: 7067, loss_cls: 2.5424, loss: 2.5424, grad_norm: 6.5232 2021-03-16 14:14:31,960 - mmaction - INFO - Epoch [25][880/1345] lr: 1.000e-03, eta: 3:41:49, time: 0.386, data_time: 0.001, memory: 7067, loss_cls: 2.4549, loss: 2.4549, grad_norm: 6.4509 2021-03-16 14:14:39,164 - mmaction - INFO - Epoch [25][900/1345] lr: 1.000e-03, eta: 3:41:41, time: 0.361, data_time: 0.001, memory: 7067, loss_cls: 2.5404, loss: 2.5404, grad_norm: 6.6050 2021-03-16 14:14:46,656 - mmaction - INFO - Epoch [25][920/1345] lr: 1.000e-03, eta: 3:41:33, time: 0.375, data_time: 0.000, memory: 7067, loss_cls: 2.5483, loss: 2.5483, grad_norm: 6.2316 2021-03-16 14:14:53,915 - mmaction - INFO - Epoch [25][940/1345] lr: 1.000e-03, eta: 3:41:24, time: 0.362, data_time: 0.000, memory: 7067, loss_cls: 2.3506, loss: 2.3506, grad_norm: 6.4813 2021-03-16 14:15:01,298 - mmaction - INFO - Epoch [25][960/1345] lr: 1.000e-03, eta: 3:41:16, time: 0.369, data_time: 0.001, memory: 7067, loss_cls: 2.4478, loss: 2.4478, grad_norm: 6.8217 2021-03-16 14:15:08,464 - mmaction - INFO - Epoch [25][980/1345] lr: 1.000e-03, eta: 3:41:08, time: 0.359, data_time: 0.001, memory: 7067, loss_cls: 2.5028, loss: 2.5028, grad_norm: 6.5292 2021-03-16 14:15:15,898 - mmaction - INFO - Epoch [25][1000/1345] lr: 1.000e-03, eta: 3:40:59, time: 0.371, data_time: 0.001, memory: 7067, loss_cls: 2.3427, loss: 2.3427, grad_norm: 6.6015 2021-03-16 14:15:23,253 - mmaction - INFO - Epoch [25][1020/1345] lr: 1.000e-03, eta: 3:40:51, time: 0.366, data_time: 0.001, memory: 7067, loss_cls: 2.5638, loss: 2.5638, grad_norm: 6.7421 2021-03-16 14:15:30,636 - mmaction - INFO - Epoch [25][1040/1345] lr: 1.000e-03, eta: 3:40:43, time: 0.370, data_time: 0.002, memory: 7067, loss_cls: 2.3597, loss: 2.3597, grad_norm: 6.6935 2021-03-16 14:15:38,070 - mmaction - INFO - Epoch [25][1060/1345] lr: 1.000e-03, eta: 3:40:35, time: 0.372, data_time: 0.001, memory: 7067, loss_cls: 2.4463, loss: 2.4463, grad_norm: 6.8410 2021-03-16 14:15:45,292 - mmaction - INFO - Epoch [25][1080/1345] lr: 1.000e-03, eta: 3:40:26, time: 0.361, data_time: 0.001, memory: 7067, loss_cls: 2.4203, loss: 2.4203, grad_norm: 6.4855 2021-03-16 14:15:52,409 - mmaction - INFO - Epoch [25][1100/1345] lr: 1.000e-03, eta: 3:40:18, time: 0.356, data_time: 0.000, memory: 7067, loss_cls: 2.3816, loss: 2.3816, grad_norm: 6.8541 2021-03-16 14:15:59,779 - mmaction - INFO - Epoch [25][1120/1345] lr: 1.000e-03, eta: 3:40:09, time: 0.368, data_time: 0.000, memory: 7067, loss_cls: 2.5576, loss: 2.5576, grad_norm: 6.4024 2021-03-16 14:16:06,948 - mmaction - INFO - Epoch [25][1140/1345] lr: 1.000e-03, eta: 3:40:01, time: 0.358, data_time: 0.001, memory: 7067, loss_cls: 2.4749, loss: 2.4749, grad_norm: 6.6976 2021-03-16 14:16:14,512 - mmaction - INFO - Epoch [25][1160/1345] lr: 1.000e-03, eta: 3:39:53, time: 0.379, data_time: 0.002, memory: 7067, loss_cls: 2.5321, loss: 2.5321, grad_norm: 6.7273 2021-03-16 14:16:21,845 - mmaction - INFO - Epoch [25][1180/1345] lr: 1.000e-03, eta: 3:39:45, time: 0.367, data_time: 0.001, memory: 7067, loss_cls: 2.4134, loss: 2.4134, grad_norm: 6.5726 2021-03-16 14:16:29,047 - mmaction - INFO - Epoch [25][1200/1345] lr: 1.000e-03, eta: 3:39:36, time: 0.360, data_time: 0.001, memory: 7067, loss_cls: 2.4353, loss: 2.4353, grad_norm: 6.4107 2021-03-16 14:16:36,442 - mmaction - INFO - Epoch [25][1220/1345] lr: 1.000e-03, eta: 3:39:28, time: 0.370, data_time: 0.001, memory: 7067, loss_cls: 2.3709, loss: 2.3709, grad_norm: 6.5282 2021-03-16 14:16:43,817 - mmaction - INFO - Epoch [25][1240/1345] lr: 1.000e-03, eta: 3:39:20, time: 0.368, data_time: 0.001, memory: 7067, loss_cls: 2.4093, loss: 2.4093, grad_norm: 6.6817 2021-03-16 14:16:51,201 - mmaction - INFO - Epoch [25][1260/1345] lr: 1.000e-03, eta: 3:39:12, time: 0.370, data_time: 0.001, memory: 7067, loss_cls: 2.3869, loss: 2.3869, grad_norm: 6.8220 2021-03-16 14:16:58,452 - mmaction - INFO - Epoch [25][1280/1345] lr: 1.000e-03, eta: 3:39:03, time: 0.362, data_time: 0.000, memory: 7067, loss_cls: 2.5573, loss: 2.5573, grad_norm: 6.5405 2021-03-16 14:17:05,934 - mmaction - INFO - Epoch [25][1300/1345] lr: 1.000e-03, eta: 3:38:55, time: 0.374, data_time: 0.001, memory: 7067, loss_cls: 2.5772, loss: 2.5772, grad_norm: 6.9127 2021-03-16 14:17:13,130 - mmaction - INFO - Epoch [25][1320/1345] lr: 1.000e-03, eta: 3:38:47, time: 0.359, data_time: 0.001, memory: 7067, loss_cls: 2.4147, loss: 2.4147, grad_norm: 6.5492 2021-03-16 14:17:20,083 - mmaction - INFO - Epoch [25][1340/1345] lr: 1.000e-03, eta: 3:38:38, time: 0.349, data_time: 0.002, memory: 7067, loss_cls: 2.4000, loss: 2.4000, grad_norm: 6.6253 2021-03-16 14:17:21,875 - mmaction - INFO - Saving checkpoint at 25 epochs 2021-03-16 14:17:40,692 - mmaction - INFO - Epoch [26][20/1345] lr: 1.000e-03, eta: 3:38:37, time: 0.920, data_time: 0.430, memory: 7067, loss_cls: 2.4520, loss: 2.4520, grad_norm: 6.6121 2021-03-16 14:17:48,158 - mmaction - INFO - Epoch [26][40/1345] lr: 1.000e-03, eta: 3:38:29, time: 0.373, data_time: 0.001, memory: 7067, loss_cls: 2.5487, loss: 2.5487, grad_norm: 6.4336 2021-03-16 14:17:55,771 - mmaction - INFO - Epoch [26][60/1345] lr: 1.000e-03, eta: 3:38:21, time: 0.381, data_time: 0.001, memory: 7067, loss_cls: 2.4906, loss: 2.4906, grad_norm: 6.3785 2021-03-16 14:18:03,265 - mmaction - INFO - Epoch [26][80/1345] lr: 1.000e-03, eta: 3:38:13, time: 0.375, data_time: 0.000, memory: 7067, loss_cls: 2.5948, loss: 2.5948, grad_norm: 6.6681 2021-03-16 14:18:10,525 - mmaction - INFO - Epoch [26][100/1345] lr: 1.000e-03, eta: 3:38:04, time: 0.363, data_time: 0.000, memory: 7067, loss_cls: 2.5194, loss: 2.5194, grad_norm: 6.5461 2021-03-16 14:18:17,921 - mmaction - INFO - Epoch [26][120/1345] lr: 1.000e-03, eta: 3:37:56, time: 0.370, data_time: 0.001, memory: 7067, loss_cls: 2.3486, loss: 2.3486, grad_norm: 6.8466 2021-03-16 14:18:25,226 - mmaction - INFO - Epoch [26][140/1345] lr: 1.000e-03, eta: 3:37:48, time: 0.365, data_time: 0.001, memory: 7067, loss_cls: 2.4119, loss: 2.4119, grad_norm: 6.9159 2021-03-16 14:18:32,693 - mmaction - INFO - Epoch [26][160/1345] lr: 1.000e-03, eta: 3:37:40, time: 0.374, data_time: 0.001, memory: 7067, loss_cls: 2.4157, loss: 2.4157, grad_norm: 6.4002 2021-03-16 14:18:40,354 - mmaction - INFO - Epoch [26][180/1345] lr: 1.000e-03, eta: 3:37:32, time: 0.383, data_time: 0.000, memory: 7067, loss_cls: 2.4818, loss: 2.4818, grad_norm: 7.0193 2021-03-16 14:18:47,657 - mmaction - INFO - Epoch [26][200/1345] lr: 1.000e-03, eta: 3:37:23, time: 0.365, data_time: 0.000, memory: 7067, loss_cls: 2.4573, loss: 2.4573, grad_norm: 6.6218 2021-03-16 14:18:54,975 - mmaction - INFO - Epoch [26][220/1345] lr: 1.000e-03, eta: 3:37:15, time: 0.365, data_time: 0.001, memory: 7067, loss_cls: 2.5066, loss: 2.5066, grad_norm: 6.7701 2021-03-16 14:19:02,459 - mmaction - INFO - Epoch [26][240/1345] lr: 1.000e-03, eta: 3:37:07, time: 0.374, data_time: 0.002, memory: 7067, loss_cls: 2.4907, loss: 2.4907, grad_norm: 6.8534 2021-03-16 14:19:09,933 - mmaction - INFO - Epoch [26][260/1345] lr: 1.000e-03, eta: 3:36:59, time: 0.374, data_time: 0.002, memory: 7067, loss_cls: 2.5323, loss: 2.5323, grad_norm: 6.6881 2021-03-16 14:19:17,302 - mmaction - INFO - Epoch [26][280/1345] lr: 1.000e-03, eta: 3:36:51, time: 0.370, data_time: 0.002, memory: 7067, loss_cls: 2.3777, loss: 2.3777, grad_norm: 6.9553 2021-03-16 14:19:24,694 - mmaction - INFO - Epoch [26][300/1345] lr: 1.000e-03, eta: 3:36:42, time: 0.368, data_time: 0.000, memory: 7067, loss_cls: 2.4255, loss: 2.4255, grad_norm: 6.7967 2021-03-16 14:19:32,120 - mmaction - INFO - Epoch [26][320/1345] lr: 1.000e-03, eta: 3:36:34, time: 0.372, data_time: 0.002, memory: 7067, loss_cls: 2.4607, loss: 2.4607, grad_norm: 6.7460 2021-03-16 14:19:39,584 - mmaction - INFO - Epoch [26][340/1345] lr: 1.000e-03, eta: 3:36:26, time: 0.373, data_time: 0.001, memory: 7067, loss_cls: 2.4265, loss: 2.4265, grad_norm: 6.5600 2021-03-16 14:19:47,023 - mmaction - INFO - Epoch [26][360/1345] lr: 1.000e-03, eta: 3:36:18, time: 0.373, data_time: 0.002, memory: 7067, loss_cls: 2.4217, loss: 2.4217, grad_norm: 6.8188 2021-03-16 14:19:54,308 - mmaction - INFO - Epoch [26][380/1345] lr: 1.000e-03, eta: 3:36:10, time: 0.364, data_time: 0.001, memory: 7067, loss_cls: 2.4560, loss: 2.4560, grad_norm: 6.8155 2021-03-16 14:20:01,812 - mmaction - INFO - Epoch [26][400/1345] lr: 1.000e-03, eta: 3:36:02, time: 0.375, data_time: 0.001, memory: 7067, loss_cls: 2.4164, loss: 2.4164, grad_norm: 6.6116 2021-03-16 14:20:09,044 - mmaction - INFO - Epoch [26][420/1345] lr: 1.000e-03, eta: 3:35:53, time: 0.361, data_time: 0.001, memory: 7067, loss_cls: 2.4112, loss: 2.4112, grad_norm: 6.8678 2021-03-16 14:20:16,555 - mmaction - INFO - Epoch [26][440/1345] lr: 1.000e-03, eta: 3:35:45, time: 0.376, data_time: 0.001, memory: 7067, loss_cls: 2.4020, loss: 2.4020, grad_norm: 6.6577 2021-03-16 14:20:24,665 - mmaction - INFO - Epoch [26][460/1345] lr: 1.000e-03, eta: 3:35:38, time: 0.404, data_time: 0.000, memory: 7067, loss_cls: 2.4650, loss: 2.4650, grad_norm: 6.7537 2021-03-16 14:20:33,120 - mmaction - INFO - Epoch [26][480/1345] lr: 1.000e-03, eta: 3:35:30, time: 0.422, data_time: 0.002, memory: 7067, loss_cls: 2.2836, loss: 2.2836, grad_norm: 6.8856 2021-03-16 14:20:41,347 - mmaction - INFO - Epoch [26][500/1345] lr: 1.000e-03, eta: 3:35:23, time: 0.413, data_time: 0.003, memory: 7067, loss_cls: 2.5044, loss: 2.5044, grad_norm: 6.9451 2021-03-16 14:20:49,611 - mmaction - INFO - Epoch [26][520/1345] lr: 1.000e-03, eta: 3:35:16, time: 0.412, data_time: 0.002, memory: 7067, loss_cls: 2.3453, loss: 2.3453, grad_norm: 6.9710 2021-03-16 14:20:58,069 - mmaction - INFO - Epoch [26][540/1345] lr: 1.000e-03, eta: 3:35:09, time: 0.424, data_time: 0.003, memory: 7067, loss_cls: 2.4069, loss: 2.4069, grad_norm: 6.6666 2021-03-16 14:21:05,694 - mmaction - INFO - Epoch [26][560/1345] lr: 1.000e-03, eta: 3:35:01, time: 0.381, data_time: 0.019, memory: 7067, loss_cls: 2.4979, loss: 2.4979, grad_norm: 6.6388 2021-03-16 14:21:13,321 - mmaction - INFO - Epoch [26][580/1345] lr: 1.000e-03, eta: 3:34:53, time: 0.382, data_time: 0.002, memory: 7067, loss_cls: 2.4369, loss: 2.4369, grad_norm: 6.6063 2021-03-16 14:21:20,818 - mmaction - INFO - Epoch [26][600/1345] lr: 1.000e-03, eta: 3:34:45, time: 0.374, data_time: 0.000, memory: 7067, loss_cls: 2.5317, loss: 2.5317, grad_norm: 6.8362 2021-03-16 14:21:27,974 - mmaction - INFO - Epoch [26][620/1345] lr: 1.000e-03, eta: 3:34:36, time: 0.358, data_time: 0.001, memory: 7067, loss_cls: 2.4115, loss: 2.4115, grad_norm: 6.5844 2021-03-16 14:21:35,455 - mmaction - INFO - Epoch [26][640/1345] lr: 1.000e-03, eta: 3:34:28, time: 0.373, data_time: 0.001, memory: 7067, loss_cls: 2.3676, loss: 2.3676, grad_norm: 6.6723 2021-03-16 14:21:42,918 - mmaction - INFO - Epoch [26][660/1345] lr: 1.000e-03, eta: 3:34:20, time: 0.373, data_time: 0.001, memory: 7067, loss_cls: 2.5438, loss: 2.5438, grad_norm: 6.6811 2021-03-16 14:21:50,391 - mmaction - INFO - Epoch [26][680/1345] lr: 1.000e-03, eta: 3:34:12, time: 0.373, data_time: 0.001, memory: 7067, loss_cls: 2.4038, loss: 2.4038, grad_norm: 6.4371 2021-03-16 14:21:57,619 - mmaction - INFO - Epoch [26][700/1345] lr: 1.000e-03, eta: 3:34:03, time: 0.361, data_time: 0.002, memory: 7067, loss_cls: 2.6178, loss: 2.6178, grad_norm: 6.8177 2021-03-16 14:22:05,020 - mmaction - INFO - Epoch [26][720/1345] lr: 1.000e-03, eta: 3:33:55, time: 0.371, data_time: 0.002, memory: 7067, loss_cls: 2.4311, loss: 2.4311, grad_norm: 7.1482 2021-03-16 14:22:12,578 - mmaction - INFO - Epoch [26][740/1345] lr: 1.000e-03, eta: 3:33:47, time: 0.377, data_time: 0.000, memory: 7067, loss_cls: 2.5658, loss: 2.5658, grad_norm: 6.7181 2021-03-16 14:22:20,011 - mmaction - INFO - Epoch [26][760/1345] lr: 1.000e-03, eta: 3:33:39, time: 0.372, data_time: 0.001, memory: 7067, loss_cls: 2.4044, loss: 2.4044, grad_norm: 6.7356 2021-03-16 14:22:27,224 - mmaction - INFO - Epoch [26][780/1345] lr: 1.000e-03, eta: 3:33:31, time: 0.361, data_time: 0.002, memory: 7067, loss_cls: 2.4971, loss: 2.4971, grad_norm: 6.4718 2021-03-16 14:22:34,637 - mmaction - INFO - Epoch [26][800/1345] lr: 1.000e-03, eta: 3:33:22, time: 0.370, data_time: 0.001, memory: 7067, loss_cls: 2.4257, loss: 2.4257, grad_norm: 6.4737 2021-03-16 14:22:41,863 - mmaction - INFO - Epoch [26][820/1345] lr: 1.000e-03, eta: 3:33:14, time: 0.361, data_time: 0.001, memory: 7067, loss_cls: 2.4178, loss: 2.4178, grad_norm: 6.9048 2021-03-16 14:22:49,268 - mmaction - INFO - Epoch [26][840/1345] lr: 1.000e-03, eta: 3:33:06, time: 0.369, data_time: 0.003, memory: 7067, loss_cls: 2.5045, loss: 2.5045, grad_norm: 6.6336 2021-03-16 14:22:56,592 - mmaction - INFO - Epoch [26][860/1345] lr: 1.000e-03, eta: 3:32:58, time: 0.367, data_time: 0.002, memory: 7067, loss_cls: 2.3913, loss: 2.3913, grad_norm: 6.6227 2021-03-16 14:23:03,848 - mmaction - INFO - Epoch [26][880/1345] lr: 1.000e-03, eta: 3:32:49, time: 0.363, data_time: 0.002, memory: 7067, loss_cls: 2.5208, loss: 2.5208, grad_norm: 6.4062 2021-03-16 14:23:11,404 - mmaction - INFO - Epoch [26][900/1345] lr: 1.000e-03, eta: 3:32:41, time: 0.378, data_time: 0.001, memory: 7067, loss_cls: 2.5425, loss: 2.5425, grad_norm: 6.9870 2021-03-16 14:23:19,034 - mmaction - INFO - Epoch [26][920/1345] lr: 1.000e-03, eta: 3:32:33, time: 0.381, data_time: 0.001, memory: 7067, loss_cls: 2.3521, loss: 2.3521, grad_norm: 6.9416 2021-03-16 14:23:26,040 - mmaction - INFO - Epoch [26][940/1345] lr: 1.000e-03, eta: 3:32:25, time: 0.350, data_time: 0.001, memory: 7067, loss_cls: 2.5516, loss: 2.5516, grad_norm: 6.7053 2021-03-16 14:23:33,328 - mmaction - INFO - Epoch [26][960/1345] lr: 1.000e-03, eta: 3:32:17, time: 0.365, data_time: 0.002, memory: 7067, loss_cls: 2.4255, loss: 2.4255, grad_norm: 6.7437 2021-03-16 14:23:40,879 - mmaction - INFO - Epoch [26][980/1345] lr: 1.000e-03, eta: 3:32:09, time: 0.377, data_time: 0.001, memory: 7067, loss_cls: 2.3953, loss: 2.3953, grad_norm: 6.5756 2021-03-16 14:23:48,154 - mmaction - INFO - Epoch [26][1000/1345] lr: 1.000e-03, eta: 3:32:00, time: 0.365, data_time: 0.002, memory: 7067, loss_cls: 2.4339, loss: 2.4339, grad_norm: 6.9923 2021-03-16 14:23:55,361 - mmaction - INFO - Epoch [26][1020/1345] lr: 1.000e-03, eta: 3:31:52, time: 0.359, data_time: 0.000, memory: 7067, loss_cls: 2.4848, loss: 2.4848, grad_norm: 6.4041 2021-03-16 14:24:02,476 - mmaction - INFO - Epoch [26][1040/1345] lr: 1.000e-03, eta: 3:31:43, time: 0.356, data_time: 0.002, memory: 7067, loss_cls: 2.3379, loss: 2.3379, grad_norm: 6.6211 2021-03-16 14:24:09,916 - mmaction - INFO - Epoch [26][1060/1345] lr: 1.000e-03, eta: 3:31:35, time: 0.373, data_time: 0.002, memory: 7067, loss_cls: 2.4638, loss: 2.4638, grad_norm: 7.0157 2021-03-16 14:24:17,298 - mmaction - INFO - Epoch [26][1080/1345] lr: 1.000e-03, eta: 3:31:27, time: 0.369, data_time: 0.000, memory: 7067, loss_cls: 2.5204, loss: 2.5204, grad_norm: 6.6026 2021-03-16 14:24:24,625 - mmaction - INFO - Epoch [26][1100/1345] lr: 1.000e-03, eta: 3:31:19, time: 0.366, data_time: 0.000, memory: 7067, loss_cls: 2.3858, loss: 2.3858, grad_norm: 6.9301 2021-03-16 14:24:31,960 - mmaction - INFO - Epoch [26][1120/1345] lr: 1.000e-03, eta: 3:31:11, time: 0.367, data_time: 0.000, memory: 7067, loss_cls: 2.4447, loss: 2.4447, grad_norm: 6.5815 2021-03-16 14:24:39,365 - mmaction - INFO - Epoch [26][1140/1345] lr: 1.000e-03, eta: 3:31:02, time: 0.370, data_time: 0.000, memory: 7067, loss_cls: 2.5253, loss: 2.5253, grad_norm: 6.5639 2021-03-16 14:24:46,856 - mmaction - INFO - Epoch [26][1160/1345] lr: 1.000e-03, eta: 3:30:54, time: 0.375, data_time: 0.001, memory: 7067, loss_cls: 2.4571, loss: 2.4571, grad_norm: 6.7600 2021-03-16 14:24:54,324 - mmaction - INFO - Epoch [26][1180/1345] lr: 1.000e-03, eta: 3:30:46, time: 0.373, data_time: 0.001, memory: 7067, loss_cls: 2.5761, loss: 2.5761, grad_norm: 6.8813 2021-03-16 14:25:01,631 - mmaction - INFO - Epoch [26][1200/1345] lr: 1.000e-03, eta: 3:30:38, time: 0.365, data_time: 0.001, memory: 7067, loss_cls: 2.2819, loss: 2.2819, grad_norm: 6.7685 2021-03-16 14:25:09,244 - mmaction - INFO - Epoch [26][1220/1345] lr: 1.000e-03, eta: 3:30:30, time: 0.381, data_time: 0.001, memory: 7067, loss_cls: 2.4234, loss: 2.4234, grad_norm: 6.7067 2021-03-16 14:25:17,294 - mmaction - INFO - Epoch [26][1240/1345] lr: 1.000e-03, eta: 3:30:22, time: 0.401, data_time: 0.001, memory: 7067, loss_cls: 2.4050, loss: 2.4050, grad_norm: 6.9316 2021-03-16 14:25:25,624 - mmaction - INFO - Epoch [26][1260/1345] lr: 1.000e-03, eta: 3:30:15, time: 0.418, data_time: 0.003, memory: 7067, loss_cls: 2.4943, loss: 2.4943, grad_norm: 6.9205 2021-03-16 14:25:34,203 - mmaction - INFO - Epoch [26][1280/1345] lr: 1.000e-03, eta: 3:30:08, time: 0.428, data_time: 0.006, memory: 7067, loss_cls: 2.4804, loss: 2.4804, grad_norm: 6.7286 2021-03-16 14:25:43,580 - mmaction - INFO - Epoch [26][1300/1345] lr: 1.000e-03, eta: 3:30:02, time: 0.470, data_time: 0.008, memory: 7067, loss_cls: 2.4757, loss: 2.4757, grad_norm: 6.6820 2021-03-16 14:25:52,111 - mmaction - INFO - Epoch [26][1320/1345] lr: 1.000e-03, eta: 3:29:55, time: 0.426, data_time: 0.018, memory: 7067, loss_cls: 2.5618, loss: 2.5618, grad_norm: 6.5949 2021-03-16 14:25:59,706 - mmaction - INFO - Epoch [26][1340/1345] lr: 1.000e-03, eta: 3:29:47, time: 0.381, data_time: 0.001, memory: 7067, loss_cls: 2.5279, loss: 2.5279, grad_norm: 6.9455 2021-03-16 14:26:01,580 - mmaction - INFO - Saving checkpoint at 26 epochs 2021-03-16 14:27:06,015 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-16 14:27:06,153 - mmaction - INFO - top1_acc 0.4332 top5_acc 0.7275 2021-03-16 14:27:06,154 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-16 14:27:06,162 - mmaction - INFO - mean_acc 0.3911 2021-03-16 14:27:06,164 - mmaction - INFO - Epoch(val) [26][1345] top1_acc: 0.4332, top5_acc: 0.7275, mean_class_accuracy: 0.3911 2021-03-16 14:27:23,978 - mmaction - INFO - Epoch [27][20/1345] lr: 1.000e-03, eta: 3:29:44, time: 0.890, data_time: 0.425, memory: 7067, loss_cls: 2.4292, loss: 2.4292, grad_norm: 6.6198 2021-03-16 14:27:31,403 - mmaction - INFO - Epoch [27][40/1345] lr: 1.000e-03, eta: 3:29:36, time: 0.370, data_time: 0.002, memory: 7067, loss_cls: 2.3925, loss: 2.3925, grad_norm: 7.0084 2021-03-16 14:27:38,895 - mmaction - INFO - Epoch [27][60/1345] lr: 1.000e-03, eta: 3:29:28, time: 0.375, data_time: 0.003, memory: 7067, loss_cls: 2.5055, loss: 2.5055, grad_norm: 6.9619 2021-03-16 14:27:46,412 - mmaction - INFO - Epoch [27][80/1345] lr: 1.000e-03, eta: 3:29:20, time: 0.376, data_time: 0.001, memory: 7067, loss_cls: 2.4694, loss: 2.4694, grad_norm: 6.6671 2021-03-16 14:27:53,742 - mmaction - INFO - Epoch [27][100/1345] lr: 1.000e-03, eta: 3:29:12, time: 0.366, data_time: 0.001, memory: 7067, loss_cls: 2.5503, loss: 2.5503, grad_norm: 6.8507 2021-03-16 14:28:01,187 - mmaction - INFO - Epoch [27][120/1345] lr: 1.000e-03, eta: 3:29:04, time: 0.373, data_time: 0.002, memory: 7067, loss_cls: 2.3846, loss: 2.3846, grad_norm: 6.7744 2021-03-16 14:28:08,762 - mmaction - INFO - Epoch [27][140/1345] lr: 1.000e-03, eta: 3:28:56, time: 0.379, data_time: 0.000, memory: 7067, loss_cls: 2.4146, loss: 2.4146, grad_norm: 6.8497 2021-03-16 14:28:16,446 - mmaction - INFO - Epoch [27][160/1345] lr: 1.000e-03, eta: 3:28:48, time: 0.384, data_time: 0.001, memory: 7067, loss_cls: 2.4537, loss: 2.4537, grad_norm: 6.7725 2021-03-16 14:28:24,544 - mmaction - INFO - Epoch [27][180/1345] lr: 1.000e-03, eta: 3:28:40, time: 0.405, data_time: 0.001, memory: 7067, loss_cls: 2.2927, loss: 2.2927, grad_norm: 7.1682 2021-03-16 14:28:32,637 - mmaction - INFO - Epoch [27][200/1345] lr: 1.000e-03, eta: 3:28:33, time: 0.405, data_time: 0.001, memory: 7067, loss_cls: 2.4147, loss: 2.4147, grad_norm: 6.8765 2021-03-16 14:28:40,858 - mmaction - INFO - Epoch [27][220/1345] lr: 1.000e-03, eta: 3:28:25, time: 0.410, data_time: 0.001, memory: 7067, loss_cls: 2.3342, loss: 2.3342, grad_norm: 6.8357 2021-03-16 14:28:49,031 - mmaction - INFO - Epoch [27][240/1345] lr: 1.000e-03, eta: 3:28:18, time: 0.408, data_time: 0.014, memory: 7067, loss_cls: 2.3940, loss: 2.3940, grad_norm: 6.8403 2021-03-16 14:28:57,247 - mmaction - INFO - Epoch [27][260/1345] lr: 1.000e-03, eta: 3:28:10, time: 0.413, data_time: 0.002, memory: 7067, loss_cls: 2.3795, loss: 2.3795, grad_norm: 7.1398 2021-03-16 14:29:04,829 - mmaction - INFO - Epoch [27][280/1345] lr: 1.000e-03, eta: 3:28:02, time: 0.378, data_time: 0.000, memory: 7067, loss_cls: 2.4747, loss: 2.4747, grad_norm: 6.7345 2021-03-16 14:29:12,070 - mmaction - INFO - Epoch [27][300/1345] lr: 1.000e-03, eta: 3:27:54, time: 0.362, data_time: 0.001, memory: 7067, loss_cls: 2.4135, loss: 2.4135, grad_norm: 6.9294 2021-03-16 14:29:19,614 - mmaction - INFO - Epoch [27][320/1345] lr: 1.000e-03, eta: 3:27:46, time: 0.378, data_time: 0.001, memory: 7067, loss_cls: 2.3507, loss: 2.3507, grad_norm: 7.1585 2021-03-16 14:29:27,293 - mmaction - INFO - Epoch [27][340/1345] lr: 1.000e-03, eta: 3:27:38, time: 0.383, data_time: 0.000, memory: 7067, loss_cls: 2.3800, loss: 2.3800, grad_norm: 7.1098 2021-03-16 14:29:34,747 - mmaction - INFO - Epoch [27][360/1345] lr: 1.000e-03, eta: 3:27:30, time: 0.373, data_time: 0.002, memory: 7067, loss_cls: 2.3083, loss: 2.3083, grad_norm: 6.9094 2021-03-16 14:29:42,369 - mmaction - INFO - Epoch [27][380/1345] lr: 1.000e-03, eta: 3:27:22, time: 0.382, data_time: 0.002, memory: 7067, loss_cls: 2.4361, loss: 2.4361, grad_norm: 7.0502 2021-03-16 14:29:49,704 - mmaction - INFO - Epoch [27][400/1345] lr: 1.000e-03, eta: 3:27:14, time: 0.366, data_time: 0.001, memory: 7067, loss_cls: 2.4364, loss: 2.4364, grad_norm: 6.9799 2021-03-16 14:29:57,099 - mmaction - INFO - Epoch [27][420/1345] lr: 1.000e-03, eta: 3:27:06, time: 0.371, data_time: 0.002, memory: 7067, loss_cls: 2.4618, loss: 2.4618, grad_norm: 6.9589 2021-03-16 14:30:04,402 - mmaction - INFO - Epoch [27][440/1345] lr: 1.000e-03, eta: 3:26:57, time: 0.364, data_time: 0.001, memory: 7067, loss_cls: 2.3532, loss: 2.3532, grad_norm: 7.2565 2021-03-16 14:30:11,795 - mmaction - INFO - Epoch [27][460/1345] lr: 1.000e-03, eta: 3:26:49, time: 0.369, data_time: 0.002, memory: 7067, loss_cls: 2.4339, loss: 2.4339, grad_norm: 7.2123 2021-03-16 14:30:19,394 - mmaction - INFO - Epoch [27][480/1345] lr: 1.000e-03, eta: 3:26:41, time: 0.382, data_time: 0.002, memory: 7067, loss_cls: 2.3433, loss: 2.3433, grad_norm: 6.8280 2021-03-16 14:30:26,726 - mmaction - INFO - Epoch [27][500/1345] lr: 1.000e-03, eta: 3:26:33, time: 0.366, data_time: 0.000, memory: 7067, loss_cls: 2.4115, loss: 2.4115, grad_norm: 6.9344 2021-03-16 14:30:34,063 - mmaction - INFO - Epoch [27][520/1345] lr: 1.000e-03, eta: 3:26:25, time: 0.366, data_time: 0.001, memory: 7067, loss_cls: 2.2977, loss: 2.2977, grad_norm: 6.8915 2021-03-16 14:30:41,317 - mmaction - INFO - Epoch [27][540/1345] lr: 1.000e-03, eta: 3:26:17, time: 0.363, data_time: 0.001, memory: 7067, loss_cls: 2.4999, loss: 2.4999, grad_norm: 6.8293 2021-03-16 14:30:48,505 - mmaction - INFO - Epoch [27][560/1345] lr: 1.000e-03, eta: 3:26:08, time: 0.359, data_time: 0.001, memory: 7067, loss_cls: 2.5761, loss: 2.5761, grad_norm: 7.1449 2021-03-16 14:30:55,790 - mmaction - INFO - Epoch [27][580/1345] lr: 1.000e-03, eta: 3:26:00, time: 0.365, data_time: 0.002, memory: 7067, loss_cls: 2.5161, loss: 2.5161, grad_norm: 6.9084 2021-03-16 14:31:03,192 - mmaction - INFO - Epoch [27][600/1345] lr: 1.000e-03, eta: 3:25:52, time: 0.371, data_time: 0.001, memory: 7067, loss_cls: 2.4254, loss: 2.4254, grad_norm: 7.0268 2021-03-16 14:31:10,832 - mmaction - INFO - Epoch [27][620/1345] lr: 1.000e-03, eta: 3:25:44, time: 0.381, data_time: 0.001, memory: 7067, loss_cls: 2.4570, loss: 2.4570, grad_norm: 7.1071 2021-03-16 14:31:18,442 - mmaction - INFO - Epoch [27][640/1345] lr: 1.000e-03, eta: 3:25:36, time: 0.381, data_time: 0.001, memory: 7067, loss_cls: 2.4400, loss: 2.4400, grad_norm: 6.8470 2021-03-16 14:31:25,763 - mmaction - INFO - Epoch [27][660/1345] lr: 1.000e-03, eta: 3:25:28, time: 0.365, data_time: 0.000, memory: 7067, loss_cls: 2.5208, loss: 2.5208, grad_norm: 7.0705 2021-03-16 14:31:35,069 - mmaction - INFO - Epoch [27][680/1345] lr: 1.000e-03, eta: 3:25:21, time: 0.466, data_time: 0.001, memory: 7067, loss_cls: 2.3251, loss: 2.3251, grad_norm: 7.0421 2021-03-16 14:31:45,832 - mmaction - INFO - Epoch [27][700/1345] lr: 1.000e-03, eta: 3:25:16, time: 0.538, data_time: 0.000, memory: 7067, loss_cls: 2.4830, loss: 2.4830, grad_norm: 6.9050 2021-03-16 14:31:56,538 - mmaction - INFO - Epoch [27][720/1345] lr: 1.000e-03, eta: 3:25:11, time: 0.536, data_time: 0.001, memory: 7067, loss_cls: 2.4449, loss: 2.4449, grad_norm: 7.1462 2021-03-16 14:32:07,515 - mmaction - INFO - Epoch [27][740/1345] lr: 1.000e-03, eta: 3:25:06, time: 0.548, data_time: 0.000, memory: 7067, loss_cls: 2.4379, loss: 2.4379, grad_norm: 6.8146 2021-03-16 14:32:18,738 - mmaction - INFO - Epoch [27][760/1345] lr: 1.000e-03, eta: 3:25:01, time: 0.562, data_time: 0.001, memory: 7067, loss_cls: 2.4042, loss: 2.4042, grad_norm: 6.9868 2021-03-16 14:32:29,606 - mmaction - INFO - Epoch [27][780/1345] lr: 1.000e-03, eta: 3:24:56, time: 0.543, data_time: 0.000, memory: 7067, loss_cls: 2.4557, loss: 2.4557, grad_norm: 6.9516 2021-03-16 14:32:40,372 - mmaction - INFO - Epoch [27][800/1345] lr: 1.000e-03, eta: 3:24:51, time: 0.539, data_time: 0.001, memory: 7067, loss_cls: 2.4421, loss: 2.4421, grad_norm: 7.1266 2021-03-16 14:32:51,218 - mmaction - INFO - Epoch [27][820/1345] lr: 1.000e-03, eta: 3:24:46, time: 0.542, data_time: 0.000, memory: 7067, loss_cls: 2.3619, loss: 2.3619, grad_norm: 6.8440 2021-03-16 14:33:02,394 - mmaction - INFO - Epoch [27][840/1345] lr: 1.000e-03, eta: 3:24:41, time: 0.558, data_time: 0.000, memory: 7067, loss_cls: 2.4458, loss: 2.4458, grad_norm: 6.9788 2021-03-16 14:33:13,499 - mmaction - INFO - Epoch [27][860/1345] lr: 1.000e-03, eta: 3:24:36, time: 0.556, data_time: 0.001, memory: 7067, loss_cls: 2.3953, loss: 2.3953, grad_norm: 7.0628 2021-03-16 14:33:24,535 - mmaction - INFO - Epoch [27][880/1345] lr: 1.000e-03, eta: 3:24:31, time: 0.552, data_time: 0.000, memory: 7067, loss_cls: 2.5597, loss: 2.5597, grad_norm: 6.8622 2021-03-16 14:33:35,460 - mmaction - INFO - Epoch [27][900/1345] lr: 1.000e-03, eta: 3:24:26, time: 0.546, data_time: 0.000, memory: 7067, loss_cls: 2.5278, loss: 2.5278, grad_norm: 6.8984 2021-03-16 14:33:46,527 - mmaction - INFO - Epoch [27][920/1345] lr: 1.000e-03, eta: 3:24:21, time: 0.553, data_time: 0.000, memory: 7067, loss_cls: 2.3536, loss: 2.3536, grad_norm: 7.0293 2021-03-16 14:33:57,387 - mmaction - INFO - Epoch [27][940/1345] lr: 1.000e-03, eta: 3:24:16, time: 0.543, data_time: 0.001, memory: 7067, loss_cls: 2.5069, loss: 2.5069, grad_norm: 6.8789 2021-03-16 14:34:08,277 - mmaction - INFO - Epoch [27][960/1345] lr: 1.000e-03, eta: 3:24:10, time: 0.545, data_time: 0.000, memory: 7067, loss_cls: 2.3721, loss: 2.3721, grad_norm: 7.0251 2021-03-16 14:34:19,429 - mmaction - INFO - Epoch [27][980/1345] lr: 1.000e-03, eta: 3:24:06, time: 0.558, data_time: 0.000, memory: 7067, loss_cls: 2.4597, loss: 2.4597, grad_norm: 6.7932 2021-03-16 14:34:30,526 - mmaction - INFO - Epoch [27][1000/1345] lr: 1.000e-03, eta: 3:24:01, time: 0.555, data_time: 0.000, memory: 7067, loss_cls: 2.4424, loss: 2.4424, grad_norm: 6.9624 2021-03-16 14:34:41,371 - mmaction - INFO - Epoch [27][1020/1345] lr: 1.000e-03, eta: 3:23:55, time: 0.542, data_time: 0.001, memory: 7067, loss_cls: 2.3708, loss: 2.3708, grad_norm: 7.4175 2021-03-16 14:34:52,458 - mmaction - INFO - Epoch [27][1040/1345] lr: 1.000e-03, eta: 3:23:50, time: 0.555, data_time: 0.001, memory: 7067, loss_cls: 2.3209, loss: 2.3209, grad_norm: 6.9395 2021-03-16 14:35:03,732 - mmaction - INFO - Epoch [27][1060/1345] lr: 1.000e-03, eta: 3:23:46, time: 0.563, data_time: 0.000, memory: 7067, loss_cls: 2.4779, loss: 2.4779, grad_norm: 7.0388 2021-03-16 14:35:14,946 - mmaction - INFO - Epoch [27][1080/1345] lr: 1.000e-03, eta: 3:23:41, time: 0.561, data_time: 0.001, memory: 7067, loss_cls: 2.4861, loss: 2.4861, grad_norm: 6.9458 2021-03-16 14:35:25,898 - mmaction - INFO - Epoch [27][1100/1345] lr: 1.000e-03, eta: 3:23:35, time: 0.548, data_time: 0.000, memory: 7067, loss_cls: 2.4992, loss: 2.4992, grad_norm: 6.9325 2021-03-16 14:35:36,773 - mmaction - INFO - Epoch [27][1120/1345] lr: 1.000e-03, eta: 3:23:30, time: 0.544, data_time: 0.000, memory: 7067, loss_cls: 2.4933, loss: 2.4933, grad_norm: 6.9412 2021-03-16 14:35:47,770 - mmaction - INFO - Epoch [27][1140/1345] lr: 1.000e-03, eta: 3:23:25, time: 0.550, data_time: 0.000, memory: 7067, loss_cls: 2.5213, loss: 2.5213, grad_norm: 6.7438 2021-03-16 14:35:58,617 - mmaction - INFO - Epoch [27][1160/1345] lr: 1.000e-03, eta: 3:23:20, time: 0.542, data_time: 0.000, memory: 7067, loss_cls: 2.4109, loss: 2.4109, grad_norm: 7.1206 2021-03-16 14:36:09,504 - mmaction - INFO - Epoch [27][1180/1345] lr: 1.000e-03, eta: 3:23:15, time: 0.544, data_time: 0.000, memory: 7067, loss_cls: 2.4854, loss: 2.4854, grad_norm: 6.9967 2021-03-16 14:36:20,526 - mmaction - INFO - Epoch [27][1200/1345] lr: 1.000e-03, eta: 3:23:10, time: 0.551, data_time: 0.000, memory: 7067, loss_cls: 2.5807, loss: 2.5807, grad_norm: 6.8687 2021-03-16 14:36:31,632 - mmaction - INFO - Epoch [27][1220/1345] lr: 1.000e-03, eta: 3:23:05, time: 0.555, data_time: 0.000, memory: 7067, loss_cls: 2.4371, loss: 2.4371, grad_norm: 6.8857 2021-03-16 14:36:42,774 - mmaction - INFO - Epoch [27][1240/1345] lr: 1.000e-03, eta: 3:23:00, time: 0.557, data_time: 0.000, memory: 7067, loss_cls: 2.4598, loss: 2.4598, grad_norm: 6.7670 2021-03-16 14:36:53,659 - mmaction - INFO - Epoch [27][1260/1345] lr: 1.000e-03, eta: 3:22:54, time: 0.544, data_time: 0.000, memory: 7067, loss_cls: 2.4205, loss: 2.4205, grad_norm: 6.9541 2021-03-16 14:37:04,570 - mmaction - INFO - Epoch [27][1280/1345] lr: 1.000e-03, eta: 3:22:49, time: 0.545, data_time: 0.001, memory: 7067, loss_cls: 2.3624, loss: 2.3624, grad_norm: 6.9006 2021-03-16 14:37:15,438 - mmaction - INFO - Epoch [27][1300/1345] lr: 1.000e-03, eta: 3:22:44, time: 0.544, data_time: 0.001, memory: 7067, loss_cls: 2.4935, loss: 2.4935, grad_norm: 7.2940 2021-03-16 14:37:26,745 - mmaction - INFO - Epoch [27][1320/1345] lr: 1.000e-03, eta: 3:22:39, time: 0.566, data_time: 0.001, memory: 7067, loss_cls: 2.2742, loss: 2.2742, grad_norm: 7.2923 2021-03-16 14:37:37,893 - mmaction - INFO - Epoch [27][1340/1345] lr: 1.000e-03, eta: 3:22:34, time: 0.558, data_time: 0.001, memory: 7067, loss_cls: 2.4993, loss: 2.4993, grad_norm: 6.9675 2021-03-16 14:37:40,917 - mmaction - INFO - Saving checkpoint at 27 epochs 2021-03-16 14:38:02,434 - mmaction - INFO - Epoch [28][20/1345] lr: 1.000e-03, eta: 3:22:34, time: 1.057, data_time: 0.406, memory: 7067, loss_cls: 2.3586, loss: 2.3586, grad_norm: 6.8595 2021-03-16 14:38:13,584 - mmaction - INFO - Epoch [28][40/1345] lr: 1.000e-03, eta: 3:22:29, time: 0.558, data_time: 0.001, memory: 7067, loss_cls: 2.2973, loss: 2.2973, grad_norm: 7.2422 2021-03-16 14:38:24,736 - mmaction - INFO - Epoch [28][60/1345] lr: 1.000e-03, eta: 3:22:23, time: 0.558, data_time: 0.001, memory: 7067, loss_cls: 2.4111, loss: 2.4111, grad_norm: 6.9151 2021-03-16 14:38:35,806 - mmaction - INFO - Epoch [28][80/1345] lr: 1.000e-03, eta: 3:22:18, time: 0.554, data_time: 0.001, memory: 7067, loss_cls: 2.3831, loss: 2.3831, grad_norm: 7.1037 2021-03-16 14:38:47,138 - mmaction - INFO - Epoch [28][100/1345] lr: 1.000e-03, eta: 3:22:13, time: 0.566, data_time: 0.000, memory: 7067, loss_cls: 2.4104, loss: 2.4104, grad_norm: 6.7473 2021-03-16 14:38:58,404 - mmaction - INFO - Epoch [28][120/1345] lr: 1.000e-03, eta: 3:22:08, time: 0.563, data_time: 0.001, memory: 7067, loss_cls: 2.3453, loss: 2.3453, grad_norm: 7.2335 2021-03-16 14:39:09,673 - mmaction - INFO - Epoch [28][140/1345] lr: 1.000e-03, eta: 3:22:03, time: 0.564, data_time: 0.001, memory: 7067, loss_cls: 2.3939, loss: 2.3939, grad_norm: 6.9211 2021-03-16 14:39:20,900 - mmaction - INFO - Epoch [28][160/1345] lr: 1.000e-03, eta: 3:21:58, time: 0.561, data_time: 0.001, memory: 7067, loss_cls: 2.3591, loss: 2.3591, grad_norm: 7.0703 2021-03-16 14:39:32,244 - mmaction - INFO - Epoch [28][180/1345] lr: 1.000e-03, eta: 3:21:53, time: 0.568, data_time: 0.001, memory: 7067, loss_cls: 2.4669, loss: 2.4669, grad_norm: 6.9415 2021-03-16 14:39:43,117 - mmaction - INFO - Epoch [28][200/1345] lr: 1.000e-03, eta: 3:21:48, time: 0.543, data_time: 0.000, memory: 7067, loss_cls: 2.3774, loss: 2.3774, grad_norm: 7.2025 2021-03-16 14:39:54,530 - mmaction - INFO - Epoch [28][220/1345] lr: 1.000e-03, eta: 3:21:43, time: 0.571, data_time: 0.001, memory: 7067, loss_cls: 2.3575, loss: 2.3575, grad_norm: 7.1281 2021-03-16 14:40:05,827 - mmaction - INFO - Epoch [28][240/1345] lr: 1.000e-03, eta: 3:21:38, time: 0.565, data_time: 0.001, memory: 7067, loss_cls: 2.3550, loss: 2.3550, grad_norm: 6.9714 2021-03-16 14:40:16,995 - mmaction - INFO - Epoch [28][260/1345] lr: 1.000e-03, eta: 3:21:33, time: 0.558, data_time: 0.000, memory: 7067, loss_cls: 2.4627, loss: 2.4627, grad_norm: 6.9217 2021-03-16 14:40:28,111 - mmaction - INFO - Epoch [28][280/1345] lr: 1.000e-03, eta: 3:21:28, time: 0.556, data_time: 0.001, memory: 7067, loss_cls: 2.3959, loss: 2.3959, grad_norm: 7.3148 2021-03-16 14:40:39,347 - mmaction - INFO - Epoch [28][300/1345] lr: 1.000e-03, eta: 3:21:23, time: 0.562, data_time: 0.000, memory: 7067, loss_cls: 2.3254, loss: 2.3254, grad_norm: 6.9382 2021-03-16 14:40:50,618 - mmaction - INFO - Epoch [28][320/1345] lr: 1.000e-03, eta: 3:21:18, time: 0.564, data_time: 0.000, memory: 7067, loss_cls: 2.5021, loss: 2.5021, grad_norm: 7.1031 2021-03-16 14:41:01,750 - mmaction - INFO - Epoch [28][340/1345] lr: 1.000e-03, eta: 3:21:12, time: 0.556, data_time: 0.000, memory: 7067, loss_cls: 2.4477, loss: 2.4477, grad_norm: 7.0746 2021-03-16 14:41:13,191 - mmaction - INFO - Epoch [28][360/1345] lr: 1.000e-03, eta: 3:21:08, time: 0.572, data_time: 0.000, memory: 7067, loss_cls: 2.4374, loss: 2.4374, grad_norm: 7.2323 2021-03-16 14:41:23,978 - mmaction - INFO - Epoch [28][380/1345] lr: 1.000e-03, eta: 3:21:02, time: 0.539, data_time: 0.000, memory: 7067, loss_cls: 2.4426, loss: 2.4426, grad_norm: 7.0319 2021-03-16 14:41:35,123 - mmaction - INFO - Epoch [28][400/1345] lr: 1.000e-03, eta: 3:20:57, time: 0.558, data_time: 0.001, memory: 7067, loss_cls: 2.3872, loss: 2.3872, grad_norm: 7.1139 2021-03-16 14:41:46,237 - mmaction - INFO - Epoch [28][420/1345] lr: 1.000e-03, eta: 3:20:52, time: 0.555, data_time: 0.000, memory: 7067, loss_cls: 2.4483, loss: 2.4483, grad_norm: 7.1803 2021-03-16 14:41:57,218 - mmaction - INFO - Epoch [28][440/1345] lr: 1.000e-03, eta: 3:20:46, time: 0.550, data_time: 0.001, memory: 7067, loss_cls: 2.4727, loss: 2.4727, grad_norm: 7.2128 2021-03-16 14:42:08,224 - mmaction - INFO - Epoch [28][460/1345] lr: 1.000e-03, eta: 3:20:41, time: 0.550, data_time: 0.000, memory: 7067, loss_cls: 2.3815, loss: 2.3815, grad_norm: 7.1064 2021-03-16 14:42:19,474 - mmaction - INFO - Epoch [28][480/1345] lr: 1.000e-03, eta: 3:20:36, time: 0.563, data_time: 0.001, memory: 7067, loss_cls: 2.4962, loss: 2.4962, grad_norm: 7.1937 2021-03-16 14:42:30,564 - mmaction - INFO - Epoch [28][500/1345] lr: 1.000e-03, eta: 3:20:31, time: 0.554, data_time: 0.000, memory: 7067, loss_cls: 2.3727, loss: 2.3727, grad_norm: 7.3287 2021-03-16 14:42:41,701 - mmaction - INFO - Epoch [28][520/1345] lr: 1.000e-03, eta: 3:20:25, time: 0.557, data_time: 0.001, memory: 7067, loss_cls: 2.4086, loss: 2.4086, grad_norm: 6.9867 2021-03-16 14:42:52,623 - mmaction - INFO - Epoch [28][540/1345] lr: 1.000e-03, eta: 3:20:20, time: 0.546, data_time: 0.000, memory: 7067, loss_cls: 2.4039, loss: 2.4039, grad_norm: 7.1299 2021-03-16 14:43:03,924 - mmaction - INFO - Epoch [28][560/1345] lr: 1.000e-03, eta: 3:20:15, time: 0.565, data_time: 0.000, memory: 7067, loss_cls: 2.3304, loss: 2.3304, grad_norm: 6.9070 2021-03-16 14:43:15,123 - mmaction - INFO - Epoch [28][580/1345] lr: 1.000e-03, eta: 3:20:10, time: 0.560, data_time: 0.000, memory: 7067, loss_cls: 2.3938, loss: 2.3938, grad_norm: 7.2076 2021-03-16 14:43:26,068 - mmaction - INFO - Epoch [28][600/1345] lr: 1.000e-03, eta: 3:20:04, time: 0.546, data_time: 0.000, memory: 7067, loss_cls: 2.3067, loss: 2.3067, grad_norm: 7.0589 2021-03-16 14:43:37,102 - mmaction - INFO - Epoch [28][620/1345] lr: 1.000e-03, eta: 3:19:59, time: 0.553, data_time: 0.001, memory: 7067, loss_cls: 2.4269, loss: 2.4269, grad_norm: 7.1903 2021-03-16 14:43:48,290 - mmaction - INFO - Epoch [28][640/1345] lr: 1.000e-03, eta: 3:19:54, time: 0.559, data_time: 0.000, memory: 7067, loss_cls: 2.3846, loss: 2.3846, grad_norm: 6.9250 2021-03-16 14:43:59,206 - mmaction - INFO - Epoch [28][660/1345] lr: 1.000e-03, eta: 3:19:48, time: 0.545, data_time: 0.001, memory: 7067, loss_cls: 2.4822, loss: 2.4822, grad_norm: 7.3150 2021-03-16 14:44:10,180 - mmaction - INFO - Epoch [28][680/1345] lr: 1.000e-03, eta: 3:19:43, time: 0.549, data_time: 0.001, memory: 7067, loss_cls: 2.3787, loss: 2.3787, grad_norm: 7.1242 2021-03-16 14:44:21,294 - mmaction - INFO - Epoch [28][700/1345] lr: 1.000e-03, eta: 3:19:37, time: 0.556, data_time: 0.001, memory: 7067, loss_cls: 2.5603, loss: 2.5603, grad_norm: 7.1468 2021-03-16 14:44:32,402 - mmaction - INFO - Epoch [28][720/1345] lr: 1.000e-03, eta: 3:19:32, time: 0.555, data_time: 0.001, memory: 7067, loss_cls: 2.2993, loss: 2.2993, grad_norm: 7.2596 2021-03-16 14:44:43,423 - mmaction - INFO - Epoch [28][740/1345] lr: 1.000e-03, eta: 3:19:27, time: 0.550, data_time: 0.000, memory: 7067, loss_cls: 2.3579, loss: 2.3579, grad_norm: 7.4103 2021-03-16 14:44:54,319 - mmaction - INFO - Epoch [28][760/1345] lr: 1.000e-03, eta: 3:19:21, time: 0.546, data_time: 0.001, memory: 7067, loss_cls: 2.4522, loss: 2.4522, grad_norm: 7.1751 2021-03-16 14:45:05,558 - mmaction - INFO - Epoch [28][780/1345] lr: 1.000e-03, eta: 3:19:16, time: 0.562, data_time: 0.000, memory: 7067, loss_cls: 2.3142, loss: 2.3142, grad_norm: 7.3950 2021-03-16 14:45:13,300 - mmaction - INFO - Epoch [28][800/1345] lr: 1.000e-03, eta: 3:19:08, time: 0.386, data_time: 0.000, memory: 7067, loss_cls: 2.4019, loss: 2.4019, grad_norm: 6.8897 2021-03-16 14:45:21,313 - mmaction - INFO - Epoch [28][820/1345] lr: 1.000e-03, eta: 3:19:00, time: 0.401, data_time: 0.002, memory: 7067, loss_cls: 2.4375, loss: 2.4375, grad_norm: 6.9025 2021-03-16 14:45:28,635 - mmaction - INFO - Epoch [28][840/1345] lr: 1.000e-03, eta: 3:18:52, time: 0.367, data_time: 0.002, memory: 7067, loss_cls: 2.5310, loss: 2.5310, grad_norm: 7.1171 2021-03-16 14:45:38,990 - mmaction - INFO - Epoch [28][860/1345] lr: 1.000e-03, eta: 3:18:46, time: 0.518, data_time: 0.001, memory: 7067, loss_cls: 2.2242, loss: 2.2242, grad_norm: 7.4330 2021-03-16 14:45:49,960 - mmaction - INFO - Epoch [28][880/1345] lr: 1.000e-03, eta: 3:18:40, time: 0.549, data_time: 0.000, memory: 7067, loss_cls: 2.3787, loss: 2.3787, grad_norm: 7.3118 2021-03-16 14:46:01,193 - mmaction - INFO - Epoch [28][900/1345] lr: 1.000e-03, eta: 3:18:35, time: 0.562, data_time: 0.000, memory: 7067, loss_cls: 2.4229, loss: 2.4229, grad_norm: 7.2538 2021-03-16 14:46:12,223 - mmaction - INFO - Epoch [28][920/1345] lr: 1.000e-03, eta: 3:18:29, time: 0.552, data_time: 0.000, memory: 7067, loss_cls: 2.3021, loss: 2.3021, grad_norm: 7.1895 2021-03-16 14:46:23,102 - mmaction - INFO - Epoch [28][940/1345] lr: 1.000e-03, eta: 3:18:24, time: 0.544, data_time: 0.000, memory: 7067, loss_cls: 2.4287, loss: 2.4287, grad_norm: 7.3242 2021-03-16 14:46:34,179 - mmaction - INFO - Epoch [28][960/1345] lr: 1.000e-03, eta: 3:18:18, time: 0.554, data_time: 0.001, memory: 7067, loss_cls: 2.3558, loss: 2.3558, grad_norm: 7.2861 2021-03-16 14:46:45,222 - mmaction - INFO - Epoch [28][980/1345] lr: 1.000e-03, eta: 3:18:13, time: 0.551, data_time: 0.000, memory: 7067, loss_cls: 2.5694, loss: 2.5694, grad_norm: 7.0914 2021-03-16 14:46:56,366 - mmaction - INFO - Epoch [28][1000/1345] lr: 1.000e-03, eta: 3:18:08, time: 0.558, data_time: 0.001, memory: 7067, loss_cls: 2.4180, loss: 2.4180, grad_norm: 7.3081 2021-03-16 14:47:07,429 - mmaction - INFO - Epoch [28][1020/1345] lr: 1.000e-03, eta: 3:18:02, time: 0.553, data_time: 0.001, memory: 7067, loss_cls: 2.4131, loss: 2.4131, grad_norm: 7.0916 2021-03-16 14:47:18,313 - mmaction - INFO - Epoch [28][1040/1345] lr: 1.000e-03, eta: 3:17:57, time: 0.544, data_time: 0.000, memory: 7067, loss_cls: 2.3096, loss: 2.3096, grad_norm: 7.3245 2021-03-16 14:47:29,279 - mmaction - INFO - Epoch [28][1060/1345] lr: 1.000e-03, eta: 3:17:51, time: 0.548, data_time: 0.000, memory: 7067, loss_cls: 2.4287, loss: 2.4287, grad_norm: 7.3655 2021-03-16 14:47:40,149 - mmaction - INFO - Epoch [28][1080/1345] lr: 1.000e-03, eta: 3:17:45, time: 0.543, data_time: 0.000, memory: 7067, loss_cls: 2.3856, loss: 2.3856, grad_norm: 7.5369 2021-03-16 14:47:51,044 - mmaction - INFO - Epoch [28][1100/1345] lr: 1.000e-03, eta: 3:17:40, time: 0.545, data_time: 0.001, memory: 7067, loss_cls: 2.4451, loss: 2.4451, grad_norm: 7.0559 2021-03-16 14:48:02,087 - mmaction - INFO - Epoch [28][1120/1345] lr: 1.000e-03, eta: 3:17:34, time: 0.551, data_time: 0.000, memory: 7067, loss_cls: 2.4676, loss: 2.4676, grad_norm: 6.9240 2021-03-16 14:48:13,458 - mmaction - INFO - Epoch [28][1140/1345] lr: 1.000e-03, eta: 3:17:29, time: 0.569, data_time: 0.001, memory: 7067, loss_cls: 2.5034, loss: 2.5034, grad_norm: 6.9301 2021-03-16 14:48:24,454 - mmaction - INFO - Epoch [28][1160/1345] lr: 1.000e-03, eta: 3:17:24, time: 0.550, data_time: 0.001, memory: 7067, loss_cls: 2.5979, loss: 2.5979, grad_norm: 7.3693 2021-03-16 14:48:35,531 - mmaction - INFO - Epoch [28][1180/1345] lr: 1.000e-03, eta: 3:17:18, time: 0.554, data_time: 0.000, memory: 7067, loss_cls: 2.4964, loss: 2.4964, grad_norm: 7.0957 2021-03-16 14:48:46,674 - mmaction - INFO - Epoch [28][1200/1345] lr: 1.000e-03, eta: 3:17:13, time: 0.557, data_time: 0.000, memory: 7067, loss_cls: 2.3127, loss: 2.3127, grad_norm: 7.4637 2021-03-16 14:48:57,695 - mmaction - INFO - Epoch [28][1220/1345] lr: 1.000e-03, eta: 3:17:07, time: 0.551, data_time: 0.000, memory: 7067, loss_cls: 2.2279, loss: 2.2279, grad_norm: 7.3271 2021-03-16 14:49:08,417 - mmaction - INFO - Epoch [28][1240/1345] lr: 1.000e-03, eta: 3:17:01, time: 0.536, data_time: 0.000, memory: 7067, loss_cls: 2.3519, loss: 2.3519, grad_norm: 7.3669 2021-03-16 14:49:19,418 - mmaction - INFO - Epoch [28][1260/1345] lr: 1.000e-03, eta: 3:16:56, time: 0.550, data_time: 0.001, memory: 7067, loss_cls: 2.3191, loss: 2.3191, grad_norm: 7.3760 2021-03-16 14:49:30,565 - mmaction - INFO - Epoch [28][1280/1345] lr: 1.000e-03, eta: 3:16:50, time: 0.558, data_time: 0.001, memory: 7067, loss_cls: 2.4796, loss: 2.4796, grad_norm: 7.0371 2021-03-16 14:49:41,922 - mmaction - INFO - Epoch [28][1300/1345] lr: 1.000e-03, eta: 3:16:45, time: 0.568, data_time: 0.001, memory: 7067, loss_cls: 2.4506, loss: 2.4506, grad_norm: 7.3819 2021-03-16 14:49:52,965 - mmaction - INFO - Epoch [28][1320/1345] lr: 1.000e-03, eta: 3:16:39, time: 0.552, data_time: 0.000, memory: 7067, loss_cls: 2.4074, loss: 2.4074, grad_norm: 7.2850 2021-03-16 14:50:04,041 - mmaction - INFO - Epoch [28][1340/1345] lr: 1.000e-03, eta: 3:16:34, time: 0.554, data_time: 0.001, memory: 7067, loss_cls: 2.2496, loss: 2.2496, grad_norm: 7.4595 2021-03-16 14:50:07,228 - mmaction - INFO - Saving checkpoint at 28 epochs 2021-03-16 14:51:12,095 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-16 14:51:12,311 - mmaction - INFO - top1_acc 0.4366 top5_acc 0.7342 2021-03-16 14:51:12,312 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-16 14:51:12,323 - mmaction - INFO - mean_acc 0.3929 2021-03-16 14:51:12,680 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_28.pth. 2021-03-16 14:51:12,680 - mmaction - INFO - Best top1_acc is 0.4366 at 28 epoch. 2021-03-16 14:51:12,685 - mmaction - INFO - Epoch(val) [28][1345] top1_acc: 0.4366, top5_acc: 0.7342, mean_class_accuracy: 0.3929 2021-03-16 14:51:34,015 - mmaction - INFO - Epoch [29][20/1345] lr: 1.000e-03, eta: 3:16:33, time: 1.065, data_time: 0.499, memory: 7067, loss_cls: 2.4887, loss: 2.4887, grad_norm: 7.0707 2021-03-16 14:51:45,230 - mmaction - INFO - Epoch [29][40/1345] lr: 1.000e-03, eta: 3:16:27, time: 0.561, data_time: 0.001, memory: 7067, loss_cls: 2.3937, loss: 2.3937, grad_norm: 7.2810 2021-03-16 14:51:56,477 - mmaction - INFO - Epoch [29][60/1345] lr: 1.000e-03, eta: 3:16:22, time: 0.562, data_time: 0.000, memory: 7067, loss_cls: 2.4312, loss: 2.4312, grad_norm: 7.1363 2021-03-16 14:52:07,570 - mmaction - INFO - Epoch [29][80/1345] lr: 1.000e-03, eta: 3:16:16, time: 0.554, data_time: 0.001, memory: 7067, loss_cls: 2.4046, loss: 2.4046, grad_norm: 7.0695 2021-03-16 14:52:18,838 - mmaction - INFO - Epoch [29][100/1345] lr: 1.000e-03, eta: 3:16:11, time: 0.564, data_time: 0.001, memory: 7067, loss_cls: 2.3364, loss: 2.3364, grad_norm: 7.6038 2021-03-16 14:52:30,142 - mmaction - INFO - Epoch [29][120/1345] lr: 1.000e-03, eta: 3:16:06, time: 0.565, data_time: 0.000, memory: 7067, loss_cls: 2.4782, loss: 2.4782, grad_norm: 7.3970 2021-03-16 14:52:41,591 - mmaction - INFO - Epoch [29][140/1345] lr: 1.000e-03, eta: 3:16:00, time: 0.572, data_time: 0.000, memory: 7067, loss_cls: 2.3869, loss: 2.3869, grad_norm: 7.3860 2021-03-16 14:52:52,378 - mmaction - INFO - Epoch [29][160/1345] lr: 1.000e-03, eta: 3:15:55, time: 0.539, data_time: 0.001, memory: 7067, loss_cls: 2.3649, loss: 2.3649, grad_norm: 7.2142 2021-03-16 14:53:03,481 - mmaction - INFO - Epoch [29][180/1345] lr: 1.000e-03, eta: 3:15:49, time: 0.556, data_time: 0.001, memory: 7067, loss_cls: 2.2998, loss: 2.2998, grad_norm: 7.4096 2021-03-16 14:53:14,416 - mmaction - INFO - Epoch [29][200/1345] lr: 1.000e-03, eta: 3:15:43, time: 0.547, data_time: 0.001, memory: 7067, loss_cls: 2.3643, loss: 2.3643, grad_norm: 7.2457 2021-03-16 14:53:25,715 - mmaction - INFO - Epoch [29][220/1345] lr: 1.000e-03, eta: 3:15:38, time: 0.565, data_time: 0.000, memory: 7067, loss_cls: 2.4653, loss: 2.4653, grad_norm: 7.3172 2021-03-16 14:53:37,100 - mmaction - INFO - Epoch [29][240/1345] lr: 1.000e-03, eta: 3:15:33, time: 0.569, data_time: 0.000, memory: 7067, loss_cls: 2.3264, loss: 2.3264, grad_norm: 6.8844 2021-03-16 14:53:48,264 - mmaction - INFO - Epoch [29][260/1345] lr: 1.000e-03, eta: 3:15:27, time: 0.558, data_time: 0.000, memory: 7067, loss_cls: 2.2575, loss: 2.2575, grad_norm: 7.2227 2021-03-16 14:53:59,133 - mmaction - INFO - Epoch [29][280/1345] lr: 1.000e-03, eta: 3:15:21, time: 0.543, data_time: 0.000, memory: 7067, loss_cls: 2.3078, loss: 2.3078, grad_norm: 7.4690 2021-03-16 14:54:10,324 - mmaction - INFO - Epoch [29][300/1345] lr: 1.000e-03, eta: 3:15:16, time: 0.560, data_time: 0.001, memory: 7067, loss_cls: 2.4306, loss: 2.4306, grad_norm: 7.6292 2021-03-16 14:54:21,565 - mmaction - INFO - Epoch [29][320/1345] lr: 1.000e-03, eta: 3:15:10, time: 0.562, data_time: 0.000, memory: 7067, loss_cls: 2.3273, loss: 2.3273, grad_norm: 7.2393 2021-03-16 14:54:32,723 - mmaction - INFO - Epoch [29][340/1345] lr: 1.000e-03, eta: 3:15:05, time: 0.557, data_time: 0.000, memory: 7067, loss_cls: 2.3409, loss: 2.3409, grad_norm: 7.5708 2021-03-16 14:54:43,814 - mmaction - INFO - Epoch [29][360/1345] lr: 1.000e-03, eta: 3:14:59, time: 0.554, data_time: 0.001, memory: 7067, loss_cls: 2.3903, loss: 2.3903, grad_norm: 7.1884 2021-03-16 14:54:54,974 - mmaction - INFO - Epoch [29][380/1345] lr: 1.000e-03, eta: 3:14:53, time: 0.559, data_time: 0.001, memory: 7067, loss_cls: 2.3292, loss: 2.3292, grad_norm: 7.2349 2021-03-16 14:55:05,799 - mmaction - INFO - Epoch [29][400/1345] lr: 1.000e-03, eta: 3:14:48, time: 0.541, data_time: 0.000, memory: 7067, loss_cls: 2.4041, loss: 2.4041, grad_norm: 7.2618 2021-03-16 14:55:17,011 - mmaction - INFO - Epoch [29][420/1345] lr: 1.000e-03, eta: 3:14:42, time: 0.560, data_time: 0.001, memory: 7067, loss_cls: 2.4189, loss: 2.4189, grad_norm: 7.3864 2021-03-16 14:55:28,156 - mmaction - INFO - Epoch [29][440/1345] lr: 1.000e-03, eta: 3:14:36, time: 0.557, data_time: 0.001, memory: 7067, loss_cls: 2.2708, loss: 2.2708, grad_norm: 7.2355 2021-03-16 14:55:39,237 - mmaction - INFO - Epoch [29][460/1345] lr: 1.000e-03, eta: 3:14:31, time: 0.555, data_time: 0.001, memory: 7067, loss_cls: 2.4015, loss: 2.4015, grad_norm: 7.1100 2021-03-16 14:55:50,412 - mmaction - INFO - Epoch [29][480/1345] lr: 1.000e-03, eta: 3:14:25, time: 0.558, data_time: 0.000, memory: 7067, loss_cls: 2.3820, loss: 2.3820, grad_norm: 7.1409 2021-03-16 14:56:01,572 - mmaction - INFO - Epoch [29][500/1345] lr: 1.000e-03, eta: 3:14:19, time: 0.558, data_time: 0.001, memory: 7067, loss_cls: 2.4481, loss: 2.4481, grad_norm: 7.3231 2021-03-16 14:56:12,722 - mmaction - INFO - Epoch [29][520/1345] lr: 1.000e-03, eta: 3:14:14, time: 0.558, data_time: 0.001, memory: 7067, loss_cls: 2.4325, loss: 2.4325, grad_norm: 7.3024 2021-03-16 14:56:23,927 - mmaction - INFO - Epoch [29][540/1345] lr: 1.000e-03, eta: 3:14:08, time: 0.560, data_time: 0.000, memory: 7067, loss_cls: 2.4547, loss: 2.4547, grad_norm: 7.2697 2021-03-16 14:56:35,183 - mmaction - INFO - Epoch [29][560/1345] lr: 1.000e-03, eta: 3:14:03, time: 0.563, data_time: 0.001, memory: 7067, loss_cls: 2.3370, loss: 2.3370, grad_norm: 7.6173 2021-03-16 14:56:46,376 - mmaction - INFO - Epoch [29][580/1345] lr: 1.000e-03, eta: 3:13:57, time: 0.560, data_time: 0.001, memory: 7067, loss_cls: 2.3330, loss: 2.3330, grad_norm: 7.3101 2021-03-16 14:56:57,302 - mmaction - INFO - Epoch [29][600/1345] lr: 1.000e-03, eta: 3:13:51, time: 0.546, data_time: 0.000, memory: 7067, loss_cls: 2.2893, loss: 2.2893, grad_norm: 7.2255 2021-03-16 14:57:08,575 - mmaction - INFO - Epoch [29][620/1345] lr: 1.000e-03, eta: 3:13:46, time: 0.564, data_time: 0.001, memory: 7067, loss_cls: 2.5710, loss: 2.5710, grad_norm: 7.1664 2021-03-16 14:57:19,816 - mmaction - INFO - Epoch [29][640/1345] lr: 1.000e-03, eta: 3:13:40, time: 0.562, data_time: 0.000, memory: 7067, loss_cls: 2.4041, loss: 2.4041, grad_norm: 7.1467 2021-03-16 14:57:30,610 - mmaction - INFO - Epoch [29][660/1345] lr: 1.000e-03, eta: 3:13:34, time: 0.539, data_time: 0.001, memory: 7067, loss_cls: 2.4745, loss: 2.4745, grad_norm: 7.4724 2021-03-16 14:57:41,723 - mmaction - INFO - Epoch [29][680/1345] lr: 1.000e-03, eta: 3:13:28, time: 0.557, data_time: 0.001, memory: 7067, loss_cls: 2.3939, loss: 2.3939, grad_norm: 7.2341 2021-03-16 14:57:52,748 - mmaction - INFO - Epoch [29][700/1345] lr: 1.000e-03, eta: 3:13:23, time: 0.551, data_time: 0.000, memory: 7067, loss_cls: 2.3862, loss: 2.3862, grad_norm: 7.2874 2021-03-16 14:58:04,071 - mmaction - INFO - Epoch [29][720/1345] lr: 1.000e-03, eta: 3:13:17, time: 0.566, data_time: 0.000, memory: 7067, loss_cls: 2.2287, loss: 2.2287, grad_norm: 7.0265 2021-03-16 14:58:15,246 - mmaction - INFO - Epoch [29][740/1345] lr: 1.000e-03, eta: 3:13:11, time: 0.559, data_time: 0.000, memory: 7067, loss_cls: 2.4318, loss: 2.4318, grad_norm: 7.3048 2021-03-16 14:58:24,344 - mmaction - INFO - Epoch [29][760/1345] lr: 1.000e-03, eta: 3:13:04, time: 0.454, data_time: 0.001, memory: 7067, loss_cls: 2.3792, loss: 2.3792, grad_norm: 7.5063 2021-03-16 14:58:32,013 - mmaction - INFO - Epoch [29][780/1345] lr: 1.000e-03, eta: 3:12:56, time: 0.384, data_time: 0.001, memory: 7067, loss_cls: 2.4668, loss: 2.4668, grad_norm: 7.4502 2021-03-16 14:58:39,337 - mmaction - INFO - Epoch [29][800/1345] lr: 1.000e-03, eta: 3:12:47, time: 0.366, data_time: 0.001, memory: 7067, loss_cls: 2.4612, loss: 2.4612, grad_norm: 7.5884 2021-03-16 14:58:48,148 - mmaction - INFO - Epoch [29][820/1345] lr: 1.000e-03, eta: 3:12:40, time: 0.440, data_time: 0.001, memory: 7067, loss_cls: 2.3693, loss: 2.3693, grad_norm: 7.4034 2021-03-16 14:58:59,091 - mmaction - INFO - Epoch [29][840/1345] lr: 1.000e-03, eta: 3:12:34, time: 0.547, data_time: 0.001, memory: 7067, loss_cls: 2.4881, loss: 2.4881, grad_norm: 7.4945 2021-03-16 14:59:10,236 - mmaction - INFO - Epoch [29][860/1345] lr: 1.000e-03, eta: 3:12:28, time: 0.558, data_time: 0.001, memory: 7067, loss_cls: 2.3342, loss: 2.3342, grad_norm: 7.5735 2021-03-16 14:59:21,514 - mmaction - INFO - Epoch [29][880/1345] lr: 1.000e-03, eta: 3:12:23, time: 0.564, data_time: 0.001, memory: 7067, loss_cls: 2.4760, loss: 2.4760, grad_norm: 7.1756 2021-03-16 14:59:32,632 - mmaction - INFO - Epoch [29][900/1345] lr: 1.000e-03, eta: 3:12:17, time: 0.555, data_time: 0.000, memory: 7067, loss_cls: 2.3482, loss: 2.3482, grad_norm: 7.3621 2021-03-16 14:59:43,576 - mmaction - INFO - Epoch [29][920/1345] lr: 1.000e-03, eta: 3:12:11, time: 0.548, data_time: 0.002, memory: 7067, loss_cls: 2.4838, loss: 2.4838, grad_norm: 7.2474 2021-03-16 14:59:54,748 - mmaction - INFO - Epoch [29][940/1345] lr: 1.000e-03, eta: 3:12:05, time: 0.559, data_time: 0.001, memory: 7067, loss_cls: 2.2393, loss: 2.2393, grad_norm: 7.5439 2021-03-16 15:00:05,635 - mmaction - INFO - Epoch [29][960/1345] lr: 1.000e-03, eta: 3:11:59, time: 0.544, data_time: 0.000, memory: 7067, loss_cls: 2.3723, loss: 2.3723, grad_norm: 7.1937 2021-03-16 15:00:16,715 - mmaction - INFO - Epoch [29][980/1345] lr: 1.000e-03, eta: 3:11:54, time: 0.554, data_time: 0.000, memory: 7067, loss_cls: 2.3124, loss: 2.3124, grad_norm: 7.2877 2021-03-16 15:00:27,882 - mmaction - INFO - Epoch [29][1000/1345] lr: 1.000e-03, eta: 3:11:48, time: 0.557, data_time: 0.000, memory: 7067, loss_cls: 2.3213, loss: 2.3213, grad_norm: 7.2108 2021-03-16 15:00:38,977 - mmaction - INFO - Epoch [29][1020/1345] lr: 1.000e-03, eta: 3:11:42, time: 0.555, data_time: 0.001, memory: 7067, loss_cls: 2.4652, loss: 2.4652, grad_norm: 7.5049 2021-03-16 15:00:49,930 - mmaction - INFO - Epoch [29][1040/1345] lr: 1.000e-03, eta: 3:11:36, time: 0.548, data_time: 0.001, memory: 7067, loss_cls: 2.3603, loss: 2.3603, grad_norm: 7.7527 2021-03-16 15:01:01,095 - mmaction - INFO - Epoch [29][1060/1345] lr: 1.000e-03, eta: 3:11:30, time: 0.557, data_time: 0.000, memory: 7067, loss_cls: 2.3139, loss: 2.3139, grad_norm: 7.4558 2021-03-16 15:01:12,130 - mmaction - INFO - Epoch [29][1080/1345] lr: 1.000e-03, eta: 3:11:24, time: 0.552, data_time: 0.001, memory: 7067, loss_cls: 2.4144, loss: 2.4144, grad_norm: 7.4458 2021-03-16 15:01:23,092 - mmaction - INFO - Epoch [29][1100/1345] lr: 1.000e-03, eta: 3:11:19, time: 0.548, data_time: 0.000, memory: 7067, loss_cls: 2.4164, loss: 2.4164, grad_norm: 7.4320 2021-03-16 15:01:33,975 - mmaction - INFO - Epoch [29][1120/1345] lr: 1.000e-03, eta: 3:11:13, time: 0.544, data_time: 0.000, memory: 7067, loss_cls: 2.4154, loss: 2.4154, grad_norm: 7.3990 2021-03-16 15:01:45,240 - mmaction - INFO - Epoch [29][1140/1345] lr: 1.000e-03, eta: 3:11:07, time: 0.564, data_time: 0.001, memory: 7067, loss_cls: 2.3882, loss: 2.3882, grad_norm: 7.1489 2021-03-16 15:01:56,289 - mmaction - INFO - Epoch [29][1160/1345] lr: 1.000e-03, eta: 3:11:01, time: 0.552, data_time: 0.000, memory: 7067, loss_cls: 2.4254, loss: 2.4254, grad_norm: 7.2159 2021-03-16 15:02:07,254 - mmaction - INFO - Epoch [29][1180/1345] lr: 1.000e-03, eta: 3:10:55, time: 0.547, data_time: 0.000, memory: 7067, loss_cls: 2.2920, loss: 2.2920, grad_norm: 7.3822 2021-03-16 15:02:18,216 - mmaction - INFO - Epoch [29][1200/1345] lr: 1.000e-03, eta: 3:10:49, time: 0.548, data_time: 0.001, memory: 7067, loss_cls: 2.5581, loss: 2.5581, grad_norm: 7.3798 2021-03-16 15:02:28,998 - mmaction - INFO - Epoch [29][1220/1345] lr: 1.000e-03, eta: 3:10:43, time: 0.540, data_time: 0.001, memory: 7067, loss_cls: 2.3693, loss: 2.3693, grad_norm: 7.2308 2021-03-16 15:02:40,139 - mmaction - INFO - Epoch [29][1240/1345] lr: 1.000e-03, eta: 3:10:37, time: 0.557, data_time: 0.001, memory: 7067, loss_cls: 2.3581, loss: 2.3581, grad_norm: 7.0046 2021-03-16 15:02:51,244 - mmaction - INFO - Epoch [29][1260/1345] lr: 1.000e-03, eta: 3:10:31, time: 0.555, data_time: 0.000, memory: 7067, loss_cls: 2.3135, loss: 2.3135, grad_norm: 7.3195 2021-03-16 15:03:02,413 - mmaction - INFO - Epoch [29][1280/1345] lr: 1.000e-03, eta: 3:10:25, time: 0.559, data_time: 0.001, memory: 7067, loss_cls: 2.4790, loss: 2.4790, grad_norm: 7.3365 2021-03-16 15:03:13,468 - mmaction - INFO - Epoch [29][1300/1345] lr: 1.000e-03, eta: 3:10:20, time: 0.553, data_time: 0.001, memory: 7067, loss_cls: 2.3446, loss: 2.3446, grad_norm: 7.5342 2021-03-16 15:03:24,604 - mmaction - INFO - Epoch [29][1320/1345] lr: 1.000e-03, eta: 3:10:14, time: 0.556, data_time: 0.001, memory: 7067, loss_cls: 2.3647, loss: 2.3647, grad_norm: 7.3305 2021-03-16 15:03:35,724 - mmaction - INFO - Epoch [29][1340/1345] lr: 1.000e-03, eta: 3:10:08, time: 0.557, data_time: 0.001, memory: 7067, loss_cls: 2.4211, loss: 2.4211, grad_norm: 7.2168 2021-03-16 15:03:38,686 - mmaction - INFO - Saving checkpoint at 29 epochs 2021-03-16 15:04:00,257 - mmaction - INFO - Epoch [30][20/1345] lr: 1.000e-03, eta: 3:10:06, time: 1.060, data_time: 0.507, memory: 7067, loss_cls: 2.4023, loss: 2.4023, grad_norm: 7.3557 2021-03-16 15:04:11,456 - mmaction - INFO - Epoch [30][40/1345] lr: 1.000e-03, eta: 3:10:00, time: 0.561, data_time: 0.001, memory: 7067, loss_cls: 2.3352, loss: 2.3352, grad_norm: 7.5646 2021-03-16 15:04:22,713 - mmaction - INFO - Epoch [30][60/1345] lr: 1.000e-03, eta: 3:09:54, time: 0.563, data_time: 0.000, memory: 7067, loss_cls: 2.2452, loss: 2.2452, grad_norm: 7.1222 2021-03-16 15:04:33,789 - mmaction - INFO - Epoch [30][80/1345] lr: 1.000e-03, eta: 3:09:48, time: 0.554, data_time: 0.001, memory: 7067, loss_cls: 2.4018, loss: 2.4018, grad_norm: 7.4342 2021-03-16 15:04:44,996 - mmaction - INFO - Epoch [30][100/1345] lr: 1.000e-03, eta: 3:09:42, time: 0.560, data_time: 0.000, memory: 7067, loss_cls: 2.5488, loss: 2.5488, grad_norm: 7.3499 2021-03-16 15:04:55,902 - mmaction - INFO - Epoch [30][120/1345] lr: 1.000e-03, eta: 3:09:36, time: 0.546, data_time: 0.000, memory: 7067, loss_cls: 2.3811, loss: 2.3811, grad_norm: 7.5043 2021-03-16 15:05:06,870 - mmaction - INFO - Epoch [30][140/1345] lr: 1.000e-03, eta: 3:09:30, time: 0.548, data_time: 0.000, memory: 7067, loss_cls: 2.4105, loss: 2.4105, grad_norm: 7.3569 2021-03-16 15:05:18,050 - mmaction - INFO - Epoch [30][160/1345] lr: 1.000e-03, eta: 3:09:24, time: 0.559, data_time: 0.000, memory: 7067, loss_cls: 2.3875, loss: 2.3875, grad_norm: 7.3222 2021-03-16 15:05:29,066 - mmaction - INFO - Epoch [30][180/1345] lr: 1.000e-03, eta: 3:09:18, time: 0.551, data_time: 0.001, memory: 7067, loss_cls: 2.3781, loss: 2.3781, grad_norm: 7.4293 2021-03-16 15:05:40,180 - mmaction - INFO - Epoch [30][200/1345] lr: 1.000e-03, eta: 3:09:13, time: 0.556, data_time: 0.001, memory: 7067, loss_cls: 2.3813, loss: 2.3813, grad_norm: 7.5513 2021-03-16 15:05:51,121 - mmaction - INFO - Epoch [30][220/1345] lr: 1.000e-03, eta: 3:09:06, time: 0.547, data_time: 0.001, memory: 7067, loss_cls: 2.3053, loss: 2.3053, grad_norm: 7.4656 2021-03-16 15:06:02,209 - mmaction - INFO - Epoch [30][240/1345] lr: 1.000e-03, eta: 3:09:00, time: 0.554, data_time: 0.001, memory: 7067, loss_cls: 2.1912, loss: 2.1912, grad_norm: 7.5318 2021-03-16 15:06:13,334 - mmaction - INFO - Epoch [30][260/1345] lr: 1.000e-03, eta: 3:08:55, time: 0.556, data_time: 0.001, memory: 7067, loss_cls: 2.3795, loss: 2.3795, grad_norm: 7.4376 2021-03-16 15:06:24,409 - mmaction - INFO - Epoch [30][280/1345] lr: 1.000e-03, eta: 3:08:49, time: 0.554, data_time: 0.000, memory: 7067, loss_cls: 2.2731, loss: 2.2731, grad_norm: 7.1483 2021-03-16 15:06:35,526 - mmaction - INFO - Epoch [30][300/1345] lr: 1.000e-03, eta: 3:08:43, time: 0.555, data_time: 0.000, memory: 7067, loss_cls: 2.4565, loss: 2.4565, grad_norm: 7.5620 2021-03-16 15:06:46,387 - mmaction - INFO - Epoch [30][320/1345] lr: 1.000e-03, eta: 3:08:36, time: 0.544, data_time: 0.001, memory: 7067, loss_cls: 2.3676, loss: 2.3676, grad_norm: 7.4587 2021-03-16 15:06:57,480 - mmaction - INFO - Epoch [30][340/1345] lr: 1.000e-03, eta: 3:08:30, time: 0.554, data_time: 0.000, memory: 7067, loss_cls: 2.4597, loss: 2.4597, grad_norm: 7.4624 2021-03-16 15:07:08,651 - mmaction - INFO - Epoch [30][360/1345] lr: 1.000e-03, eta: 3:08:25, time: 0.559, data_time: 0.001, memory: 7067, loss_cls: 2.3550, loss: 2.3550, grad_norm: 7.9361 2021-03-16 15:07:19,637 - mmaction - INFO - Epoch [30][380/1345] lr: 1.000e-03, eta: 3:08:18, time: 0.549, data_time: 0.000, memory: 7067, loss_cls: 2.3675, loss: 2.3675, grad_norm: 7.2459 2021-03-16 15:07:30,725 - mmaction - INFO - Epoch [30][400/1345] lr: 1.000e-03, eta: 3:08:12, time: 0.554, data_time: 0.000, memory: 7067, loss_cls: 2.3888, loss: 2.3888, grad_norm: 7.3952 2021-03-16 15:07:41,675 - mmaction - INFO - Epoch [30][420/1345] lr: 1.000e-03, eta: 3:08:06, time: 0.548, data_time: 0.001, memory: 7067, loss_cls: 2.2666, loss: 2.2666, grad_norm: 7.4786 2021-03-16 15:07:52,757 - mmaction - INFO - Epoch [30][440/1345] lr: 1.000e-03, eta: 3:08:00, time: 0.554, data_time: 0.000, memory: 7067, loss_cls: 2.4555, loss: 2.4555, grad_norm: 7.8389 2021-03-16 15:08:03,717 - mmaction - INFO - Epoch [30][460/1345] lr: 1.000e-03, eta: 3:07:54, time: 0.548, data_time: 0.000, memory: 7067, loss_cls: 2.4216, loss: 2.4216, grad_norm: 7.3601 2021-03-16 15:08:14,726 - mmaction - INFO - Epoch [30][480/1345] lr: 1.000e-03, eta: 3:07:48, time: 0.550, data_time: 0.000, memory: 7067, loss_cls: 2.3280, loss: 2.3280, grad_norm: 7.2886 2021-03-16 15:08:25,685 - mmaction - INFO - Epoch [30][500/1345] lr: 1.000e-03, eta: 3:07:42, time: 0.547, data_time: 0.000, memory: 7067, loss_cls: 2.2222, loss: 2.2222, grad_norm: 7.3513 2021-03-16 15:08:36,850 - mmaction - INFO - Epoch [30][520/1345] lr: 1.000e-03, eta: 3:07:36, time: 0.559, data_time: 0.001, memory: 7067, loss_cls: 2.3565, loss: 2.3565, grad_norm: 7.5221 2021-03-16 15:08:47,707 - mmaction - INFO - Epoch [30][540/1345] lr: 1.000e-03, eta: 3:07:30, time: 0.543, data_time: 0.000, memory: 7067, loss_cls: 2.4131, loss: 2.4131, grad_norm: 7.4719 2021-03-16 15:08:58,606 - mmaction - INFO - Epoch [30][560/1345] lr: 1.000e-03, eta: 3:07:24, time: 0.545, data_time: 0.001, memory: 7067, loss_cls: 2.4035, loss: 2.4035, grad_norm: 7.6063 2021-03-16 15:09:09,504 - mmaction - INFO - Epoch [30][580/1345] lr: 1.000e-03, eta: 3:07:17, time: 0.544, data_time: 0.000, memory: 7067, loss_cls: 2.3203, loss: 2.3203, grad_norm: 7.1073 2021-03-16 15:09:20,447 - mmaction - INFO - Epoch [30][600/1345] lr: 1.000e-03, eta: 3:07:11, time: 0.547, data_time: 0.001, memory: 7067, loss_cls: 2.2758, loss: 2.2758, grad_norm: 7.5660 2021-03-16 15:09:31,340 - mmaction - INFO - Epoch [30][620/1345] lr: 1.000e-03, eta: 3:07:05, time: 0.546, data_time: 0.001, memory: 7067, loss_cls: 2.5332, loss: 2.5332, grad_norm: 7.3047 2021-03-16 15:09:42,523 - mmaction - INFO - Epoch [30][640/1345] lr: 1.000e-03, eta: 3:06:59, time: 0.559, data_time: 0.000, memory: 7067, loss_cls: 2.3563, loss: 2.3563, grad_norm: 7.3753 2021-03-16 15:09:53,604 - mmaction - INFO - Epoch [30][660/1345] lr: 1.000e-03, eta: 3:06:53, time: 0.554, data_time: 0.001, memory: 7067, loss_cls: 2.3602, loss: 2.3602, grad_norm: 7.3381 2021-03-16 15:10:04,782 - mmaction - INFO - Epoch [30][680/1345] lr: 1.000e-03, eta: 3:06:47, time: 0.559, data_time: 0.001, memory: 7067, loss_cls: 2.2945, loss: 2.2945, grad_norm: 7.3183 2021-03-16 15:10:15,805 - mmaction - INFO - Epoch [30][700/1345] lr: 1.000e-03, eta: 3:06:41, time: 0.551, data_time: 0.000, memory: 7067, loss_cls: 2.3539, loss: 2.3539, grad_norm: 7.8394 2021-03-16 15:10:27,146 - mmaction - INFO - Epoch [30][720/1345] lr: 1.000e-03, eta: 3:06:35, time: 0.567, data_time: 0.000, memory: 7067, loss_cls: 2.3228, loss: 2.3228, grad_norm: 7.6730 2021-03-16 15:10:38,179 - mmaction - INFO - Epoch [30][740/1345] lr: 1.000e-03, eta: 3:06:29, time: 0.552, data_time: 0.000, memory: 7067, loss_cls: 2.3293, loss: 2.3293, grad_norm: 7.7878 2021-03-16 15:10:49,401 - mmaction - INFO - Epoch [30][760/1345] lr: 1.000e-03, eta: 3:06:23, time: 0.561, data_time: 0.001, memory: 7067, loss_cls: 2.3362, loss: 2.3362, grad_norm: 7.4701 2021-03-16 15:11:00,308 - mmaction - INFO - Epoch [30][780/1345] lr: 1.000e-03, eta: 3:06:17, time: 0.545, data_time: 0.001, memory: 7067, loss_cls: 2.3653, loss: 2.3653, grad_norm: 7.3440 2021-03-16 15:11:11,441 - mmaction - INFO - Epoch [30][800/1345] lr: 1.000e-03, eta: 3:06:11, time: 0.556, data_time: 0.001, memory: 7067, loss_cls: 2.4089, loss: 2.4089, grad_norm: 7.6080 2021-03-16 15:11:22,584 - mmaction - INFO - Epoch [30][820/1345] lr: 1.000e-03, eta: 3:06:04, time: 0.558, data_time: 0.001, memory: 7067, loss_cls: 2.2969, loss: 2.2969, grad_norm: 7.7357 2021-03-16 15:11:33,643 - mmaction - INFO - Epoch [30][840/1345] lr: 1.000e-03, eta: 3:05:58, time: 0.552, data_time: 0.000, memory: 7067, loss_cls: 2.3773, loss: 2.3773, grad_norm: 7.4183 2021-03-16 15:11:44,987 - mmaction - INFO - Epoch [30][860/1345] lr: 1.000e-03, eta: 3:05:52, time: 0.568, data_time: 0.001, memory: 7067, loss_cls: 2.4215, loss: 2.4215, grad_norm: 7.3989 2021-03-16 15:11:55,870 - mmaction - INFO - Epoch [30][880/1345] lr: 1.000e-03, eta: 3:05:46, time: 0.543, data_time: 0.000, memory: 7067, loss_cls: 2.3713, loss: 2.3713, grad_norm: 7.2886 2021-03-16 15:12:06,890 - mmaction - INFO - Epoch [30][900/1345] lr: 1.000e-03, eta: 3:05:40, time: 0.552, data_time: 0.001, memory: 7067, loss_cls: 2.3903, loss: 2.3903, grad_norm: 7.6994 2021-03-16 15:12:18,060 - mmaction - INFO - Epoch [30][920/1345] lr: 1.000e-03, eta: 3:05:34, time: 0.558, data_time: 0.001, memory: 7067, loss_cls: 2.3629, loss: 2.3629, grad_norm: 7.5310 2021-03-16 15:12:25,904 - mmaction - INFO - Epoch [30][940/1345] lr: 1.000e-03, eta: 3:05:26, time: 0.392, data_time: 0.001, memory: 7067, loss_cls: 2.3940, loss: 2.3940, grad_norm: 7.1726 2021-03-16 15:12:33,278 - mmaction - INFO - Epoch [30][960/1345] lr: 1.000e-03, eta: 3:05:17, time: 0.369, data_time: 0.002, memory: 7067, loss_cls: 2.3253, loss: 2.3253, grad_norm: 7.5760 2021-03-16 15:12:40,974 - mmaction - INFO - Epoch [30][980/1345] lr: 1.000e-03, eta: 3:05:08, time: 0.386, data_time: 0.001, memory: 7067, loss_cls: 2.2957, loss: 2.2957, grad_norm: 7.2869 2021-03-16 15:12:51,596 - mmaction - INFO - Epoch [30][1000/1345] lr: 1.000e-03, eta: 3:05:02, time: 0.531, data_time: 0.000, memory: 7067, loss_cls: 2.3344, loss: 2.3344, grad_norm: 7.4483 2021-03-16 15:13:02,670 - mmaction - INFO - Epoch [30][1020/1345] lr: 1.000e-03, eta: 3:04:56, time: 0.554, data_time: 0.001, memory: 7067, loss_cls: 2.3388, loss: 2.3388, grad_norm: 7.1756 2021-03-16 15:13:13,914 - mmaction - INFO - Epoch [30][1040/1345] lr: 1.000e-03, eta: 3:04:50, time: 0.563, data_time: 0.001, memory: 7067, loss_cls: 2.3521, loss: 2.3521, grad_norm: 7.4255 2021-03-16 15:13:25,167 - mmaction - INFO - Epoch [30][1060/1345] lr: 1.000e-03, eta: 3:04:44, time: 0.563, data_time: 0.000, memory: 7067, loss_cls: 2.3079, loss: 2.3079, grad_norm: 7.8152 2021-03-16 15:13:36,495 - mmaction - INFO - Epoch [30][1080/1345] lr: 1.000e-03, eta: 3:04:38, time: 0.566, data_time: 0.000, memory: 7067, loss_cls: 2.3346, loss: 2.3346, grad_norm: 7.5509 2021-03-16 15:13:47,672 - mmaction - INFO - Epoch [30][1100/1345] lr: 1.000e-03, eta: 3:04:32, time: 0.559, data_time: 0.000, memory: 7067, loss_cls: 2.5014, loss: 2.5014, grad_norm: 7.3868 2021-03-16 15:13:58,540 - mmaction - INFO - Epoch [30][1120/1345] lr: 1.000e-03, eta: 3:04:25, time: 0.543, data_time: 0.000, memory: 7067, loss_cls: 2.4369, loss: 2.4369, grad_norm: 7.3218 2021-03-16 15:14:09,795 - mmaction - INFO - Epoch [30][1140/1345] lr: 1.000e-03, eta: 3:04:19, time: 0.563, data_time: 0.001, memory: 7067, loss_cls: 2.3079, loss: 2.3079, grad_norm: 7.2884 2021-03-16 15:14:20,675 - mmaction - INFO - Epoch [30][1160/1345] lr: 1.000e-03, eta: 3:04:13, time: 0.544, data_time: 0.000, memory: 7067, loss_cls: 2.3973, loss: 2.3973, grad_norm: 7.2734 2021-03-16 15:14:31,768 - mmaction - INFO - Epoch [30][1180/1345] lr: 1.000e-03, eta: 3:04:07, time: 0.555, data_time: 0.001, memory: 7067, loss_cls: 2.3436, loss: 2.3436, grad_norm: 7.8800 2021-03-16 15:14:43,006 - mmaction - INFO - Epoch [30][1200/1345] lr: 1.000e-03, eta: 3:04:01, time: 0.562, data_time: 0.000, memory: 7067, loss_cls: 2.3945, loss: 2.3945, grad_norm: 7.5271 2021-03-16 15:14:54,200 - mmaction - INFO - Epoch [30][1220/1345] lr: 1.000e-03, eta: 3:03:54, time: 0.560, data_time: 0.001, memory: 7067, loss_cls: 2.3554, loss: 2.3554, grad_norm: 7.4637 2021-03-16 15:15:05,283 - mmaction - INFO - Epoch [30][1240/1345] lr: 1.000e-03, eta: 3:03:48, time: 0.554, data_time: 0.001, memory: 7067, loss_cls: 2.3534, loss: 2.3534, grad_norm: 7.6957 2021-03-16 15:15:16,447 - mmaction - INFO - Epoch [30][1260/1345] lr: 1.000e-03, eta: 3:03:42, time: 0.557, data_time: 0.000, memory: 7067, loss_cls: 2.3257, loss: 2.3257, grad_norm: 7.6126 2021-03-16 15:15:27,488 - mmaction - INFO - Epoch [30][1280/1345] lr: 1.000e-03, eta: 3:03:36, time: 0.552, data_time: 0.001, memory: 7067, loss_cls: 2.4065, loss: 2.4065, grad_norm: 7.5161 2021-03-16 15:15:38,648 - mmaction - INFO - Epoch [30][1300/1345] lr: 1.000e-03, eta: 3:03:30, time: 0.558, data_time: 0.001, memory: 7067, loss_cls: 2.3918, loss: 2.3918, grad_norm: 8.0002 2021-03-16 15:15:49,821 - mmaction - INFO - Epoch [30][1320/1345] lr: 1.000e-03, eta: 3:03:23, time: 0.559, data_time: 0.000, memory: 7067, loss_cls: 2.3632, loss: 2.3632, grad_norm: 7.6476 2021-03-16 15:16:00,677 - mmaction - INFO - Epoch [30][1340/1345] lr: 1.000e-03, eta: 3:03:17, time: 0.543, data_time: 0.000, memory: 7067, loss_cls: 2.4269, loss: 2.4269, grad_norm: 7.5157 2021-03-16 15:16:03,593 - mmaction - INFO - Saving checkpoint at 30 epochs 2021-03-16 15:17:07,121 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-16 15:17:07,260 - mmaction - INFO - top1_acc 0.4392 top5_acc 0.7341 2021-03-16 15:17:07,260 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-16 15:17:07,268 - mmaction - INFO - mean_acc 0.3937 2021-03-16 15:17:07,594 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_30.pth. 2021-03-16 15:17:07,594 - mmaction - INFO - Best top1_acc is 0.4392 at 30 epoch. 2021-03-16 15:17:07,598 - mmaction - INFO - Epoch(val) [30][1345] top1_acc: 0.4392, top5_acc: 0.7341, mean_class_accuracy: 0.3937 2021-03-16 15:17:28,553 - mmaction - INFO - Epoch [31][20/1345] lr: 1.000e-03, eta: 3:03:14, time: 1.047, data_time: 0.413, memory: 7067, loss_cls: 2.3809, loss: 2.3809, grad_norm: 7.3321 2021-03-16 15:17:39,880 - mmaction - INFO - Epoch [31][40/1345] lr: 1.000e-03, eta: 3:03:08, time: 0.566, data_time: 0.000, memory: 7067, loss_cls: 2.2996, loss: 2.2996, grad_norm: 7.5236 2021-03-16 15:17:50,983 - mmaction - INFO - Epoch [31][60/1345] lr: 1.000e-03, eta: 3:03:02, time: 0.555, data_time: 0.000, memory: 7067, loss_cls: 2.3555, loss: 2.3555, grad_norm: 7.5554 2021-03-16 15:18:02,276 - mmaction - INFO - Epoch [31][80/1345] lr: 1.000e-03, eta: 3:02:56, time: 0.565, data_time: 0.000, memory: 7067, loss_cls: 2.3582, loss: 2.3582, grad_norm: 7.4355 2021-03-16 15:18:13,236 - mmaction - INFO - Epoch [31][100/1345] lr: 1.000e-03, eta: 3:02:49, time: 0.548, data_time: 0.000, memory: 7067, loss_cls: 2.3166, loss: 2.3166, grad_norm: 7.5851 2021-03-16 15:18:24,461 - mmaction - INFO - Epoch [31][120/1345] lr: 1.000e-03, eta: 3:02:43, time: 0.561, data_time: 0.000, memory: 7067, loss_cls: 2.3359, loss: 2.3359, grad_norm: 7.8136 2021-03-16 15:18:35,799 - mmaction - INFO - Epoch [31][140/1345] lr: 1.000e-03, eta: 3:02:37, time: 0.567, data_time: 0.001, memory: 7067, loss_cls: 2.3559, loss: 2.3559, grad_norm: 7.5136 2021-03-16 15:18:46,867 - mmaction - INFO - Epoch [31][160/1345] lr: 1.000e-03, eta: 3:02:31, time: 0.553, data_time: 0.000, memory: 7067, loss_cls: 2.4043, loss: 2.4043, grad_norm: 8.0081 2021-03-16 15:18:58,180 - mmaction - INFO - Epoch [31][180/1345] lr: 1.000e-03, eta: 3:02:24, time: 0.566, data_time: 0.001, memory: 7067, loss_cls: 2.3768, loss: 2.3768, grad_norm: 7.6324 2021-03-16 15:19:09,108 - mmaction - INFO - Epoch [31][200/1345] lr: 1.000e-03, eta: 3:02:18, time: 0.547, data_time: 0.000, memory: 7067, loss_cls: 2.3000, loss: 2.3000, grad_norm: 7.5085 2021-03-16 15:19:20,664 - mmaction - INFO - Epoch [31][220/1345] lr: 1.000e-03, eta: 3:02:12, time: 0.577, data_time: 0.000, memory: 7067, loss_cls: 2.4429, loss: 2.4429, grad_norm: 7.7105 2021-03-16 15:19:31,811 - mmaction - INFO - Epoch [31][240/1345] lr: 1.000e-03, eta: 3:02:06, time: 0.557, data_time: 0.001, memory: 7067, loss_cls: 2.3117, loss: 2.3117, grad_norm: 7.5422 2021-03-16 15:19:43,206 - mmaction - INFO - Epoch [31][260/1345] lr: 1.000e-03, eta: 3:02:00, time: 0.570, data_time: 0.001, memory: 7067, loss_cls: 2.3007, loss: 2.3007, grad_norm: 7.7818 2021-03-16 15:19:54,224 - mmaction - INFO - Epoch [31][280/1345] lr: 1.000e-03, eta: 3:01:53, time: 0.551, data_time: 0.000, memory: 7067, loss_cls: 2.2122, loss: 2.2122, grad_norm: 7.6065 2021-03-16 15:20:05,432 - mmaction - INFO - Epoch [31][300/1345] lr: 1.000e-03, eta: 3:01:47, time: 0.561, data_time: 0.001, memory: 7067, loss_cls: 2.4682, loss: 2.4682, grad_norm: 7.5168 2021-03-16 15:20:16,611 - mmaction - INFO - Epoch [31][320/1345] lr: 1.000e-03, eta: 3:01:41, time: 0.559, data_time: 0.000, memory: 7067, loss_cls: 2.3001, loss: 2.3001, grad_norm: 7.5209 2021-03-16 15:20:27,778 - mmaction - INFO - Epoch [31][340/1345] lr: 1.000e-03, eta: 3:01:35, time: 0.558, data_time: 0.000, memory: 7067, loss_cls: 2.4586, loss: 2.4586, grad_norm: 7.7988 2021-03-16 15:20:39,035 - mmaction - INFO - Epoch [31][360/1345] lr: 1.000e-03, eta: 3:01:28, time: 0.563, data_time: 0.001, memory: 7067, loss_cls: 2.3957, loss: 2.3957, grad_norm: 7.5330 2021-03-16 15:20:50,230 - mmaction - INFO - Epoch [31][380/1345] lr: 1.000e-03, eta: 3:01:22, time: 0.560, data_time: 0.001, memory: 7067, loss_cls: 2.2036, loss: 2.2036, grad_norm: 7.4356 2021-03-16 15:21:01,471 - mmaction - INFO - Epoch [31][400/1345] lr: 1.000e-03, eta: 3:01:16, time: 0.562, data_time: 0.001, memory: 7067, loss_cls: 2.3919, loss: 2.3919, grad_norm: 7.6426 2021-03-16 15:21:12,577 - mmaction - INFO - Epoch [31][420/1345] lr: 1.000e-03, eta: 3:01:10, time: 0.555, data_time: 0.001, memory: 7067, loss_cls: 2.3354, loss: 2.3354, grad_norm: 7.5171 2021-03-16 15:21:23,659 - mmaction - INFO - Epoch [31][440/1345] lr: 1.000e-03, eta: 3:01:03, time: 0.554, data_time: 0.001, memory: 7067, loss_cls: 2.2803, loss: 2.2803, grad_norm: 7.5920 2021-03-16 15:21:34,876 - mmaction - INFO - Epoch [31][460/1345] lr: 1.000e-03, eta: 3:00:57, time: 0.561, data_time: 0.001, memory: 7067, loss_cls: 2.3578, loss: 2.3578, grad_norm: 7.7124 2021-03-16 15:21:46,029 - mmaction - INFO - Epoch [31][480/1345] lr: 1.000e-03, eta: 3:00:51, time: 0.558, data_time: 0.001, memory: 7067, loss_cls: 2.4262, loss: 2.4262, grad_norm: 7.6658 2021-03-16 15:21:57,208 - mmaction - INFO - Epoch [31][500/1345] lr: 1.000e-03, eta: 3:00:44, time: 0.559, data_time: 0.000, memory: 7067, loss_cls: 2.5334, loss: 2.5334, grad_norm: 7.4346 2021-03-16 15:22:08,409 - mmaction - INFO - Epoch [31][520/1345] lr: 1.000e-03, eta: 3:00:38, time: 0.559, data_time: 0.001, memory: 7067, loss_cls: 2.3492, loss: 2.3492, grad_norm: 7.8660 2021-03-16 15:22:19,756 - mmaction - INFO - Epoch [31][540/1345] lr: 1.000e-03, eta: 3:00:32, time: 0.567, data_time: 0.001, memory: 7067, loss_cls: 2.4678, loss: 2.4678, grad_norm: 7.4831 2021-03-16 15:22:30,972 - mmaction - INFO - Epoch [31][560/1345] lr: 1.000e-03, eta: 3:00:26, time: 0.561, data_time: 0.001, memory: 7067, loss_cls: 2.4082, loss: 2.4082, grad_norm: 7.3003 2021-03-16 15:22:41,953 - mmaction - INFO - Epoch [31][580/1345] lr: 1.000e-03, eta: 3:00:19, time: 0.550, data_time: 0.001, memory: 7067, loss_cls: 2.3122, loss: 2.3122, grad_norm: 7.7924 2021-03-16 15:22:53,422 - mmaction - INFO - Epoch [31][600/1345] lr: 1.000e-03, eta: 3:00:13, time: 0.573, data_time: 0.000, memory: 7067, loss_cls: 2.2751, loss: 2.2751, grad_norm: 7.9961 2021-03-16 15:23:04,739 - mmaction - INFO - Epoch [31][620/1345] lr: 1.000e-03, eta: 3:00:07, time: 0.566, data_time: 0.000, memory: 7067, loss_cls: 2.4212, loss: 2.4212, grad_norm: 7.6972 2021-03-16 15:23:16,031 - mmaction - INFO - Epoch [31][640/1345] lr: 1.000e-03, eta: 3:00:01, time: 0.565, data_time: 0.000, memory: 7067, loss_cls: 2.4487, loss: 2.4487, grad_norm: 7.6968 2021-03-16 15:23:27,185 - mmaction - INFO - Epoch [31][660/1345] lr: 1.000e-03, eta: 2:59:54, time: 0.557, data_time: 0.000, memory: 7067, loss_cls: 2.3862, loss: 2.3862, grad_norm: 7.4697 2021-03-16 15:23:38,401 - mmaction - INFO - Epoch [31][680/1345] lr: 1.000e-03, eta: 2:59:48, time: 0.560, data_time: 0.001, memory: 7067, loss_cls: 2.4194, loss: 2.4194, grad_norm: 7.6269 2021-03-16 15:23:49,603 - mmaction - INFO - Epoch [31][700/1345] lr: 1.000e-03, eta: 2:59:42, time: 0.560, data_time: 0.001, memory: 7067, loss_cls: 2.3334, loss: 2.3334, grad_norm: 7.5316 2021-03-16 15:24:00,540 - mmaction - INFO - Epoch [31][720/1345] lr: 1.000e-03, eta: 2:59:35, time: 0.547, data_time: 0.001, memory: 7067, loss_cls: 2.3593, loss: 2.3593, grad_norm: 7.9277 2021-03-16 15:24:11,620 - mmaction - INFO - Epoch [31][740/1345] lr: 1.000e-03, eta: 2:59:29, time: 0.554, data_time: 0.001, memory: 7067, loss_cls: 2.2774, loss: 2.2774, grad_norm: 7.6903 2021-03-16 15:24:22,975 - mmaction - INFO - Epoch [31][760/1345] lr: 1.000e-03, eta: 2:59:22, time: 0.568, data_time: 0.001, memory: 7067, loss_cls: 2.4234, loss: 2.4234, grad_norm: 7.6479 2021-03-16 15:24:34,109 - mmaction - INFO - Epoch [31][780/1345] lr: 1.000e-03, eta: 2:59:16, time: 0.556, data_time: 0.000, memory: 7067, loss_cls: 2.3338, loss: 2.3338, grad_norm: 7.6556 2021-03-16 15:24:45,311 - mmaction - INFO - Epoch [31][800/1345] lr: 1.000e-03, eta: 2:59:10, time: 0.560, data_time: 0.001, memory: 7067, loss_cls: 2.3592, loss: 2.3592, grad_norm: 7.6709 2021-03-16 15:24:56,521 - mmaction - INFO - Epoch [31][820/1345] lr: 1.000e-03, eta: 2:59:03, time: 0.561, data_time: 0.001, memory: 7067, loss_cls: 2.1601, loss: 2.1601, grad_norm: 7.8432 2021-03-16 15:25:07,592 - mmaction - INFO - Epoch [31][840/1345] lr: 1.000e-03, eta: 2:58:57, time: 0.553, data_time: 0.000, memory: 7067, loss_cls: 2.3377, loss: 2.3377, grad_norm: 7.7031 2021-03-16 15:25:18,790 - mmaction - INFO - Epoch [31][860/1345] lr: 1.000e-03, eta: 2:58:50, time: 0.560, data_time: 0.001, memory: 7067, loss_cls: 2.4048, loss: 2.4048, grad_norm: 7.9149 2021-03-16 15:25:30,110 - mmaction - INFO - Epoch [31][880/1345] lr: 1.000e-03, eta: 2:58:44, time: 0.565, data_time: 0.000, memory: 7067, loss_cls: 2.3536, loss: 2.3536, grad_norm: 7.3744 2021-03-16 15:25:37,820 - mmaction - INFO - Epoch [31][900/1345] lr: 1.000e-03, eta: 2:58:36, time: 0.385, data_time: 0.001, memory: 7067, loss_cls: 2.4176, loss: 2.4176, grad_norm: 7.6744 2021-03-16 15:25:44,896 - mmaction - INFO - Epoch [31][920/1345] lr: 1.000e-03, eta: 2:58:27, time: 0.355, data_time: 0.002, memory: 7067, loss_cls: 2.2898, loss: 2.2898, grad_norm: 7.4902 2021-03-16 15:25:52,528 - mmaction - INFO - Epoch [31][940/1345] lr: 1.000e-03, eta: 2:58:18, time: 0.381, data_time: 0.000, memory: 7067, loss_cls: 2.3115, loss: 2.3115, grad_norm: 7.7778 2021-03-16 15:26:03,491 - mmaction - INFO - Epoch [31][960/1345] lr: 1.000e-03, eta: 2:58:11, time: 0.549, data_time: 0.001, memory: 7067, loss_cls: 2.2389, loss: 2.2389, grad_norm: 7.5566 2021-03-16 15:26:14,251 - mmaction - INFO - Epoch [31][980/1345] lr: 1.000e-03, eta: 2:58:05, time: 0.538, data_time: 0.000, memory: 7067, loss_cls: 2.3964, loss: 2.3964, grad_norm: 7.5603 2021-03-16 15:26:25,408 - mmaction - INFO - Epoch [31][1000/1345] lr: 1.000e-03, eta: 2:57:58, time: 0.558, data_time: 0.001, memory: 7067, loss_cls: 2.2224, loss: 2.2224, grad_norm: 7.9486 2021-03-16 15:26:36,687 - mmaction - INFO - Epoch [31][1020/1345] lr: 1.000e-03, eta: 2:57:52, time: 0.564, data_time: 0.000, memory: 7067, loss_cls: 2.3112, loss: 2.3112, grad_norm: 7.7814 2021-03-16 15:26:47,680 - mmaction - INFO - Epoch [31][1040/1345] lr: 1.000e-03, eta: 2:57:45, time: 0.549, data_time: 0.000, memory: 7067, loss_cls: 2.4333, loss: 2.4333, grad_norm: 7.7746 2021-03-16 15:26:58,999 - mmaction - INFO - Epoch [31][1060/1345] lr: 1.000e-03, eta: 2:57:39, time: 0.567, data_time: 0.001, memory: 7067, loss_cls: 2.5173, loss: 2.5173, grad_norm: 7.8820 2021-03-16 15:27:09,916 - mmaction - INFO - Epoch [31][1080/1345] lr: 1.000e-03, eta: 2:57:33, time: 0.546, data_time: 0.000, memory: 7067, loss_cls: 2.3484, loss: 2.3484, grad_norm: 7.6377 2021-03-16 15:27:21,016 - mmaction - INFO - Epoch [31][1100/1345] lr: 1.000e-03, eta: 2:57:26, time: 0.555, data_time: 0.001, memory: 7067, loss_cls: 2.4028, loss: 2.4028, grad_norm: 7.6852 2021-03-16 15:27:32,101 - mmaction - INFO - Epoch [31][1120/1345] lr: 1.000e-03, eta: 2:57:20, time: 0.554, data_time: 0.001, memory: 7067, loss_cls: 2.3297, loss: 2.3297, grad_norm: 7.8208 2021-03-16 15:27:43,302 - mmaction - INFO - Epoch [31][1140/1345] lr: 1.000e-03, eta: 2:57:13, time: 0.561, data_time: 0.001, memory: 7067, loss_cls: 2.3942, loss: 2.3942, grad_norm: 7.9167 2021-03-16 15:27:54,243 - mmaction - INFO - Epoch [31][1160/1345] lr: 1.000e-03, eta: 2:57:07, time: 0.547, data_time: 0.000, memory: 7067, loss_cls: 2.3188, loss: 2.3188, grad_norm: 7.8731 2021-03-16 15:28:05,401 - mmaction - INFO - Epoch [31][1180/1345] lr: 1.000e-03, eta: 2:57:00, time: 0.558, data_time: 0.001, memory: 7067, loss_cls: 2.3635, loss: 2.3635, grad_norm: 7.9790 2021-03-16 15:28:16,348 - mmaction - INFO - Epoch [31][1200/1345] lr: 1.000e-03, eta: 2:56:53, time: 0.548, data_time: 0.001, memory: 7067, loss_cls: 2.3122, loss: 2.3122, grad_norm: 7.9093 2021-03-16 15:28:27,443 - mmaction - INFO - Epoch [31][1220/1345] lr: 1.000e-03, eta: 2:56:47, time: 0.554, data_time: 0.001, memory: 7067, loss_cls: 2.3694, loss: 2.3694, grad_norm: 7.7699 2021-03-16 15:28:38,368 - mmaction - INFO - Epoch [31][1240/1345] lr: 1.000e-03, eta: 2:56:40, time: 0.546, data_time: 0.001, memory: 7067, loss_cls: 2.2280, loss: 2.2280, grad_norm: 7.8718 2021-03-16 15:28:49,440 - mmaction - INFO - Epoch [31][1260/1345] lr: 1.000e-03, eta: 2:56:34, time: 0.554, data_time: 0.001, memory: 7067, loss_cls: 2.3064, loss: 2.3064, grad_norm: 7.9408 2021-03-16 15:29:00,570 - mmaction - INFO - Epoch [31][1280/1345] lr: 1.000e-03, eta: 2:56:27, time: 0.557, data_time: 0.000, memory: 7067, loss_cls: 2.3736, loss: 2.3736, grad_norm: 7.6044 2021-03-16 15:29:11,685 - mmaction - INFO - Epoch [31][1300/1345] lr: 1.000e-03, eta: 2:56:21, time: 0.556, data_time: 0.000, memory: 7067, loss_cls: 2.4260, loss: 2.4260, grad_norm: 7.8254 2021-03-16 15:29:22,840 - mmaction - INFO - Epoch [31][1320/1345] lr: 1.000e-03, eta: 2:56:14, time: 0.558, data_time: 0.000, memory: 7067, loss_cls: 2.2017, loss: 2.2017, grad_norm: 7.8680 2021-03-16 15:29:33,765 - mmaction - INFO - Epoch [31][1340/1345] lr: 1.000e-03, eta: 2:56:08, time: 0.546, data_time: 0.000, memory: 7067, loss_cls: 2.3461, loss: 2.3461, grad_norm: 7.9572 2021-03-16 15:29:36,584 - mmaction - INFO - Saving checkpoint at 31 epochs 2021-03-16 15:29:58,036 - mmaction - INFO - Epoch [32][20/1345] lr: 1.000e-03, eta: 2:56:04, time: 1.055, data_time: 0.457, memory: 7067, loss_cls: 2.3268, loss: 2.3268, grad_norm: 7.6447 2021-03-16 15:30:09,073 - mmaction - INFO - Epoch [32][40/1345] lr: 1.000e-03, eta: 2:55:57, time: 0.552, data_time: 0.000, memory: 7067, loss_cls: 2.4033, loss: 2.4033, grad_norm: 7.6158 2021-03-16 15:30:20,136 - mmaction - INFO - Epoch [32][60/1345] lr: 1.000e-03, eta: 2:55:51, time: 0.553, data_time: 0.001, memory: 7067, loss_cls: 2.3073, loss: 2.3073, grad_norm: 7.6382 2021-03-16 15:30:31,360 - mmaction - INFO - Epoch [32][80/1345] lr: 1.000e-03, eta: 2:55:44, time: 0.561, data_time: 0.000, memory: 7067, loss_cls: 2.2945, loss: 2.2945, grad_norm: 7.9336 2021-03-16 15:30:42,279 - mmaction - INFO - Epoch [32][100/1345] lr: 1.000e-03, eta: 2:55:38, time: 0.546, data_time: 0.001, memory: 7067, loss_cls: 2.3961, loss: 2.3961, grad_norm: 7.5683 2021-03-16 15:30:53,475 - mmaction - INFO - Epoch [32][120/1345] lr: 1.000e-03, eta: 2:55:31, time: 0.561, data_time: 0.001, memory: 7067, loss_cls: 2.3471, loss: 2.3471, grad_norm: 7.6254 2021-03-16 15:31:04,560 - mmaction - INFO - Epoch [32][140/1345] lr: 1.000e-03, eta: 2:55:25, time: 0.553, data_time: 0.000, memory: 7067, loss_cls: 2.3958, loss: 2.3958, grad_norm: 7.7998 2021-03-16 15:31:15,759 - mmaction - INFO - Epoch [32][160/1345] lr: 1.000e-03, eta: 2:55:18, time: 0.561, data_time: 0.001, memory: 7067, loss_cls: 2.2776, loss: 2.2776, grad_norm: 7.8757 2021-03-16 15:31:26,792 - mmaction - INFO - Epoch [32][180/1345] lr: 1.000e-03, eta: 2:55:11, time: 0.552, data_time: 0.000, memory: 7067, loss_cls: 2.2947, loss: 2.2947, grad_norm: 7.6320 2021-03-16 15:31:37,598 - mmaction - INFO - Epoch [32][200/1345] lr: 1.000e-03, eta: 2:55:05, time: 0.540, data_time: 0.000, memory: 7067, loss_cls: 2.2811, loss: 2.2811, grad_norm: 8.1869 2021-03-16 15:31:48,815 - mmaction - INFO - Epoch [32][220/1345] lr: 1.000e-03, eta: 2:54:58, time: 0.561, data_time: 0.001, memory: 7067, loss_cls: 2.2745, loss: 2.2745, grad_norm: 7.8541 2021-03-16 15:31:59,931 - mmaction - INFO - Epoch [32][240/1345] lr: 1.000e-03, eta: 2:54:52, time: 0.556, data_time: 0.000, memory: 7067, loss_cls: 2.2687, loss: 2.2687, grad_norm: 7.7690 2021-03-16 15:32:10,861 - mmaction - INFO - Epoch [32][260/1345] lr: 1.000e-03, eta: 2:54:45, time: 0.546, data_time: 0.000, memory: 7067, loss_cls: 2.4055, loss: 2.4055, grad_norm: 7.6685 2021-03-16 15:32:22,014 - mmaction - INFO - Epoch [32][280/1345] lr: 1.000e-03, eta: 2:54:38, time: 0.558, data_time: 0.001, memory: 7067, loss_cls: 2.3970, loss: 2.3970, grad_norm: 7.8484 2021-03-16 15:32:33,192 - mmaction - INFO - Epoch [32][300/1345] lr: 1.000e-03, eta: 2:54:32, time: 0.559, data_time: 0.000, memory: 7067, loss_cls: 2.2687, loss: 2.2687, grad_norm: 7.6755 2021-03-16 15:32:44,297 - mmaction - INFO - Epoch [32][320/1345] lr: 1.000e-03, eta: 2:54:25, time: 0.555, data_time: 0.000, memory: 7067, loss_cls: 2.2793, loss: 2.2793, grad_norm: 7.7613 2021-03-16 15:32:55,381 - mmaction - INFO - Epoch [32][340/1345] lr: 1.000e-03, eta: 2:54:18, time: 0.553, data_time: 0.000, memory: 7067, loss_cls: 2.4281, loss: 2.4281, grad_norm: 7.8604 2021-03-16 15:33:06,499 - mmaction - INFO - Epoch [32][360/1345] lr: 1.000e-03, eta: 2:54:12, time: 0.557, data_time: 0.002, memory: 7067, loss_cls: 2.3841, loss: 2.3841, grad_norm: 7.6002 2021-03-16 15:33:17,541 - mmaction - INFO - Epoch [32][380/1345] lr: 1.000e-03, eta: 2:54:05, time: 0.552, data_time: 0.000, memory: 7067, loss_cls: 2.2763, loss: 2.2763, grad_norm: 7.8038 2021-03-16 15:33:28,558 - mmaction - INFO - Epoch [32][400/1345] lr: 1.000e-03, eta: 2:53:59, time: 0.551, data_time: 0.000, memory: 7067, loss_cls: 2.3956, loss: 2.3956, grad_norm: 7.6945 2021-03-16 15:33:39,570 - mmaction - INFO - Epoch [32][420/1345] lr: 1.000e-03, eta: 2:53:52, time: 0.550, data_time: 0.000, memory: 7067, loss_cls: 2.3162, loss: 2.3162, grad_norm: 7.8848 2021-03-16 15:33:50,764 - mmaction - INFO - Epoch [32][440/1345] lr: 1.000e-03, eta: 2:53:45, time: 0.560, data_time: 0.000, memory: 7067, loss_cls: 2.4632, loss: 2.4632, grad_norm: 7.6514 2021-03-16 15:34:01,853 - mmaction - INFO - Epoch [32][460/1345] lr: 1.000e-03, eta: 2:53:39, time: 0.555, data_time: 0.001, memory: 7067, loss_cls: 2.3237, loss: 2.3237, grad_norm: 8.0721 2021-03-16 15:34:12,822 - mmaction - INFO - Epoch [32][480/1345] lr: 1.000e-03, eta: 2:53:32, time: 0.548, data_time: 0.000, memory: 7067, loss_cls: 2.3755, loss: 2.3755, grad_norm: 8.1347 2021-03-16 15:34:24,110 - mmaction - INFO - Epoch [32][500/1345] lr: 1.000e-03, eta: 2:53:25, time: 0.564, data_time: 0.000, memory: 7067, loss_cls: 2.4139, loss: 2.4139, grad_norm: 8.0242 2021-03-16 15:34:35,261 - mmaction - INFO - Epoch [32][520/1345] lr: 1.000e-03, eta: 2:53:19, time: 0.557, data_time: 0.000, memory: 7067, loss_cls: 2.2627, loss: 2.2627, grad_norm: 7.7496 2021-03-16 15:34:46,547 - mmaction - INFO - Epoch [32][540/1345] lr: 1.000e-03, eta: 2:53:12, time: 0.564, data_time: 0.000, memory: 7067, loss_cls: 2.3458, loss: 2.3458, grad_norm: 7.5772 2021-03-16 15:34:57,408 - mmaction - INFO - Epoch [32][560/1345] lr: 1.000e-03, eta: 2:53:05, time: 0.543, data_time: 0.001, memory: 7067, loss_cls: 2.3083, loss: 2.3083, grad_norm: 7.6446 2021-03-16 15:35:08,554 - mmaction - INFO - Epoch [32][580/1345] lr: 1.000e-03, eta: 2:52:59, time: 0.558, data_time: 0.001, memory: 7067, loss_cls: 2.2724, loss: 2.2724, grad_norm: 7.8890 2021-03-16 15:35:19,644 - mmaction - INFO - Epoch [32][600/1345] lr: 1.000e-03, eta: 2:52:52, time: 0.554, data_time: 0.000, memory: 7067, loss_cls: 2.3641, loss: 2.3641, grad_norm: 7.8897 2021-03-16 15:35:28,485 - mmaction - INFO - Epoch [32][620/1345] lr: 1.000e-03, eta: 2:52:44, time: 0.441, data_time: 0.001, memory: 7067, loss_cls: 2.4546, loss: 2.4546, grad_norm: 8.0298 2021-03-16 15:35:35,819 - mmaction - INFO - Epoch [32][640/1345] lr: 1.000e-03, eta: 2:52:35, time: 0.368, data_time: 0.001, memory: 7067, loss_cls: 2.3774, loss: 2.3774, grad_norm: 7.5201 2021-03-16 15:35:42,987 - mmaction - INFO - Epoch [32][660/1345] lr: 1.000e-03, eta: 2:52:26, time: 0.357, data_time: 0.001, memory: 7067, loss_cls: 2.3641, loss: 2.3641, grad_norm: 7.8457 2021-03-16 15:35:50,454 - mmaction - INFO - Epoch [32][680/1345] lr: 1.000e-03, eta: 2:52:17, time: 0.372, data_time: 0.003, memory: 7067, loss_cls: 2.4036, loss: 2.4036, grad_norm: 8.1901 2021-03-16 15:35:57,824 - mmaction - INFO - Epoch [32][700/1345] lr: 1.000e-03, eta: 2:52:09, time: 0.370, data_time: 0.005, memory: 7067, loss_cls: 2.2816, loss: 2.2816, grad_norm: 7.9207 2021-03-16 15:36:04,839 - mmaction - INFO - Epoch [32][720/1345] lr: 1.000e-03, eta: 2:52:00, time: 0.352, data_time: 0.002, memory: 7067, loss_cls: 2.3553, loss: 2.3553, grad_norm: 7.8306 2021-03-16 15:36:12,441 - mmaction - INFO - Epoch [32][740/1345] lr: 1.000e-03, eta: 2:51:51, time: 0.379, data_time: 0.000, memory: 7067, loss_cls: 2.3082, loss: 2.3082, grad_norm: 8.0285 2021-03-16 15:36:19,631 - mmaction - INFO - Epoch [32][760/1345] lr: 1.000e-03, eta: 2:51:42, time: 0.359, data_time: 0.001, memory: 7067, loss_cls: 2.3720, loss: 2.3720, grad_norm: 8.0834 2021-03-16 15:36:27,194 - mmaction - INFO - Epoch [32][780/1345] lr: 1.000e-03, eta: 2:51:33, time: 0.379, data_time: 0.002, memory: 7067, loss_cls: 2.3660, loss: 2.3660, grad_norm: 7.9508 2021-03-16 15:36:34,557 - mmaction - INFO - Epoch [32][800/1345] lr: 1.000e-03, eta: 2:51:24, time: 0.368, data_time: 0.004, memory: 7067, loss_cls: 2.4381, loss: 2.4381, grad_norm: 7.7605 2021-03-16 15:36:42,021 - mmaction - INFO - Epoch [32][820/1345] lr: 1.000e-03, eta: 2:51:15, time: 0.373, data_time: 0.001, memory: 7067, loss_cls: 2.3772, loss: 2.3772, grad_norm: 8.1097 2021-03-16 15:36:49,601 - mmaction - INFO - Epoch [32][840/1345] lr: 1.000e-03, eta: 2:51:07, time: 0.379, data_time: 0.001, memory: 7067, loss_cls: 2.4322, loss: 2.4322, grad_norm: 7.8864 2021-03-16 15:37:00,008 - mmaction - INFO - Epoch [32][860/1345] lr: 1.000e-03, eta: 2:51:00, time: 0.521, data_time: 0.001, memory: 7067, loss_cls: 2.2318, loss: 2.2318, grad_norm: 7.6857 2021-03-16 15:37:11,378 - mmaction - INFO - Epoch [32][880/1345] lr: 1.000e-03, eta: 2:50:53, time: 0.567, data_time: 0.000, memory: 7067, loss_cls: 2.2257, loss: 2.2257, grad_norm: 8.0099 2021-03-16 15:37:22,493 - mmaction - INFO - Epoch [32][900/1345] lr: 1.000e-03, eta: 2:50:46, time: 0.557, data_time: 0.002, memory: 7067, loss_cls: 2.3377, loss: 2.3377, grad_norm: 8.0736 2021-03-16 15:37:33,286 - mmaction - INFO - Epoch [32][920/1345] lr: 1.000e-03, eta: 2:50:39, time: 0.539, data_time: 0.000, memory: 7067, loss_cls: 2.4430, loss: 2.4430, grad_norm: 7.9035 2021-03-16 15:37:43,947 - mmaction - INFO - Epoch [32][940/1345] lr: 1.000e-03, eta: 2:50:33, time: 0.534, data_time: 0.001, memory: 7067, loss_cls: 2.3194, loss: 2.3194, grad_norm: 7.9702 2021-03-16 15:37:51,813 - mmaction - INFO - Epoch [32][960/1345] lr: 1.000e-03, eta: 2:50:24, time: 0.392, data_time: 0.000, memory: 7067, loss_cls: 2.4507, loss: 2.4507, grad_norm: 7.5968 2021-03-16 15:37:59,693 - mmaction - INFO - Epoch [32][980/1345] lr: 1.000e-03, eta: 2:50:15, time: 0.394, data_time: 0.001, memory: 7067, loss_cls: 2.3483, loss: 2.3483, grad_norm: 7.9850 2021-03-16 15:38:07,540 - mmaction - INFO - Epoch [32][1000/1345] lr: 1.000e-03, eta: 2:50:07, time: 0.393, data_time: 0.001, memory: 7067, loss_cls: 2.3180, loss: 2.3180, grad_norm: 7.6768 2021-03-16 15:38:15,537 - mmaction - INFO - Epoch [32][1020/1345] lr: 1.000e-03, eta: 2:49:58, time: 0.399, data_time: 0.000, memory: 7067, loss_cls: 2.2400, loss: 2.2400, grad_norm: 8.0297 2021-03-16 15:38:23,344 - mmaction - INFO - Epoch [32][1040/1345] lr: 1.000e-03, eta: 2:49:50, time: 0.391, data_time: 0.001, memory: 7067, loss_cls: 2.4296, loss: 2.4296, grad_norm: 7.9640 2021-03-16 15:38:31,088 - mmaction - INFO - Epoch [32][1060/1345] lr: 1.000e-03, eta: 2:49:41, time: 0.387, data_time: 0.000, memory: 7067, loss_cls: 2.3673, loss: 2.3673, grad_norm: 7.9008 2021-03-16 15:38:38,875 - mmaction - INFO - Epoch [32][1080/1345] lr: 1.000e-03, eta: 2:49:32, time: 0.388, data_time: 0.001, memory: 7067, loss_cls: 2.4490, loss: 2.4490, grad_norm: 7.6332 2021-03-16 15:38:46,980 - mmaction - INFO - Epoch [32][1100/1345] lr: 1.000e-03, eta: 2:49:24, time: 0.407, data_time: 0.003, memory: 7067, loss_cls: 2.4868, loss: 2.4868, grad_norm: 7.8550 2021-03-16 15:38:54,797 - mmaction - INFO - Epoch [32][1120/1345] lr: 1.000e-03, eta: 2:49:15, time: 0.391, data_time: 0.001, memory: 7067, loss_cls: 2.3700, loss: 2.3700, grad_norm: 7.5866 2021-03-16 15:39:02,645 - mmaction - INFO - Epoch [32][1140/1345] lr: 1.000e-03, eta: 2:49:07, time: 0.393, data_time: 0.000, memory: 7067, loss_cls: 2.3463, loss: 2.3463, grad_norm: 7.8034 2021-03-16 15:39:10,518 - mmaction - INFO - Epoch [32][1160/1345] lr: 1.000e-03, eta: 2:48:58, time: 0.393, data_time: 0.000, memory: 7067, loss_cls: 2.3322, loss: 2.3322, grad_norm: 7.9346 2021-03-16 15:39:18,406 - mmaction - INFO - Epoch [32][1180/1345] lr: 1.000e-03, eta: 2:48:50, time: 0.395, data_time: 0.001, memory: 7067, loss_cls: 2.3900, loss: 2.3900, grad_norm: 7.9452 2021-03-16 15:39:26,283 - mmaction - INFO - Epoch [32][1200/1345] lr: 1.000e-03, eta: 2:48:41, time: 0.394, data_time: 0.001, memory: 7067, loss_cls: 2.3594, loss: 2.3594, grad_norm: 7.7059 2021-03-16 15:39:33,970 - mmaction - INFO - Epoch [32][1220/1345] lr: 1.000e-03, eta: 2:48:33, time: 0.384, data_time: 0.000, memory: 7067, loss_cls: 2.3383, loss: 2.3383, grad_norm: 7.9549 2021-03-16 15:39:41,933 - mmaction - INFO - Epoch [32][1240/1345] lr: 1.000e-03, eta: 2:48:24, time: 0.398, data_time: 0.001, memory: 7067, loss_cls: 2.3287, loss: 2.3287, grad_norm: 7.9863 2021-03-16 15:39:49,759 - mmaction - INFO - Epoch [32][1260/1345] lr: 1.000e-03, eta: 2:48:15, time: 0.392, data_time: 0.001, memory: 7067, loss_cls: 2.3307, loss: 2.3307, grad_norm: 8.0526 2021-03-16 15:39:57,664 - mmaction - INFO - Epoch [32][1280/1345] lr: 1.000e-03, eta: 2:48:07, time: 0.394, data_time: 0.000, memory: 7067, loss_cls: 2.2926, loss: 2.2926, grad_norm: 7.7739 2021-03-16 15:40:05,398 - mmaction - INFO - Epoch [32][1300/1345] lr: 1.000e-03, eta: 2:47:58, time: 0.387, data_time: 0.002, memory: 7067, loss_cls: 2.2956, loss: 2.2956, grad_norm: 7.9973 2021-03-16 15:40:13,109 - mmaction - INFO - Epoch [32][1320/1345] lr: 1.000e-03, eta: 2:47:50, time: 0.386, data_time: 0.001, memory: 7067, loss_cls: 2.4489, loss: 2.4489, grad_norm: 7.9219 2021-03-16 15:40:21,001 - mmaction - INFO - Epoch [32][1340/1345] lr: 1.000e-03, eta: 2:47:41, time: 0.395, data_time: 0.001, memory: 7067, loss_cls: 2.3772, loss: 2.3772, grad_norm: 8.0446 2021-03-16 15:40:23,292 - mmaction - INFO - Saving checkpoint at 32 epochs 2021-03-16 15:41:27,130 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-16 15:41:27,270 - mmaction - INFO - top1_acc 0.4424 top5_acc 0.7353 2021-03-16 15:41:27,270 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-16 15:41:27,278 - mmaction - INFO - mean_acc 0.3998 2021-03-16 15:41:27,604 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_32.pth. 2021-03-16 15:41:27,604 - mmaction - INFO - Best top1_acc is 0.4424 at 32 epoch. 2021-03-16 15:41:27,608 - mmaction - INFO - Epoch(val) [32][1345] top1_acc: 0.4424, top5_acc: 0.7353, mean_class_accuracy: 0.3998 2021-03-16 15:41:45,443 - mmaction - INFO - Epoch [33][20/1345] lr: 1.000e-03, eta: 2:47:35, time: 0.891, data_time: 0.421, memory: 7067, loss_cls: 2.3395, loss: 2.3395, grad_norm: 7.8182 2021-03-16 15:41:53,492 - mmaction - INFO - Epoch [33][40/1345] lr: 1.000e-03, eta: 2:47:26, time: 0.402, data_time: 0.001, memory: 7067, loss_cls: 2.2596, loss: 2.2596, grad_norm: 7.8919 2021-03-16 15:42:01,542 - mmaction - INFO - Epoch [33][60/1345] lr: 1.000e-03, eta: 2:47:18, time: 0.404, data_time: 0.001, memory: 7067, loss_cls: 2.4981, loss: 2.4981, grad_norm: 7.6761 2021-03-16 15:42:09,450 - mmaction - INFO - Epoch [33][80/1345] lr: 1.000e-03, eta: 2:47:09, time: 0.394, data_time: 0.000, memory: 7067, loss_cls: 2.2311, loss: 2.2311, grad_norm: 8.1460 2021-03-16 15:42:17,446 - mmaction - INFO - Epoch [33][100/1345] lr: 1.000e-03, eta: 2:47:01, time: 0.401, data_time: 0.002, memory: 7067, loss_cls: 2.3339, loss: 2.3339, grad_norm: 7.6494 2021-03-16 15:42:25,318 - mmaction - INFO - Epoch [33][120/1345] lr: 1.000e-03, eta: 2:46:52, time: 0.394, data_time: 0.001, memory: 7067, loss_cls: 2.2596, loss: 2.2596, grad_norm: 7.5174 2021-03-16 15:42:33,344 - mmaction - INFO - Epoch [33][140/1345] lr: 1.000e-03, eta: 2:46:44, time: 0.401, data_time: 0.001, memory: 7067, loss_cls: 2.3634, loss: 2.3634, grad_norm: 7.6396 2021-03-16 15:42:41,232 - mmaction - INFO - Epoch [33][160/1345] lr: 1.000e-03, eta: 2:46:35, time: 0.394, data_time: 0.000, memory: 7067, loss_cls: 2.3037, loss: 2.3037, grad_norm: 8.2561 2021-03-16 15:42:49,084 - mmaction - INFO - Epoch [33][180/1345] lr: 1.000e-03, eta: 2:46:27, time: 0.393, data_time: 0.001, memory: 7067, loss_cls: 2.2247, loss: 2.2247, grad_norm: 7.8006 2021-03-16 15:42:56,695 - mmaction - INFO - Epoch [33][200/1345] lr: 1.000e-03, eta: 2:46:18, time: 0.380, data_time: 0.001, memory: 7067, loss_cls: 2.2732, loss: 2.2732, grad_norm: 7.8710 2021-03-16 15:43:04,163 - mmaction - INFO - Epoch [33][220/1345] lr: 1.000e-03, eta: 2:46:09, time: 0.372, data_time: 0.001, memory: 7067, loss_cls: 2.2991, loss: 2.2991, grad_norm: 7.7485 2021-03-16 15:43:11,454 - mmaction - INFO - Epoch [33][240/1345] lr: 1.000e-03, eta: 2:46:00, time: 0.367, data_time: 0.003, memory: 7067, loss_cls: 2.4144, loss: 2.4144, grad_norm: 7.9354 2021-03-16 15:43:18,652 - mmaction - INFO - Epoch [33][260/1345] lr: 1.000e-03, eta: 2:45:51, time: 0.360, data_time: 0.001, memory: 7067, loss_cls: 2.3127, loss: 2.3127, grad_norm: 8.3408 2021-03-16 15:43:26,054 - mmaction - INFO - Epoch [33][280/1345] lr: 1.000e-03, eta: 2:45:43, time: 0.371, data_time: 0.001, memory: 7067, loss_cls: 2.3867, loss: 2.3867, grad_norm: 8.0047 2021-03-16 15:43:33,548 - mmaction - INFO - Epoch [33][300/1345] lr: 1.000e-03, eta: 2:45:34, time: 0.374, data_time: 0.000, memory: 7067, loss_cls: 2.1910, loss: 2.1910, grad_norm: 7.8511 2021-03-16 15:43:40,682 - mmaction - INFO - Epoch [33][320/1345] lr: 1.000e-03, eta: 2:45:25, time: 0.357, data_time: 0.001, memory: 7067, loss_cls: 2.2660, loss: 2.2660, grad_norm: 7.9263 2021-03-16 15:43:47,989 - mmaction - INFO - Epoch [33][340/1345] lr: 1.000e-03, eta: 2:45:16, time: 0.365, data_time: 0.001, memory: 7067, loss_cls: 2.3958, loss: 2.3958, grad_norm: 8.2660 2021-03-16 15:43:55,465 - mmaction - INFO - Epoch [33][360/1345] lr: 1.000e-03, eta: 2:45:07, time: 0.374, data_time: 0.001, memory: 7067, loss_cls: 2.2113, loss: 2.2113, grad_norm: 8.1846 2021-03-16 15:44:02,882 - mmaction - INFO - Epoch [33][380/1345] lr: 1.000e-03, eta: 2:44:59, time: 0.371, data_time: 0.001, memory: 7067, loss_cls: 2.3012, loss: 2.3012, grad_norm: 8.0145 2021-03-16 15:44:10,402 - mmaction - INFO - Epoch [33][400/1345] lr: 1.000e-03, eta: 2:44:50, time: 0.376, data_time: 0.000, memory: 7067, loss_cls: 2.2923, loss: 2.2923, grad_norm: 8.0441 2021-03-16 15:44:17,602 - mmaction - INFO - Epoch [33][420/1345] lr: 1.000e-03, eta: 2:44:41, time: 0.360, data_time: 0.000, memory: 7067, loss_cls: 2.2683, loss: 2.2683, grad_norm: 8.2495 2021-03-16 15:44:24,850 - mmaction - INFO - Epoch [33][440/1345] lr: 1.000e-03, eta: 2:44:32, time: 0.362, data_time: 0.000, memory: 7067, loss_cls: 2.3872, loss: 2.3872, grad_norm: 7.6663 2021-03-16 15:44:32,324 - mmaction - INFO - Epoch [33][460/1345] lr: 1.000e-03, eta: 2:44:23, time: 0.373, data_time: 0.000, memory: 7067, loss_cls: 2.4038, loss: 2.4038, grad_norm: 8.0584 2021-03-16 15:44:39,422 - mmaction - INFO - Epoch [33][480/1345] lr: 1.000e-03, eta: 2:44:14, time: 0.355, data_time: 0.001, memory: 7067, loss_cls: 2.3143, loss: 2.3143, grad_norm: 7.5151 2021-03-16 15:44:46,694 - mmaction - INFO - Epoch [33][500/1345] lr: 1.000e-03, eta: 2:44:05, time: 0.365, data_time: 0.001, memory: 7067, loss_cls: 2.4364, loss: 2.4364, grad_norm: 8.2482 2021-03-16 15:44:53,885 - mmaction - INFO - Epoch [33][520/1345] lr: 1.000e-03, eta: 2:43:56, time: 0.359, data_time: 0.000, memory: 7067, loss_cls: 2.4335, loss: 2.4335, grad_norm: 7.9383 2021-03-16 15:45:01,463 - mmaction - INFO - Epoch [33][540/1345] lr: 1.000e-03, eta: 2:43:48, time: 0.378, data_time: 0.001, memory: 7067, loss_cls: 2.2885, loss: 2.2885, grad_norm: 8.2905 2021-03-16 15:45:09,007 - mmaction - INFO - Epoch [33][560/1345] lr: 1.000e-03, eta: 2:43:39, time: 0.378, data_time: 0.002, memory: 7067, loss_cls: 2.3105, loss: 2.3105, grad_norm: 7.9722 2021-03-16 15:45:16,251 - mmaction - INFO - Epoch [33][580/1345] lr: 1.000e-03, eta: 2:43:30, time: 0.363, data_time: 0.002, memory: 7067, loss_cls: 2.4001, loss: 2.4001, grad_norm: 7.7951 2021-03-16 15:45:23,598 - mmaction - INFO - Epoch [33][600/1345] lr: 1.000e-03, eta: 2:43:21, time: 0.367, data_time: 0.001, memory: 7067, loss_cls: 2.2345, loss: 2.2345, grad_norm: 7.7769 2021-03-16 15:45:30,668 - mmaction - INFO - Epoch [33][620/1345] lr: 1.000e-03, eta: 2:43:12, time: 0.354, data_time: 0.001, memory: 7067, loss_cls: 2.4105, loss: 2.4105, grad_norm: 7.8818 2021-03-16 15:45:38,003 - mmaction - INFO - Epoch [33][640/1345] lr: 1.000e-03, eta: 2:43:04, time: 0.364, data_time: 0.000, memory: 7067, loss_cls: 2.3935, loss: 2.3935, grad_norm: 7.7939 2021-03-16 15:45:45,429 - mmaction - INFO - Epoch [33][660/1345] lr: 1.000e-03, eta: 2:42:55, time: 0.374, data_time: 0.003, memory: 7067, loss_cls: 2.3795, loss: 2.3795, grad_norm: 7.8101 2021-03-16 15:45:52,943 - mmaction - INFO - Epoch [33][680/1345] lr: 1.000e-03, eta: 2:42:46, time: 0.376, data_time: 0.000, memory: 7067, loss_cls: 2.1492, loss: 2.1492, grad_norm: 8.2705 2021-03-16 15:46:00,258 - mmaction - INFO - Epoch [33][700/1345] lr: 1.000e-03, eta: 2:42:37, time: 0.365, data_time: 0.000, memory: 7067, loss_cls: 2.3385, loss: 2.3385, grad_norm: 8.3356 2021-03-16 15:46:07,498 - mmaction - INFO - Epoch [33][720/1345] lr: 1.000e-03, eta: 2:42:28, time: 0.362, data_time: 0.001, memory: 7067, loss_cls: 2.2452, loss: 2.2452, grad_norm: 8.0918 2021-03-16 15:46:14,941 - mmaction - INFO - Epoch [33][740/1345] lr: 1.000e-03, eta: 2:42:20, time: 0.371, data_time: 0.000, memory: 7067, loss_cls: 2.3412, loss: 2.3412, grad_norm: 7.6866 2021-03-16 15:46:22,464 - mmaction - INFO - Epoch [33][760/1345] lr: 1.000e-03, eta: 2:42:11, time: 0.377, data_time: 0.002, memory: 7067, loss_cls: 2.4696, loss: 2.4696, grad_norm: 8.3065 2021-03-16 15:46:29,744 - mmaction - INFO - Epoch [33][780/1345] lr: 1.000e-03, eta: 2:42:02, time: 0.362, data_time: 0.000, memory: 7067, loss_cls: 2.4021, loss: 2.4021, grad_norm: 8.0257 2021-03-16 15:46:36,964 - mmaction - INFO - Epoch [33][800/1345] lr: 1.000e-03, eta: 2:41:53, time: 0.362, data_time: 0.003, memory: 7067, loss_cls: 2.2394, loss: 2.2394, grad_norm: 7.9649 2021-03-16 15:46:44,322 - mmaction - INFO - Epoch [33][820/1345] lr: 1.000e-03, eta: 2:41:44, time: 0.368, data_time: 0.001, memory: 7067, loss_cls: 2.3190, loss: 2.3190, grad_norm: 7.7367 2021-03-16 15:46:51,694 - mmaction - INFO - Epoch [33][840/1345] lr: 1.000e-03, eta: 2:41:36, time: 0.369, data_time: 0.001, memory: 7067, loss_cls: 2.4109, loss: 2.4109, grad_norm: 7.9232 2021-03-16 15:46:59,148 - mmaction - INFO - Epoch [33][860/1345] lr: 1.000e-03, eta: 2:41:27, time: 0.372, data_time: 0.000, memory: 7067, loss_cls: 2.3691, loss: 2.3691, grad_norm: 8.0393 2021-03-16 15:47:06,483 - mmaction - INFO - Epoch [33][880/1345] lr: 1.000e-03, eta: 2:41:18, time: 0.368, data_time: 0.002, memory: 7067, loss_cls: 2.3180, loss: 2.3180, grad_norm: 7.6147 2021-03-16 15:47:13,711 - mmaction - INFO - Epoch [33][900/1345] lr: 1.000e-03, eta: 2:41:09, time: 0.361, data_time: 0.000, memory: 7067, loss_cls: 2.3954, loss: 2.3954, grad_norm: 7.7194 2021-03-16 15:47:20,882 - mmaction - INFO - Epoch [33][920/1345] lr: 1.000e-03, eta: 2:41:00, time: 0.358, data_time: 0.000, memory: 7067, loss_cls: 2.2284, loss: 2.2284, grad_norm: 7.7006 2021-03-16 15:47:28,374 - mmaction - INFO - Epoch [33][940/1345] lr: 1.000e-03, eta: 2:40:52, time: 0.375, data_time: 0.000, memory: 7067, loss_cls: 2.4165, loss: 2.4165, grad_norm: 7.7674 2021-03-16 15:47:35,988 - mmaction - INFO - Epoch [33][960/1345] lr: 1.000e-03, eta: 2:40:43, time: 0.380, data_time: 0.000, memory: 7067, loss_cls: 2.3402, loss: 2.3402, grad_norm: 8.1452 2021-03-16 15:47:43,293 - mmaction - INFO - Epoch [33][980/1345] lr: 1.000e-03, eta: 2:40:34, time: 0.365, data_time: 0.001, memory: 7067, loss_cls: 2.3244, loss: 2.3244, grad_norm: 8.2448 2021-03-16 15:47:50,880 - mmaction - INFO - Epoch [33][1000/1345] lr: 1.000e-03, eta: 2:40:25, time: 0.379, data_time: 0.001, memory: 7067, loss_cls: 2.3194, loss: 2.3194, grad_norm: 8.0621 2021-03-16 15:47:58,222 - mmaction - INFO - Epoch [33][1020/1345] lr: 1.000e-03, eta: 2:40:17, time: 0.367, data_time: 0.001, memory: 7067, loss_cls: 2.4902, loss: 2.4902, grad_norm: 7.9666 2021-03-16 15:48:05,572 - mmaction - INFO - Epoch [33][1040/1345] lr: 1.000e-03, eta: 2:40:08, time: 0.367, data_time: 0.001, memory: 7067, loss_cls: 2.3368, loss: 2.3368, grad_norm: 8.1284 2021-03-16 15:48:12,861 - mmaction - INFO - Epoch [33][1060/1345] lr: 1.000e-03, eta: 2:39:59, time: 0.364, data_time: 0.002, memory: 7067, loss_cls: 2.2510, loss: 2.2510, grad_norm: 7.9001 2021-03-16 15:48:20,477 - mmaction - INFO - Epoch [33][1080/1345] lr: 1.000e-03, eta: 2:39:50, time: 0.381, data_time: 0.002, memory: 7067, loss_cls: 2.4196, loss: 2.4196, grad_norm: 8.1411 2021-03-16 15:48:27,692 - mmaction - INFO - Epoch [33][1100/1345] lr: 1.000e-03, eta: 2:39:41, time: 0.362, data_time: 0.001, memory: 7067, loss_cls: 2.4378, loss: 2.4378, grad_norm: 8.0199 2021-03-16 15:48:35,114 - mmaction - INFO - Epoch [33][1120/1345] lr: 1.000e-03, eta: 2:39:33, time: 0.370, data_time: 0.000, memory: 7067, loss_cls: 2.3156, loss: 2.3156, grad_norm: 8.3669 2021-03-16 15:48:42,714 - mmaction - INFO - Epoch [33][1140/1345] lr: 1.000e-03, eta: 2:39:24, time: 0.381, data_time: 0.001, memory: 7067, loss_cls: 2.3606, loss: 2.3606, grad_norm: 7.9765 2021-03-16 15:48:50,231 - mmaction - INFO - Epoch [33][1160/1345] lr: 1.000e-03, eta: 2:39:15, time: 0.375, data_time: 0.001, memory: 7067, loss_cls: 2.3674, loss: 2.3674, grad_norm: 8.0285 2021-03-16 15:48:57,500 - mmaction - INFO - Epoch [33][1180/1345] lr: 1.000e-03, eta: 2:39:07, time: 0.364, data_time: 0.002, memory: 7067, loss_cls: 2.3348, loss: 2.3348, grad_norm: 8.6890 2021-03-16 15:49:04,779 - mmaction - INFO - Epoch [33][1200/1345] lr: 1.000e-03, eta: 2:38:58, time: 0.365, data_time: 0.001, memory: 7067, loss_cls: 2.3763, loss: 2.3763, grad_norm: 8.0386 2021-03-16 15:49:12,230 - mmaction - INFO - Epoch [33][1220/1345] lr: 1.000e-03, eta: 2:38:49, time: 0.372, data_time: 0.001, memory: 7067, loss_cls: 2.3484, loss: 2.3484, grad_norm: 8.2499 2021-03-16 15:49:19,344 - mmaction - INFO - Epoch [33][1240/1345] lr: 1.000e-03, eta: 2:38:40, time: 0.357, data_time: 0.001, memory: 7067, loss_cls: 2.5386, loss: 2.5386, grad_norm: 7.9279 2021-03-16 15:49:26,353 - mmaction - INFO - Epoch [33][1260/1345] lr: 1.000e-03, eta: 2:38:31, time: 0.350, data_time: 0.000, memory: 7067, loss_cls: 2.3525, loss: 2.3525, grad_norm: 8.1174 2021-03-16 15:49:34,068 - mmaction - INFO - Epoch [33][1280/1345] lr: 1.000e-03, eta: 2:38:23, time: 0.384, data_time: 0.001, memory: 7067, loss_cls: 2.2856, loss: 2.2856, grad_norm: 8.0022 2021-03-16 15:49:41,404 - mmaction - INFO - Epoch [33][1300/1345] lr: 1.000e-03, eta: 2:38:14, time: 0.368, data_time: 0.002, memory: 7067, loss_cls: 2.3811, loss: 2.3811, grad_norm: 8.0278 2021-03-16 15:49:49,080 - mmaction - INFO - Epoch [33][1320/1345] lr: 1.000e-03, eta: 2:38:05, time: 0.384, data_time: 0.001, memory: 7067, loss_cls: 2.2115, loss: 2.2115, grad_norm: 7.9958 2021-03-16 15:49:55,874 - mmaction - INFO - Epoch [33][1340/1345] lr: 1.000e-03, eta: 2:37:56, time: 0.340, data_time: 0.001, memory: 7067, loss_cls: 2.4148, loss: 2.4148, grad_norm: 7.9859 2021-03-16 15:49:57,767 - mmaction - INFO - Saving checkpoint at 33 epochs 2021-03-16 15:50:16,122 - mmaction - INFO - Epoch [34][20/1345] lr: 1.000e-03, eta: 2:37:50, time: 0.900, data_time: 0.515, memory: 7067, loss_cls: 2.3209, loss: 2.3209, grad_norm: 7.9645 2021-03-16 15:50:23,937 - mmaction - INFO - Epoch [34][40/1345] lr: 1.000e-03, eta: 2:37:41, time: 0.391, data_time: 0.002, memory: 7067, loss_cls: 2.3582, loss: 2.3582, grad_norm: 8.0125 2021-03-16 15:50:31,231 - mmaction - INFO - Epoch [34][60/1345] lr: 1.000e-03, eta: 2:37:32, time: 0.365, data_time: 0.001, memory: 7067, loss_cls: 2.2329, loss: 2.2329, grad_norm: 8.0906 2021-03-16 15:50:38,898 - mmaction - INFO - Epoch [34][80/1345] lr: 1.000e-03, eta: 2:37:24, time: 0.384, data_time: 0.001, memory: 7067, loss_cls: 2.4509, loss: 2.4509, grad_norm: 7.9298 2021-03-16 15:50:46,473 - mmaction - INFO - Epoch [34][100/1345] lr: 1.000e-03, eta: 2:37:15, time: 0.378, data_time: 0.000, memory: 7067, loss_cls: 2.3653, loss: 2.3653, grad_norm: 8.1309 2021-03-16 15:50:53,907 - mmaction - INFO - Epoch [34][120/1345] lr: 1.000e-03, eta: 2:37:06, time: 0.372, data_time: 0.001, memory: 7067, loss_cls: 2.2541, loss: 2.2541, grad_norm: 7.7340 2021-03-16 15:51:01,312 - mmaction - INFO - Epoch [34][140/1345] lr: 1.000e-03, eta: 2:36:58, time: 0.371, data_time: 0.001, memory: 7067, loss_cls: 2.2850, loss: 2.2850, grad_norm: 8.1669 2021-03-16 15:51:08,789 - mmaction - INFO - Epoch [34][160/1345] lr: 1.000e-03, eta: 2:36:49, time: 0.373, data_time: 0.000, memory: 7067, loss_cls: 2.2494, loss: 2.2494, grad_norm: 8.3768 2021-03-16 15:51:16,106 - mmaction - INFO - Epoch [34][180/1345] lr: 1.000e-03, eta: 2:36:40, time: 0.364, data_time: 0.001, memory: 7067, loss_cls: 2.2554, loss: 2.2554, grad_norm: 8.1027 2021-03-16 15:51:23,746 - mmaction - INFO - Epoch [34][200/1345] lr: 1.000e-03, eta: 2:36:32, time: 0.383, data_time: 0.003, memory: 7067, loss_cls: 2.3366, loss: 2.3366, grad_norm: 8.1397 2021-03-16 15:51:31,289 - mmaction - INFO - Epoch [34][220/1345] lr: 1.000e-03, eta: 2:36:23, time: 0.377, data_time: 0.001, memory: 7067, loss_cls: 2.2961, loss: 2.2961, grad_norm: 7.7344 2021-03-16 15:51:38,837 - mmaction - INFO - Epoch [34][240/1345] lr: 1.000e-03, eta: 2:36:14, time: 0.378, data_time: 0.002, memory: 7067, loss_cls: 2.2779, loss: 2.2779, grad_norm: 8.3826 2021-03-16 15:51:46,225 - mmaction - INFO - Epoch [34][260/1345] lr: 1.000e-03, eta: 2:36:05, time: 0.369, data_time: 0.001, memory: 7067, loss_cls: 2.2089, loss: 2.2089, grad_norm: 8.2352 2021-03-16 15:51:53,787 - mmaction - INFO - Epoch [34][280/1345] lr: 1.000e-03, eta: 2:35:57, time: 0.378, data_time: 0.001, memory: 7067, loss_cls: 2.3627, loss: 2.3627, grad_norm: 7.8211 2021-03-16 15:52:00,964 - mmaction - INFO - Epoch [34][300/1345] lr: 1.000e-03, eta: 2:35:48, time: 0.358, data_time: 0.001, memory: 7067, loss_cls: 2.2110, loss: 2.2110, grad_norm: 8.1138 2021-03-16 15:52:08,288 - mmaction - INFO - Epoch [34][320/1345] lr: 1.000e-03, eta: 2:35:39, time: 0.366, data_time: 0.001, memory: 7067, loss_cls: 2.2153, loss: 2.2153, grad_norm: 8.0735 2021-03-16 15:52:15,686 - mmaction - INFO - Epoch [34][340/1345] lr: 1.000e-03, eta: 2:35:30, time: 0.369, data_time: 0.002, memory: 7067, loss_cls: 2.2016, loss: 2.2016, grad_norm: 8.0131 2021-03-16 15:52:23,134 - mmaction - INFO - Epoch [34][360/1345] lr: 1.000e-03, eta: 2:35:22, time: 0.373, data_time: 0.002, memory: 7067, loss_cls: 2.2541, loss: 2.2541, grad_norm: 8.1908 2021-03-16 15:52:30,471 - mmaction - INFO - Epoch [34][380/1345] lr: 1.000e-03, eta: 2:35:13, time: 0.368, data_time: 0.001, memory: 7067, loss_cls: 2.1307, loss: 2.1307, grad_norm: 8.2520 2021-03-16 15:52:37,857 - mmaction - INFO - Epoch [34][400/1345] lr: 1.000e-03, eta: 2:35:04, time: 0.369, data_time: 0.000, memory: 7067, loss_cls: 2.4159, loss: 2.4159, grad_norm: 8.4291 2021-03-16 15:52:45,372 - mmaction - INFO - Epoch [34][420/1345] lr: 1.000e-03, eta: 2:34:56, time: 0.374, data_time: 0.001, memory: 7067, loss_cls: 2.2409, loss: 2.2409, grad_norm: 8.3422 2021-03-16 15:52:52,664 - mmaction - INFO - Epoch [34][440/1345] lr: 1.000e-03, eta: 2:34:47, time: 0.366, data_time: 0.003, memory: 7067, loss_cls: 2.2966, loss: 2.2966, grad_norm: 8.2419 2021-03-16 15:53:00,282 - mmaction - INFO - Epoch [34][460/1345] lr: 1.000e-03, eta: 2:34:38, time: 0.381, data_time: 0.001, memory: 7067, loss_cls: 2.3056, loss: 2.3056, grad_norm: 8.3537 2021-03-16 15:53:07,669 - mmaction - INFO - Epoch [34][480/1345] lr: 1.000e-03, eta: 2:34:29, time: 0.369, data_time: 0.001, memory: 7067, loss_cls: 2.2172, loss: 2.2172, grad_norm: 8.1296 2021-03-16 15:53:15,338 - mmaction - INFO - Epoch [34][500/1345] lr: 1.000e-03, eta: 2:34:21, time: 0.384, data_time: 0.001, memory: 7067, loss_cls: 2.2638, loss: 2.2638, grad_norm: 8.2057 2021-03-16 15:53:22,679 - mmaction - INFO - Epoch [34][520/1345] lr: 1.000e-03, eta: 2:34:12, time: 0.367, data_time: 0.000, memory: 7067, loss_cls: 2.2488, loss: 2.2488, grad_norm: 8.2562 2021-03-16 15:53:30,276 - mmaction - INFO - Epoch [34][540/1345] lr: 1.000e-03, eta: 2:34:03, time: 0.379, data_time: 0.000, memory: 7067, loss_cls: 2.4522, loss: 2.4522, grad_norm: 7.7667 2021-03-16 15:53:38,796 - mmaction - INFO - Epoch [34][560/1345] lr: 1.000e-03, eta: 2:33:55, time: 0.427, data_time: 0.002, memory: 7067, loss_cls: 2.4015, loss: 2.4015, grad_norm: 8.4000 2021-03-16 15:53:49,503 - mmaction - INFO - Epoch [34][580/1345] lr: 1.000e-03, eta: 2:33:48, time: 0.535, data_time: 0.000, memory: 7067, loss_cls: 2.2422, loss: 2.2422, grad_norm: 7.9123 2021-03-16 15:54:00,273 - mmaction - INFO - Epoch [34][600/1345] lr: 1.000e-03, eta: 2:33:41, time: 0.538, data_time: 0.000, memory: 7067, loss_cls: 2.2557, loss: 2.2557, grad_norm: 8.1539 2021-03-16 15:54:11,195 - mmaction - INFO - Epoch [34][620/1345] lr: 1.000e-03, eta: 2:33:34, time: 0.546, data_time: 0.000, memory: 7067, loss_cls: 2.2942, loss: 2.2942, grad_norm: 8.0515 2021-03-16 15:54:21,981 - mmaction - INFO - Epoch [34][640/1345] lr: 1.000e-03, eta: 2:33:27, time: 0.538, data_time: 0.000, memory: 7067, loss_cls: 2.3579, loss: 2.3579, grad_norm: 8.5893 2021-03-16 15:54:32,346 - mmaction - INFO - Epoch [34][660/1345] lr: 1.000e-03, eta: 2:33:20, time: 0.519, data_time: 0.001, memory: 7067, loss_cls: 2.3121, loss: 2.3121, grad_norm: 8.0547 2021-03-16 15:54:43,039 - mmaction - INFO - Epoch [34][680/1345] lr: 1.000e-03, eta: 2:33:13, time: 0.535, data_time: 0.000, memory: 7067, loss_cls: 2.2946, loss: 2.2946, grad_norm: 8.2496 2021-03-16 15:54:53,837 - mmaction - INFO - Epoch [34][700/1345] lr: 1.000e-03, eta: 2:33:06, time: 0.540, data_time: 0.001, memory: 7067, loss_cls: 2.3771, loss: 2.3771, grad_norm: 8.1725 2021-03-16 15:55:01,548 - mmaction - INFO - Epoch [34][720/1345] lr: 1.000e-03, eta: 2:32:57, time: 0.385, data_time: 0.000, memory: 7067, loss_cls: 2.3171, loss: 2.3171, grad_norm: 8.2558 2021-03-16 15:55:09,027 - mmaction - INFO - Epoch [34][740/1345] lr: 1.000e-03, eta: 2:32:48, time: 0.373, data_time: 0.001, memory: 7067, loss_cls: 2.2343, loss: 2.2343, grad_norm: 8.0474 2021-03-16 15:55:16,228 - mmaction - INFO - Epoch [34][760/1345] lr: 1.000e-03, eta: 2:32:40, time: 0.360, data_time: 0.002, memory: 7067, loss_cls: 2.2200, loss: 2.2200, grad_norm: 8.0681 2021-03-16 15:55:23,667 - mmaction - INFO - Epoch [34][780/1345] lr: 1.000e-03, eta: 2:32:31, time: 0.373, data_time: 0.002, memory: 7067, loss_cls: 2.3184, loss: 2.3184, grad_norm: 8.5938 2021-03-16 15:55:30,988 - mmaction - INFO - Epoch [34][800/1345] lr: 1.000e-03, eta: 2:32:22, time: 0.366, data_time: 0.001, memory: 7067, loss_cls: 2.3983, loss: 2.3983, grad_norm: 8.2896 2021-03-16 15:55:38,192 - mmaction - INFO - Epoch [34][820/1345] lr: 1.000e-03, eta: 2:32:13, time: 0.360, data_time: 0.001, memory: 7067, loss_cls: 2.3837, loss: 2.3837, grad_norm: 8.2700 2021-03-16 15:55:45,686 - mmaction - INFO - Epoch [34][840/1345] lr: 1.000e-03, eta: 2:32:05, time: 0.371, data_time: 0.000, memory: 7067, loss_cls: 2.3187, loss: 2.3187, grad_norm: 8.0951 2021-03-16 15:55:53,028 - mmaction - INFO - Epoch [34][860/1345] lr: 1.000e-03, eta: 2:31:56, time: 0.370, data_time: 0.004, memory: 7067, loss_cls: 2.2984, loss: 2.2984, grad_norm: 8.1388 2021-03-16 15:56:01,956 - mmaction - INFO - Epoch [34][880/1345] lr: 1.000e-03, eta: 2:31:48, time: 0.446, data_time: 0.001, memory: 7067, loss_cls: 2.2245, loss: 2.2245, grad_norm: 8.0296 2021-03-16 15:56:10,397 - mmaction - INFO - Epoch [34][900/1345] lr: 1.000e-03, eta: 2:31:40, time: 0.423, data_time: 0.002, memory: 7067, loss_cls: 2.2733, loss: 2.2733, grad_norm: 8.4467 2021-03-16 15:56:17,523 - mmaction - INFO - Epoch [34][920/1345] lr: 1.000e-03, eta: 2:31:31, time: 0.356, data_time: 0.001, memory: 7067, loss_cls: 2.1929, loss: 2.1929, grad_norm: 8.2651 2021-03-16 15:56:24,744 - mmaction - INFO - Epoch [34][940/1345] lr: 1.000e-03, eta: 2:31:22, time: 0.360, data_time: 0.000, memory: 7067, loss_cls: 2.3630, loss: 2.3630, grad_norm: 8.3390 2021-03-16 15:56:32,213 - mmaction - INFO - Epoch [34][960/1345] lr: 1.000e-03, eta: 2:31:13, time: 0.373, data_time: 0.001, memory: 7067, loss_cls: 2.3612, loss: 2.3612, grad_norm: 7.9545 2021-03-16 15:56:39,718 - mmaction - INFO - Epoch [34][980/1345] lr: 1.000e-03, eta: 2:31:05, time: 0.376, data_time: 0.001, memory: 7067, loss_cls: 2.3231, loss: 2.3231, grad_norm: 8.7972 2021-03-16 15:56:47,015 - mmaction - INFO - Epoch [34][1000/1345] lr: 1.000e-03, eta: 2:30:56, time: 0.364, data_time: 0.000, memory: 7067, loss_cls: 2.3424, loss: 2.3424, grad_norm: 8.3058 2021-03-16 15:56:54,244 - mmaction - INFO - Epoch [34][1020/1345] lr: 1.000e-03, eta: 2:30:47, time: 0.362, data_time: 0.001, memory: 7067, loss_cls: 2.1632, loss: 2.1632, grad_norm: 8.1993 2021-03-16 15:57:01,705 - mmaction - INFO - Epoch [34][1040/1345] lr: 1.000e-03, eta: 2:30:39, time: 0.373, data_time: 0.001, memory: 7067, loss_cls: 2.2261, loss: 2.2261, grad_norm: 7.9331 2021-03-16 15:57:09,232 - mmaction - INFO - Epoch [34][1060/1345] lr: 1.000e-03, eta: 2:30:30, time: 0.376, data_time: 0.000, memory: 7067, loss_cls: 2.4220, loss: 2.4220, grad_norm: 8.2588 2021-03-16 15:57:16,800 - mmaction - INFO - Epoch [34][1080/1345] lr: 1.000e-03, eta: 2:30:21, time: 0.378, data_time: 0.000, memory: 7067, loss_cls: 2.2996, loss: 2.2996, grad_norm: 8.1431 2021-03-16 15:57:24,072 - mmaction - INFO - Epoch [34][1100/1345] lr: 1.000e-03, eta: 2:30:13, time: 0.363, data_time: 0.001, memory: 7067, loss_cls: 2.3342, loss: 2.3342, grad_norm: 8.3627 2021-03-16 15:57:31,452 - mmaction - INFO - Epoch [34][1120/1345] lr: 1.000e-03, eta: 2:30:04, time: 0.369, data_time: 0.001, memory: 7067, loss_cls: 2.3386, loss: 2.3386, grad_norm: 8.1159 2021-03-16 15:57:41,042 - mmaction - INFO - Epoch [34][1140/1345] lr: 1.000e-03, eta: 2:29:56, time: 0.481, data_time: 0.001, memory: 7067, loss_cls: 2.2968, loss: 2.2968, grad_norm: 8.2240 2021-03-16 15:57:52,180 - mmaction - INFO - Epoch [34][1160/1345] lr: 1.000e-03, eta: 2:29:49, time: 0.556, data_time: 0.000, memory: 7067, loss_cls: 2.2924, loss: 2.2924, grad_norm: 8.4621 2021-03-16 15:58:03,357 - mmaction - INFO - Epoch [34][1180/1345] lr: 1.000e-03, eta: 2:29:42, time: 0.560, data_time: 0.001, memory: 7067, loss_cls: 2.2710, loss: 2.2710, grad_norm: 8.4573 2021-03-16 15:58:14,393 - mmaction - INFO - Epoch [34][1200/1345] lr: 1.000e-03, eta: 2:29:35, time: 0.552, data_time: 0.000, memory: 7067, loss_cls: 2.2187, loss: 2.2187, grad_norm: 8.0037 2021-03-16 15:58:25,132 - mmaction - INFO - Epoch [34][1220/1345] lr: 1.000e-03, eta: 2:29:28, time: 0.537, data_time: 0.000, memory: 7067, loss_cls: 2.3125, loss: 2.3125, grad_norm: 8.5818 2021-03-16 15:58:36,398 - mmaction - INFO - Epoch [34][1240/1345] lr: 1.000e-03, eta: 2:29:21, time: 0.564, data_time: 0.001, memory: 7067, loss_cls: 2.2770, loss: 2.2770, grad_norm: 8.1022 2021-03-16 15:58:47,413 - mmaction - INFO - Epoch [34][1260/1345] lr: 1.000e-03, eta: 2:29:14, time: 0.551, data_time: 0.000, memory: 7067, loss_cls: 2.3540, loss: 2.3540, grad_norm: 8.0785 2021-03-16 15:58:58,542 - mmaction - INFO - Epoch [34][1280/1345] lr: 1.000e-03, eta: 2:29:07, time: 0.556, data_time: 0.000, memory: 7067, loss_cls: 2.4085, loss: 2.4085, grad_norm: 7.9027 2021-03-16 15:59:09,862 - mmaction - INFO - Epoch [34][1300/1345] lr: 1.000e-03, eta: 2:29:01, time: 0.566, data_time: 0.000, memory: 7067, loss_cls: 2.3447, loss: 2.3447, grad_norm: 8.4345 2021-03-16 15:59:17,808 - mmaction - INFO - Epoch [34][1320/1345] lr: 1.000e-03, eta: 2:28:52, time: 0.397, data_time: 0.001, memory: 7067, loss_cls: 2.3015, loss: 2.3015, grad_norm: 8.2501 2021-03-16 15:59:25,126 - mmaction - INFO - Epoch [34][1340/1345] lr: 1.000e-03, eta: 2:28:43, time: 0.367, data_time: 0.001, memory: 7067, loss_cls: 2.4590, loss: 2.4590, grad_norm: 8.1664 2021-03-16 15:59:26,970 - mmaction - INFO - Saving checkpoint at 34 epochs 2021-03-16 16:00:30,161 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-16 16:00:30,308 - mmaction - INFO - top1_acc 0.4451 top5_acc 0.7392 2021-03-16 16:00:30,308 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-16 16:00:30,319 - mmaction - INFO - mean_acc 0.3980 2021-03-16 16:00:30,660 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_34.pth. 2021-03-16 16:00:30,660 - mmaction - INFO - Best top1_acc is 0.4451 at 34 epoch. 2021-03-16 16:00:30,664 - mmaction - INFO - Epoch(val) [34][1345] top1_acc: 0.4451, top5_acc: 0.7392, mean_class_accuracy: 0.3980 2021-03-16 16:00:51,450 - mmaction - INFO - Epoch [35][20/1345] lr: 1.000e-03, eta: 2:28:38, time: 1.039, data_time: 0.444, memory: 7067, loss_cls: 2.3313, loss: 2.3313, grad_norm: 8.1830 2021-03-16 16:01:02,769 - mmaction - INFO - Epoch [35][40/1345] lr: 1.000e-03, eta: 2:28:31, time: 0.566, data_time: 0.001, memory: 7067, loss_cls: 2.3334, loss: 2.3334, grad_norm: 8.1266 2021-03-16 16:01:13,555 - mmaction - INFO - Epoch [35][60/1345] lr: 1.000e-03, eta: 2:28:24, time: 0.539, data_time: 0.000, memory: 7067, loss_cls: 2.4208, loss: 2.4208, grad_norm: 8.2296 2021-03-16 16:01:24,530 - mmaction - INFO - Epoch [35][80/1345] lr: 1.000e-03, eta: 2:28:17, time: 0.548, data_time: 0.001, memory: 7067, loss_cls: 2.3000, loss: 2.3000, grad_norm: 8.2365 2021-03-16 16:01:35,527 - mmaction - INFO - Epoch [35][100/1345] lr: 1.000e-03, eta: 2:28:10, time: 0.550, data_time: 0.001, memory: 7067, loss_cls: 2.2521, loss: 2.2521, grad_norm: 8.4974 2021-03-16 16:01:46,696 - mmaction - INFO - Epoch [35][120/1345] lr: 1.000e-03, eta: 2:28:03, time: 0.559, data_time: 0.001, memory: 7067, loss_cls: 2.3790, loss: 2.3790, grad_norm: 8.0338 2021-03-16 16:01:57,846 - mmaction - INFO - Epoch [35][140/1345] lr: 1.000e-03, eta: 2:27:56, time: 0.557, data_time: 0.000, memory: 7067, loss_cls: 2.2054, loss: 2.2054, grad_norm: 8.4609 2021-03-16 16:02:08,971 - mmaction - INFO - Epoch [35][160/1345] lr: 1.000e-03, eta: 2:27:49, time: 0.556, data_time: 0.000, memory: 7067, loss_cls: 2.2223, loss: 2.2223, grad_norm: 8.1241 2021-03-16 16:02:20,082 - mmaction - INFO - Epoch [35][180/1345] lr: 1.000e-03, eta: 2:27:42, time: 0.556, data_time: 0.000, memory: 7067, loss_cls: 2.2344, loss: 2.2344, grad_norm: 8.4915 2021-03-16 16:02:31,290 - mmaction - INFO - Epoch [35][200/1345] lr: 1.000e-03, eta: 2:27:35, time: 0.560, data_time: 0.000, memory: 7067, loss_cls: 2.3119, loss: 2.3119, grad_norm: 8.2287 2021-03-16 16:02:42,496 - mmaction - INFO - Epoch [35][220/1345] lr: 1.000e-03, eta: 2:27:28, time: 0.561, data_time: 0.001, memory: 7067, loss_cls: 2.2486, loss: 2.2486, grad_norm: 8.3018 2021-03-16 16:02:53,448 - mmaction - INFO - Epoch [35][240/1345] lr: 1.000e-03, eta: 2:27:21, time: 0.548, data_time: 0.001, memory: 7067, loss_cls: 2.2972, loss: 2.2972, grad_norm: 8.1039 2021-03-16 16:03:04,613 - mmaction - INFO - Epoch [35][260/1345] lr: 1.000e-03, eta: 2:27:14, time: 0.558, data_time: 0.000, memory: 7067, loss_cls: 2.1832, loss: 2.1832, grad_norm: 8.0047 2021-03-16 16:03:15,692 - mmaction - INFO - Epoch [35][280/1345] lr: 1.000e-03, eta: 2:27:07, time: 0.554, data_time: 0.000, memory: 7067, loss_cls: 2.2690, loss: 2.2690, grad_norm: 8.0783 2021-03-16 16:03:26,529 - mmaction - INFO - Epoch [35][300/1345] lr: 1.000e-03, eta: 2:27:00, time: 0.542, data_time: 0.001, memory: 7067, loss_cls: 2.3514, loss: 2.3514, grad_norm: 7.9594 2021-03-16 16:03:37,378 - mmaction - INFO - Epoch [35][320/1345] lr: 1.000e-03, eta: 2:26:53, time: 0.543, data_time: 0.001, memory: 7067, loss_cls: 2.2215, loss: 2.2215, grad_norm: 8.4293 2021-03-16 16:03:48,279 - mmaction - INFO - Epoch [35][340/1345] lr: 1.000e-03, eta: 2:26:45, time: 0.544, data_time: 0.000, memory: 7067, loss_cls: 2.2677, loss: 2.2677, grad_norm: 8.1163 2021-03-16 16:03:59,455 - mmaction - INFO - Epoch [35][360/1345] lr: 1.000e-03, eta: 2:26:38, time: 0.559, data_time: 0.001, memory: 7067, loss_cls: 2.1485, loss: 2.1485, grad_norm: 8.4272 2021-03-16 16:04:10,653 - mmaction - INFO - Epoch [35][380/1345] lr: 1.000e-03, eta: 2:26:31, time: 0.560, data_time: 0.001, memory: 7067, loss_cls: 2.2422, loss: 2.2422, grad_norm: 8.1496 2021-03-16 16:04:21,743 - mmaction - INFO - Epoch [35][400/1345] lr: 1.000e-03, eta: 2:26:24, time: 0.554, data_time: 0.001, memory: 7067, loss_cls: 2.3467, loss: 2.3467, grad_norm: 8.5331 2021-03-16 16:04:32,905 - mmaction - INFO - Epoch [35][420/1345] lr: 1.000e-03, eta: 2:26:17, time: 0.559, data_time: 0.001, memory: 7067, loss_cls: 2.3588, loss: 2.3588, grad_norm: 8.2145 2021-03-16 16:04:44,017 - mmaction - INFO - Epoch [35][440/1345] lr: 1.000e-03, eta: 2:26:10, time: 0.555, data_time: 0.000, memory: 7067, loss_cls: 2.2152, loss: 2.2152, grad_norm: 8.1341 2021-03-16 16:04:55,151 - mmaction - INFO - Epoch [35][460/1345] lr: 1.000e-03, eta: 2:26:03, time: 0.557, data_time: 0.001, memory: 7067, loss_cls: 2.3570, loss: 2.3570, grad_norm: 8.4548 2021-03-16 16:05:06,303 - mmaction - INFO - Epoch [35][480/1345] lr: 1.000e-03, eta: 2:25:56, time: 0.558, data_time: 0.001, memory: 7067, loss_cls: 2.2998, loss: 2.2998, grad_norm: 8.3250 2021-03-16 16:05:17,341 - mmaction - INFO - Epoch [35][500/1345] lr: 1.000e-03, eta: 2:25:49, time: 0.552, data_time: 0.001, memory: 7067, loss_cls: 2.4649, loss: 2.4649, grad_norm: 8.1232 2021-03-16 16:05:28,323 - mmaction - INFO - Epoch [35][520/1345] lr: 1.000e-03, eta: 2:25:42, time: 0.550, data_time: 0.001, memory: 7067, loss_cls: 2.4026, loss: 2.4026, grad_norm: 8.0506 2021-03-16 16:05:39,502 - mmaction - INFO - Epoch [35][540/1345] lr: 1.000e-03, eta: 2:25:35, time: 0.559, data_time: 0.000, memory: 7067, loss_cls: 2.3884, loss: 2.3884, grad_norm: 8.3539 2021-03-16 16:05:50,522 - mmaction - INFO - Epoch [35][560/1345] lr: 1.000e-03, eta: 2:25:28, time: 0.551, data_time: 0.000, memory: 7067, loss_cls: 2.2428, loss: 2.2428, grad_norm: 8.2445 2021-03-16 16:06:01,530 - mmaction - INFO - Epoch [35][580/1345] lr: 1.000e-03, eta: 2:25:21, time: 0.550, data_time: 0.001, memory: 7067, loss_cls: 2.3922, loss: 2.3922, grad_norm: 8.4604 2021-03-16 16:06:12,501 - mmaction - INFO - Epoch [35][600/1345] lr: 1.000e-03, eta: 2:25:14, time: 0.550, data_time: 0.001, memory: 7067, loss_cls: 2.2463, loss: 2.2463, grad_norm: 8.3985 2021-03-16 16:06:20,382 - mmaction - INFO - Epoch [35][620/1345] lr: 1.000e-03, eta: 2:25:05, time: 0.392, data_time: 0.000, memory: 7067, loss_cls: 2.4096, loss: 2.4096, grad_norm: 8.3999 2021-03-16 16:06:27,562 - mmaction - INFO - Epoch [35][640/1345] lr: 1.000e-03, eta: 2:24:56, time: 0.359, data_time: 0.002, memory: 7067, loss_cls: 2.1639, loss: 2.1639, grad_norm: 8.3716 2021-03-16 16:06:34,701 - mmaction - INFO - Epoch [35][660/1345] lr: 1.000e-03, eta: 2:24:47, time: 0.357, data_time: 0.002, memory: 7067, loss_cls: 2.3196, loss: 2.3196, grad_norm: 8.2743 2021-03-16 16:06:42,114 - mmaction - INFO - Epoch [35][680/1345] lr: 1.000e-03, eta: 2:24:39, time: 0.371, data_time: 0.002, memory: 7067, loss_cls: 2.3888, loss: 2.3888, grad_norm: 8.1834 2021-03-16 16:06:49,524 - mmaction - INFO - Epoch [35][700/1345] lr: 1.000e-03, eta: 2:24:30, time: 0.370, data_time: 0.001, memory: 7067, loss_cls: 2.3155, loss: 2.3155, grad_norm: 8.1827 2021-03-16 16:06:56,783 - mmaction - INFO - Epoch [35][720/1345] lr: 1.000e-03, eta: 2:24:21, time: 0.363, data_time: 0.002, memory: 7067, loss_cls: 2.2081, loss: 2.2081, grad_norm: 8.3830 2021-03-16 16:07:04,082 - mmaction - INFO - Epoch [35][740/1345] lr: 1.000e-03, eta: 2:24:12, time: 0.366, data_time: 0.002, memory: 7067, loss_cls: 2.3448, loss: 2.3448, grad_norm: 8.2451 2021-03-16 16:07:11,415 - mmaction - INFO - Epoch [35][760/1345] lr: 1.000e-03, eta: 2:24:04, time: 0.366, data_time: 0.001, memory: 7067, loss_cls: 2.2067, loss: 2.2067, grad_norm: 8.7446 2021-03-16 16:07:18,571 - mmaction - INFO - Epoch [35][780/1345] lr: 1.000e-03, eta: 2:23:55, time: 0.359, data_time: 0.001, memory: 7067, loss_cls: 2.2952, loss: 2.2952, grad_norm: 8.3581 2021-03-16 16:07:25,973 - mmaction - INFO - Epoch [35][800/1345] lr: 1.000e-03, eta: 2:23:46, time: 0.369, data_time: 0.000, memory: 7067, loss_cls: 2.2504, loss: 2.2504, grad_norm: 8.3924 2021-03-16 16:07:33,398 - mmaction - INFO - Epoch [35][820/1345] lr: 1.000e-03, eta: 2:23:37, time: 0.370, data_time: 0.001, memory: 7067, loss_cls: 2.2861, loss: 2.2861, grad_norm: 8.4011 2021-03-16 16:07:40,726 - mmaction - INFO - Epoch [35][840/1345] lr: 1.000e-03, eta: 2:23:28, time: 0.368, data_time: 0.002, memory: 7067, loss_cls: 2.2694, loss: 2.2694, grad_norm: 8.5466 2021-03-16 16:07:47,931 - mmaction - INFO - Epoch [35][860/1345] lr: 1.000e-03, eta: 2:23:20, time: 0.359, data_time: 0.000, memory: 7067, loss_cls: 2.2294, loss: 2.2294, grad_norm: 8.4161 2021-03-16 16:07:55,339 - mmaction - INFO - Epoch [35][880/1345] lr: 1.000e-03, eta: 2:23:11, time: 0.371, data_time: 0.001, memory: 7067, loss_cls: 2.3104, loss: 2.3104, grad_norm: 8.0842 2021-03-16 16:08:02,717 - mmaction - INFO - Epoch [35][900/1345] lr: 1.000e-03, eta: 2:23:02, time: 0.369, data_time: 0.001, memory: 7067, loss_cls: 2.3420, loss: 2.3420, grad_norm: 8.3288 2021-03-16 16:08:10,121 - mmaction - INFO - Epoch [35][920/1345] lr: 1.000e-03, eta: 2:22:53, time: 0.368, data_time: 0.001, memory: 7067, loss_cls: 2.1713, loss: 2.1713, grad_norm: 8.2426 2021-03-16 16:08:17,255 - mmaction - INFO - Epoch [35][940/1345] lr: 1.000e-03, eta: 2:22:45, time: 0.357, data_time: 0.002, memory: 7067, loss_cls: 2.3495, loss: 2.3495, grad_norm: 8.2937 2021-03-16 16:08:24,774 - mmaction - INFO - Epoch [35][960/1345] lr: 1.000e-03, eta: 2:22:36, time: 0.376, data_time: 0.001, memory: 7067, loss_cls: 2.3238, loss: 2.3238, grad_norm: 8.4071 2021-03-16 16:08:31,705 - mmaction - INFO - Epoch [35][980/1345] lr: 1.000e-03, eta: 2:22:27, time: 0.348, data_time: 0.002, memory: 7067, loss_cls: 2.4413, loss: 2.4413, grad_norm: 8.4774 2021-03-16 16:08:39,134 - mmaction - INFO - Epoch [35][1000/1345] lr: 1.000e-03, eta: 2:22:18, time: 0.371, data_time: 0.001, memory: 7067, loss_cls: 2.3244, loss: 2.3244, grad_norm: 8.6181 2021-03-16 16:08:46,413 - mmaction - INFO - Epoch [35][1020/1345] lr: 1.000e-03, eta: 2:22:09, time: 0.364, data_time: 0.001, memory: 7067, loss_cls: 2.3301, loss: 2.3301, grad_norm: 8.1907 2021-03-16 16:08:53,691 - mmaction - INFO - Epoch [35][1040/1345] lr: 1.000e-03, eta: 2:22:01, time: 0.363, data_time: 0.001, memory: 7067, loss_cls: 2.2904, loss: 2.2904, grad_norm: 8.4990 2021-03-16 16:09:01,226 - mmaction - INFO - Epoch [35][1060/1345] lr: 1.000e-03, eta: 2:21:52, time: 0.377, data_time: 0.002, memory: 7067, loss_cls: 2.3077, loss: 2.3077, grad_norm: 8.1787 2021-03-16 16:09:08,745 - mmaction - INFO - Epoch [35][1080/1345] lr: 1.000e-03, eta: 2:21:43, time: 0.377, data_time: 0.001, memory: 7067, loss_cls: 2.2779, loss: 2.2779, grad_norm: 8.3038 2021-03-16 16:09:15,948 - mmaction - INFO - Epoch [35][1100/1345] lr: 1.000e-03, eta: 2:21:35, time: 0.359, data_time: 0.000, memory: 7067, loss_cls: 2.3625, loss: 2.3625, grad_norm: 8.2615 2021-03-16 16:09:23,344 - mmaction - INFO - Epoch [35][1120/1345] lr: 1.000e-03, eta: 2:21:26, time: 0.371, data_time: 0.002, memory: 7067, loss_cls: 2.2362, loss: 2.2362, grad_norm: 8.1170 2021-03-16 16:09:30,932 - mmaction - INFO - Epoch [35][1140/1345] lr: 1.000e-03, eta: 2:21:17, time: 0.378, data_time: 0.001, memory: 7067, loss_cls: 2.2816, loss: 2.2816, grad_norm: 8.2926 2021-03-16 16:09:38,434 - mmaction - INFO - Epoch [35][1160/1345] lr: 1.000e-03, eta: 2:21:08, time: 0.376, data_time: 0.002, memory: 7067, loss_cls: 2.2601, loss: 2.2601, grad_norm: 8.5152 2021-03-16 16:09:45,723 - mmaction - INFO - Epoch [35][1180/1345] lr: 1.000e-03, eta: 2:21:00, time: 0.364, data_time: 0.001, memory: 7067, loss_cls: 2.3640, loss: 2.3640, grad_norm: 8.7057 2021-03-16 16:09:52,971 - mmaction - INFO - Epoch [35][1200/1345] lr: 1.000e-03, eta: 2:20:51, time: 0.363, data_time: 0.001, memory: 7067, loss_cls: 2.1947, loss: 2.1947, grad_norm: 8.1030 2021-03-16 16:10:00,372 - mmaction - INFO - Epoch [35][1220/1345] lr: 1.000e-03, eta: 2:20:42, time: 0.369, data_time: 0.000, memory: 7067, loss_cls: 2.1868, loss: 2.1868, grad_norm: 8.2277 2021-03-16 16:10:07,727 - mmaction - INFO - Epoch [35][1240/1345] lr: 1.000e-03, eta: 2:20:33, time: 0.368, data_time: 0.001, memory: 7067, loss_cls: 2.3147, loss: 2.3147, grad_norm: 8.9999 2021-03-16 16:10:15,186 - mmaction - INFO - Epoch [35][1260/1345] lr: 1.000e-03, eta: 2:20:25, time: 0.374, data_time: 0.001, memory: 7067, loss_cls: 2.3551, loss: 2.3551, grad_norm: 8.4779 2021-03-16 16:10:22,751 - mmaction - INFO - Epoch [35][1280/1345] lr: 1.000e-03, eta: 2:20:16, time: 0.377, data_time: 0.000, memory: 7067, loss_cls: 2.3209, loss: 2.3209, grad_norm: 8.5701 2021-03-16 16:10:29,996 - mmaction - INFO - Epoch [35][1300/1345] lr: 1.000e-03, eta: 2:20:07, time: 0.363, data_time: 0.002, memory: 7067, loss_cls: 2.2728, loss: 2.2728, grad_norm: 8.2669 2021-03-16 16:10:37,505 - mmaction - INFO - Epoch [35][1320/1345] lr: 1.000e-03, eta: 2:19:59, time: 0.374, data_time: 0.000, memory: 7067, loss_cls: 2.2004, loss: 2.2004, grad_norm: 8.5015 2021-03-16 16:10:44,807 - mmaction - INFO - Epoch [35][1340/1345] lr: 1.000e-03, eta: 2:19:50, time: 0.366, data_time: 0.002, memory: 7067, loss_cls: 2.3094, loss: 2.3094, grad_norm: 8.4903 2021-03-16 16:10:46,707 - mmaction - INFO - Saving checkpoint at 35 epochs 2021-03-16 16:11:08,546 - mmaction - INFO - Epoch [36][20/1345] lr: 1.000e-03, eta: 2:19:44, time: 1.074, data_time: 0.516, memory: 7067, loss_cls: 2.4396, loss: 2.4396, grad_norm: 8.2605 2021-03-16 16:11:19,680 - mmaction - INFO - Epoch [36][40/1345] lr: 1.000e-03, eta: 2:19:37, time: 0.557, data_time: 0.001, memory: 7067, loss_cls: 2.3113, loss: 2.3113, grad_norm: 8.7106 2021-03-16 16:11:30,531 - mmaction - INFO - Epoch [36][60/1345] lr: 1.000e-03, eta: 2:19:30, time: 0.542, data_time: 0.000, memory: 7067, loss_cls: 2.3803, loss: 2.3803, grad_norm: 8.7110 2021-03-16 16:11:41,649 - mmaction - INFO - Epoch [36][80/1345] lr: 1.000e-03, eta: 2:19:23, time: 0.555, data_time: 0.000, memory: 7067, loss_cls: 2.1866, loss: 2.1866, grad_norm: 8.2231 2021-03-16 16:11:52,638 - mmaction - INFO - Epoch [36][100/1345] lr: 1.000e-03, eta: 2:19:16, time: 0.550, data_time: 0.001, memory: 7067, loss_cls: 2.1764, loss: 2.1764, grad_norm: 8.2408 2021-03-16 16:12:03,900 - mmaction - INFO - Epoch [36][120/1345] lr: 1.000e-03, eta: 2:19:09, time: 0.563, data_time: 0.001, memory: 7067, loss_cls: 2.3326, loss: 2.3326, grad_norm: 8.2185 2021-03-16 16:12:15,057 - mmaction - INFO - Epoch [36][140/1345] lr: 1.000e-03, eta: 2:19:01, time: 0.557, data_time: 0.000, memory: 7067, loss_cls: 2.3745, loss: 2.3745, grad_norm: 8.2796 2021-03-16 16:12:26,332 - mmaction - INFO - Epoch [36][160/1345] lr: 1.000e-03, eta: 2:18:54, time: 0.564, data_time: 0.001, memory: 7067, loss_cls: 2.2374, loss: 2.2374, grad_norm: 8.4418 2021-03-16 16:12:37,524 - mmaction - INFO - Epoch [36][180/1345] lr: 1.000e-03, eta: 2:18:47, time: 0.560, data_time: 0.001, memory: 7067, loss_cls: 2.2790, loss: 2.2790, grad_norm: 8.4384 2021-03-16 16:12:48,780 - mmaction - INFO - Epoch [36][200/1345] lr: 1.000e-03, eta: 2:18:40, time: 0.563, data_time: 0.000, memory: 7067, loss_cls: 2.2832, loss: 2.2832, grad_norm: 8.2919 2021-03-16 16:13:00,000 - mmaction - INFO - Epoch [36][220/1345] lr: 1.000e-03, eta: 2:18:33, time: 0.561, data_time: 0.000, memory: 7067, loss_cls: 2.1454, loss: 2.1454, grad_norm: 8.2616 2021-03-16 16:13:10,902 - mmaction - INFO - Epoch [36][240/1345] lr: 1.000e-03, eta: 2:18:26, time: 0.545, data_time: 0.000, memory: 7067, loss_cls: 2.1827, loss: 2.1827, grad_norm: 8.2886 2021-03-16 16:13:22,264 - mmaction - INFO - Epoch [36][260/1345] lr: 1.000e-03, eta: 2:18:19, time: 0.568, data_time: 0.001, memory: 7067, loss_cls: 2.3022, loss: 2.3022, grad_norm: 8.4681 2021-03-16 16:13:33,249 - mmaction - INFO - Epoch [36][280/1345] lr: 1.000e-03, eta: 2:18:11, time: 0.548, data_time: 0.001, memory: 7067, loss_cls: 2.2356, loss: 2.2356, grad_norm: 8.6442 2021-03-16 16:13:44,303 - mmaction - INFO - Epoch [36][300/1345] lr: 1.000e-03, eta: 2:18:04, time: 0.554, data_time: 0.002, memory: 7067, loss_cls: 2.2474, loss: 2.2474, grad_norm: 8.2520 2021-03-16 16:13:55,383 - mmaction - INFO - Epoch [36][320/1345] lr: 1.000e-03, eta: 2:17:57, time: 0.553, data_time: 0.000, memory: 7067, loss_cls: 2.3014, loss: 2.3014, grad_norm: 8.4927 2021-03-16 16:14:06,326 - mmaction - INFO - Epoch [36][340/1345] lr: 1.000e-03, eta: 2:17:50, time: 0.548, data_time: 0.001, memory: 7067, loss_cls: 2.2836, loss: 2.2836, grad_norm: 8.5915 2021-03-16 16:14:17,343 - mmaction - INFO - Epoch [36][360/1345] lr: 1.000e-03, eta: 2:17:43, time: 0.551, data_time: 0.000, memory: 7067, loss_cls: 2.2989, loss: 2.2989, grad_norm: 8.8481 2021-03-16 16:14:28,639 - mmaction - INFO - Epoch [36][380/1345] lr: 1.000e-03, eta: 2:17:36, time: 0.565, data_time: 0.000, memory: 7067, loss_cls: 2.3815, loss: 2.3815, grad_norm: 8.3319 2021-03-16 16:14:39,620 - mmaction - INFO - Epoch [36][400/1345] lr: 1.000e-03, eta: 2:17:28, time: 0.549, data_time: 0.001, memory: 7067, loss_cls: 2.2976, loss: 2.2976, grad_norm: 8.7201 2021-03-16 16:14:50,752 - mmaction - INFO - Epoch [36][420/1345] lr: 1.000e-03, eta: 2:17:21, time: 0.557, data_time: 0.001, memory: 7067, loss_cls: 2.3198, loss: 2.3198, grad_norm: 8.5555 2021-03-16 16:15:02,117 - mmaction - INFO - Epoch [36][440/1345] lr: 1.000e-03, eta: 2:17:14, time: 0.568, data_time: 0.001, memory: 7067, loss_cls: 2.2307, loss: 2.2307, grad_norm: 8.1567 2021-03-16 16:15:13,084 - mmaction - INFO - Epoch [36][460/1345] lr: 1.000e-03, eta: 2:17:07, time: 0.549, data_time: 0.001, memory: 7067, loss_cls: 2.3307, loss: 2.3307, grad_norm: 8.3619 2021-03-16 16:15:24,174 - mmaction - INFO - Epoch [36][480/1345] lr: 1.000e-03, eta: 2:17:00, time: 0.554, data_time: 0.000, memory: 7067, loss_cls: 2.3473, loss: 2.3473, grad_norm: 8.5498 2021-03-16 16:15:35,596 - mmaction - INFO - Epoch [36][500/1345] lr: 1.000e-03, eta: 2:16:52, time: 0.571, data_time: 0.000, memory: 7067, loss_cls: 2.1490, loss: 2.1490, grad_norm: 8.3045 2021-03-16 16:15:46,871 - mmaction - INFO - Epoch [36][520/1345] lr: 1.000e-03, eta: 2:16:45, time: 0.564, data_time: 0.000, memory: 7067, loss_cls: 2.2908, loss: 2.2908, grad_norm: 8.6162 2021-03-16 16:15:57,738 - mmaction - INFO - Epoch [36][540/1345] lr: 1.000e-03, eta: 2:16:38, time: 0.543, data_time: 0.000, memory: 7067, loss_cls: 2.3597, loss: 2.3597, grad_norm: 8.3124 2021-03-16 16:16:08,919 - mmaction - INFO - Epoch [36][560/1345] lr: 1.000e-03, eta: 2:16:31, time: 0.559, data_time: 0.001, memory: 7067, loss_cls: 2.2312, loss: 2.2312, grad_norm: 8.6989 2021-03-16 16:16:19,891 - mmaction - INFO - Epoch [36][580/1345] lr: 1.000e-03, eta: 2:16:24, time: 0.549, data_time: 0.001, memory: 7067, loss_cls: 2.2319, loss: 2.2319, grad_norm: 8.2531 2021-03-16 16:16:31,121 - mmaction - INFO - Epoch [36][600/1345] lr: 1.000e-03, eta: 2:16:16, time: 0.561, data_time: 0.000, memory: 7067, loss_cls: 2.3117, loss: 2.3117, grad_norm: 8.4853 2021-03-16 16:16:42,041 - mmaction - INFO - Epoch [36][620/1345] lr: 1.000e-03, eta: 2:16:09, time: 0.546, data_time: 0.001, memory: 7067, loss_cls: 2.3533, loss: 2.3533, grad_norm: 8.6117 2021-03-16 16:16:53,482 - mmaction - INFO - Epoch [36][640/1345] lr: 1.000e-03, eta: 2:16:02, time: 0.573, data_time: 0.001, memory: 7067, loss_cls: 2.3134, loss: 2.3134, grad_norm: 8.8388 2021-03-16 16:17:04,535 - mmaction - INFO - Epoch [36][660/1345] lr: 1.000e-03, eta: 2:15:55, time: 0.553, data_time: 0.000, memory: 7067, loss_cls: 2.3000, loss: 2.3000, grad_norm: 8.4035 2021-03-16 16:17:15,856 - mmaction - INFO - Epoch [36][680/1345] lr: 1.000e-03, eta: 2:15:48, time: 0.566, data_time: 0.000, memory: 7067, loss_cls: 2.3345, loss: 2.3345, grad_norm: 8.7965 2021-03-16 16:17:27,021 - mmaction - INFO - Epoch [36][700/1345] lr: 1.000e-03, eta: 2:15:40, time: 0.558, data_time: 0.000, memory: 7067, loss_cls: 2.2530, loss: 2.2530, grad_norm: 8.5756 2021-03-16 16:17:38,184 - mmaction - INFO - Epoch [36][720/1345] lr: 1.000e-03, eta: 2:15:33, time: 0.558, data_time: 0.000, memory: 7067, loss_cls: 2.2950, loss: 2.2950, grad_norm: 8.2917 2021-03-16 16:17:49,286 - mmaction - INFO - Epoch [36][740/1345] lr: 1.000e-03, eta: 2:15:26, time: 0.555, data_time: 0.001, memory: 7067, loss_cls: 2.4335, loss: 2.4335, grad_norm: 8.2486 2021-03-16 16:18:00,261 - mmaction - INFO - Epoch [36][760/1345] lr: 1.000e-03, eta: 2:15:19, time: 0.548, data_time: 0.000, memory: 7067, loss_cls: 2.2328, loss: 2.2328, grad_norm: 8.1208 2021-03-16 16:18:11,311 - mmaction - INFO - Epoch [36][780/1345] lr: 1.000e-03, eta: 2:15:11, time: 0.553, data_time: 0.001, memory: 7067, loss_cls: 2.2562, loss: 2.2562, grad_norm: 8.5317 2021-03-16 16:18:22,411 - mmaction - INFO - Epoch [36][800/1345] lr: 1.000e-03, eta: 2:15:04, time: 0.555, data_time: 0.000, memory: 7067, loss_cls: 2.3756, loss: 2.3756, grad_norm: 8.7267 2021-03-16 16:18:33,424 - mmaction - INFO - Epoch [36][820/1345] lr: 1.000e-03, eta: 2:14:57, time: 0.550, data_time: 0.000, memory: 7067, loss_cls: 2.3495, loss: 2.3495, grad_norm: 8.2599 2021-03-16 16:18:44,602 - mmaction - INFO - Epoch [36][840/1345] lr: 1.000e-03, eta: 2:14:50, time: 0.558, data_time: 0.001, memory: 7067, loss_cls: 2.3337, loss: 2.3337, grad_norm: 8.5253 2021-03-16 16:18:55,764 - mmaction - INFO - Epoch [36][860/1345] lr: 1.000e-03, eta: 2:14:42, time: 0.559, data_time: 0.001, memory: 7067, loss_cls: 2.3043, loss: 2.3043, grad_norm: 8.6419 2021-03-16 16:19:06,936 - mmaction - INFO - Epoch [36][880/1345] lr: 1.000e-03, eta: 2:14:35, time: 0.559, data_time: 0.000, memory: 7067, loss_cls: 2.2756, loss: 2.2756, grad_norm: 8.2354 2021-03-16 16:19:18,110 - mmaction - INFO - Epoch [36][900/1345] lr: 1.000e-03, eta: 2:14:28, time: 0.558, data_time: 0.000, memory: 7067, loss_cls: 2.3911, loss: 2.3911, grad_norm: 8.7702 2021-03-16 16:19:29,477 - mmaction - INFO - Epoch [36][920/1345] lr: 1.000e-03, eta: 2:14:21, time: 0.568, data_time: 0.001, memory: 7067, loss_cls: 2.2249, loss: 2.2249, grad_norm: 8.5072 2021-03-16 16:19:40,629 - mmaction - INFO - Epoch [36][940/1345] lr: 1.000e-03, eta: 2:14:13, time: 0.558, data_time: 0.001, memory: 7067, loss_cls: 2.2404, loss: 2.2404, grad_norm: 8.4916 2021-03-16 16:19:51,369 - mmaction - INFO - Epoch [36][960/1345] lr: 1.000e-03, eta: 2:14:06, time: 0.537, data_time: 0.000, memory: 7067, loss_cls: 2.3310, loss: 2.3310, grad_norm: 8.4900 2021-03-16 16:20:00,099 - mmaction - INFO - Epoch [36][980/1345] lr: 1.000e-03, eta: 2:13:58, time: 0.436, data_time: 0.001, memory: 7067, loss_cls: 2.2338, loss: 2.2338, grad_norm: 8.9194 2021-03-16 16:20:09,102 - mmaction - INFO - Epoch [36][1000/1345] lr: 1.000e-03, eta: 2:13:50, time: 0.450, data_time: 0.001, memory: 7067, loss_cls: 2.3180, loss: 2.3180, grad_norm: 8.5969 2021-03-16 16:20:18,098 - mmaction - INFO - Epoch [36][1020/1345] lr: 1.000e-03, eta: 2:13:41, time: 0.450, data_time: 0.001, memory: 7067, loss_cls: 2.2855, loss: 2.2855, grad_norm: 8.3996 2021-03-16 16:20:27,001 - mmaction - INFO - Epoch [36][1040/1345] lr: 1.000e-03, eta: 2:13:33, time: 0.445, data_time: 0.001, memory: 7067, loss_cls: 2.2521, loss: 2.2521, grad_norm: 8.6660 2021-03-16 16:20:36,012 - mmaction - INFO - Epoch [36][1060/1345] lr: 1.000e-03, eta: 2:13:25, time: 0.450, data_time: 0.001, memory: 7067, loss_cls: 2.2886, loss: 2.2886, grad_norm: 8.1459 2021-03-16 16:20:44,977 - mmaction - INFO - Epoch [36][1080/1345] lr: 1.000e-03, eta: 2:13:17, time: 0.448, data_time: 0.001, memory: 7067, loss_cls: 2.2933, loss: 2.2933, grad_norm: 8.7634 2021-03-16 16:20:53,889 - mmaction - INFO - Epoch [36][1100/1345] lr: 1.000e-03, eta: 2:13:09, time: 0.446, data_time: 0.001, memory: 7067, loss_cls: 2.1884, loss: 2.1884, grad_norm: 8.6847 2021-03-16 16:21:02,881 - mmaction - INFO - Epoch [36][1120/1345] lr: 1.000e-03, eta: 2:13:01, time: 0.448, data_time: 0.000, memory: 7067, loss_cls: 2.1945, loss: 2.1945, grad_norm: 8.2917 2021-03-16 16:21:11,813 - mmaction - INFO - Epoch [36][1140/1345] lr: 1.000e-03, eta: 2:12:53, time: 0.447, data_time: 0.002, memory: 7067, loss_cls: 2.2033, loss: 2.2033, grad_norm: 8.5281 2021-03-16 16:21:20,764 - mmaction - INFO - Epoch [36][1160/1345] lr: 1.000e-03, eta: 2:12:44, time: 0.448, data_time: 0.001, memory: 7067, loss_cls: 2.1971, loss: 2.1971, grad_norm: 8.7440 2021-03-16 16:21:29,700 - mmaction - INFO - Epoch [36][1180/1345] lr: 1.000e-03, eta: 2:12:36, time: 0.447, data_time: 0.000, memory: 7067, loss_cls: 2.3170, loss: 2.3170, grad_norm: 8.6497 2021-03-16 16:21:38,661 - mmaction - INFO - Epoch [36][1200/1345] lr: 1.000e-03, eta: 2:12:28, time: 0.448, data_time: 0.000, memory: 7067, loss_cls: 2.3288, loss: 2.3288, grad_norm: 8.7827 2021-03-16 16:21:47,663 - mmaction - INFO - Epoch [36][1220/1345] lr: 1.000e-03, eta: 2:12:20, time: 0.450, data_time: 0.000, memory: 7067, loss_cls: 2.3210, loss: 2.3210, grad_norm: 8.4755 2021-03-16 16:21:56,629 - mmaction - INFO - Epoch [36][1240/1345] lr: 1.000e-03, eta: 2:12:12, time: 0.449, data_time: 0.001, memory: 7067, loss_cls: 2.1534, loss: 2.1534, grad_norm: 8.5337 2021-03-16 16:22:05,587 - mmaction - INFO - Epoch [36][1260/1345] lr: 1.000e-03, eta: 2:12:04, time: 0.447, data_time: 0.000, memory: 7067, loss_cls: 2.4111, loss: 2.4111, grad_norm: 8.5128 2021-03-16 16:22:14,459 - mmaction - INFO - Epoch [36][1280/1345] lr: 1.000e-03, eta: 2:11:56, time: 0.444, data_time: 0.001, memory: 7067, loss_cls: 2.3670, loss: 2.3670, grad_norm: 8.6472 2021-03-16 16:22:23,485 - mmaction - INFO - Epoch [36][1300/1345] lr: 1.000e-03, eta: 2:11:47, time: 0.451, data_time: 0.000, memory: 7067, loss_cls: 2.2974, loss: 2.2974, grad_norm: 8.9033 2021-03-16 16:22:32,493 - mmaction - INFO - Epoch [36][1320/1345] lr: 1.000e-03, eta: 2:11:39, time: 0.450, data_time: 0.001, memory: 7067, loss_cls: 2.2298, loss: 2.2298, grad_norm: 8.4374 2021-03-16 16:22:41,394 - mmaction - INFO - Epoch [36][1340/1345] lr: 1.000e-03, eta: 2:11:31, time: 0.446, data_time: 0.001, memory: 7067, loss_cls: 2.4000, loss: 2.4000, grad_norm: 8.3358 2021-03-16 16:22:43,868 - mmaction - INFO - Saving checkpoint at 36 epochs 2021-03-16 16:23:46,397 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-16 16:23:46,549 - mmaction - INFO - top1_acc 0.4457 top5_acc 0.7449 2021-03-16 16:23:46,549 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-16 16:23:46,557 - mmaction - INFO - mean_acc 0.4028 2021-03-16 16:23:46,883 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_36.pth. 2021-03-16 16:23:46,883 - mmaction - INFO - Best top1_acc is 0.4457 at 36 epoch. 2021-03-16 16:23:46,886 - mmaction - INFO - Epoch(val) [36][1345] top1_acc: 0.4457, top5_acc: 0.7449, mean_class_accuracy: 0.4028 2021-03-16 16:24:04,213 - mmaction - INFO - Epoch [37][20/1345] lr: 1.000e-03, eta: 2:11:23, time: 0.866, data_time: 0.447, memory: 7067, loss_cls: 2.2573, loss: 2.2573, grad_norm: 8.6203 2021-03-16 16:24:11,770 - mmaction - INFO - Epoch [37][40/1345] lr: 1.000e-03, eta: 2:11:15, time: 0.378, data_time: 0.001, memory: 7067, loss_cls: 2.2574, loss: 2.2574, grad_norm: 8.6908 2021-03-16 16:24:18,818 - mmaction - INFO - Epoch [37][60/1345] lr: 1.000e-03, eta: 2:11:06, time: 0.352, data_time: 0.001, memory: 7067, loss_cls: 2.3528, loss: 2.3528, grad_norm: 8.2824 2021-03-16 16:24:26,178 - mmaction - INFO - Epoch [37][80/1345] lr: 1.000e-03, eta: 2:10:57, time: 0.368, data_time: 0.001, memory: 7067, loss_cls: 2.2735, loss: 2.2735, grad_norm: 8.5014 2021-03-16 16:24:33,731 - mmaction - INFO - Epoch [37][100/1345] lr: 1.000e-03, eta: 2:10:48, time: 0.378, data_time: 0.001, memory: 7067, loss_cls: 2.1504, loss: 2.1504, grad_norm: 8.8087 2021-03-16 16:24:40,882 - mmaction - INFO - Epoch [37][120/1345] lr: 1.000e-03, eta: 2:10:39, time: 0.358, data_time: 0.001, memory: 7067, loss_cls: 2.2571, loss: 2.2571, grad_norm: 8.7318 2021-03-16 16:24:48,220 - mmaction - INFO - Epoch [37][140/1345] lr: 1.000e-03, eta: 2:10:31, time: 0.366, data_time: 0.000, memory: 7067, loss_cls: 2.3001, loss: 2.3001, grad_norm: 8.6734 2021-03-16 16:24:55,699 - mmaction - INFO - Epoch [37][160/1345] lr: 1.000e-03, eta: 2:10:22, time: 0.374, data_time: 0.001, memory: 7067, loss_cls: 2.2239, loss: 2.2239, grad_norm: 8.7335 2021-03-16 16:25:02,818 - mmaction - INFO - Epoch [37][180/1345] lr: 1.000e-03, eta: 2:10:13, time: 0.355, data_time: 0.001, memory: 7067, loss_cls: 2.2463, loss: 2.2463, grad_norm: 8.5594 2021-03-16 16:25:10,362 - mmaction - INFO - Epoch [37][200/1345] lr: 1.000e-03, eta: 2:10:04, time: 0.377, data_time: 0.002, memory: 7067, loss_cls: 2.2287, loss: 2.2287, grad_norm: 8.5605 2021-03-16 16:25:17,837 - mmaction - INFO - Epoch [37][220/1345] lr: 1.000e-03, eta: 2:09:56, time: 0.374, data_time: 0.002, memory: 7067, loss_cls: 2.3464, loss: 2.3464, grad_norm: 8.5000 2021-03-16 16:25:25,349 - mmaction - INFO - Epoch [37][240/1345] lr: 1.000e-03, eta: 2:09:47, time: 0.376, data_time: 0.002, memory: 7067, loss_cls: 2.2876, loss: 2.2876, grad_norm: 8.6009 2021-03-16 16:25:32,660 - mmaction - INFO - Epoch [37][260/1345] lr: 1.000e-03, eta: 2:09:38, time: 0.364, data_time: 0.001, memory: 7067, loss_cls: 2.2750, loss: 2.2750, grad_norm: 8.5521 2021-03-16 16:25:39,998 - mmaction - INFO - Epoch [37][280/1345] lr: 1.000e-03, eta: 2:09:29, time: 0.369, data_time: 0.003, memory: 7067, loss_cls: 2.2906, loss: 2.2906, grad_norm: 8.8700 2021-03-16 16:25:47,177 - mmaction - INFO - Epoch [37][300/1345] lr: 1.000e-03, eta: 2:09:20, time: 0.359, data_time: 0.001, memory: 7067, loss_cls: 2.2632, loss: 2.2632, grad_norm: 8.5267 2021-03-16 16:25:54,427 - mmaction - INFO - Epoch [37][320/1345] lr: 1.000e-03, eta: 2:09:12, time: 0.363, data_time: 0.001, memory: 7067, loss_cls: 2.2392, loss: 2.2392, grad_norm: 8.7010 2021-03-16 16:26:01,738 - mmaction - INFO - Epoch [37][340/1345] lr: 1.000e-03, eta: 2:09:03, time: 0.366, data_time: 0.000, memory: 7067, loss_cls: 2.2755, loss: 2.2755, grad_norm: 8.3519 2021-03-16 16:26:09,268 - mmaction - INFO - Epoch [37][360/1345] lr: 1.000e-03, eta: 2:08:54, time: 0.376, data_time: 0.000, memory: 7067, loss_cls: 2.2300, loss: 2.2300, grad_norm: 9.0313 2021-03-16 16:26:16,415 - mmaction - INFO - Epoch [37][380/1345] lr: 1.000e-03, eta: 2:08:45, time: 0.357, data_time: 0.001, memory: 7067, loss_cls: 2.2621, loss: 2.2621, grad_norm: 8.2195 2021-03-16 16:26:23,772 - mmaction - INFO - Epoch [37][400/1345] lr: 1.000e-03, eta: 2:08:37, time: 0.368, data_time: 0.001, memory: 7067, loss_cls: 2.2790, loss: 2.2790, grad_norm: 8.7870 2021-03-16 16:26:31,133 - mmaction - INFO - Epoch [37][420/1345] lr: 1.000e-03, eta: 2:08:28, time: 0.368, data_time: 0.002, memory: 7067, loss_cls: 2.4252, loss: 2.4252, grad_norm: 8.6094 2021-03-16 16:26:38,528 - mmaction - INFO - Epoch [37][440/1345] lr: 1.000e-03, eta: 2:08:19, time: 0.371, data_time: 0.002, memory: 7067, loss_cls: 2.1753, loss: 2.1753, grad_norm: 8.5562 2021-03-16 16:26:45,839 - mmaction - INFO - Epoch [37][460/1345] lr: 1.000e-03, eta: 2:08:10, time: 0.364, data_time: 0.001, memory: 7067, loss_cls: 2.3925, loss: 2.3925, grad_norm: 8.7382 2021-03-16 16:26:53,184 - mmaction - INFO - Epoch [37][480/1345] lr: 1.000e-03, eta: 2:08:02, time: 0.368, data_time: 0.002, memory: 7067, loss_cls: 2.2657, loss: 2.2657, grad_norm: 8.5114 2021-03-16 16:27:00,332 - mmaction - INFO - Epoch [37][500/1345] lr: 1.000e-03, eta: 2:07:53, time: 0.357, data_time: 0.001, memory: 7067, loss_cls: 2.1669, loss: 2.1669, grad_norm: 8.8359 2021-03-16 16:27:07,871 - mmaction - INFO - Epoch [37][520/1345] lr: 1.000e-03, eta: 2:07:44, time: 0.378, data_time: 0.002, memory: 7067, loss_cls: 2.2638, loss: 2.2638, grad_norm: 8.2304 2021-03-16 16:27:15,266 - mmaction - INFO - Epoch [37][540/1345] lr: 1.000e-03, eta: 2:07:35, time: 0.369, data_time: 0.001, memory: 7067, loss_cls: 2.3034, loss: 2.3034, grad_norm: 8.2651 2021-03-16 16:27:22,748 - mmaction - INFO - Epoch [37][560/1345] lr: 1.000e-03, eta: 2:07:27, time: 0.376, data_time: 0.002, memory: 7067, loss_cls: 2.1762, loss: 2.1762, grad_norm: 8.7822 2021-03-16 16:27:30,101 - mmaction - INFO - Epoch [37][580/1345] lr: 1.000e-03, eta: 2:07:18, time: 0.366, data_time: 0.000, memory: 7067, loss_cls: 2.3502, loss: 2.3502, grad_norm: 8.7667 2021-03-16 16:27:37,574 - mmaction - INFO - Epoch [37][600/1345] lr: 1.000e-03, eta: 2:07:09, time: 0.374, data_time: 0.001, memory: 7067, loss_cls: 2.3121, loss: 2.3121, grad_norm: 8.7386 2021-03-16 16:27:45,256 - mmaction - INFO - Epoch [37][620/1345] lr: 1.000e-03, eta: 2:07:00, time: 0.384, data_time: 0.001, memory: 7067, loss_cls: 2.1646, loss: 2.1646, grad_norm: 8.6076 2021-03-16 16:27:52,522 - mmaction - INFO - Epoch [37][640/1345] lr: 1.000e-03, eta: 2:06:52, time: 0.363, data_time: 0.001, memory: 7067, loss_cls: 2.3475, loss: 2.3475, grad_norm: 8.8822 2021-03-16 16:27:59,946 - mmaction - INFO - Epoch [37][660/1345] lr: 1.000e-03, eta: 2:06:43, time: 0.372, data_time: 0.001, memory: 7067, loss_cls: 2.2356, loss: 2.2356, grad_norm: 8.7156 2021-03-16 16:28:07,275 - mmaction - INFO - Epoch [37][680/1345] lr: 1.000e-03, eta: 2:06:34, time: 0.366, data_time: 0.000, memory: 7067, loss_cls: 2.1364, loss: 2.1364, grad_norm: 8.7752 2021-03-16 16:28:14,613 - mmaction - INFO - Epoch [37][700/1345] lr: 1.000e-03, eta: 2:06:25, time: 0.368, data_time: 0.001, memory: 7067, loss_cls: 2.2037, loss: 2.2037, grad_norm: 8.5986 2021-03-16 16:28:22,232 - mmaction - INFO - Epoch [37][720/1345] lr: 1.000e-03, eta: 2:06:17, time: 0.381, data_time: 0.000, memory: 7067, loss_cls: 2.3589, loss: 2.3589, grad_norm: 8.5662 2021-03-16 16:28:29,664 - mmaction - INFO - Epoch [37][740/1345] lr: 1.000e-03, eta: 2:06:08, time: 0.371, data_time: 0.000, memory: 7067, loss_cls: 2.1402, loss: 2.1402, grad_norm: 8.4192 2021-03-16 16:28:37,085 - mmaction - INFO - Epoch [37][760/1345] lr: 1.000e-03, eta: 2:05:59, time: 0.371, data_time: 0.001, memory: 7067, loss_cls: 2.2013, loss: 2.2013, grad_norm: 8.6794 2021-03-16 16:28:44,269 - mmaction - INFO - Epoch [37][780/1345] lr: 1.000e-03, eta: 2:05:51, time: 0.360, data_time: 0.001, memory: 7067, loss_cls: 2.2591, loss: 2.2591, grad_norm: 8.7054 2021-03-16 16:28:51,555 - mmaction - INFO - Epoch [37][800/1345] lr: 1.000e-03, eta: 2:05:42, time: 0.364, data_time: 0.001, memory: 7067, loss_cls: 2.3382, loss: 2.3382, grad_norm: 8.4553 2021-03-16 16:28:58,846 - mmaction - INFO - Epoch [37][820/1345] lr: 1.000e-03, eta: 2:05:33, time: 0.364, data_time: 0.001, memory: 7067, loss_cls: 2.1722, loss: 2.1722, grad_norm: 8.8109 2021-03-16 16:29:06,217 - mmaction - INFO - Epoch [37][840/1345] lr: 1.000e-03, eta: 2:05:24, time: 0.369, data_time: 0.001, memory: 7067, loss_cls: 2.3446, loss: 2.3446, grad_norm: 8.7125 2021-03-16 16:29:13,672 - mmaction - INFO - Epoch [37][860/1345] lr: 1.000e-03, eta: 2:05:16, time: 0.373, data_time: 0.000, memory: 7067, loss_cls: 2.3209, loss: 2.3209, grad_norm: 8.7639 2021-03-16 16:29:20,625 - mmaction - INFO - Epoch [37][880/1345] lr: 1.000e-03, eta: 2:05:07, time: 0.346, data_time: 0.000, memory: 7067, loss_cls: 2.1723, loss: 2.1723, grad_norm: 8.6602 2021-03-16 16:29:27,973 - mmaction - INFO - Epoch [37][900/1345] lr: 1.000e-03, eta: 2:04:58, time: 0.367, data_time: 0.002, memory: 7067, loss_cls: 2.2916, loss: 2.2916, grad_norm: 8.7371 2021-03-16 16:29:35,321 - mmaction - INFO - Epoch [37][920/1345] lr: 1.000e-03, eta: 2:04:49, time: 0.369, data_time: 0.002, memory: 7067, loss_cls: 2.3624, loss: 2.3624, grad_norm: 8.7756 2021-03-16 16:29:42,937 - mmaction - INFO - Epoch [37][940/1345] lr: 1.000e-03, eta: 2:04:41, time: 0.381, data_time: 0.001, memory: 7067, loss_cls: 2.2189, loss: 2.2189, grad_norm: 8.7694 2021-03-16 16:29:50,447 - mmaction - INFO - Epoch [37][960/1345] lr: 1.000e-03, eta: 2:04:32, time: 0.374, data_time: 0.001, memory: 7067, loss_cls: 2.2960, loss: 2.2960, grad_norm: 8.9226 2021-03-16 16:29:57,958 - mmaction - INFO - Epoch [37][980/1345] lr: 1.000e-03, eta: 2:04:23, time: 0.376, data_time: 0.002, memory: 7067, loss_cls: 2.3671, loss: 2.3671, grad_norm: 8.7846 2021-03-16 16:30:05,189 - mmaction - INFO - Epoch [37][1000/1345] lr: 1.000e-03, eta: 2:04:15, time: 0.363, data_time: 0.001, memory: 7067, loss_cls: 2.3903, loss: 2.3903, grad_norm: 8.6919 2021-03-16 16:30:12,513 - mmaction - INFO - Epoch [37][1020/1345] lr: 1.000e-03, eta: 2:04:06, time: 0.365, data_time: 0.000, memory: 7067, loss_cls: 2.3416, loss: 2.3416, grad_norm: 9.0172 2021-03-16 16:30:19,857 - mmaction - INFO - Epoch [37][1040/1345] lr: 1.000e-03, eta: 2:03:57, time: 0.368, data_time: 0.002, memory: 7067, loss_cls: 2.3783, loss: 2.3783, grad_norm: 8.6054 2021-03-16 16:30:27,246 - mmaction - INFO - Epoch [37][1060/1345] lr: 1.000e-03, eta: 2:03:48, time: 0.369, data_time: 0.004, memory: 7067, loss_cls: 2.2669, loss: 2.2669, grad_norm: 8.5030 2021-03-16 16:30:34,504 - mmaction - INFO - Epoch [37][1080/1345] lr: 1.000e-03, eta: 2:03:40, time: 0.364, data_time: 0.002, memory: 7067, loss_cls: 2.3163, loss: 2.3163, grad_norm: 9.0011 2021-03-16 16:30:41,719 - mmaction - INFO - Epoch [37][1100/1345] lr: 1.000e-03, eta: 2:03:31, time: 0.360, data_time: 0.000, memory: 7067, loss_cls: 2.2242, loss: 2.2242, grad_norm: 9.0084 2021-03-16 16:30:49,088 - mmaction - INFO - Epoch [37][1120/1345] lr: 1.000e-03, eta: 2:03:22, time: 0.368, data_time: 0.001, memory: 7067, loss_cls: 2.1507, loss: 2.1507, grad_norm: 8.4937 2021-03-16 16:30:56,527 - mmaction - INFO - Epoch [37][1140/1345] lr: 1.000e-03, eta: 2:03:13, time: 0.372, data_time: 0.001, memory: 7067, loss_cls: 2.3056, loss: 2.3056, grad_norm: 8.7588 2021-03-16 16:31:03,692 - mmaction - INFO - Epoch [37][1160/1345] lr: 1.000e-03, eta: 2:03:05, time: 0.359, data_time: 0.001, memory: 7067, loss_cls: 2.2704, loss: 2.2704, grad_norm: 8.5166 2021-03-16 16:31:11,092 - mmaction - INFO - Epoch [37][1180/1345] lr: 1.000e-03, eta: 2:02:56, time: 0.370, data_time: 0.001, memory: 7067, loss_cls: 2.3270, loss: 2.3270, grad_norm: 8.5867 2021-03-16 16:31:18,256 - mmaction - INFO - Epoch [37][1200/1345] lr: 1.000e-03, eta: 2:02:47, time: 0.358, data_time: 0.000, memory: 7067, loss_cls: 2.2647, loss: 2.2647, grad_norm: 8.6412 2021-03-16 16:31:25,485 - mmaction - INFO - Epoch [37][1220/1345] lr: 1.000e-03, eta: 2:02:38, time: 0.361, data_time: 0.001, memory: 7067, loss_cls: 2.2717, loss: 2.2717, grad_norm: 8.5454 2021-03-16 16:31:32,611 - mmaction - INFO - Epoch [37][1240/1345] lr: 1.000e-03, eta: 2:02:30, time: 0.355, data_time: 0.001, memory: 7067, loss_cls: 2.3289, loss: 2.3289, grad_norm: 8.5315 2021-03-16 16:31:39,877 - mmaction - INFO - Epoch [37][1260/1345] lr: 1.000e-03, eta: 2:02:21, time: 0.365, data_time: 0.002, memory: 7067, loss_cls: 2.3501, loss: 2.3501, grad_norm: 8.9039 2021-03-16 16:31:47,265 - mmaction - INFO - Epoch [37][1280/1345] lr: 1.000e-03, eta: 2:02:12, time: 0.369, data_time: 0.001, memory: 7067, loss_cls: 2.3455, loss: 2.3455, grad_norm: 8.4334 2021-03-16 16:31:54,473 - mmaction - INFO - Epoch [37][1300/1345] lr: 1.000e-03, eta: 2:02:03, time: 0.361, data_time: 0.001, memory: 7067, loss_cls: 2.2013, loss: 2.2013, grad_norm: 8.3176 2021-03-16 16:32:01,735 - mmaction - INFO - Epoch [37][1320/1345] lr: 1.000e-03, eta: 2:01:55, time: 0.362, data_time: 0.000, memory: 7067, loss_cls: 2.2736, loss: 2.2736, grad_norm: 8.5249 2021-03-16 16:32:08,865 - mmaction - INFO - Epoch [37][1340/1345] lr: 1.000e-03, eta: 2:01:46, time: 0.357, data_time: 0.001, memory: 7067, loss_cls: 2.2826, loss: 2.2826, grad_norm: 8.8103 2021-03-16 16:32:10,749 - mmaction - INFO - Saving checkpoint at 37 epochs 2021-03-16 16:32:28,620 - mmaction - INFO - Epoch [38][20/1345] lr: 1.000e-03, eta: 2:01:38, time: 0.874, data_time: 0.454, memory: 7067, loss_cls: 2.2579, loss: 2.2579, grad_norm: 8.8634 2021-03-16 16:32:36,202 - mmaction - INFO - Epoch [38][40/1345] lr: 1.000e-03, eta: 2:01:29, time: 0.378, data_time: 0.002, memory: 7067, loss_cls: 2.2867, loss: 2.2867, grad_norm: 9.0945 2021-03-16 16:32:43,537 - mmaction - INFO - Epoch [38][60/1345] lr: 1.000e-03, eta: 2:01:21, time: 0.367, data_time: 0.003, memory: 7067, loss_cls: 2.3271, loss: 2.3271, grad_norm: 8.9290 2021-03-16 16:32:51,176 - mmaction - INFO - Epoch [38][80/1345] lr: 1.000e-03, eta: 2:01:12, time: 0.383, data_time: 0.002, memory: 7067, loss_cls: 2.3140, loss: 2.3140, grad_norm: 8.5808 2021-03-16 16:32:58,435 - mmaction - INFO - Epoch [38][100/1345] lr: 1.000e-03, eta: 2:01:03, time: 0.362, data_time: 0.001, memory: 7067, loss_cls: 2.2442, loss: 2.2442, grad_norm: 8.8248 2021-03-16 16:33:05,852 - mmaction - INFO - Epoch [38][120/1345] lr: 1.000e-03, eta: 2:00:55, time: 0.372, data_time: 0.002, memory: 7067, loss_cls: 2.2030, loss: 2.2030, grad_norm: 8.7016 2021-03-16 16:33:13,024 - mmaction - INFO - Epoch [38][140/1345] lr: 1.000e-03, eta: 2:00:46, time: 0.358, data_time: 0.000, memory: 7067, loss_cls: 2.2115, loss: 2.2115, grad_norm: 8.6205 2021-03-16 16:33:20,443 - mmaction - INFO - Epoch [38][160/1345] lr: 1.000e-03, eta: 2:00:37, time: 0.371, data_time: 0.001, memory: 7067, loss_cls: 2.2883, loss: 2.2883, grad_norm: 8.8318 2021-03-16 16:33:27,787 - mmaction - INFO - Epoch [38][180/1345] lr: 1.000e-03, eta: 2:00:28, time: 0.367, data_time: 0.001, memory: 7067, loss_cls: 2.2919, loss: 2.2919, grad_norm: 8.9144 2021-03-16 16:33:35,203 - mmaction - INFO - Epoch [38][200/1345] lr: 1.000e-03, eta: 2:00:20, time: 0.371, data_time: 0.001, memory: 7067, loss_cls: 2.2927, loss: 2.2927, grad_norm: 8.8002 2021-03-16 16:33:42,430 - mmaction - INFO - Epoch [38][220/1345] lr: 1.000e-03, eta: 2:00:11, time: 0.361, data_time: 0.000, memory: 7067, loss_cls: 2.2421, loss: 2.2421, grad_norm: 8.7751 2021-03-16 16:33:49,570 - mmaction - INFO - Epoch [38][240/1345] lr: 1.000e-03, eta: 2:00:02, time: 0.357, data_time: 0.001, memory: 7067, loss_cls: 2.2822, loss: 2.2822, grad_norm: 8.7887 2021-03-16 16:33:56,957 - mmaction - INFO - Epoch [38][260/1345] lr: 1.000e-03, eta: 1:59:54, time: 0.370, data_time: 0.001, memory: 7067, loss_cls: 2.2938, loss: 2.2938, grad_norm: 8.9074 2021-03-16 16:34:04,067 - mmaction - INFO - Epoch [38][280/1345] lr: 1.000e-03, eta: 1:59:45, time: 0.354, data_time: 0.000, memory: 7067, loss_cls: 2.1751, loss: 2.1751, grad_norm: 8.7911 2021-03-16 16:34:11,786 - mmaction - INFO - Epoch [38][300/1345] lr: 1.000e-03, eta: 1:59:36, time: 0.385, data_time: 0.001, memory: 7067, loss_cls: 2.1471, loss: 2.1471, grad_norm: 8.8568 2021-03-16 16:34:18,905 - mmaction - INFO - Epoch [38][320/1345] lr: 1.000e-03, eta: 1:59:27, time: 0.357, data_time: 0.002, memory: 7067, loss_cls: 2.3006, loss: 2.3006, grad_norm: 8.7795 2021-03-16 16:34:26,364 - mmaction - INFO - Epoch [38][340/1345] lr: 1.000e-03, eta: 1:59:19, time: 0.373, data_time: 0.001, memory: 7067, loss_cls: 2.2542, loss: 2.2542, grad_norm: 9.0695 2021-03-16 16:34:33,753 - mmaction - INFO - Epoch [38][360/1345] lr: 1.000e-03, eta: 1:59:10, time: 0.369, data_time: 0.002, memory: 7067, loss_cls: 2.3329, loss: 2.3329, grad_norm: 9.2599 2021-03-16 16:34:40,937 - mmaction - INFO - Epoch [38][380/1345] lr: 1.000e-03, eta: 1:59:01, time: 0.359, data_time: 0.003, memory: 7067, loss_cls: 2.2180, loss: 2.2180, grad_norm: 8.7888 2021-03-16 16:34:48,416 - mmaction - INFO - Epoch [38][400/1345] lr: 1.000e-03, eta: 1:58:53, time: 0.374, data_time: 0.001, memory: 7067, loss_cls: 2.2992, loss: 2.2992, grad_norm: 8.9576 2021-03-16 16:34:55,737 - mmaction - INFO - Epoch [38][420/1345] lr: 1.000e-03, eta: 1:58:44, time: 0.366, data_time: 0.001, memory: 7067, loss_cls: 2.1899, loss: 2.1899, grad_norm: 8.9108 2021-03-16 16:35:03,409 - mmaction - INFO - Epoch [38][440/1345] lr: 1.000e-03, eta: 1:58:35, time: 0.383, data_time: 0.000, memory: 7067, loss_cls: 2.2978, loss: 2.2978, grad_norm: 9.2510 2021-03-16 16:35:10,839 - mmaction - INFO - Epoch [38][460/1345] lr: 1.000e-03, eta: 1:58:27, time: 0.371, data_time: 0.001, memory: 7067, loss_cls: 2.3819, loss: 2.3819, grad_norm: 8.5890 2021-03-16 16:35:18,183 - mmaction - INFO - Epoch [38][480/1345] lr: 1.000e-03, eta: 1:58:18, time: 0.368, data_time: 0.002, memory: 7067, loss_cls: 2.2623, loss: 2.2623, grad_norm: 9.1013 2021-03-16 16:35:25,738 - mmaction - INFO - Epoch [38][500/1345] lr: 1.000e-03, eta: 1:58:09, time: 0.379, data_time: 0.001, memory: 7067, loss_cls: 2.3390, loss: 2.3390, grad_norm: 8.7353 2021-03-16 16:35:33,034 - mmaction - INFO - Epoch [38][520/1345] lr: 1.000e-03, eta: 1:58:01, time: 0.365, data_time: 0.000, memory: 7067, loss_cls: 2.1953, loss: 2.1953, grad_norm: 8.9013 2021-03-16 16:35:40,591 - mmaction - INFO - Epoch [38][540/1345] lr: 1.000e-03, eta: 1:57:52, time: 0.378, data_time: 0.000, memory: 7067, loss_cls: 2.2053, loss: 2.2053, grad_norm: 8.9752 2021-03-16 16:35:48,108 - mmaction - INFO - Epoch [38][560/1345] lr: 1.000e-03, eta: 1:57:43, time: 0.376, data_time: 0.001, memory: 7067, loss_cls: 2.2677, loss: 2.2677, grad_norm: 8.7746 2021-03-16 16:35:55,506 - mmaction - INFO - Epoch [38][580/1345] lr: 1.000e-03, eta: 1:57:35, time: 0.370, data_time: 0.000, memory: 7067, loss_cls: 2.2367, loss: 2.2367, grad_norm: 9.0187 2021-03-16 16:36:02,732 - mmaction - INFO - Epoch [38][600/1345] lr: 1.000e-03, eta: 1:57:26, time: 0.361, data_time: 0.000, memory: 7067, loss_cls: 2.1711, loss: 2.1711, grad_norm: 8.8911 2021-03-16 16:36:10,131 - mmaction - INFO - Epoch [38][620/1345] lr: 1.000e-03, eta: 1:57:17, time: 0.370, data_time: 0.001, memory: 7067, loss_cls: 2.2827, loss: 2.2827, grad_norm: 9.1478 2021-03-16 16:36:17,395 - mmaction - INFO - Epoch [38][640/1345] lr: 1.000e-03, eta: 1:57:09, time: 0.363, data_time: 0.000, memory: 7067, loss_cls: 2.1412, loss: 2.1412, grad_norm: 8.6861 2021-03-16 16:36:24,594 - mmaction - INFO - Epoch [38][660/1345] lr: 1.000e-03, eta: 1:57:00, time: 0.360, data_time: 0.001, memory: 7067, loss_cls: 2.2081, loss: 2.2081, grad_norm: 8.8855 2021-03-16 16:36:32,091 - mmaction - INFO - Epoch [38][680/1345] lr: 1.000e-03, eta: 1:56:51, time: 0.373, data_time: 0.001, memory: 7067, loss_cls: 2.1304, loss: 2.1304, grad_norm: 8.5606 2021-03-16 16:36:39,338 - mmaction - INFO - Epoch [38][700/1345] lr: 1.000e-03, eta: 1:56:43, time: 0.364, data_time: 0.003, memory: 7067, loss_cls: 2.3307, loss: 2.3307, grad_norm: 8.9780 2021-03-16 16:36:46,712 - mmaction - INFO - Epoch [38][720/1345] lr: 1.000e-03, eta: 1:56:34, time: 0.369, data_time: 0.001, memory: 7067, loss_cls: 2.2456, loss: 2.2456, grad_norm: 8.9534 2021-03-16 16:36:54,017 - mmaction - INFO - Epoch [38][740/1345] lr: 1.000e-03, eta: 1:56:25, time: 0.366, data_time: 0.001, memory: 7067, loss_cls: 2.3511, loss: 2.3511, grad_norm: 8.6380 2021-03-16 16:37:01,444 - mmaction - INFO - Epoch [38][760/1345] lr: 1.000e-03, eta: 1:56:17, time: 0.370, data_time: 0.000, memory: 7067, loss_cls: 2.1714, loss: 2.1714, grad_norm: 8.6240 2021-03-16 16:37:08,888 - mmaction - INFO - Epoch [38][780/1345] lr: 1.000e-03, eta: 1:56:08, time: 0.372, data_time: 0.002, memory: 7067, loss_cls: 2.3222, loss: 2.3222, grad_norm: 8.4854 2021-03-16 16:37:16,037 - mmaction - INFO - Epoch [38][800/1345] lr: 1.000e-03, eta: 1:55:59, time: 0.357, data_time: 0.001, memory: 7067, loss_cls: 2.3032, loss: 2.3032, grad_norm: 8.8141 2021-03-16 16:37:23,327 - mmaction - INFO - Epoch [38][820/1345] lr: 1.000e-03, eta: 1:55:51, time: 0.365, data_time: 0.001, memory: 7067, loss_cls: 2.3656, loss: 2.3656, grad_norm: 8.6592 2021-03-16 16:37:30,594 - mmaction - INFO - Epoch [38][840/1345] lr: 1.000e-03, eta: 1:55:42, time: 0.362, data_time: 0.000, memory: 7067, loss_cls: 2.3736, loss: 2.3736, grad_norm: 8.9439 2021-03-16 16:37:38,143 - mmaction - INFO - Epoch [38][860/1345] lr: 1.000e-03, eta: 1:55:33, time: 0.379, data_time: 0.002, memory: 7067, loss_cls: 2.3072, loss: 2.3072, grad_norm: 8.8347 2021-03-16 16:37:45,410 - mmaction - INFO - Epoch [38][880/1345] lr: 1.000e-03, eta: 1:55:25, time: 0.364, data_time: 0.001, memory: 7067, loss_cls: 2.1192, loss: 2.1192, grad_norm: 9.0876 2021-03-16 16:37:52,780 - mmaction - INFO - Epoch [38][900/1345] lr: 1.000e-03, eta: 1:55:16, time: 0.367, data_time: 0.000, memory: 7067, loss_cls: 2.2627, loss: 2.2627, grad_norm: 8.7827 2021-03-16 16:38:00,063 - mmaction - INFO - Epoch [38][920/1345] lr: 1.000e-03, eta: 1:55:07, time: 0.365, data_time: 0.002, memory: 7067, loss_cls: 2.3011, loss: 2.3011, grad_norm: 8.9370 2021-03-16 16:38:07,441 - mmaction - INFO - Epoch [38][940/1345] lr: 1.000e-03, eta: 1:54:59, time: 0.368, data_time: 0.001, memory: 7067, loss_cls: 2.3337, loss: 2.3337, grad_norm: 9.0935 2021-03-16 16:38:14,816 - mmaction - INFO - Epoch [38][960/1345] lr: 1.000e-03, eta: 1:54:50, time: 0.369, data_time: 0.001, memory: 7067, loss_cls: 2.1953, loss: 2.1953, grad_norm: 8.8913 2021-03-16 16:38:22,190 - mmaction - INFO - Epoch [38][980/1345] lr: 1.000e-03, eta: 1:54:41, time: 0.368, data_time: 0.001, memory: 7067, loss_cls: 2.3412, loss: 2.3412, grad_norm: 8.5292 2021-03-16 16:38:29,470 - mmaction - INFO - Epoch [38][1000/1345] lr: 1.000e-03, eta: 1:54:33, time: 0.364, data_time: 0.002, memory: 7067, loss_cls: 2.2860, loss: 2.2860, grad_norm: 9.0000 2021-03-16 16:38:36,805 - mmaction - INFO - Epoch [38][1020/1345] lr: 1.000e-03, eta: 1:54:24, time: 0.367, data_time: 0.001, memory: 7067, loss_cls: 2.2025, loss: 2.2025, grad_norm: 8.8176 2021-03-16 16:38:44,154 - mmaction - INFO - Epoch [38][1040/1345] lr: 1.000e-03, eta: 1:54:15, time: 0.367, data_time: 0.000, memory: 7067, loss_cls: 2.2648, loss: 2.2648, grad_norm: 8.9681 2021-03-16 16:38:51,546 - mmaction - INFO - Epoch [38][1060/1345] lr: 1.000e-03, eta: 1:54:07, time: 0.369, data_time: 0.001, memory: 7067, loss_cls: 2.2802, loss: 2.2802, grad_norm: 9.0775 2021-03-16 16:38:58,906 - mmaction - INFO - Epoch [38][1080/1345] lr: 1.000e-03, eta: 1:53:58, time: 0.369, data_time: 0.002, memory: 7067, loss_cls: 2.3898, loss: 2.3898, grad_norm: 8.9713 2021-03-16 16:39:06,204 - mmaction - INFO - Epoch [38][1100/1345] lr: 1.000e-03, eta: 1:53:49, time: 0.365, data_time: 0.001, memory: 7067, loss_cls: 2.3328, loss: 2.3328, grad_norm: 8.9619 2021-03-16 16:39:13,448 - mmaction - INFO - Epoch [38][1120/1345] lr: 1.000e-03, eta: 1:53:41, time: 0.363, data_time: 0.002, memory: 7067, loss_cls: 2.2561, loss: 2.2561, grad_norm: 8.7224 2021-03-16 16:39:20,712 - mmaction - INFO - Epoch [38][1140/1345] lr: 1.000e-03, eta: 1:53:32, time: 0.364, data_time: 0.001, memory: 7067, loss_cls: 2.3104, loss: 2.3104, grad_norm: 9.1306 2021-03-16 16:39:28,196 - mmaction - INFO - Epoch [38][1160/1345] lr: 1.000e-03, eta: 1:53:23, time: 0.374, data_time: 0.000, memory: 7067, loss_cls: 2.2117, loss: 2.2117, grad_norm: 8.9062 2021-03-16 16:39:35,562 - mmaction - INFO - Epoch [38][1180/1345] lr: 1.000e-03, eta: 1:53:15, time: 0.368, data_time: 0.000, memory: 7067, loss_cls: 2.1411, loss: 2.1411, grad_norm: 8.8445 2021-03-16 16:39:42,798 - mmaction - INFO - Epoch [38][1200/1345] lr: 1.000e-03, eta: 1:53:06, time: 0.361, data_time: 0.001, memory: 7067, loss_cls: 2.2768, loss: 2.2768, grad_norm: 8.7672 2021-03-16 16:39:50,348 - mmaction - INFO - Epoch [38][1220/1345] lr: 1.000e-03, eta: 1:52:57, time: 0.378, data_time: 0.001, memory: 7067, loss_cls: 2.2341, loss: 2.2341, grad_norm: 8.9057 2021-03-16 16:39:57,872 - mmaction - INFO - Epoch [38][1240/1345] lr: 1.000e-03, eta: 1:52:49, time: 0.375, data_time: 0.000, memory: 7067, loss_cls: 2.2840, loss: 2.2840, grad_norm: 9.1330 2021-03-16 16:40:05,223 - mmaction - INFO - Epoch [38][1260/1345] lr: 1.000e-03, eta: 1:52:40, time: 0.369, data_time: 0.002, memory: 7067, loss_cls: 2.2908, loss: 2.2908, grad_norm: 8.9042 2021-03-16 16:40:12,722 - mmaction - INFO - Epoch [38][1280/1345] lr: 1.000e-03, eta: 1:52:32, time: 0.374, data_time: 0.001, memory: 7067, loss_cls: 2.1772, loss: 2.1772, grad_norm: 8.7738 2021-03-16 16:40:23,263 - mmaction - INFO - Epoch [38][1300/1345] lr: 1.000e-03, eta: 1:52:24, time: 0.527, data_time: 0.001, memory: 7067, loss_cls: 2.1895, loss: 2.1895, grad_norm: 9.1235 2021-03-16 16:40:34,155 - mmaction - INFO - Epoch [38][1320/1345] lr: 1.000e-03, eta: 1:52:16, time: 0.545, data_time: 0.001, memory: 7067, loss_cls: 2.2617, loss: 2.2617, grad_norm: 8.9595 2021-03-16 16:40:45,042 - mmaction - INFO - Epoch [38][1340/1345] lr: 1.000e-03, eta: 1:52:09, time: 0.544, data_time: 0.000, memory: 7067, loss_cls: 2.3462, loss: 2.3462, grad_norm: 8.8113 2021-03-16 16:40:48,177 - mmaction - INFO - Saving checkpoint at 38 epochs 2021-03-16 16:41:51,576 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-16 16:41:51,725 - mmaction - INFO - top1_acc 0.4419 top5_acc 0.7377 2021-03-16 16:41:51,725 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-16 16:41:51,734 - mmaction - INFO - mean_acc 0.3977 2021-03-16 16:41:51,736 - mmaction - INFO - Epoch(val) [38][1345] top1_acc: 0.4419, top5_acc: 0.7377, mean_class_accuracy: 0.3977 2021-03-16 16:42:10,170 - mmaction - INFO - Epoch [39][20/1345] lr: 1.000e-03, eta: 1:52:01, time: 0.921, data_time: 0.428, memory: 7067, loss_cls: 2.3135, loss: 2.3135, grad_norm: 8.7393 2021-03-16 16:42:18,264 - mmaction - INFO - Epoch [39][40/1345] lr: 1.000e-03, eta: 1:51:53, time: 0.404, data_time: 0.001, memory: 7067, loss_cls: 2.2585, loss: 2.2585, grad_norm: 8.7410 2021-03-16 16:42:26,340 - mmaction - INFO - Epoch [39][60/1345] lr: 1.000e-03, eta: 1:51:44, time: 0.404, data_time: 0.001, memory: 7067, loss_cls: 2.2353, loss: 2.2353, grad_norm: 8.6910 2021-03-16 16:42:34,132 - mmaction - INFO - Epoch [39][80/1345] lr: 1.000e-03, eta: 1:51:36, time: 0.390, data_time: 0.001, memory: 7067, loss_cls: 2.2174, loss: 2.2174, grad_norm: 8.5370 2021-03-16 16:42:41,963 - mmaction - INFO - Epoch [39][100/1345] lr: 1.000e-03, eta: 1:51:27, time: 0.391, data_time: 0.001, memory: 7067, loss_cls: 2.2325, loss: 2.2325, grad_norm: 9.3623 2021-03-16 16:42:49,916 - mmaction - INFO - Epoch [39][120/1345] lr: 1.000e-03, eta: 1:51:19, time: 0.399, data_time: 0.002, memory: 7067, loss_cls: 2.3171, loss: 2.3171, grad_norm: 9.2061 2021-03-16 16:42:57,912 - mmaction - INFO - Epoch [39][140/1345] lr: 1.000e-03, eta: 1:51:10, time: 0.399, data_time: 0.001, memory: 7067, loss_cls: 2.2363, loss: 2.2363, grad_norm: 9.0566 2021-03-16 16:43:05,762 - mmaction - INFO - Epoch [39][160/1345] lr: 1.000e-03, eta: 1:51:02, time: 0.393, data_time: 0.001, memory: 7067, loss_cls: 2.2996, loss: 2.2996, grad_norm: 8.9482 2021-03-16 16:43:13,757 - mmaction - INFO - Epoch [39][180/1345] lr: 1.000e-03, eta: 1:50:53, time: 0.399, data_time: 0.001, memory: 7067, loss_cls: 2.2851, loss: 2.2851, grad_norm: 9.1081 2021-03-16 16:43:21,758 - mmaction - INFO - Epoch [39][200/1345] lr: 1.000e-03, eta: 1:50:45, time: 0.401, data_time: 0.001, memory: 7067, loss_cls: 2.2508, loss: 2.2508, grad_norm: 9.1207 2021-03-16 16:43:29,596 - mmaction - INFO - Epoch [39][220/1345] lr: 1.000e-03, eta: 1:50:36, time: 0.392, data_time: 0.001, memory: 7067, loss_cls: 2.2793, loss: 2.2793, grad_norm: 9.0788 2021-03-16 16:43:37,492 - mmaction - INFO - Epoch [39][240/1345] lr: 1.000e-03, eta: 1:50:28, time: 0.394, data_time: 0.001, memory: 7067, loss_cls: 2.3195, loss: 2.3195, grad_norm: 8.8508 2021-03-16 16:43:45,336 - mmaction - INFO - Epoch [39][260/1345] lr: 1.000e-03, eta: 1:50:19, time: 0.393, data_time: 0.001, memory: 7067, loss_cls: 2.2767, loss: 2.2767, grad_norm: 9.1855 2021-03-16 16:43:53,330 - mmaction - INFO - Epoch [39][280/1345] lr: 1.000e-03, eta: 1:50:11, time: 0.400, data_time: 0.001, memory: 7067, loss_cls: 2.2437, loss: 2.2437, grad_norm: 8.7737 2021-03-16 16:44:01,062 - mmaction - INFO - Epoch [39][300/1345] lr: 1.000e-03, eta: 1:50:02, time: 0.385, data_time: 0.000, memory: 7067, loss_cls: 2.4015, loss: 2.4015, grad_norm: 8.8962 2021-03-16 16:44:08,968 - mmaction - INFO - Epoch [39][320/1345] lr: 1.000e-03, eta: 1:49:54, time: 0.397, data_time: 0.002, memory: 7067, loss_cls: 2.2343, loss: 2.2343, grad_norm: 9.2131 2021-03-16 16:44:16,923 - mmaction - INFO - Epoch [39][340/1345] lr: 1.000e-03, eta: 1:49:46, time: 0.398, data_time: 0.001, memory: 7067, loss_cls: 2.0532, loss: 2.0532, grad_norm: 9.0121 2021-03-16 16:44:24,775 - mmaction - INFO - Epoch [39][360/1345] lr: 1.000e-03, eta: 1:49:37, time: 0.393, data_time: 0.000, memory: 7067, loss_cls: 2.2134, loss: 2.2134, grad_norm: 8.9068 2021-03-16 16:44:32,656 - mmaction - INFO - Epoch [39][380/1345] lr: 1.000e-03, eta: 1:49:29, time: 0.393, data_time: 0.000, memory: 7067, loss_cls: 2.3202, loss: 2.3202, grad_norm: 9.1376 2021-03-16 16:44:40,621 - mmaction - INFO - Epoch [39][400/1345] lr: 1.000e-03, eta: 1:49:20, time: 0.398, data_time: 0.001, memory: 7067, loss_cls: 2.2479, loss: 2.2479, grad_norm: 9.0418 2021-03-16 16:44:48,468 - mmaction - INFO - Epoch [39][420/1345] lr: 1.000e-03, eta: 1:49:12, time: 0.393, data_time: 0.001, memory: 7067, loss_cls: 2.2165, loss: 2.2165, grad_norm: 9.1268 2021-03-16 16:44:56,485 - mmaction - INFO - Epoch [39][440/1345] lr: 1.000e-03, eta: 1:49:03, time: 0.400, data_time: 0.000, memory: 7067, loss_cls: 2.2105, loss: 2.2105, grad_norm: 8.6804 2021-03-16 16:45:04,450 - mmaction - INFO - Epoch [39][460/1345] lr: 1.000e-03, eta: 1:48:55, time: 0.399, data_time: 0.001, memory: 7067, loss_cls: 2.2104, loss: 2.2104, grad_norm: 8.8291 2021-03-16 16:45:12,362 - mmaction - INFO - Epoch [39][480/1345] lr: 1.000e-03, eta: 1:48:46, time: 0.396, data_time: 0.001, memory: 7067, loss_cls: 2.2168, loss: 2.2168, grad_norm: 9.0043 2021-03-16 16:45:20,178 - mmaction - INFO - Epoch [39][500/1345] lr: 1.000e-03, eta: 1:48:38, time: 0.391, data_time: 0.000, memory: 7067, loss_cls: 2.2717, loss: 2.2717, grad_norm: 9.0539 2021-03-16 16:45:28,199 - mmaction - INFO - Epoch [39][520/1345] lr: 1.000e-03, eta: 1:48:29, time: 0.401, data_time: 0.001, memory: 7067, loss_cls: 2.2877, loss: 2.2877, grad_norm: 9.3360 2021-03-16 16:45:36,249 - mmaction - INFO - Epoch [39][540/1345] lr: 1.000e-03, eta: 1:48:21, time: 0.401, data_time: 0.001, memory: 7067, loss_cls: 2.3235, loss: 2.3235, grad_norm: 9.1211 2021-03-16 16:45:44,129 - mmaction - INFO - Epoch [39][560/1345] lr: 1.000e-03, eta: 1:48:12, time: 0.395, data_time: 0.002, memory: 7067, loss_cls: 2.1986, loss: 2.1986, grad_norm: 9.1204 2021-03-16 16:45:51,951 - mmaction - INFO - Epoch [39][580/1345] lr: 1.000e-03, eta: 1:48:04, time: 0.391, data_time: 0.001, memory: 7067, loss_cls: 2.2861, loss: 2.2861, grad_norm: 8.9124 2021-03-16 16:45:59,681 - mmaction - INFO - Epoch [39][600/1345] lr: 1.000e-03, eta: 1:47:55, time: 0.386, data_time: 0.001, memory: 7067, loss_cls: 2.2370, loss: 2.2370, grad_norm: 8.9715 2021-03-16 16:46:07,635 - mmaction - INFO - Epoch [39][620/1345] lr: 1.000e-03, eta: 1:47:47, time: 0.399, data_time: 0.002, memory: 7067, loss_cls: 2.2476, loss: 2.2476, grad_norm: 8.6969 2021-03-16 16:46:15,578 - mmaction - INFO - Epoch [39][640/1345] lr: 1.000e-03, eta: 1:47:39, time: 0.396, data_time: 0.001, memory: 7067, loss_cls: 2.2690, loss: 2.2690, grad_norm: 8.6445 2021-03-16 16:46:23,478 - mmaction - INFO - Epoch [39][660/1345] lr: 1.000e-03, eta: 1:47:30, time: 0.396, data_time: 0.001, memory: 7067, loss_cls: 2.2762, loss: 2.2762, grad_norm: 8.9553 2021-03-16 16:46:31,312 - mmaction - INFO - Epoch [39][680/1345] lr: 1.000e-03, eta: 1:47:22, time: 0.391, data_time: 0.000, memory: 7067, loss_cls: 2.2395, loss: 2.2395, grad_norm: 9.3460 2021-03-16 16:46:38,563 - mmaction - INFO - Epoch [39][700/1345] lr: 1.000e-03, eta: 1:47:13, time: 0.363, data_time: 0.001, memory: 7067, loss_cls: 2.3199, loss: 2.3199, grad_norm: 9.1610 2021-03-16 16:46:45,846 - mmaction - INFO - Epoch [39][720/1345] lr: 1.000e-03, eta: 1:47:04, time: 0.364, data_time: 0.001, memory: 7067, loss_cls: 2.2642, loss: 2.2642, grad_norm: 8.8970 2021-03-16 16:46:53,056 - mmaction - INFO - Epoch [39][740/1345] lr: 1.000e-03, eta: 1:46:56, time: 0.361, data_time: 0.001, memory: 7067, loss_cls: 2.3862, loss: 2.3862, grad_norm: 8.9970 2021-03-16 16:47:00,469 - mmaction - INFO - Epoch [39][760/1345] lr: 1.000e-03, eta: 1:46:47, time: 0.370, data_time: 0.001, memory: 7067, loss_cls: 2.3531, loss: 2.3531, grad_norm: 8.9616 2021-03-16 16:47:08,099 - mmaction - INFO - Epoch [39][780/1345] lr: 1.000e-03, eta: 1:46:38, time: 0.382, data_time: 0.001, memory: 7067, loss_cls: 2.3172, loss: 2.3172, grad_norm: 8.8492 2021-03-16 16:47:15,222 - mmaction - INFO - Epoch [39][800/1345] lr: 1.000e-03, eta: 1:46:30, time: 0.356, data_time: 0.000, memory: 7067, loss_cls: 2.2268, loss: 2.2268, grad_norm: 8.9181 2021-03-16 16:47:22,461 - mmaction - INFO - Epoch [39][820/1345] lr: 1.000e-03, eta: 1:46:21, time: 0.360, data_time: 0.000, memory: 7067, loss_cls: 2.2695, loss: 2.2695, grad_norm: 9.2846 2021-03-16 16:47:29,801 - mmaction - INFO - Epoch [39][840/1345] lr: 1.000e-03, eta: 1:46:13, time: 0.369, data_time: 0.002, memory: 7067, loss_cls: 2.2686, loss: 2.2686, grad_norm: 8.9867 2021-03-16 16:47:37,297 - mmaction - INFO - Epoch [39][860/1345] lr: 1.000e-03, eta: 1:46:04, time: 0.374, data_time: 0.000, memory: 7067, loss_cls: 2.2817, loss: 2.2817, grad_norm: 9.4967 2021-03-16 16:47:44,496 - mmaction - INFO - Epoch [39][880/1345] lr: 1.000e-03, eta: 1:45:55, time: 0.360, data_time: 0.001, memory: 7067, loss_cls: 2.3164, loss: 2.3164, grad_norm: 9.2324 2021-03-16 16:47:51,835 - mmaction - INFO - Epoch [39][900/1345] lr: 1.000e-03, eta: 1:45:47, time: 0.366, data_time: 0.001, memory: 7067, loss_cls: 2.1556, loss: 2.1556, grad_norm: 8.9188 2021-03-16 16:47:59,041 - mmaction - INFO - Epoch [39][920/1345] lr: 1.000e-03, eta: 1:45:38, time: 0.360, data_time: 0.002, memory: 7067, loss_cls: 2.3049, loss: 2.3049, grad_norm: 8.9891 2021-03-16 16:48:06,418 - mmaction - INFO - Epoch [39][940/1345] lr: 1.000e-03, eta: 1:45:29, time: 0.370, data_time: 0.001, memory: 7067, loss_cls: 2.2675, loss: 2.2675, grad_norm: 8.9390 2021-03-16 16:48:13,885 - mmaction - INFO - Epoch [39][960/1345] lr: 1.000e-03, eta: 1:45:21, time: 0.373, data_time: 0.000, memory: 7067, loss_cls: 2.1360, loss: 2.1360, grad_norm: 9.1573 2021-03-16 16:48:21,413 - mmaction - INFO - Epoch [39][980/1345] lr: 1.000e-03, eta: 1:45:12, time: 0.376, data_time: 0.001, memory: 7067, loss_cls: 2.2919, loss: 2.2919, grad_norm: 8.9180 2021-03-16 16:48:28,716 - mmaction - INFO - Epoch [39][1000/1345] lr: 1.000e-03, eta: 1:45:04, time: 0.366, data_time: 0.001, memory: 7067, loss_cls: 2.2282, loss: 2.2282, grad_norm: 9.0231 2021-03-16 16:48:36,143 - mmaction - INFO - Epoch [39][1020/1345] lr: 1.000e-03, eta: 1:44:55, time: 0.371, data_time: 0.000, memory: 7067, loss_cls: 2.2566, loss: 2.2566, grad_norm: 9.0288 2021-03-16 16:48:43,450 - mmaction - INFO - Epoch [39][1040/1345] lr: 1.000e-03, eta: 1:44:46, time: 0.365, data_time: 0.001, memory: 7067, loss_cls: 2.3223, loss: 2.3223, grad_norm: 9.3435 2021-03-16 16:48:50,775 - mmaction - INFO - Epoch [39][1060/1345] lr: 1.000e-03, eta: 1:44:38, time: 0.366, data_time: 0.001, memory: 7067, loss_cls: 2.2335, loss: 2.2335, grad_norm: 9.0948 2021-03-16 16:48:58,177 - mmaction - INFO - Epoch [39][1080/1345] lr: 1.000e-03, eta: 1:44:29, time: 0.371, data_time: 0.001, memory: 7067, loss_cls: 2.3048, loss: 2.3048, grad_norm: 8.9026 2021-03-16 16:49:05,479 - mmaction - INFO - Epoch [39][1100/1345] lr: 1.000e-03, eta: 1:44:21, time: 0.364, data_time: 0.000, memory: 7067, loss_cls: 2.3218, loss: 2.3218, grad_norm: 8.6965 2021-03-16 16:49:12,985 - mmaction - INFO - Epoch [39][1120/1345] lr: 1.000e-03, eta: 1:44:12, time: 0.375, data_time: 0.001, memory: 7067, loss_cls: 2.2583, loss: 2.2583, grad_norm: 8.7619 2021-03-16 16:49:20,423 - mmaction - INFO - Epoch [39][1140/1345] lr: 1.000e-03, eta: 1:44:03, time: 0.371, data_time: 0.001, memory: 7067, loss_cls: 2.1449, loss: 2.1449, grad_norm: 8.9048 2021-03-16 16:49:27,673 - mmaction - INFO - Epoch [39][1160/1345] lr: 1.000e-03, eta: 1:43:55, time: 0.363, data_time: 0.002, memory: 7067, loss_cls: 2.1617, loss: 2.1617, grad_norm: 8.9420 2021-03-16 16:49:34,926 - mmaction - INFO - Epoch [39][1180/1345] lr: 1.000e-03, eta: 1:43:46, time: 0.363, data_time: 0.002, memory: 7067, loss_cls: 2.3624, loss: 2.3624, grad_norm: 8.6795 2021-03-16 16:49:42,175 - mmaction - INFO - Epoch [39][1200/1345] lr: 1.000e-03, eta: 1:43:38, time: 0.363, data_time: 0.001, memory: 7067, loss_cls: 2.2227, loss: 2.2227, grad_norm: 9.3748 2021-03-16 16:49:49,356 - mmaction - INFO - Epoch [39][1220/1345] lr: 1.000e-03, eta: 1:43:29, time: 0.360, data_time: 0.001, memory: 7067, loss_cls: 2.4012, loss: 2.4012, grad_norm: 8.9266 2021-03-16 16:49:57,129 - mmaction - INFO - Epoch [39][1240/1345] lr: 1.000e-03, eta: 1:43:20, time: 0.388, data_time: 0.000, memory: 7067, loss_cls: 2.3111, loss: 2.3111, grad_norm: 8.9861 2021-03-16 16:50:04,613 - mmaction - INFO - Epoch [39][1260/1345] lr: 1.000e-03, eta: 1:43:12, time: 0.374, data_time: 0.001, memory: 7067, loss_cls: 2.2770, loss: 2.2770, grad_norm: 8.9243 2021-03-16 16:50:11,873 - mmaction - INFO - Epoch [39][1280/1345] lr: 1.000e-03, eta: 1:43:03, time: 0.363, data_time: 0.002, memory: 7067, loss_cls: 2.3044, loss: 2.3044, grad_norm: 8.8921 2021-03-16 16:50:19,437 - mmaction - INFO - Epoch [39][1300/1345] lr: 1.000e-03, eta: 1:42:55, time: 0.379, data_time: 0.001, memory: 7067, loss_cls: 2.2666, loss: 2.2666, grad_norm: 9.1617 2021-03-16 16:50:26,965 - mmaction - INFO - Epoch [39][1320/1345] lr: 1.000e-03, eta: 1:42:46, time: 0.375, data_time: 0.000, memory: 7067, loss_cls: 2.3427, loss: 2.3427, grad_norm: 9.3791 2021-03-16 16:50:36,683 - mmaction - INFO - Epoch [39][1340/1345] lr: 1.000e-03, eta: 1:42:38, time: 0.487, data_time: 0.002, memory: 7067, loss_cls: 2.2309, loss: 2.2309, grad_norm: 9.0073 2021-03-16 16:50:39,697 - mmaction - INFO - Saving checkpoint at 39 epochs 2021-03-16 16:51:01,235 - mmaction - INFO - Epoch [40][20/1345] lr: 1.000e-03, eta: 1:42:31, time: 1.060, data_time: 0.504, memory: 7067, loss_cls: 2.2489, loss: 2.2489, grad_norm: 8.8436 2021-03-16 16:51:12,357 - mmaction - INFO - Epoch [40][40/1345] lr: 1.000e-03, eta: 1:42:23, time: 0.556, data_time: 0.000, memory: 7067, loss_cls: 2.2250, loss: 2.2250, grad_norm: 9.0315 2021-03-16 16:51:23,240 - mmaction - INFO - Epoch [40][60/1345] lr: 1.000e-03, eta: 1:42:16, time: 0.544, data_time: 0.000, memory: 7067, loss_cls: 2.2354, loss: 2.2354, grad_norm: 8.6258 2021-03-16 16:51:34,108 - mmaction - INFO - Epoch [40][80/1345] lr: 1.000e-03, eta: 1:42:08, time: 0.543, data_time: 0.001, memory: 7067, loss_cls: 2.1664, loss: 2.1664, grad_norm: 9.0765 2021-03-16 16:51:45,331 - mmaction - INFO - Epoch [40][100/1345] lr: 1.000e-03, eta: 1:42:01, time: 0.561, data_time: 0.001, memory: 7067, loss_cls: 2.3223, loss: 2.3223, grad_norm: 9.3137 2021-03-16 16:51:56,068 - mmaction - INFO - Epoch [40][120/1345] lr: 1.000e-03, eta: 1:41:53, time: 0.537, data_time: 0.001, memory: 7067, loss_cls: 2.1882, loss: 2.1882, grad_norm: 8.8279 2021-03-16 16:52:07,247 - mmaction - INFO - Epoch [40][140/1345] lr: 1.000e-03, eta: 1:41:45, time: 0.559, data_time: 0.001, memory: 7067, loss_cls: 2.2811, loss: 2.2811, grad_norm: 9.1587 2021-03-16 16:52:18,054 - mmaction - INFO - Epoch [40][160/1345] lr: 1.000e-03, eta: 1:41:38, time: 0.540, data_time: 0.000, memory: 7067, loss_cls: 2.2687, loss: 2.2687, grad_norm: 9.2753 2021-03-16 16:52:28,986 - mmaction - INFO - Epoch [40][180/1345] lr: 1.000e-03, eta: 1:41:30, time: 0.547, data_time: 0.001, memory: 7067, loss_cls: 2.2450, loss: 2.2450, grad_norm: 9.5172 2021-03-16 16:52:40,015 - mmaction - INFO - Epoch [40][200/1345] lr: 1.000e-03, eta: 1:41:23, time: 0.551, data_time: 0.000, memory: 7067, loss_cls: 2.3396, loss: 2.3396, grad_norm: 9.2386 2021-03-16 16:52:50,996 - mmaction - INFO - Epoch [40][220/1345] lr: 1.000e-03, eta: 1:41:15, time: 0.548, data_time: 0.000, memory: 7067, loss_cls: 2.1448, loss: 2.1448, grad_norm: 9.7234 2021-03-16 16:53:01,935 - mmaction - INFO - Epoch [40][240/1345] lr: 1.000e-03, eta: 1:41:07, time: 0.547, data_time: 0.001, memory: 7067, loss_cls: 2.1105, loss: 2.1105, grad_norm: 9.2432 2021-03-16 16:53:12,928 - mmaction - INFO - Epoch [40][260/1345] lr: 1.000e-03, eta: 1:41:00, time: 0.549, data_time: 0.001, memory: 7067, loss_cls: 2.1895, loss: 2.1895, grad_norm: 8.9936 2021-03-16 16:53:23,914 - mmaction - INFO - Epoch [40][280/1345] lr: 1.000e-03, eta: 1:40:52, time: 0.550, data_time: 0.001, memory: 7067, loss_cls: 2.1305, loss: 2.1305, grad_norm: 9.0860 2021-03-16 16:53:35,019 - mmaction - INFO - Epoch [40][300/1345] lr: 1.000e-03, eta: 1:40:44, time: 0.555, data_time: 0.001, memory: 7067, loss_cls: 2.2970, loss: 2.2970, grad_norm: 8.7743 2021-03-16 16:53:45,774 - mmaction - INFO - Epoch [40][320/1345] lr: 1.000e-03, eta: 1:40:37, time: 0.538, data_time: 0.001, memory: 7067, loss_cls: 2.2624, loss: 2.2624, grad_norm: 8.7339 2021-03-16 16:53:56,707 - mmaction - INFO - Epoch [40][340/1345] lr: 1.000e-03, eta: 1:40:29, time: 0.547, data_time: 0.000, memory: 7067, loss_cls: 2.2618, loss: 2.2618, grad_norm: 9.3137 2021-03-16 16:54:07,740 - mmaction - INFO - Epoch [40][360/1345] lr: 1.000e-03, eta: 1:40:22, time: 0.552, data_time: 0.000, memory: 7067, loss_cls: 2.1146, loss: 2.1146, grad_norm: 9.5574 2021-03-16 16:54:18,798 - mmaction - INFO - Epoch [40][380/1345] lr: 1.000e-03, eta: 1:40:14, time: 0.553, data_time: 0.000, memory: 7067, loss_cls: 2.2457, loss: 2.2457, grad_norm: 9.5595 2021-03-16 16:54:30,045 - mmaction - INFO - Epoch [40][400/1345] lr: 1.000e-03, eta: 1:40:06, time: 0.562, data_time: 0.000, memory: 7067, loss_cls: 2.1711, loss: 2.1711, grad_norm: 8.9034 2021-03-16 16:54:40,998 - mmaction - INFO - Epoch [40][420/1345] lr: 1.000e-03, eta: 1:39:59, time: 0.548, data_time: 0.000, memory: 7067, loss_cls: 2.3122, loss: 2.3122, grad_norm: 8.9039 2021-03-16 16:54:51,770 - mmaction - INFO - Epoch [40][440/1345] lr: 1.000e-03, eta: 1:39:51, time: 0.538, data_time: 0.001, memory: 7067, loss_cls: 2.1822, loss: 2.1822, grad_norm: 9.0992 2021-03-16 16:55:02,653 - mmaction - INFO - Epoch [40][460/1345] lr: 1.000e-03, eta: 1:39:43, time: 0.545, data_time: 0.001, memory: 7067, loss_cls: 2.1918, loss: 2.1918, grad_norm: 8.9720 2021-03-16 16:55:13,658 - mmaction - INFO - Epoch [40][480/1345] lr: 1.000e-03, eta: 1:39:36, time: 0.550, data_time: 0.000, memory: 7067, loss_cls: 2.0931, loss: 2.0931, grad_norm: 9.4876 2021-03-16 16:55:24,616 - mmaction - INFO - Epoch [40][500/1345] lr: 1.000e-03, eta: 1:39:28, time: 0.548, data_time: 0.001, memory: 7067, loss_cls: 2.0299, loss: 2.0299, grad_norm: 9.6931 2021-03-16 16:55:35,933 - mmaction - INFO - Epoch [40][520/1345] lr: 1.000e-03, eta: 1:39:21, time: 0.566, data_time: 0.001, memory: 7067, loss_cls: 2.1346, loss: 2.1346, grad_norm: 9.1779 2021-03-16 16:55:46,798 - mmaction - INFO - Epoch [40][540/1345] lr: 1.000e-03, eta: 1:39:13, time: 0.543, data_time: 0.000, memory: 7067, loss_cls: 2.2287, loss: 2.2287, grad_norm: 9.2814 2021-03-16 16:55:57,396 - mmaction - INFO - Epoch [40][560/1345] lr: 1.000e-03, eta: 1:39:05, time: 0.530, data_time: 0.000, memory: 7067, loss_cls: 2.3958, loss: 2.3958, grad_norm: 8.8674 2021-03-16 16:56:08,291 - mmaction - INFO - Epoch [40][580/1345] lr: 1.000e-03, eta: 1:38:58, time: 0.544, data_time: 0.000, memory: 7067, loss_cls: 2.2199, loss: 2.2199, grad_norm: 9.2950 2021-03-16 16:56:18,813 - mmaction - INFO - Epoch [40][600/1345] lr: 1.000e-03, eta: 1:38:50, time: 0.526, data_time: 0.001, memory: 7067, loss_cls: 2.1821, loss: 2.1821, grad_norm: 8.9289 2021-03-16 16:56:27,276 - mmaction - INFO - Epoch [40][620/1345] lr: 1.000e-03, eta: 1:38:41, time: 0.424, data_time: 0.001, memory: 7067, loss_cls: 2.2003, loss: 2.2003, grad_norm: 9.2716 2021-03-16 16:56:35,700 - mmaction - INFO - Epoch [40][640/1345] lr: 1.000e-03, eta: 1:38:33, time: 0.421, data_time: 0.001, memory: 7067, loss_cls: 2.2288, loss: 2.2288, grad_norm: 9.2024 2021-03-16 16:56:44,493 - mmaction - INFO - Epoch [40][660/1345] lr: 1.000e-03, eta: 1:38:25, time: 0.439, data_time: 0.001, memory: 7067, loss_cls: 2.0993, loss: 2.0993, grad_norm: 9.0172 2021-03-16 16:56:53,221 - mmaction - INFO - Epoch [40][680/1345] lr: 1.000e-03, eta: 1:38:17, time: 0.437, data_time: 0.001, memory: 7067, loss_cls: 2.2261, loss: 2.2261, grad_norm: 9.1271 2021-03-16 16:57:02,031 - mmaction - INFO - Epoch [40][700/1345] lr: 1.000e-03, eta: 1:38:08, time: 0.440, data_time: 0.000, memory: 7067, loss_cls: 2.2166, loss: 2.2166, grad_norm: 9.1706 2021-03-16 16:57:10,724 - mmaction - INFO - Epoch [40][720/1345] lr: 1.000e-03, eta: 1:38:00, time: 0.435, data_time: 0.000, memory: 7067, loss_cls: 2.2742, loss: 2.2742, grad_norm: 9.1077 2021-03-16 16:57:19,502 - mmaction - INFO - Epoch [40][740/1345] lr: 1.000e-03, eta: 1:37:52, time: 0.439, data_time: 0.001, memory: 7067, loss_cls: 2.3069, loss: 2.3069, grad_norm: 9.0239 2021-03-16 16:57:28,205 - mmaction - INFO - Epoch [40][760/1345] lr: 1.000e-03, eta: 1:37:44, time: 0.434, data_time: 0.000, memory: 7067, loss_cls: 2.1606, loss: 2.1606, grad_norm: 9.1735 2021-03-16 16:57:36,792 - mmaction - INFO - Epoch [40][780/1345] lr: 1.000e-03, eta: 1:37:35, time: 0.430, data_time: 0.001, memory: 7067, loss_cls: 2.2463, loss: 2.2463, grad_norm: 8.8941 2021-03-16 16:57:45,480 - mmaction - INFO - Epoch [40][800/1345] lr: 1.000e-03, eta: 1:37:27, time: 0.435, data_time: 0.001, memory: 7067, loss_cls: 2.2488, loss: 2.2488, grad_norm: 9.2065 2021-03-16 16:57:54,228 - mmaction - INFO - Epoch [40][820/1345] lr: 1.000e-03, eta: 1:37:19, time: 0.437, data_time: 0.000, memory: 7067, loss_cls: 2.1917, loss: 2.1917, grad_norm: 9.1737 2021-03-16 16:58:02,798 - mmaction - INFO - Epoch [40][840/1345] lr: 1.000e-03, eta: 1:37:10, time: 0.429, data_time: 0.001, memory: 7067, loss_cls: 2.2833, loss: 2.2833, grad_norm: 9.3298 2021-03-16 16:58:11,481 - mmaction - INFO - Epoch [40][860/1345] lr: 1.000e-03, eta: 1:37:02, time: 0.434, data_time: 0.001, memory: 7067, loss_cls: 2.1697, loss: 2.1697, grad_norm: 9.5173 2021-03-16 16:58:20,256 - mmaction - INFO - Epoch [40][880/1345] lr: 1.000e-03, eta: 1:36:54, time: 0.438, data_time: 0.000, memory: 7067, loss_cls: 2.1113, loss: 2.1113, grad_norm: 9.2625 2021-03-16 16:58:29,030 - mmaction - INFO - Epoch [40][900/1345] lr: 1.000e-03, eta: 1:36:46, time: 0.440, data_time: 0.001, memory: 7067, loss_cls: 2.1380, loss: 2.1380, grad_norm: 9.0227 2021-03-16 16:58:37,645 - mmaction - INFO - Epoch [40][920/1345] lr: 1.000e-03, eta: 1:36:37, time: 0.431, data_time: 0.000, memory: 7067, loss_cls: 2.1328, loss: 2.1328, grad_norm: 8.9762 2021-03-16 16:58:46,342 - mmaction - INFO - Epoch [40][940/1345] lr: 1.000e-03, eta: 1:36:29, time: 0.434, data_time: 0.000, memory: 7067, loss_cls: 2.2376, loss: 2.2376, grad_norm: 9.1755 2021-03-16 16:58:55,006 - mmaction - INFO - Epoch [40][960/1345] lr: 1.000e-03, eta: 1:36:21, time: 0.434, data_time: 0.001, memory: 7067, loss_cls: 2.1524, loss: 2.1524, grad_norm: 9.2830 2021-03-16 16:59:03,840 - mmaction - INFO - Epoch [40][980/1345] lr: 1.000e-03, eta: 1:36:13, time: 0.441, data_time: 0.000, memory: 7067, loss_cls: 2.2062, loss: 2.2062, grad_norm: 9.2930 2021-03-16 16:59:12,394 - mmaction - INFO - Epoch [40][1000/1345] lr: 1.000e-03, eta: 1:36:04, time: 0.428, data_time: 0.001, memory: 7067, loss_cls: 2.2551, loss: 2.2551, grad_norm: 9.2141 2021-03-16 16:59:21,018 - mmaction - INFO - Epoch [40][1020/1345] lr: 1.000e-03, eta: 1:35:56, time: 0.432, data_time: 0.001, memory: 7067, loss_cls: 2.2672, loss: 2.2672, grad_norm: 8.9663 2021-03-16 16:59:29,780 - mmaction - INFO - Epoch [40][1040/1345] lr: 1.000e-03, eta: 1:35:48, time: 0.438, data_time: 0.001, memory: 7067, loss_cls: 2.3611, loss: 2.3611, grad_norm: 8.9241 2021-03-16 16:59:38,472 - mmaction - INFO - Epoch [40][1060/1345] lr: 1.000e-03, eta: 1:35:39, time: 0.435, data_time: 0.001, memory: 7067, loss_cls: 2.2491, loss: 2.2491, grad_norm: 9.1072 2021-03-16 16:59:47,283 - mmaction - INFO - Epoch [40][1080/1345] lr: 1.000e-03, eta: 1:35:31, time: 0.440, data_time: 0.000, memory: 7067, loss_cls: 2.2636, loss: 2.2636, grad_norm: 9.2377 2021-03-16 16:59:56,052 - mmaction - INFO - Epoch [40][1100/1345] lr: 1.000e-03, eta: 1:35:23, time: 0.437, data_time: 0.000, memory: 7067, loss_cls: 2.2905, loss: 2.2905, grad_norm: 8.9625 2021-03-16 17:00:04,844 - mmaction - INFO - Epoch [40][1120/1345] lr: 1.000e-03, eta: 1:35:15, time: 0.440, data_time: 0.002, memory: 7067, loss_cls: 2.2676, loss: 2.2676, grad_norm: 9.0168 2021-03-16 17:00:12,905 - mmaction - INFO - Epoch [40][1140/1345] lr: 1.000e-03, eta: 1:35:06, time: 0.403, data_time: 0.001, memory: 7067, loss_cls: 2.2057, loss: 2.2057, grad_norm: 9.4993 2021-03-16 17:00:20,239 - mmaction - INFO - Epoch [40][1160/1345] lr: 1.000e-03, eta: 1:34:58, time: 0.367, data_time: 0.000, memory: 7067, loss_cls: 2.2527, loss: 2.2527, grad_norm: 8.8506 2021-03-16 17:00:27,658 - mmaction - INFO - Epoch [40][1180/1345] lr: 1.000e-03, eta: 1:34:49, time: 0.370, data_time: 0.000, memory: 7067, loss_cls: 2.2783, loss: 2.2783, grad_norm: 9.1017 2021-03-16 17:00:34,865 - mmaction - INFO - Epoch [40][1200/1345] lr: 1.000e-03, eta: 1:34:40, time: 0.360, data_time: 0.001, memory: 7067, loss_cls: 2.1820, loss: 2.1820, grad_norm: 9.6328 2021-03-16 17:00:42,296 - mmaction - INFO - Epoch [40][1220/1345] lr: 1.000e-03, eta: 1:34:32, time: 0.372, data_time: 0.001, memory: 7067, loss_cls: 2.3130, loss: 2.3130, grad_norm: 9.1573 2021-03-16 17:00:49,467 - mmaction - INFO - Epoch [40][1240/1345] lr: 1.000e-03, eta: 1:34:23, time: 0.358, data_time: 0.001, memory: 7067, loss_cls: 2.1587, loss: 2.1587, grad_norm: 8.9274 2021-03-16 17:00:56,763 - mmaction - INFO - Epoch [40][1260/1345] lr: 1.000e-03, eta: 1:34:15, time: 0.365, data_time: 0.001, memory: 7067, loss_cls: 2.2134, loss: 2.2134, grad_norm: 9.1918 2021-03-16 17:01:04,004 - mmaction - INFO - Epoch [40][1280/1345] lr: 1.000e-03, eta: 1:34:06, time: 0.363, data_time: 0.001, memory: 7067, loss_cls: 2.1834, loss: 2.1834, grad_norm: 9.1458 2021-03-16 17:01:11,104 - mmaction - INFO - Epoch [40][1300/1345] lr: 1.000e-03, eta: 1:33:57, time: 0.355, data_time: 0.001, memory: 7067, loss_cls: 2.1543, loss: 2.1543, grad_norm: 8.9441 2021-03-16 17:01:18,586 - mmaction - INFO - Epoch [40][1320/1345] lr: 1.000e-03, eta: 1:33:49, time: 0.370, data_time: 0.000, memory: 7067, loss_cls: 2.2924, loss: 2.2924, grad_norm: 9.3731 2021-03-16 17:01:25,804 - mmaction - INFO - Epoch [40][1340/1345] lr: 1.000e-03, eta: 1:33:40, time: 0.365, data_time: 0.004, memory: 7067, loss_cls: 2.3024, loss: 2.3024, grad_norm: 9.2884 2021-03-16 17:01:27,683 - mmaction - INFO - Saving checkpoint at 40 epochs 2021-03-16 17:02:30,141 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-16 17:02:30,278 - mmaction - INFO - top1_acc 0.4374 top5_acc 0.7371 2021-03-16 17:02:30,278 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-16 17:02:30,287 - mmaction - INFO - mean_acc 0.3995 2021-03-16 17:02:30,288 - mmaction - INFO - Epoch(val) [40][1345] top1_acc: 0.4374, top5_acc: 0.7371, mean_class_accuracy: 0.3995 2021-03-16 17:02:47,961 - mmaction - INFO - Epoch [41][20/1345] lr: 1.000e-04, eta: 1:33:31, time: 0.883, data_time: 0.462, memory: 7067, loss_cls: 2.0780, loss: 2.0780, grad_norm: 8.5646 2021-03-16 17:02:55,275 - mmaction - INFO - Epoch [41][40/1345] lr: 1.000e-04, eta: 1:33:23, time: 0.365, data_time: 0.001, memory: 7067, loss_cls: 2.2113, loss: 2.2113, grad_norm: 8.8463 2021-03-16 17:03:02,630 - mmaction - INFO - Epoch [41][60/1345] lr: 1.000e-04, eta: 1:33:14, time: 0.369, data_time: 0.002, memory: 7067, loss_cls: 2.1523, loss: 2.1523, grad_norm: 9.0950 2021-03-16 17:03:09,973 - mmaction - INFO - Epoch [41][80/1345] lr: 1.000e-04, eta: 1:33:06, time: 0.367, data_time: 0.000, memory: 7067, loss_cls: 2.0667, loss: 2.0667, grad_norm: 8.9753 2021-03-16 17:03:17,416 - mmaction - INFO - Epoch [41][100/1345] lr: 1.000e-04, eta: 1:32:57, time: 0.372, data_time: 0.000, memory: 7067, loss_cls: 2.0805, loss: 2.0805, grad_norm: 9.0867 2021-03-16 17:03:24,746 - mmaction - INFO - Epoch [41][120/1345] lr: 1.000e-04, eta: 1:32:48, time: 0.367, data_time: 0.003, memory: 7067, loss_cls: 2.3217, loss: 2.3217, grad_norm: 8.8628 2021-03-16 17:03:31,907 - mmaction - INFO - Epoch [41][140/1345] lr: 1.000e-04, eta: 1:32:40, time: 0.358, data_time: 0.001, memory: 7067, loss_cls: 2.2310, loss: 2.2310, grad_norm: 8.8683 2021-03-16 17:03:39,194 - mmaction - INFO - Epoch [41][160/1345] lr: 1.000e-04, eta: 1:32:31, time: 0.365, data_time: 0.001, memory: 7067, loss_cls: 2.0539, loss: 2.0539, grad_norm: 9.3255 2021-03-16 17:03:46,532 - mmaction - INFO - Epoch [41][180/1345] lr: 1.000e-04, eta: 1:32:22, time: 0.365, data_time: 0.000, memory: 7067, loss_cls: 2.1247, loss: 2.1247, grad_norm: 9.0554 2021-03-16 17:03:53,697 - mmaction - INFO - Epoch [41][200/1345] lr: 1.000e-04, eta: 1:32:14, time: 0.360, data_time: 0.003, memory: 7067, loss_cls: 2.1437, loss: 2.1437, grad_norm: 8.8605 2021-03-16 17:04:01,212 - mmaction - INFO - Epoch [41][220/1345] lr: 1.000e-04, eta: 1:32:05, time: 0.375, data_time: 0.001, memory: 7067, loss_cls: 2.2883, loss: 2.2883, grad_norm: 9.1002 2021-03-16 17:04:08,667 - mmaction - INFO - Epoch [41][240/1345] lr: 1.000e-04, eta: 1:31:57, time: 0.374, data_time: 0.002, memory: 7067, loss_cls: 2.1666, loss: 2.1666, grad_norm: 8.9936 2021-03-16 17:04:15,840 - mmaction - INFO - Epoch [41][260/1345] lr: 1.000e-04, eta: 1:31:48, time: 0.359, data_time: 0.001, memory: 7067, loss_cls: 2.2233, loss: 2.2233, grad_norm: 9.1759 2021-03-16 17:04:23,376 - mmaction - INFO - Epoch [41][280/1345] lr: 1.000e-04, eta: 1:31:40, time: 0.375, data_time: 0.001, memory: 7067, loss_cls: 2.1313, loss: 2.1313, grad_norm: 8.8959 2021-03-16 17:04:30,867 - mmaction - INFO - Epoch [41][300/1345] lr: 1.000e-04, eta: 1:31:31, time: 0.375, data_time: 0.002, memory: 7067, loss_cls: 2.1539, loss: 2.1539, grad_norm: 9.4714 2021-03-16 17:04:38,208 - mmaction - INFO - Epoch [41][320/1345] lr: 1.000e-04, eta: 1:31:22, time: 0.368, data_time: 0.001, memory: 7067, loss_cls: 2.0758, loss: 2.0758, grad_norm: 8.8028 2021-03-16 17:04:45,388 - mmaction - INFO - Epoch [41][340/1345] lr: 1.000e-04, eta: 1:31:14, time: 0.358, data_time: 0.000, memory: 7067, loss_cls: 2.2751, loss: 2.2751, grad_norm: 8.9353 2021-03-16 17:04:52,805 - mmaction - INFO - Epoch [41][360/1345] lr: 1.000e-04, eta: 1:31:05, time: 0.371, data_time: 0.001, memory: 7067, loss_cls: 2.3305, loss: 2.3305, grad_norm: 9.0391 2021-03-16 17:05:00,074 - mmaction - INFO - Epoch [41][380/1345] lr: 1.000e-04, eta: 1:30:57, time: 0.364, data_time: 0.001, memory: 7067, loss_cls: 2.1413, loss: 2.1413, grad_norm: 9.3036 2021-03-16 17:05:07,369 - mmaction - INFO - Epoch [41][400/1345] lr: 1.000e-04, eta: 1:30:48, time: 0.364, data_time: 0.001, memory: 7067, loss_cls: 2.1605, loss: 2.1605, grad_norm: 8.9389 2021-03-16 17:05:14,655 - mmaction - INFO - Epoch [41][420/1345] lr: 1.000e-04, eta: 1:30:39, time: 0.365, data_time: 0.002, memory: 7067, loss_cls: 2.2731, loss: 2.2731, grad_norm: 8.8973 2021-03-16 17:05:22,110 - mmaction - INFO - Epoch [41][440/1345] lr: 1.000e-04, eta: 1:30:31, time: 0.374, data_time: 0.001, memory: 7067, loss_cls: 2.1924, loss: 2.1924, grad_norm: 9.1594 2021-03-16 17:05:29,330 - mmaction - INFO - Epoch [41][460/1345] lr: 1.000e-04, eta: 1:30:22, time: 0.360, data_time: 0.000, memory: 7067, loss_cls: 2.1819, loss: 2.1819, grad_norm: 9.0344 2021-03-16 17:05:36,671 - mmaction - INFO - Epoch [41][480/1345] lr: 1.000e-04, eta: 1:30:14, time: 0.368, data_time: 0.002, memory: 7067, loss_cls: 2.2165, loss: 2.2165, grad_norm: 8.8505 2021-03-16 17:05:43,802 - mmaction - INFO - Epoch [41][500/1345] lr: 1.000e-04, eta: 1:30:05, time: 0.355, data_time: 0.001, memory: 7067, loss_cls: 2.1038, loss: 2.1038, grad_norm: 9.0631 2021-03-16 17:05:51,394 - mmaction - INFO - Epoch [41][520/1345] lr: 1.000e-04, eta: 1:29:56, time: 0.381, data_time: 0.002, memory: 7067, loss_cls: 2.0434, loss: 2.0434, grad_norm: 8.7869 2021-03-16 17:05:58,753 - mmaction - INFO - Epoch [41][540/1345] lr: 1.000e-04, eta: 1:29:48, time: 0.367, data_time: 0.001, memory: 7067, loss_cls: 2.2185, loss: 2.2185, grad_norm: 9.2442 2021-03-16 17:06:06,198 - mmaction - INFO - Epoch [41][560/1345] lr: 1.000e-04, eta: 1:29:39, time: 0.372, data_time: 0.001, memory: 7067, loss_cls: 2.1998, loss: 2.1998, grad_norm: 9.0114 2021-03-16 17:06:13,331 - mmaction - INFO - Epoch [41][580/1345] lr: 1.000e-04, eta: 1:29:31, time: 0.358, data_time: 0.002, memory: 7067, loss_cls: 2.1548, loss: 2.1548, grad_norm: 8.8187 2021-03-16 17:06:20,928 - mmaction - INFO - Epoch [41][600/1345] lr: 1.000e-04, eta: 1:29:22, time: 0.379, data_time: 0.001, memory: 7067, loss_cls: 2.1218, loss: 2.1218, grad_norm: 9.0489 2021-03-16 17:06:28,146 - mmaction - INFO - Epoch [41][620/1345] lr: 1.000e-04, eta: 1:29:13, time: 0.359, data_time: 0.001, memory: 7067, loss_cls: 2.1078, loss: 2.1078, grad_norm: 9.1277 2021-03-16 17:06:35,613 - mmaction - INFO - Epoch [41][640/1345] lr: 1.000e-04, eta: 1:29:05, time: 0.376, data_time: 0.003, memory: 7067, loss_cls: 2.1678, loss: 2.1678, grad_norm: 9.2593 2021-03-16 17:06:42,879 - mmaction - INFO - Epoch [41][660/1345] lr: 1.000e-04, eta: 1:28:56, time: 0.362, data_time: 0.000, memory: 7067, loss_cls: 2.2080, loss: 2.2080, grad_norm: 9.0109 2021-03-16 17:06:50,290 - mmaction - INFO - Epoch [41][680/1345] lr: 1.000e-04, eta: 1:28:48, time: 0.370, data_time: 0.002, memory: 7067, loss_cls: 2.2422, loss: 2.2422, grad_norm: 8.5297 2021-03-16 17:06:57,767 - mmaction - INFO - Epoch [41][700/1345] lr: 1.000e-04, eta: 1:28:39, time: 0.376, data_time: 0.002, memory: 7067, loss_cls: 2.1738, loss: 2.1738, grad_norm: 8.9514 2021-03-16 17:07:05,079 - mmaction - INFO - Epoch [41][720/1345] lr: 1.000e-04, eta: 1:28:31, time: 0.365, data_time: 0.000, memory: 7067, loss_cls: 2.1860, loss: 2.1860, grad_norm: 8.9079 2021-03-16 17:07:12,326 - mmaction - INFO - Epoch [41][740/1345] lr: 1.000e-04, eta: 1:28:22, time: 0.363, data_time: 0.001, memory: 7067, loss_cls: 2.0961, loss: 2.0961, grad_norm: 9.1757 2021-03-16 17:07:19,692 - mmaction - INFO - Epoch [41][760/1345] lr: 1.000e-04, eta: 1:28:13, time: 0.368, data_time: 0.001, memory: 7067, loss_cls: 2.1497, loss: 2.1497, grad_norm: 9.1767 2021-03-16 17:07:26,990 - mmaction - INFO - Epoch [41][780/1345] lr: 1.000e-04, eta: 1:28:05, time: 0.365, data_time: 0.001, memory: 7067, loss_cls: 2.1847, loss: 2.1847, grad_norm: 9.4868 2021-03-16 17:07:34,553 - mmaction - INFO - Epoch [41][800/1345] lr: 1.000e-04, eta: 1:27:56, time: 0.378, data_time: 0.000, memory: 7067, loss_cls: 2.1369, loss: 2.1369, grad_norm: 9.4356 2021-03-16 17:07:41,991 - mmaction - INFO - Epoch [41][820/1345] lr: 1.000e-04, eta: 1:27:48, time: 0.371, data_time: 0.001, memory: 7067, loss_cls: 2.1734, loss: 2.1734, grad_norm: 8.8676 2021-03-16 17:07:49,469 - mmaction - INFO - Epoch [41][840/1345] lr: 1.000e-04, eta: 1:27:39, time: 0.374, data_time: 0.002, memory: 7067, loss_cls: 2.1595, loss: 2.1595, grad_norm: 9.2890 2021-03-16 17:07:57,023 - mmaction - INFO - Epoch [41][860/1345] lr: 1.000e-04, eta: 1:27:31, time: 0.379, data_time: 0.002, memory: 7067, loss_cls: 2.1711, loss: 2.1711, grad_norm: 8.9033 2021-03-16 17:08:04,384 - mmaction - INFO - Epoch [41][880/1345] lr: 1.000e-04, eta: 1:27:22, time: 0.368, data_time: 0.001, memory: 7067, loss_cls: 2.1343, loss: 2.1343, grad_norm: 9.4158 2021-03-16 17:08:11,592 - mmaction - INFO - Epoch [41][900/1345] lr: 1.000e-04, eta: 1:27:14, time: 0.359, data_time: 0.001, memory: 7067, loss_cls: 2.1799, loss: 2.1799, grad_norm: 9.2032 2021-03-16 17:08:18,896 - mmaction - INFO - Epoch [41][920/1345] lr: 1.000e-04, eta: 1:27:05, time: 0.365, data_time: 0.002, memory: 7067, loss_cls: 2.1770, loss: 2.1770, grad_norm: 9.0889 2021-03-16 17:08:26,210 - mmaction - INFO - Epoch [41][940/1345] lr: 1.000e-04, eta: 1:26:56, time: 0.366, data_time: 0.001, memory: 7067, loss_cls: 2.1211, loss: 2.1211, grad_norm: 8.9718 2021-03-16 17:08:33,598 - mmaction - INFO - Epoch [41][960/1345] lr: 1.000e-04, eta: 1:26:48, time: 0.368, data_time: 0.001, memory: 7067, loss_cls: 2.1312, loss: 2.1312, grad_norm: 8.9115 2021-03-16 17:08:40,957 - mmaction - INFO - Epoch [41][980/1345] lr: 1.000e-04, eta: 1:26:39, time: 0.369, data_time: 0.002, memory: 7067, loss_cls: 2.0683, loss: 2.0683, grad_norm: 9.0564 2021-03-16 17:08:48,173 - mmaction - INFO - Epoch [41][1000/1345] lr: 1.000e-04, eta: 1:26:31, time: 0.360, data_time: 0.000, memory: 7067, loss_cls: 2.1788, loss: 2.1788, grad_norm: 8.8733 2021-03-16 17:08:55,458 - mmaction - INFO - Epoch [41][1020/1345] lr: 1.000e-04, eta: 1:26:22, time: 0.365, data_time: 0.001, memory: 7067, loss_cls: 2.1701, loss: 2.1701, grad_norm: 9.3034 2021-03-16 17:09:02,799 - mmaction - INFO - Epoch [41][1040/1345] lr: 1.000e-04, eta: 1:26:14, time: 0.367, data_time: 0.001, memory: 7067, loss_cls: 2.1638, loss: 2.1638, grad_norm: 9.4999 2021-03-16 17:09:10,180 - mmaction - INFO - Epoch [41][1060/1345] lr: 1.000e-04, eta: 1:26:05, time: 0.370, data_time: 0.001, memory: 7067, loss_cls: 2.1240, loss: 2.1240, grad_norm: 9.0244 2021-03-16 17:09:17,761 - mmaction - INFO - Epoch [41][1080/1345] lr: 1.000e-04, eta: 1:25:56, time: 0.378, data_time: 0.000, memory: 7067, loss_cls: 2.1141, loss: 2.1141, grad_norm: 9.0092 2021-03-16 17:09:25,038 - mmaction - INFO - Epoch [41][1100/1345] lr: 1.000e-04, eta: 1:25:48, time: 0.363, data_time: 0.001, memory: 7067, loss_cls: 2.0787, loss: 2.0787, grad_norm: 9.1301 2021-03-16 17:09:32,637 - mmaction - INFO - Epoch [41][1120/1345] lr: 1.000e-04, eta: 1:25:39, time: 0.380, data_time: 0.002, memory: 7067, loss_cls: 2.2639, loss: 2.2639, grad_norm: 9.1924 2021-03-16 17:09:39,849 - mmaction - INFO - Epoch [41][1140/1345] lr: 1.000e-04, eta: 1:25:31, time: 0.361, data_time: 0.002, memory: 7067, loss_cls: 2.2072, loss: 2.2072, grad_norm: 8.9594 2021-03-16 17:09:47,462 - mmaction - INFO - Epoch [41][1160/1345] lr: 1.000e-04, eta: 1:25:22, time: 0.380, data_time: 0.001, memory: 7067, loss_cls: 2.2434, loss: 2.2434, grad_norm: 8.8785 2021-03-16 17:09:55,965 - mmaction - INFO - Epoch [41][1180/1345] lr: 1.000e-04, eta: 1:25:14, time: 0.426, data_time: 0.001, memory: 7067, loss_cls: 2.1744, loss: 2.1744, grad_norm: 9.1081 2021-03-16 17:10:04,303 - mmaction - INFO - Epoch [41][1200/1345] lr: 1.000e-04, eta: 1:25:06, time: 0.417, data_time: 0.001, memory: 7067, loss_cls: 2.0754, loss: 2.0754, grad_norm: 9.2693 2021-03-16 17:10:12,590 - mmaction - INFO - Epoch [41][1220/1345] lr: 1.000e-04, eta: 1:24:57, time: 0.415, data_time: 0.001, memory: 7067, loss_cls: 2.1174, loss: 2.1174, grad_norm: 9.2901 2021-03-16 17:10:20,952 - mmaction - INFO - Epoch [41][1240/1345] lr: 1.000e-04, eta: 1:24:49, time: 0.418, data_time: 0.000, memory: 7067, loss_cls: 2.1130, loss: 2.1130, grad_norm: 9.0854 2021-03-16 17:10:29,296 - mmaction - INFO - Epoch [41][1260/1345] lr: 1.000e-04, eta: 1:24:41, time: 0.417, data_time: 0.001, memory: 7067, loss_cls: 2.1030, loss: 2.1030, grad_norm: 9.2229 2021-03-16 17:10:37,737 - mmaction - INFO - Epoch [41][1280/1345] lr: 1.000e-04, eta: 1:24:32, time: 0.422, data_time: 0.001, memory: 7067, loss_cls: 2.1507, loss: 2.1507, grad_norm: 9.1008 2021-03-16 17:10:46,041 - mmaction - INFO - Epoch [41][1300/1345] lr: 1.000e-04, eta: 1:24:24, time: 0.415, data_time: 0.000, memory: 7067, loss_cls: 2.1454, loss: 2.1454, grad_norm: 9.3674 2021-03-16 17:10:54,348 - mmaction - INFO - Epoch [41][1320/1345] lr: 1.000e-04, eta: 1:24:16, time: 0.416, data_time: 0.001, memory: 7067, loss_cls: 2.0888, loss: 2.0888, grad_norm: 9.2982 2021-03-16 17:11:02,575 - mmaction - INFO - Epoch [41][1340/1345] lr: 1.000e-04, eta: 1:24:07, time: 0.412, data_time: 0.001, memory: 7067, loss_cls: 2.1915, loss: 2.1915, grad_norm: 9.2272 2021-03-16 17:11:04,938 - mmaction - INFO - Saving checkpoint at 41 epochs 2021-03-16 17:11:23,798 - mmaction - INFO - Epoch [42][20/1345] lr: 1.000e-04, eta: 1:23:59, time: 0.925, data_time: 0.448, memory: 7067, loss_cls: 2.1773, loss: 2.1773, grad_norm: 9.1282 2021-03-16 17:11:32,152 - mmaction - INFO - Epoch [42][40/1345] lr: 1.000e-04, eta: 1:23:50, time: 0.418, data_time: 0.000, memory: 7067, loss_cls: 2.1638, loss: 2.1638, grad_norm: 9.1782 2021-03-16 17:11:40,544 - mmaction - INFO - Epoch [42][60/1345] lr: 1.000e-04, eta: 1:23:42, time: 0.419, data_time: 0.000, memory: 7067, loss_cls: 2.0186, loss: 2.0186, grad_norm: 9.2201 2021-03-16 17:11:49,032 - mmaction - INFO - Epoch [42][80/1345] lr: 1.000e-04, eta: 1:23:34, time: 0.425, data_time: 0.001, memory: 7067, loss_cls: 2.1321, loss: 2.1321, grad_norm: 9.0180 2021-03-16 17:11:57,417 - mmaction - INFO - Epoch [42][100/1345] lr: 1.000e-04, eta: 1:23:25, time: 0.419, data_time: 0.000, memory: 7067, loss_cls: 2.1282, loss: 2.1282, grad_norm: 9.3716 2021-03-16 17:12:05,756 - mmaction - INFO - Epoch [42][120/1345] lr: 1.000e-04, eta: 1:23:17, time: 0.417, data_time: 0.001, memory: 7067, loss_cls: 2.0428, loss: 2.0428, grad_norm: 9.0990 2021-03-16 17:12:14,080 - mmaction - INFO - Epoch [42][140/1345] lr: 1.000e-04, eta: 1:23:09, time: 0.416, data_time: 0.001, memory: 7067, loss_cls: 2.1688, loss: 2.1688, grad_norm: 9.6655 2021-03-16 17:12:22,457 - mmaction - INFO - Epoch [42][160/1345] lr: 1.000e-04, eta: 1:23:00, time: 0.419, data_time: 0.001, memory: 7067, loss_cls: 2.1874, loss: 2.1874, grad_norm: 9.3589 2021-03-16 17:12:30,771 - mmaction - INFO - Epoch [42][180/1345] lr: 1.000e-04, eta: 1:22:52, time: 0.416, data_time: 0.000, memory: 7067, loss_cls: 2.1387, loss: 2.1387, grad_norm: 9.0748 2021-03-16 17:12:39,079 - mmaction - INFO - Epoch [42][200/1345] lr: 1.000e-04, eta: 1:22:44, time: 0.415, data_time: 0.000, memory: 7067, loss_cls: 2.2181, loss: 2.2181, grad_norm: 9.3866 2021-03-16 17:12:47,459 - mmaction - INFO - Epoch [42][220/1345] lr: 1.000e-04, eta: 1:22:35, time: 0.418, data_time: 0.000, memory: 7067, loss_cls: 2.1756, loss: 2.1756, grad_norm: 9.0662 2021-03-16 17:12:55,786 - mmaction - INFO - Epoch [42][240/1345] lr: 1.000e-04, eta: 1:22:27, time: 0.417, data_time: 0.001, memory: 7067, loss_cls: 2.1055, loss: 2.1055, grad_norm: 9.2849 2021-03-16 17:13:04,176 - mmaction - INFO - Epoch [42][260/1345] lr: 1.000e-04, eta: 1:22:19, time: 0.420, data_time: 0.001, memory: 7067, loss_cls: 2.1954, loss: 2.1954, grad_norm: 9.1796 2021-03-16 17:13:12,511 - mmaction - INFO - Epoch [42][280/1345] lr: 1.000e-04, eta: 1:22:10, time: 0.417, data_time: 0.001, memory: 7067, loss_cls: 2.2681, loss: 2.2681, grad_norm: 8.7716 2021-03-16 17:13:20,744 - mmaction - INFO - Epoch [42][300/1345] lr: 1.000e-04, eta: 1:22:02, time: 0.411, data_time: 0.001, memory: 7067, loss_cls: 2.1759, loss: 2.1759, grad_norm: 9.0603 2021-03-16 17:13:29,037 - mmaction - INFO - Epoch [42][320/1345] lr: 1.000e-04, eta: 1:21:54, time: 0.415, data_time: 0.001, memory: 7067, loss_cls: 2.0459, loss: 2.0459, grad_norm: 9.2905 2021-03-16 17:13:37,365 - mmaction - INFO - Epoch [42][340/1345] lr: 1.000e-04, eta: 1:21:45, time: 0.417, data_time: 0.001, memory: 7067, loss_cls: 2.2196, loss: 2.2196, grad_norm: 9.2086 2021-03-16 17:13:45,658 - mmaction - INFO - Epoch [42][360/1345] lr: 1.000e-04, eta: 1:21:37, time: 0.414, data_time: 0.000, memory: 7067, loss_cls: 2.1085, loss: 2.1085, grad_norm: 9.0359 2021-03-16 17:13:53,994 - mmaction - INFO - Epoch [42][380/1345] lr: 1.000e-04, eta: 1:21:29, time: 0.417, data_time: 0.001, memory: 7067, loss_cls: 2.1748, loss: 2.1748, grad_norm: 9.3823 2021-03-16 17:14:02,374 - mmaction - INFO - Epoch [42][400/1345] lr: 1.000e-04, eta: 1:21:20, time: 0.419, data_time: 0.001, memory: 7067, loss_cls: 2.0764, loss: 2.0764, grad_norm: 9.1205 2021-03-16 17:14:10,713 - mmaction - INFO - Epoch [42][420/1345] lr: 1.000e-04, eta: 1:21:12, time: 0.417, data_time: 0.001, memory: 7067, loss_cls: 2.1281, loss: 2.1281, grad_norm: 9.3082 2021-03-16 17:14:19,047 - mmaction - INFO - Epoch [42][440/1345] lr: 1.000e-04, eta: 1:21:04, time: 0.417, data_time: 0.001, memory: 7067, loss_cls: 2.1267, loss: 2.1267, grad_norm: 9.1760 2021-03-16 17:14:27,283 - mmaction - INFO - Epoch [42][460/1345] lr: 1.000e-04, eta: 1:20:55, time: 0.411, data_time: 0.000, memory: 7067, loss_cls: 2.0948, loss: 2.0948, grad_norm: 9.3777 2021-03-16 17:14:35,747 - mmaction - INFO - Epoch [42][480/1345] lr: 1.000e-04, eta: 1:20:47, time: 0.423, data_time: 0.001, memory: 7067, loss_cls: 1.9993, loss: 1.9993, grad_norm: 9.1657 2021-03-16 17:14:43,999 - mmaction - INFO - Epoch [42][500/1345] lr: 1.000e-04, eta: 1:20:39, time: 0.413, data_time: 0.001, memory: 7067, loss_cls: 2.1504, loss: 2.1504, grad_norm: 9.1672 2021-03-16 17:14:52,368 - mmaction - INFO - Epoch [42][520/1345] lr: 1.000e-04, eta: 1:20:30, time: 0.418, data_time: 0.001, memory: 7067, loss_cls: 2.2190, loss: 2.2190, grad_norm: 8.8637 2021-03-16 17:15:00,733 - mmaction - INFO - Epoch [42][540/1345] lr: 1.000e-04, eta: 1:20:22, time: 0.419, data_time: 0.001, memory: 7067, loss_cls: 2.1893, loss: 2.1893, grad_norm: 9.5152 2021-03-16 17:15:08,982 - mmaction - INFO - Epoch [42][560/1345] lr: 1.000e-04, eta: 1:20:13, time: 0.412, data_time: 0.001, memory: 7067, loss_cls: 2.1949, loss: 2.1949, grad_norm: 9.2757 2021-03-16 17:15:17,334 - mmaction - INFO - Epoch [42][580/1345] lr: 1.000e-04, eta: 1:20:05, time: 0.418, data_time: 0.001, memory: 7067, loss_cls: 2.0102, loss: 2.0102, grad_norm: 9.3511 2021-03-16 17:15:25,728 - mmaction - INFO - Epoch [42][600/1345] lr: 1.000e-04, eta: 1:19:57, time: 0.420, data_time: 0.001, memory: 7067, loss_cls: 2.2050, loss: 2.2050, grad_norm: 9.4547 2021-03-16 17:15:34,009 - mmaction - INFO - Epoch [42][620/1345] lr: 1.000e-04, eta: 1:19:48, time: 0.414, data_time: 0.001, memory: 7067, loss_cls: 2.1001, loss: 2.1001, grad_norm: 9.3225 2021-03-16 17:15:42,379 - mmaction - INFO - Epoch [42][640/1345] lr: 1.000e-04, eta: 1:19:40, time: 0.419, data_time: 0.001, memory: 7067, loss_cls: 2.2063, loss: 2.2063, grad_norm: 9.2739 2021-03-16 17:15:50,752 - mmaction - INFO - Epoch [42][660/1345] lr: 1.000e-04, eta: 1:19:32, time: 0.418, data_time: 0.001, memory: 7067, loss_cls: 2.0441, loss: 2.0441, grad_norm: 8.8942 2021-03-16 17:15:59,035 - mmaction - INFO - Epoch [42][680/1345] lr: 1.000e-04, eta: 1:19:23, time: 0.414, data_time: 0.001, memory: 7067, loss_cls: 2.1127, loss: 2.1127, grad_norm: 9.0613 2021-03-16 17:16:07,350 - mmaction - INFO - Epoch [42][700/1345] lr: 1.000e-04, eta: 1:19:15, time: 0.416, data_time: 0.001, memory: 7067, loss_cls: 2.1504, loss: 2.1504, grad_norm: 8.9502 2021-03-16 17:16:15,663 - mmaction - INFO - Epoch [42][720/1345] lr: 1.000e-04, eta: 1:19:07, time: 0.415, data_time: 0.000, memory: 7067, loss_cls: 2.0886, loss: 2.0886, grad_norm: 9.1479 2021-03-16 17:16:24,064 - mmaction - INFO - Epoch [42][740/1345] lr: 1.000e-04, eta: 1:18:58, time: 0.420, data_time: 0.001, memory: 7067, loss_cls: 2.0560, loss: 2.0560, grad_norm: 9.0110 2021-03-16 17:16:32,369 - mmaction - INFO - Epoch [42][760/1345] lr: 1.000e-04, eta: 1:18:50, time: 0.415, data_time: 0.001, memory: 7067, loss_cls: 2.1780, loss: 2.1780, grad_norm: 8.8816 2021-03-16 17:16:40,737 - mmaction - INFO - Epoch [42][780/1345] lr: 1.000e-04, eta: 1:18:42, time: 0.419, data_time: 0.001, memory: 7067, loss_cls: 2.1220, loss: 2.1220, grad_norm: 9.4962 2021-03-16 17:16:49,042 - mmaction - INFO - Epoch [42][800/1345] lr: 1.000e-04, eta: 1:18:33, time: 0.414, data_time: 0.001, memory: 7067, loss_cls: 2.1100, loss: 2.1100, grad_norm: 9.4055 2021-03-16 17:16:57,355 - mmaction - INFO - Epoch [42][820/1345] lr: 1.000e-04, eta: 1:18:25, time: 0.416, data_time: 0.001, memory: 7067, loss_cls: 2.1500, loss: 2.1500, grad_norm: 9.3293 2021-03-16 17:17:05,653 - mmaction - INFO - Epoch [42][840/1345] lr: 1.000e-04, eta: 1:18:17, time: 0.415, data_time: 0.001, memory: 7067, loss_cls: 2.1535, loss: 2.1535, grad_norm: 9.2521 2021-03-16 17:17:13,982 - mmaction - INFO - Epoch [42][860/1345] lr: 1.000e-04, eta: 1:18:08, time: 0.415, data_time: 0.000, memory: 7067, loss_cls: 2.0705, loss: 2.0705, grad_norm: 9.0223 2021-03-16 17:17:22,314 - mmaction - INFO - Epoch [42][880/1345] lr: 1.000e-04, eta: 1:18:00, time: 0.417, data_time: 0.002, memory: 7067, loss_cls: 2.2091, loss: 2.2091, grad_norm: 9.0726 2021-03-16 17:17:30,656 - mmaction - INFO - Epoch [42][900/1345] lr: 1.000e-04, eta: 1:17:52, time: 0.417, data_time: 0.001, memory: 7067, loss_cls: 2.1110, loss: 2.1110, grad_norm: 9.5540 2021-03-16 17:17:38,718 - mmaction - INFO - Epoch [42][920/1345] lr: 1.000e-04, eta: 1:17:43, time: 0.402, data_time: 0.001, memory: 7067, loss_cls: 2.1491, loss: 2.1491, grad_norm: 9.2918 2021-03-16 17:17:46,498 - mmaction - INFO - Epoch [42][940/1345] lr: 1.000e-04, eta: 1:17:35, time: 0.390, data_time: 0.002, memory: 7067, loss_cls: 1.9963, loss: 1.9963, grad_norm: 9.1594 2021-03-16 17:17:53,854 - mmaction - INFO - Epoch [42][960/1345] lr: 1.000e-04, eta: 1:17:26, time: 0.366, data_time: 0.001, memory: 7067, loss_cls: 2.2397, loss: 2.2397, grad_norm: 9.1438 2021-03-16 17:18:01,260 - mmaction - INFO - Epoch [42][980/1345] lr: 1.000e-04, eta: 1:17:18, time: 0.372, data_time: 0.002, memory: 7067, loss_cls: 2.1478, loss: 2.1478, grad_norm: 9.1976 2021-03-16 17:18:08,599 - mmaction - INFO - Epoch [42][1000/1345] lr: 1.000e-04, eta: 1:17:09, time: 0.366, data_time: 0.001, memory: 7067, loss_cls: 2.0687, loss: 2.0687, grad_norm: 9.3034 2021-03-16 17:18:15,896 - mmaction - INFO - Epoch [42][1020/1345] lr: 1.000e-04, eta: 1:17:01, time: 0.365, data_time: 0.001, memory: 7067, loss_cls: 2.0667, loss: 2.0667, grad_norm: 9.2883 2021-03-16 17:18:23,243 - mmaction - INFO - Epoch [42][1040/1345] lr: 1.000e-04, eta: 1:16:52, time: 0.367, data_time: 0.001, memory: 7067, loss_cls: 2.0718, loss: 2.0718, grad_norm: 9.1871 2021-03-16 17:18:30,518 - mmaction - INFO - Epoch [42][1060/1345] lr: 1.000e-04, eta: 1:16:44, time: 0.364, data_time: 0.001, memory: 7067, loss_cls: 2.1093, loss: 2.1093, grad_norm: 9.0742 2021-03-16 17:18:37,864 - mmaction - INFO - Epoch [42][1080/1345] lr: 1.000e-04, eta: 1:16:35, time: 0.367, data_time: 0.001, memory: 7067, loss_cls: 2.2222, loss: 2.2222, grad_norm: 9.2552 2021-03-16 17:18:45,195 - mmaction - INFO - Epoch [42][1100/1345] lr: 1.000e-04, eta: 1:16:27, time: 0.366, data_time: 0.001, memory: 7067, loss_cls: 2.1011, loss: 2.1011, grad_norm: 8.9355 2021-03-16 17:18:52,563 - mmaction - INFO - Epoch [42][1120/1345] lr: 1.000e-04, eta: 1:16:18, time: 0.368, data_time: 0.001, memory: 7067, loss_cls: 2.1388, loss: 2.1388, grad_norm: 9.0978 2021-03-16 17:18:59,836 - mmaction - INFO - Epoch [42][1140/1345] lr: 1.000e-04, eta: 1:16:09, time: 0.363, data_time: 0.001, memory: 7067, loss_cls: 2.0865, loss: 2.0865, grad_norm: 9.0461 2021-03-16 17:19:07,382 - mmaction - INFO - Epoch [42][1160/1345] lr: 1.000e-04, eta: 1:16:01, time: 0.378, data_time: 0.002, memory: 7067, loss_cls: 2.0768, loss: 2.0768, grad_norm: 9.3146 2021-03-16 17:19:14,841 - mmaction - INFO - Epoch [42][1180/1345] lr: 1.000e-04, eta: 1:15:53, time: 0.373, data_time: 0.001, memory: 7067, loss_cls: 2.0871, loss: 2.0871, grad_norm: 9.1573 2021-03-16 17:19:21,898 - mmaction - INFO - Epoch [42][1200/1345] lr: 1.000e-04, eta: 1:15:44, time: 0.353, data_time: 0.001, memory: 7067, loss_cls: 2.0227, loss: 2.0227, grad_norm: 9.2463 2021-03-16 17:19:29,200 - mmaction - INFO - Epoch [42][1220/1345] lr: 1.000e-04, eta: 1:15:35, time: 0.365, data_time: 0.001, memory: 7067, loss_cls: 2.2197, loss: 2.2197, grad_norm: 9.1849 2021-03-16 17:19:36,668 - mmaction - INFO - Epoch [42][1240/1345] lr: 1.000e-04, eta: 1:15:27, time: 0.374, data_time: 0.001, memory: 7067, loss_cls: 2.0566, loss: 2.0566, grad_norm: 9.6189 2021-03-16 17:19:43,862 - mmaction - INFO - Epoch [42][1260/1345] lr: 1.000e-04, eta: 1:15:18, time: 0.359, data_time: 0.000, memory: 7067, loss_cls: 2.1541, loss: 2.1541, grad_norm: 9.2492 2021-03-16 17:19:51,116 - mmaction - INFO - Epoch [42][1280/1345] lr: 1.000e-04, eta: 1:15:10, time: 0.362, data_time: 0.001, memory: 7067, loss_cls: 2.0625, loss: 2.0625, grad_norm: 9.3514 2021-03-16 17:19:58,500 - mmaction - INFO - Epoch [42][1300/1345] lr: 1.000e-04, eta: 1:15:01, time: 0.368, data_time: 0.001, memory: 7067, loss_cls: 2.1008, loss: 2.1008, grad_norm: 9.2286 2021-03-16 17:20:05,881 - mmaction - INFO - Epoch [42][1320/1345] lr: 1.000e-04, eta: 1:14:53, time: 0.371, data_time: 0.003, memory: 7067, loss_cls: 2.0966, loss: 2.0966, grad_norm: 9.2883 2021-03-16 17:20:12,801 - mmaction - INFO - Epoch [42][1340/1345] lr: 1.000e-04, eta: 1:14:44, time: 0.346, data_time: 0.001, memory: 7067, loss_cls: 2.1250, loss: 2.1250, grad_norm: 9.5809 2021-03-16 17:20:14,691 - mmaction - INFO - Saving checkpoint at 42 epochs 2021-03-16 17:21:17,687 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-16 17:21:17,836 - mmaction - INFO - top1_acc 0.4543 top5_acc 0.7507 2021-03-16 17:21:17,836 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-16 17:21:17,844 - mmaction - INFO - mean_acc 0.4130 2021-03-16 17:21:18,177 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_42.pth. 2021-03-16 17:21:18,177 - mmaction - INFO - Best top1_acc is 0.4543 at 42 epoch. 2021-03-16 17:21:18,181 - mmaction - INFO - Epoch(val) [42][1345] top1_acc: 0.4543, top5_acc: 0.7507, mean_class_accuracy: 0.4130 2021-03-16 17:21:35,870 - mmaction - INFO - Epoch [43][20/1345] lr: 1.000e-04, eta: 1:14:35, time: 0.884, data_time: 0.428, memory: 7067, loss_cls: 2.0637, loss: 2.0637, grad_norm: 9.1594 2021-03-16 17:21:43,008 - mmaction - INFO - Epoch [43][40/1345] lr: 1.000e-04, eta: 1:14:27, time: 0.356, data_time: 0.001, memory: 7067, loss_cls: 2.2098, loss: 2.2098, grad_norm: 9.2074 2021-03-16 17:21:50,233 - mmaction - INFO - Epoch [43][60/1345] lr: 1.000e-04, eta: 1:14:18, time: 0.362, data_time: 0.002, memory: 7067, loss_cls: 2.1552, loss: 2.1552, grad_norm: 9.6006 2021-03-16 17:21:57,781 - mmaction - INFO - Epoch [43][80/1345] lr: 1.000e-04, eta: 1:14:10, time: 0.377, data_time: 0.001, memory: 7067, loss_cls: 2.1730, loss: 2.1730, grad_norm: 9.4203 2021-03-16 17:22:05,412 - mmaction - INFO - Epoch [43][100/1345] lr: 1.000e-04, eta: 1:14:01, time: 0.380, data_time: 0.001, memory: 7067, loss_cls: 2.1405, loss: 2.1405, grad_norm: 9.4196 2021-03-16 17:22:12,897 - mmaction - INFO - Epoch [43][120/1345] lr: 1.000e-04, eta: 1:13:53, time: 0.375, data_time: 0.002, memory: 7067, loss_cls: 2.2217, loss: 2.2217, grad_norm: 9.4096 2021-03-16 17:22:20,356 - mmaction - INFO - Epoch [43][140/1345] lr: 1.000e-04, eta: 1:13:44, time: 0.374, data_time: 0.001, memory: 7067, loss_cls: 2.2239, loss: 2.2239, grad_norm: 9.0235 2021-03-16 17:22:27,732 - mmaction - INFO - Epoch [43][160/1345] lr: 1.000e-04, eta: 1:13:36, time: 0.369, data_time: 0.001, memory: 7067, loss_cls: 2.1445, loss: 2.1445, grad_norm: 9.0519 2021-03-16 17:22:35,324 - mmaction - INFO - Epoch [43][180/1345] lr: 1.000e-04, eta: 1:13:27, time: 0.380, data_time: 0.001, memory: 7067, loss_cls: 2.2356, loss: 2.2356, grad_norm: 9.2694 2021-03-16 17:22:42,366 - mmaction - INFO - Epoch [43][200/1345] lr: 1.000e-04, eta: 1:13:19, time: 0.351, data_time: 0.001, memory: 7067, loss_cls: 2.1739, loss: 2.1739, grad_norm: 9.5908 2021-03-16 17:22:49,751 - mmaction - INFO - Epoch [43][220/1345] lr: 1.000e-04, eta: 1:13:10, time: 0.370, data_time: 0.002, memory: 7067, loss_cls: 2.2252, loss: 2.2252, grad_norm: 9.5222 2021-03-16 17:22:56,914 - mmaction - INFO - Epoch [43][240/1345] lr: 1.000e-04, eta: 1:13:01, time: 0.358, data_time: 0.001, memory: 7067, loss_cls: 2.0921, loss: 2.0921, grad_norm: 8.9684 2021-03-16 17:23:04,272 - mmaction - INFO - Epoch [43][260/1345] lr: 1.000e-04, eta: 1:12:53, time: 0.369, data_time: 0.002, memory: 7067, loss_cls: 1.9840, loss: 1.9840, grad_norm: 8.8914 2021-03-16 17:23:11,616 - mmaction - INFO - Epoch [43][280/1345] lr: 1.000e-04, eta: 1:12:44, time: 0.367, data_time: 0.000, memory: 7067, loss_cls: 2.1774, loss: 2.1774, grad_norm: 9.0452 2021-03-16 17:23:19,120 - mmaction - INFO - Epoch [43][300/1345] lr: 1.000e-04, eta: 1:12:36, time: 0.375, data_time: 0.000, memory: 7067, loss_cls: 2.0148, loss: 2.0148, grad_norm: 9.2634 2021-03-16 17:23:26,714 - mmaction - INFO - Epoch [43][320/1345] lr: 1.000e-04, eta: 1:12:28, time: 0.379, data_time: 0.000, memory: 7067, loss_cls: 2.1174, loss: 2.1174, grad_norm: 9.3053 2021-03-16 17:23:34,073 - mmaction - INFO - Epoch [43][340/1345] lr: 1.000e-04, eta: 1:12:19, time: 0.369, data_time: 0.001, memory: 7067, loss_cls: 2.2723, loss: 2.2723, grad_norm: 9.2502 2021-03-16 17:23:41,646 - mmaction - INFO - Epoch [43][360/1345] lr: 1.000e-04, eta: 1:12:11, time: 0.378, data_time: 0.000, memory: 7067, loss_cls: 2.1395, loss: 2.1395, grad_norm: 9.2701 2021-03-16 17:23:48,922 - mmaction - INFO - Epoch [43][380/1345] lr: 1.000e-04, eta: 1:12:02, time: 0.364, data_time: 0.000, memory: 7067, loss_cls: 2.1435, loss: 2.1435, grad_norm: 9.5056 2021-03-16 17:23:56,480 - mmaction - INFO - Epoch [43][400/1345] lr: 1.000e-04, eta: 1:11:54, time: 0.377, data_time: 0.001, memory: 7067, loss_cls: 2.1588, loss: 2.1588, grad_norm: 9.4705 2021-03-16 17:24:03,721 - mmaction - INFO - Epoch [43][420/1345] lr: 1.000e-04, eta: 1:11:45, time: 0.362, data_time: 0.001, memory: 7067, loss_cls: 2.1280, loss: 2.1280, grad_norm: 9.0584 2021-03-16 17:24:11,360 - mmaction - INFO - Epoch [43][440/1345] lr: 1.000e-04, eta: 1:11:37, time: 0.383, data_time: 0.002, memory: 7067, loss_cls: 2.2727, loss: 2.2727, grad_norm: 9.1135 2021-03-16 17:24:18,709 - mmaction - INFO - Epoch [43][460/1345] lr: 1.000e-04, eta: 1:11:28, time: 0.368, data_time: 0.001, memory: 7067, loss_cls: 2.2080, loss: 2.2080, grad_norm: 9.0374 2021-03-16 17:24:25,943 - mmaction - INFO - Epoch [43][480/1345] lr: 1.000e-04, eta: 1:11:20, time: 0.361, data_time: 0.000, memory: 7067, loss_cls: 2.2683, loss: 2.2683, grad_norm: 9.3214 2021-03-16 17:24:33,288 - mmaction - INFO - Epoch [43][500/1345] lr: 1.000e-04, eta: 1:11:11, time: 0.368, data_time: 0.001, memory: 7067, loss_cls: 2.1920, loss: 2.1920, grad_norm: 9.6429 2021-03-16 17:24:40,512 - mmaction - INFO - Epoch [43][520/1345] lr: 1.000e-04, eta: 1:11:03, time: 0.360, data_time: 0.000, memory: 7067, loss_cls: 2.1493, loss: 2.1493, grad_norm: 9.2881 2021-03-16 17:24:48,229 - mmaction - INFO - Epoch [43][540/1345] lr: 1.000e-04, eta: 1:10:54, time: 0.388, data_time: 0.002, memory: 7067, loss_cls: 2.2104, loss: 2.2104, grad_norm: 9.4576 2021-03-16 17:24:55,374 - mmaction - INFO - Epoch [43][560/1345] lr: 1.000e-04, eta: 1:10:46, time: 0.357, data_time: 0.000, memory: 7067, loss_cls: 2.1510, loss: 2.1510, grad_norm: 9.5050 2021-03-16 17:25:02,814 - mmaction - INFO - Epoch [43][580/1345] lr: 1.000e-04, eta: 1:10:37, time: 0.372, data_time: 0.001, memory: 7067, loss_cls: 2.0842, loss: 2.0842, grad_norm: 9.6077 2021-03-16 17:25:10,128 - mmaction - INFO - Epoch [43][600/1345] lr: 1.000e-04, eta: 1:10:29, time: 0.366, data_time: 0.001, memory: 7067, loss_cls: 2.2034, loss: 2.2034, grad_norm: 9.4871 2021-03-16 17:25:17,540 - mmaction - INFO - Epoch [43][620/1345] lr: 1.000e-04, eta: 1:10:20, time: 0.370, data_time: 0.000, memory: 7067, loss_cls: 2.0645, loss: 2.0645, grad_norm: 9.1938 2021-03-16 17:25:25,182 - mmaction - INFO - Epoch [43][640/1345] lr: 1.000e-04, eta: 1:10:12, time: 0.382, data_time: 0.002, memory: 7067, loss_cls: 2.0570, loss: 2.0570, grad_norm: 8.9285 2021-03-16 17:25:32,345 - mmaction - INFO - Epoch [43][660/1345] lr: 1.000e-04, eta: 1:10:03, time: 0.359, data_time: 0.001, memory: 7067, loss_cls: 2.1580, loss: 2.1580, grad_norm: 9.1382 2021-03-16 17:25:40,307 - mmaction - INFO - Epoch [43][680/1345] lr: 1.000e-04, eta: 1:09:55, time: 0.397, data_time: 0.001, memory: 7067, loss_cls: 2.0585, loss: 2.0585, grad_norm: 9.2117 2021-03-16 17:25:48,697 - mmaction - INFO - Epoch [43][700/1345] lr: 1.000e-04, eta: 1:09:46, time: 0.420, data_time: 0.001, memory: 7067, loss_cls: 2.2377, loss: 2.2377, grad_norm: 9.5098 2021-03-16 17:25:57,066 - mmaction - INFO - Epoch [43][720/1345] lr: 1.000e-04, eta: 1:09:38, time: 0.419, data_time: 0.001, memory: 7067, loss_cls: 2.0083, loss: 2.0083, grad_norm: 9.2859 2021-03-16 17:26:05,368 - mmaction - INFO - Epoch [43][740/1345] lr: 1.000e-04, eta: 1:09:30, time: 0.415, data_time: 0.000, memory: 7067, loss_cls: 2.1166, loss: 2.1166, grad_norm: 8.9421 2021-03-16 17:26:13,754 - mmaction - INFO - Epoch [43][760/1345] lr: 1.000e-04, eta: 1:09:21, time: 0.419, data_time: 0.000, memory: 7067, loss_cls: 2.1465, loss: 2.1465, grad_norm: 9.2525 2021-03-16 17:26:22,018 - mmaction - INFO - Epoch [43][780/1345] lr: 1.000e-04, eta: 1:09:13, time: 0.413, data_time: 0.001, memory: 7067, loss_cls: 2.0681, loss: 2.0681, grad_norm: 9.1481 2021-03-16 17:26:30,373 - mmaction - INFO - Epoch [43][800/1345] lr: 1.000e-04, eta: 1:09:05, time: 0.418, data_time: 0.000, memory: 7067, loss_cls: 2.0644, loss: 2.0644, grad_norm: 9.2899 2021-03-16 17:26:38,736 - mmaction - INFO - Epoch [43][820/1345] lr: 1.000e-04, eta: 1:08:56, time: 0.418, data_time: 0.000, memory: 7067, loss_cls: 2.0741, loss: 2.0741, grad_norm: 9.2965 2021-03-16 17:26:47,201 - mmaction - INFO - Epoch [43][840/1345] lr: 1.000e-04, eta: 1:08:48, time: 0.423, data_time: 0.001, memory: 7067, loss_cls: 2.1463, loss: 2.1463, grad_norm: 9.7106 2021-03-16 17:26:55,479 - mmaction - INFO - Epoch [43][860/1345] lr: 1.000e-04, eta: 1:08:40, time: 0.413, data_time: 0.001, memory: 7067, loss_cls: 2.0956, loss: 2.0956, grad_norm: 9.3888 2021-03-16 17:27:03,702 - mmaction - INFO - Epoch [43][880/1345] lr: 1.000e-04, eta: 1:08:31, time: 0.412, data_time: 0.001, memory: 7067, loss_cls: 2.1103, loss: 2.1103, grad_norm: 9.3011 2021-03-16 17:27:10,971 - mmaction - INFO - Epoch [43][900/1345] lr: 1.000e-04, eta: 1:08:23, time: 0.363, data_time: 0.001, memory: 7067, loss_cls: 2.1491, loss: 2.1491, grad_norm: 9.6435 2021-03-16 17:27:18,321 - mmaction - INFO - Epoch [43][920/1345] lr: 1.000e-04, eta: 1:08:14, time: 0.367, data_time: 0.000, memory: 7067, loss_cls: 2.2070, loss: 2.2070, grad_norm: 9.3060 2021-03-16 17:27:25,311 - mmaction - INFO - Epoch [43][940/1345] lr: 1.000e-04, eta: 1:08:06, time: 0.349, data_time: 0.001, memory: 7067, loss_cls: 2.0236, loss: 2.0236, grad_norm: 9.4989 2021-03-16 17:27:32,969 - mmaction - INFO - Epoch [43][960/1345] lr: 1.000e-04, eta: 1:07:57, time: 0.383, data_time: 0.001, memory: 7067, loss_cls: 2.1397, loss: 2.1397, grad_norm: 9.1868 2021-03-16 17:27:40,321 - mmaction - INFO - Epoch [43][980/1345] lr: 1.000e-04, eta: 1:07:49, time: 0.368, data_time: 0.002, memory: 7067, loss_cls: 2.0359, loss: 2.0359, grad_norm: 9.3375 2021-03-16 17:27:48,212 - mmaction - INFO - Epoch [43][1000/1345] lr: 1.000e-04, eta: 1:07:41, time: 0.396, data_time: 0.002, memory: 7067, loss_cls: 2.1701, loss: 2.1701, grad_norm: 9.3047 2021-03-16 17:27:55,568 - mmaction - INFO - Epoch [43][1020/1345] lr: 1.000e-04, eta: 1:07:32, time: 0.367, data_time: 0.000, memory: 7067, loss_cls: 2.0024, loss: 2.0024, grad_norm: 8.7201 2021-03-16 17:28:02,847 - mmaction - INFO - Epoch [43][1040/1345] lr: 1.000e-04, eta: 1:07:24, time: 0.364, data_time: 0.002, memory: 7067, loss_cls: 1.9902, loss: 1.9902, grad_norm: 9.1676 2021-03-16 17:28:12,187 - mmaction - INFO - Epoch [43][1060/1345] lr: 1.000e-04, eta: 1:07:15, time: 0.467, data_time: 0.000, memory: 7067, loss_cls: 2.1613, loss: 2.1613, grad_norm: 9.6734 2021-03-16 17:28:23,179 - mmaction - INFO - Epoch [43][1080/1345] lr: 1.000e-04, eta: 1:07:08, time: 0.550, data_time: 0.001, memory: 7067, loss_cls: 2.0824, loss: 2.0824, grad_norm: 8.9047 2021-03-16 17:28:33,928 - mmaction - INFO - Epoch [43][1100/1345] lr: 1.000e-04, eta: 1:07:00, time: 0.538, data_time: 0.000, memory: 7067, loss_cls: 2.2003, loss: 2.2003, grad_norm: 9.3573 2021-03-16 17:28:44,855 - mmaction - INFO - Epoch [43][1120/1345] lr: 1.000e-04, eta: 1:06:52, time: 0.545, data_time: 0.000, memory: 7067, loss_cls: 2.0620, loss: 2.0620, grad_norm: 9.2151 2021-03-16 17:28:55,639 - mmaction - INFO - Epoch [43][1140/1345] lr: 1.000e-04, eta: 1:06:44, time: 0.540, data_time: 0.001, memory: 7067, loss_cls: 2.2193, loss: 2.2193, grad_norm: 9.3998 2021-03-16 17:29:06,490 - mmaction - INFO - Epoch [43][1160/1345] lr: 1.000e-04, eta: 1:06:36, time: 0.543, data_time: 0.001, memory: 7067, loss_cls: 2.1070, loss: 2.1070, grad_norm: 9.0730 2021-03-16 17:29:17,478 - mmaction - INFO - Epoch [43][1180/1345] lr: 1.000e-04, eta: 1:06:28, time: 0.550, data_time: 0.001, memory: 7067, loss_cls: 2.0348, loss: 2.0348, grad_norm: 9.3392 2021-03-16 17:29:28,304 - mmaction - INFO - Epoch [43][1200/1345] lr: 1.000e-04, eta: 1:06:20, time: 0.541, data_time: 0.000, memory: 7067, loss_cls: 2.0066, loss: 2.0066, grad_norm: 9.4935 2021-03-16 17:29:39,192 - mmaction - INFO - Epoch [43][1220/1345] lr: 1.000e-04, eta: 1:06:12, time: 0.544, data_time: 0.000, memory: 7067, loss_cls: 2.2202, loss: 2.2202, grad_norm: 9.5715 2021-03-16 17:29:50,131 - mmaction - INFO - Epoch [43][1240/1345] lr: 1.000e-04, eta: 1:06:04, time: 0.547, data_time: 0.000, memory: 7067, loss_cls: 2.0571, loss: 2.0571, grad_norm: 9.3580 2021-03-16 17:30:00,925 - mmaction - INFO - Epoch [43][1260/1345] lr: 1.000e-04, eta: 1:05:56, time: 0.539, data_time: 0.000, memory: 7067, loss_cls: 2.1168, loss: 2.1168, grad_norm: 9.3216 2021-03-16 17:30:11,891 - mmaction - INFO - Epoch [43][1280/1345] lr: 1.000e-04, eta: 1:05:49, time: 0.549, data_time: 0.001, memory: 7067, loss_cls: 2.0722, loss: 2.0722, grad_norm: 9.7410 2021-03-16 17:30:22,754 - mmaction - INFO - Epoch [43][1300/1345] lr: 1.000e-04, eta: 1:05:41, time: 0.543, data_time: 0.001, memory: 7067, loss_cls: 2.1991, loss: 2.1991, grad_norm: 9.3920 2021-03-16 17:30:33,453 - mmaction - INFO - Epoch [43][1320/1345] lr: 1.000e-04, eta: 1:05:33, time: 0.534, data_time: 0.000, memory: 7067, loss_cls: 2.1536, loss: 2.1536, grad_norm: 9.2403 2021-03-16 17:30:44,216 - mmaction - INFO - Epoch [43][1340/1345] lr: 1.000e-04, eta: 1:05:25, time: 0.539, data_time: 0.001, memory: 7067, loss_cls: 2.1556, loss: 2.1556, grad_norm: 9.4082 2021-03-16 17:30:47,372 - mmaction - INFO - Saving checkpoint at 43 epochs 2021-03-16 17:31:08,767 - mmaction - INFO - Epoch [44][20/1345] lr: 1.000e-04, eta: 1:05:16, time: 1.051, data_time: 0.502, memory: 7067, loss_cls: 2.0933, loss: 2.0933, grad_norm: 9.2699 2021-03-16 17:31:19,983 - mmaction - INFO - Epoch [44][40/1345] lr: 1.000e-04, eta: 1:05:08, time: 0.560, data_time: 0.000, memory: 7067, loss_cls: 2.1372, loss: 2.1372, grad_norm: 9.5175 2021-03-16 17:31:31,009 - mmaction - INFO - Epoch [44][60/1345] lr: 1.000e-04, eta: 1:05:00, time: 0.552, data_time: 0.001, memory: 7067, loss_cls: 2.1719, loss: 2.1719, grad_norm: 9.2635 2021-03-16 17:31:42,181 - mmaction - INFO - Epoch [44][80/1345] lr: 1.000e-04, eta: 1:04:52, time: 0.559, data_time: 0.000, memory: 7067, loss_cls: 2.1705, loss: 2.1705, grad_norm: 9.3629 2021-03-16 17:31:53,259 - mmaction - INFO - Epoch [44][100/1345] lr: 1.000e-04, eta: 1:04:45, time: 0.554, data_time: 0.000, memory: 7067, loss_cls: 2.0676, loss: 2.0676, grad_norm: 9.1694 2021-03-16 17:32:04,293 - mmaction - INFO - Epoch [44][120/1345] lr: 1.000e-04, eta: 1:04:37, time: 0.552, data_time: 0.001, memory: 7067, loss_cls: 2.1038, loss: 2.1038, grad_norm: 9.5343 2021-03-16 17:32:15,265 - mmaction - INFO - Epoch [44][140/1345] lr: 1.000e-04, eta: 1:04:29, time: 0.549, data_time: 0.000, memory: 7067, loss_cls: 2.1115, loss: 2.1115, grad_norm: 9.2440 2021-03-16 17:32:26,267 - mmaction - INFO - Epoch [44][160/1345] lr: 1.000e-04, eta: 1:04:21, time: 0.550, data_time: 0.000, memory: 7067, loss_cls: 2.2181, loss: 2.2181, grad_norm: 9.4813 2021-03-16 17:32:37,136 - mmaction - INFO - Epoch [44][180/1345] lr: 1.000e-04, eta: 1:04:13, time: 0.543, data_time: 0.000, memory: 7067, loss_cls: 2.1849, loss: 2.1849, grad_norm: 9.3660 2021-03-16 17:32:48,144 - mmaction - INFO - Epoch [44][200/1345] lr: 1.000e-04, eta: 1:04:05, time: 0.550, data_time: 0.000, memory: 7067, loss_cls: 2.1258, loss: 2.1258, grad_norm: 9.3833 2021-03-16 17:32:59,130 - mmaction - INFO - Epoch [44][220/1345] lr: 1.000e-04, eta: 1:03:57, time: 0.549, data_time: 0.000, memory: 7067, loss_cls: 2.1113, loss: 2.1113, grad_norm: 9.2530 2021-03-16 17:33:09,998 - mmaction - INFO - Epoch [44][240/1345] lr: 1.000e-04, eta: 1:03:49, time: 0.544, data_time: 0.001, memory: 7067, loss_cls: 2.2469, loss: 2.2469, grad_norm: 9.3898 2021-03-16 17:33:20,727 - mmaction - INFO - Epoch [44][260/1345] lr: 1.000e-04, eta: 1:03:41, time: 0.536, data_time: 0.000, memory: 7067, loss_cls: 2.0252, loss: 2.0252, grad_norm: 8.8762 2021-03-16 17:33:31,541 - mmaction - INFO - Epoch [44][280/1345] lr: 1.000e-04, eta: 1:03:33, time: 0.541, data_time: 0.001, memory: 7067, loss_cls: 2.0631, loss: 2.0631, grad_norm: 9.0927 2021-03-16 17:33:42,669 - mmaction - INFO - Epoch [44][300/1345] lr: 1.000e-04, eta: 1:03:25, time: 0.556, data_time: 0.000, memory: 7067, loss_cls: 2.1469, loss: 2.1469, grad_norm: 8.9345 2021-03-16 17:33:53,607 - mmaction - INFO - Epoch [44][320/1345] lr: 1.000e-04, eta: 1:03:17, time: 0.547, data_time: 0.001, memory: 7067, loss_cls: 2.2305, loss: 2.2305, grad_norm: 9.4072 2021-03-16 17:34:02,324 - mmaction - INFO - Epoch [44][340/1345] lr: 1.000e-04, eta: 1:03:09, time: 0.435, data_time: 0.001, memory: 7067, loss_cls: 2.1263, loss: 2.1263, grad_norm: 9.0899 2021-03-16 17:34:11,090 - mmaction - INFO - Epoch [44][360/1345] lr: 1.000e-04, eta: 1:03:01, time: 0.439, data_time: 0.001, memory: 7067, loss_cls: 2.0594, loss: 2.0594, grad_norm: 9.0901 2021-03-16 17:34:19,684 - mmaction - INFO - Epoch [44][380/1345] lr: 1.000e-04, eta: 1:02:52, time: 0.429, data_time: 0.000, memory: 7067, loss_cls: 2.1721, loss: 2.1721, grad_norm: 9.4934 2021-03-16 17:34:28,497 - mmaction - INFO - Epoch [44][400/1345] lr: 1.000e-04, eta: 1:02:44, time: 0.440, data_time: 0.001, memory: 7067, loss_cls: 2.1240, loss: 2.1240, grad_norm: 9.6559 2021-03-16 17:34:37,235 - mmaction - INFO - Epoch [44][420/1345] lr: 1.000e-04, eta: 1:02:36, time: 0.438, data_time: 0.001, memory: 7067, loss_cls: 2.0961, loss: 2.0961, grad_norm: 9.4140 2021-03-16 17:34:46,053 - mmaction - INFO - Epoch [44][440/1345] lr: 1.000e-04, eta: 1:02:27, time: 0.441, data_time: 0.000, memory: 7067, loss_cls: 2.0491, loss: 2.0491, grad_norm: 9.3980 2021-03-16 17:34:54,816 - mmaction - INFO - Epoch [44][460/1345] lr: 1.000e-04, eta: 1:02:19, time: 0.438, data_time: 0.000, memory: 7067, loss_cls: 2.1245, loss: 2.1245, grad_norm: 9.5801 2021-03-16 17:35:03,497 - mmaction - INFO - Epoch [44][480/1345] lr: 1.000e-04, eta: 1:02:11, time: 0.435, data_time: 0.001, memory: 7067, loss_cls: 2.0347, loss: 2.0347, grad_norm: 9.5231 2021-03-16 17:35:12,068 - mmaction - INFO - Epoch [44][500/1345] lr: 1.000e-04, eta: 1:02:03, time: 0.428, data_time: 0.001, memory: 7067, loss_cls: 2.0797, loss: 2.0797, grad_norm: 9.3900 2021-03-16 17:35:20,804 - mmaction - INFO - Epoch [44][520/1345] lr: 1.000e-04, eta: 1:01:54, time: 0.437, data_time: 0.001, memory: 7067, loss_cls: 2.0624, loss: 2.0624, grad_norm: 9.3301 2021-03-16 17:35:29,511 - mmaction - INFO - Epoch [44][540/1345] lr: 1.000e-04, eta: 1:01:46, time: 0.436, data_time: 0.001, memory: 7067, loss_cls: 2.0894, loss: 2.0894, grad_norm: 9.5870 2021-03-16 17:35:38,389 - mmaction - INFO - Epoch [44][560/1345] lr: 1.000e-04, eta: 1:01:38, time: 0.444, data_time: 0.001, memory: 7067, loss_cls: 2.0011, loss: 2.0011, grad_norm: 9.1712 2021-03-16 17:35:47,070 - mmaction - INFO - Epoch [44][580/1345] lr: 1.000e-04, eta: 1:01:29, time: 0.434, data_time: 0.000, memory: 7067, loss_cls: 2.1167, loss: 2.1167, grad_norm: 9.3874 2021-03-16 17:35:55,752 - mmaction - INFO - Epoch [44][600/1345] lr: 1.000e-04, eta: 1:01:21, time: 0.433, data_time: 0.001, memory: 7067, loss_cls: 2.1468, loss: 2.1468, grad_norm: 9.3847 2021-03-16 17:36:04,520 - mmaction - INFO - Epoch [44][620/1345] lr: 1.000e-04, eta: 1:01:13, time: 0.439, data_time: 0.002, memory: 7067, loss_cls: 2.1578, loss: 2.1578, grad_norm: 9.4943 2021-03-16 17:36:13,227 - mmaction - INFO - Epoch [44][640/1345] lr: 1.000e-04, eta: 1:01:05, time: 0.435, data_time: 0.001, memory: 7067, loss_cls: 2.0328, loss: 2.0328, grad_norm: 9.6962 2021-03-16 17:36:21,878 - mmaction - INFO - Epoch [44][660/1345] lr: 1.000e-04, eta: 1:00:56, time: 0.433, data_time: 0.001, memory: 7067, loss_cls: 2.1269, loss: 2.1269, grad_norm: 9.5153 2021-03-16 17:36:30,468 - mmaction - INFO - Epoch [44][680/1345] lr: 1.000e-04, eta: 1:00:48, time: 0.428, data_time: 0.001, memory: 7067, loss_cls: 2.1644, loss: 2.1644, grad_norm: 9.5007 2021-03-16 17:36:39,303 - mmaction - INFO - Epoch [44][700/1345] lr: 1.000e-04, eta: 1:00:40, time: 0.442, data_time: 0.002, memory: 7067, loss_cls: 2.1833, loss: 2.1833, grad_norm: 9.5484 2021-03-16 17:36:48,139 - mmaction - INFO - Epoch [44][720/1345] lr: 1.000e-04, eta: 1:00:31, time: 0.442, data_time: 0.001, memory: 7067, loss_cls: 2.1279, loss: 2.1279, grad_norm: 9.4395 2021-03-16 17:36:56,852 - mmaction - INFO - Epoch [44][740/1345] lr: 1.000e-04, eta: 1:00:23, time: 0.435, data_time: 0.001, memory: 7067, loss_cls: 2.1692, loss: 2.1692, grad_norm: 9.2825 2021-03-16 17:37:05,588 - mmaction - INFO - Epoch [44][760/1345] lr: 1.000e-04, eta: 1:00:15, time: 0.437, data_time: 0.001, memory: 7067, loss_cls: 2.0250, loss: 2.0250, grad_norm: 9.1261 2021-03-16 17:37:14,392 - mmaction - INFO - Epoch [44][780/1345] lr: 1.000e-04, eta: 1:00:06, time: 0.441, data_time: 0.001, memory: 7067, loss_cls: 2.1310, loss: 2.1310, grad_norm: 9.1251 2021-03-16 17:37:23,131 - mmaction - INFO - Epoch [44][800/1345] lr: 1.000e-04, eta: 0:59:58, time: 0.437, data_time: 0.000, memory: 7067, loss_cls: 2.0878, loss: 2.0878, grad_norm: 9.6326 2021-03-16 17:37:31,915 - mmaction - INFO - Epoch [44][820/1345] lr: 1.000e-04, eta: 0:59:50, time: 0.438, data_time: 0.000, memory: 7067, loss_cls: 2.1390, loss: 2.1390, grad_norm: 9.2547 2021-03-16 17:37:40,709 - mmaction - INFO - Epoch [44][840/1345] lr: 1.000e-04, eta: 0:59:42, time: 0.440, data_time: 0.001, memory: 7067, loss_cls: 2.1475, loss: 2.1475, grad_norm: 9.2408 2021-03-16 17:37:48,817 - mmaction - INFO - Epoch [44][860/1345] lr: 1.000e-04, eta: 0:59:33, time: 0.406, data_time: 0.001, memory: 7067, loss_cls: 2.2053, loss: 2.2053, grad_norm: 9.2813 2021-03-16 17:37:56,142 - mmaction - INFO - Epoch [44][880/1345] lr: 1.000e-04, eta: 0:59:25, time: 0.366, data_time: 0.001, memory: 7067, loss_cls: 2.1688, loss: 2.1688, grad_norm: 9.3957 2021-03-16 17:38:03,329 - mmaction - INFO - Epoch [44][900/1345] lr: 1.000e-04, eta: 0:59:16, time: 0.359, data_time: 0.002, memory: 7067, loss_cls: 2.1605, loss: 2.1605, grad_norm: 9.3738 2021-03-16 17:38:10,510 - mmaction - INFO - Epoch [44][920/1345] lr: 1.000e-04, eta: 0:59:08, time: 0.361, data_time: 0.003, memory: 7067, loss_cls: 2.0496, loss: 2.0496, grad_norm: 9.7151 2021-03-16 17:38:18,164 - mmaction - INFO - Epoch [44][940/1345] lr: 1.000e-04, eta: 0:58:59, time: 0.383, data_time: 0.001, memory: 7067, loss_cls: 2.0256, loss: 2.0256, grad_norm: 9.7113 2021-03-16 17:38:25,380 - mmaction - INFO - Epoch [44][960/1345] lr: 1.000e-04, eta: 0:58:51, time: 0.360, data_time: 0.001, memory: 7067, loss_cls: 2.0924, loss: 2.0924, grad_norm: 9.3433 2021-03-16 17:38:32,849 - mmaction - INFO - Epoch [44][980/1345] lr: 1.000e-04, eta: 0:58:42, time: 0.375, data_time: 0.002, memory: 7067, loss_cls: 2.2074, loss: 2.2074, grad_norm: 9.6662 2021-03-16 17:38:40,161 - mmaction - INFO - Epoch [44][1000/1345] lr: 1.000e-04, eta: 0:58:34, time: 0.365, data_time: 0.000, memory: 7067, loss_cls: 2.1462, loss: 2.1462, grad_norm: 9.5485 2021-03-16 17:38:47,629 - mmaction - INFO - Epoch [44][1020/1345] lr: 1.000e-04, eta: 0:58:25, time: 0.374, data_time: 0.001, memory: 7067, loss_cls: 2.0432, loss: 2.0432, grad_norm: 9.5219 2021-03-16 17:38:54,950 - mmaction - INFO - Epoch [44][1040/1345] lr: 1.000e-04, eta: 0:58:17, time: 0.366, data_time: 0.001, memory: 7067, loss_cls: 2.1237, loss: 2.1237, grad_norm: 9.2717 2021-03-16 17:39:02,583 - mmaction - INFO - Epoch [44][1060/1345] lr: 1.000e-04, eta: 0:58:08, time: 0.382, data_time: 0.003, memory: 7067, loss_cls: 2.1853, loss: 2.1853, grad_norm: 9.6155 2021-03-16 17:39:10,116 - mmaction - INFO - Epoch [44][1080/1345] lr: 1.000e-04, eta: 0:58:00, time: 0.376, data_time: 0.001, memory: 7067, loss_cls: 2.2698, loss: 2.2698, grad_norm: 9.3669 2021-03-16 17:39:21,559 - mmaction - INFO - Epoch [44][1100/1345] lr: 1.000e-04, eta: 0:57:52, time: 0.573, data_time: 0.002, memory: 7067, loss_cls: 2.1200, loss: 2.1200, grad_norm: 9.4807 2021-03-16 17:39:32,961 - mmaction - INFO - Epoch [44][1120/1345] lr: 1.000e-04, eta: 0:57:44, time: 0.570, data_time: 0.001, memory: 7067, loss_cls: 2.1672, loss: 2.1672, grad_norm: 9.3220 2021-03-16 17:39:44,146 - mmaction - INFO - Epoch [44][1140/1345] lr: 1.000e-04, eta: 0:57:36, time: 0.559, data_time: 0.000, memory: 7067, loss_cls: 2.1287, loss: 2.1287, grad_norm: 9.1307 2021-03-16 17:39:55,159 - mmaction - INFO - Epoch [44][1160/1345] lr: 1.000e-04, eta: 0:57:28, time: 0.551, data_time: 0.000, memory: 7067, loss_cls: 2.1469, loss: 2.1469, grad_norm: 9.6658 2021-03-16 17:40:06,327 - mmaction - INFO - Epoch [44][1180/1345] lr: 1.000e-04, eta: 0:57:20, time: 0.558, data_time: 0.000, memory: 7067, loss_cls: 2.1995, loss: 2.1995, grad_norm: 9.4212 2021-03-16 17:40:17,784 - mmaction - INFO - Epoch [44][1200/1345] lr: 1.000e-04, eta: 0:57:12, time: 0.572, data_time: 0.000, memory: 7067, loss_cls: 2.1131, loss: 2.1131, grad_norm: 9.0737 2021-03-16 17:40:29,429 - mmaction - INFO - Epoch [44][1220/1345] lr: 1.000e-04, eta: 0:57:04, time: 0.583, data_time: 0.001, memory: 7067, loss_cls: 2.2122, loss: 2.2122, grad_norm: 9.4505 2021-03-16 17:40:40,888 - mmaction - INFO - Epoch [44][1240/1345] lr: 1.000e-04, eta: 0:56:56, time: 0.573, data_time: 0.001, memory: 7067, loss_cls: 2.1372, loss: 2.1372, grad_norm: 9.1959 2021-03-16 17:40:51,841 - mmaction - INFO - Epoch [44][1260/1345] lr: 1.000e-04, eta: 0:56:48, time: 0.549, data_time: 0.001, memory: 7067, loss_cls: 2.0093, loss: 2.0093, grad_norm: 9.3130 2021-03-16 17:41:03,076 - mmaction - INFO - Epoch [44][1280/1345] lr: 1.000e-04, eta: 0:56:40, time: 0.562, data_time: 0.000, memory: 7067, loss_cls: 2.2395, loss: 2.2395, grad_norm: 9.2997 2021-03-16 17:41:14,246 - mmaction - INFO - Epoch [44][1300/1345] lr: 1.000e-04, eta: 0:56:32, time: 0.558, data_time: 0.000, memory: 7067, loss_cls: 2.0561, loss: 2.0561, grad_norm: 9.3773 2021-03-16 17:41:25,574 - mmaction - INFO - Epoch [44][1320/1345] lr: 1.000e-04, eta: 0:56:24, time: 0.566, data_time: 0.000, memory: 7067, loss_cls: 2.1541, loss: 2.1541, grad_norm: 9.5782 2021-03-16 17:41:40,944 - mmaction - INFO - Epoch [44][1340/1345] lr: 1.000e-04, eta: 0:56:17, time: 0.769, data_time: 0.000, memory: 7067, loss_cls: 2.1286, loss: 2.1286, grad_norm: 9.4325 2021-03-16 17:41:43,702 - mmaction - INFO - Saving checkpoint at 44 epochs 2021-03-16 17:42:47,807 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-16 17:42:47,960 - mmaction - INFO - top1_acc 0.4559 top5_acc 0.7520 2021-03-16 17:42:47,961 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-16 17:42:47,974 - mmaction - INFO - mean_acc 0.4138 2021-03-16 17:42:48,342 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_44.pth. 2021-03-16 17:42:48,342 - mmaction - INFO - Best top1_acc is 0.4559 at 44 epoch. 2021-03-16 17:42:48,346 - mmaction - INFO - Epoch(val) [44][1345] top1_acc: 0.4559, top5_acc: 0.7520, mean_class_accuracy: 0.4138 2021-03-16 17:43:09,710 - mmaction - INFO - Epoch [45][20/1345] lr: 1.000e-04, eta: 0:56:08, time: 1.068, data_time: 0.490, memory: 7067, loss_cls: 1.9966, loss: 1.9966, grad_norm: 9.4071 2021-03-16 17:43:20,870 - mmaction - INFO - Epoch [45][40/1345] lr: 1.000e-04, eta: 0:56:00, time: 0.557, data_time: 0.000, memory: 7067, loss_cls: 2.0972, loss: 2.0972, grad_norm: 9.4035 2021-03-16 17:43:32,451 - mmaction - INFO - Epoch [45][60/1345] lr: 1.000e-04, eta: 0:55:52, time: 0.580, data_time: 0.001, memory: 7067, loss_cls: 2.0229, loss: 2.0229, grad_norm: 9.6002 2021-03-16 17:43:43,824 - mmaction - INFO - Epoch [45][80/1345] lr: 1.000e-04, eta: 0:55:44, time: 0.568, data_time: 0.000, memory: 7067, loss_cls: 2.2040, loss: 2.2040, grad_norm: 9.3190 2021-03-16 17:43:55,110 - mmaction - INFO - Epoch [45][100/1345] lr: 1.000e-04, eta: 0:55:36, time: 0.564, data_time: 0.000, memory: 7067, loss_cls: 2.1460, loss: 2.1460, grad_norm: 9.2568 2021-03-16 17:44:06,532 - mmaction - INFO - Epoch [45][120/1345] lr: 1.000e-04, eta: 0:55:28, time: 0.572, data_time: 0.001, memory: 7067, loss_cls: 2.0203, loss: 2.0203, grad_norm: 9.2720 2021-03-16 17:44:15,245 - mmaction - INFO - Epoch [45][140/1345] lr: 1.000e-04, eta: 0:55:20, time: 0.435, data_time: 0.000, memory: 7067, loss_cls: 2.1114, loss: 2.1114, grad_norm: 9.4323 2021-03-16 17:44:24,367 - mmaction - INFO - Epoch [45][160/1345] lr: 1.000e-04, eta: 0:55:12, time: 0.457, data_time: 0.001, memory: 7067, loss_cls: 2.1007, loss: 2.1007, grad_norm: 9.7918 2021-03-16 17:44:33,416 - mmaction - INFO - Epoch [45][180/1345] lr: 1.000e-04, eta: 0:55:03, time: 0.452, data_time: 0.000, memory: 7067, loss_cls: 2.1550, loss: 2.1550, grad_norm: 9.4829 2021-03-16 17:44:42,358 - mmaction - INFO - Epoch [45][200/1345] lr: 1.000e-04, eta: 0:54:55, time: 0.447, data_time: 0.001, memory: 7067, loss_cls: 2.2354, loss: 2.2354, grad_norm: 9.5914 2021-03-16 17:44:51,509 - mmaction - INFO - Epoch [45][220/1345] lr: 1.000e-04, eta: 0:54:47, time: 0.458, data_time: 0.001, memory: 7067, loss_cls: 2.1039, loss: 2.1039, grad_norm: 9.4931 2021-03-16 17:45:00,480 - mmaction - INFO - Epoch [45][240/1345] lr: 1.000e-04, eta: 0:54:38, time: 0.449, data_time: 0.001, memory: 7067, loss_cls: 2.0967, loss: 2.0967, grad_norm: 9.7108 2021-03-16 17:45:09,564 - mmaction - INFO - Epoch [45][260/1345] lr: 1.000e-04, eta: 0:54:30, time: 0.453, data_time: 0.000, memory: 7067, loss_cls: 1.9783, loss: 1.9783, grad_norm: 9.4793 2021-03-16 17:45:18,597 - mmaction - INFO - Epoch [45][280/1345] lr: 1.000e-04, eta: 0:54:22, time: 0.452, data_time: 0.001, memory: 7067, loss_cls: 2.0503, loss: 2.0503, grad_norm: 9.5357 2021-03-16 17:45:27,633 - mmaction - INFO - Epoch [45][300/1345] lr: 1.000e-04, eta: 0:54:14, time: 0.452, data_time: 0.001, memory: 7067, loss_cls: 2.1343, loss: 2.1343, grad_norm: 9.5859 2021-03-16 17:45:36,656 - mmaction - INFO - Epoch [45][320/1345] lr: 1.000e-04, eta: 0:54:05, time: 0.452, data_time: 0.001, memory: 7067, loss_cls: 2.0049, loss: 2.0049, grad_norm: 9.4077 2021-03-16 17:45:45,721 - mmaction - INFO - Epoch [45][340/1345] lr: 1.000e-04, eta: 0:53:57, time: 0.453, data_time: 0.000, memory: 7067, loss_cls: 2.1435, loss: 2.1435, grad_norm: 9.3007 2021-03-16 17:45:54,811 - mmaction - INFO - Epoch [45][360/1345] lr: 1.000e-04, eta: 0:53:49, time: 0.454, data_time: 0.000, memory: 7067, loss_cls: 2.0698, loss: 2.0698, grad_norm: 9.7316 2021-03-16 17:46:03,761 - mmaction - INFO - Epoch [45][380/1345] lr: 1.000e-04, eta: 0:53:40, time: 0.448, data_time: 0.000, memory: 7067, loss_cls: 2.1360, loss: 2.1360, grad_norm: 9.4994 2021-03-16 17:46:12,649 - mmaction - INFO - Epoch [45][400/1345] lr: 1.000e-04, eta: 0:53:32, time: 0.444, data_time: 0.000, memory: 7067, loss_cls: 2.1388, loss: 2.1388, grad_norm: 9.7926 2021-03-16 17:46:21,651 - mmaction - INFO - Epoch [45][420/1345] lr: 1.000e-04, eta: 0:53:24, time: 0.451, data_time: 0.001, memory: 7067, loss_cls: 2.0849, loss: 2.0849, grad_norm: 9.4108 2021-03-16 17:46:30,688 - mmaction - INFO - Epoch [45][440/1345] lr: 1.000e-04, eta: 0:53:15, time: 0.451, data_time: 0.000, memory: 7067, loss_cls: 2.2832, loss: 2.2832, grad_norm: 9.5700 2021-03-16 17:46:39,556 - mmaction - INFO - Epoch [45][460/1345] lr: 1.000e-04, eta: 0:53:07, time: 0.443, data_time: 0.001, memory: 7067, loss_cls: 2.1669, loss: 2.1669, grad_norm: 9.5223 2021-03-16 17:46:48,634 - mmaction - INFO - Epoch [45][480/1345] lr: 1.000e-04, eta: 0:52:59, time: 0.454, data_time: 0.001, memory: 7067, loss_cls: 2.0232, loss: 2.0232, grad_norm: 9.5242 2021-03-16 17:46:57,720 - mmaction - INFO - Epoch [45][500/1345] lr: 1.000e-04, eta: 0:52:51, time: 0.454, data_time: 0.001, memory: 7067, loss_cls: 2.1280, loss: 2.1280, grad_norm: 9.0178 2021-03-16 17:47:06,509 - mmaction - INFO - Epoch [45][520/1345] lr: 1.000e-04, eta: 0:52:42, time: 0.440, data_time: 0.001, memory: 7067, loss_cls: 2.1063, loss: 2.1063, grad_norm: 9.6517 2021-03-16 17:47:15,545 - mmaction - INFO - Epoch [45][540/1345] lr: 1.000e-04, eta: 0:52:34, time: 0.452, data_time: 0.000, memory: 7067, loss_cls: 2.0432, loss: 2.0432, grad_norm: 9.2046 2021-03-16 17:47:24,179 - mmaction - INFO - Epoch [45][560/1345] lr: 1.000e-04, eta: 0:52:26, time: 0.431, data_time: 0.000, memory: 7067, loss_cls: 2.2230, loss: 2.2230, grad_norm: 9.3476 2021-03-16 17:47:31,403 - mmaction - INFO - Epoch [45][580/1345] lr: 1.000e-04, eta: 0:52:17, time: 0.361, data_time: 0.001, memory: 7067, loss_cls: 2.1471, loss: 2.1471, grad_norm: 9.3320 2021-03-16 17:47:38,701 - mmaction - INFO - Epoch [45][600/1345] lr: 1.000e-04, eta: 0:52:09, time: 0.365, data_time: 0.002, memory: 7067, loss_cls: 2.0396, loss: 2.0396, grad_norm: 9.5213 2021-03-16 17:47:45,891 - mmaction - INFO - Epoch [45][620/1345] lr: 1.000e-04, eta: 0:52:00, time: 0.361, data_time: 0.001, memory: 7067, loss_cls: 2.1064, loss: 2.1064, grad_norm: 9.8425 2021-03-16 17:47:53,228 - mmaction - INFO - Epoch [45][640/1345] lr: 1.000e-04, eta: 0:51:52, time: 0.366, data_time: 0.000, memory: 7067, loss_cls: 2.1587, loss: 2.1587, grad_norm: 9.3682 2021-03-16 17:48:00,583 - mmaction - INFO - Epoch [45][660/1345] lr: 1.000e-04, eta: 0:51:43, time: 0.368, data_time: 0.001, memory: 7067, loss_cls: 2.0089, loss: 2.0089, grad_norm: 9.6011 2021-03-16 17:48:07,946 - mmaction - INFO - Epoch [45][680/1345] lr: 1.000e-04, eta: 0:51:35, time: 0.369, data_time: 0.002, memory: 7067, loss_cls: 2.0113, loss: 2.0113, grad_norm: 9.7234 2021-03-16 17:48:15,545 - mmaction - INFO - Epoch [45][700/1345] lr: 1.000e-04, eta: 0:51:26, time: 0.380, data_time: 0.000, memory: 7067, loss_cls: 2.0628, loss: 2.0628, grad_norm: 9.6306 2021-03-16 17:48:22,776 - mmaction - INFO - Epoch [45][720/1345] lr: 1.000e-04, eta: 0:51:18, time: 0.360, data_time: 0.000, memory: 7067, loss_cls: 2.0648, loss: 2.0648, grad_norm: 9.2952 2021-03-16 17:48:30,325 - mmaction - INFO - Epoch [45][740/1345] lr: 1.000e-04, eta: 0:51:09, time: 0.378, data_time: 0.001, memory: 7067, loss_cls: 2.1387, loss: 2.1387, grad_norm: 9.2640 2021-03-16 17:48:37,655 - mmaction - INFO - Epoch [45][760/1345] lr: 1.000e-04, eta: 0:51:01, time: 0.366, data_time: 0.002, memory: 7067, loss_cls: 2.1089, loss: 2.1089, grad_norm: 9.3662 2021-03-16 17:48:45,128 - mmaction - INFO - Epoch [45][780/1345] lr: 1.000e-04, eta: 0:50:52, time: 0.374, data_time: 0.002, memory: 7067, loss_cls: 2.0927, loss: 2.0927, grad_norm: 9.8840 2021-03-16 17:48:52,252 - mmaction - INFO - Epoch [45][800/1345] lr: 1.000e-04, eta: 0:50:44, time: 0.357, data_time: 0.001, memory: 7067, loss_cls: 2.0749, loss: 2.0749, grad_norm: 9.9500 2021-03-16 17:48:59,572 - mmaction - INFO - Epoch [45][820/1345] lr: 1.000e-04, eta: 0:50:35, time: 0.363, data_time: 0.000, memory: 7067, loss_cls: 2.1764, loss: 2.1764, grad_norm: 9.6640 2021-03-16 17:49:06,904 - mmaction - INFO - Epoch [45][840/1345] lr: 1.000e-04, eta: 0:50:27, time: 0.368, data_time: 0.003, memory: 7067, loss_cls: 2.1037, loss: 2.1037, grad_norm: 9.8251 2021-03-16 17:49:14,160 - mmaction - INFO - Epoch [45][860/1345] lr: 1.000e-04, eta: 0:50:18, time: 0.363, data_time: 0.002, memory: 7067, loss_cls: 2.1848, loss: 2.1848, grad_norm: 9.2549 2021-03-16 17:49:21,427 - mmaction - INFO - Epoch [45][880/1345] lr: 1.000e-04, eta: 0:50:10, time: 0.364, data_time: 0.003, memory: 7067, loss_cls: 2.1545, loss: 2.1545, grad_norm: 9.6338 2021-03-16 17:49:28,829 - mmaction - INFO - Epoch [45][900/1345] lr: 1.000e-04, eta: 0:50:01, time: 0.370, data_time: 0.001, memory: 7067, loss_cls: 2.1772, loss: 2.1772, grad_norm: 9.5237 2021-03-16 17:49:36,095 - mmaction - INFO - Epoch [45][920/1345] lr: 1.000e-04, eta: 0:49:53, time: 0.364, data_time: 0.001, memory: 7067, loss_cls: 2.2181, loss: 2.2181, grad_norm: 9.2664 2021-03-16 17:49:43,392 - mmaction - INFO - Epoch [45][940/1345] lr: 1.000e-04, eta: 0:49:44, time: 0.365, data_time: 0.001, memory: 7067, loss_cls: 2.2698, loss: 2.2698, grad_norm: 9.4606 2021-03-16 17:49:50,687 - mmaction - INFO - Epoch [45][960/1345] lr: 1.000e-04, eta: 0:49:36, time: 0.364, data_time: 0.002, memory: 7067, loss_cls: 2.0704, loss: 2.0704, grad_norm: 9.2580 2021-03-16 17:49:58,001 - mmaction - INFO - Epoch [45][980/1345] lr: 1.000e-04, eta: 0:49:27, time: 0.366, data_time: 0.001, memory: 7067, loss_cls: 2.1276, loss: 2.1276, grad_norm: 9.5845 2021-03-16 17:50:05,462 - mmaction - INFO - Epoch [45][1000/1345] lr: 1.000e-04, eta: 0:49:19, time: 0.372, data_time: 0.001, memory: 7067, loss_cls: 2.1518, loss: 2.1518, grad_norm: 9.6482 2021-03-16 17:50:12,884 - mmaction - INFO - Epoch [45][1020/1345] lr: 1.000e-04, eta: 0:49:10, time: 0.372, data_time: 0.002, memory: 7067, loss_cls: 2.0121, loss: 2.0121, grad_norm: 9.1922 2021-03-16 17:50:20,030 - mmaction - INFO - Epoch [45][1040/1345] lr: 1.000e-04, eta: 0:49:02, time: 0.356, data_time: 0.001, memory: 7067, loss_cls: 2.2013, loss: 2.2013, grad_norm: 9.3148 2021-03-16 17:50:27,545 - mmaction - INFO - Epoch [45][1060/1345] lr: 1.000e-04, eta: 0:48:53, time: 0.375, data_time: 0.002, memory: 7067, loss_cls: 2.1939, loss: 2.1939, grad_norm: 9.5299 2021-03-16 17:50:34,968 - mmaction - INFO - Epoch [45][1080/1345] lr: 1.000e-04, eta: 0:48:45, time: 0.372, data_time: 0.004, memory: 7067, loss_cls: 1.9958, loss: 1.9958, grad_norm: 9.5661 2021-03-16 17:50:42,032 - mmaction - INFO - Epoch [45][1100/1345] lr: 1.000e-04, eta: 0:48:36, time: 0.354, data_time: 0.001, memory: 7067, loss_cls: 2.1194, loss: 2.1194, grad_norm: 9.2819 2021-03-16 17:50:49,527 - mmaction - INFO - Epoch [45][1120/1345] lr: 1.000e-04, eta: 0:48:28, time: 0.374, data_time: 0.001, memory: 7067, loss_cls: 1.8929, loss: 1.8929, grad_norm: 9.5170 2021-03-16 17:50:56,973 - mmaction - INFO - Epoch [45][1140/1345] lr: 1.000e-04, eta: 0:48:19, time: 0.373, data_time: 0.001, memory: 7067, loss_cls: 2.0349, loss: 2.0349, grad_norm: 9.6830 2021-03-16 17:51:04,439 - mmaction - INFO - Epoch [45][1160/1345] lr: 1.000e-04, eta: 0:48:11, time: 0.373, data_time: 0.000, memory: 7067, loss_cls: 2.0540, loss: 2.0540, grad_norm: 10.0791 2021-03-16 17:51:11,811 - mmaction - INFO - Epoch [45][1180/1345] lr: 1.000e-04, eta: 0:48:02, time: 0.369, data_time: 0.000, memory: 7067, loss_cls: 2.1419, loss: 2.1419, grad_norm: 9.7731 2021-03-16 17:51:19,051 - mmaction - INFO - Epoch [45][1200/1345] lr: 1.000e-04, eta: 0:47:54, time: 0.361, data_time: 0.000, memory: 7067, loss_cls: 2.1206, loss: 2.1206, grad_norm: 9.5153 2021-03-16 17:51:26,594 - mmaction - INFO - Epoch [45][1220/1345] lr: 1.000e-04, eta: 0:47:45, time: 0.377, data_time: 0.001, memory: 7067, loss_cls: 2.1086, loss: 2.1086, grad_norm: 9.3503 2021-03-16 17:51:34,224 - mmaction - INFO - Epoch [45][1240/1345] lr: 1.000e-04, eta: 0:47:37, time: 0.383, data_time: 0.001, memory: 7067, loss_cls: 2.0010, loss: 2.0010, grad_norm: 9.7908 2021-03-16 17:51:41,474 - mmaction - INFO - Epoch [45][1260/1345] lr: 1.000e-04, eta: 0:47:28, time: 0.362, data_time: 0.000, memory: 7067, loss_cls: 2.1121, loss: 2.1121, grad_norm: 9.8691 2021-03-16 17:51:48,916 - mmaction - INFO - Epoch [45][1280/1345] lr: 1.000e-04, eta: 0:47:20, time: 0.372, data_time: 0.001, memory: 7067, loss_cls: 2.0569, loss: 2.0569, grad_norm: 9.6513 2021-03-16 17:51:56,229 - mmaction - INFO - Epoch [45][1300/1345] lr: 1.000e-04, eta: 0:47:11, time: 0.365, data_time: 0.000, memory: 7067, loss_cls: 2.2390, loss: 2.2390, grad_norm: 9.5002 2021-03-16 17:52:03,600 - mmaction - INFO - Epoch [45][1320/1345] lr: 1.000e-04, eta: 0:47:03, time: 0.368, data_time: 0.001, memory: 7067, loss_cls: 2.1123, loss: 2.1123, grad_norm: 9.2064 2021-03-16 17:52:10,827 - mmaction - INFO - Epoch [45][1340/1345] lr: 1.000e-04, eta: 0:46:54, time: 0.362, data_time: 0.001, memory: 7067, loss_cls: 1.9229, loss: 1.9229, grad_norm: 9.1936 2021-03-16 17:52:12,690 - mmaction - INFO - Saving checkpoint at 45 epochs 2021-03-16 17:52:30,495 - mmaction - INFO - Epoch [46][20/1345] lr: 1.000e-04, eta: 0:46:45, time: 0.869, data_time: 0.413, memory: 7067, loss_cls: 2.1589, loss: 2.1589, grad_norm: 9.5460 2021-03-16 17:52:38,048 - mmaction - INFO - Epoch [46][40/1345] lr: 1.000e-04, eta: 0:46:36, time: 0.377, data_time: 0.001, memory: 7067, loss_cls: 2.0594, loss: 2.0594, grad_norm: 9.5047 2021-03-16 17:52:45,386 - mmaction - INFO - Epoch [46][60/1345] lr: 1.000e-04, eta: 0:46:28, time: 0.367, data_time: 0.001, memory: 7067, loss_cls: 2.0655, loss: 2.0655, grad_norm: 9.4514 2021-03-16 17:52:53,039 - mmaction - INFO - Epoch [46][80/1345] lr: 1.000e-04, eta: 0:46:19, time: 0.384, data_time: 0.002, memory: 7067, loss_cls: 2.0360, loss: 2.0360, grad_norm: 9.5877 2021-03-16 17:53:00,491 - mmaction - INFO - Epoch [46][100/1345] lr: 1.000e-04, eta: 0:46:11, time: 0.372, data_time: 0.000, memory: 7067, loss_cls: 2.1715, loss: 2.1715, grad_norm: 9.3422 2021-03-16 17:53:07,703 - mmaction - INFO - Epoch [46][120/1345] lr: 1.000e-04, eta: 0:46:02, time: 0.361, data_time: 0.001, memory: 7067, loss_cls: 2.0780, loss: 2.0780, grad_norm: 9.3748 2021-03-16 17:53:15,226 - mmaction - INFO - Epoch [46][140/1345] lr: 1.000e-04, eta: 0:45:54, time: 0.376, data_time: 0.001, memory: 7067, loss_cls: 2.0152, loss: 2.0152, grad_norm: 9.5857 2021-03-16 17:53:22,825 - mmaction - INFO - Epoch [46][160/1345] lr: 1.000e-04, eta: 0:45:45, time: 0.379, data_time: 0.001, memory: 7067, loss_cls: 2.0805, loss: 2.0805, grad_norm: 9.7116 2021-03-16 17:53:30,179 - mmaction - INFO - Epoch [46][180/1345] lr: 1.000e-04, eta: 0:45:37, time: 0.369, data_time: 0.001, memory: 7067, loss_cls: 2.1755, loss: 2.1755, grad_norm: 9.5908 2021-03-16 17:53:37,544 - mmaction - INFO - Epoch [46][200/1345] lr: 1.000e-04, eta: 0:45:29, time: 0.368, data_time: 0.001, memory: 7067, loss_cls: 2.1385, loss: 2.1385, grad_norm: 9.2915 2021-03-16 17:53:44,968 - mmaction - INFO - Epoch [46][220/1345] lr: 1.000e-04, eta: 0:45:20, time: 0.372, data_time: 0.001, memory: 7067, loss_cls: 2.1795, loss: 2.1795, grad_norm: 9.5149 2021-03-16 17:53:52,303 - mmaction - INFO - Epoch [46][240/1345] lr: 1.000e-04, eta: 0:45:12, time: 0.366, data_time: 0.001, memory: 7067, loss_cls: 2.0471, loss: 2.0471, grad_norm: 9.5818 2021-03-16 17:53:59,709 - mmaction - INFO - Epoch [46][260/1345] lr: 1.000e-04, eta: 0:45:03, time: 0.370, data_time: 0.001, memory: 7067, loss_cls: 2.2207, loss: 2.2207, grad_norm: 9.5209 2021-03-16 17:54:07,127 - mmaction - INFO - Epoch [46][280/1345] lr: 1.000e-04, eta: 0:44:55, time: 0.370, data_time: 0.001, memory: 7067, loss_cls: 2.0609, loss: 2.0609, grad_norm: 9.4858 2021-03-16 17:54:14,450 - mmaction - INFO - Epoch [46][300/1345] lr: 1.000e-04, eta: 0:44:46, time: 0.365, data_time: 0.004, memory: 7067, loss_cls: 2.1493, loss: 2.1493, grad_norm: 9.3926 2021-03-16 17:54:21,436 - mmaction - INFO - Epoch [46][320/1345] lr: 1.000e-04, eta: 0:44:38, time: 0.350, data_time: 0.002, memory: 7067, loss_cls: 2.1933, loss: 2.1933, grad_norm: 9.6790 2021-03-16 17:54:28,758 - mmaction - INFO - Epoch [46][340/1345] lr: 1.000e-04, eta: 0:44:29, time: 0.363, data_time: 0.002, memory: 7067, loss_cls: 2.1050, loss: 2.1050, grad_norm: 9.2864 2021-03-16 17:54:36,380 - mmaction - INFO - Epoch [46][360/1345] lr: 1.000e-04, eta: 0:44:21, time: 0.384, data_time: 0.005, memory: 7067, loss_cls: 2.1178, loss: 2.1178, grad_norm: 9.3816 2021-03-16 17:54:43,909 - mmaction - INFO - Epoch [46][380/1345] lr: 1.000e-04, eta: 0:44:12, time: 0.376, data_time: 0.001, memory: 7067, loss_cls: 2.2007, loss: 2.2007, grad_norm: 9.6613 2021-03-16 17:54:51,126 - mmaction - INFO - Epoch [46][400/1345] lr: 1.000e-04, eta: 0:44:04, time: 0.360, data_time: 0.002, memory: 7067, loss_cls: 2.0580, loss: 2.0580, grad_norm: 9.3744 2021-03-16 17:54:58,635 - mmaction - INFO - Epoch [46][420/1345] lr: 1.000e-04, eta: 0:43:55, time: 0.376, data_time: 0.002, memory: 7067, loss_cls: 2.2320, loss: 2.2320, grad_norm: 9.2702 2021-03-16 17:55:06,195 - mmaction - INFO - Epoch [46][440/1345] lr: 1.000e-04, eta: 0:43:47, time: 0.379, data_time: 0.004, memory: 7067, loss_cls: 2.2252, loss: 2.2252, grad_norm: 9.2346 2021-03-16 17:55:13,515 - mmaction - INFO - Epoch [46][460/1345] lr: 1.000e-04, eta: 0:43:38, time: 0.365, data_time: 0.001, memory: 7067, loss_cls: 2.1152, loss: 2.1152, grad_norm: 9.7267 2021-03-16 17:55:20,894 - mmaction - INFO - Epoch [46][480/1345] lr: 1.000e-04, eta: 0:43:30, time: 0.371, data_time: 0.002, memory: 7067, loss_cls: 2.1575, loss: 2.1575, grad_norm: 9.8487 2021-03-16 17:55:28,331 - mmaction - INFO - Epoch [46][500/1345] lr: 1.000e-04, eta: 0:43:22, time: 0.369, data_time: 0.000, memory: 7067, loss_cls: 2.1784, loss: 2.1784, grad_norm: 9.5103 2021-03-16 17:55:35,857 - mmaction - INFO - Epoch [46][520/1345] lr: 1.000e-04, eta: 0:43:13, time: 0.378, data_time: 0.003, memory: 7067, loss_cls: 2.0495, loss: 2.0495, grad_norm: 9.2961 2021-03-16 17:55:43,228 - mmaction - INFO - Epoch [46][540/1345] lr: 1.000e-04, eta: 0:43:05, time: 0.369, data_time: 0.001, memory: 7067, loss_cls: 2.1230, loss: 2.1230, grad_norm: 9.8417 2021-03-16 17:55:50,694 - mmaction - INFO - Epoch [46][560/1345] lr: 1.000e-04, eta: 0:42:56, time: 0.373, data_time: 0.001, memory: 7067, loss_cls: 2.1764, loss: 2.1764, grad_norm: 9.6569 2021-03-16 17:55:58,285 - mmaction - INFO - Epoch [46][580/1345] lr: 1.000e-04, eta: 0:42:48, time: 0.379, data_time: 0.001, memory: 7067, loss_cls: 2.1112, loss: 2.1112, grad_norm: 9.5274 2021-03-16 17:56:05,420 - mmaction - INFO - Epoch [46][600/1345] lr: 1.000e-04, eta: 0:42:39, time: 0.358, data_time: 0.002, memory: 7067, loss_cls: 2.0747, loss: 2.0747, grad_norm: 9.8218 2021-03-16 17:56:12,748 - mmaction - INFO - Epoch [46][620/1345] lr: 1.000e-04, eta: 0:42:31, time: 0.366, data_time: 0.000, memory: 7067, loss_cls: 1.9551, loss: 1.9551, grad_norm: 9.4056 2021-03-16 17:56:20,075 - mmaction - INFO - Epoch [46][640/1345] lr: 1.000e-04, eta: 0:42:22, time: 0.366, data_time: 0.001, memory: 7067, loss_cls: 2.2138, loss: 2.2138, grad_norm: 9.8060 2021-03-16 17:56:27,470 - mmaction - INFO - Epoch [46][660/1345] lr: 1.000e-04, eta: 0:42:14, time: 0.370, data_time: 0.001, memory: 7067, loss_cls: 2.1798, loss: 2.1798, grad_norm: 9.5720 2021-03-16 17:56:34,805 - mmaction - INFO - Epoch [46][680/1345] lr: 1.000e-04, eta: 0:42:05, time: 0.367, data_time: 0.001, memory: 7067, loss_cls: 2.0849, loss: 2.0849, grad_norm: 9.3096 2021-03-16 17:56:42,231 - mmaction - INFO - Epoch [46][700/1345] lr: 1.000e-04, eta: 0:41:57, time: 0.371, data_time: 0.002, memory: 7067, loss_cls: 2.0575, loss: 2.0575, grad_norm: 9.5674 2021-03-16 17:56:49,519 - mmaction - INFO - Epoch [46][720/1345] lr: 1.000e-04, eta: 0:41:49, time: 0.365, data_time: 0.001, memory: 7067, loss_cls: 2.1458, loss: 2.1458, grad_norm: 9.4700 2021-03-16 17:56:56,714 - mmaction - INFO - Epoch [46][740/1345] lr: 1.000e-04, eta: 0:41:40, time: 0.359, data_time: 0.001, memory: 7067, loss_cls: 2.0403, loss: 2.0403, grad_norm: 9.8184 2021-03-16 17:57:04,162 - mmaction - INFO - Epoch [46][760/1345] lr: 1.000e-04, eta: 0:41:32, time: 0.372, data_time: 0.001, memory: 7067, loss_cls: 2.1135, loss: 2.1135, grad_norm: 9.8603 2021-03-16 17:57:11,497 - mmaction - INFO - Epoch [46][780/1345] lr: 1.000e-04, eta: 0:41:23, time: 0.367, data_time: 0.001, memory: 7067, loss_cls: 2.1339, loss: 2.1339, grad_norm: 9.1267 2021-03-16 17:57:19,164 - mmaction - INFO - Epoch [46][800/1345] lr: 1.000e-04, eta: 0:41:15, time: 0.383, data_time: 0.001, memory: 7067, loss_cls: 2.0835, loss: 2.0835, grad_norm: 9.4994 2021-03-16 17:57:26,610 - mmaction - INFO - Epoch [46][820/1345] lr: 1.000e-04, eta: 0:41:06, time: 0.372, data_time: 0.001, memory: 7067, loss_cls: 2.0991, loss: 2.0991, grad_norm: 9.3475 2021-03-16 17:57:34,024 - mmaction - INFO - Epoch [46][840/1345] lr: 1.000e-04, eta: 0:40:58, time: 0.372, data_time: 0.005, memory: 7067, loss_cls: 2.1245, loss: 2.1245, grad_norm: 9.6179 2021-03-16 17:57:41,434 - mmaction - INFO - Epoch [46][860/1345] lr: 1.000e-04, eta: 0:40:49, time: 0.369, data_time: 0.000, memory: 7067, loss_cls: 2.1165, loss: 2.1165, grad_norm: 9.6561 2021-03-16 17:57:48,535 - mmaction - INFO - Epoch [46][880/1345] lr: 1.000e-04, eta: 0:40:41, time: 0.355, data_time: 0.002, memory: 7067, loss_cls: 2.0933, loss: 2.0933, grad_norm: 9.4705 2021-03-16 17:57:56,122 - mmaction - INFO - Epoch [46][900/1345] lr: 1.000e-04, eta: 0:40:32, time: 0.380, data_time: 0.002, memory: 7067, loss_cls: 2.0541, loss: 2.0541, grad_norm: 9.5288 2021-03-16 17:58:03,773 - mmaction - INFO - Epoch [46][920/1345] lr: 1.000e-04, eta: 0:40:24, time: 0.382, data_time: 0.001, memory: 7067, loss_cls: 2.1322, loss: 2.1322, grad_norm: 9.7192 2021-03-16 17:58:10,979 - mmaction - INFO - Epoch [46][940/1345] lr: 1.000e-04, eta: 0:40:16, time: 0.361, data_time: 0.001, memory: 7067, loss_cls: 2.0758, loss: 2.0758, grad_norm: 9.6867 2021-03-16 17:58:18,134 - mmaction - INFO - Epoch [46][960/1345] lr: 1.000e-04, eta: 0:40:07, time: 0.358, data_time: 0.001, memory: 7067, loss_cls: 2.1938, loss: 2.1938, grad_norm: 9.7592 2021-03-16 17:58:25,497 - mmaction - INFO - Epoch [46][980/1345] lr: 1.000e-04, eta: 0:39:59, time: 0.368, data_time: 0.001, memory: 7067, loss_cls: 2.0455, loss: 2.0455, grad_norm: 9.6557 2021-03-16 17:58:32,763 - mmaction - INFO - Epoch [46][1000/1345] lr: 1.000e-04, eta: 0:39:50, time: 0.364, data_time: 0.001, memory: 7067, loss_cls: 2.0796, loss: 2.0796, grad_norm: 9.6937 2021-03-16 17:58:40,018 - mmaction - INFO - Epoch [46][1020/1345] lr: 1.000e-04, eta: 0:39:42, time: 0.362, data_time: 0.000, memory: 7067, loss_cls: 2.0637, loss: 2.0637, grad_norm: 9.5377 2021-03-16 17:58:47,398 - mmaction - INFO - Epoch [46][1040/1345] lr: 1.000e-04, eta: 0:39:33, time: 0.369, data_time: 0.002, memory: 7067, loss_cls: 1.9737, loss: 1.9737, grad_norm: 9.6482 2021-03-16 17:58:54,807 - mmaction - INFO - Epoch [46][1060/1345] lr: 1.000e-04, eta: 0:39:25, time: 0.371, data_time: 0.002, memory: 7067, loss_cls: 2.0685, loss: 2.0685, grad_norm: 9.7503 2021-03-16 17:59:02,010 - mmaction - INFO - Epoch [46][1080/1345] lr: 1.000e-04, eta: 0:39:16, time: 0.361, data_time: 0.001, memory: 7067, loss_cls: 2.0330, loss: 2.0330, grad_norm: 9.7597 2021-03-16 17:59:09,472 - mmaction - INFO - Epoch [46][1100/1345] lr: 1.000e-04, eta: 0:39:08, time: 0.373, data_time: 0.001, memory: 7067, loss_cls: 2.0069, loss: 2.0069, grad_norm: 9.6607 2021-03-16 17:59:16,876 - mmaction - INFO - Epoch [46][1120/1345] lr: 1.000e-04, eta: 0:39:00, time: 0.371, data_time: 0.001, memory: 7067, loss_cls: 2.0292, loss: 2.0292, grad_norm: 9.4471 2021-03-16 17:59:24,436 - mmaction - INFO - Epoch [46][1140/1345] lr: 1.000e-04, eta: 0:38:51, time: 0.378, data_time: 0.001, memory: 7067, loss_cls: 2.1387, loss: 2.1387, grad_norm: 9.5292 2021-03-16 17:59:31,756 - mmaction - INFO - Epoch [46][1160/1345] lr: 1.000e-04, eta: 0:38:43, time: 0.366, data_time: 0.001, memory: 7067, loss_cls: 2.0149, loss: 2.0149, grad_norm: 9.8981 2021-03-16 17:59:38,918 - mmaction - INFO - Epoch [46][1180/1345] lr: 1.000e-04, eta: 0:38:34, time: 0.357, data_time: 0.000, memory: 7067, loss_cls: 1.9587, loss: 1.9587, grad_norm: 9.7764 2021-03-16 17:59:46,280 - mmaction - INFO - Epoch [46][1200/1345] lr: 1.000e-04, eta: 0:38:26, time: 0.369, data_time: 0.002, memory: 7067, loss_cls: 2.1815, loss: 2.1815, grad_norm: 9.5818 2021-03-16 17:59:53,615 - mmaction - INFO - Epoch [46][1220/1345] lr: 1.000e-04, eta: 0:38:17, time: 0.367, data_time: 0.001, memory: 7067, loss_cls: 2.2066, loss: 2.2066, grad_norm: 9.2510 2021-03-16 18:00:00,761 - mmaction - INFO - Epoch [46][1240/1345] lr: 1.000e-04, eta: 0:38:09, time: 0.356, data_time: 0.000, memory: 7067, loss_cls: 2.2514, loss: 2.2514, grad_norm: 9.5912 2021-03-16 18:00:08,301 - mmaction - INFO - Epoch [46][1260/1345] lr: 1.000e-04, eta: 0:38:01, time: 0.377, data_time: 0.002, memory: 7067, loss_cls: 2.0707, loss: 2.0707, grad_norm: 9.4789 2021-03-16 18:00:15,883 - mmaction - INFO - Epoch [46][1280/1345] lr: 1.000e-04, eta: 0:37:52, time: 0.380, data_time: 0.002, memory: 7067, loss_cls: 2.1232, loss: 2.1232, grad_norm: 9.2291 2021-03-16 18:00:23,631 - mmaction - INFO - Epoch [46][1300/1345] lr: 1.000e-04, eta: 0:37:44, time: 0.388, data_time: 0.001, memory: 7067, loss_cls: 2.0471, loss: 2.0471, grad_norm: 9.4227 2021-03-16 18:00:30,725 - mmaction - INFO - Epoch [46][1320/1345] lr: 1.000e-04, eta: 0:37:35, time: 0.353, data_time: 0.000, memory: 7067, loss_cls: 2.0808, loss: 2.0808, grad_norm: 9.5804 2021-03-16 18:00:37,661 - mmaction - INFO - Epoch [46][1340/1345] lr: 1.000e-04, eta: 0:37:27, time: 0.348, data_time: 0.002, memory: 7067, loss_cls: 1.9300, loss: 1.9300, grad_norm: 9.8745 2021-03-16 18:00:39,530 - mmaction - INFO - Saving checkpoint at 46 epochs 2021-03-16 18:01:42,708 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-16 18:01:42,917 - mmaction - INFO - top1_acc 0.4568 top5_acc 0.7523 2021-03-16 18:01:42,917 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-16 18:01:42,927 - mmaction - INFO - mean_acc 0.4164 2021-03-16 18:01:43,267 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_46.pth. 2021-03-16 18:01:43,267 - mmaction - INFO - Best top1_acc is 0.4568 at 46 epoch. 2021-03-16 18:01:43,270 - mmaction - INFO - Epoch(val) [46][1345] top1_acc: 0.4568, top5_acc: 0.7523, mean_class_accuracy: 0.4164 2021-03-16 18:02:00,604 - mmaction - INFO - Epoch [47][20/1345] lr: 1.000e-04, eta: 0:37:17, time: 0.866, data_time: 0.497, memory: 7067, loss_cls: 2.1231, loss: 2.1231, grad_norm: 9.9354 2021-03-16 18:02:08,228 - mmaction - INFO - Epoch [47][40/1345] lr: 1.000e-04, eta: 0:37:09, time: 0.377, data_time: 0.001, memory: 7067, loss_cls: 2.0043, loss: 2.0043, grad_norm: 9.7951 2021-03-16 18:02:15,552 - mmaction - INFO - Epoch [47][60/1345] lr: 1.000e-04, eta: 0:37:00, time: 0.369, data_time: 0.005, memory: 7067, loss_cls: 2.0065, loss: 2.0065, grad_norm: 9.2935 2021-03-16 18:02:22,896 - mmaction - INFO - Epoch [47][80/1345] lr: 1.000e-04, eta: 0:36:52, time: 0.369, data_time: 0.002, memory: 7067, loss_cls: 2.0749, loss: 2.0749, grad_norm: 9.2054 2021-03-16 18:02:30,382 - mmaction - INFO - Epoch [47][100/1345] lr: 1.000e-04, eta: 0:36:43, time: 0.374, data_time: 0.000, memory: 7067, loss_cls: 2.0909, loss: 2.0909, grad_norm: 9.7276 2021-03-16 18:02:37,794 - mmaction - INFO - Epoch [47][120/1345] lr: 1.000e-04, eta: 0:36:35, time: 0.371, data_time: 0.000, memory: 7067, loss_cls: 2.1356, loss: 2.1356, grad_norm: 9.3894 2021-03-16 18:02:45,065 - mmaction - INFO - Epoch [47][140/1345] lr: 1.000e-04, eta: 0:36:26, time: 0.363, data_time: 0.000, memory: 7067, loss_cls: 2.1250, loss: 2.1250, grad_norm: 9.4288 2021-03-16 18:02:52,421 - mmaction - INFO - Epoch [47][160/1345] lr: 1.000e-04, eta: 0:36:18, time: 0.368, data_time: 0.001, memory: 7067, loss_cls: 2.0865, loss: 2.0865, grad_norm: 9.6514 2021-03-16 18:02:59,763 - mmaction - INFO - Epoch [47][180/1345] lr: 1.000e-04, eta: 0:36:10, time: 0.367, data_time: 0.000, memory: 7067, loss_cls: 2.0870, loss: 2.0870, grad_norm: 9.4019 2021-03-16 18:03:07,275 - mmaction - INFO - Epoch [47][200/1345] lr: 1.000e-04, eta: 0:36:01, time: 0.375, data_time: 0.001, memory: 7067, loss_cls: 2.0173, loss: 2.0173, grad_norm: 9.2693 2021-03-16 18:03:14,703 - mmaction - INFO - Epoch [47][220/1345] lr: 1.000e-04, eta: 0:35:53, time: 0.371, data_time: 0.001, memory: 7067, loss_cls: 2.1185, loss: 2.1185, grad_norm: 9.6141 2021-03-16 18:03:22,061 - mmaction - INFO - Epoch [47][240/1345] lr: 1.000e-04, eta: 0:35:44, time: 0.369, data_time: 0.002, memory: 7067, loss_cls: 2.1653, loss: 2.1653, grad_norm: 9.6039 2021-03-16 18:03:29,327 - mmaction - INFO - Epoch [47][260/1345] lr: 1.000e-04, eta: 0:35:36, time: 0.362, data_time: 0.000, memory: 7067, loss_cls: 2.0419, loss: 2.0419, grad_norm: 9.9894 2021-03-16 18:03:36,868 - mmaction - INFO - Epoch [47][280/1345] lr: 1.000e-04, eta: 0:35:27, time: 0.376, data_time: 0.001, memory: 7067, loss_cls: 2.1257, loss: 2.1257, grad_norm: 9.6579 2021-03-16 18:03:44,485 - mmaction - INFO - Epoch [47][300/1345] lr: 1.000e-04, eta: 0:35:19, time: 0.381, data_time: 0.003, memory: 7067, loss_cls: 2.2288, loss: 2.2288, grad_norm: 9.9570 2021-03-16 18:03:51,862 - mmaction - INFO - Epoch [47][320/1345] lr: 1.000e-04, eta: 0:35:11, time: 0.371, data_time: 0.002, memory: 7067, loss_cls: 2.1897, loss: 2.1897, grad_norm: 9.4568 2021-03-16 18:03:59,169 - mmaction - INFO - Epoch [47][340/1345] lr: 1.000e-04, eta: 0:35:02, time: 0.365, data_time: 0.000, memory: 7067, loss_cls: 2.1660, loss: 2.1660, grad_norm: 9.6220 2021-03-16 18:04:06,462 - mmaction - INFO - Epoch [47][360/1345] lr: 1.000e-04, eta: 0:34:54, time: 0.364, data_time: 0.001, memory: 7067, loss_cls: 2.1412, loss: 2.1412, grad_norm: 9.7128 2021-03-16 18:04:13,692 - mmaction - INFO - Epoch [47][380/1345] lr: 1.000e-04, eta: 0:34:45, time: 0.361, data_time: 0.002, memory: 7067, loss_cls: 2.2098, loss: 2.2098, grad_norm: 9.5504 2021-03-16 18:04:21,047 - mmaction - INFO - Epoch [47][400/1345] lr: 1.000e-04, eta: 0:34:37, time: 0.368, data_time: 0.001, memory: 7067, loss_cls: 2.1617, loss: 2.1617, grad_norm: 9.4040 2021-03-16 18:04:28,380 - mmaction - INFO - Epoch [47][420/1345] lr: 1.000e-04, eta: 0:34:28, time: 0.367, data_time: 0.001, memory: 7067, loss_cls: 2.0854, loss: 2.0854, grad_norm: 9.5325 2021-03-16 18:04:35,643 - mmaction - INFO - Epoch [47][440/1345] lr: 1.000e-04, eta: 0:34:20, time: 0.363, data_time: 0.001, memory: 7067, loss_cls: 2.1738, loss: 2.1738, grad_norm: 9.6315 2021-03-16 18:04:42,922 - mmaction - INFO - Epoch [47][460/1345] lr: 1.000e-04, eta: 0:34:12, time: 0.363, data_time: 0.001, memory: 7067, loss_cls: 2.1958, loss: 2.1958, grad_norm: 9.5971 2021-03-16 18:04:50,486 - mmaction - INFO - Epoch [47][480/1345] lr: 1.000e-04, eta: 0:34:03, time: 0.380, data_time: 0.002, memory: 7067, loss_cls: 2.1880, loss: 2.1880, grad_norm: 9.3870 2021-03-16 18:04:57,654 - mmaction - INFO - Epoch [47][500/1345] lr: 1.000e-04, eta: 0:33:55, time: 0.358, data_time: 0.000, memory: 7067, loss_cls: 2.0775, loss: 2.0775, grad_norm: 9.5591 2021-03-16 18:05:05,002 - mmaction - INFO - Epoch [47][520/1345] lr: 1.000e-04, eta: 0:33:46, time: 0.368, data_time: 0.001, memory: 7067, loss_cls: 2.1012, loss: 2.1012, grad_norm: 9.3700 2021-03-16 18:05:12,340 - mmaction - INFO - Epoch [47][540/1345] lr: 1.000e-04, eta: 0:33:38, time: 0.368, data_time: 0.001, memory: 7067, loss_cls: 2.1381, loss: 2.1381, grad_norm: 9.6364 2021-03-16 18:05:19,679 - mmaction - INFO - Epoch [47][560/1345] lr: 1.000e-04, eta: 0:33:29, time: 0.366, data_time: 0.000, memory: 7067, loss_cls: 2.1133, loss: 2.1133, grad_norm: 9.5681 2021-03-16 18:05:27,139 - mmaction - INFO - Epoch [47][580/1345] lr: 1.000e-04, eta: 0:33:21, time: 0.374, data_time: 0.001, memory: 7067, loss_cls: 2.1329, loss: 2.1329, grad_norm: 9.7149 2021-03-16 18:05:34,651 - mmaction - INFO - Epoch [47][600/1345] lr: 1.000e-04, eta: 0:33:13, time: 0.373, data_time: 0.001, memory: 7067, loss_cls: 2.0305, loss: 2.0305, grad_norm: 9.4992 2021-03-16 18:05:41,930 - mmaction - INFO - Epoch [47][620/1345] lr: 1.000e-04, eta: 0:33:04, time: 0.366, data_time: 0.003, memory: 7067, loss_cls: 2.1684, loss: 2.1684, grad_norm: 9.6773 2021-03-16 18:05:49,280 - mmaction - INFO - Epoch [47][640/1345] lr: 1.000e-04, eta: 0:32:56, time: 0.368, data_time: 0.001, memory: 7067, loss_cls: 2.1278, loss: 2.1278, grad_norm: 9.6368 2021-03-16 18:05:56,531 - mmaction - INFO - Epoch [47][660/1345] lr: 1.000e-04, eta: 0:32:47, time: 0.363, data_time: 0.001, memory: 7067, loss_cls: 2.0694, loss: 2.0694, grad_norm: 9.4044 2021-03-16 18:06:04,116 - mmaction - INFO - Epoch [47][680/1345] lr: 1.000e-04, eta: 0:32:39, time: 0.378, data_time: 0.001, memory: 7067, loss_cls: 2.2225, loss: 2.2225, grad_norm: 9.7629 2021-03-16 18:06:11,447 - mmaction - INFO - Epoch [47][700/1345] lr: 1.000e-04, eta: 0:32:31, time: 0.367, data_time: 0.002, memory: 7067, loss_cls: 2.2525, loss: 2.2525, grad_norm: 10.0109 2021-03-16 18:06:18,754 - mmaction - INFO - Epoch [47][720/1345] lr: 1.000e-04, eta: 0:32:22, time: 0.365, data_time: 0.001, memory: 7067, loss_cls: 2.0845, loss: 2.0845, grad_norm: 9.5043 2021-03-16 18:06:26,043 - mmaction - INFO - Epoch [47][740/1345] lr: 1.000e-04, eta: 0:32:14, time: 0.360, data_time: 0.001, memory: 7067, loss_cls: 2.1464, loss: 2.1464, grad_norm: 9.6334 2021-03-16 18:06:33,181 - mmaction - INFO - Epoch [47][760/1345] lr: 1.000e-04, eta: 0:32:05, time: 0.362, data_time: 0.006, memory: 7067, loss_cls: 2.0200, loss: 2.0200, grad_norm: 9.3533 2021-03-16 18:06:40,557 - mmaction - INFO - Epoch [47][780/1345] lr: 1.000e-04, eta: 0:31:57, time: 0.368, data_time: 0.001, memory: 7067, loss_cls: 2.0786, loss: 2.0786, grad_norm: 9.3481 2021-03-16 18:06:47,952 - mmaction - INFO - Epoch [47][800/1345] lr: 1.000e-04, eta: 0:31:49, time: 0.370, data_time: 0.002, memory: 7067, loss_cls: 2.1493, loss: 2.1493, grad_norm: 9.4168 2021-03-16 18:06:55,312 - mmaction - INFO - Epoch [47][820/1345] lr: 1.000e-04, eta: 0:31:40, time: 0.366, data_time: 0.001, memory: 7067, loss_cls: 2.0494, loss: 2.0494, grad_norm: 9.8972 2021-03-16 18:07:02,365 - mmaction - INFO - Epoch [47][840/1345] lr: 1.000e-04, eta: 0:31:32, time: 0.356, data_time: 0.003, memory: 7067, loss_cls: 2.0506, loss: 2.0506, grad_norm: 9.5249 2021-03-16 18:07:09,779 - mmaction - INFO - Epoch [47][860/1345] lr: 1.000e-04, eta: 0:31:23, time: 0.370, data_time: 0.000, memory: 7067, loss_cls: 2.0140, loss: 2.0140, grad_norm: 9.8476 2021-03-16 18:07:17,154 - mmaction - INFO - Epoch [47][880/1345] lr: 1.000e-04, eta: 0:31:15, time: 0.368, data_time: 0.001, memory: 7067, loss_cls: 2.1140, loss: 2.1140, grad_norm: 9.3494 2021-03-16 18:07:24,138 - mmaction - INFO - Epoch [47][900/1345] lr: 1.000e-04, eta: 0:31:06, time: 0.349, data_time: 0.001, memory: 7067, loss_cls: 2.0341, loss: 2.0341, grad_norm: 9.7756 2021-03-16 18:07:31,393 - mmaction - INFO - Epoch [47][920/1345] lr: 1.000e-04, eta: 0:30:58, time: 0.363, data_time: 0.001, memory: 7067, loss_cls: 2.2114, loss: 2.2114, grad_norm: 9.8441 2021-03-16 18:07:38,556 - mmaction - INFO - Epoch [47][940/1345] lr: 1.000e-04, eta: 0:30:50, time: 0.359, data_time: 0.002, memory: 7067, loss_cls: 2.1106, loss: 2.1106, grad_norm: 9.6462 2021-03-16 18:07:46,175 - mmaction - INFO - Epoch [47][960/1345] lr: 1.000e-04, eta: 0:30:41, time: 0.380, data_time: 0.000, memory: 7067, loss_cls: 2.1274, loss: 2.1274, grad_norm: 9.6216 2021-03-16 18:07:53,560 - mmaction - INFO - Epoch [47][980/1345] lr: 1.000e-04, eta: 0:30:33, time: 0.369, data_time: 0.001, memory: 7067, loss_cls: 2.1509, loss: 2.1509, grad_norm: 9.6779 2021-03-16 18:08:00,927 - mmaction - INFO - Epoch [47][1000/1345] lr: 1.000e-04, eta: 0:30:24, time: 0.366, data_time: 0.005, memory: 7067, loss_cls: 2.0467, loss: 2.0467, grad_norm: 9.6913 2021-03-16 18:08:08,377 - mmaction - INFO - Epoch [47][1020/1345] lr: 1.000e-04, eta: 0:30:16, time: 0.375, data_time: 0.003, memory: 7067, loss_cls: 2.1676, loss: 2.1676, grad_norm: 9.4359 2021-03-16 18:08:15,785 - mmaction - INFO - Epoch [47][1040/1345] lr: 1.000e-04, eta: 0:30:08, time: 0.370, data_time: 0.001, memory: 7067, loss_cls: 1.9208, loss: 1.9208, grad_norm: 9.5614 2021-03-16 18:08:23,172 - mmaction - INFO - Epoch [47][1060/1345] lr: 1.000e-04, eta: 0:29:59, time: 0.369, data_time: 0.001, memory: 7067, loss_cls: 2.1051, loss: 2.1051, grad_norm: 9.4052 2021-03-16 18:08:30,476 - mmaction - INFO - Epoch [47][1080/1345] lr: 1.000e-04, eta: 0:29:51, time: 0.366, data_time: 0.007, memory: 7067, loss_cls: 2.0911, loss: 2.0911, grad_norm: 9.9258 2021-03-16 18:08:38,276 - mmaction - INFO - Epoch [47][1100/1345] lr: 1.000e-04, eta: 0:29:43, time: 0.390, data_time: 0.001, memory: 7067, loss_cls: 2.0617, loss: 2.0617, grad_norm: 9.8672 2021-03-16 18:08:45,612 - mmaction - INFO - Epoch [47][1120/1345] lr: 1.000e-04, eta: 0:29:34, time: 0.366, data_time: 0.001, memory: 7067, loss_cls: 2.0622, loss: 2.0622, grad_norm: 9.6158 2021-03-16 18:08:52,951 - mmaction - INFO - Epoch [47][1140/1345] lr: 1.000e-04, eta: 0:29:26, time: 0.368, data_time: 0.002, memory: 7067, loss_cls: 2.1291, loss: 2.1291, grad_norm: 9.5697 2021-03-16 18:09:00,221 - mmaction - INFO - Epoch [47][1160/1345] lr: 1.000e-04, eta: 0:29:17, time: 0.363, data_time: 0.001, memory: 7067, loss_cls: 2.0409, loss: 2.0409, grad_norm: 9.4298 2021-03-16 18:09:07,532 - mmaction - INFO - Epoch [47][1180/1345] lr: 1.000e-04, eta: 0:29:09, time: 0.366, data_time: 0.001, memory: 7067, loss_cls: 2.1345, loss: 2.1345, grad_norm: 9.7404 2021-03-16 18:09:14,669 - mmaction - INFO - Epoch [47][1200/1345] lr: 1.000e-04, eta: 0:29:00, time: 0.357, data_time: 0.001, memory: 7067, loss_cls: 2.1650, loss: 2.1650, grad_norm: 9.7014 2021-03-16 18:09:22,009 - mmaction - INFO - Epoch [47][1220/1345] lr: 1.000e-04, eta: 0:28:52, time: 0.366, data_time: 0.001, memory: 7067, loss_cls: 2.1324, loss: 2.1324, grad_norm: 9.6771 2021-03-16 18:09:29,213 - mmaction - INFO - Epoch [47][1240/1345] lr: 1.000e-04, eta: 0:28:44, time: 0.361, data_time: 0.002, memory: 7067, loss_cls: 2.1455, loss: 2.1455, grad_norm: 9.5799 2021-03-16 18:09:36,710 - mmaction - INFO - Epoch [47][1260/1345] lr: 1.000e-04, eta: 0:28:35, time: 0.375, data_time: 0.001, memory: 7067, loss_cls: 2.0831, loss: 2.0831, grad_norm: 9.9027 2021-03-16 18:09:43,882 - mmaction - INFO - Epoch [47][1280/1345] lr: 1.000e-04, eta: 0:28:27, time: 0.359, data_time: 0.001, memory: 7067, loss_cls: 2.0456, loss: 2.0456, grad_norm: 9.6259 2021-03-16 18:09:51,316 - mmaction - INFO - Epoch [47][1300/1345] lr: 1.000e-04, eta: 0:28:19, time: 0.371, data_time: 0.001, memory: 7067, loss_cls: 1.9928, loss: 1.9928, grad_norm: 9.9951 2021-03-16 18:09:58,795 - mmaction - INFO - Epoch [47][1320/1345] lr: 1.000e-04, eta: 0:28:10, time: 0.374, data_time: 0.001, memory: 7067, loss_cls: 2.2258, loss: 2.2258, grad_norm: 9.4726 2021-03-16 18:10:05,726 - mmaction - INFO - Epoch [47][1340/1345] lr: 1.000e-04, eta: 0:28:02, time: 0.347, data_time: 0.001, memory: 7067, loss_cls: 2.0661, loss: 2.0661, grad_norm: 9.4757 2021-03-16 18:10:07,609 - mmaction - INFO - Saving checkpoint at 47 epochs 2021-03-16 18:10:25,325 - mmaction - INFO - Epoch [48][20/1345] lr: 1.000e-04, eta: 0:27:52, time: 0.868, data_time: 0.454, memory: 7067, loss_cls: 2.0658, loss: 2.0658, grad_norm: 9.7020 2021-03-16 18:10:32,754 - mmaction - INFO - Epoch [48][40/1345] lr: 1.000e-04, eta: 0:27:43, time: 0.371, data_time: 0.001, memory: 7067, loss_cls: 2.1149, loss: 2.1149, grad_norm: 9.3204 2021-03-16 18:10:40,310 - mmaction - INFO - Epoch [48][60/1345] lr: 1.000e-04, eta: 0:27:35, time: 0.377, data_time: 0.001, memory: 7067, loss_cls: 2.1349, loss: 2.1349, grad_norm: 9.7192 2021-03-16 18:10:47,651 - mmaction - INFO - Epoch [48][80/1345] lr: 1.000e-04, eta: 0:27:27, time: 0.367, data_time: 0.002, memory: 7067, loss_cls: 2.0064, loss: 2.0064, grad_norm: 9.8709 2021-03-16 18:10:54,880 - mmaction - INFO - Epoch [48][100/1345] lr: 1.000e-04, eta: 0:27:18, time: 0.359, data_time: 0.002, memory: 7067, loss_cls: 2.0803, loss: 2.0803, grad_norm: 9.6992 2021-03-16 18:11:02,370 - mmaction - INFO - Epoch [48][120/1345] lr: 1.000e-04, eta: 0:27:10, time: 0.379, data_time: 0.005, memory: 7067, loss_cls: 1.9680, loss: 1.9680, grad_norm: 9.5723 2021-03-16 18:11:09,838 - mmaction - INFO - Epoch [48][140/1345] lr: 1.000e-04, eta: 0:27:01, time: 0.372, data_time: 0.000, memory: 7067, loss_cls: 2.0381, loss: 2.0381, grad_norm: 9.5496 2021-03-16 18:11:17,278 - mmaction - INFO - Epoch [48][160/1345] lr: 1.000e-04, eta: 0:26:53, time: 0.372, data_time: 0.001, memory: 7067, loss_cls: 2.0310, loss: 2.0310, grad_norm: 9.4660 2021-03-16 18:11:24,473 - mmaction - INFO - Epoch [48][180/1345] lr: 1.000e-04, eta: 0:26:45, time: 0.358, data_time: 0.001, memory: 7067, loss_cls: 2.0844, loss: 2.0844, grad_norm: 9.2150 2021-03-16 18:11:32,090 - mmaction - INFO - Epoch [48][200/1345] lr: 1.000e-04, eta: 0:26:36, time: 0.382, data_time: 0.002, memory: 7067, loss_cls: 2.0413, loss: 2.0413, grad_norm: 9.7935 2021-03-16 18:11:39,452 - mmaction - INFO - Epoch [48][220/1345] lr: 1.000e-04, eta: 0:26:28, time: 0.368, data_time: 0.001, memory: 7067, loss_cls: 1.9244, loss: 1.9244, grad_norm: 9.6632 2021-03-16 18:11:46,643 - mmaction - INFO - Epoch [48][240/1345] lr: 1.000e-04, eta: 0:26:20, time: 0.360, data_time: 0.002, memory: 7067, loss_cls: 1.9961, loss: 1.9961, grad_norm: 9.7921 2021-03-16 18:11:53,925 - mmaction - INFO - Epoch [48][260/1345] lr: 1.000e-04, eta: 0:26:11, time: 0.364, data_time: 0.001, memory: 7067, loss_cls: 2.1370, loss: 2.1370, grad_norm: 9.4379 2021-03-16 18:12:01,297 - mmaction - INFO - Epoch [48][280/1345] lr: 1.000e-04, eta: 0:26:03, time: 0.367, data_time: 0.001, memory: 7067, loss_cls: 2.0557, loss: 2.0557, grad_norm: 9.3907 2021-03-16 18:12:08,756 - mmaction - INFO - Epoch [48][300/1345] lr: 1.000e-04, eta: 0:25:54, time: 0.375, data_time: 0.003, memory: 7067, loss_cls: 2.0451, loss: 2.0451, grad_norm: 9.5833 2021-03-16 18:12:16,181 - mmaction - INFO - Epoch [48][320/1345] lr: 1.000e-04, eta: 0:25:46, time: 0.370, data_time: 0.001, memory: 7067, loss_cls: 2.0833, loss: 2.0833, grad_norm: 9.7679 2021-03-16 18:12:23,669 - mmaction - INFO - Epoch [48][340/1345] lr: 1.000e-04, eta: 0:25:38, time: 0.375, data_time: 0.002, memory: 7067, loss_cls: 2.0523, loss: 2.0523, grad_norm: 9.3346 2021-03-16 18:12:31,032 - mmaction - INFO - Epoch [48][360/1345] lr: 1.000e-04, eta: 0:25:29, time: 0.369, data_time: 0.001, memory: 7067, loss_cls: 2.1109, loss: 2.1109, grad_norm: 9.8259 2021-03-16 18:12:38,450 - mmaction - INFO - Epoch [48][380/1345] lr: 1.000e-04, eta: 0:25:21, time: 0.371, data_time: 0.001, memory: 7067, loss_cls: 2.0842, loss: 2.0842, grad_norm: 9.7481 2021-03-16 18:12:46,018 - mmaction - INFO - Epoch [48][400/1345] lr: 1.000e-04, eta: 0:25:12, time: 0.379, data_time: 0.001, memory: 7067, loss_cls: 1.9718, loss: 1.9718, grad_norm: 9.5537 2021-03-16 18:12:53,426 - mmaction - INFO - Epoch [48][420/1345] lr: 1.000e-04, eta: 0:25:04, time: 0.370, data_time: 0.000, memory: 7067, loss_cls: 2.0738, loss: 2.0738, grad_norm: 9.9648 2021-03-16 18:13:00,649 - mmaction - INFO - Epoch [48][440/1345] lr: 1.000e-04, eta: 0:24:56, time: 0.361, data_time: 0.000, memory: 7067, loss_cls: 2.0667, loss: 2.0667, grad_norm: 9.4404 2021-03-16 18:13:08,006 - mmaction - INFO - Epoch [48][460/1345] lr: 1.000e-04, eta: 0:24:47, time: 0.367, data_time: 0.000, memory: 7067, loss_cls: 2.0488, loss: 2.0488, grad_norm: 9.9370 2021-03-16 18:13:15,373 - mmaction - INFO - Epoch [48][480/1345] lr: 1.000e-04, eta: 0:24:39, time: 0.369, data_time: 0.001, memory: 7067, loss_cls: 2.1489, loss: 2.1489, grad_norm: 9.5301 2021-03-16 18:13:22,751 - mmaction - INFO - Epoch [48][500/1345] lr: 1.000e-04, eta: 0:24:31, time: 0.369, data_time: 0.001, memory: 7067, loss_cls: 2.1427, loss: 2.1427, grad_norm: 9.6073 2021-03-16 18:13:30,149 - mmaction - INFO - Epoch [48][520/1345] lr: 1.000e-04, eta: 0:24:22, time: 0.371, data_time: 0.001, memory: 7067, loss_cls: 2.1347, loss: 2.1347, grad_norm: 10.0759 2021-03-16 18:13:37,479 - mmaction - INFO - Epoch [48][540/1345] lr: 1.000e-04, eta: 0:24:14, time: 0.367, data_time: 0.000, memory: 7067, loss_cls: 2.1533, loss: 2.1533, grad_norm: 9.8505 2021-03-16 18:13:44,807 - mmaction - INFO - Epoch [48][560/1345] lr: 1.000e-04, eta: 0:24:05, time: 0.366, data_time: 0.000, memory: 7067, loss_cls: 2.1776, loss: 2.1776, grad_norm: 9.5260 2021-03-16 18:13:52,243 - mmaction - INFO - Epoch [48][580/1345] lr: 1.000e-04, eta: 0:23:57, time: 0.371, data_time: 0.000, memory: 7067, loss_cls: 2.0104, loss: 2.0104, grad_norm: 9.5665 2021-03-16 18:13:59,437 - mmaction - INFO - Epoch [48][600/1345] lr: 1.000e-04, eta: 0:23:49, time: 0.359, data_time: 0.001, memory: 7067, loss_cls: 2.0390, loss: 2.0390, grad_norm: 9.7302 2021-03-16 18:14:06,912 - mmaction - INFO - Epoch [48][620/1345] lr: 1.000e-04, eta: 0:23:40, time: 0.374, data_time: 0.001, memory: 7067, loss_cls: 2.0260, loss: 2.0260, grad_norm: 10.0812 2021-03-16 18:14:14,121 - mmaction - INFO - Epoch [48][640/1345] lr: 1.000e-04, eta: 0:23:32, time: 0.360, data_time: 0.001, memory: 7067, loss_cls: 2.2475, loss: 2.2475, grad_norm: 9.6443 2021-03-16 18:14:21,703 - mmaction - INFO - Epoch [48][660/1345] lr: 1.000e-04, eta: 0:23:24, time: 0.379, data_time: 0.001, memory: 7067, loss_cls: 2.1403, loss: 2.1403, grad_norm: 9.9862 2021-03-16 18:14:29,103 - mmaction - INFO - Epoch [48][680/1345] lr: 1.000e-04, eta: 0:23:15, time: 0.370, data_time: 0.001, memory: 7067, loss_cls: 1.9967, loss: 1.9967, grad_norm: 9.6322 2021-03-16 18:14:36,430 - mmaction - INFO - Epoch [48][700/1345] lr: 1.000e-04, eta: 0:23:07, time: 0.366, data_time: 0.001, memory: 7067, loss_cls: 2.0531, loss: 2.0531, grad_norm: 9.8758 2021-03-16 18:14:43,915 - mmaction - INFO - Epoch [48][720/1345] lr: 1.000e-04, eta: 0:22:58, time: 0.374, data_time: 0.002, memory: 7067, loss_cls: 2.0138, loss: 2.0138, grad_norm: 9.8348 2021-03-16 18:14:51,310 - mmaction - INFO - Epoch [48][740/1345] lr: 1.000e-04, eta: 0:22:50, time: 0.371, data_time: 0.002, memory: 7067, loss_cls: 2.1548, loss: 2.1548, grad_norm: 9.7766 2021-03-16 18:14:58,800 - mmaction - INFO - Epoch [48][760/1345] lr: 1.000e-04, eta: 0:22:42, time: 0.373, data_time: 0.000, memory: 7067, loss_cls: 2.0539, loss: 2.0539, grad_norm: 9.4999 2021-03-16 18:15:06,053 - mmaction - INFO - Epoch [48][780/1345] lr: 1.000e-04, eta: 0:22:33, time: 0.363, data_time: 0.002, memory: 7067, loss_cls: 2.1170, loss: 2.1170, grad_norm: 9.6114 2021-03-16 18:15:13,239 - mmaction - INFO - Epoch [48][800/1345] lr: 1.000e-04, eta: 0:22:25, time: 0.360, data_time: 0.002, memory: 7067, loss_cls: 2.1009, loss: 2.1009, grad_norm: 9.7714 2021-03-16 18:15:20,812 - mmaction - INFO - Epoch [48][820/1345] lr: 1.000e-04, eta: 0:22:17, time: 0.378, data_time: 0.001, memory: 7067, loss_cls: 2.2286, loss: 2.2286, grad_norm: 9.5880 2021-03-16 18:15:28,160 - mmaction - INFO - Epoch [48][840/1345] lr: 1.000e-04, eta: 0:22:08, time: 0.368, data_time: 0.002, memory: 7067, loss_cls: 2.0900, loss: 2.0900, grad_norm: 9.4838 2021-03-16 18:15:35,527 - mmaction - INFO - Epoch [48][860/1345] lr: 1.000e-04, eta: 0:22:00, time: 0.368, data_time: 0.001, memory: 7067, loss_cls: 2.1773, loss: 2.1773, grad_norm: 9.3682 2021-03-16 18:15:42,911 - mmaction - INFO - Epoch [48][880/1345] lr: 1.000e-04, eta: 0:21:52, time: 0.370, data_time: 0.002, memory: 7067, loss_cls: 1.9779, loss: 1.9779, grad_norm: 9.5348 2021-03-16 18:15:50,245 - mmaction - INFO - Epoch [48][900/1345] lr: 1.000e-04, eta: 0:21:43, time: 0.368, data_time: 0.001, memory: 7067, loss_cls: 2.1779, loss: 2.1779, grad_norm: 9.2702 2021-03-16 18:15:57,589 - mmaction - INFO - Epoch [48][920/1345] lr: 1.000e-04, eta: 0:21:35, time: 0.366, data_time: 0.000, memory: 7067, loss_cls: 2.0830, loss: 2.0830, grad_norm: 9.3829 2021-03-16 18:16:04,957 - mmaction - INFO - Epoch [48][940/1345] lr: 1.000e-04, eta: 0:21:26, time: 0.369, data_time: 0.001, memory: 7067, loss_cls: 2.2057, loss: 2.2057, grad_norm: 9.8407 2021-03-16 18:16:12,425 - mmaction - INFO - Epoch [48][960/1345] lr: 1.000e-04, eta: 0:21:18, time: 0.373, data_time: 0.001, memory: 7067, loss_cls: 2.1343, loss: 2.1343, grad_norm: 9.6389 2021-03-16 18:16:19,697 - mmaction - INFO - Epoch [48][980/1345] lr: 1.000e-04, eta: 0:21:10, time: 0.364, data_time: 0.002, memory: 7067, loss_cls: 2.1535, loss: 2.1535, grad_norm: 9.3350 2021-03-16 18:16:27,161 - mmaction - INFO - Epoch [48][1000/1345] lr: 1.000e-04, eta: 0:21:01, time: 0.373, data_time: 0.001, memory: 7067, loss_cls: 2.1940, loss: 2.1940, grad_norm: 9.7066 2021-03-16 18:16:34,535 - mmaction - INFO - Epoch [48][1020/1345] lr: 1.000e-04, eta: 0:20:53, time: 0.368, data_time: 0.001, memory: 7067, loss_cls: 2.0657, loss: 2.0657, grad_norm: 9.7835 2021-03-16 18:16:41,868 - mmaction - INFO - Epoch [48][1040/1345] lr: 1.000e-04, eta: 0:20:45, time: 0.367, data_time: 0.002, memory: 7067, loss_cls: 2.0432, loss: 2.0432, grad_norm: 9.6113 2021-03-16 18:16:49,481 - mmaction - INFO - Epoch [48][1060/1345] lr: 1.000e-04, eta: 0:20:36, time: 0.380, data_time: 0.001, memory: 7067, loss_cls: 2.1532, loss: 2.1532, grad_norm: 9.4342 2021-03-16 18:16:56,764 - mmaction - INFO - Epoch [48][1080/1345] lr: 1.000e-04, eta: 0:20:28, time: 0.366, data_time: 0.002, memory: 7067, loss_cls: 1.9402, loss: 1.9402, grad_norm: 9.7225 2021-03-16 18:17:03,882 - mmaction - INFO - Epoch [48][1100/1345] lr: 1.000e-04, eta: 0:20:20, time: 0.356, data_time: 0.001, memory: 7067, loss_cls: 2.0818, loss: 2.0818, grad_norm: 9.9813 2021-03-16 18:17:11,617 - mmaction - INFO - Epoch [48][1120/1345] lr: 1.000e-04, eta: 0:20:11, time: 0.387, data_time: 0.001, memory: 7067, loss_cls: 2.0345, loss: 2.0345, grad_norm: 9.3425 2021-03-16 18:17:19,014 - mmaction - INFO - Epoch [48][1140/1345] lr: 1.000e-04, eta: 0:20:03, time: 0.369, data_time: 0.002, memory: 7067, loss_cls: 2.0911, loss: 2.0911, grad_norm: 9.7560 2021-03-16 18:17:26,292 - mmaction - INFO - Epoch [48][1160/1345] lr: 1.000e-04, eta: 0:19:55, time: 0.364, data_time: 0.001, memory: 7067, loss_cls: 2.2469, loss: 2.2469, grad_norm: 9.7083 2021-03-16 18:17:33,617 - mmaction - INFO - Epoch [48][1180/1345] lr: 1.000e-04, eta: 0:19:46, time: 0.367, data_time: 0.002, memory: 7067, loss_cls: 1.9695, loss: 1.9695, grad_norm: 9.7147 2021-03-16 18:17:40,879 - mmaction - INFO - Epoch [48][1200/1345] lr: 1.000e-04, eta: 0:19:38, time: 0.363, data_time: 0.000, memory: 7067, loss_cls: 2.0683, loss: 2.0683, grad_norm: 9.7636 2021-03-16 18:17:48,039 - mmaction - INFO - Epoch [48][1220/1345] lr: 1.000e-04, eta: 0:19:29, time: 0.356, data_time: 0.000, memory: 7067, loss_cls: 2.1033, loss: 2.1033, grad_norm: 9.7305 2021-03-16 18:17:55,381 - mmaction - INFO - Epoch [48][1240/1345] lr: 1.000e-04, eta: 0:19:21, time: 0.368, data_time: 0.002, memory: 7067, loss_cls: 2.1062, loss: 2.1062, grad_norm: 9.8547 2021-03-16 18:18:02,742 - mmaction - INFO - Epoch [48][1260/1345] lr: 1.000e-04, eta: 0:19:13, time: 0.366, data_time: 0.002, memory: 7067, loss_cls: 2.2077, loss: 2.2077, grad_norm: 10.0575 2021-03-16 18:18:10,139 - mmaction - INFO - Epoch [48][1280/1345] lr: 1.000e-04, eta: 0:19:04, time: 0.371, data_time: 0.003, memory: 7067, loss_cls: 2.0562, loss: 2.0562, grad_norm: 9.5840 2021-03-16 18:18:17,332 - mmaction - INFO - Epoch [48][1300/1345] lr: 1.000e-04, eta: 0:18:56, time: 0.360, data_time: 0.002, memory: 7067, loss_cls: 2.0762, loss: 2.0762, grad_norm: 9.8416 2021-03-16 18:18:24,670 - mmaction - INFO - Epoch [48][1320/1345] lr: 1.000e-04, eta: 0:18:48, time: 0.368, data_time: 0.001, memory: 7067, loss_cls: 2.0324, loss: 2.0324, grad_norm: 9.4774 2021-03-16 18:18:31,524 - mmaction - INFO - Epoch [48][1340/1345] lr: 1.000e-04, eta: 0:18:39, time: 0.343, data_time: 0.001, memory: 7067, loss_cls: 2.2116, loss: 2.2116, grad_norm: 9.6033 2021-03-16 18:18:33,354 - mmaction - INFO - Saving checkpoint at 48 epochs 2021-03-16 18:19:36,005 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-16 18:19:36,211 - mmaction - INFO - top1_acc 0.4558 top5_acc 0.7520 2021-03-16 18:19:36,211 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-16 18:19:36,220 - mmaction - INFO - mean_acc 0.4173 2021-03-16 18:19:36,222 - mmaction - INFO - Epoch(val) [48][1345] top1_acc: 0.4558, top5_acc: 0.7520, mean_class_accuracy: 0.4173 2021-03-16 18:19:54,014 - mmaction - INFO - Epoch [49][20/1345] lr: 1.000e-04, eta: 0:18:29, time: 0.889, data_time: 0.503, memory: 7067, loss_cls: 2.1964, loss: 2.1964, grad_norm: 9.4535 2021-03-16 18:20:01,499 - mmaction - INFO - Epoch [49][40/1345] lr: 1.000e-04, eta: 0:18:21, time: 0.373, data_time: 0.001, memory: 7067, loss_cls: 2.0332, loss: 2.0332, grad_norm: 9.7060 2021-03-16 18:20:09,243 - mmaction - INFO - Epoch [49][60/1345] lr: 1.000e-04, eta: 0:18:13, time: 0.388, data_time: 0.001, memory: 7067, loss_cls: 2.0483, loss: 2.0483, grad_norm: 9.3997 2021-03-16 18:20:16,635 - mmaction - INFO - Epoch [49][80/1345] lr: 1.000e-04, eta: 0:18:04, time: 0.368, data_time: 0.000, memory: 7067, loss_cls: 2.1226, loss: 2.1226, grad_norm: 9.9070 2021-03-16 18:20:23,946 - mmaction - INFO - Epoch [49][100/1345] lr: 1.000e-04, eta: 0:17:56, time: 0.366, data_time: 0.002, memory: 7067, loss_cls: 2.1207, loss: 2.1207, grad_norm: 9.4725 2021-03-16 18:20:31,194 - mmaction - INFO - Epoch [49][120/1345] lr: 1.000e-04, eta: 0:17:47, time: 0.362, data_time: 0.002, memory: 7067, loss_cls: 2.0912, loss: 2.0912, grad_norm: 9.4900 2021-03-16 18:20:38,679 - mmaction - INFO - Epoch [49][140/1345] lr: 1.000e-04, eta: 0:17:39, time: 0.374, data_time: 0.001, memory: 7067, loss_cls: 1.9905, loss: 1.9905, grad_norm: 9.2088 2021-03-16 18:20:45,944 - mmaction - INFO - Epoch [49][160/1345] lr: 1.000e-04, eta: 0:17:31, time: 0.363, data_time: 0.001, memory: 7067, loss_cls: 2.1844, loss: 2.1844, grad_norm: 9.5695 2021-03-16 18:20:53,167 - mmaction - INFO - Epoch [49][180/1345] lr: 1.000e-04, eta: 0:17:22, time: 0.361, data_time: 0.001, memory: 7067, loss_cls: 2.1307, loss: 2.1307, grad_norm: 9.6641 2021-03-16 18:21:00,644 - mmaction - INFO - Epoch [49][200/1345] lr: 1.000e-04, eta: 0:17:14, time: 0.373, data_time: 0.001, memory: 7067, loss_cls: 2.0031, loss: 2.0031, grad_norm: 9.4594 2021-03-16 18:21:08,249 - mmaction - INFO - Epoch [49][220/1345] lr: 1.000e-04, eta: 0:17:06, time: 0.381, data_time: 0.001, memory: 7067, loss_cls: 2.1841, loss: 2.1841, grad_norm: 10.0213 2021-03-16 18:21:15,400 - mmaction - INFO - Epoch [49][240/1345] lr: 1.000e-04, eta: 0:16:57, time: 0.358, data_time: 0.001, memory: 7067, loss_cls: 2.0413, loss: 2.0413, grad_norm: 9.7812 2021-03-16 18:21:22,563 - mmaction - INFO - Epoch [49][260/1345] lr: 1.000e-04, eta: 0:16:49, time: 0.357, data_time: 0.002, memory: 7067, loss_cls: 2.1416, loss: 2.1416, grad_norm: 9.7553 2021-03-16 18:21:29,941 - mmaction - INFO - Epoch [49][280/1345] lr: 1.000e-04, eta: 0:16:41, time: 0.369, data_time: 0.002, memory: 7067, loss_cls: 1.9995, loss: 1.9995, grad_norm: 9.8550 2021-03-16 18:21:37,061 - mmaction - INFO - Epoch [49][300/1345] lr: 1.000e-04, eta: 0:16:32, time: 0.356, data_time: 0.001, memory: 7067, loss_cls: 2.0206, loss: 2.0206, grad_norm: 9.9201 2021-03-16 18:21:44,698 - mmaction - INFO - Epoch [49][320/1345] lr: 1.000e-04, eta: 0:16:24, time: 0.382, data_time: 0.001, memory: 7067, loss_cls: 2.0874, loss: 2.0874, grad_norm: 9.6813 2021-03-16 18:21:51,831 - mmaction - INFO - Epoch [49][340/1345] lr: 1.000e-04, eta: 0:16:16, time: 0.355, data_time: 0.001, memory: 7067, loss_cls: 2.0171, loss: 2.0171, grad_norm: 9.2681 2021-03-16 18:21:59,343 - mmaction - INFO - Epoch [49][360/1345] lr: 1.000e-04, eta: 0:16:07, time: 0.378, data_time: 0.003, memory: 7067, loss_cls: 2.1695, loss: 2.1695, grad_norm: 10.1452 2021-03-16 18:22:06,357 - mmaction - INFO - Epoch [49][380/1345] lr: 1.000e-04, eta: 0:15:59, time: 0.350, data_time: 0.001, memory: 7067, loss_cls: 2.1682, loss: 2.1682, grad_norm: 9.7308 2021-03-16 18:22:13,585 - mmaction - INFO - Epoch [49][400/1345] lr: 1.000e-04, eta: 0:15:51, time: 0.362, data_time: 0.001, memory: 7067, loss_cls: 2.0282, loss: 2.0282, grad_norm: 9.6318 2021-03-16 18:22:20,995 - mmaction - INFO - Epoch [49][420/1345] lr: 1.000e-04, eta: 0:15:42, time: 0.370, data_time: 0.001, memory: 7067, loss_cls: 2.0967, loss: 2.0967, grad_norm: 10.0835 2021-03-16 18:22:28,211 - mmaction - INFO - Epoch [49][440/1345] lr: 1.000e-04, eta: 0:15:34, time: 0.359, data_time: 0.002, memory: 7067, loss_cls: 2.0476, loss: 2.0476, grad_norm: 9.6446 2021-03-16 18:22:35,536 - mmaction - INFO - Epoch [49][460/1345] lr: 1.000e-04, eta: 0:15:26, time: 0.369, data_time: 0.003, memory: 7067, loss_cls: 2.0977, loss: 2.0977, grad_norm: 9.6445 2021-03-16 18:22:42,970 - mmaction - INFO - Epoch [49][480/1345] lr: 1.000e-04, eta: 0:15:17, time: 0.371, data_time: 0.000, memory: 7067, loss_cls: 1.9771, loss: 1.9771, grad_norm: 9.8969 2021-03-16 18:22:50,374 - mmaction - INFO - Epoch [49][500/1345] lr: 1.000e-04, eta: 0:15:09, time: 0.370, data_time: 0.001, memory: 7067, loss_cls: 2.1410, loss: 2.1410, grad_norm: 10.2162 2021-03-16 18:22:57,945 - mmaction - INFO - Epoch [49][520/1345] lr: 1.000e-04, eta: 0:15:01, time: 0.378, data_time: 0.001, memory: 7067, loss_cls: 2.0672, loss: 2.0672, grad_norm: 9.4813 2021-03-16 18:23:05,235 - mmaction - INFO - Epoch [49][540/1345] lr: 1.000e-04, eta: 0:14:52, time: 0.365, data_time: 0.002, memory: 7067, loss_cls: 2.1274, loss: 2.1274, grad_norm: 9.6058 2021-03-16 18:23:12,691 - mmaction - INFO - Epoch [49][560/1345] lr: 1.000e-04, eta: 0:14:44, time: 0.373, data_time: 0.001, memory: 7067, loss_cls: 2.0911, loss: 2.0911, grad_norm: 9.7327 2021-03-16 18:23:20,174 - mmaction - INFO - Epoch [49][580/1345] lr: 1.000e-04, eta: 0:14:36, time: 0.374, data_time: 0.001, memory: 7067, loss_cls: 2.2119, loss: 2.2119, grad_norm: 9.4828 2021-03-16 18:23:27,668 - mmaction - INFO - Epoch [49][600/1345] lr: 1.000e-04, eta: 0:14:27, time: 0.375, data_time: 0.004, memory: 7067, loss_cls: 2.1343, loss: 2.1343, grad_norm: 9.4915 2021-03-16 18:23:35,165 - mmaction - INFO - Epoch [49][620/1345] lr: 1.000e-04, eta: 0:14:19, time: 0.376, data_time: 0.002, memory: 7067, loss_cls: 2.0781, loss: 2.0781, grad_norm: 9.5296 2021-03-16 18:23:42,463 - mmaction - INFO - Epoch [49][640/1345] lr: 1.000e-04, eta: 0:14:11, time: 0.365, data_time: 0.000, memory: 7067, loss_cls: 2.1541, loss: 2.1541, grad_norm: 9.6027 2021-03-16 18:23:49,783 - mmaction - INFO - Epoch [49][660/1345] lr: 1.000e-04, eta: 0:14:02, time: 0.365, data_time: 0.001, memory: 7067, loss_cls: 2.0729, loss: 2.0729, grad_norm: 9.6893 2021-03-16 18:23:57,108 - mmaction - INFO - Epoch [49][680/1345] lr: 1.000e-04, eta: 0:13:54, time: 0.367, data_time: 0.001, memory: 7067, loss_cls: 2.0715, loss: 2.0715, grad_norm: 9.5012 2021-03-16 18:24:04,381 - mmaction - INFO - Epoch [49][700/1345] lr: 1.000e-04, eta: 0:13:46, time: 0.364, data_time: 0.001, memory: 7067, loss_cls: 2.1006, loss: 2.1006, grad_norm: 9.6545 2021-03-16 18:24:11,944 - mmaction - INFO - Epoch [49][720/1345] lr: 1.000e-04, eta: 0:13:37, time: 0.378, data_time: 0.002, memory: 7067, loss_cls: 2.0710, loss: 2.0710, grad_norm: 9.9210 2021-03-16 18:24:19,228 - mmaction - INFO - Epoch [49][740/1345] lr: 1.000e-04, eta: 0:13:29, time: 0.363, data_time: 0.002, memory: 7067, loss_cls: 2.1142, loss: 2.1142, grad_norm: 9.8954 2021-03-16 18:24:26,462 - mmaction - INFO - Epoch [49][760/1345] lr: 1.000e-04, eta: 0:13:21, time: 0.362, data_time: 0.002, memory: 7067, loss_cls: 2.0350, loss: 2.0350, grad_norm: 9.4653 2021-03-16 18:24:33,926 - mmaction - INFO - Epoch [49][780/1345] lr: 1.000e-04, eta: 0:13:12, time: 0.372, data_time: 0.001, memory: 7067, loss_cls: 2.1208, loss: 2.1208, grad_norm: 9.7405 2021-03-16 18:24:41,106 - mmaction - INFO - Epoch [49][800/1345] lr: 1.000e-04, eta: 0:13:04, time: 0.361, data_time: 0.003, memory: 7067, loss_cls: 1.9724, loss: 1.9724, grad_norm: 10.2355 2021-03-16 18:24:48,316 - mmaction - INFO - Epoch [49][820/1345] lr: 1.000e-04, eta: 0:12:56, time: 0.361, data_time: 0.001, memory: 7067, loss_cls: 2.2279, loss: 2.2279, grad_norm: 10.2437 2021-03-16 18:24:55,633 - mmaction - INFO - Epoch [49][840/1345] lr: 1.000e-04, eta: 0:12:47, time: 0.366, data_time: 0.000, memory: 7067, loss_cls: 2.1836, loss: 2.1836, grad_norm: 9.5949 2021-03-16 18:25:03,026 - mmaction - INFO - Epoch [49][860/1345] lr: 1.000e-04, eta: 0:12:39, time: 0.370, data_time: 0.000, memory: 7067, loss_cls: 2.1821, loss: 2.1821, grad_norm: 9.4904 2021-03-16 18:25:10,315 - mmaction - INFO - Epoch [49][880/1345] lr: 1.000e-04, eta: 0:12:31, time: 0.363, data_time: 0.000, memory: 7067, loss_cls: 2.0890, loss: 2.0890, grad_norm: 9.6442 2021-03-16 18:25:17,874 - mmaction - INFO - Epoch [49][900/1345] lr: 1.000e-04, eta: 0:12:22, time: 0.379, data_time: 0.002, memory: 7067, loss_cls: 2.0525, loss: 2.0525, grad_norm: 9.8922 2021-03-16 18:25:25,150 - mmaction - INFO - Epoch [49][920/1345] lr: 1.000e-04, eta: 0:12:14, time: 0.363, data_time: 0.001, memory: 7067, loss_cls: 2.0693, loss: 2.0693, grad_norm: 9.9234 2021-03-16 18:25:32,442 - mmaction - INFO - Epoch [49][940/1345] lr: 1.000e-04, eta: 0:12:06, time: 0.364, data_time: 0.001, memory: 7067, loss_cls: 2.1664, loss: 2.1664, grad_norm: 9.5941 2021-03-16 18:25:39,779 - mmaction - INFO - Epoch [49][960/1345] lr: 1.000e-04, eta: 0:11:57, time: 0.368, data_time: 0.001, memory: 7067, loss_cls: 2.1174, loss: 2.1174, grad_norm: 10.2391 2021-03-16 18:25:47,065 - mmaction - INFO - Epoch [49][980/1345] lr: 1.000e-04, eta: 0:11:49, time: 0.362, data_time: 0.001, memory: 7067, loss_cls: 2.1184, loss: 2.1184, grad_norm: 9.7036 2021-03-16 18:25:54,355 - mmaction - INFO - Epoch [49][1000/1345] lr: 1.000e-04, eta: 0:11:41, time: 0.366, data_time: 0.002, memory: 7067, loss_cls: 2.0578, loss: 2.0578, grad_norm: 9.8262 2021-03-16 18:26:01,847 - mmaction - INFO - Epoch [49][1020/1345] lr: 1.000e-04, eta: 0:11:32, time: 0.375, data_time: 0.001, memory: 7067, loss_cls: 2.0080, loss: 2.0080, grad_norm: 9.3972 2021-03-16 18:26:08,936 - mmaction - INFO - Epoch [49][1040/1345] lr: 1.000e-04, eta: 0:11:24, time: 0.354, data_time: 0.001, memory: 7067, loss_cls: 2.0585, loss: 2.0585, grad_norm: 9.9963 2021-03-16 18:26:16,357 - mmaction - INFO - Epoch [49][1060/1345] lr: 1.000e-04, eta: 0:11:16, time: 0.372, data_time: 0.001, memory: 7067, loss_cls: 2.0309, loss: 2.0309, grad_norm: 9.6308 2021-03-16 18:26:23,623 - mmaction - INFO - Epoch [49][1080/1345] lr: 1.000e-04, eta: 0:11:07, time: 0.362, data_time: 0.000, memory: 7067, loss_cls: 2.2074, loss: 2.2074, grad_norm: 10.1080 2021-03-16 18:26:30,974 - mmaction - INFO - Epoch [49][1100/1345] lr: 1.000e-04, eta: 0:10:59, time: 0.369, data_time: 0.002, memory: 7067, loss_cls: 2.0697, loss: 2.0697, grad_norm: 10.0017 2021-03-16 18:26:38,297 - mmaction - INFO - Epoch [49][1120/1345] lr: 1.000e-04, eta: 0:10:51, time: 0.365, data_time: 0.000, memory: 7067, loss_cls: 2.1434, loss: 2.1434, grad_norm: 10.1294 2021-03-16 18:26:45,618 - mmaction - INFO - Epoch [49][1140/1345] lr: 1.000e-04, eta: 0:10:42, time: 0.367, data_time: 0.001, memory: 7067, loss_cls: 2.0552, loss: 2.0552, grad_norm: 9.7019 2021-03-16 18:26:52,800 - mmaction - INFO - Epoch [49][1160/1345] lr: 1.000e-04, eta: 0:10:34, time: 0.359, data_time: 0.001, memory: 7067, loss_cls: 2.0294, loss: 2.0294, grad_norm: 9.6882 2021-03-16 18:27:00,053 - mmaction - INFO - Epoch [49][1180/1345] lr: 1.000e-04, eta: 0:10:26, time: 0.359, data_time: 0.001, memory: 7067, loss_cls: 2.0475, loss: 2.0475, grad_norm: 9.7128 2021-03-16 18:27:07,318 - mmaction - INFO - Epoch [49][1200/1345] lr: 1.000e-04, eta: 0:10:17, time: 0.367, data_time: 0.004, memory: 7067, loss_cls: 2.0485, loss: 2.0485, grad_norm: 9.7844 2021-03-16 18:27:14,644 - mmaction - INFO - Epoch [49][1220/1345] lr: 1.000e-04, eta: 0:10:09, time: 0.367, data_time: 0.001, memory: 7067, loss_cls: 2.0715, loss: 2.0715, grad_norm: 9.6736 2021-03-16 18:27:22,037 - mmaction - INFO - Epoch [49][1240/1345] lr: 1.000e-04, eta: 0:10:01, time: 0.368, data_time: 0.000, memory: 7067, loss_cls: 2.1078, loss: 2.1078, grad_norm: 9.8892 2021-03-16 18:27:29,602 - mmaction - INFO - Epoch [49][1260/1345] lr: 1.000e-04, eta: 0:09:53, time: 0.379, data_time: 0.002, memory: 7067, loss_cls: 2.0041, loss: 2.0041, grad_norm: 10.1804 2021-03-16 18:27:36,958 - mmaction - INFO - Epoch [49][1280/1345] lr: 1.000e-04, eta: 0:09:44, time: 0.369, data_time: 0.002, memory: 7067, loss_cls: 2.1361, loss: 2.1361, grad_norm: 9.7777 2021-03-16 18:27:44,208 - mmaction - INFO - Epoch [49][1300/1345] lr: 1.000e-04, eta: 0:09:36, time: 0.362, data_time: 0.001, memory: 7067, loss_cls: 2.0939, loss: 2.0939, grad_norm: 9.7174 2021-03-16 18:27:51,823 - mmaction - INFO - Epoch [49][1320/1345] lr: 1.000e-04, eta: 0:09:28, time: 0.380, data_time: 0.001, memory: 7067, loss_cls: 2.1021, loss: 2.1021, grad_norm: 10.4312 2021-03-16 18:27:58,727 - mmaction - INFO - Epoch [49][1340/1345] lr: 1.000e-04, eta: 0:09:19, time: 0.347, data_time: 0.002, memory: 7067, loss_cls: 2.1613, loss: 2.1613, grad_norm: 10.3768 2021-03-16 18:28:00,602 - mmaction - INFO - Saving checkpoint at 49 epochs 2021-03-16 18:28:18,397 - mmaction - INFO - Epoch [50][20/1345] lr: 1.000e-04, eta: 0:09:09, time: 0.871, data_time: 0.445, memory: 7067, loss_cls: 2.1099, loss: 2.1099, grad_norm: 9.7920 2021-03-16 18:28:25,948 - mmaction - INFO - Epoch [50][40/1345] lr: 1.000e-04, eta: 0:09:01, time: 0.378, data_time: 0.001, memory: 7067, loss_cls: 2.0863, loss: 2.0863, grad_norm: 9.5154 2021-03-16 18:28:33,266 - mmaction - INFO - Epoch [50][60/1345] lr: 1.000e-04, eta: 0:08:52, time: 0.366, data_time: 0.000, memory: 7067, loss_cls: 2.1224, loss: 2.1224, grad_norm: 9.8461 2021-03-16 18:28:40,723 - mmaction - INFO - Epoch [50][80/1345] lr: 1.000e-04, eta: 0:08:44, time: 0.372, data_time: 0.000, memory: 7067, loss_cls: 2.1117, loss: 2.1117, grad_norm: 9.9359 2021-03-16 18:28:48,257 - mmaction - INFO - Epoch [50][100/1345] lr: 1.000e-04, eta: 0:08:36, time: 0.378, data_time: 0.002, memory: 7067, loss_cls: 2.0182, loss: 2.0182, grad_norm: 9.9545 2021-03-16 18:28:55,779 - mmaction - INFO - Epoch [50][120/1345] lr: 1.000e-04, eta: 0:08:28, time: 0.375, data_time: 0.001, memory: 7067, loss_cls: 2.0754, loss: 2.0754, grad_norm: 9.7821 2021-03-16 18:29:03,246 - mmaction - INFO - Epoch [50][140/1345] lr: 1.000e-04, eta: 0:08:19, time: 0.373, data_time: 0.001, memory: 7067, loss_cls: 1.9902, loss: 1.9902, grad_norm: 9.9659 2021-03-16 18:29:11,091 - mmaction - INFO - Epoch [50][160/1345] lr: 1.000e-04, eta: 0:08:11, time: 0.393, data_time: 0.002, memory: 7067, loss_cls: 2.2087, loss: 2.2087, grad_norm: 9.8680 2021-03-16 18:29:18,242 - mmaction - INFO - Epoch [50][180/1345] lr: 1.000e-04, eta: 0:08:03, time: 0.357, data_time: 0.001, memory: 7067, loss_cls: 2.1288, loss: 2.1288, grad_norm: 9.7992 2021-03-16 18:29:25,815 - mmaction - INFO - Epoch [50][200/1345] lr: 1.000e-04, eta: 0:07:54, time: 0.378, data_time: 0.002, memory: 7067, loss_cls: 2.0963, loss: 2.0963, grad_norm: 9.7057 2021-03-16 18:29:33,058 - mmaction - INFO - Epoch [50][220/1345] lr: 1.000e-04, eta: 0:07:46, time: 0.364, data_time: 0.002, memory: 7067, loss_cls: 2.1761, loss: 2.1761, grad_norm: 9.6258 2021-03-16 18:29:40,459 - mmaction - INFO - Epoch [50][240/1345] lr: 1.000e-04, eta: 0:07:38, time: 0.369, data_time: 0.001, memory: 7067, loss_cls: 2.0757, loss: 2.0757, grad_norm: 9.8114 2021-03-16 18:29:47,993 - mmaction - INFO - Epoch [50][260/1345] lr: 1.000e-04, eta: 0:07:29, time: 0.376, data_time: 0.002, memory: 7067, loss_cls: 2.2438, loss: 2.2438, grad_norm: 9.9735 2021-03-16 18:29:55,436 - mmaction - INFO - Epoch [50][280/1345] lr: 1.000e-04, eta: 0:07:21, time: 0.373, data_time: 0.002, memory: 7067, loss_cls: 2.1330, loss: 2.1330, grad_norm: 9.6459 2021-03-16 18:30:02,681 - mmaction - INFO - Epoch [50][300/1345] lr: 1.000e-04, eta: 0:07:13, time: 0.361, data_time: 0.002, memory: 7067, loss_cls: 2.0974, loss: 2.0974, grad_norm: 9.4665 2021-03-16 18:30:09,907 - mmaction - INFO - Epoch [50][320/1345] lr: 1.000e-04, eta: 0:07:04, time: 0.363, data_time: 0.003, memory: 7067, loss_cls: 2.1245, loss: 2.1245, grad_norm: 10.0809 2021-03-16 18:30:17,305 - mmaction - INFO - Epoch [50][340/1345] lr: 1.000e-04, eta: 0:06:56, time: 0.370, data_time: 0.001, memory: 7067, loss_cls: 2.1226, loss: 2.1226, grad_norm: 9.9759 2021-03-16 18:30:24,519 - mmaction - INFO - Epoch [50][360/1345] lr: 1.000e-04, eta: 0:06:48, time: 0.361, data_time: 0.001, memory: 7067, loss_cls: 2.0627, loss: 2.0627, grad_norm: 9.6362 2021-03-16 18:30:31,764 - mmaction - INFO - Epoch [50][380/1345] lr: 1.000e-04, eta: 0:06:40, time: 0.363, data_time: 0.002, memory: 7067, loss_cls: 2.1396, loss: 2.1396, grad_norm: 10.2086 2021-03-16 18:30:39,011 - mmaction - INFO - Epoch [50][400/1345] lr: 1.000e-04, eta: 0:06:31, time: 0.362, data_time: 0.001, memory: 7067, loss_cls: 2.0062, loss: 2.0062, grad_norm: 9.7735 2021-03-16 18:30:46,298 - mmaction - INFO - Epoch [50][420/1345] lr: 1.000e-04, eta: 0:06:23, time: 0.365, data_time: 0.001, memory: 7067, loss_cls: 2.2211, loss: 2.2211, grad_norm: 9.5775 2021-03-16 18:30:53,772 - mmaction - INFO - Epoch [50][440/1345] lr: 1.000e-04, eta: 0:06:15, time: 0.374, data_time: 0.000, memory: 7067, loss_cls: 2.0557, loss: 2.0557, grad_norm: 9.6026 2021-03-16 18:31:01,233 - mmaction - INFO - Epoch [50][460/1345] lr: 1.000e-04, eta: 0:06:06, time: 0.372, data_time: 0.000, memory: 7067, loss_cls: 2.0053, loss: 2.0053, grad_norm: 9.7725 2021-03-16 18:31:08,485 - mmaction - INFO - Epoch [50][480/1345] lr: 1.000e-04, eta: 0:05:58, time: 0.362, data_time: 0.001, memory: 7067, loss_cls: 2.1279, loss: 2.1279, grad_norm: 9.9000 2021-03-16 18:31:15,711 - mmaction - INFO - Epoch [50][500/1345] lr: 1.000e-04, eta: 0:05:50, time: 0.363, data_time: 0.002, memory: 7067, loss_cls: 2.0795, loss: 2.0795, grad_norm: 9.9145 2021-03-16 18:31:23,071 - mmaction - INFO - Epoch [50][520/1345] lr: 1.000e-04, eta: 0:05:41, time: 0.367, data_time: 0.000, memory: 7067, loss_cls: 2.1572, loss: 2.1572, grad_norm: 9.8317 2021-03-16 18:31:30,825 - mmaction - INFO - Epoch [50][540/1345] lr: 1.000e-04, eta: 0:05:33, time: 0.388, data_time: 0.001, memory: 7067, loss_cls: 2.0951, loss: 2.0951, grad_norm: 9.7142 2021-03-16 18:31:38,229 - mmaction - INFO - Epoch [50][560/1345] lr: 1.000e-04, eta: 0:05:25, time: 0.370, data_time: 0.001, memory: 7067, loss_cls: 1.9546, loss: 1.9546, grad_norm: 9.5541 2021-03-16 18:31:45,414 - mmaction - INFO - Epoch [50][580/1345] lr: 1.000e-04, eta: 0:05:17, time: 0.360, data_time: 0.001, memory: 7067, loss_cls: 2.1357, loss: 2.1357, grad_norm: 9.8808 2021-03-16 18:31:52,704 - mmaction - INFO - Epoch [50][600/1345] lr: 1.000e-04, eta: 0:05:08, time: 0.364, data_time: 0.001, memory: 7067, loss_cls: 2.0799, loss: 2.0799, grad_norm: 9.9453 2021-03-16 18:31:59,879 - mmaction - INFO - Epoch [50][620/1345] lr: 1.000e-04, eta: 0:05:00, time: 0.358, data_time: 0.001, memory: 7067, loss_cls: 2.0414, loss: 2.0414, grad_norm: 9.5823 2021-03-16 18:32:07,242 - mmaction - INFO - Epoch [50][640/1345] lr: 1.000e-04, eta: 0:04:52, time: 0.370, data_time: 0.002, memory: 7067, loss_cls: 2.0854, loss: 2.0854, grad_norm: 9.7147 2021-03-16 18:32:14,389 - mmaction - INFO - Epoch [50][660/1345] lr: 1.000e-04, eta: 0:04:43, time: 0.354, data_time: 0.000, memory: 7067, loss_cls: 1.9814, loss: 1.9814, grad_norm: 10.0001 2021-03-16 18:32:21,867 - mmaction - INFO - Epoch [50][680/1345] lr: 1.000e-04, eta: 0:04:35, time: 0.376, data_time: 0.003, memory: 7067, loss_cls: 2.1711, loss: 2.1711, grad_norm: 9.9227 2021-03-16 18:32:29,491 - mmaction - INFO - Epoch [50][700/1345] lr: 1.000e-04, eta: 0:04:27, time: 0.382, data_time: 0.002, memory: 7067, loss_cls: 2.0236, loss: 2.0236, grad_norm: 10.0216 2021-03-16 18:32:36,677 - mmaction - INFO - Epoch [50][720/1345] lr: 1.000e-04, eta: 0:04:18, time: 0.359, data_time: 0.001, memory: 7067, loss_cls: 2.2136, loss: 2.2136, grad_norm: 9.7694 2021-03-16 18:32:44,153 - mmaction - INFO - Epoch [50][740/1345] lr: 1.000e-04, eta: 0:04:10, time: 0.374, data_time: 0.001, memory: 7067, loss_cls: 2.1109, loss: 2.1109, grad_norm: 9.9441 2021-03-16 18:32:51,557 - mmaction - INFO - Epoch [50][760/1345] lr: 1.000e-04, eta: 0:04:02, time: 0.368, data_time: 0.002, memory: 7067, loss_cls: 2.0602, loss: 2.0602, grad_norm: 10.0006 2021-03-16 18:32:58,587 - mmaction - INFO - Epoch [50][780/1345] lr: 1.000e-04, eta: 0:03:54, time: 0.354, data_time: 0.003, memory: 7067, loss_cls: 2.0124, loss: 2.0124, grad_norm: 9.6288 2021-03-16 18:33:05,883 - mmaction - INFO - Epoch [50][800/1345] lr: 1.000e-04, eta: 0:03:45, time: 0.362, data_time: 0.001, memory: 7067, loss_cls: 2.0292, loss: 2.0292, grad_norm: 10.2324 2021-03-16 18:33:13,194 - mmaction - INFO - Epoch [50][820/1345] lr: 1.000e-04, eta: 0:03:37, time: 0.368, data_time: 0.004, memory: 7067, loss_cls: 2.0238, loss: 2.0238, grad_norm: 9.9470 2021-03-16 18:33:20,450 - mmaction - INFO - Epoch [50][840/1345] lr: 1.000e-04, eta: 0:03:29, time: 0.363, data_time: 0.002, memory: 7067, loss_cls: 2.2056, loss: 2.2056, grad_norm: 9.8590 2021-03-16 18:33:27,771 - mmaction - INFO - Epoch [50][860/1345] lr: 1.000e-04, eta: 0:03:20, time: 0.366, data_time: 0.001, memory: 7067, loss_cls: 2.0945, loss: 2.0945, grad_norm: 10.2161 2021-03-16 18:33:34,994 - mmaction - INFO - Epoch [50][880/1345] lr: 1.000e-04, eta: 0:03:12, time: 0.362, data_time: 0.001, memory: 7067, loss_cls: 2.0823, loss: 2.0823, grad_norm: 9.6302 2021-03-16 18:33:42,299 - mmaction - INFO - Epoch [50][900/1345] lr: 1.000e-04, eta: 0:03:04, time: 0.365, data_time: 0.000, memory: 7067, loss_cls: 2.0856, loss: 2.0856, grad_norm: 9.7043 2021-03-16 18:33:49,712 - mmaction - INFO - Epoch [50][920/1345] lr: 1.000e-04, eta: 0:02:56, time: 0.370, data_time: 0.001, memory: 7067, loss_cls: 2.1909, loss: 2.1909, grad_norm: 10.2432 2021-03-16 18:33:56,802 - mmaction - INFO - Epoch [50][940/1345] lr: 1.000e-04, eta: 0:02:47, time: 0.355, data_time: 0.001, memory: 7067, loss_cls: 2.1411, loss: 2.1411, grad_norm: 9.5475 2021-03-16 18:34:03,878 - mmaction - INFO - Epoch [50][960/1345] lr: 1.000e-04, eta: 0:02:39, time: 0.353, data_time: 0.000, memory: 7067, loss_cls: 2.1059, loss: 2.1059, grad_norm: 9.4102 2021-03-16 18:34:11,150 - mmaction - INFO - Epoch [50][980/1345] lr: 1.000e-04, eta: 0:02:31, time: 0.363, data_time: 0.001, memory: 7067, loss_cls: 2.0167, loss: 2.0167, grad_norm: 9.6587 2021-03-16 18:34:18,361 - mmaction - INFO - Epoch [50][1000/1345] lr: 1.000e-04, eta: 0:02:22, time: 0.361, data_time: 0.001, memory: 7067, loss_cls: 2.1963, loss: 2.1963, grad_norm: 9.6432 2021-03-16 18:34:25,659 - mmaction - INFO - Epoch [50][1020/1345] lr: 1.000e-04, eta: 0:02:14, time: 0.365, data_time: 0.001, memory: 7067, loss_cls: 2.1748, loss: 2.1748, grad_norm: 10.3156 2021-03-16 18:34:33,084 - mmaction - INFO - Epoch [50][1040/1345] lr: 1.000e-04, eta: 0:02:06, time: 0.370, data_time: 0.001, memory: 7067, loss_cls: 2.0512, loss: 2.0512, grad_norm: 9.3608 2021-03-16 18:34:40,490 - mmaction - INFO - Epoch [50][1060/1345] lr: 1.000e-04, eta: 0:01:57, time: 0.371, data_time: 0.002, memory: 7067, loss_cls: 2.1242, loss: 2.1242, grad_norm: 9.6407 2021-03-16 18:34:47,626 - mmaction - INFO - Epoch [50][1080/1345] lr: 1.000e-04, eta: 0:01:49, time: 0.357, data_time: 0.001, memory: 7067, loss_cls: 2.2120, loss: 2.2120, grad_norm: 9.5471 2021-03-16 18:34:54,871 - mmaction - INFO - Epoch [50][1100/1345] lr: 1.000e-04, eta: 0:01:41, time: 0.363, data_time: 0.002, memory: 7067, loss_cls: 2.1036, loss: 2.1036, grad_norm: 9.9943 2021-03-16 18:35:02,312 - mmaction - INFO - Epoch [50][1120/1345] lr: 1.000e-04, eta: 0:01:33, time: 0.372, data_time: 0.000, memory: 7067, loss_cls: 2.1828, loss: 2.1828, grad_norm: 10.0901 2021-03-16 18:35:09,743 - mmaction - INFO - Epoch [50][1140/1345] lr: 1.000e-04, eta: 0:01:24, time: 0.371, data_time: 0.001, memory: 7067, loss_cls: 1.9862, loss: 1.9862, grad_norm: 9.6849 2021-03-16 18:35:17,139 - mmaction - INFO - Epoch [50][1160/1345] lr: 1.000e-04, eta: 0:01:16, time: 0.370, data_time: 0.001, memory: 7067, loss_cls: 2.1012, loss: 2.1012, grad_norm: 10.0914 2021-03-16 18:35:24,644 - mmaction - INFO - Epoch [50][1180/1345] lr: 1.000e-04, eta: 0:01:08, time: 0.375, data_time: 0.001, memory: 7067, loss_cls: 2.0586, loss: 2.0586, grad_norm: 9.7848 2021-03-16 18:35:32,148 - mmaction - INFO - Epoch [50][1200/1345] lr: 1.000e-04, eta: 0:01:00, time: 0.376, data_time: 0.001, memory: 7067, loss_cls: 2.0471, loss: 2.0471, grad_norm: 9.8208 2021-03-16 18:35:39,446 - mmaction - INFO - Epoch [50][1220/1345] lr: 1.000e-04, eta: 0:00:51, time: 0.365, data_time: 0.001, memory: 7067, loss_cls: 2.1137, loss: 2.1137, grad_norm: 9.7978 2021-03-16 18:35:46,710 - mmaction - INFO - Epoch [50][1240/1345] lr: 1.000e-04, eta: 0:00:43, time: 0.363, data_time: 0.001, memory: 7067, loss_cls: 2.0555, loss: 2.0555, grad_norm: 9.8374 2021-03-16 18:35:54,096 - mmaction - INFO - Epoch [50][1260/1345] lr: 1.000e-04, eta: 0:00:35, time: 0.368, data_time: 0.001, memory: 7067, loss_cls: 2.1114, loss: 2.1114, grad_norm: 10.1044 2021-03-16 18:36:01,510 - mmaction - INFO - Epoch [50][1280/1345] lr: 1.000e-04, eta: 0:00:26, time: 0.372, data_time: 0.002, memory: 7067, loss_cls: 2.1175, loss: 2.1175, grad_norm: 10.0281 2021-03-16 18:36:08,945 - mmaction - INFO - Epoch [50][1300/1345] lr: 1.000e-04, eta: 0:00:18, time: 0.372, data_time: 0.001, memory: 7067, loss_cls: 2.0758, loss: 2.0758, grad_norm: 10.0796 2021-03-16 18:36:16,250 - mmaction - INFO - Epoch [50][1320/1345] lr: 1.000e-04, eta: 0:00:10, time: 0.364, data_time: 0.000, memory: 7067, loss_cls: 2.0599, loss: 2.0599, grad_norm: 10.1285 2021-03-16 18:36:23,385 - mmaction - INFO - Epoch [50][1340/1345] lr: 1.000e-04, eta: 0:00:02, time: 0.358, data_time: 0.001, memory: 7067, loss_cls: 2.0897, loss: 2.0897, grad_norm: 9.7707 2021-03-16 18:36:25,231 - mmaction - INFO - Saving checkpoint at 50 epochs 2021-03-16 18:37:27,998 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-16 18:37:28,162 - mmaction - INFO - top1_acc 0.4592 top5_acc 0.7523 2021-03-16 18:37:28,162 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-16 18:37:28,171 - mmaction - INFO - mean_acc 0.4187 2021-03-16 18:37:28,503 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_50.pth. 2021-03-16 18:37:28,503 - mmaction - INFO - Best top1_acc is 0.4592 at 50 epoch. 2021-03-16 18:37:28,506 - mmaction - INFO - Epoch(val) [50][1345] top1_acc: 0.4592, top5_acc: 0.7523, mean_class_accuracy: 0.4187