2020-06-30 21:35:06,318 - mmaction - INFO - Environment info: ------------------------------------------------------------ sys.platform: linux Python: 3.6.9 |Anaconda, Inc.| (default, Jul 30 2019, 19:07:31) [GCC 7.3.0] CUDA available: True CUDA_HOME: /usr/local/cuda NVCC: Cuda compilation tools, release 9.0, V9.0.176 GPU 0,1,2,3,4,5,6,7: GeForce GTX 1080 Ti GCC: gcc (GCC) 4.8.5 20150623 (Red Hat 4.8.5-4) PyTorch: 1.1.0 PyTorch compiling details: PyTorch built with: - GCC 5.4 - Intel(R) Math Kernel Library Version 2019.0.4 Product Build 20190411 for Intel(R) 64 architecture applications - Intel(R) MKL-DNN v0.18.1 (Git Hash 7de7e5d02bf687f971e7668963649728356e0c20) - OpenMP 201307 (a.k.a. OpenMP 4.0) - NNPACK is enabled - CUDA Runtime 9.0 - NVCC architecture flags: -gencode;arch=compute_30,code=sm_30;-gencode;arch=compute_35,code=sm_35;-gencode;arch=compute_50,code=sm_50;-gencode;arch=compute_52,code=sm_52;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_61,code=sm_61;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_52,code=compute_52 - CuDNN 7.6 - Built with CuDNN 7.3.1 - Magma 2.5.0 - Build settings: BLAS=MKL, BUILD_TYPE=Release, CXX_FLAGS=-march=nocona -mtune=haswell -ftree-vectorize -fPIC -fstack-protector-strong -O2 -pipe -I/opt/conda/conda-bld/pytorch_1565134926719/_h_env_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_place/include -fdebug-prefix-map=${SRC_DIR}=/usr/local/src/conda/${PKG_NAME}-${PKG_VERSION} -fdebug-prefix-map=${PREFIX}=/usr/local/src/conda-prefix -D_FORTIFY_SOURCE=2 -O2 -Wno-deprecated -fvisibility-inlines-hidden -fopenmp -DUSE_FBGEMM -O2 -fPIC -Wno-narrowing -Wall -Wextra -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-sign-compare -Wno-unused-parameter -Wno-unused-variable -Wno-unused-function -Wno-unused-result -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math, DISABLE_NUMA=1, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, USE_CUDA=True, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=OFF, USE_NCCL=True, USE_NNPACK=True, USE_OPENMP=ON, TorchVision: 0.3.0 OpenCV: 4.1.0 MMCV: 0.6.2 MMAction: 0.1.0+c9992ce ------------------------------------------------------------ 2020-06-30 21:35:06,319 - mmaction - INFO - Distributed training: True 2020-06-30 21:35:06,319 - mmaction - INFO - Config: /mnt/lustre/duanhaodong/mmaction-lite/configs/tsn/rgb-3seg.py # model settings model = dict( type='Recognizer2D', backbone=dict( type='ResNet', pretrained='modelzoo/resnet50-19c8e357.pth', depth=50, norm_eval=False), cls_head=dict( type='TSNHead', num_classes=400, in_channels=2048, spatial_type='avg', consensus=dict(type='AvgConsensus', dim=1), dropout_ratio=0.4, init_std=0.01)) # model training and testing settings train_cfg = None test_cfg = dict(average_clips=None) # dataset settings dataset_type = 'RawframeDataset' data_root = '/mnt/lustre/DATAshare2/kinetics_400_train_320_frames' data_root_val = '/mnt/lustre/DATAshare2/kinetics_400_val_320_frames' ann_file_train = 'data/kinetics400/kinetics_train_list_hd320.txt' ann_file_val = 'data/kinetics400/kinetics_val_list_hd320.txt' img_norm_cfg = dict( mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_bgr=False) mc_cfg = dict( server_list_cfg='/mnt/lustre/share/memcached_client/server_list.conf', client_cfg='/mnt/lustre/share/memcached_client/client.conf', sys_path='/mnt/lustre/share/pymc/py3') train_pipeline = [ dict(type='SampleFrames', clip_len=1, frame_interval=1, num_clips=3), dict(type='FrameSelector', io_backend='memcached', **mc_cfg), dict(type='Resize', scale=(-1, 256)), dict(type='RandomResizedCrop'), dict(type='Resize', scale=(224, 224), keep_ratio=False), dict(type='Flip', flip_ratio=0.5), 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=3, test_mode=True), dict(type='FrameSelector', io_backend='memcached', **mc_cfg), dict(type='Resize', scale=(-1, 256)), dict(type='CenterCrop', crop_size=256), 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=25, test_mode=True), dict(type='FrameSelector', io_backend='memcached', **mc_cfg), dict(type='Resize', scale=(-1, 256)), dict(type='ThreeCrop', crop_size=256), 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=32, workers_per_gpu=2, train=dict( type=dataset_type, ann_file=ann_file_train, data_prefix=data_root, pipeline=train_pipeline), val=dict( type=dataset_type, ann_file=ann_file_val, data_prefix=data_root_val, pipeline=val_pipeline), test=dict( type=dataset_type, ann_file=ann_file_val, data_prefix=data_root_val, pipeline=test_pipeline)) # optimizer optimizer = dict(type='SGD', lr=0.02, momentum=0.9, weight_decay=0.0001) optimizer_config = dict(grad_clip=dict(max_norm=40, norm_type=2)) # learning policy lr_config = dict(policy='step', step=[40, 80]) total_epochs = 100 checkpoint_config = dict(interval=5) evaluation = dict( interval=5, metrics=['top_k_accuracy', 'mean_class_accuracy'], topk=(1, 5)) log_config = dict( interval=20, hooks=[ dict(type='TextLoggerHook'), # dict(type='TensorboardLoggerHook'), ]) # runtime settings dist_params = dict(backend='nccl') log_level = 'INFO' work_dir = './work_dirs/rgb-3seg/' load_from = None resume_from = None workflow = [('train', 5)] 2020-06-30 21:35:08,608 - mmaction - WARNING - The model and loaded state dict do not match exactly unexpected key in source state_dict: fc.weight, fc.bias 2020-06-30 21:35:17,633 - mmaction - INFO - Start running, host: duanhaodong@SH-IDC1-10-5-36-210, work_dir: /mnt/lustre/duanhaodong/mmaction-lite/work_dirs/rgb-3seg 2020-06-30 21:35:17,633 - mmaction - INFO - workflow: [('train', 5)], max: 100 epochs 2020-06-30 21:35:50,333 - mmaction - INFO - Epoch [1][20/470] lr: 2.000e-02, eta: 21:18:12, time: 1.632, data_time: 0.657, memory: 8344, top1_acc: 0.0156, top5_acc: 0.0406, loss_cls: 5.9209, loss: 5.9209 2020-06-30 21:36:02,804 - mmaction - INFO - Epoch [1][40/470] lr: 2.000e-02, eta: 14:43:15, time: 0.625, data_time: 0.005, memory: 8344, top1_acc: 0.0656, top5_acc: 0.1688, loss_cls: 5.3619, loss: 5.3619 2020-06-30 21:36:15,294 - mmaction - INFO - Epoch [1][60/470] lr: 2.000e-02, eta: 12:31:24, time: 0.624, data_time: 0.002, memory: 8344, top1_acc: 0.1328, top5_acc: 0.2984, loss_cls: 4.6857, loss: 4.6857 2020-06-30 21:36:27,746 - mmaction - INFO - Epoch [1][80/470] lr: 2.000e-02, eta: 11:25:08, time: 0.623, data_time: 0.002, memory: 8344, top1_acc: 0.1641, top5_acc: 0.3625, loss_cls: 4.2289, loss: 4.2289 2020-06-30 21:36:40,158 - mmaction - INFO - Epoch [1][100/470] lr: 2.000e-02, eta: 10:44:55, time: 0.621, data_time: 0.001, memory: 8344, top1_acc: 0.2094, top5_acc: 0.4234, loss_cls: 3.9671, loss: 3.9671 2020-06-30 21:36:52,691 - mmaction - INFO - Epoch [1][120/470] lr: 2.000e-02, eta: 10:18:41, time: 0.626, data_time: 0.001, memory: 8344, top1_acc: 0.2078, top5_acc: 0.4484, loss_cls: 3.8566, loss: 3.8566 2020-06-30 21:37:05,204 - mmaction - INFO - Epoch [1][140/470] lr: 2.000e-02, eta: 9:59:59, time: 0.627, data_time: 0.002, memory: 8344, top1_acc: 0.2344, top5_acc: 0.4672, loss_cls: 3.6694, loss: 3.6694 2020-06-30 21:37:17,675 - mmaction - INFO - Epoch [1][160/470] lr: 2.000e-02, eta: 9:45:33, time: 0.623, data_time: 0.001, memory: 8344, top1_acc: 0.2250, top5_acc: 0.4953, loss_cls: 3.5729, loss: 3.5729 2020-06-30 21:37:30,251 - mmaction - INFO - Epoch [1][180/470] lr: 2.000e-02, eta: 9:34:52, time: 0.630, data_time: 0.001, memory: 8344, top1_acc: 0.2562, top5_acc: 0.5422, loss_cls: 3.3007, loss: 3.3007 2020-06-30 21:37:42,775 - mmaction - INFO - Epoch [1][200/470] lr: 2.000e-02, eta: 9:25:58, time: 0.626, data_time: 0.001, memory: 8344, top1_acc: 0.3031, top5_acc: 0.5500, loss_cls: 3.2787, loss: 3.2787 2020-06-30 21:37:55,315 - mmaction - INFO - Epoch [1][220/470] lr: 2.000e-02, eta: 9:18:43, time: 0.627, data_time: 0.001, memory: 8344, top1_acc: 0.2984, top5_acc: 0.5766, loss_cls: 3.2285, loss: 3.2285 2020-06-30 21:38:07,896 - mmaction - INFO - Epoch [1][240/470] lr: 2.000e-02, eta: 9:12:48, time: 0.629, data_time: 0.001, memory: 8344, top1_acc: 0.3172, top5_acc: 0.5672, loss_cls: 3.2544, loss: 3.2544 2020-06-30 21:38:20,308 - mmaction - INFO - Epoch [1][260/470] lr: 2.000e-02, eta: 9:07:12, time: 0.620, data_time: 0.001, memory: 8344, top1_acc: 0.3047, top5_acc: 0.6016, loss_cls: 3.1174, loss: 3.1174 2020-06-30 21:38:32,831 - mmaction - INFO - Epoch [1][280/470] lr: 2.000e-02, eta: 9:02:48, time: 0.627, data_time: 0.002, memory: 8344, top1_acc: 0.2875, top5_acc: 0.5734, loss_cls: 3.1810, loss: 3.1810 2020-06-30 21:38:45,357 - mmaction - INFO - Epoch [1][300/470] lr: 2.000e-02, eta: 8:58:52, time: 0.626, data_time: 0.001, memory: 8344, top1_acc: 0.3438, top5_acc: 0.5766, loss_cls: 3.0859, loss: 3.0859 2020-06-30 21:38:58,644 - mmaction - INFO - Epoch [1][320/470] lr: 2.000e-02, eta: 8:57:18, time: 0.665, data_time: 0.001, memory: 8344, top1_acc: 0.3500, top5_acc: 0.6156, loss_cls: 3.0350, loss: 3.0350 2020-06-30 21:39:11,163 - mmaction - INFO - Epoch [1][340/470] lr: 2.000e-02, eta: 8:54:04, time: 0.625, data_time: 0.000, memory: 8344, top1_acc: 0.3359, top5_acc: 0.6141, loss_cls: 2.9725, loss: 2.9725 2020-06-30 21:39:23,643 - mmaction - INFO - Epoch [1][360/470] lr: 2.000e-02, eta: 8:51:09, time: 0.625, data_time: 0.001, memory: 8344, top1_acc: 0.3266, top5_acc: 0.5797, loss_cls: 3.0039, loss: 3.0039 2020-06-30 21:39:36,116 - mmaction - INFO - Epoch [1][380/470] lr: 2.000e-02, eta: 8:48:27, time: 0.623, data_time: 0.001, memory: 8344, top1_acc: 0.3516, top5_acc: 0.6125, loss_cls: 2.9363, loss: 2.9363 2020-06-30 21:39:48,647 - mmaction - INFO - Epoch [1][400/470] lr: 2.000e-02, eta: 8:46:10, time: 0.627, data_time: 0.002, memory: 8344, top1_acc: 0.3344, top5_acc: 0.5953, loss_cls: 3.0342, loss: 3.0342 2020-06-30 21:40:01,293 - mmaction - INFO - Epoch [1][420/470] lr: 2.000e-02, eta: 8:44:17, time: 0.633, data_time: 0.001, memory: 8344, top1_acc: 0.3641, top5_acc: 0.6250, loss_cls: 2.8911, loss: 2.8911 2020-06-30 21:40:13,815 - mmaction - INFO - Epoch [1][440/470] lr: 2.000e-02, eta: 8:42:17, time: 0.625, data_time: 0.001, memory: 8344, top1_acc: 0.3953, top5_acc: 0.6562, loss_cls: 2.6915, loss: 2.6915 2020-06-30 21:40:26,308 - mmaction - INFO - Epoch [1][460/470] lr: 2.000e-02, eta: 8:40:27, time: 0.625, data_time: 0.002, memory: 8344, top1_acc: 0.3469, top5_acc: 0.6359, loss_cls: 2.8703, loss: 2.8703 2020-06-30 21:41:29,842 - mmaction - INFO - Epoch [2][20/470] lr: 2.000e-02, eta: 9:32:24, time: 2.659, data_time: 1.992, memory: 8344, top1_acc: 0.3438, top5_acc: 0.6016, loss_cls: 2.8940, loss: 2.8940 2020-06-30 21:41:42,387 - mmaction - INFO - Epoch [2][40/470] lr: 2.000e-02, eta: 9:28:47, time: 0.628, data_time: 0.004, memory: 8344, top1_acc: 0.3891, top5_acc: 0.6547, loss_cls: 2.8215, loss: 2.8215 2020-06-30 21:41:54,600 - mmaction - INFO - Epoch [2][60/470] lr: 2.000e-02, eta: 9:24:56, time: 0.611, data_time: 0.000, memory: 8344, top1_acc: 0.3766, top5_acc: 0.5984, loss_cls: 3.0118, loss: 3.0118 2020-06-30 21:42:06,941 - mmaction - INFO - Epoch [2][80/470] lr: 2.000e-02, eta: 9:21:29, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.3906, top5_acc: 0.6734, loss_cls: 2.6135, loss: 2.6135 2020-06-30 21:42:19,208 - mmaction - INFO - Epoch [2][100/470] lr: 2.000e-02, eta: 9:18:14, time: 0.614, data_time: 0.002, memory: 8344, top1_acc: 0.3453, top5_acc: 0.6219, loss_cls: 2.9071, loss: 2.9071 2020-06-30 21:42:31,572 - mmaction - INFO - Epoch [2][120/470] lr: 2.000e-02, eta: 9:15:18, time: 0.619, data_time: 0.001, memory: 8344, top1_acc: 0.3891, top5_acc: 0.6891, loss_cls: 2.6266, loss: 2.6266 2020-06-30 21:42:43,937 - mmaction - INFO - Epoch [2][140/470] lr: 2.000e-02, eta: 9:12:32, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.3734, top5_acc: 0.6625, loss_cls: 2.7726, loss: 2.7726 2020-06-30 21:42:56,212 - mmaction - INFO - Epoch [2][160/470] lr: 2.000e-02, eta: 9:09:48, time: 0.613, data_time: 0.001, memory: 8344, top1_acc: 0.3422, top5_acc: 0.6078, loss_cls: 2.8865, loss: 2.8865 2020-06-30 21:43:08,536 - mmaction - INFO - Epoch [2][180/470] lr: 2.000e-02, eta: 9:07:19, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.4000, top5_acc: 0.6719, loss_cls: 2.7447, loss: 2.7447 2020-06-30 21:43:20,929 - mmaction - INFO - Epoch [2][200/470] lr: 2.000e-02, eta: 9:05:00, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.3766, top5_acc: 0.6359, loss_cls: 2.7749, loss: 2.7749 2020-06-30 21:43:33,255 - mmaction - INFO - Epoch [2][220/470] lr: 2.000e-02, eta: 9:02:47, time: 0.617, data_time: 0.002, memory: 8344, top1_acc: 0.3766, top5_acc: 0.6578, loss_cls: 2.7048, loss: 2.7048 2020-06-30 21:43:45,553 - mmaction - INFO - Epoch [2][240/470] lr: 2.000e-02, eta: 9:00:37, time: 0.614, data_time: 0.002, memory: 8344, top1_acc: 0.3891, top5_acc: 0.6438, loss_cls: 2.7692, loss: 2.7692 2020-06-30 21:43:57,834 - mmaction - INFO - Epoch [2][260/470] lr: 2.000e-02, eta: 8:58:33, time: 0.614, data_time: 0.002, memory: 8344, top1_acc: 0.4203, top5_acc: 0.6781, loss_cls: 2.6382, loss: 2.6382 2020-06-30 21:44:10,136 - mmaction - INFO - Epoch [2][280/470] lr: 2.000e-02, eta: 8:56:37, time: 0.615, data_time: 0.002, memory: 8344, top1_acc: 0.4406, top5_acc: 0.7031, loss_cls: 2.4795, loss: 2.4795 2020-06-30 21:44:22,474 - mmaction - INFO - Epoch [2][300/470] lr: 2.000e-02, eta: 8:54:47, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.3750, top5_acc: 0.6531, loss_cls: 2.6753, loss: 2.6753 2020-06-30 21:44:34,788 - mmaction - INFO - Epoch [2][320/470] lr: 2.000e-02, eta: 8:53:02, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.4234, top5_acc: 0.6656, loss_cls: 2.6312, loss: 2.6312 2020-06-30 21:44:47,155 - mmaction - INFO - Epoch [2][340/470] lr: 2.000e-02, eta: 8:51:24, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.3734, top5_acc: 0.6391, loss_cls: 2.7717, loss: 2.7717 2020-06-30 21:44:59,505 - mmaction - INFO - Epoch [2][360/470] lr: 2.000e-02, eta: 8:49:49, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.3703, top5_acc: 0.6531, loss_cls: 2.7215, loss: 2.7215 2020-06-30 21:45:11,874 - mmaction - INFO - Epoch [2][380/470] lr: 2.000e-02, eta: 8:48:19, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.3984, top5_acc: 0.6781, loss_cls: 2.6194, loss: 2.6194 2020-06-30 21:45:24,212 - mmaction - INFO - Epoch [2][400/470] lr: 2.000e-02, eta: 8:46:51, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.4125, top5_acc: 0.6453, loss_cls: 2.5796, loss: 2.5796 2020-06-30 21:45:36,540 - mmaction - INFO - Epoch [2][420/470] lr: 2.000e-02, eta: 8:45:26, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.3812, top5_acc: 0.6359, loss_cls: 2.7243, loss: 2.7243 2020-06-30 21:45:48,874 - mmaction - INFO - Epoch [2][440/470] lr: 2.000e-02, eta: 8:44:04, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.4109, top5_acc: 0.6531, loss_cls: 2.6652, loss: 2.6652 2020-06-30 21:46:01,197 - mmaction - INFO - Epoch [2][460/470] lr: 2.000e-02, eta: 8:42:46, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.3984, top5_acc: 0.6641, loss_cls: 2.6336, loss: 2.6336 2020-06-30 21:46:32,173 - mmaction - INFO - Epoch [3][20/470] lr: 2.000e-02, eta: 8:45:25, time: 1.209, data_time: 0.555, memory: 8344, top1_acc: 0.4172, top5_acc: 0.6578, loss_cls: 2.6055, loss: 2.6055 2020-06-30 21:46:44,407 - mmaction - INFO - Epoch [3][40/470] lr: 2.000e-02, eta: 8:44:03, time: 0.612, data_time: 0.001, memory: 8344, top1_acc: 0.4188, top5_acc: 0.7063, loss_cls: 2.4092, loss: 2.4092 2020-06-30 21:46:56,706 - mmaction - INFO - Epoch [3][60/470] lr: 2.000e-02, eta: 8:42:46, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.3984, top5_acc: 0.6516, loss_cls: 2.6840, loss: 2.6840 2020-06-30 21:47:08,974 - mmaction - INFO - Epoch [3][80/470] lr: 2.000e-02, eta: 8:41:31, time: 0.614, data_time: 0.001, memory: 8344, top1_acc: 0.4641, top5_acc: 0.7234, loss_cls: 2.3771, loss: 2.3771 2020-06-30 21:47:21,232 - mmaction - INFO - Epoch [3][100/470] lr: 2.000e-02, eta: 8:40:17, time: 0.612, data_time: 0.001, memory: 8344, top1_acc: 0.4109, top5_acc: 0.6766, loss_cls: 2.5340, loss: 2.5340 2020-06-30 21:47:33,504 - mmaction - INFO - Epoch [3][120/470] lr: 2.000e-02, eta: 8:39:07, time: 0.614, data_time: 0.003, memory: 8344, top1_acc: 0.4656, top5_acc: 0.7094, loss_cls: 2.3532, loss: 2.3532 2020-06-30 21:47:45,805 - mmaction - INFO - Epoch [3][140/470] lr: 2.000e-02, eta: 8:38:00, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.4141, top5_acc: 0.6734, loss_cls: 2.5852, loss: 2.5852 2020-06-30 21:47:58,197 - mmaction - INFO - Epoch [3][160/470] lr: 2.000e-02, eta: 8:36:59, time: 0.620, data_time: 0.001, memory: 8344, top1_acc: 0.4359, top5_acc: 0.7016, loss_cls: 2.4139, loss: 2.4139 2020-06-30 21:48:10,455 - mmaction - INFO - Epoch [3][180/470] lr: 2.000e-02, eta: 8:35:54, time: 0.613, data_time: 0.001, memory: 8344, top1_acc: 0.4422, top5_acc: 0.6859, loss_cls: 2.5060, loss: 2.5060 2020-06-30 21:48:22,800 - mmaction - INFO - Epoch [3][200/470] lr: 2.000e-02, eta: 8:34:53, time: 0.616, data_time: 0.000, memory: 8344, top1_acc: 0.4172, top5_acc: 0.6969, loss_cls: 2.4694, loss: 2.4694 2020-06-30 21:48:35,094 - mmaction - INFO - Epoch [3][220/470] lr: 2.000e-02, eta: 8:33:54, time: 0.615, data_time: 0.002, memory: 8344, top1_acc: 0.4500, top5_acc: 0.7125, loss_cls: 2.3480, loss: 2.3480 2020-06-30 21:48:47,334 - mmaction - INFO - Epoch [3][240/470] lr: 2.000e-02, eta: 8:32:53, time: 0.612, data_time: 0.001, memory: 8344, top1_acc: 0.4375, top5_acc: 0.6797, loss_cls: 2.5219, loss: 2.5219 2020-06-30 21:48:59,699 - mmaction - INFO - Epoch [3][260/470] lr: 2.000e-02, eta: 8:31:59, time: 0.619, data_time: 0.002, memory: 8344, top1_acc: 0.3891, top5_acc: 0.6438, loss_cls: 2.7015, loss: 2.7015 2020-06-30 21:49:12,035 - mmaction - INFO - Epoch [3][280/470] lr: 2.000e-02, eta: 8:31:05, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.4375, top5_acc: 0.6703, loss_cls: 2.5751, loss: 2.5751 2020-06-30 21:49:24,396 - mmaction - INFO - Epoch [3][300/470] lr: 2.000e-02, eta: 8:30:13, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.4719, top5_acc: 0.7266, loss_cls: 2.2923, loss: 2.2923 2020-06-30 21:49:36,716 - mmaction - INFO - Epoch [3][320/470] lr: 2.000e-02, eta: 8:29:21, time: 0.616, data_time: 0.002, memory: 8344, top1_acc: 0.4391, top5_acc: 0.7000, loss_cls: 2.4025, loss: 2.4025 2020-06-30 21:49:49,033 - mmaction - INFO - Epoch [3][340/470] lr: 2.000e-02, eta: 8:28:31, time: 0.616, data_time: 0.003, memory: 8344, top1_acc: 0.4562, top5_acc: 0.7000, loss_cls: 2.3868, loss: 2.3868 2020-06-30 21:50:01,396 - mmaction - INFO - Epoch [3][360/470] lr: 2.000e-02, eta: 8:27:42, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.4344, top5_acc: 0.7047, loss_cls: 2.4787, loss: 2.4787 2020-06-30 21:50:13,738 - mmaction - INFO - Epoch [3][380/470] lr: 2.000e-02, eta: 8:26:54, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.4313, top5_acc: 0.6984, loss_cls: 2.4408, loss: 2.4408 2020-06-30 21:50:26,052 - mmaction - INFO - Epoch [3][400/470] lr: 2.000e-02, eta: 8:26:08, time: 0.617, data_time: 0.002, memory: 8344, top1_acc: 0.4313, top5_acc: 0.6953, loss_cls: 2.4443, loss: 2.4443 2020-06-30 21:50:38,368 - mmaction - INFO - Epoch [3][420/470] lr: 2.000e-02, eta: 8:25:21, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.4375, top5_acc: 0.6828, loss_cls: 2.4580, loss: 2.4580 2020-06-30 21:50:50,689 - mmaction - INFO - Epoch [3][440/470] lr: 2.000e-02, eta: 8:24:36, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.4328, top5_acc: 0.6656, loss_cls: 2.5206, loss: 2.5206 2020-06-30 21:51:03,029 - mmaction - INFO - Epoch [3][460/470] lr: 2.000e-02, eta: 8:23:52, time: 0.616, data_time: 0.000, memory: 8344, top1_acc: 0.4578, top5_acc: 0.6953, loss_cls: 2.4116, loss: 2.4116 2020-06-30 21:51:36,207 - mmaction - INFO - Epoch [4][20/470] lr: 2.000e-02, eta: 8:26:49, time: 1.303, data_time: 0.680, memory: 8344, top1_acc: 0.4250, top5_acc: 0.6969, loss_cls: 2.4454, loss: 2.4454 2020-06-30 21:51:48,511 - mmaction - INFO - Epoch [4][40/470] lr: 2.000e-02, eta: 8:26:02, time: 0.615, data_time: 0.002, memory: 8344, top1_acc: 0.4313, top5_acc: 0.7078, loss_cls: 2.4516, loss: 2.4516 2020-06-30 21:52:00,860 - mmaction - INFO - Epoch [4][60/470] lr: 2.000e-02, eta: 8:25:19, time: 0.618, data_time: 0.002, memory: 8344, top1_acc: 0.4391, top5_acc: 0.6922, loss_cls: 2.4679, loss: 2.4679 2020-06-30 21:52:13,179 - mmaction - INFO - Epoch [4][80/470] lr: 2.000e-02, eta: 8:24:36, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.4344, top5_acc: 0.6906, loss_cls: 2.4487, loss: 2.4487 2020-06-30 21:52:25,568 - mmaction - INFO - Epoch [4][100/470] lr: 2.000e-02, eta: 8:23:54, time: 0.619, data_time: 0.000, memory: 8344, top1_acc: 0.4297, top5_acc: 0.6875, loss_cls: 2.4102, loss: 2.4102 2020-06-30 21:52:37,854 - mmaction - INFO - Epoch [4][120/470] lr: 2.000e-02, eta: 8:23:11, time: 0.614, data_time: 0.003, memory: 8344, top1_acc: 0.4500, top5_acc: 0.7125, loss_cls: 2.4039, loss: 2.4039 2020-06-30 21:52:50,229 - mmaction - INFO - Epoch [4][140/470] lr: 2.000e-02, eta: 8:22:31, time: 0.619, data_time: 0.002, memory: 8344, top1_acc: 0.4578, top5_acc: 0.7219, loss_cls: 2.3401, loss: 2.3401 2020-06-30 21:53:02,491 - mmaction - INFO - Epoch [4][160/470] lr: 2.000e-02, eta: 8:21:49, time: 0.613, data_time: 0.002, memory: 8344, top1_acc: 0.4453, top5_acc: 0.6906, loss_cls: 2.4471, loss: 2.4471 2020-06-30 21:53:14,750 - mmaction - INFO - Epoch [4][180/470] lr: 2.000e-02, eta: 8:21:07, time: 0.613, data_time: 0.001, memory: 8344, top1_acc: 0.4406, top5_acc: 0.6828, loss_cls: 2.4894, loss: 2.4894 2020-06-30 21:53:26,967 - mmaction - INFO - Epoch [4][200/470] lr: 2.000e-02, eta: 8:20:24, time: 0.610, data_time: 0.002, memory: 8344, top1_acc: 0.4562, top5_acc: 0.6969, loss_cls: 2.4585, loss: 2.4585 2020-06-30 21:53:39,227 - mmaction - INFO - Epoch [4][220/470] lr: 2.000e-02, eta: 8:19:44, time: 0.614, data_time: 0.002, memory: 8344, top1_acc: 0.4516, top5_acc: 0.7063, loss_cls: 2.3627, loss: 2.3627 2020-06-30 21:53:51,564 - mmaction - INFO - Epoch [4][240/470] lr: 2.000e-02, eta: 8:19:07, time: 0.617, data_time: 0.002, memory: 8344, top1_acc: 0.4313, top5_acc: 0.6813, loss_cls: 2.5007, loss: 2.5007 2020-06-30 21:54:03,873 - mmaction - INFO - Epoch [4][260/470] lr: 2.000e-02, eta: 8:18:29, time: 0.615, data_time: 0.002, memory: 8344, top1_acc: 0.4547, top5_acc: 0.6906, loss_cls: 2.4220, loss: 2.4220 2020-06-30 21:54:16,154 - mmaction - INFO - Epoch [4][280/470] lr: 2.000e-02, eta: 8:17:52, time: 0.615, data_time: 0.002, memory: 8344, top1_acc: 0.4344, top5_acc: 0.6687, loss_cls: 2.5187, loss: 2.5187 2020-06-30 21:54:28,390 - mmaction - INFO - Epoch [4][300/470] lr: 2.000e-02, eta: 8:17:14, time: 0.612, data_time: 0.001, memory: 8344, top1_acc: 0.4672, top5_acc: 0.6937, loss_cls: 2.3614, loss: 2.3614 2020-06-30 21:54:40,742 - mmaction - INFO - Epoch [4][320/470] lr: 2.000e-02, eta: 8:16:39, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.4656, top5_acc: 0.7016, loss_cls: 2.3924, loss: 2.3924 2020-06-30 21:54:53,085 - mmaction - INFO - Epoch [4][340/470] lr: 2.000e-02, eta: 8:16:04, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.4313, top5_acc: 0.6672, loss_cls: 2.5150, loss: 2.5150 2020-06-30 21:55:05,391 - mmaction - INFO - Epoch [4][360/470] lr: 2.000e-02, eta: 8:15:30, time: 0.616, data_time: 0.002, memory: 8344, top1_acc: 0.4625, top5_acc: 0.6891, loss_cls: 2.4259, loss: 2.4259 2020-06-30 21:55:17,637 - mmaction - INFO - Epoch [4][380/470] lr: 2.000e-02, eta: 8:14:54, time: 0.612, data_time: 0.001, memory: 8344, top1_acc: 0.4453, top5_acc: 0.6953, loss_cls: 2.4342, loss: 2.4342 2020-06-30 21:55:29,972 - mmaction - INFO - Epoch [4][400/470] lr: 2.000e-02, eta: 8:14:20, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.4437, top5_acc: 0.7188, loss_cls: 2.3990, loss: 2.3990 2020-06-30 21:55:42,283 - mmaction - INFO - Epoch [4][420/470] lr: 2.000e-02, eta: 8:13:47, time: 0.616, data_time: 0.002, memory: 8344, top1_acc: 0.4562, top5_acc: 0.7156, loss_cls: 2.3540, loss: 2.3540 2020-06-30 21:55:54,610 - mmaction - INFO - Epoch [4][440/470] lr: 2.000e-02, eta: 8:13:15, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.4609, top5_acc: 0.7016, loss_cls: 2.4055, loss: 2.4055 2020-06-30 21:56:06,963 - mmaction - INFO - Epoch [4][460/470] lr: 2.000e-02, eta: 8:12:44, time: 0.617, data_time: 0.000, memory: 8344, top1_acc: 0.4297, top5_acc: 0.6828, loss_cls: 2.4629, loss: 2.4629 2020-06-30 21:56:37,198 - mmaction - INFO - Epoch [5][20/470] lr: 2.000e-02, eta: 8:13:58, time: 1.181, data_time: 0.559, memory: 8344, top1_acc: 0.4547, top5_acc: 0.7094, loss_cls: 2.3701, loss: 2.3701 2020-06-30 21:56:49,531 - mmaction - INFO - Epoch [5][40/470] lr: 2.000e-02, eta: 8:13:26, time: 0.617, data_time: 0.003, memory: 8344, top1_acc: 0.4281, top5_acc: 0.6906, loss_cls: 2.4239, loss: 2.4239 2020-06-30 21:57:01,859 - mmaction - INFO - Epoch [5][60/470] lr: 2.000e-02, eta: 8:12:54, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.4875, top5_acc: 0.7250, loss_cls: 2.2861, loss: 2.2861 2020-06-30 21:57:14,287 - mmaction - INFO - Epoch [5][80/470] lr: 2.000e-02, eta: 8:12:25, time: 0.621, data_time: 0.002, memory: 8344, top1_acc: 0.4437, top5_acc: 0.7031, loss_cls: 2.3395, loss: 2.3395 2020-06-30 21:57:26,731 - mmaction - INFO - Epoch [5][100/470] lr: 2.000e-02, eta: 8:11:56, time: 0.622, data_time: 0.002, memory: 8344, top1_acc: 0.4469, top5_acc: 0.6891, loss_cls: 2.4468, loss: 2.4468 2020-06-30 21:57:39,057 - mmaction - INFO - Epoch [5][120/470] lr: 2.000e-02, eta: 8:11:25, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.4672, top5_acc: 0.6969, loss_cls: 2.4085, loss: 2.4085 2020-06-30 21:57:51,360 - mmaction - INFO - Epoch [5][140/470] lr: 2.000e-02, eta: 8:10:54, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.4437, top5_acc: 0.6781, loss_cls: 2.4819, loss: 2.4819 2020-06-30 21:58:03,653 - mmaction - INFO - Epoch [5][160/470] lr: 2.000e-02, eta: 8:10:23, time: 0.614, data_time: 0.001, memory: 8344, top1_acc: 0.4625, top5_acc: 0.7016, loss_cls: 2.3953, loss: 2.3953 2020-06-30 21:58:15,984 - mmaction - INFO - Epoch [5][180/470] lr: 2.000e-02, eta: 8:09:54, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.4688, top5_acc: 0.7297, loss_cls: 2.2451, loss: 2.2451 2020-06-30 21:58:28,348 - mmaction - INFO - Epoch [5][200/470] lr: 2.000e-02, eta: 8:09:25, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.4516, top5_acc: 0.7281, loss_cls: 2.3027, loss: 2.3027 2020-06-30 21:58:40,588 - mmaction - INFO - Epoch [5][220/470] lr: 2.000e-02, eta: 8:08:55, time: 0.613, data_time: 0.003, memory: 8344, top1_acc: 0.4734, top5_acc: 0.7109, loss_cls: 2.2867, loss: 2.2867 2020-06-30 21:58:52,969 - mmaction - INFO - Epoch [5][240/470] lr: 2.000e-02, eta: 8:08:27, time: 0.619, data_time: 0.001, memory: 8344, top1_acc: 0.4844, top5_acc: 0.7281, loss_cls: 2.2464, loss: 2.2464 2020-06-30 21:59:05,205 - mmaction - INFO - Epoch [5][260/470] lr: 2.000e-02, eta: 8:07:57, time: 0.612, data_time: 0.001, memory: 8344, top1_acc: 0.4562, top5_acc: 0.7234, loss_cls: 2.3594, loss: 2.3594 2020-06-30 21:59:17,580 - mmaction - INFO - Epoch [5][280/470] lr: 2.000e-02, eta: 8:07:29, time: 0.618, data_time: 0.005, memory: 8344, top1_acc: 0.4562, top5_acc: 0.6766, loss_cls: 2.4876, loss: 2.4876 2020-06-30 21:59:29,860 - mmaction - INFO - Epoch [5][300/470] lr: 2.000e-02, eta: 8:07:00, time: 0.614, data_time: 0.001, memory: 8344, top1_acc: 0.4781, top5_acc: 0.7078, loss_cls: 2.3163, loss: 2.3163 2020-06-30 21:59:42,236 - mmaction - INFO - Epoch [5][320/470] lr: 2.000e-02, eta: 8:06:34, time: 0.619, data_time: 0.001, memory: 8344, top1_acc: 0.4641, top5_acc: 0.7000, loss_cls: 2.4289, loss: 2.4289 2020-06-30 21:59:54,542 - mmaction - INFO - Epoch [5][340/470] lr: 2.000e-02, eta: 8:06:06, time: 0.615, data_time: 0.002, memory: 8344, top1_acc: 0.4719, top5_acc: 0.7234, loss_cls: 2.2837, loss: 2.2837 2020-06-30 22:00:07,750 - mmaction - INFO - Epoch [5][360/470] lr: 2.000e-02, eta: 8:05:57, time: 0.661, data_time: 0.002, memory: 8344, top1_acc: 0.4594, top5_acc: 0.7109, loss_cls: 2.3416, loss: 2.3416 2020-06-30 22:00:20,079 - mmaction - INFO - Epoch [5][380/470] lr: 2.000e-02, eta: 8:05:30, time: 0.617, data_time: 0.002, memory: 8344, top1_acc: 0.4391, top5_acc: 0.7031, loss_cls: 2.3339, loss: 2.3339 2020-06-30 22:00:32,394 - mmaction - INFO - Epoch [5][400/470] lr: 2.000e-02, eta: 8:05:03, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.4906, top5_acc: 0.7266, loss_cls: 2.2547, loss: 2.2547 2020-06-30 22:00:44,778 - mmaction - INFO - Epoch [5][420/470] lr: 2.000e-02, eta: 8:04:38, time: 0.619, data_time: 0.001, memory: 8344, top1_acc: 0.4484, top5_acc: 0.7094, loss_cls: 2.3820, loss: 2.3820 2020-06-30 22:00:57,100 - mmaction - INFO - Epoch [5][440/470] lr: 2.000e-02, eta: 8:04:11, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.4516, top5_acc: 0.7234, loss_cls: 2.3208, loss: 2.3208 2020-06-30 22:01:09,411 - mmaction - INFO - Epoch [5][460/470] lr: 2.000e-02, eta: 8:03:45, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.4547, top5_acc: 0.7016, loss_cls: 2.3792, loss: 2.3792 2020-06-30 22:01:18,548 - mmaction - INFO - Saving checkpoint at 5 epochs 2020-06-30 22:01:45,678 - mmaction - INFO - Evaluating top_k_accuracy... 2020-06-30 22:01:46,620 - mmaction - INFO - top1_acc 0.5137 top5_acc 0.7713 2020-06-30 22:01:46,621 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-06-30 22:01:46,685 - mmaction - INFO - mean_acc 0.5135 2020-06-30 22:01:46,693 - mmaction - INFO - Epoch [5][470/470] lr: 2.000e-02, top1_acc: 0.5137, top5_acc: 0.7713, mean_class_accuracy: 0.5135 2020-06-30 22:02:09,792 - mmaction - INFO - Epoch [6][20/470] lr: 2.000e-02, eta: 8:04:33, time: 1.154, data_time: 0.529, memory: 8344, top1_acc: 0.4797, top5_acc: 0.7484, loss_cls: 2.2447, loss: 2.2447 2020-06-30 22:02:22,093 - mmaction - INFO - Epoch [6][40/470] lr: 2.000e-02, eta: 8:04:07, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.4750, top5_acc: 0.7016, loss_cls: 2.3518, loss: 2.3518 2020-06-30 22:02:34,415 - mmaction - INFO - Epoch [6][60/470] lr: 2.000e-02, eta: 8:03:41, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.4703, top5_acc: 0.7156, loss_cls: 2.3315, loss: 2.3315 2020-06-30 22:02:46,811 - mmaction - INFO - Epoch [6][80/470] lr: 2.000e-02, eta: 8:03:16, time: 0.620, data_time: 0.001, memory: 8344, top1_acc: 0.4469, top5_acc: 0.6953, loss_cls: 2.4548, loss: 2.4548 2020-06-30 22:02:59,167 - mmaction - INFO - Epoch [6][100/470] lr: 2.000e-02, eta: 8:02:51, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.5047, top5_acc: 0.7125, loss_cls: 2.2302, loss: 2.2302 2020-06-30 22:03:11,495 - mmaction - INFO - Epoch [6][120/470] lr: 2.000e-02, eta: 8:02:26, time: 0.617, data_time: 0.002, memory: 8344, top1_acc: 0.4531, top5_acc: 0.7281, loss_cls: 2.3137, loss: 2.3137 2020-06-30 22:03:23,884 - mmaction - INFO - Epoch [6][140/470] lr: 2.000e-02, eta: 8:02:02, time: 0.619, data_time: 0.001, memory: 8344, top1_acc: 0.4797, top5_acc: 0.7266, loss_cls: 2.3197, loss: 2.3197 2020-06-30 22:03:36,262 - mmaction - INFO - Epoch [6][160/470] lr: 2.000e-02, eta: 8:01:38, time: 0.619, data_time: 0.002, memory: 8344, top1_acc: 0.4766, top5_acc: 0.7484, loss_cls: 2.2425, loss: 2.2425 2020-06-30 22:03:48,536 - mmaction - INFO - Epoch [6][180/470] lr: 2.000e-02, eta: 8:01:13, time: 0.614, data_time: 0.001, memory: 8344, top1_acc: 0.4453, top5_acc: 0.7000, loss_cls: 2.4052, loss: 2.4052 2020-06-30 22:04:00,912 - mmaction - INFO - Epoch [6][200/470] lr: 2.000e-02, eta: 8:00:49, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.4578, top5_acc: 0.7250, loss_cls: 2.2646, loss: 2.2646 2020-06-30 22:04:13,286 - mmaction - INFO - Epoch [6][220/470] lr: 2.000e-02, eta: 8:00:25, time: 0.618, data_time: 0.002, memory: 8344, top1_acc: 0.4719, top5_acc: 0.7219, loss_cls: 2.2905, loss: 2.2905 2020-06-30 22:04:25,609 - mmaction - INFO - Epoch [6][240/470] lr: 2.000e-02, eta: 8:00:01, time: 0.617, data_time: 0.003, memory: 8344, top1_acc: 0.4469, top5_acc: 0.7125, loss_cls: 2.3790, loss: 2.3790 2020-06-30 22:04:37,934 - mmaction - INFO - Epoch [6][260/470] lr: 2.000e-02, eta: 7:59:37, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.4750, top5_acc: 0.7312, loss_cls: 2.1581, loss: 2.1581 2020-06-30 22:04:50,247 - mmaction - INFO - Epoch [6][280/470] lr: 2.000e-02, eta: 7:59:13, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.4938, top5_acc: 0.7203, loss_cls: 2.3523, loss: 2.3523 2020-06-30 22:05:02,571 - mmaction - INFO - Epoch [6][300/470] lr: 2.000e-02, eta: 7:58:50, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.4672, top5_acc: 0.7109, loss_cls: 2.2799, loss: 2.2799 2020-06-30 22:05:15,015 - mmaction - INFO - Epoch [6][320/470] lr: 2.000e-02, eta: 7:58:28, time: 0.623, data_time: 0.001, memory: 8344, top1_acc: 0.5203, top5_acc: 0.7312, loss_cls: 2.1192, loss: 2.1192 2020-06-30 22:05:27,404 - mmaction - INFO - Epoch [6][340/470] lr: 2.000e-02, eta: 7:58:06, time: 0.619, data_time: 0.001, memory: 8344, top1_acc: 0.4781, top5_acc: 0.7344, loss_cls: 2.2248, loss: 2.2248 2020-06-30 22:05:39,763 - mmaction - INFO - Epoch [6][360/470] lr: 2.000e-02, eta: 7:57:43, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.4875, top5_acc: 0.7266, loss_cls: 2.2060, loss: 2.2060 2020-06-30 22:05:52,148 - mmaction - INFO - Epoch [6][380/470] lr: 2.000e-02, eta: 7:57:21, time: 0.619, data_time: 0.001, memory: 8344, top1_acc: 0.4781, top5_acc: 0.7125, loss_cls: 2.3296, loss: 2.3296 2020-06-30 22:06:04,401 - mmaction - INFO - Epoch [6][400/470] lr: 2.000e-02, eta: 7:56:58, time: 0.614, data_time: 0.001, memory: 8344, top1_acc: 0.5016, top5_acc: 0.7266, loss_cls: 2.2748, loss: 2.2748 2020-06-30 22:06:16,730 - mmaction - INFO - Epoch [6][420/470] lr: 2.000e-02, eta: 7:56:35, time: 0.616, data_time: 0.000, memory: 8344, top1_acc: 0.4594, top5_acc: 0.6937, loss_cls: 2.3857, loss: 2.3857 2020-06-30 22:06:29,077 - mmaction - INFO - Epoch [6][440/470] lr: 2.000e-02, eta: 7:56:12, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.4938, top5_acc: 0.7203, loss_cls: 2.3074, loss: 2.3074 2020-06-30 22:06:41,384 - mmaction - INFO - Epoch [6][460/470] lr: 2.000e-02, eta: 7:55:50, time: 0.617, data_time: 0.002, memory: 8344, top1_acc: 0.4922, top5_acc: 0.7359, loss_cls: 2.2037, loss: 2.2037 2020-06-30 22:07:11,751 - mmaction - INFO - Epoch [7][20/470] lr: 2.000e-02, eta: 7:56:39, time: 1.188, data_time: 0.568, memory: 8344, top1_acc: 0.4750, top5_acc: 0.7094, loss_cls: 2.2804, loss: 2.2804 2020-06-30 22:07:24,022 - mmaction - INFO - Epoch [7][40/470] lr: 2.000e-02, eta: 7:56:15, time: 0.613, data_time: 0.001, memory: 8344, top1_acc: 0.4703, top5_acc: 0.7312, loss_cls: 2.2824, loss: 2.2824 2020-06-30 22:07:36,313 - mmaction - INFO - Epoch [7][60/470] lr: 2.000e-02, eta: 7:55:52, time: 0.614, data_time: 0.001, memory: 8344, top1_acc: 0.4797, top5_acc: 0.7453, loss_cls: 2.2099, loss: 2.2099 2020-06-30 22:07:48,551 - mmaction - INFO - Epoch [7][80/470] lr: 2.000e-02, eta: 7:55:28, time: 0.612, data_time: 0.004, memory: 8344, top1_acc: 0.4453, top5_acc: 0.7312, loss_cls: 2.2955, loss: 2.2955 2020-06-30 22:08:00,922 - mmaction - INFO - Epoch [7][100/470] lr: 2.000e-02, eta: 7:55:07, time: 0.618, data_time: 0.002, memory: 8344, top1_acc: 0.4766, top5_acc: 0.6969, loss_cls: 2.2877, loss: 2.2877 2020-06-30 22:08:13,183 - mmaction - INFO - Epoch [7][120/470] lr: 2.000e-02, eta: 7:54:44, time: 0.614, data_time: 0.002, memory: 8344, top1_acc: 0.4734, top5_acc: 0.7109, loss_cls: 2.2806, loss: 2.2806 2020-06-30 22:08:25,622 - mmaction - INFO - Epoch [7][140/470] lr: 2.000e-02, eta: 7:54:24, time: 0.621, data_time: 0.010, memory: 8344, top1_acc: 0.4734, top5_acc: 0.7500, loss_cls: 2.2181, loss: 2.2181 2020-06-30 22:08:37,941 - mmaction - INFO - Epoch [7][160/470] lr: 2.000e-02, eta: 7:54:02, time: 0.616, data_time: 0.002, memory: 8344, top1_acc: 0.4891, top5_acc: 0.7531, loss_cls: 2.1597, loss: 2.1597 2020-06-30 22:08:50,310 - mmaction - INFO - Epoch [7][180/470] lr: 2.000e-02, eta: 7:53:41, time: 0.619, data_time: 0.002, memory: 8344, top1_acc: 0.5047, top5_acc: 0.7500, loss_cls: 2.1325, loss: 2.1325 2020-06-30 22:09:02,656 - mmaction - INFO - Epoch [7][200/470] lr: 2.000e-02, eta: 7:53:19, time: 0.616, data_time: 0.000, memory: 8344, top1_acc: 0.4641, top5_acc: 0.6875, loss_cls: 2.3761, loss: 2.3761 2020-06-30 22:09:15,032 - mmaction - INFO - Epoch [7][220/470] lr: 2.000e-02, eta: 7:52:59, time: 0.619, data_time: 0.002, memory: 8344, top1_acc: 0.4672, top5_acc: 0.7125, loss_cls: 2.2544, loss: 2.2544 2020-06-30 22:09:27,358 - mmaction - INFO - Epoch [7][240/470] lr: 2.000e-02, eta: 7:52:38, time: 0.617, data_time: 0.002, memory: 8344, top1_acc: 0.4859, top5_acc: 0.7344, loss_cls: 2.2485, loss: 2.2485 2020-06-30 22:09:39,715 - mmaction - INFO - Epoch [7][260/470] lr: 2.000e-02, eta: 7:52:17, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.5031, top5_acc: 0.7516, loss_cls: 2.1692, loss: 2.1692 2020-06-30 22:09:51,976 - mmaction - INFO - Epoch [7][280/470] lr: 2.000e-02, eta: 7:51:55, time: 0.613, data_time: 0.002, memory: 8344, top1_acc: 0.5125, top5_acc: 0.7484, loss_cls: 2.1570, loss: 2.1570 2020-06-30 22:10:04,362 - mmaction - INFO - Epoch [7][300/470] lr: 2.000e-02, eta: 7:51:35, time: 0.619, data_time: 0.001, memory: 8344, top1_acc: 0.4828, top5_acc: 0.7469, loss_cls: 2.2075, loss: 2.2075 2020-06-30 22:10:16,672 - mmaction - INFO - Epoch [7][320/470] lr: 2.000e-02, eta: 7:51:14, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.4969, top5_acc: 0.7359, loss_cls: 2.2035, loss: 2.2035 2020-06-30 22:10:29,030 - mmaction - INFO - Epoch [7][340/470] lr: 2.000e-02, eta: 7:50:53, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.4484, top5_acc: 0.6859, loss_cls: 2.4264, loss: 2.4264 2020-06-30 22:10:41,318 - mmaction - INFO - Epoch [7][360/470] lr: 2.000e-02, eta: 7:50:32, time: 0.615, data_time: 0.002, memory: 8344, top1_acc: 0.4656, top5_acc: 0.7047, loss_cls: 2.2778, loss: 2.2778 2020-06-30 22:10:53,656 - mmaction - INFO - Epoch [7][380/470] lr: 2.000e-02, eta: 7:50:12, time: 0.617, data_time: 0.002, memory: 8344, top1_acc: 0.5125, top5_acc: 0.7359, loss_cls: 2.1993, loss: 2.1993 2020-06-30 22:11:05,966 - mmaction - INFO - Epoch [7][400/470] lr: 2.000e-02, eta: 7:49:51, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.4766, top5_acc: 0.7141, loss_cls: 2.3355, loss: 2.3355 2020-06-30 22:11:18,241 - mmaction - INFO - Epoch [7][420/470] lr: 2.000e-02, eta: 7:49:30, time: 0.614, data_time: 0.001, memory: 8344, top1_acc: 0.4719, top5_acc: 0.7469, loss_cls: 2.1615, loss: 2.1615 2020-06-30 22:11:30,751 - mmaction - INFO - Epoch [7][440/470] lr: 2.000e-02, eta: 7:49:12, time: 0.625, data_time: 0.011, memory: 8344, top1_acc: 0.4688, top5_acc: 0.7109, loss_cls: 2.3637, loss: 2.3637 2020-06-30 22:11:43,053 - mmaction - INFO - Epoch [7][460/470] lr: 2.000e-02, eta: 7:48:52, time: 0.615, data_time: 0.002, memory: 8344, top1_acc: 0.4547, top5_acc: 0.7156, loss_cls: 2.3652, loss: 2.3652 2020-06-30 22:12:14,809 - mmaction - INFO - Epoch [8][20/470] lr: 2.000e-02, eta: 7:49:47, time: 1.249, data_time: 0.599, memory: 8344, top1_acc: 0.4859, top5_acc: 0.7234, loss_cls: 2.2900, loss: 2.2900 2020-06-30 22:12:27,180 - mmaction - INFO - Epoch [8][40/470] lr: 2.000e-02, eta: 7:49:28, time: 0.619, data_time: 0.002, memory: 8344, top1_acc: 0.4719, top5_acc: 0.7141, loss_cls: 2.2562, loss: 2.2562 2020-06-30 22:12:39,493 - mmaction - INFO - Epoch [8][60/470] lr: 2.000e-02, eta: 7:49:07, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.4688, top5_acc: 0.7125, loss_cls: 2.3225, loss: 2.3225 2020-06-30 22:12:51,755 - mmaction - INFO - Epoch [8][80/470] lr: 2.000e-02, eta: 7:48:46, time: 0.612, data_time: 0.000, memory: 8344, top1_acc: 0.4750, top5_acc: 0.7250, loss_cls: 2.2955, loss: 2.2955 2020-06-30 22:13:04,204 - mmaction - INFO - Epoch [8][100/470] lr: 2.000e-02, eta: 7:48:27, time: 0.623, data_time: 0.002, memory: 8344, top1_acc: 0.4859, top5_acc: 0.7641, loss_cls: 2.0732, loss: 2.0732 2020-06-30 22:13:16,608 - mmaction - INFO - Epoch [8][120/470] lr: 2.000e-02, eta: 7:48:08, time: 0.621, data_time: 0.002, memory: 8344, top1_acc: 0.4859, top5_acc: 0.7328, loss_cls: 2.2674, loss: 2.2674 2020-06-30 22:13:28,905 - mmaction - INFO - Epoch [8][140/470] lr: 2.000e-02, eta: 7:47:48, time: 0.614, data_time: 0.001, memory: 8344, top1_acc: 0.4719, top5_acc: 0.7312, loss_cls: 2.2169, loss: 2.2169 2020-06-30 22:13:41,217 - mmaction - INFO - Epoch [8][160/470] lr: 2.000e-02, eta: 7:47:28, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.4984, top5_acc: 0.7500, loss_cls: 2.0699, loss: 2.0699 2020-06-30 22:13:53,538 - mmaction - INFO - Epoch [8][180/470] lr: 2.000e-02, eta: 7:47:08, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.4875, top5_acc: 0.7297, loss_cls: 2.1454, loss: 2.1454 2020-06-30 22:14:05,894 - mmaction - INFO - Epoch [8][200/470] lr: 2.000e-02, eta: 7:46:48, time: 0.617, data_time: 0.003, memory: 8344, top1_acc: 0.4859, top5_acc: 0.7281, loss_cls: 2.2343, loss: 2.2343 2020-06-30 22:14:18,284 - mmaction - INFO - Epoch [8][220/470] lr: 2.000e-02, eta: 7:46:29, time: 0.620, data_time: 0.002, memory: 8344, top1_acc: 0.4813, top5_acc: 0.7375, loss_cls: 2.1301, loss: 2.1301 2020-06-30 22:14:30,623 - mmaction - INFO - Epoch [8][240/470] lr: 2.000e-02, eta: 7:46:10, time: 0.618, data_time: 0.002, memory: 8344, top1_acc: 0.4938, top5_acc: 0.7234, loss_cls: 2.1487, loss: 2.1487 2020-06-30 22:14:42,962 - mmaction - INFO - Epoch [8][260/470] lr: 2.000e-02, eta: 7:45:51, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.4656, top5_acc: 0.7000, loss_cls: 2.3706, loss: 2.3706 2020-06-30 22:14:55,265 - mmaction - INFO - Epoch [8][280/470] lr: 2.000e-02, eta: 7:45:31, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.5156, top5_acc: 0.7500, loss_cls: 2.0641, loss: 2.0641 2020-06-30 22:15:07,559 - mmaction - INFO - Epoch [8][300/470] lr: 2.000e-02, eta: 7:45:11, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.4969, top5_acc: 0.7188, loss_cls: 2.2690, loss: 2.2690 2020-06-30 22:15:19,924 - mmaction - INFO - Epoch [8][320/470] lr: 2.000e-02, eta: 7:44:53, time: 0.619, data_time: 0.001, memory: 8344, top1_acc: 0.4938, top5_acc: 0.7469, loss_cls: 2.1414, loss: 2.1414 2020-06-30 22:15:32,270 - mmaction - INFO - Epoch [8][340/470] lr: 2.000e-02, eta: 7:44:33, time: 0.617, data_time: 0.000, memory: 8344, top1_acc: 0.4844, top5_acc: 0.7375, loss_cls: 2.2179, loss: 2.2179 2020-06-30 22:15:44,587 - mmaction - INFO - Epoch [8][360/470] lr: 2.000e-02, eta: 7:44:14, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.5016, top5_acc: 0.7500, loss_cls: 2.0920, loss: 2.0920 2020-06-30 22:15:56,805 - mmaction - INFO - Epoch [8][380/470] lr: 2.000e-02, eta: 7:43:54, time: 0.611, data_time: 0.002, memory: 8344, top1_acc: 0.4766, top5_acc: 0.7172, loss_cls: 2.2688, loss: 2.2688 2020-06-30 22:16:09,075 - mmaction - INFO - Epoch [8][400/470] lr: 2.000e-02, eta: 7:43:34, time: 0.614, data_time: 0.001, memory: 8344, top1_acc: 0.4828, top5_acc: 0.7516, loss_cls: 2.1524, loss: 2.1524 2020-06-30 22:16:21,407 - mmaction - INFO - Epoch [8][420/470] lr: 2.000e-02, eta: 7:43:16, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.4938, top5_acc: 0.7578, loss_cls: 2.0760, loss: 2.0760 2020-06-30 22:16:33,826 - mmaction - INFO - Epoch [8][440/470] lr: 2.000e-02, eta: 7:42:58, time: 0.621, data_time: 0.001, memory: 8344, top1_acc: 0.5250, top5_acc: 0.7594, loss_cls: 2.0475, loss: 2.0475 2020-06-30 22:16:46,141 - mmaction - INFO - Epoch [8][460/470] lr: 2.000e-02, eta: 7:42:39, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.5281, top5_acc: 0.7344, loss_cls: 2.1790, loss: 2.1790 2020-06-30 22:17:20,221 - mmaction - INFO - Epoch [9][20/470] lr: 2.000e-02, eta: 7:43:40, time: 1.315, data_time: 0.693, memory: 8344, top1_acc: 0.5297, top5_acc: 0.7516, loss_cls: 2.1142, loss: 2.1142 2020-06-30 22:17:32,476 - mmaction - INFO - Epoch [9][40/470] lr: 2.000e-02, eta: 7:43:20, time: 0.612, data_time: 0.001, memory: 8344, top1_acc: 0.5047, top5_acc: 0.7766, loss_cls: 2.0464, loss: 2.0464 2020-06-30 22:17:44,768 - mmaction - INFO - Epoch [9][60/470] lr: 2.000e-02, eta: 7:43:01, time: 0.615, data_time: 0.002, memory: 8344, top1_acc: 0.4969, top5_acc: 0.7281, loss_cls: 2.2027, loss: 2.2027 2020-06-30 22:17:57,200 - mmaction - INFO - Epoch [9][80/470] lr: 2.000e-02, eta: 7:42:43, time: 0.621, data_time: 0.001, memory: 8344, top1_acc: 0.4828, top5_acc: 0.7500, loss_cls: 2.1851, loss: 2.1851 2020-06-30 22:18:09,535 - mmaction - INFO - Epoch [9][100/470] lr: 2.000e-02, eta: 7:42:24, time: 0.617, data_time: 0.002, memory: 8344, top1_acc: 0.4938, top5_acc: 0.7500, loss_cls: 2.1419, loss: 2.1419 2020-06-30 22:18:21,936 - mmaction - INFO - Epoch [9][120/470] lr: 2.000e-02, eta: 7:42:06, time: 0.620, data_time: 0.003, memory: 8344, top1_acc: 0.4859, top5_acc: 0.7672, loss_cls: 2.1024, loss: 2.1024 2020-06-30 22:18:34,258 - mmaction - INFO - Epoch [9][140/470] lr: 2.000e-02, eta: 7:41:47, time: 0.616, data_time: 0.002, memory: 8344, top1_acc: 0.4891, top5_acc: 0.7375, loss_cls: 2.2611, loss: 2.2611 2020-06-30 22:18:46,549 - mmaction - INFO - Epoch [9][160/470] lr: 2.000e-02, eta: 7:41:28, time: 0.615, data_time: 0.002, memory: 8344, top1_acc: 0.5250, top5_acc: 0.7609, loss_cls: 2.0263, loss: 2.0263 2020-06-30 22:18:58,863 - mmaction - INFO - Epoch [9][180/470] lr: 2.000e-02, eta: 7:41:09, time: 0.616, data_time: 0.002, memory: 8344, top1_acc: 0.4703, top5_acc: 0.7328, loss_cls: 2.2810, loss: 2.2810 2020-06-30 22:19:11,189 - mmaction - INFO - Epoch [9][200/470] lr: 2.000e-02, eta: 7:40:51, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.5437, top5_acc: 0.7578, loss_cls: 2.0632, loss: 2.0632 2020-06-30 22:19:23,501 - mmaction - INFO - Epoch [9][220/470] lr: 2.000e-02, eta: 7:40:32, time: 0.616, data_time: 0.003, memory: 8344, top1_acc: 0.5188, top5_acc: 0.7469, loss_cls: 2.1076, loss: 2.1076 2020-06-30 22:19:35,809 - mmaction - INFO - Epoch [9][240/470] lr: 2.000e-02, eta: 7:40:14, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.5000, top5_acc: 0.7297, loss_cls: 2.2156, loss: 2.2156 2020-06-30 22:19:48,162 - mmaction - INFO - Epoch [9][260/470] lr: 2.000e-02, eta: 7:39:56, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.5281, top5_acc: 0.7672, loss_cls: 2.0026, loss: 2.0026 2020-06-30 22:20:00,893 - mmaction - INFO - Epoch [9][280/470] lr: 2.000e-02, eta: 7:39:42, time: 0.636, data_time: 0.019, memory: 8344, top1_acc: 0.4813, top5_acc: 0.7359, loss_cls: 2.2137, loss: 2.2137 2020-06-30 22:20:13,239 - mmaction - INFO - Epoch [9][300/470] lr: 2.000e-02, eta: 7:39:23, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.5016, top5_acc: 0.7453, loss_cls: 2.1656, loss: 2.1656 2020-06-30 22:20:25,609 - mmaction - INFO - Epoch [9][320/470] lr: 2.000e-02, eta: 7:39:06, time: 0.619, data_time: 0.002, memory: 8344, top1_acc: 0.4844, top5_acc: 0.7422, loss_cls: 2.1452, loss: 2.1452 2020-06-30 22:20:37,963 - mmaction - INFO - Epoch [9][340/470] lr: 2.000e-02, eta: 7:38:48, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.4688, top5_acc: 0.7094, loss_cls: 2.2360, loss: 2.2360 2020-06-30 22:20:50,344 - mmaction - INFO - Epoch [9][360/470] lr: 2.000e-02, eta: 7:38:30, time: 0.619, data_time: 0.001, memory: 8344, top1_acc: 0.5016, top5_acc: 0.7375, loss_cls: 2.1858, loss: 2.1858 2020-06-30 22:21:02,732 - mmaction - INFO - Epoch [9][380/470] lr: 2.000e-02, eta: 7:38:13, time: 0.619, data_time: 0.001, memory: 8344, top1_acc: 0.4656, top5_acc: 0.7453, loss_cls: 2.1851, loss: 2.1851 2020-06-30 22:21:15,087 - mmaction - INFO - Epoch [9][400/470] lr: 2.000e-02, eta: 7:37:55, time: 0.618, data_time: 0.002, memory: 8344, top1_acc: 0.4859, top5_acc: 0.7422, loss_cls: 2.1096, loss: 2.1096 2020-06-30 22:21:27,486 - mmaction - INFO - Epoch [9][420/470] lr: 2.000e-02, eta: 7:37:38, time: 0.620, data_time: 0.001, memory: 8344, top1_acc: 0.5078, top5_acc: 0.7078, loss_cls: 2.2233, loss: 2.2233 2020-06-30 22:21:39,855 - mmaction - INFO - Epoch [9][440/470] lr: 2.000e-02, eta: 7:37:20, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.5109, top5_acc: 0.7297, loss_cls: 2.1510, loss: 2.1510 2020-06-30 22:21:52,176 - mmaction - INFO - Epoch [9][460/470] lr: 2.000e-02, eta: 7:37:03, time: 0.617, data_time: 0.002, memory: 8344, top1_acc: 0.4516, top5_acc: 0.7203, loss_cls: 2.3693, loss: 2.3693 2020-06-30 22:22:22,700 - mmaction - INFO - Epoch [10][20/470] lr: 2.000e-02, eta: 7:37:31, time: 1.198, data_time: 0.578, memory: 8344, top1_acc: 0.5188, top5_acc: 0.7797, loss_cls: 1.9740, loss: 1.9740 2020-06-30 22:22:35,004 - mmaction - INFO - Epoch [10][40/470] lr: 2.000e-02, eta: 7:37:12, time: 0.614, data_time: 0.003, memory: 8344, top1_acc: 0.4859, top5_acc: 0.7203, loss_cls: 2.2018, loss: 2.2018 2020-06-30 22:22:47,314 - mmaction - INFO - Epoch [10][60/470] lr: 2.000e-02, eta: 7:36:54, time: 0.616, data_time: 0.002, memory: 8344, top1_acc: 0.5094, top5_acc: 0.7531, loss_cls: 2.0825, loss: 2.0825 2020-06-30 22:22:59,623 - mmaction - INFO - Epoch [10][80/470] lr: 2.000e-02, eta: 7:36:36, time: 0.615, data_time: 0.002, memory: 8344, top1_acc: 0.5094, top5_acc: 0.7625, loss_cls: 2.1356, loss: 2.1356 2020-06-30 22:23:11,961 - mmaction - INFO - Epoch [10][100/470] lr: 2.000e-02, eta: 7:36:19, time: 0.618, data_time: 0.002, memory: 8344, top1_acc: 0.5375, top5_acc: 0.7719, loss_cls: 1.9651, loss: 1.9651 2020-06-30 22:23:24,292 - mmaction - INFO - Epoch [10][120/470] lr: 2.000e-02, eta: 7:36:01, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.5266, top5_acc: 0.7469, loss_cls: 2.0805, loss: 2.0805 2020-06-30 22:23:36,563 - mmaction - INFO - Epoch [10][140/470] lr: 2.000e-02, eta: 7:35:42, time: 0.612, data_time: 0.001, memory: 8344, top1_acc: 0.5484, top5_acc: 0.7859, loss_cls: 1.9065, loss: 1.9065 2020-06-30 22:23:48,918 - mmaction - INFO - Epoch [10][160/470] lr: 2.000e-02, eta: 7:35:25, time: 0.618, data_time: 0.002, memory: 8344, top1_acc: 0.4938, top5_acc: 0.7391, loss_cls: 2.1328, loss: 2.1328 2020-06-30 22:24:01,334 - mmaction - INFO - Epoch [10][180/470] lr: 2.000e-02, eta: 7:35:08, time: 0.621, data_time: 0.002, memory: 8344, top1_acc: 0.5109, top5_acc: 0.7438, loss_cls: 2.1252, loss: 2.1252 2020-06-30 22:24:13,657 - mmaction - INFO - Epoch [10][200/470] lr: 2.000e-02, eta: 7:34:51, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.4938, top5_acc: 0.7500, loss_cls: 2.1885, loss: 2.1885 2020-06-30 22:24:25,997 - mmaction - INFO - Epoch [10][220/470] lr: 2.000e-02, eta: 7:34:33, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.4891, top5_acc: 0.7516, loss_cls: 2.1511, loss: 2.1511 2020-06-30 22:24:38,376 - mmaction - INFO - Epoch [10][240/470] lr: 2.000e-02, eta: 7:34:16, time: 0.619, data_time: 0.001, memory: 8344, top1_acc: 0.4891, top5_acc: 0.7484, loss_cls: 2.1421, loss: 2.1421 2020-06-30 22:24:50,656 - mmaction - INFO - Epoch [10][260/470] lr: 2.000e-02, eta: 7:33:58, time: 0.614, data_time: 0.001, memory: 8344, top1_acc: 0.5000, top5_acc: 0.7562, loss_cls: 2.1568, loss: 2.1568 2020-06-30 22:25:03,006 - mmaction - INFO - Epoch [10][280/470] lr: 2.000e-02, eta: 7:33:41, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.4969, top5_acc: 0.7422, loss_cls: 2.1384, loss: 2.1384 2020-06-30 22:25:15,327 - mmaction - INFO - Epoch [10][300/470] lr: 2.000e-02, eta: 7:33:24, time: 0.615, data_time: 0.000, memory: 8344, top1_acc: 0.4828, top5_acc: 0.7375, loss_cls: 2.1811, loss: 2.1811 2020-06-30 22:25:27,648 - mmaction - INFO - Epoch [10][320/470] lr: 2.000e-02, eta: 7:33:06, time: 0.616, data_time: 0.002, memory: 8344, top1_acc: 0.4906, top5_acc: 0.7078, loss_cls: 2.2655, loss: 2.2655 2020-06-30 22:25:39,932 - mmaction - INFO - Epoch [10][340/470] lr: 2.000e-02, eta: 7:32:49, time: 0.614, data_time: 0.003, memory: 8344, top1_acc: 0.5188, top5_acc: 0.7344, loss_cls: 2.1437, loss: 2.1437 2020-06-30 22:25:52,302 - mmaction - INFO - Epoch [10][360/470] lr: 2.000e-02, eta: 7:32:32, time: 0.619, data_time: 0.002, memory: 8344, top1_acc: 0.4828, top5_acc: 0.7344, loss_cls: 2.2069, loss: 2.2069 2020-06-30 22:26:04,582 - mmaction - INFO - Epoch [10][380/470] lr: 2.000e-02, eta: 7:32:14, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.5266, top5_acc: 0.7469, loss_cls: 2.0468, loss: 2.0468 2020-06-30 22:26:16,862 - mmaction - INFO - Epoch [10][400/470] lr: 2.000e-02, eta: 7:31:56, time: 0.613, data_time: 0.000, memory: 8344, top1_acc: 0.4672, top5_acc: 0.7375, loss_cls: 2.2197, loss: 2.2197 2020-06-30 22:26:29,129 - mmaction - INFO - Epoch [10][420/470] lr: 2.000e-02, eta: 7:31:39, time: 0.613, data_time: 0.002, memory: 8344, top1_acc: 0.5328, top5_acc: 0.7609, loss_cls: 2.0864, loss: 2.0864 2020-06-30 22:26:41,434 - mmaction - INFO - Epoch [10][440/470] lr: 2.000e-02, eta: 7:31:22, time: 0.616, data_time: 0.002, memory: 8344, top1_acc: 0.4813, top5_acc: 0.7453, loss_cls: 2.1665, loss: 2.1665 2020-06-30 22:26:53,793 - mmaction - INFO - Epoch [10][460/470] lr: 2.000e-02, eta: 7:31:05, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.4672, top5_acc: 0.7312, loss_cls: 2.1399, loss: 2.1399 2020-06-30 22:27:00,524 - mmaction - INFO - Saving checkpoint at 10 epochs 2020-06-30 22:27:23,385 - mmaction - INFO - Evaluating top_k_accuracy... 2020-06-30 22:27:24,307 - mmaction - INFO - top1_acc 0.5737 top5_acc 0.8147 2020-06-30 22:27:24,307 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-06-30 22:27:24,357 - mmaction - INFO - mean_acc 0.5735 2020-06-30 22:27:24,364 - mmaction - INFO - Epoch [10][470/470] lr: 2.000e-02, top1_acc: 0.5737, top5_acc: 0.8147, mean_class_accuracy: 0.5735 2020-06-30 22:27:45,538 - mmaction - INFO - Epoch [11][20/470] lr: 2.000e-02, eta: 7:31:03, time: 1.058, data_time: 0.444, memory: 8344, top1_acc: 0.5234, top5_acc: 0.7344, loss_cls: 2.1206, loss: 2.1206 2020-06-30 22:27:57,835 - mmaction - INFO - Epoch [11][40/470] lr: 2.000e-02, eta: 7:30:46, time: 0.615, data_time: 0.003, memory: 8344, top1_acc: 0.4641, top5_acc: 0.7203, loss_cls: 2.2360, loss: 2.2360 2020-06-30 22:28:10,084 - mmaction - INFO - Epoch [11][60/470] lr: 2.000e-02, eta: 7:30:28, time: 0.611, data_time: 0.000, memory: 8344, top1_acc: 0.4719, top5_acc: 0.7203, loss_cls: 2.2302, loss: 2.2302 2020-06-30 22:28:22,427 - mmaction - INFO - Epoch [11][80/470] lr: 2.000e-02, eta: 7:30:11, time: 0.617, data_time: 0.002, memory: 8344, top1_acc: 0.5297, top5_acc: 0.7734, loss_cls: 1.9747, loss: 1.9747 2020-06-30 22:28:34,701 - mmaction - INFO - Epoch [11][100/470] lr: 2.000e-02, eta: 7:29:54, time: 0.613, data_time: 0.001, memory: 8344, top1_acc: 0.5000, top5_acc: 0.7422, loss_cls: 2.1588, loss: 2.1588 2020-06-30 22:28:46,986 - mmaction - INFO - Epoch [11][120/470] lr: 2.000e-02, eta: 7:29:37, time: 0.616, data_time: 0.002, memory: 8344, top1_acc: 0.5516, top5_acc: 0.7750, loss_cls: 1.9512, loss: 1.9512 2020-06-30 22:28:59,332 - mmaction - INFO - Epoch [11][140/470] lr: 2.000e-02, eta: 7:29:20, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.5031, top5_acc: 0.7500, loss_cls: 2.1436, loss: 2.1436 2020-06-30 22:29:11,661 - mmaction - INFO - Epoch [11][160/470] lr: 2.000e-02, eta: 7:29:03, time: 0.616, data_time: 0.002, memory: 8344, top1_acc: 0.5297, top5_acc: 0.7703, loss_cls: 2.0545, loss: 2.0545 2020-06-30 22:29:23,926 - mmaction - INFO - Epoch [11][180/470] lr: 2.000e-02, eta: 7:28:46, time: 0.614, data_time: 0.002, memory: 8344, top1_acc: 0.5062, top5_acc: 0.7328, loss_cls: 2.1184, loss: 2.1184 2020-06-30 22:29:36,223 - mmaction - INFO - Epoch [11][200/470] lr: 2.000e-02, eta: 7:28:29, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.5141, top5_acc: 0.7547, loss_cls: 2.0823, loss: 2.0823 2020-06-30 22:29:48,578 - mmaction - INFO - Epoch [11][220/470] lr: 2.000e-02, eta: 7:28:13, time: 0.618, data_time: 0.005, memory: 8344, top1_acc: 0.4922, top5_acc: 0.7531, loss_cls: 2.0686, loss: 2.0686 2020-06-30 22:30:00,955 - mmaction - INFO - Epoch [11][240/470] lr: 2.000e-02, eta: 7:27:56, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.5125, top5_acc: 0.7609, loss_cls: 2.0631, loss: 2.0631 2020-06-30 22:30:13,296 - mmaction - INFO - Epoch [11][260/470] lr: 2.000e-02, eta: 7:27:40, time: 0.618, data_time: 0.002, memory: 8344, top1_acc: 0.5062, top5_acc: 0.7438, loss_cls: 2.1505, loss: 2.1505 2020-06-30 22:30:25,670 - mmaction - INFO - Epoch [11][280/470] lr: 2.000e-02, eta: 7:27:24, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.5359, top5_acc: 0.7609, loss_cls: 2.0250, loss: 2.0250 2020-06-30 22:30:37,997 - mmaction - INFO - Epoch [11][300/470] lr: 2.000e-02, eta: 7:27:07, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.5203, top5_acc: 0.7469, loss_cls: 2.1342, loss: 2.1342 2020-06-30 22:30:50,321 - mmaction - INFO - Epoch [11][320/470] lr: 2.000e-02, eta: 7:26:51, time: 0.616, data_time: 0.000, memory: 8344, top1_acc: 0.4906, top5_acc: 0.7359, loss_cls: 2.2290, loss: 2.2290 2020-06-30 22:31:02,627 - mmaction - INFO - Epoch [11][340/470] lr: 2.000e-02, eta: 7:26:34, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.5078, top5_acc: 0.7406, loss_cls: 2.1257, loss: 2.1257 2020-06-30 22:31:14,956 - mmaction - INFO - Epoch [11][360/470] lr: 2.000e-02, eta: 7:26:18, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.5188, top5_acc: 0.7516, loss_cls: 2.0147, loss: 2.0147 2020-06-30 22:31:27,380 - mmaction - INFO - Epoch [11][380/470] lr: 2.000e-02, eta: 7:26:02, time: 0.621, data_time: 0.001, memory: 8344, top1_acc: 0.5328, top5_acc: 0.7703, loss_cls: 2.0314, loss: 2.0314 2020-06-30 22:31:39,742 - mmaction - INFO - Epoch [11][400/470] lr: 2.000e-02, eta: 7:25:46, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.5109, top5_acc: 0.7188, loss_cls: 2.1661, loss: 2.1661 2020-06-30 22:31:52,083 - mmaction - INFO - Epoch [11][420/470] lr: 2.000e-02, eta: 7:25:30, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.4766, top5_acc: 0.7500, loss_cls: 2.2086, loss: 2.2086 2020-06-30 22:32:04,503 - mmaction - INFO - Epoch [11][440/470] lr: 2.000e-02, eta: 7:25:14, time: 0.621, data_time: 0.001, memory: 8344, top1_acc: 0.5219, top5_acc: 0.7688, loss_cls: 1.9785, loss: 1.9785 2020-06-30 22:32:16,813 - mmaction - INFO - Epoch [11][460/470] lr: 2.000e-02, eta: 7:24:57, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.5234, top5_acc: 0.7641, loss_cls: 2.0054, loss: 2.0054 2020-06-30 22:32:47,325 - mmaction - INFO - Epoch [12][20/470] lr: 2.000e-02, eta: 7:25:16, time: 1.194, data_time: 0.561, memory: 8344, top1_acc: 0.5188, top5_acc: 0.7531, loss_cls: 2.0749, loss: 2.0749 2020-06-30 22:32:59,605 - mmaction - INFO - Epoch [12][40/470] lr: 2.000e-02, eta: 7:25:00, time: 0.614, data_time: 0.001, memory: 8344, top1_acc: 0.5156, top5_acc: 0.7281, loss_cls: 2.2017, loss: 2.2017 2020-06-30 22:33:11,871 - mmaction - INFO - Epoch [12][60/470] lr: 2.000e-02, eta: 7:24:43, time: 0.614, data_time: 0.001, memory: 8344, top1_acc: 0.5031, top5_acc: 0.7344, loss_cls: 2.1119, loss: 2.1119 2020-06-30 22:33:24,150 - mmaction - INFO - Epoch [12][80/470] lr: 2.000e-02, eta: 7:24:26, time: 0.614, data_time: 0.000, memory: 8344, top1_acc: 0.5047, top5_acc: 0.7641, loss_cls: 2.0129, loss: 2.0129 2020-06-30 22:33:36,627 - mmaction - INFO - Epoch [12][100/470] lr: 2.000e-02, eta: 7:24:11, time: 0.624, data_time: 0.014, memory: 8344, top1_acc: 0.5281, top5_acc: 0.7703, loss_cls: 2.0211, loss: 2.0211 2020-06-30 22:33:48,929 - mmaction - INFO - Epoch [12][120/470] lr: 2.000e-02, eta: 7:23:55, time: 0.615, data_time: 0.000, memory: 8344, top1_acc: 0.4938, top5_acc: 0.7391, loss_cls: 2.1959, loss: 2.1959 2020-06-30 22:34:01,221 - mmaction - INFO - Epoch [12][140/470] lr: 2.000e-02, eta: 7:23:38, time: 0.614, data_time: 0.000, memory: 8344, top1_acc: 0.5250, top5_acc: 0.7688, loss_cls: 2.0556, loss: 2.0556 2020-06-30 22:34:13,486 - mmaction - INFO - Epoch [12][160/470] lr: 2.000e-02, eta: 7:23:21, time: 0.614, data_time: 0.001, memory: 8344, top1_acc: 0.5203, top5_acc: 0.7531, loss_cls: 2.0958, loss: 2.0958 2020-06-30 22:34:25,803 - mmaction - INFO - Epoch [12][180/470] lr: 2.000e-02, eta: 7:23:05, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.5188, top5_acc: 0.7516, loss_cls: 2.0859, loss: 2.0859 2020-06-30 22:34:38,165 - mmaction - INFO - Epoch [12][200/470] lr: 2.000e-02, eta: 7:22:49, time: 0.619, data_time: 0.001, memory: 8344, top1_acc: 0.5234, top5_acc: 0.7484, loss_cls: 2.0877, loss: 2.0877 2020-06-30 22:34:50,523 - mmaction - INFO - Epoch [12][220/470] lr: 2.000e-02, eta: 7:22:33, time: 0.618, data_time: 0.000, memory: 8344, top1_acc: 0.5016, top5_acc: 0.7453, loss_cls: 2.1170, loss: 2.1170 2020-06-30 22:35:02,925 - mmaction - INFO - Epoch [12][240/470] lr: 2.000e-02, eta: 7:22:17, time: 0.619, data_time: 0.001, memory: 8344, top1_acc: 0.5578, top5_acc: 0.7781, loss_cls: 1.9025, loss: 1.9025 2020-06-30 22:35:15,269 - mmaction - INFO - Epoch [12][260/470] lr: 2.000e-02, eta: 7:22:02, time: 0.618, data_time: 0.002, memory: 8344, top1_acc: 0.5281, top5_acc: 0.7641, loss_cls: 2.0248, loss: 2.0248 2020-06-30 22:35:27,515 - mmaction - INFO - Epoch [12][280/470] lr: 2.000e-02, eta: 7:21:45, time: 0.613, data_time: 0.001, memory: 8344, top1_acc: 0.5172, top5_acc: 0.7422, loss_cls: 2.0864, loss: 2.0864 2020-06-30 22:35:39,868 - mmaction - INFO - Epoch [12][300/470] lr: 2.000e-02, eta: 7:21:29, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.5422, top5_acc: 0.7719, loss_cls: 1.9789, loss: 1.9789 2020-06-30 22:35:52,236 - mmaction - INFO - Epoch [12][320/470] lr: 2.000e-02, eta: 7:21:13, time: 0.620, data_time: 0.002, memory: 8344, top1_acc: 0.5094, top5_acc: 0.7484, loss_cls: 2.0950, loss: 2.0950 2020-06-30 22:36:04,524 - mmaction - INFO - Epoch [12][340/470] lr: 2.000e-02, eta: 7:20:57, time: 0.614, data_time: 0.001, memory: 8344, top1_acc: 0.5437, top5_acc: 0.7672, loss_cls: 2.0014, loss: 2.0014 2020-06-30 22:36:16,810 - mmaction - INFO - Epoch [12][360/470] lr: 2.000e-02, eta: 7:20:41, time: 0.614, data_time: 0.001, memory: 8344, top1_acc: 0.4938, top5_acc: 0.7484, loss_cls: 2.2000, loss: 2.2000 2020-06-30 22:36:29,146 - mmaction - INFO - Epoch [12][380/470] lr: 2.000e-02, eta: 7:20:25, time: 0.617, data_time: 0.002, memory: 8344, top1_acc: 0.4828, top5_acc: 0.7063, loss_cls: 2.2401, loss: 2.2401 2020-06-30 22:36:41,527 - mmaction - INFO - Epoch [12][400/470] lr: 2.000e-02, eta: 7:20:10, time: 0.620, data_time: 0.001, memory: 8344, top1_acc: 0.5172, top5_acc: 0.7297, loss_cls: 2.2078, loss: 2.2078 2020-06-30 22:36:53,822 - mmaction - INFO - Epoch [12][420/470] lr: 2.000e-02, eta: 7:19:53, time: 0.614, data_time: 0.001, memory: 8344, top1_acc: 0.5109, top5_acc: 0.7578, loss_cls: 2.0947, loss: 2.0947 2020-06-30 22:37:06,120 - mmaction - INFO - Epoch [12][440/470] lr: 2.000e-02, eta: 7:19:37, time: 0.614, data_time: 0.001, memory: 8344, top1_acc: 0.4859, top5_acc: 0.7141, loss_cls: 2.2694, loss: 2.2694 2020-06-30 22:37:18,409 - mmaction - INFO - Epoch [12][460/470] lr: 2.000e-02, eta: 7:19:21, time: 0.615, data_time: 0.002, memory: 8344, top1_acc: 0.5203, top5_acc: 0.7250, loss_cls: 2.1771, loss: 2.1771 2020-06-30 22:37:49,903 - mmaction - INFO - Epoch [13][20/470] lr: 2.000e-02, eta: 7:19:43, time: 1.234, data_time: 0.596, memory: 8344, top1_acc: 0.5094, top5_acc: 0.7219, loss_cls: 2.1731, loss: 2.1731 2020-06-30 22:38:02,249 - mmaction - INFO - Epoch [13][40/470] lr: 2.000e-02, eta: 7:19:27, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.5687, top5_acc: 0.7891, loss_cls: 1.8703, loss: 1.8703 2020-06-30 22:38:14,528 - mmaction - INFO - Epoch [13][60/470] lr: 2.000e-02, eta: 7:19:11, time: 0.615, data_time: 0.002, memory: 8344, top1_acc: 0.5297, top5_acc: 0.7688, loss_cls: 1.9915, loss: 1.9915 2020-06-30 22:38:26,815 - mmaction - INFO - Epoch [13][80/470] lr: 2.000e-02, eta: 7:18:54, time: 0.614, data_time: 0.001, memory: 8344, top1_acc: 0.5359, top5_acc: 0.7797, loss_cls: 1.9723, loss: 1.9723 2020-06-30 22:38:39,249 - mmaction - INFO - Epoch [13][100/470] lr: 2.000e-02, eta: 7:18:39, time: 0.622, data_time: 0.002, memory: 8344, top1_acc: 0.5359, top5_acc: 0.7641, loss_cls: 1.9763, loss: 1.9763 2020-06-30 22:38:51,559 - mmaction - INFO - Epoch [13][120/470] lr: 2.000e-02, eta: 7:18:23, time: 0.616, data_time: 0.002, memory: 8344, top1_acc: 0.5094, top5_acc: 0.7406, loss_cls: 2.0300, loss: 2.0300 2020-06-30 22:39:03,899 - mmaction - INFO - Epoch [13][140/470] lr: 2.000e-02, eta: 7:18:07, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.5406, top5_acc: 0.7672, loss_cls: 2.0284, loss: 2.0284 2020-06-30 22:39:16,237 - mmaction - INFO - Epoch [13][160/470] lr: 2.000e-02, eta: 7:17:52, time: 0.618, data_time: 0.002, memory: 8344, top1_acc: 0.5000, top5_acc: 0.7453, loss_cls: 2.1785, loss: 2.1785 2020-06-30 22:39:28,577 - mmaction - INFO - Epoch [13][180/470] lr: 2.000e-02, eta: 7:17:36, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.5219, top5_acc: 0.7453, loss_cls: 2.0924, loss: 2.0924 2020-06-30 22:39:40,874 - mmaction - INFO - Epoch [13][200/470] lr: 2.000e-02, eta: 7:17:20, time: 0.616, data_time: 0.002, memory: 8344, top1_acc: 0.5453, top5_acc: 0.7531, loss_cls: 2.0857, loss: 2.0857 2020-06-30 22:39:53,231 - mmaction - INFO - Epoch [13][220/470] lr: 2.000e-02, eta: 7:17:05, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.5250, top5_acc: 0.7672, loss_cls: 2.0635, loss: 2.0635 2020-06-30 22:40:05,599 - mmaction - INFO - Epoch [13][240/470] lr: 2.000e-02, eta: 7:16:49, time: 0.618, data_time: 0.002, memory: 8344, top1_acc: 0.5297, top5_acc: 0.7703, loss_cls: 2.0231, loss: 2.0231 2020-06-30 22:40:17,961 - mmaction - INFO - Epoch [13][260/470] lr: 2.000e-02, eta: 7:16:34, time: 0.618, data_time: 0.002, memory: 8344, top1_acc: 0.4844, top5_acc: 0.7234, loss_cls: 2.2637, loss: 2.2637 2020-06-30 22:40:30,289 - mmaction - INFO - Epoch [13][280/470] lr: 2.000e-02, eta: 7:16:18, time: 0.617, data_time: 0.002, memory: 8344, top1_acc: 0.5250, top5_acc: 0.7609, loss_cls: 2.0697, loss: 2.0697 2020-06-30 22:40:42,664 - mmaction - INFO - Epoch [13][300/470] lr: 2.000e-02, eta: 7:16:03, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.5000, top5_acc: 0.7547, loss_cls: 2.0280, loss: 2.0280 2020-06-30 22:40:55,040 - mmaction - INFO - Epoch [13][320/470] lr: 2.000e-02, eta: 7:15:48, time: 0.619, data_time: 0.001, memory: 8344, top1_acc: 0.5141, top5_acc: 0.7375, loss_cls: 2.0222, loss: 2.0222 2020-06-30 22:41:07,323 - mmaction - INFO - Epoch [13][340/470] lr: 2.000e-02, eta: 7:15:32, time: 0.614, data_time: 0.000, memory: 8344, top1_acc: 0.5000, top5_acc: 0.7219, loss_cls: 2.2598, loss: 2.2598 2020-06-30 22:41:19,714 - mmaction - INFO - Epoch [13][360/470] lr: 2.000e-02, eta: 7:15:17, time: 0.619, data_time: 0.001, memory: 8344, top1_acc: 0.4984, top5_acc: 0.7562, loss_cls: 2.1308, loss: 2.1308 2020-06-30 22:41:32,047 - mmaction - INFO - Epoch [13][380/470] lr: 2.000e-02, eta: 7:15:01, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.5188, top5_acc: 0.7656, loss_cls: 1.9893, loss: 1.9893 2020-06-30 22:41:44,375 - mmaction - INFO - Epoch [13][400/470] lr: 2.000e-02, eta: 7:14:46, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.5359, top5_acc: 0.7734, loss_cls: 1.9417, loss: 1.9417 2020-06-30 22:41:56,717 - mmaction - INFO - Epoch [13][420/470] lr: 2.000e-02, eta: 7:14:30, time: 0.616, data_time: 0.000, memory: 8344, top1_acc: 0.4938, top5_acc: 0.7688, loss_cls: 2.1046, loss: 2.1046 2020-06-30 22:42:09,014 - mmaction - INFO - Epoch [13][440/470] lr: 2.000e-02, eta: 7:14:14, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.4984, top5_acc: 0.7375, loss_cls: 2.1255, loss: 2.1255 2020-06-30 22:42:21,339 - mmaction - INFO - Epoch [13][460/470] lr: 2.000e-02, eta: 7:13:59, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.5422, top5_acc: 0.7703, loss_cls: 1.9577, loss: 1.9577 2020-06-30 22:42:52,580 - mmaction - INFO - Epoch [14][20/470] lr: 2.000e-02, eta: 7:14:16, time: 1.228, data_time: 0.607, memory: 8344, top1_acc: 0.5188, top5_acc: 0.7375, loss_cls: 2.1277, loss: 2.1277 2020-06-30 22:43:04,869 - mmaction - INFO - Epoch [14][40/470] lr: 2.000e-02, eta: 7:14:00, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.5531, top5_acc: 0.7750, loss_cls: 1.9417, loss: 1.9417 2020-06-30 22:43:17,192 - mmaction - INFO - Epoch [14][60/470] lr: 2.000e-02, eta: 7:13:45, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.5344, top5_acc: 0.7609, loss_cls: 2.0586, loss: 2.0586 2020-06-30 22:43:29,487 - mmaction - INFO - Epoch [14][80/470] lr: 2.000e-02, eta: 7:13:29, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.5578, top5_acc: 0.7750, loss_cls: 1.9081, loss: 1.9081 2020-06-30 22:43:41,734 - mmaction - INFO - Epoch [14][100/470] lr: 2.000e-02, eta: 7:13:13, time: 0.611, data_time: 0.001, memory: 8344, top1_acc: 0.5188, top5_acc: 0.7719, loss_cls: 2.0295, loss: 2.0295 2020-06-30 22:43:53,976 - mmaction - INFO - Epoch [14][120/470] lr: 2.000e-02, eta: 7:12:57, time: 0.613, data_time: 0.002, memory: 8344, top1_acc: 0.4953, top5_acc: 0.7609, loss_cls: 2.0581, loss: 2.0581 2020-06-30 22:44:06,261 - mmaction - INFO - Epoch [14][140/470] lr: 2.000e-02, eta: 7:12:41, time: 0.614, data_time: 0.001, memory: 8344, top1_acc: 0.5469, top5_acc: 0.7688, loss_cls: 1.9583, loss: 1.9583 2020-06-30 22:44:18,614 - mmaction - INFO - Epoch [14][160/470] lr: 2.000e-02, eta: 7:12:26, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.5391, top5_acc: 0.7844, loss_cls: 1.9365, loss: 1.9365 2020-06-30 22:44:30,875 - mmaction - INFO - Epoch [14][180/470] lr: 2.000e-02, eta: 7:12:10, time: 0.613, data_time: 0.001, memory: 8344, top1_acc: 0.5375, top5_acc: 0.7641, loss_cls: 2.0059, loss: 2.0059 2020-06-30 22:44:43,208 - mmaction - INFO - Epoch [14][200/470] lr: 2.000e-02, eta: 7:11:55, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.5281, top5_acc: 0.7906, loss_cls: 1.9979, loss: 1.9979 2020-06-30 22:44:55,510 - mmaction - INFO - Epoch [14][220/470] lr: 2.000e-02, eta: 7:11:39, time: 0.616, data_time: 0.002, memory: 8344, top1_acc: 0.5281, top5_acc: 0.7672, loss_cls: 1.9741, loss: 1.9741 2020-06-30 22:45:07,810 - mmaction - INFO - Epoch [14][240/470] lr: 2.000e-02, eta: 7:11:24, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.5266, top5_acc: 0.7594, loss_cls: 2.0298, loss: 2.0298 2020-06-30 22:45:20,224 - mmaction - INFO - Epoch [14][260/470] lr: 2.000e-02, eta: 7:11:09, time: 0.621, data_time: 0.001, memory: 8344, top1_acc: 0.5344, top5_acc: 0.7578, loss_cls: 1.9863, loss: 1.9863 2020-06-30 22:45:32,567 - mmaction - INFO - Epoch [14][280/470] lr: 2.000e-02, eta: 7:10:54, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.5312, top5_acc: 0.7656, loss_cls: 1.9883, loss: 1.9883 2020-06-30 22:45:44,927 - mmaction - INFO - Epoch [14][300/470] lr: 2.000e-02, eta: 7:10:39, time: 0.618, data_time: 0.002, memory: 8344, top1_acc: 0.5641, top5_acc: 0.7797, loss_cls: 1.9680, loss: 1.9680 2020-06-30 22:45:57,197 - mmaction - INFO - Epoch [14][320/470] lr: 2.000e-02, eta: 7:10:23, time: 0.613, data_time: 0.001, memory: 8344, top1_acc: 0.5469, top5_acc: 0.7484, loss_cls: 2.0235, loss: 2.0235 2020-06-30 22:46:09,498 - mmaction - INFO - Epoch [14][340/470] lr: 2.000e-02, eta: 7:10:07, time: 0.616, data_time: 0.002, memory: 8344, top1_acc: 0.5156, top5_acc: 0.7266, loss_cls: 2.1281, loss: 2.1281 2020-06-30 22:46:21,825 - mmaction - INFO - Epoch [14][360/470] lr: 2.000e-02, eta: 7:09:52, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.5031, top5_acc: 0.7578, loss_cls: 2.1144, loss: 2.1144 2020-06-30 22:46:34,177 - mmaction - INFO - Epoch [14][380/470] lr: 2.000e-02, eta: 7:09:37, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.5234, top5_acc: 0.7484, loss_cls: 2.0863, loss: 2.0863 2020-06-30 22:46:46,602 - mmaction - INFO - Epoch [14][400/470] lr: 2.000e-02, eta: 7:09:23, time: 0.621, data_time: 0.001, memory: 8344, top1_acc: 0.5312, top5_acc: 0.7594, loss_cls: 2.0434, loss: 2.0434 2020-06-30 22:46:58,916 - mmaction - INFO - Epoch [14][420/470] lr: 2.000e-02, eta: 7:09:07, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.5297, top5_acc: 0.7547, loss_cls: 2.0042, loss: 2.0042 2020-06-30 22:47:11,293 - mmaction - INFO - Epoch [14][440/470] lr: 2.000e-02, eta: 7:08:52, time: 0.619, data_time: 0.001, memory: 8344, top1_acc: 0.5203, top5_acc: 0.7594, loss_cls: 2.0341, loss: 2.0341 2020-06-30 22:47:23,556 - mmaction - INFO - Epoch [14][460/470] lr: 2.000e-02, eta: 7:08:37, time: 0.612, data_time: 0.001, memory: 8344, top1_acc: 0.5328, top5_acc: 0.7688, loss_cls: 1.9977, loss: 1.9977 2020-06-30 22:47:56,522 - mmaction - INFO - Epoch [15][20/470] lr: 2.000e-02, eta: 7:09:01, time: 1.310, data_time: 0.664, memory: 8344, top1_acc: 0.5203, top5_acc: 0.7547, loss_cls: 2.0753, loss: 2.0753 2020-06-30 22:48:08,912 - mmaction - INFO - Epoch [15][40/470] lr: 2.000e-02, eta: 7:08:46, time: 0.619, data_time: 0.002, memory: 8344, top1_acc: 0.5234, top5_acc: 0.7734, loss_cls: 2.0049, loss: 2.0049 2020-06-30 22:48:21,237 - mmaction - INFO - Epoch [15][60/470] lr: 2.000e-02, eta: 7:08:31, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.5375, top5_acc: 0.7641, loss_cls: 2.0041, loss: 2.0041 2020-06-30 22:48:33,557 - mmaction - INFO - Epoch [15][80/470] lr: 2.000e-02, eta: 7:08:16, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.5406, top5_acc: 0.7516, loss_cls: 1.9999, loss: 1.9999 2020-06-30 22:48:45,870 - mmaction - INFO - Epoch [15][100/470] lr: 2.000e-02, eta: 7:08:00, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.5125, top5_acc: 0.7781, loss_cls: 2.0124, loss: 2.0124 2020-06-30 22:48:58,214 - mmaction - INFO - Epoch [15][120/470] lr: 2.000e-02, eta: 7:07:45, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.4938, top5_acc: 0.7516, loss_cls: 2.1960, loss: 2.1960 2020-06-30 22:49:10,537 - mmaction - INFO - Epoch [15][140/470] lr: 2.000e-02, eta: 7:07:30, time: 0.616, data_time: 0.002, memory: 8344, top1_acc: 0.5406, top5_acc: 0.7703, loss_cls: 2.0221, loss: 2.0221 2020-06-30 22:49:22,855 - mmaction - INFO - Epoch [15][160/470] lr: 2.000e-02, eta: 7:07:15, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.5391, top5_acc: 0.7797, loss_cls: 1.9454, loss: 1.9454 2020-06-30 22:49:35,175 - mmaction - INFO - Epoch [15][180/470] lr: 2.000e-02, eta: 7:07:00, time: 0.617, data_time: 0.002, memory: 8344, top1_acc: 0.5422, top5_acc: 0.7562, loss_cls: 2.0485, loss: 2.0485 2020-06-30 22:49:47,509 - mmaction - INFO - Epoch [15][200/470] lr: 2.000e-02, eta: 7:06:45, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.5516, top5_acc: 0.7812, loss_cls: 1.9048, loss: 1.9048 2020-06-30 22:49:59,790 - mmaction - INFO - Epoch [15][220/470] lr: 2.000e-02, eta: 7:06:29, time: 0.614, data_time: 0.002, memory: 8344, top1_acc: 0.5125, top5_acc: 0.7719, loss_cls: 2.0566, loss: 2.0566 2020-06-30 22:50:12,124 - mmaction - INFO - Epoch [15][240/470] lr: 2.000e-02, eta: 7:06:14, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.5297, top5_acc: 0.7781, loss_cls: 1.9628, loss: 1.9628 2020-06-30 22:50:24,643 - mmaction - INFO - Epoch [15][260/470] lr: 2.000e-02, eta: 7:06:00, time: 0.626, data_time: 0.012, memory: 8344, top1_acc: 0.5344, top5_acc: 0.7750, loss_cls: 1.8910, loss: 1.8910 2020-06-30 22:50:36,961 - mmaction - INFO - Epoch [15][280/470] lr: 2.000e-02, eta: 7:05:45, time: 0.617, data_time: 0.002, memory: 8344, top1_acc: 0.5172, top5_acc: 0.7562, loss_cls: 2.0354, loss: 2.0354 2020-06-30 22:50:49,359 - mmaction - INFO - Epoch [15][300/470] lr: 2.000e-02, eta: 7:05:30, time: 0.619, data_time: 0.001, memory: 8344, top1_acc: 0.5469, top5_acc: 0.7484, loss_cls: 2.0492, loss: 2.0492 2020-06-30 22:51:01,659 - mmaction - INFO - Epoch [15][320/470] lr: 2.000e-02, eta: 7:05:15, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.5344, top5_acc: 0.7562, loss_cls: 2.0803, loss: 2.0803 2020-06-30 22:51:13,954 - mmaction - INFO - Epoch [15][340/470] lr: 2.000e-02, eta: 7:05:00, time: 0.616, data_time: 0.002, memory: 8344, top1_acc: 0.5266, top5_acc: 0.7406, loss_cls: 2.0340, loss: 2.0340 2020-06-30 22:51:26,411 - mmaction - INFO - Epoch [15][360/470] lr: 2.000e-02, eta: 7:04:46, time: 0.622, data_time: 0.000, memory: 8344, top1_acc: 0.5250, top5_acc: 0.7641, loss_cls: 2.0458, loss: 2.0458 2020-06-30 22:51:38,747 - mmaction - INFO - Epoch [15][380/470] lr: 2.000e-02, eta: 7:04:31, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.5406, top5_acc: 0.7672, loss_cls: 2.0317, loss: 2.0317 2020-06-30 22:51:51,102 - mmaction - INFO - Epoch [15][400/470] lr: 2.000e-02, eta: 7:04:16, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.4906, top5_acc: 0.7516, loss_cls: 2.0887, loss: 2.0887 2020-06-30 22:52:03,403 - mmaction - INFO - Epoch [15][420/470] lr: 2.000e-02, eta: 7:04:01, time: 0.615, data_time: 0.002, memory: 8344, top1_acc: 0.5172, top5_acc: 0.7562, loss_cls: 2.0563, loss: 2.0563 2020-06-30 22:52:15,718 - mmaction - INFO - Epoch [15][440/470] lr: 2.000e-02, eta: 7:03:46, time: 0.616, data_time: 0.002, memory: 8344, top1_acc: 0.5422, top5_acc: 0.7750, loss_cls: 1.9338, loss: 1.9338 2020-06-30 22:52:28,056 - mmaction - INFO - Epoch [15][460/470] lr: 2.000e-02, eta: 7:03:31, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.5297, top5_acc: 0.7641, loss_cls: 2.0267, loss: 2.0267 2020-06-30 22:52:34,894 - mmaction - INFO - Saving checkpoint at 15 epochs 2020-06-30 22:53:02,605 - mmaction - INFO - Evaluating top_k_accuracy... 2020-06-30 22:53:03,529 - mmaction - INFO - top1_acc 0.5788 top5_acc 0.8104 2020-06-30 22:53:03,530 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-06-30 22:53:03,579 - mmaction - INFO - mean_acc 0.5787 2020-06-30 22:53:03,594 - mmaction - INFO - Epoch [15][470/470] lr: 2.000e-02, top1_acc: 0.5788, top5_acc: 0.8104, mean_class_accuracy: 0.5787 2020-06-30 22:53:25,010 - mmaction - INFO - Epoch [16][20/470] lr: 2.000e-02, eta: 7:03:25, time: 1.069, data_time: 0.441, memory: 8344, top1_acc: 0.5563, top5_acc: 0.7609, loss_cls: 1.9486, loss: 1.9486 2020-06-30 22:53:37,304 - mmaction - INFO - Epoch [16][40/470] lr: 2.000e-02, eta: 7:03:10, time: 0.616, data_time: 0.002, memory: 8344, top1_acc: 0.5266, top5_acc: 0.7281, loss_cls: 2.1758, loss: 2.1758 2020-06-30 22:53:49,603 - mmaction - INFO - Epoch [16][60/470] lr: 2.000e-02, eta: 7:02:55, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.5172, top5_acc: 0.7266, loss_cls: 2.1449, loss: 2.1449 2020-06-30 22:54:01,913 - mmaction - INFO - Epoch [16][80/470] lr: 2.000e-02, eta: 7:02:39, time: 0.614, data_time: 0.001, memory: 8344, top1_acc: 0.5016, top5_acc: 0.7703, loss_cls: 2.0522, loss: 2.0522 2020-06-30 22:54:14,256 - mmaction - INFO - Epoch [16][100/470] lr: 2.000e-02, eta: 7:02:25, time: 0.618, data_time: 0.002, memory: 8344, top1_acc: 0.5203, top5_acc: 0.7734, loss_cls: 1.9786, loss: 1.9786 2020-06-30 22:54:26,685 - mmaction - INFO - Epoch [16][120/470] lr: 2.000e-02, eta: 7:02:10, time: 0.621, data_time: 0.001, memory: 8344, top1_acc: 0.5484, top5_acc: 0.7812, loss_cls: 1.9452, loss: 1.9452 2020-06-30 22:54:39,015 - mmaction - INFO - Epoch [16][140/470] lr: 2.000e-02, eta: 7:01:55, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.5453, top5_acc: 0.7672, loss_cls: 2.0480, loss: 2.0480 2020-06-30 22:54:51,388 - mmaction - INFO - Epoch [16][160/470] lr: 2.000e-02, eta: 7:01:41, time: 0.619, data_time: 0.001, memory: 8344, top1_acc: 0.5406, top5_acc: 0.7641, loss_cls: 1.9741, loss: 1.9741 2020-06-30 22:55:03,737 - mmaction - INFO - Epoch [16][180/470] lr: 2.000e-02, eta: 7:01:26, time: 0.617, data_time: 0.000, memory: 8344, top1_acc: 0.5188, top5_acc: 0.7625, loss_cls: 2.0897, loss: 2.0897 2020-06-30 22:55:16,067 - mmaction - INFO - Epoch [16][200/470] lr: 2.000e-02, eta: 7:01:11, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.5031, top5_acc: 0.7406, loss_cls: 2.1116, loss: 2.1116 2020-06-30 22:55:28,373 - mmaction - INFO - Epoch [16][220/470] lr: 2.000e-02, eta: 7:00:56, time: 0.615, data_time: 0.002, memory: 8344, top1_acc: 0.5500, top5_acc: 0.7656, loss_cls: 1.9762, loss: 1.9762 2020-06-30 22:55:40,845 - mmaction - INFO - Epoch [16][240/470] lr: 2.000e-02, eta: 7:00:42, time: 0.624, data_time: 0.001, memory: 8344, top1_acc: 0.5312, top5_acc: 0.7609, loss_cls: 1.9982, loss: 1.9982 2020-06-30 22:55:53,275 - mmaction - INFO - Epoch [16][260/470] lr: 2.000e-02, eta: 7:00:28, time: 0.621, data_time: 0.001, memory: 8344, top1_acc: 0.5500, top5_acc: 0.7703, loss_cls: 1.9726, loss: 1.9726 2020-06-30 22:56:05,564 - mmaction - INFO - Epoch [16][280/470] lr: 2.000e-02, eta: 7:00:13, time: 0.615, data_time: 0.002, memory: 8344, top1_acc: 0.5641, top5_acc: 0.7812, loss_cls: 1.8266, loss: 1.8266 2020-06-30 22:56:17,943 - mmaction - INFO - Epoch [16][300/470] lr: 2.000e-02, eta: 6:59:59, time: 0.619, data_time: 0.001, memory: 8344, top1_acc: 0.5000, top5_acc: 0.7328, loss_cls: 2.1808, loss: 2.1808 2020-06-30 22:56:30,346 - mmaction - INFO - Epoch [16][320/470] lr: 2.000e-02, eta: 6:59:44, time: 0.619, data_time: 0.001, memory: 8344, top1_acc: 0.5719, top5_acc: 0.8078, loss_cls: 1.7586, loss: 1.7586 2020-06-30 22:56:42,637 - mmaction - INFO - Epoch [16][340/470] lr: 2.000e-02, eta: 6:59:29, time: 0.614, data_time: 0.001, memory: 8344, top1_acc: 0.4891, top5_acc: 0.7438, loss_cls: 2.0843, loss: 2.0843 2020-06-30 22:56:54,945 - mmaction - INFO - Epoch [16][360/470] lr: 2.000e-02, eta: 6:59:14, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.5203, top5_acc: 0.7312, loss_cls: 2.0722, loss: 2.0722 2020-06-30 22:57:07,364 - mmaction - INFO - Epoch [16][380/470] lr: 2.000e-02, eta: 6:59:00, time: 0.621, data_time: 0.001, memory: 8344, top1_acc: 0.5344, top5_acc: 0.7547, loss_cls: 2.0210, loss: 2.0210 2020-06-30 22:57:19,746 - mmaction - INFO - Epoch [16][400/470] lr: 2.000e-02, eta: 6:58:46, time: 0.620, data_time: 0.001, memory: 8344, top1_acc: 0.5281, top5_acc: 0.7547, loss_cls: 2.0658, loss: 2.0658 2020-06-30 22:57:32,149 - mmaction - INFO - Epoch [16][420/470] lr: 2.000e-02, eta: 6:58:31, time: 0.620, data_time: 0.001, memory: 8344, top1_acc: 0.5375, top5_acc: 0.7688, loss_cls: 1.9260, loss: 1.9260 2020-06-30 22:57:44,443 - mmaction - INFO - Epoch [16][440/470] lr: 2.000e-02, eta: 6:58:16, time: 0.614, data_time: 0.002, memory: 8344, top1_acc: 0.5188, top5_acc: 0.7562, loss_cls: 2.0431, loss: 2.0431 2020-06-30 22:57:56,814 - mmaction - INFO - Epoch [16][460/470] lr: 2.000e-02, eta: 6:58:02, time: 0.619, data_time: 0.003, memory: 8344, top1_acc: 0.5328, top5_acc: 0.7422, loss_cls: 2.0815, loss: 2.0815 2020-06-30 22:58:29,038 - mmaction - INFO - Epoch [17][20/470] lr: 2.000e-02, eta: 6:58:17, time: 1.275, data_time: 0.652, memory: 8344, top1_acc: 0.5719, top5_acc: 0.7969, loss_cls: 1.7844, loss: 1.7844 2020-06-30 22:58:41,317 - mmaction - INFO - Epoch [17][40/470] lr: 2.000e-02, eta: 6:58:02, time: 0.613, data_time: 0.000, memory: 8344, top1_acc: 0.5578, top5_acc: 0.7844, loss_cls: 1.8542, loss: 1.8542 2020-06-30 22:58:53,693 - mmaction - INFO - Epoch [17][60/470] lr: 2.000e-02, eta: 6:57:47, time: 0.619, data_time: 0.001, memory: 8344, top1_acc: 0.5406, top5_acc: 0.7531, loss_cls: 2.0084, loss: 2.0084 2020-06-30 22:59:06,020 - mmaction - INFO - Epoch [17][80/470] lr: 2.000e-02, eta: 6:57:32, time: 0.615, data_time: 0.000, memory: 8344, top1_acc: 0.5375, top5_acc: 0.7578, loss_cls: 2.0443, loss: 2.0443 2020-06-30 22:59:18,385 - mmaction - INFO - Epoch [17][100/470] lr: 2.000e-02, eta: 6:57:18, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.5672, top5_acc: 0.7766, loss_cls: 1.8418, loss: 1.8418 2020-06-30 22:59:30,747 - mmaction - INFO - Epoch [17][120/470] lr: 2.000e-02, eta: 6:57:03, time: 0.618, data_time: 0.002, memory: 8344, top1_acc: 0.5359, top5_acc: 0.7750, loss_cls: 1.9177, loss: 1.9177 2020-06-30 22:59:43,117 - mmaction - INFO - Epoch [17][140/470] lr: 2.000e-02, eta: 6:56:49, time: 0.620, data_time: 0.007, memory: 8344, top1_acc: 0.5391, top5_acc: 0.7844, loss_cls: 1.9568, loss: 1.9568 2020-06-30 22:59:55,473 - mmaction - INFO - Epoch [17][160/470] lr: 2.000e-02, eta: 6:56:34, time: 0.617, data_time: 0.000, memory: 8344, top1_acc: 0.5609, top5_acc: 0.7891, loss_cls: 1.8904, loss: 1.8904 2020-06-30 23:00:08,574 - mmaction - INFO - Epoch [17][180/470] lr: 2.000e-02, eta: 6:56:23, time: 0.655, data_time: 0.001, memory: 8344, top1_acc: 0.5031, top5_acc: 0.7594, loss_cls: 2.0807, loss: 2.0807 2020-06-30 23:00:20,858 - mmaction - INFO - Epoch [17][200/470] lr: 2.000e-02, eta: 6:56:09, time: 0.614, data_time: 0.002, memory: 8344, top1_acc: 0.5578, top5_acc: 0.7750, loss_cls: 1.9442, loss: 1.9442 2020-06-30 23:00:33,209 - mmaction - INFO - Epoch [17][220/470] lr: 2.000e-02, eta: 6:55:54, time: 0.619, data_time: 0.002, memory: 8344, top1_acc: 0.5359, top5_acc: 0.7609, loss_cls: 1.9913, loss: 1.9913 2020-06-30 23:00:45,583 - mmaction - INFO - Epoch [17][240/470] lr: 2.000e-02, eta: 6:55:40, time: 0.618, data_time: 0.000, memory: 8344, top1_acc: 0.5188, top5_acc: 0.7406, loss_cls: 2.1725, loss: 2.1725 2020-06-30 23:00:57,957 - mmaction - INFO - Epoch [17][260/470] lr: 2.000e-02, eta: 6:55:25, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.5312, top5_acc: 0.7594, loss_cls: 2.0075, loss: 2.0075 2020-06-30 23:01:10,243 - mmaction - INFO - Epoch [17][280/470] lr: 2.000e-02, eta: 6:55:10, time: 0.614, data_time: 0.001, memory: 8344, top1_acc: 0.5656, top5_acc: 0.7703, loss_cls: 1.8987, loss: 1.8987 2020-06-30 23:01:22,597 - mmaction - INFO - Epoch [17][300/470] lr: 2.000e-02, eta: 6:54:56, time: 0.618, data_time: 0.002, memory: 8344, top1_acc: 0.5687, top5_acc: 0.7953, loss_cls: 1.8015, loss: 1.8015 2020-06-30 23:01:34,815 - mmaction - INFO - Epoch [17][320/470] lr: 2.000e-02, eta: 6:54:41, time: 0.612, data_time: 0.002, memory: 8344, top1_acc: 0.5031, top5_acc: 0.7672, loss_cls: 2.0769, loss: 2.0769 2020-06-30 23:01:47,163 - mmaction - INFO - Epoch [17][340/470] lr: 2.000e-02, eta: 6:54:26, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.5563, top5_acc: 0.7812, loss_cls: 1.8818, loss: 1.8818 2020-06-30 23:01:59,440 - mmaction - INFO - Epoch [17][360/470] lr: 2.000e-02, eta: 6:54:11, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.5469, top5_acc: 0.7688, loss_cls: 1.9498, loss: 1.9498 2020-06-30 23:02:11,803 - mmaction - INFO - Epoch [17][380/470] lr: 2.000e-02, eta: 6:53:57, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.5422, top5_acc: 0.7641, loss_cls: 1.9951, loss: 1.9951 2020-06-30 23:02:24,103 - mmaction - INFO - Epoch [17][400/470] lr: 2.000e-02, eta: 6:53:42, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.5062, top5_acc: 0.7734, loss_cls: 2.0415, loss: 2.0415 2020-06-30 23:02:36,631 - mmaction - INFO - Epoch [17][420/470] lr: 2.000e-02, eta: 6:53:29, time: 0.628, data_time: 0.014, memory: 8344, top1_acc: 0.5391, top5_acc: 0.7750, loss_cls: 1.9240, loss: 1.9240 2020-06-30 23:02:49,016 - mmaction - INFO - Epoch [17][440/470] lr: 2.000e-02, eta: 6:53:14, time: 0.619, data_time: 0.000, memory: 8344, top1_acc: 0.5609, top5_acc: 0.7969, loss_cls: 1.9360, loss: 1.9360 2020-06-30 23:03:01,383 - mmaction - INFO - Epoch [17][460/470] lr: 2.000e-02, eta: 6:53:00, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.5219, top5_acc: 0.7625, loss_cls: 1.9940, loss: 1.9940 2020-06-30 23:03:34,406 - mmaction - INFO - Epoch [18][20/470] lr: 2.000e-02, eta: 6:53:14, time: 1.293, data_time: 0.668, memory: 8344, top1_acc: 0.5687, top5_acc: 0.7922, loss_cls: 1.8178, loss: 1.8178 2020-06-30 23:03:46,714 - mmaction - INFO - Epoch [18][40/470] lr: 2.000e-02, eta: 6:52:59, time: 0.615, data_time: 0.002, memory: 8344, top1_acc: 0.5188, top5_acc: 0.7688, loss_cls: 1.9737, loss: 1.9737 2020-06-30 23:03:59,068 - mmaction - INFO - Epoch [18][60/470] lr: 2.000e-02, eta: 6:52:45, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.5469, top5_acc: 0.7656, loss_cls: 1.8858, loss: 1.8858 2020-06-30 23:04:11,429 - mmaction - INFO - Epoch [18][80/470] lr: 2.000e-02, eta: 6:52:30, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.5484, top5_acc: 0.8125, loss_cls: 1.8283, loss: 1.8283 2020-06-30 23:04:23,711 - mmaction - INFO - Epoch [18][100/470] lr: 2.000e-02, eta: 6:52:16, time: 0.614, data_time: 0.002, memory: 8344, top1_acc: 0.5406, top5_acc: 0.7766, loss_cls: 1.9609, loss: 1.9609 2020-06-30 23:04:36,007 - mmaction - INFO - Epoch [18][120/470] lr: 2.000e-02, eta: 6:52:01, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.5672, top5_acc: 0.7922, loss_cls: 1.8713, loss: 1.8713 2020-06-30 23:04:48,382 - mmaction - INFO - Epoch [18][140/470] lr: 2.000e-02, eta: 6:51:47, time: 0.619, data_time: 0.001, memory: 8344, top1_acc: 0.4828, top5_acc: 0.7219, loss_cls: 2.2819, loss: 2.2819 2020-06-30 23:05:00,687 - mmaction - INFO - Epoch [18][160/470] lr: 2.000e-02, eta: 6:51:32, time: 0.614, data_time: 0.001, memory: 8344, top1_acc: 0.5234, top5_acc: 0.7719, loss_cls: 2.0034, loss: 2.0034 2020-06-30 23:05:13,065 - mmaction - INFO - Epoch [18][180/470] lr: 2.000e-02, eta: 6:51:18, time: 0.620, data_time: 0.002, memory: 8344, top1_acc: 0.5047, top5_acc: 0.7438, loss_cls: 2.1378, loss: 2.1378 2020-06-30 23:05:25,360 - mmaction - INFO - Epoch [18][200/470] lr: 2.000e-02, eta: 6:51:03, time: 0.614, data_time: 0.001, memory: 8344, top1_acc: 0.5437, top5_acc: 0.7625, loss_cls: 1.9537, loss: 1.9537 2020-06-30 23:05:37,755 - mmaction - INFO - Epoch [18][220/470] lr: 2.000e-02, eta: 6:50:49, time: 0.620, data_time: 0.001, memory: 8344, top1_acc: 0.5359, top5_acc: 0.7750, loss_cls: 1.9368, loss: 1.9368 2020-06-30 23:05:50,212 - mmaction - INFO - Epoch [18][240/470] lr: 2.000e-02, eta: 6:50:35, time: 0.622, data_time: 0.001, memory: 8344, top1_acc: 0.5016, top5_acc: 0.7344, loss_cls: 2.2036, loss: 2.2036 2020-06-30 23:06:02,583 - mmaction - INFO - Epoch [18][260/470] lr: 2.000e-02, eta: 6:50:21, time: 0.619, data_time: 0.002, memory: 8344, top1_acc: 0.5188, top5_acc: 0.7406, loss_cls: 2.1487, loss: 2.1487 2020-06-30 23:06:14,966 - mmaction - INFO - Epoch [18][280/470] lr: 2.000e-02, eta: 6:50:06, time: 0.619, data_time: 0.001, memory: 8344, top1_acc: 0.5375, top5_acc: 0.7672, loss_cls: 1.9973, loss: 1.9973 2020-06-30 23:06:27,281 - mmaction - INFO - Epoch [18][300/470] lr: 2.000e-02, eta: 6:49:52, time: 0.616, data_time: 0.003, memory: 8344, top1_acc: 0.5500, top5_acc: 0.7688, loss_cls: 1.9551, loss: 1.9551 2020-06-30 23:06:39,603 - mmaction - INFO - Epoch [18][320/470] lr: 2.000e-02, eta: 6:49:37, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.5312, top5_acc: 0.7641, loss_cls: 2.0174, loss: 2.0174 2020-06-30 23:06:51,981 - mmaction - INFO - Epoch [18][340/470] lr: 2.000e-02, eta: 6:49:23, time: 0.619, data_time: 0.002, memory: 8344, top1_acc: 0.5687, top5_acc: 0.7688, loss_cls: 1.8758, loss: 1.8758 2020-06-30 23:07:04,321 - mmaction - INFO - Epoch [18][360/470] lr: 2.000e-02, eta: 6:49:09, time: 0.618, data_time: 0.002, memory: 8344, top1_acc: 0.5437, top5_acc: 0.7656, loss_cls: 1.9687, loss: 1.9687 2020-06-30 23:07:16,674 - mmaction - INFO - Epoch [18][380/470] lr: 2.000e-02, eta: 6:48:54, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.5687, top5_acc: 0.7875, loss_cls: 1.8405, loss: 1.8405 2020-06-30 23:07:28,990 - mmaction - INFO - Epoch [18][400/470] lr: 2.000e-02, eta: 6:48:40, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.5938, top5_acc: 0.7984, loss_cls: 1.7981, loss: 1.7981 2020-06-30 23:07:41,358 - mmaction - INFO - Epoch [18][420/470] lr: 2.000e-02, eta: 6:48:26, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.5125, top5_acc: 0.7469, loss_cls: 2.0776, loss: 2.0776 2020-06-30 23:07:53,753 - mmaction - INFO - Epoch [18][440/470] lr: 2.000e-02, eta: 6:48:12, time: 0.620, data_time: 0.001, memory: 8344, top1_acc: 0.5250, top5_acc: 0.7734, loss_cls: 1.9830, loss: 1.9830 2020-06-30 23:08:06,184 - mmaction - INFO - Epoch [18][460/470] lr: 2.000e-02, eta: 6:47:58, time: 0.621, data_time: 0.001, memory: 8344, top1_acc: 0.5641, top5_acc: 0.7781, loss_cls: 1.9107, loss: 1.9107 2020-06-30 23:08:37,231 - mmaction - INFO - Epoch [19][20/470] lr: 2.000e-02, eta: 6:48:02, time: 1.213, data_time: 0.597, memory: 8344, top1_acc: 0.5516, top5_acc: 0.7609, loss_cls: 1.9123, loss: 1.9123 2020-06-30 23:08:49,534 - mmaction - INFO - Epoch [19][40/470] lr: 2.000e-02, eta: 6:47:48, time: 0.615, data_time: 0.003, memory: 8344, top1_acc: 0.5578, top5_acc: 0.7781, loss_cls: 1.8943, loss: 1.8943 2020-06-30 23:09:01,930 - mmaction - INFO - Epoch [19][60/470] lr: 2.000e-02, eta: 6:47:34, time: 0.619, data_time: 0.002, memory: 8344, top1_acc: 0.5828, top5_acc: 0.8016, loss_cls: 1.7890, loss: 1.7890 2020-06-30 23:09:14,239 - mmaction - INFO - Epoch [19][80/470] lr: 2.000e-02, eta: 6:47:19, time: 0.617, data_time: 0.002, memory: 8344, top1_acc: 0.5344, top5_acc: 0.7734, loss_cls: 1.9476, loss: 1.9476 2020-06-30 23:09:26,559 - mmaction - INFO - Epoch [19][100/470] lr: 2.000e-02, eta: 6:47:05, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.5531, top5_acc: 0.7953, loss_cls: 1.8448, loss: 1.8448 2020-06-30 23:09:38,942 - mmaction - INFO - Epoch [19][120/470] lr: 2.000e-02, eta: 6:46:50, time: 0.619, data_time: 0.002, memory: 8344, top1_acc: 0.5297, top5_acc: 0.7906, loss_cls: 1.8611, loss: 1.8611 2020-06-30 23:09:51,243 - mmaction - INFO - Epoch [19][140/470] lr: 2.000e-02, eta: 6:46:36, time: 0.616, data_time: 0.002, memory: 8344, top1_acc: 0.4938, top5_acc: 0.7578, loss_cls: 2.0674, loss: 2.0674 2020-06-30 23:10:03,585 - mmaction - INFO - Epoch [19][160/470] lr: 2.000e-02, eta: 6:46:22, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.5359, top5_acc: 0.7641, loss_cls: 1.9789, loss: 1.9789 2020-06-30 23:10:15,925 - mmaction - INFO - Epoch [19][180/470] lr: 2.000e-02, eta: 6:46:07, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.5359, top5_acc: 0.7781, loss_cls: 1.9475, loss: 1.9475 2020-06-30 23:10:28,322 - mmaction - INFO - Epoch [19][200/470] lr: 2.000e-02, eta: 6:45:53, time: 0.619, data_time: 0.000, memory: 8344, top1_acc: 0.5609, top5_acc: 0.7906, loss_cls: 1.9369, loss: 1.9369 2020-06-30 23:10:40,685 - mmaction - INFO - Epoch [19][220/470] lr: 2.000e-02, eta: 6:45:39, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.5516, top5_acc: 0.7812, loss_cls: 1.8978, loss: 1.8978 2020-06-30 23:10:53,079 - mmaction - INFO - Epoch [19][240/470] lr: 2.000e-02, eta: 6:45:25, time: 0.619, data_time: 0.001, memory: 8344, top1_acc: 0.5531, top5_acc: 0.7812, loss_cls: 1.8618, loss: 1.8618 2020-06-30 23:11:05,432 - mmaction - INFO - Epoch [19][260/470] lr: 2.000e-02, eta: 6:45:11, time: 0.618, data_time: 0.002, memory: 8344, top1_acc: 0.5281, top5_acc: 0.7438, loss_cls: 2.0646, loss: 2.0646 2020-06-30 23:11:17,776 - mmaction - INFO - Epoch [19][280/470] lr: 2.000e-02, eta: 6:44:56, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.5422, top5_acc: 0.7984, loss_cls: 1.9656, loss: 1.9656 2020-06-30 23:11:30,175 - mmaction - INFO - Epoch [19][300/470] lr: 2.000e-02, eta: 6:44:42, time: 0.620, data_time: 0.002, memory: 8344, top1_acc: 0.5156, top5_acc: 0.7531, loss_cls: 2.1064, loss: 2.1064 2020-06-30 23:11:42,700 - mmaction - INFO - Epoch [19][320/470] lr: 2.000e-02, eta: 6:44:29, time: 0.627, data_time: 0.011, memory: 8344, top1_acc: 0.5359, top5_acc: 0.7625, loss_cls: 1.9576, loss: 1.9576 2020-06-30 23:11:55,007 - mmaction - INFO - Epoch [19][340/470] lr: 2.000e-02, eta: 6:44:15, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.5531, top5_acc: 0.7922, loss_cls: 1.9109, loss: 1.9109 2020-06-30 23:12:07,366 - mmaction - INFO - Epoch [19][360/470] lr: 2.000e-02, eta: 6:44:00, time: 0.617, data_time: 0.002, memory: 8344, top1_acc: 0.5672, top5_acc: 0.7859, loss_cls: 1.8557, loss: 1.8557 2020-06-30 23:12:19,739 - mmaction - INFO - Epoch [19][380/470] lr: 2.000e-02, eta: 6:43:46, time: 0.619, data_time: 0.002, memory: 8344, top1_acc: 0.5703, top5_acc: 0.7812, loss_cls: 1.8917, loss: 1.8917 2020-06-30 23:12:31,993 - mmaction - INFO - Epoch [19][400/470] lr: 2.000e-02, eta: 6:43:32, time: 0.612, data_time: 0.001, memory: 8344, top1_acc: 0.5437, top5_acc: 0.7766, loss_cls: 1.9255, loss: 1.9255 2020-06-30 23:12:44,318 - mmaction - INFO - Epoch [19][420/470] lr: 2.000e-02, eta: 6:43:17, time: 0.616, data_time: 0.002, memory: 8344, top1_acc: 0.5234, top5_acc: 0.7703, loss_cls: 1.9964, loss: 1.9964 2020-06-30 23:12:56,602 - mmaction - INFO - Epoch [19][440/470] lr: 2.000e-02, eta: 6:43:03, time: 0.615, data_time: 0.002, memory: 8344, top1_acc: 0.5203, top5_acc: 0.7516, loss_cls: 2.0603, loss: 2.0603 2020-06-30 23:13:09,096 - mmaction - INFO - Epoch [19][460/470] lr: 2.000e-02, eta: 6:42:49, time: 0.624, data_time: 0.001, memory: 8344, top1_acc: 0.5672, top5_acc: 0.7828, loss_cls: 1.9216, loss: 1.9216 2020-06-30 23:13:45,180 - mmaction - INFO - Epoch [20][20/470] lr: 2.000e-02, eta: 6:43:12, time: 1.437, data_time: 0.822, memory: 8344, top1_acc: 0.5250, top5_acc: 0.7531, loss_cls: 2.0456, loss: 2.0456 2020-06-30 23:13:57,638 - mmaction - INFO - Epoch [20][40/470] lr: 2.000e-02, eta: 6:42:58, time: 0.623, data_time: 0.001, memory: 8344, top1_acc: 0.5672, top5_acc: 0.7953, loss_cls: 1.7486, loss: 1.7486 2020-06-30 23:14:09,998 - mmaction - INFO - Epoch [20][60/470] lr: 2.000e-02, eta: 6:42:44, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.5516, top5_acc: 0.7797, loss_cls: 1.9727, loss: 1.9727 2020-06-30 23:14:22,284 - mmaction - INFO - Epoch [20][80/470] lr: 2.000e-02, eta: 6:42:29, time: 0.614, data_time: 0.001, memory: 8344, top1_acc: 0.5563, top5_acc: 0.7719, loss_cls: 1.8822, loss: 1.8822 2020-06-30 23:14:34,631 - mmaction - INFO - Epoch [20][100/470] lr: 2.000e-02, eta: 6:42:15, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.5484, top5_acc: 0.7891, loss_cls: 1.8888, loss: 1.8888 2020-06-30 23:14:46,973 - mmaction - INFO - Epoch [20][120/470] lr: 2.000e-02, eta: 6:42:00, time: 0.617, data_time: 0.003, memory: 8344, top1_acc: 0.5750, top5_acc: 0.7844, loss_cls: 1.8731, loss: 1.8731 2020-06-30 23:14:59,551 - mmaction - INFO - Epoch [20][140/470] lr: 2.000e-02, eta: 6:41:47, time: 0.629, data_time: 0.002, memory: 8344, top1_acc: 0.5281, top5_acc: 0.7766, loss_cls: 1.9747, loss: 1.9747 2020-06-30 23:15:11,913 - mmaction - INFO - Epoch [20][160/470] lr: 2.000e-02, eta: 6:41:33, time: 0.618, data_time: 0.002, memory: 8344, top1_acc: 0.5594, top5_acc: 0.8078, loss_cls: 1.8516, loss: 1.8516 2020-06-30 23:15:24,171 - mmaction - INFO - Epoch [20][180/470] lr: 2.000e-02, eta: 6:41:18, time: 0.613, data_time: 0.001, memory: 8344, top1_acc: 0.5297, top5_acc: 0.7828, loss_cls: 1.9777, loss: 1.9777 2020-06-30 23:15:36,551 - mmaction - INFO - Epoch [20][200/470] lr: 2.000e-02, eta: 6:41:04, time: 0.619, data_time: 0.001, memory: 8344, top1_acc: 0.5609, top5_acc: 0.7562, loss_cls: 1.9706, loss: 1.9706 2020-06-30 23:15:48,905 - mmaction - INFO - Epoch [20][220/470] lr: 2.000e-02, eta: 6:40:50, time: 0.618, data_time: 0.002, memory: 8344, top1_acc: 0.5625, top5_acc: 0.7906, loss_cls: 1.9041, loss: 1.9041 2020-06-30 23:16:01,188 - mmaction - INFO - Epoch [20][240/470] lr: 2.000e-02, eta: 6:40:36, time: 0.614, data_time: 0.001, memory: 8344, top1_acc: 0.5781, top5_acc: 0.7844, loss_cls: 1.8949, loss: 1.8949 2020-06-30 23:16:13,577 - mmaction - INFO - Epoch [20][260/470] lr: 2.000e-02, eta: 6:40:22, time: 0.619, data_time: 0.001, memory: 8344, top1_acc: 0.5766, top5_acc: 0.7828, loss_cls: 1.9022, loss: 1.9022 2020-06-30 23:16:25,946 - mmaction - INFO - Epoch [20][280/470] lr: 2.000e-02, eta: 6:40:08, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.5469, top5_acc: 0.7906, loss_cls: 1.9066, loss: 1.9066 2020-06-30 23:16:38,299 - mmaction - INFO - Epoch [20][300/470] lr: 2.000e-02, eta: 6:39:53, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.5312, top5_acc: 0.7734, loss_cls: 1.9885, loss: 1.9885 2020-06-30 23:16:50,601 - mmaction - INFO - Epoch [20][320/470] lr: 2.000e-02, eta: 6:39:39, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.5062, top5_acc: 0.7359, loss_cls: 2.1355, loss: 2.1355 2020-06-30 23:17:02,941 - mmaction - INFO - Epoch [20][340/470] lr: 2.000e-02, eta: 6:39:25, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.5281, top5_acc: 0.7688, loss_cls: 1.9730, loss: 1.9730 2020-06-30 23:17:15,254 - mmaction - INFO - Epoch [20][360/470] lr: 2.000e-02, eta: 6:39:11, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.5406, top5_acc: 0.7641, loss_cls: 1.9558, loss: 1.9558 2020-06-30 23:17:27,650 - mmaction - INFO - Epoch [20][380/470] lr: 2.000e-02, eta: 6:38:57, time: 0.620, data_time: 0.001, memory: 8344, top1_acc: 0.5406, top5_acc: 0.7641, loss_cls: 1.9124, loss: 1.9124 2020-06-30 23:17:40,050 - mmaction - INFO - Epoch [20][400/470] lr: 2.000e-02, eta: 6:38:43, time: 0.620, data_time: 0.001, memory: 8344, top1_acc: 0.5703, top5_acc: 0.8047, loss_cls: 1.8207, loss: 1.8207 2020-06-30 23:17:52,418 - mmaction - INFO - Epoch [20][420/470] lr: 2.000e-02, eta: 6:38:29, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.5484, top5_acc: 0.7719, loss_cls: 1.9757, loss: 1.9757 2020-06-30 23:18:04,780 - mmaction - INFO - Epoch [20][440/470] lr: 2.000e-02, eta: 6:38:15, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.5234, top5_acc: 0.7703, loss_cls: 2.0773, loss: 2.0773 2020-06-30 23:18:17,060 - mmaction - INFO - Epoch [20][460/470] lr: 2.000e-02, eta: 6:38:00, time: 0.614, data_time: 0.001, memory: 8344, top1_acc: 0.5078, top5_acc: 0.7688, loss_cls: 2.0056, loss: 2.0056 2020-06-30 23:18:23,826 - mmaction - INFO - Saving checkpoint at 20 epochs 2020-06-30 23:18:49,167 - mmaction - INFO - Evaluating top_k_accuracy... 2020-06-30 23:18:50,097 - mmaction - INFO - top1_acc 0.5573 top5_acc 0.7947 2020-06-30 23:18:50,097 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-06-30 23:18:50,147 - mmaction - INFO - mean_acc 0.5571 2020-06-30 23:18:50,155 - mmaction - INFO - Epoch [20][470/470] lr: 2.000e-02, top1_acc: 0.5573, top5_acc: 0.7947, mean_class_accuracy: 0.5571 2020-06-30 23:19:12,125 - mmaction - INFO - Epoch [21][20/470] lr: 2.000e-02, eta: 6:37:53, time: 1.097, data_time: 0.462, memory: 8344, top1_acc: 0.5672, top5_acc: 0.7812, loss_cls: 1.8920, loss: 1.8920 2020-06-30 23:19:24,411 - mmaction - INFO - Epoch [21][40/470] lr: 2.000e-02, eta: 6:37:38, time: 0.614, data_time: 0.001, memory: 8344, top1_acc: 0.5516, top5_acc: 0.7844, loss_cls: 1.8575, loss: 1.8575 2020-06-30 23:19:36,724 - mmaction - INFO - Epoch [21][60/470] lr: 2.000e-02, eta: 6:37:24, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.5453, top5_acc: 0.7609, loss_cls: 1.9823, loss: 1.9823 2020-06-30 23:19:49,075 - mmaction - INFO - Epoch [21][80/470] lr: 2.000e-02, eta: 6:37:10, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.5703, top5_acc: 0.7609, loss_cls: 1.8901, loss: 1.8901 2020-06-30 23:20:01,402 - mmaction - INFO - Epoch [21][100/470] lr: 2.000e-02, eta: 6:36:56, time: 0.617, data_time: 0.002, memory: 8344, top1_acc: 0.5359, top5_acc: 0.7656, loss_cls: 1.9075, loss: 1.9075 2020-06-30 23:20:13,855 - mmaction - INFO - Epoch [21][120/470] lr: 2.000e-02, eta: 6:36:42, time: 0.622, data_time: 0.001, memory: 8344, top1_acc: 0.5281, top5_acc: 0.7641, loss_cls: 1.9855, loss: 1.9855 2020-06-30 23:20:26,256 - mmaction - INFO - Epoch [21][140/470] lr: 2.000e-02, eta: 6:36:28, time: 0.620, data_time: 0.001, memory: 8344, top1_acc: 0.5047, top5_acc: 0.7641, loss_cls: 2.0600, loss: 2.0600 2020-06-30 23:20:38,603 - mmaction - INFO - Epoch [21][160/470] lr: 2.000e-02, eta: 6:36:14, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.5375, top5_acc: 0.7969, loss_cls: 1.9160, loss: 1.9160 2020-06-30 23:20:50,964 - mmaction - INFO - Epoch [21][180/470] lr: 2.000e-02, eta: 6:36:00, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.5391, top5_acc: 0.7875, loss_cls: 1.8355, loss: 1.8355 2020-06-30 23:21:03,306 - mmaction - INFO - Epoch [21][200/470] lr: 2.000e-02, eta: 6:35:46, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.5703, top5_acc: 0.8016, loss_cls: 1.7759, loss: 1.7759 2020-06-30 23:21:15,703 - mmaction - INFO - Epoch [21][220/470] lr: 2.000e-02, eta: 6:35:32, time: 0.619, data_time: 0.001, memory: 8344, top1_acc: 0.5703, top5_acc: 0.7906, loss_cls: 1.7981, loss: 1.7981 2020-06-30 23:21:28,015 - mmaction - INFO - Epoch [21][240/470] lr: 2.000e-02, eta: 6:35:18, time: 0.616, data_time: 0.002, memory: 8344, top1_acc: 0.5641, top5_acc: 0.7891, loss_cls: 1.8818, loss: 1.8818 2020-06-30 23:21:40,321 - mmaction - INFO - Epoch [21][260/470] lr: 2.000e-02, eta: 6:35:04, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.5422, top5_acc: 0.7875, loss_cls: 1.8996, loss: 1.8996 2020-06-30 23:21:52,646 - mmaction - INFO - Epoch [21][280/470] lr: 2.000e-02, eta: 6:34:50, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.5578, top5_acc: 0.7781, loss_cls: 1.8653, loss: 1.8653 2020-06-30 23:22:05,036 - mmaction - INFO - Epoch [21][300/470] lr: 2.000e-02, eta: 6:34:36, time: 0.619, data_time: 0.001, memory: 8344, top1_acc: 0.5625, top5_acc: 0.7937, loss_cls: 1.8183, loss: 1.8183 2020-06-30 23:22:17,305 - mmaction - INFO - Epoch [21][320/470] lr: 2.000e-02, eta: 6:34:21, time: 0.614, data_time: 0.002, memory: 8344, top1_acc: 0.5469, top5_acc: 0.7703, loss_cls: 1.9013, loss: 1.9013 2020-06-30 23:22:29,675 - mmaction - INFO - Epoch [21][340/470] lr: 2.000e-02, eta: 6:34:07, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.5422, top5_acc: 0.7859, loss_cls: 1.9110, loss: 1.9110 2020-06-30 23:22:42,070 - mmaction - INFO - Epoch [21][360/470] lr: 2.000e-02, eta: 6:33:54, time: 0.620, data_time: 0.002, memory: 8344, top1_acc: 0.5687, top5_acc: 0.7781, loss_cls: 1.8503, loss: 1.8503 2020-06-30 23:22:54,672 - mmaction - INFO - Epoch [21][380/470] lr: 2.000e-02, eta: 6:33:41, time: 0.631, data_time: 0.016, memory: 8344, top1_acc: 0.5359, top5_acc: 0.7531, loss_cls: 2.0920, loss: 2.0920 2020-06-30 23:23:06,997 - mmaction - INFO - Epoch [21][400/470] lr: 2.000e-02, eta: 6:33:27, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.5062, top5_acc: 0.7875, loss_cls: 1.9123, loss: 1.9123 2020-06-30 23:23:19,362 - mmaction - INFO - Epoch [21][420/470] lr: 2.000e-02, eta: 6:33:13, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.5375, top5_acc: 0.7984, loss_cls: 1.9279, loss: 1.9279 2020-06-30 23:23:31,816 - mmaction - INFO - Epoch [21][440/470] lr: 2.000e-02, eta: 6:32:59, time: 0.623, data_time: 0.001, memory: 8344, top1_acc: 0.5250, top5_acc: 0.7609, loss_cls: 2.0743, loss: 2.0743 2020-06-30 23:23:44,158 - mmaction - INFO - Epoch [21][460/470] lr: 2.000e-02, eta: 6:32:45, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.5250, top5_acc: 0.7625, loss_cls: 2.0972, loss: 2.0972 2020-06-30 23:24:14,701 - mmaction - INFO - Epoch [22][20/470] lr: 2.000e-02, eta: 6:32:44, time: 1.194, data_time: 0.567, memory: 8344, top1_acc: 0.5750, top5_acc: 0.7953, loss_cls: 1.7826, loss: 1.7826 2020-06-30 23:24:27,003 - mmaction - INFO - Epoch [22][40/470] lr: 2.000e-02, eta: 6:32:30, time: 0.616, data_time: 0.002, memory: 8344, top1_acc: 0.5500, top5_acc: 0.7937, loss_cls: 1.9042, loss: 1.9042 2020-06-30 23:24:39,242 - mmaction - INFO - Epoch [22][60/470] lr: 2.000e-02, eta: 6:32:16, time: 0.611, data_time: 0.001, memory: 8344, top1_acc: 0.5391, top5_acc: 0.7656, loss_cls: 1.9425, loss: 1.9425 2020-06-30 23:24:51,582 - mmaction - INFO - Epoch [22][80/470] lr: 2.000e-02, eta: 6:32:02, time: 0.617, data_time: 0.002, memory: 8344, top1_acc: 0.5281, top5_acc: 0.7516, loss_cls: 2.0063, loss: 2.0063 2020-06-30 23:25:03,938 - mmaction - INFO - Epoch [22][100/470] lr: 2.000e-02, eta: 6:31:48, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.5328, top5_acc: 0.7781, loss_cls: 1.9163, loss: 1.9163 2020-06-30 23:25:16,260 - mmaction - INFO - Epoch [22][120/470] lr: 2.000e-02, eta: 6:31:34, time: 0.617, data_time: 0.003, memory: 8344, top1_acc: 0.5453, top5_acc: 0.7984, loss_cls: 1.8985, loss: 1.8985 2020-06-30 23:25:28,523 - mmaction - INFO - Epoch [22][140/470] lr: 2.000e-02, eta: 6:31:19, time: 0.614, data_time: 0.002, memory: 8344, top1_acc: 0.5437, top5_acc: 0.7859, loss_cls: 1.9098, loss: 1.9098 2020-06-30 23:25:40,862 - mmaction - INFO - Epoch [22][160/470] lr: 2.000e-02, eta: 6:31:05, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.5547, top5_acc: 0.7594, loss_cls: 1.9923, loss: 1.9923 2020-06-30 23:25:53,120 - mmaction - INFO - Epoch [22][180/470] lr: 2.000e-02, eta: 6:30:51, time: 0.613, data_time: 0.001, memory: 8344, top1_acc: 0.5453, top5_acc: 0.7750, loss_cls: 1.9348, loss: 1.9348 2020-06-30 23:26:05,459 - mmaction - INFO - Epoch [22][200/470] lr: 2.000e-02, eta: 6:30:37, time: 0.617, data_time: 0.002, memory: 8344, top1_acc: 0.5109, top5_acc: 0.7812, loss_cls: 1.9520, loss: 1.9520 2020-06-30 23:26:17,810 - mmaction - INFO - Epoch [22][220/470] lr: 2.000e-02, eta: 6:30:23, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.5594, top5_acc: 0.7828, loss_cls: 1.8640, loss: 1.8640 2020-06-30 23:26:30,102 - mmaction - INFO - Epoch [22][240/470] lr: 2.000e-02, eta: 6:30:09, time: 0.615, data_time: 0.002, memory: 8344, top1_acc: 0.5266, top5_acc: 0.7609, loss_cls: 2.0105, loss: 2.0105 2020-06-30 23:26:42,404 - mmaction - INFO - Epoch [22][260/470] lr: 2.000e-02, eta: 6:29:55, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.5406, top5_acc: 0.7828, loss_cls: 1.8648, loss: 1.8648 2020-06-30 23:26:54,719 - mmaction - INFO - Epoch [22][280/470] lr: 2.000e-02, eta: 6:29:41, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.5266, top5_acc: 0.7891, loss_cls: 1.9276, loss: 1.9276 2020-06-30 23:27:07,003 - mmaction - INFO - Epoch [22][300/470] lr: 2.000e-02, eta: 6:29:27, time: 0.614, data_time: 0.001, memory: 8344, top1_acc: 0.5250, top5_acc: 0.7703, loss_cls: 1.9965, loss: 1.9965 2020-06-30 23:27:19,308 - mmaction - INFO - Epoch [22][320/470] lr: 2.000e-02, eta: 6:29:12, time: 0.615, data_time: 0.000, memory: 8344, top1_acc: 0.5437, top5_acc: 0.7750, loss_cls: 1.8510, loss: 1.8510 2020-06-30 23:27:31,642 - mmaction - INFO - Epoch [22][340/470] lr: 2.000e-02, eta: 6:28:59, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.5641, top5_acc: 0.7828, loss_cls: 1.8541, loss: 1.8541 2020-06-30 23:27:43,959 - mmaction - INFO - Epoch [22][360/470] lr: 2.000e-02, eta: 6:28:45, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.5531, top5_acc: 0.7453, loss_cls: 2.0492, loss: 2.0492 2020-06-30 23:27:56,275 - mmaction - INFO - Epoch [22][380/470] lr: 2.000e-02, eta: 6:28:30, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.5703, top5_acc: 0.7859, loss_cls: 1.8105, loss: 1.8105 2020-06-30 23:28:08,662 - mmaction - INFO - Epoch [22][400/470] lr: 2.000e-02, eta: 6:28:17, time: 0.619, data_time: 0.001, memory: 8344, top1_acc: 0.5547, top5_acc: 0.7656, loss_cls: 1.9462, loss: 1.9462 2020-06-30 23:28:21,020 - mmaction - INFO - Epoch [22][420/470] lr: 2.000e-02, eta: 6:28:03, time: 0.618, data_time: 0.002, memory: 8344, top1_acc: 0.5203, top5_acc: 0.7562, loss_cls: 2.0500, loss: 2.0500 2020-06-30 23:28:33,362 - mmaction - INFO - Epoch [22][440/470] lr: 2.000e-02, eta: 6:27:49, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.5547, top5_acc: 0.7672, loss_cls: 1.9251, loss: 1.9251 2020-06-30 23:28:45,657 - mmaction - INFO - Epoch [22][460/470] lr: 2.000e-02, eta: 6:27:35, time: 0.615, data_time: 0.002, memory: 8344, top1_acc: 0.5453, top5_acc: 0.7828, loss_cls: 1.8946, loss: 1.8946 2020-06-30 23:29:16,464 - mmaction - INFO - Epoch [23][20/470] lr: 2.000e-02, eta: 6:27:34, time: 1.203, data_time: 0.590, memory: 8344, top1_acc: 0.6016, top5_acc: 0.8047, loss_cls: 1.7129, loss: 1.7129 2020-06-30 23:29:28,804 - mmaction - INFO - Epoch [23][40/470] lr: 2.000e-02, eta: 6:27:20, time: 0.617, data_time: 0.004, memory: 8344, top1_acc: 0.5687, top5_acc: 0.7562, loss_cls: 1.9715, loss: 1.9715 2020-06-30 23:29:41,066 - mmaction - INFO - Epoch [23][60/470] lr: 2.000e-02, eta: 6:27:06, time: 0.613, data_time: 0.002, memory: 8344, top1_acc: 0.5516, top5_acc: 0.7937, loss_cls: 1.8654, loss: 1.8654 2020-06-30 23:29:53,431 - mmaction - INFO - Epoch [23][80/470] lr: 2.000e-02, eta: 6:26:52, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.5594, top5_acc: 0.7766, loss_cls: 1.9060, loss: 1.9060 2020-06-30 23:30:05,783 - mmaction - INFO - Epoch [23][100/470] lr: 2.000e-02, eta: 6:26:38, time: 0.617, data_time: 0.002, memory: 8344, top1_acc: 0.5563, top5_acc: 0.7922, loss_cls: 1.8137, loss: 1.8137 2020-06-30 23:30:18,144 - mmaction - INFO - Epoch [23][120/470] lr: 2.000e-02, eta: 6:26:24, time: 0.617, data_time: 0.002, memory: 8344, top1_acc: 0.5687, top5_acc: 0.7766, loss_cls: 1.8716, loss: 1.8716 2020-06-30 23:30:30,760 - mmaction - INFO - Epoch [23][140/470] lr: 2.000e-02, eta: 6:26:11, time: 0.632, data_time: 0.013, memory: 8344, top1_acc: 0.5547, top5_acc: 0.7922, loss_cls: 1.8674, loss: 1.8674 2020-06-30 23:30:43,100 - mmaction - INFO - Epoch [23][160/470] lr: 2.000e-02, eta: 6:25:57, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.5547, top5_acc: 0.7625, loss_cls: 1.9777, loss: 1.9777 2020-06-30 23:30:55,444 - mmaction - INFO - Epoch [23][180/470] lr: 2.000e-02, eta: 6:25:43, time: 0.617, data_time: 0.000, memory: 8344, top1_acc: 0.5484, top5_acc: 0.7656, loss_cls: 1.9292, loss: 1.9292 2020-06-30 23:31:07,838 - mmaction - INFO - Epoch [23][200/470] lr: 2.000e-02, eta: 6:25:29, time: 0.619, data_time: 0.001, memory: 8344, top1_acc: 0.5672, top5_acc: 0.8031, loss_cls: 1.8412, loss: 1.8412 2020-06-30 23:31:20,091 - mmaction - INFO - Epoch [23][220/470] lr: 2.000e-02, eta: 6:25:15, time: 0.613, data_time: 0.001, memory: 8344, top1_acc: 0.5406, top5_acc: 0.7516, loss_cls: 1.9950, loss: 1.9950 2020-06-30 23:31:32,454 - mmaction - INFO - Epoch [23][240/470] lr: 2.000e-02, eta: 6:25:01, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.5516, top5_acc: 0.7797, loss_cls: 1.9683, loss: 1.9683 2020-06-30 23:31:44,846 - mmaction - INFO - Epoch [23][260/470] lr: 2.000e-02, eta: 6:24:48, time: 0.619, data_time: 0.002, memory: 8344, top1_acc: 0.5594, top5_acc: 0.7844, loss_cls: 1.9006, loss: 1.9006 2020-06-30 23:31:57,232 - mmaction - INFO - Epoch [23][280/470] lr: 2.000e-02, eta: 6:24:34, time: 0.621, data_time: 0.002, memory: 8344, top1_acc: 0.5469, top5_acc: 0.7875, loss_cls: 1.9006, loss: 1.9006 2020-06-30 23:32:09,545 - mmaction - INFO - Epoch [23][300/470] lr: 2.000e-02, eta: 6:24:20, time: 0.615, data_time: 0.000, memory: 8344, top1_acc: 0.5266, top5_acc: 0.7625, loss_cls: 2.0164, loss: 2.0164 2020-06-30 23:32:22,106 - mmaction - INFO - Epoch [23][320/470] lr: 2.000e-02, eta: 6:24:07, time: 0.628, data_time: 0.012, memory: 8344, top1_acc: 0.5406, top5_acc: 0.7906, loss_cls: 1.9279, loss: 1.9279 2020-06-30 23:32:34,397 - mmaction - INFO - Epoch [23][340/470] lr: 2.000e-02, eta: 6:23:53, time: 0.614, data_time: 0.001, memory: 8344, top1_acc: 0.5344, top5_acc: 0.7703, loss_cls: 1.9375, loss: 1.9375 2020-06-30 23:32:46,737 - mmaction - INFO - Epoch [23][360/470] lr: 2.000e-02, eta: 6:23:39, time: 0.617, data_time: 0.003, memory: 8344, top1_acc: 0.5734, top5_acc: 0.7859, loss_cls: 1.8834, loss: 1.8834 2020-06-30 23:32:59,098 - mmaction - INFO - Epoch [23][380/470] lr: 2.000e-02, eta: 6:23:25, time: 0.619, data_time: 0.002, memory: 8344, top1_acc: 0.5516, top5_acc: 0.7484, loss_cls: 2.0122, loss: 2.0122 2020-06-30 23:33:11,465 - mmaction - INFO - Epoch [23][400/470] lr: 2.000e-02, eta: 6:23:12, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.5609, top5_acc: 0.7828, loss_cls: 1.9267, loss: 1.9267 2020-06-30 23:33:23,813 - mmaction - INFO - Epoch [23][420/470] lr: 2.000e-02, eta: 6:22:58, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.5359, top5_acc: 0.7547, loss_cls: 1.9979, loss: 1.9979 2020-06-30 23:33:36,164 - mmaction - INFO - Epoch [23][440/470] lr: 2.000e-02, eta: 6:22:44, time: 0.618, data_time: 0.002, memory: 8344, top1_acc: 0.5422, top5_acc: 0.7734, loss_cls: 1.9248, loss: 1.9248 2020-06-30 23:33:48,449 - mmaction - INFO - Epoch [23][460/470] lr: 2.000e-02, eta: 6:22:30, time: 0.615, data_time: 0.002, memory: 8344, top1_acc: 0.5391, top5_acc: 0.7937, loss_cls: 1.8735, loss: 1.8735 2020-06-30 23:34:19,553 - mmaction - INFO - Epoch [24][20/470] lr: 2.000e-02, eta: 6:22:29, time: 1.218, data_time: 0.587, memory: 8344, top1_acc: 0.5656, top5_acc: 0.7812, loss_cls: 1.8947, loss: 1.8947 2020-06-30 23:34:31,865 - mmaction - INFO - Epoch [24][40/470] lr: 2.000e-02, eta: 6:22:15, time: 0.615, data_time: 0.000, memory: 8344, top1_acc: 0.5703, top5_acc: 0.7828, loss_cls: 1.8185, loss: 1.8185 2020-06-30 23:34:44,154 - mmaction - INFO - Epoch [24][60/470] lr: 2.000e-02, eta: 6:22:01, time: 0.614, data_time: 0.001, memory: 8344, top1_acc: 0.6016, top5_acc: 0.8016, loss_cls: 1.7633, loss: 1.7633 2020-06-30 23:34:56,428 - mmaction - INFO - Epoch [24][80/470] lr: 2.000e-02, eta: 6:21:47, time: 0.613, data_time: 0.001, memory: 8344, top1_acc: 0.5797, top5_acc: 0.8031, loss_cls: 1.7443, loss: 1.7443 2020-06-30 23:35:08,816 - mmaction - INFO - Epoch [24][100/470] lr: 2.000e-02, eta: 6:21:33, time: 0.619, data_time: 0.001, memory: 8344, top1_acc: 0.5703, top5_acc: 0.8125, loss_cls: 1.7940, loss: 1.7940 2020-06-30 23:35:21,150 - mmaction - INFO - Epoch [24][120/470] lr: 2.000e-02, eta: 6:21:19, time: 0.617, data_time: 0.002, memory: 8344, top1_acc: 0.5437, top5_acc: 0.7953, loss_cls: 1.9260, loss: 1.9260 2020-06-30 23:35:33,505 - mmaction - INFO - Epoch [24][140/470] lr: 2.000e-02, eta: 6:21:05, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.5672, top5_acc: 0.7750, loss_cls: 1.8946, loss: 1.8946 2020-06-30 23:35:45,830 - mmaction - INFO - Epoch [24][160/470] lr: 2.000e-02, eta: 6:20:52, time: 0.615, data_time: 0.000, memory: 8344, top1_acc: 0.5344, top5_acc: 0.7688, loss_cls: 1.9650, loss: 1.9650 2020-06-30 23:35:58,206 - mmaction - INFO - Epoch [24][180/470] lr: 2.000e-02, eta: 6:20:38, time: 0.620, data_time: 0.002, memory: 8344, top1_acc: 0.5641, top5_acc: 0.7844, loss_cls: 1.8235, loss: 1.8235 2020-06-30 23:36:10,593 - mmaction - INFO - Epoch [24][200/470] lr: 2.000e-02, eta: 6:20:24, time: 0.619, data_time: 0.000, memory: 8344, top1_acc: 0.5672, top5_acc: 0.7750, loss_cls: 1.9032, loss: 1.9032 2020-06-30 23:36:22,901 - mmaction - INFO - Epoch [24][220/470] lr: 2.000e-02, eta: 6:20:10, time: 0.615, data_time: 0.000, memory: 8344, top1_acc: 0.5375, top5_acc: 0.7578, loss_cls: 2.0241, loss: 2.0241 2020-06-30 23:36:35,311 - mmaction - INFO - Epoch [24][240/470] lr: 2.000e-02, eta: 6:19:57, time: 0.620, data_time: 0.001, memory: 8344, top1_acc: 0.5453, top5_acc: 0.7672, loss_cls: 1.9782, loss: 1.9782 2020-06-30 23:36:47,677 - mmaction - INFO - Epoch [24][260/470] lr: 2.000e-02, eta: 6:19:43, time: 0.619, data_time: 0.002, memory: 8344, top1_acc: 0.5578, top5_acc: 0.8000, loss_cls: 1.8244, loss: 1.8244 2020-06-30 23:36:59,941 - mmaction - INFO - Epoch [24][280/470] lr: 2.000e-02, eta: 6:19:29, time: 0.613, data_time: 0.001, memory: 8344, top1_acc: 0.5437, top5_acc: 0.7594, loss_cls: 1.9761, loss: 1.9761 2020-06-30 23:37:12,295 - mmaction - INFO - Epoch [24][300/470] lr: 2.000e-02, eta: 6:19:15, time: 0.618, data_time: 0.002, memory: 8344, top1_acc: 0.5547, top5_acc: 0.7891, loss_cls: 1.8905, loss: 1.8905 2020-06-30 23:37:24,620 - mmaction - INFO - Epoch [24][320/470] lr: 2.000e-02, eta: 6:19:01, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.5297, top5_acc: 0.7562, loss_cls: 2.0536, loss: 2.0536 2020-06-30 23:37:36,962 - mmaction - INFO - Epoch [24][340/470] lr: 2.000e-02, eta: 6:18:48, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.5750, top5_acc: 0.7875, loss_cls: 1.8592, loss: 1.8592 2020-06-30 23:37:49,356 - mmaction - INFO - Epoch [24][360/470] lr: 2.000e-02, eta: 6:18:34, time: 0.619, data_time: 0.002, memory: 8344, top1_acc: 0.5188, top5_acc: 0.7781, loss_cls: 1.9832, loss: 1.9832 2020-06-30 23:38:01,717 - mmaction - INFO - Epoch [24][380/470] lr: 2.000e-02, eta: 6:18:20, time: 0.620, data_time: 0.003, memory: 8344, top1_acc: 0.5375, top5_acc: 0.7797, loss_cls: 1.9447, loss: 1.9447 2020-06-30 23:38:14,035 - mmaction - INFO - Epoch [24][400/470] lr: 2.000e-02, eta: 6:18:07, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.5766, top5_acc: 0.7812, loss_cls: 1.8739, loss: 1.8739 2020-06-30 23:38:26,391 - mmaction - INFO - Epoch [24][420/470] lr: 2.000e-02, eta: 6:17:53, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.5344, top5_acc: 0.7937, loss_cls: 1.9805, loss: 1.9805 2020-06-30 23:38:38,774 - mmaction - INFO - Epoch [24][440/470] lr: 2.000e-02, eta: 6:17:39, time: 0.618, data_time: 0.000, memory: 8344, top1_acc: 0.5219, top5_acc: 0.7719, loss_cls: 1.9608, loss: 1.9608 2020-06-30 23:38:51,164 - mmaction - INFO - Epoch [24][460/470] lr: 2.000e-02, eta: 6:17:26, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.5594, top5_acc: 0.7891, loss_cls: 1.8530, loss: 1.8530 2020-06-30 23:39:22,143 - mmaction - INFO - Epoch [25][20/470] lr: 2.000e-02, eta: 6:17:23, time: 1.218, data_time: 0.589, memory: 8344, top1_acc: 0.5359, top5_acc: 0.7531, loss_cls: 1.9908, loss: 1.9908 2020-06-30 23:39:34,408 - mmaction - INFO - Epoch [25][40/470] lr: 2.000e-02, eta: 6:17:09, time: 0.613, data_time: 0.000, memory: 8344, top1_acc: 0.5875, top5_acc: 0.8125, loss_cls: 1.8076, loss: 1.8076 2020-06-30 23:39:46,702 - mmaction - INFO - Epoch [25][60/470] lr: 2.000e-02, eta: 6:16:55, time: 0.614, data_time: 0.001, memory: 8344, top1_acc: 0.5391, top5_acc: 0.7625, loss_cls: 1.9232, loss: 1.9232 2020-06-30 23:39:59,005 - mmaction - INFO - Epoch [25][80/470] lr: 2.000e-02, eta: 6:16:42, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.5922, top5_acc: 0.8031, loss_cls: 1.8059, loss: 1.8059 2020-06-30 23:40:11,348 - mmaction - INFO - Epoch [25][100/470] lr: 2.000e-02, eta: 6:16:28, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.5703, top5_acc: 0.7766, loss_cls: 1.8475, loss: 1.8475 2020-06-30 23:40:23,731 - mmaction - INFO - Epoch [25][120/470] lr: 2.000e-02, eta: 6:16:14, time: 0.619, data_time: 0.002, memory: 8344, top1_acc: 0.6078, top5_acc: 0.8172, loss_cls: 1.7128, loss: 1.7128 2020-06-30 23:40:36,099 - mmaction - INFO - Epoch [25][140/470] lr: 2.000e-02, eta: 6:16:01, time: 0.619, data_time: 0.002, memory: 8344, top1_acc: 0.5625, top5_acc: 0.7797, loss_cls: 1.8632, loss: 1.8632 2020-06-30 23:40:48,421 - mmaction - INFO - Epoch [25][160/470] lr: 2.000e-02, eta: 6:15:47, time: 0.616, data_time: 0.002, memory: 8344, top1_acc: 0.5687, top5_acc: 0.7750, loss_cls: 1.8881, loss: 1.8881 2020-06-30 23:41:00,714 - mmaction - INFO - Epoch [25][180/470] lr: 2.000e-02, eta: 6:15:33, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.5703, top5_acc: 0.7734, loss_cls: 1.7785, loss: 1.7785 2020-06-30 23:41:13,067 - mmaction - INFO - Epoch [25][200/470] lr: 2.000e-02, eta: 6:15:19, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.5297, top5_acc: 0.7469, loss_cls: 2.0822, loss: 2.0822 2020-06-30 23:41:25,344 - mmaction - INFO - Epoch [25][220/470] lr: 2.000e-02, eta: 6:15:05, time: 0.613, data_time: 0.002, memory: 8344, top1_acc: 0.5687, top5_acc: 0.8047, loss_cls: 1.7691, loss: 1.7691 2020-06-30 23:41:37,683 - mmaction - INFO - Epoch [25][240/470] lr: 2.000e-02, eta: 6:14:51, time: 0.617, data_time: 0.002, memory: 8344, top1_acc: 0.5813, top5_acc: 0.7750, loss_cls: 1.8099, loss: 1.8099 2020-06-30 23:41:50,067 - mmaction - INFO - Epoch [25][260/470] lr: 2.000e-02, eta: 6:14:38, time: 0.620, data_time: 0.002, memory: 8344, top1_acc: 0.5828, top5_acc: 0.7937, loss_cls: 1.8379, loss: 1.8379 2020-06-30 23:42:02,341 - mmaction - INFO - Epoch [25][280/470] lr: 2.000e-02, eta: 6:14:24, time: 0.613, data_time: 0.001, memory: 8344, top1_acc: 0.5437, top5_acc: 0.7625, loss_cls: 1.9891, loss: 1.9891 2020-06-30 23:42:14,678 - mmaction - INFO - Epoch [25][300/470] lr: 2.000e-02, eta: 6:14:10, time: 0.618, data_time: 0.002, memory: 8344, top1_acc: 0.5437, top5_acc: 0.7641, loss_cls: 2.0325, loss: 2.0325 2020-06-30 23:42:26,913 - mmaction - INFO - Epoch [25][320/470] lr: 2.000e-02, eta: 6:13:56, time: 0.612, data_time: 0.001, memory: 8344, top1_acc: 0.5250, top5_acc: 0.7656, loss_cls: 2.0143, loss: 2.0143 2020-06-30 23:42:39,222 - mmaction - INFO - Epoch [25][340/470] lr: 2.000e-02, eta: 6:13:42, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.5875, top5_acc: 0.7828, loss_cls: 1.8273, loss: 1.8273 2020-06-30 23:42:51,443 - mmaction - INFO - Epoch [25][360/470] lr: 2.000e-02, eta: 6:13:28, time: 0.612, data_time: 0.003, memory: 8344, top1_acc: 0.5375, top5_acc: 0.8031, loss_cls: 1.9179, loss: 1.9179 2020-06-30 23:43:03,787 - mmaction - INFO - Epoch [25][380/470] lr: 2.000e-02, eta: 6:13:15, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.5141, top5_acc: 0.7453, loss_cls: 2.0910, loss: 2.0910 2020-06-30 23:43:16,087 - mmaction - INFO - Epoch [25][400/470] lr: 2.000e-02, eta: 6:13:01, time: 0.614, data_time: 0.001, memory: 8344, top1_acc: 0.5813, top5_acc: 0.8078, loss_cls: 1.7873, loss: 1.7873 2020-06-30 23:43:28,446 - mmaction - INFO - Epoch [25][420/470] lr: 2.000e-02, eta: 6:12:47, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.5531, top5_acc: 0.7828, loss_cls: 1.9510, loss: 1.9510 2020-06-30 23:43:40,741 - mmaction - INFO - Epoch [25][440/470] lr: 2.000e-02, eta: 6:12:34, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.5656, top5_acc: 0.7906, loss_cls: 1.7863, loss: 1.7863 2020-06-30 23:43:53,181 - mmaction - INFO - Epoch [25][460/470] lr: 2.000e-02, eta: 6:12:20, time: 0.622, data_time: 0.001, memory: 8344, top1_acc: 0.5406, top5_acc: 0.7672, loss_cls: 1.9546, loss: 1.9546 2020-06-30 23:43:59,954 - mmaction - INFO - Saving checkpoint at 25 epochs 2020-06-30 23:44:23,714 - mmaction - INFO - Evaluating top_k_accuracy... 2020-06-30 23:44:24,646 - mmaction - INFO - top1_acc 0.5870 top5_acc 0.8128 2020-06-30 23:44:24,646 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-06-30 23:44:24,698 - mmaction - INFO - mean_acc 0.5868 2020-06-30 23:44:24,706 - mmaction - INFO - Epoch [25][470/470] lr: 2.000e-02, top1_acc: 0.5870, top5_acc: 0.8128, mean_class_accuracy: 0.5868 2020-06-30 23:44:45,960 - mmaction - INFO - Epoch [26][20/470] lr: 2.000e-02, eta: 6:12:08, time: 1.062, data_time: 0.447, memory: 8344, top1_acc: 0.5875, top5_acc: 0.7875, loss_cls: 1.7921, loss: 1.7921 2020-06-30 23:44:58,228 - mmaction - INFO - Epoch [26][40/470] lr: 2.000e-02, eta: 6:11:54, time: 0.614, data_time: 0.001, memory: 8344, top1_acc: 0.5813, top5_acc: 0.7859, loss_cls: 1.8205, loss: 1.8205 2020-06-30 23:45:10,571 - mmaction - INFO - Epoch [26][60/470] lr: 2.000e-02, eta: 6:11:40, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.5844, top5_acc: 0.8016, loss_cls: 1.7687, loss: 1.7687 2020-06-30 23:45:22,921 - mmaction - INFO - Epoch [26][80/470] lr: 2.000e-02, eta: 6:11:27, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.5344, top5_acc: 0.7734, loss_cls: 1.9151, loss: 1.9151 2020-06-30 23:45:35,305 - mmaction - INFO - Epoch [26][100/470] lr: 2.000e-02, eta: 6:11:13, time: 0.620, data_time: 0.001, memory: 8344, top1_acc: 0.5609, top5_acc: 0.7891, loss_cls: 1.8282, loss: 1.8282 2020-06-30 23:45:47,626 - mmaction - INFO - Epoch [26][120/470] lr: 2.000e-02, eta: 6:10:59, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.5641, top5_acc: 0.7828, loss_cls: 1.8311, loss: 1.8311 2020-06-30 23:45:59,899 - mmaction - INFO - Epoch [26][140/470] lr: 2.000e-02, eta: 6:10:45, time: 0.613, data_time: 0.001, memory: 8344, top1_acc: 0.5578, top5_acc: 0.7891, loss_cls: 1.8874, loss: 1.8874 2020-06-30 23:46:12,178 - mmaction - INFO - Epoch [26][160/470] lr: 2.000e-02, eta: 6:10:32, time: 0.615, data_time: 0.002, memory: 8344, top1_acc: 0.5828, top5_acc: 0.7828, loss_cls: 1.9108, loss: 1.9108 2020-06-30 23:46:24,511 - mmaction - INFO - Epoch [26][180/470] lr: 2.000e-02, eta: 6:10:18, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.5625, top5_acc: 0.7906, loss_cls: 1.8147, loss: 1.8147 2020-06-30 23:46:36,785 - mmaction - INFO - Epoch [26][200/470] lr: 2.000e-02, eta: 6:10:04, time: 0.614, data_time: 0.002, memory: 8344, top1_acc: 0.5172, top5_acc: 0.7312, loss_cls: 2.1279, loss: 2.1279 2020-06-30 23:46:49,108 - mmaction - INFO - Epoch [26][220/470] lr: 2.000e-02, eta: 6:09:50, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.5969, top5_acc: 0.8109, loss_cls: 1.7249, loss: 1.7249 2020-06-30 23:47:01,421 - mmaction - INFO - Epoch [26][240/470] lr: 2.000e-02, eta: 6:09:37, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.5891, top5_acc: 0.7875, loss_cls: 1.8378, loss: 1.8378 2020-06-30 23:47:13,780 - mmaction - INFO - Epoch [26][260/470] lr: 2.000e-02, eta: 6:09:23, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.5563, top5_acc: 0.7891, loss_cls: 1.8289, loss: 1.8289 2020-06-30 23:47:26,129 - mmaction - INFO - Epoch [26][280/470] lr: 2.000e-02, eta: 6:09:10, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.5469, top5_acc: 0.7750, loss_cls: 1.9194, loss: 1.9194 2020-06-30 23:47:38,491 - mmaction - INFO - Epoch [26][300/470] lr: 2.000e-02, eta: 6:08:56, time: 0.619, data_time: 0.001, memory: 8344, top1_acc: 0.5578, top5_acc: 0.7828, loss_cls: 1.8865, loss: 1.8865 2020-06-30 23:47:50,817 - mmaction - INFO - Epoch [26][320/470] lr: 2.000e-02, eta: 6:08:42, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.5422, top5_acc: 0.7703, loss_cls: 1.9299, loss: 1.9299 2020-06-30 23:48:03,128 - mmaction - INFO - Epoch [26][340/470] lr: 2.000e-02, eta: 6:08:29, time: 0.616, data_time: 0.002, memory: 8344, top1_acc: 0.5672, top5_acc: 0.7812, loss_cls: 1.8299, loss: 1.8299 2020-06-30 23:48:15,430 - mmaction - INFO - Epoch [26][360/470] lr: 2.000e-02, eta: 6:08:15, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.6094, top5_acc: 0.8125, loss_cls: 1.7124, loss: 1.7124 2020-06-30 23:48:27,880 - mmaction - INFO - Epoch [26][380/470] lr: 2.000e-02, eta: 6:08:02, time: 0.622, data_time: 0.001, memory: 8344, top1_acc: 0.5734, top5_acc: 0.7922, loss_cls: 1.8840, loss: 1.8840 2020-06-30 23:48:40,316 - mmaction - INFO - Epoch [26][400/470] lr: 2.000e-02, eta: 6:07:48, time: 0.622, data_time: 0.001, memory: 8344, top1_acc: 0.5813, top5_acc: 0.8078, loss_cls: 1.7362, loss: 1.7362 2020-06-30 23:48:52,671 - mmaction - INFO - Epoch [26][420/470] lr: 2.000e-02, eta: 6:07:35, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.5516, top5_acc: 0.7750, loss_cls: 1.9292, loss: 1.9292 2020-06-30 23:49:05,025 - mmaction - INFO - Epoch [26][440/470] lr: 2.000e-02, eta: 6:07:21, time: 0.617, data_time: 0.002, memory: 8344, top1_acc: 0.5625, top5_acc: 0.7766, loss_cls: 1.8882, loss: 1.8882 2020-06-30 23:49:17,351 - mmaction - INFO - Epoch [26][460/470] lr: 2.000e-02, eta: 6:07:08, time: 0.618, data_time: 0.002, memory: 8344, top1_acc: 0.5547, top5_acc: 0.7688, loss_cls: 1.8897, loss: 1.8897 2020-06-30 23:49:48,831 - mmaction - INFO - Epoch [27][20/470] lr: 2.000e-02, eta: 6:07:05, time: 1.243, data_time: 0.569, memory: 8344, top1_acc: 0.6000, top5_acc: 0.7922, loss_cls: 1.8161, loss: 1.8161 2020-06-30 23:50:01,185 - mmaction - INFO - Epoch [27][40/470] lr: 2.000e-02, eta: 6:06:52, time: 0.617, data_time: 0.003, memory: 8344, top1_acc: 0.5953, top5_acc: 0.8203, loss_cls: 1.6580, loss: 1.6580 2020-06-30 23:50:13,456 - mmaction - INFO - Epoch [27][60/470] lr: 2.000e-02, eta: 6:06:38, time: 0.615, data_time: 0.002, memory: 8344, top1_acc: 0.5734, top5_acc: 0.7937, loss_cls: 1.7885, loss: 1.7885 2020-06-30 23:50:25,852 - mmaction - INFO - Epoch [27][80/470] lr: 2.000e-02, eta: 6:06:25, time: 0.620, data_time: 0.002, memory: 8344, top1_acc: 0.5469, top5_acc: 0.7703, loss_cls: 1.9614, loss: 1.9614 2020-06-30 23:50:38,196 - mmaction - INFO - Epoch [27][100/470] lr: 2.000e-02, eta: 6:06:11, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.5406, top5_acc: 0.7937, loss_cls: 1.8519, loss: 1.8519 2020-06-30 23:50:50,496 - mmaction - INFO - Epoch [27][120/470] lr: 2.000e-02, eta: 6:05:57, time: 0.614, data_time: 0.001, memory: 8344, top1_acc: 0.5563, top5_acc: 0.7844, loss_cls: 1.8789, loss: 1.8789 2020-06-30 23:51:02,828 - mmaction - INFO - Epoch [27][140/470] lr: 2.000e-02, eta: 6:05:44, time: 0.616, data_time: 0.002, memory: 8344, top1_acc: 0.5266, top5_acc: 0.7828, loss_cls: 1.9399, loss: 1.9399 2020-06-30 23:51:15,132 - mmaction - INFO - Epoch [27][160/470] lr: 2.000e-02, eta: 6:05:30, time: 0.616, data_time: 0.002, memory: 8344, top1_acc: 0.5766, top5_acc: 0.7844, loss_cls: 1.8937, loss: 1.8937 2020-06-30 23:51:27,516 - mmaction - INFO - Epoch [27][180/470] lr: 2.000e-02, eta: 6:05:16, time: 0.619, data_time: 0.001, memory: 8344, top1_acc: 0.5687, top5_acc: 0.7984, loss_cls: 1.8456, loss: 1.8456 2020-06-30 23:51:39,800 - mmaction - INFO - Epoch [27][200/470] lr: 2.000e-02, eta: 6:05:03, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.5938, top5_acc: 0.8156, loss_cls: 1.7020, loss: 1.7020 2020-06-30 23:51:52,119 - mmaction - INFO - Epoch [27][220/470] lr: 2.000e-02, eta: 6:04:49, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.5687, top5_acc: 0.7703, loss_cls: 1.9049, loss: 1.9049 2020-06-30 23:52:04,340 - mmaction - INFO - Epoch [27][240/470] lr: 2.000e-02, eta: 6:04:35, time: 0.610, data_time: 0.001, memory: 8344, top1_acc: 0.5547, top5_acc: 0.7953, loss_cls: 1.8508, loss: 1.8508 2020-06-30 23:52:16,746 - mmaction - INFO - Epoch [27][260/470] lr: 2.000e-02, eta: 6:04:22, time: 0.621, data_time: 0.001, memory: 8344, top1_acc: 0.5469, top5_acc: 0.7766, loss_cls: 1.9295, loss: 1.9295 2020-06-30 23:52:29,048 - mmaction - INFO - Epoch [27][280/470] lr: 2.000e-02, eta: 6:04:08, time: 0.614, data_time: 0.001, memory: 8344, top1_acc: 0.5344, top5_acc: 0.7656, loss_cls: 1.9703, loss: 1.9703 2020-06-30 23:52:41,369 - mmaction - INFO - Epoch [27][300/470] lr: 2.000e-02, eta: 6:03:54, time: 0.617, data_time: 0.002, memory: 8344, top1_acc: 0.5719, top5_acc: 0.7922, loss_cls: 1.8242, loss: 1.8242 2020-06-30 23:52:53,723 - mmaction - INFO - Epoch [27][320/470] lr: 2.000e-02, eta: 6:03:41, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.5797, top5_acc: 0.7828, loss_cls: 1.8025, loss: 1.8025 2020-06-30 23:53:06,039 - mmaction - INFO - Epoch [27][340/470] lr: 2.000e-02, eta: 6:03:27, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.5750, top5_acc: 0.7937, loss_cls: 1.8326, loss: 1.8326 2020-06-30 23:53:18,358 - mmaction - INFO - Epoch [27][360/470] lr: 2.000e-02, eta: 6:03:14, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.5594, top5_acc: 0.7844, loss_cls: 1.8819, loss: 1.8819 2020-06-30 23:53:30,721 - mmaction - INFO - Epoch [27][380/470] lr: 2.000e-02, eta: 6:03:00, time: 0.618, data_time: 0.002, memory: 8344, top1_acc: 0.6078, top5_acc: 0.8172, loss_cls: 1.6710, loss: 1.6710 2020-06-30 23:53:43,066 - mmaction - INFO - Epoch [27][400/470] lr: 2.000e-02, eta: 6:02:47, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.5344, top5_acc: 0.7781, loss_cls: 1.9931, loss: 1.9931 2020-06-30 23:53:55,389 - mmaction - INFO - Epoch [27][420/470] lr: 2.000e-02, eta: 6:02:33, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.5641, top5_acc: 0.7953, loss_cls: 1.8135, loss: 1.8135 2020-06-30 23:54:07,810 - mmaction - INFO - Epoch [27][440/470] lr: 2.000e-02, eta: 6:02:20, time: 0.621, data_time: 0.001, memory: 8344, top1_acc: 0.5719, top5_acc: 0.8016, loss_cls: 1.7704, loss: 1.7704 2020-06-30 23:54:20,161 - mmaction - INFO - Epoch [27][460/470] lr: 2.000e-02, eta: 6:02:06, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.5453, top5_acc: 0.7594, loss_cls: 2.0164, loss: 2.0164 2020-06-30 23:54:50,522 - mmaction - INFO - Epoch [28][20/470] lr: 2.000e-02, eta: 6:02:00, time: 1.176, data_time: 0.560, memory: 8344, top1_acc: 0.5875, top5_acc: 0.7844, loss_cls: 1.7898, loss: 1.7898 2020-06-30 23:55:02,838 - mmaction - INFO - Epoch [28][40/470] lr: 2.000e-02, eta: 6:01:46, time: 0.615, data_time: 0.004, memory: 8344, top1_acc: 0.5703, top5_acc: 0.7937, loss_cls: 1.8163, loss: 1.8163 2020-06-30 23:55:15,091 - mmaction - INFO - Epoch [28][60/470] lr: 2.000e-02, eta: 6:01:32, time: 0.613, data_time: 0.002, memory: 8344, top1_acc: 0.5750, top5_acc: 0.8016, loss_cls: 1.7784, loss: 1.7784 2020-06-30 23:55:27,487 - mmaction - INFO - Epoch [28][80/470] lr: 2.000e-02, eta: 6:01:19, time: 0.620, data_time: 0.002, memory: 8344, top1_acc: 0.5547, top5_acc: 0.8063, loss_cls: 1.7637, loss: 1.7637 2020-06-30 23:55:39,849 - mmaction - INFO - Epoch [28][100/470] lr: 2.000e-02, eta: 6:01:05, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.5703, top5_acc: 0.7937, loss_cls: 1.8520, loss: 1.8520 2020-06-30 23:55:52,124 - mmaction - INFO - Epoch [28][120/470] lr: 2.000e-02, eta: 6:00:51, time: 0.613, data_time: 0.002, memory: 8344, top1_acc: 0.5516, top5_acc: 0.7859, loss_cls: 1.8866, loss: 1.8866 2020-06-30 23:56:04,417 - mmaction - INFO - Epoch [28][140/470] lr: 2.000e-02, eta: 6:00:38, time: 0.615, data_time: 0.002, memory: 8344, top1_acc: 0.5437, top5_acc: 0.7719, loss_cls: 1.8980, loss: 1.8980 2020-06-30 23:56:16,715 - mmaction - INFO - Epoch [28][160/470] lr: 2.000e-02, eta: 6:00:24, time: 0.615, data_time: 0.002, memory: 8344, top1_acc: 0.5859, top5_acc: 0.7750, loss_cls: 1.8652, loss: 1.8652 2020-06-30 23:56:29,006 - mmaction - INFO - Epoch [28][180/470] lr: 2.000e-02, eta: 6:00:11, time: 0.614, data_time: 0.003, memory: 8344, top1_acc: 0.5531, top5_acc: 0.7812, loss_cls: 1.9111, loss: 1.9111 2020-06-30 23:56:41,282 - mmaction - INFO - Epoch [28][200/470] lr: 2.000e-02, eta: 5:59:57, time: 0.614, data_time: 0.002, memory: 8344, top1_acc: 0.5406, top5_acc: 0.7594, loss_cls: 1.9875, loss: 1.9875 2020-06-30 23:56:53,574 - mmaction - INFO - Epoch [28][220/470] lr: 2.000e-02, eta: 5:59:43, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.5609, top5_acc: 0.7937, loss_cls: 1.8182, loss: 1.8182 2020-06-30 23:57:05,867 - mmaction - INFO - Epoch [28][240/470] lr: 2.000e-02, eta: 5:59:30, time: 0.614, data_time: 0.001, memory: 8344, top1_acc: 0.5609, top5_acc: 0.7719, loss_cls: 1.8808, loss: 1.8808 2020-06-30 23:57:18,072 - mmaction - INFO - Epoch [28][260/470] lr: 2.000e-02, eta: 5:59:16, time: 0.609, data_time: 0.001, memory: 8344, top1_acc: 0.5484, top5_acc: 0.7719, loss_cls: 1.9107, loss: 1.9107 2020-06-30 23:57:30,575 - mmaction - INFO - Epoch [28][280/470] lr: 2.000e-02, eta: 5:59:03, time: 0.626, data_time: 0.014, memory: 8344, top1_acc: 0.5594, top5_acc: 0.7875, loss_cls: 1.8744, loss: 1.8744 2020-06-30 23:57:42,883 - mmaction - INFO - Epoch [28][300/470] lr: 2.000e-02, eta: 5:58:49, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.5469, top5_acc: 0.7859, loss_cls: 1.8425, loss: 1.8425 2020-06-30 23:57:55,211 - mmaction - INFO - Epoch [28][320/470] lr: 2.000e-02, eta: 5:58:36, time: 0.617, data_time: 0.002, memory: 8344, top1_acc: 0.5703, top5_acc: 0.8016, loss_cls: 1.8360, loss: 1.8360 2020-06-30 23:58:07,615 - mmaction - INFO - Epoch [28][340/470] lr: 2.000e-02, eta: 5:58:22, time: 0.620, data_time: 0.001, memory: 8344, top1_acc: 0.5250, top5_acc: 0.7609, loss_cls: 2.0466, loss: 2.0466 2020-06-30 23:58:19,984 - mmaction - INFO - Epoch [28][360/470] lr: 2.000e-02, eta: 5:58:09, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.5625, top5_acc: 0.7953, loss_cls: 1.7701, loss: 1.7701 2020-06-30 23:58:32,292 - mmaction - INFO - Epoch [28][380/470] lr: 2.000e-02, eta: 5:57:55, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.5703, top5_acc: 0.7812, loss_cls: 1.8558, loss: 1.8558 2020-06-30 23:58:44,620 - mmaction - INFO - Epoch [28][400/470] lr: 2.000e-02, eta: 5:57:42, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.5469, top5_acc: 0.8031, loss_cls: 1.7618, loss: 1.7618 2020-06-30 23:58:56,965 - mmaction - INFO - Epoch [28][420/470] lr: 2.000e-02, eta: 5:57:28, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.5828, top5_acc: 0.7766, loss_cls: 1.8022, loss: 1.8022 2020-06-30 23:59:09,249 - mmaction - INFO - Epoch [28][440/470] lr: 2.000e-02, eta: 5:57:15, time: 0.614, data_time: 0.001, memory: 8344, top1_acc: 0.5656, top5_acc: 0.7641, loss_cls: 1.8974, loss: 1.8974 2020-06-30 23:59:21,512 - mmaction - INFO - Epoch [28][460/470] lr: 2.000e-02, eta: 5:57:01, time: 0.613, data_time: 0.001, memory: 8344, top1_acc: 0.5813, top5_acc: 0.7875, loss_cls: 1.8282, loss: 1.8282 2020-06-30 23:59:52,574 - mmaction - INFO - Epoch [29][20/470] lr: 2.000e-02, eta: 5:56:56, time: 1.219, data_time: 0.576, memory: 8344, top1_acc: 0.5781, top5_acc: 0.7891, loss_cls: 1.7979, loss: 1.7979 2020-07-01 00:00:06,387 - mmaction - INFO - Epoch [29][40/470] lr: 2.000e-02, eta: 5:56:46, time: 0.690, data_time: 0.002, memory: 8344, top1_acc: 0.5609, top5_acc: 0.7984, loss_cls: 1.8482, loss: 1.8482 2020-07-01 00:00:18,774 - mmaction - INFO - Epoch [29][60/470] lr: 2.000e-02, eta: 5:56:33, time: 0.619, data_time: 0.002, memory: 8344, top1_acc: 0.5875, top5_acc: 0.8094, loss_cls: 1.7704, loss: 1.7704 2020-07-01 00:00:31,265 - mmaction - INFO - Epoch [29][80/470] lr: 2.000e-02, eta: 5:56:20, time: 0.625, data_time: 0.002, memory: 8344, top1_acc: 0.5547, top5_acc: 0.8172, loss_cls: 1.7868, loss: 1.7868 2020-07-01 00:00:43,539 - mmaction - INFO - Epoch [29][100/470] lr: 2.000e-02, eta: 5:56:06, time: 0.614, data_time: 0.002, memory: 8344, top1_acc: 0.5453, top5_acc: 0.7797, loss_cls: 1.9759, loss: 1.9759 2020-07-01 00:00:55,796 - mmaction - INFO - Epoch [29][120/470] lr: 2.000e-02, eta: 5:55:52, time: 0.614, data_time: 0.002, memory: 8344, top1_acc: 0.5406, top5_acc: 0.7766, loss_cls: 1.9366, loss: 1.9366 2020-07-01 00:01:08,172 - mmaction - INFO - Epoch [29][140/470] lr: 2.000e-02, eta: 5:55:39, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.5672, top5_acc: 0.7750, loss_cls: 1.8270, loss: 1.8270 2020-07-01 00:01:20,445 - mmaction - INFO - Epoch [29][160/470] lr: 2.000e-02, eta: 5:55:25, time: 0.613, data_time: 0.002, memory: 8344, top1_acc: 0.5656, top5_acc: 0.7859, loss_cls: 1.8872, loss: 1.8872 2020-07-01 00:01:32,747 - mmaction - INFO - Epoch [29][180/470] lr: 2.000e-02, eta: 5:55:12, time: 0.616, data_time: 0.002, memory: 8344, top1_acc: 0.5844, top5_acc: 0.7859, loss_cls: 1.8316, loss: 1.8316 2020-07-01 00:01:45,099 - mmaction - INFO - Epoch [29][200/470] lr: 2.000e-02, eta: 5:54:58, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.5859, top5_acc: 0.8109, loss_cls: 1.7289, loss: 1.7289 2020-07-01 00:01:57,392 - mmaction - INFO - Epoch [29][220/470] lr: 2.000e-02, eta: 5:54:45, time: 0.614, data_time: 0.001, memory: 8344, top1_acc: 0.5594, top5_acc: 0.7766, loss_cls: 1.8332, loss: 1.8332 2020-07-01 00:02:09,739 - mmaction - INFO - Epoch [29][240/470] lr: 2.000e-02, eta: 5:54:31, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.5687, top5_acc: 0.7859, loss_cls: 1.8251, loss: 1.8251 2020-07-01 00:02:22,124 - mmaction - INFO - Epoch [29][260/470] lr: 2.000e-02, eta: 5:54:18, time: 0.620, data_time: 0.001, memory: 8344, top1_acc: 0.5766, top5_acc: 0.7828, loss_cls: 1.8106, loss: 1.8106 2020-07-01 00:02:34,454 - mmaction - INFO - Epoch [29][280/470] lr: 2.000e-02, eta: 5:54:04, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.5422, top5_acc: 0.7891, loss_cls: 1.9268, loss: 1.9268 2020-07-01 00:02:46,828 - mmaction - INFO - Epoch [29][300/470] lr: 2.000e-02, eta: 5:53:51, time: 0.618, data_time: 0.002, memory: 8344, top1_acc: 0.5594, top5_acc: 0.7875, loss_cls: 1.8844, loss: 1.8844 2020-07-01 00:02:59,166 - mmaction - INFO - Epoch [29][320/470] lr: 2.000e-02, eta: 5:53:37, time: 0.617, data_time: 0.002, memory: 8344, top1_acc: 0.5594, top5_acc: 0.7875, loss_cls: 1.8784, loss: 1.8784 2020-07-01 00:03:11,487 - mmaction - INFO - Epoch [29][340/470] lr: 2.000e-02, eta: 5:53:24, time: 0.616, data_time: 0.002, memory: 8344, top1_acc: 0.5797, top5_acc: 0.7891, loss_cls: 1.8620, loss: 1.8620 2020-07-01 00:03:23,833 - mmaction - INFO - Epoch [29][360/470] lr: 2.000e-02, eta: 5:53:10, time: 0.617, data_time: 0.002, memory: 8344, top1_acc: 0.6156, top5_acc: 0.8016, loss_cls: 1.7383, loss: 1.7383 2020-07-01 00:03:36,206 - mmaction - INFO - Epoch [29][380/470] lr: 2.000e-02, eta: 5:52:57, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.5531, top5_acc: 0.7766, loss_cls: 1.9532, loss: 1.9532 2020-07-01 00:03:48,548 - mmaction - INFO - Epoch [29][400/470] lr: 2.000e-02, eta: 5:52:44, time: 0.618, data_time: 0.002, memory: 8344, top1_acc: 0.5547, top5_acc: 0.7672, loss_cls: 1.9901, loss: 1.9901 2020-07-01 00:04:00,817 - mmaction - INFO - Epoch [29][420/470] lr: 2.000e-02, eta: 5:52:30, time: 0.614, data_time: 0.001, memory: 8344, top1_acc: 0.5516, top5_acc: 0.7812, loss_cls: 1.8490, loss: 1.8490 2020-07-01 00:04:13,096 - mmaction - INFO - Epoch [29][440/470] lr: 2.000e-02, eta: 5:52:16, time: 0.613, data_time: 0.001, memory: 8344, top1_acc: 0.5672, top5_acc: 0.8047, loss_cls: 1.7648, loss: 1.7648 2020-07-01 00:04:25,430 - mmaction - INFO - Epoch [29][460/470] lr: 2.000e-02, eta: 5:52:03, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.5641, top5_acc: 0.7937, loss_cls: 1.7945, loss: 1.7945 2020-07-01 00:04:57,567 - mmaction - INFO - Epoch [30][20/470] lr: 2.000e-02, eta: 5:51:59, time: 1.246, data_time: 0.629, memory: 8344, top1_acc: 0.5437, top5_acc: 0.7719, loss_cls: 2.0055, loss: 2.0055 2020-07-01 00:05:09,858 - mmaction - INFO - Epoch [30][40/470] lr: 2.000e-02, eta: 5:51:45, time: 0.616, data_time: 0.002, memory: 8344, top1_acc: 0.5891, top5_acc: 0.7875, loss_cls: 1.7930, loss: 1.7930 2020-07-01 00:05:22,227 - mmaction - INFO - Epoch [30][60/470] lr: 2.000e-02, eta: 5:51:32, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.5563, top5_acc: 0.7672, loss_cls: 1.9162, loss: 1.9162 2020-07-01 00:05:34,566 - mmaction - INFO - Epoch [30][80/470] lr: 2.000e-02, eta: 5:51:18, time: 0.617, data_time: 0.002, memory: 8344, top1_acc: 0.5484, top5_acc: 0.7781, loss_cls: 1.8442, loss: 1.8442 2020-07-01 00:05:46,920 - mmaction - INFO - Epoch [30][100/470] lr: 2.000e-02, eta: 5:51:05, time: 0.619, data_time: 0.002, memory: 8344, top1_acc: 0.5359, top5_acc: 0.7688, loss_cls: 2.0008, loss: 2.0008 2020-07-01 00:05:59,261 - mmaction - INFO - Epoch [30][120/470] lr: 2.000e-02, eta: 5:50:51, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.5969, top5_acc: 0.7984, loss_cls: 1.7809, loss: 1.7809 2020-07-01 00:06:11,611 - mmaction - INFO - Epoch [30][140/470] lr: 2.000e-02, eta: 5:50:38, time: 0.618, data_time: 0.002, memory: 8344, top1_acc: 0.5844, top5_acc: 0.8016, loss_cls: 1.7341, loss: 1.7341 2020-07-01 00:06:23,929 - mmaction - INFO - Epoch [30][160/470] lr: 2.000e-02, eta: 5:50:24, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.5813, top5_acc: 0.7734, loss_cls: 1.8116, loss: 1.8116 2020-07-01 00:06:36,220 - mmaction - INFO - Epoch [30][180/470] lr: 2.000e-02, eta: 5:50:11, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.6031, top5_acc: 0.8078, loss_cls: 1.7280, loss: 1.7280 2020-07-01 00:06:48,573 - mmaction - INFO - Epoch [30][200/470] lr: 2.000e-02, eta: 5:49:57, time: 0.617, data_time: 0.005, memory: 8344, top1_acc: 0.5500, top5_acc: 0.7844, loss_cls: 1.9065, loss: 1.9065 2020-07-01 00:07:00,922 - mmaction - INFO - Epoch [30][220/470] lr: 2.000e-02, eta: 5:49:44, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.5734, top5_acc: 0.7688, loss_cls: 1.8589, loss: 1.8589 2020-07-01 00:07:13,283 - mmaction - INFO - Epoch [30][240/470] lr: 2.000e-02, eta: 5:49:31, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.5828, top5_acc: 0.8063, loss_cls: 1.7194, loss: 1.7194 2020-07-01 00:07:25,634 - mmaction - INFO - Epoch [30][260/470] lr: 2.000e-02, eta: 5:49:17, time: 0.618, data_time: 0.002, memory: 8344, top1_acc: 0.5312, top5_acc: 0.7594, loss_cls: 2.0143, loss: 2.0143 2020-07-01 00:07:49,125 - mmaction - INFO - Epoch [30][280/470] lr: 2.000e-02, eta: 5:49:30, time: 1.173, data_time: 0.001, memory: 8344, top1_acc: 0.5687, top5_acc: 0.7750, loss_cls: 1.8597, loss: 1.8597 2020-07-01 00:08:01,578 - mmaction - INFO - Epoch [30][300/470] lr: 2.000e-02, eta: 5:49:17, time: 0.624, data_time: 0.003, memory: 8344, top1_acc: 0.5859, top5_acc: 0.7984, loss_cls: 1.7460, loss: 1.7460 2020-07-01 00:08:13,905 - mmaction - INFO - Epoch [30][320/470] lr: 2.000e-02, eta: 5:49:04, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.5609, top5_acc: 0.8156, loss_cls: 1.7825, loss: 1.7825 2020-07-01 00:08:26,519 - mmaction - INFO - Epoch [30][340/470] lr: 2.000e-02, eta: 5:48:51, time: 0.631, data_time: 0.002, memory: 8344, top1_acc: 0.5734, top5_acc: 0.7984, loss_cls: 1.7798, loss: 1.7798 2020-07-01 00:08:38,772 - mmaction - INFO - Epoch [30][360/470] lr: 2.000e-02, eta: 5:48:37, time: 0.613, data_time: 0.002, memory: 8344, top1_acc: 0.5609, top5_acc: 0.7844, loss_cls: 1.8292, loss: 1.8292 2020-07-01 00:08:51,200 - mmaction - INFO - Epoch [30][380/470] lr: 2.000e-02, eta: 5:48:24, time: 0.621, data_time: 0.001, memory: 8344, top1_acc: 0.5500, top5_acc: 0.7703, loss_cls: 1.9286, loss: 1.9286 2020-07-01 00:09:03,563 - mmaction - INFO - Epoch [30][400/470] lr: 2.000e-02, eta: 5:48:11, time: 0.619, data_time: 0.002, memory: 8344, top1_acc: 0.5391, top5_acc: 0.7766, loss_cls: 1.9158, loss: 1.9158 2020-07-01 00:09:15,864 - mmaction - INFO - Epoch [30][420/470] lr: 2.000e-02, eta: 5:47:57, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.5203, top5_acc: 0.7656, loss_cls: 2.0337, loss: 2.0337 2020-07-01 00:09:28,229 - mmaction - INFO - Epoch [30][440/470] lr: 2.000e-02, eta: 5:47:44, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.5641, top5_acc: 0.7969, loss_cls: 1.8202, loss: 1.8202 2020-07-01 00:09:40,540 - mmaction - INFO - Epoch [30][460/470] lr: 2.000e-02, eta: 5:47:30, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.5578, top5_acc: 0.7953, loss_cls: 1.7998, loss: 1.7998 2020-07-01 00:09:50,132 - mmaction - INFO - Saving checkpoint at 30 epochs 2020-07-01 00:10:28,179 - mmaction - INFO - Evaluating top_k_accuracy... 2020-07-01 00:10:29,102 - mmaction - INFO - top1_acc 0.6117 top5_acc 0.8346 2020-07-01 00:10:29,102 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-07-01 00:10:29,206 - mmaction - INFO - mean_acc 0.6116 2020-07-01 00:10:29,221 - mmaction - INFO - Epoch [30][470/470] lr: 2.000e-02, top1_acc: 0.6117, top5_acc: 0.8346, mean_class_accuracy: 0.6116 2020-07-01 00:10:51,656 - mmaction - INFO - Epoch [31][20/470] lr: 2.000e-02, eta: 5:47:19, time: 1.120, data_time: 0.500, memory: 8344, top1_acc: 0.5672, top5_acc: 0.7969, loss_cls: 1.7520, loss: 1.7520 2020-07-01 00:11:03,857 - mmaction - INFO - Epoch [31][40/470] lr: 2.000e-02, eta: 5:47:05, time: 0.610, data_time: 0.001, memory: 8344, top1_acc: 0.5672, top5_acc: 0.7750, loss_cls: 1.9197, loss: 1.9197 2020-07-01 00:11:16,111 - mmaction - INFO - Epoch [31][60/470] lr: 2.000e-02, eta: 5:46:52, time: 0.613, data_time: 0.003, memory: 8344, top1_acc: 0.5875, top5_acc: 0.7734, loss_cls: 1.8218, loss: 1.8218 2020-07-01 00:11:28,367 - mmaction - INFO - Epoch [31][80/470] lr: 2.000e-02, eta: 5:46:38, time: 0.612, data_time: 0.001, memory: 8344, top1_acc: 0.6000, top5_acc: 0.8125, loss_cls: 1.7342, loss: 1.7342 2020-07-01 00:11:40,785 - mmaction - INFO - Epoch [31][100/470] lr: 2.000e-02, eta: 5:46:25, time: 0.621, data_time: 0.002, memory: 8344, top1_acc: 0.6016, top5_acc: 0.8313, loss_cls: 1.6909, loss: 1.6909 2020-07-01 00:11:53,119 - mmaction - INFO - Epoch [31][120/470] lr: 2.000e-02, eta: 5:46:11, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.5422, top5_acc: 0.7453, loss_cls: 1.9956, loss: 1.9956 2020-07-01 00:12:05,443 - mmaction - INFO - Epoch [31][140/470] lr: 2.000e-02, eta: 5:45:58, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.5719, top5_acc: 0.7844, loss_cls: 1.8438, loss: 1.8438 2020-07-01 00:12:17,689 - mmaction - INFO - Epoch [31][160/470] lr: 2.000e-02, eta: 5:45:44, time: 0.612, data_time: 0.000, memory: 8344, top1_acc: 0.5578, top5_acc: 0.7922, loss_cls: 1.8463, loss: 1.8463 2020-07-01 00:12:30,021 - mmaction - INFO - Epoch [31][180/470] lr: 2.000e-02, eta: 5:45:31, time: 0.617, data_time: 0.002, memory: 8344, top1_acc: 0.5469, top5_acc: 0.7875, loss_cls: 1.8527, loss: 1.8527 2020-07-01 00:12:42,549 - mmaction - INFO - Epoch [31][200/470] lr: 2.000e-02, eta: 5:45:18, time: 0.626, data_time: 0.015, memory: 8344, top1_acc: 0.5766, top5_acc: 0.7984, loss_cls: 1.7147, loss: 1.7147 2020-07-01 00:12:54,834 - mmaction - INFO - Epoch [31][220/470] lr: 2.000e-02, eta: 5:45:04, time: 0.614, data_time: 0.001, memory: 8344, top1_acc: 0.5844, top5_acc: 0.7828, loss_cls: 1.7626, loss: 1.7626 2020-07-01 00:13:07,076 - mmaction - INFO - Epoch [31][240/470] lr: 2.000e-02, eta: 5:44:50, time: 0.613, data_time: 0.002, memory: 8344, top1_acc: 0.5938, top5_acc: 0.7984, loss_cls: 1.7148, loss: 1.7148 2020-07-01 00:13:19,454 - mmaction - INFO - Epoch [31][260/470] lr: 2.000e-02, eta: 5:44:37, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.5875, top5_acc: 0.8000, loss_cls: 1.7491, loss: 1.7491 2020-07-01 00:13:31,749 - mmaction - INFO - Epoch [31][280/470] lr: 2.000e-02, eta: 5:44:24, time: 0.616, data_time: 0.003, memory: 8344, top1_acc: 0.6031, top5_acc: 0.8141, loss_cls: 1.6673, loss: 1.6673 2020-07-01 00:13:44,015 - mmaction - INFO - Epoch [31][300/470] lr: 2.000e-02, eta: 5:44:10, time: 0.613, data_time: 0.001, memory: 8344, top1_acc: 0.5672, top5_acc: 0.8078, loss_cls: 1.7851, loss: 1.7851 2020-07-01 00:13:56,289 - mmaction - INFO - Epoch [31][320/470] lr: 2.000e-02, eta: 5:43:56, time: 0.614, data_time: 0.002, memory: 8344, top1_acc: 0.5641, top5_acc: 0.7750, loss_cls: 1.9215, loss: 1.9215 2020-07-01 00:14:08,583 - mmaction - INFO - Epoch [31][340/470] lr: 2.000e-02, eta: 5:43:43, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.5625, top5_acc: 0.7797, loss_cls: 1.9143, loss: 1.9143 2020-07-01 00:14:20,918 - mmaction - INFO - Epoch [31][360/470] lr: 2.000e-02, eta: 5:43:29, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.5750, top5_acc: 0.8047, loss_cls: 1.7648, loss: 1.7648 2020-07-01 00:14:33,163 - mmaction - INFO - Epoch [31][380/470] lr: 2.000e-02, eta: 5:43:16, time: 0.612, data_time: 0.002, memory: 8344, top1_acc: 0.5625, top5_acc: 0.7703, loss_cls: 1.8696, loss: 1.8696 2020-07-01 00:14:45,519 - mmaction - INFO - Epoch [31][400/470] lr: 2.000e-02, eta: 5:43:02, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.5437, top5_acc: 0.7766, loss_cls: 1.9192, loss: 1.9192 2020-07-01 00:14:57,824 - mmaction - INFO - Epoch [31][420/470] lr: 2.000e-02, eta: 5:42:49, time: 0.614, data_time: 0.001, memory: 8344, top1_acc: 0.5781, top5_acc: 0.8203, loss_cls: 1.7322, loss: 1.7322 2020-07-01 00:15:10,111 - mmaction - INFO - Epoch [31][440/470] lr: 2.000e-02, eta: 5:42:35, time: 0.614, data_time: 0.002, memory: 8344, top1_acc: 0.5984, top5_acc: 0.8016, loss_cls: 1.6925, loss: 1.6925 2020-07-01 00:15:22,513 - mmaction - INFO - Epoch [31][460/470] lr: 2.000e-02, eta: 5:42:22, time: 0.621, data_time: 0.002, memory: 8344, top1_acc: 0.5750, top5_acc: 0.7781, loss_cls: 1.8153, loss: 1.8153 2020-07-01 00:15:53,084 - mmaction - INFO - Epoch [32][20/470] lr: 2.000e-02, eta: 5:42:14, time: 1.202, data_time: 0.588, memory: 8344, top1_acc: 0.5859, top5_acc: 0.8219, loss_cls: 1.6924, loss: 1.6924 2020-07-01 00:16:05,380 - mmaction - INFO - Epoch [32][40/470] lr: 2.000e-02, eta: 5:42:01, time: 0.615, data_time: 0.002, memory: 8344, top1_acc: 0.6062, top5_acc: 0.8141, loss_cls: 1.6541, loss: 1.6541 2020-07-01 00:16:17,697 - mmaction - INFO - Epoch [32][60/470] lr: 2.000e-02, eta: 5:41:48, time: 0.617, data_time: 0.002, memory: 8344, top1_acc: 0.5844, top5_acc: 0.7672, loss_cls: 1.8427, loss: 1.8427 2020-07-01 00:16:30,048 - mmaction - INFO - Epoch [32][80/470] lr: 2.000e-02, eta: 5:41:34, time: 0.617, data_time: 0.000, memory: 8344, top1_acc: 0.5531, top5_acc: 0.7844, loss_cls: 1.8245, loss: 1.8245 2020-07-01 00:16:42,403 - mmaction - INFO - Epoch [32][100/470] lr: 2.000e-02, eta: 5:41:21, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.5859, top5_acc: 0.7797, loss_cls: 1.7767, loss: 1.7767 2020-07-01 00:16:54,730 - mmaction - INFO - Epoch [32][120/470] lr: 2.000e-02, eta: 5:41:07, time: 0.617, data_time: 0.002, memory: 8344, top1_acc: 0.5516, top5_acc: 0.7812, loss_cls: 1.8881, loss: 1.8881 2020-07-01 00:17:07,044 - mmaction - INFO - Epoch [32][140/470] lr: 2.000e-02, eta: 5:40:54, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.5906, top5_acc: 0.8000, loss_cls: 1.7771, loss: 1.7771 2020-07-01 00:17:19,419 - mmaction - INFO - Epoch [32][160/470] lr: 2.000e-02, eta: 5:40:41, time: 0.619, data_time: 0.001, memory: 8344, top1_acc: 0.5719, top5_acc: 0.8109, loss_cls: 1.7694, loss: 1.7694 2020-07-01 00:17:31,719 - mmaction - INFO - Epoch [32][180/470] lr: 2.000e-02, eta: 5:40:27, time: 0.614, data_time: 0.001, memory: 8344, top1_acc: 0.5891, top5_acc: 0.7922, loss_cls: 1.7986, loss: 1.7986 2020-07-01 00:17:44,166 - mmaction - INFO - Epoch [32][200/470] lr: 2.000e-02, eta: 5:40:14, time: 0.622, data_time: 0.002, memory: 8344, top1_acc: 0.5922, top5_acc: 0.8328, loss_cls: 1.7159, loss: 1.7159 2020-07-01 00:17:56,498 - mmaction - INFO - Epoch [32][220/470] lr: 2.000e-02, eta: 5:40:01, time: 0.618, data_time: 0.002, memory: 8344, top1_acc: 0.5797, top5_acc: 0.8016, loss_cls: 1.7897, loss: 1.7897 2020-07-01 00:18:08,770 - mmaction - INFO - Epoch [32][240/470] lr: 2.000e-02, eta: 5:39:47, time: 0.613, data_time: 0.001, memory: 8344, top1_acc: 0.5828, top5_acc: 0.7937, loss_cls: 1.8345, loss: 1.8345 2020-07-01 00:18:21,162 - mmaction - INFO - Epoch [32][260/470] lr: 2.000e-02, eta: 5:39:34, time: 0.619, data_time: 0.001, memory: 8344, top1_acc: 0.5547, top5_acc: 0.7969, loss_cls: 1.7897, loss: 1.7897 2020-07-01 00:18:33,438 - mmaction - INFO - Epoch [32][280/470] lr: 2.000e-02, eta: 5:39:20, time: 0.614, data_time: 0.002, memory: 8344, top1_acc: 0.5766, top5_acc: 0.7875, loss_cls: 1.8159, loss: 1.8159 2020-07-01 00:18:45,805 - mmaction - INFO - Epoch [32][300/470] lr: 2.000e-02, eta: 5:39:07, time: 0.619, data_time: 0.002, memory: 8344, top1_acc: 0.5719, top5_acc: 0.7891, loss_cls: 1.7876, loss: 1.7876 2020-07-01 00:18:58,212 - mmaction - INFO - Epoch [32][320/470] lr: 2.000e-02, eta: 5:38:54, time: 0.620, data_time: 0.002, memory: 8344, top1_acc: 0.5656, top5_acc: 0.7703, loss_cls: 1.8417, loss: 1.8417 2020-07-01 00:19:10,556 - mmaction - INFO - Epoch [32][340/470] lr: 2.000e-02, eta: 5:38:40, time: 0.617, data_time: 0.002, memory: 8344, top1_acc: 0.5797, top5_acc: 0.8047, loss_cls: 1.7358, loss: 1.7358 2020-07-01 00:19:22,842 - mmaction - INFO - Epoch [32][360/470] lr: 2.000e-02, eta: 5:38:27, time: 0.615, data_time: 0.002, memory: 8344, top1_acc: 0.5750, top5_acc: 0.7891, loss_cls: 1.8273, loss: 1.8273 2020-07-01 00:19:35,215 - mmaction - INFO - Epoch [32][380/470] lr: 2.000e-02, eta: 5:38:14, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.5797, top5_acc: 0.8000, loss_cls: 1.7774, loss: 1.7774 2020-07-01 00:19:47,492 - mmaction - INFO - Epoch [32][400/470] lr: 2.000e-02, eta: 5:38:00, time: 0.614, data_time: 0.003, memory: 8344, top1_acc: 0.5359, top5_acc: 0.8047, loss_cls: 1.8284, loss: 1.8284 2020-07-01 00:19:59,771 - mmaction - INFO - Epoch [32][420/470] lr: 2.000e-02, eta: 5:37:47, time: 0.614, data_time: 0.002, memory: 8344, top1_acc: 0.5781, top5_acc: 0.7906, loss_cls: 1.8559, loss: 1.8559 2020-07-01 00:20:12,061 - mmaction - INFO - Epoch [32][440/470] lr: 2.000e-02, eta: 5:37:33, time: 0.616, data_time: 0.002, memory: 8344, top1_acc: 0.5563, top5_acc: 0.7922, loss_cls: 1.9123, loss: 1.9123 2020-07-01 00:20:24,317 - mmaction - INFO - Epoch [32][460/470] lr: 2.000e-02, eta: 5:37:20, time: 0.613, data_time: 0.001, memory: 8344, top1_acc: 0.5484, top5_acc: 0.7766, loss_cls: 1.9339, loss: 1.9339 2020-07-01 00:20:55,922 - mmaction - INFO - Epoch [33][20/470] lr: 2.000e-02, eta: 5:37:13, time: 1.237, data_time: 0.573, memory: 8344, top1_acc: 0.5969, top5_acc: 0.8000, loss_cls: 1.7080, loss: 1.7080 2020-07-01 00:21:08,137 - mmaction - INFO - Epoch [33][40/470] lr: 2.000e-02, eta: 5:36:59, time: 0.612, data_time: 0.003, memory: 8344, top1_acc: 0.5875, top5_acc: 0.8156, loss_cls: 1.7424, loss: 1.7424 2020-07-01 00:21:20,428 - mmaction - INFO - Epoch [33][60/470] lr: 2.000e-02, eta: 5:36:46, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.5703, top5_acc: 0.7922, loss_cls: 1.8387, loss: 1.8387 2020-07-01 00:21:32,739 - mmaction - INFO - Epoch [33][80/470] lr: 2.000e-02, eta: 5:36:32, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.5391, top5_acc: 0.7719, loss_cls: 1.8584, loss: 1.8584 2020-07-01 00:21:45,062 - mmaction - INFO - Epoch [33][100/470] lr: 2.000e-02, eta: 5:36:19, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.5781, top5_acc: 0.8031, loss_cls: 1.7932, loss: 1.7932 2020-07-01 00:21:57,406 - mmaction - INFO - Epoch [33][120/470] lr: 2.000e-02, eta: 5:36:06, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.6125, top5_acc: 0.8281, loss_cls: 1.6191, loss: 1.6191 2020-07-01 00:22:09,730 - mmaction - INFO - Epoch [33][140/470] lr: 2.000e-02, eta: 5:35:52, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.6047, top5_acc: 0.7969, loss_cls: 1.7402, loss: 1.7402 2020-07-01 00:22:21,945 - mmaction - INFO - Epoch [33][160/470] lr: 2.000e-02, eta: 5:35:39, time: 0.611, data_time: 0.002, memory: 8344, top1_acc: 0.6000, top5_acc: 0.8078, loss_cls: 1.7427, loss: 1.7427 2020-07-01 00:22:34,252 - mmaction - INFO - Epoch [33][180/470] lr: 2.000e-02, eta: 5:35:25, time: 0.615, data_time: 0.002, memory: 8344, top1_acc: 0.5422, top5_acc: 0.7812, loss_cls: 1.9126, loss: 1.9126 2020-07-01 00:22:46,658 - mmaction - INFO - Epoch [33][200/470] lr: 2.000e-02, eta: 5:35:12, time: 0.620, data_time: 0.002, memory: 8344, top1_acc: 0.6141, top5_acc: 0.7906, loss_cls: 1.7804, loss: 1.7804 2020-07-01 00:22:59,023 - mmaction - INFO - Epoch [33][220/470] lr: 2.000e-02, eta: 5:34:59, time: 0.619, data_time: 0.002, memory: 8344, top1_acc: 0.5766, top5_acc: 0.8000, loss_cls: 1.7903, loss: 1.7903 2020-07-01 00:23:11,317 - mmaction - INFO - Epoch [33][240/470] lr: 2.000e-02, eta: 5:34:45, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.5828, top5_acc: 0.7859, loss_cls: 1.8106, loss: 1.8106 2020-07-01 00:23:23,577 - mmaction - INFO - Epoch [33][260/470] lr: 2.000e-02, eta: 5:34:32, time: 0.614, data_time: 0.002, memory: 8344, top1_acc: 0.5703, top5_acc: 0.7859, loss_cls: 1.8291, loss: 1.8291 2020-07-01 00:23:35,918 - mmaction - INFO - Epoch [33][280/470] lr: 2.000e-02, eta: 5:34:18, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.5922, top5_acc: 0.7906, loss_cls: 1.8219, loss: 1.8219 2020-07-01 00:23:48,166 - mmaction - INFO - Epoch [33][300/470] lr: 2.000e-02, eta: 5:34:05, time: 0.611, data_time: 0.000, memory: 8344, top1_acc: 0.5797, top5_acc: 0.7937, loss_cls: 1.7977, loss: 1.7977 2020-07-01 00:24:00,448 - mmaction - INFO - Epoch [33][320/470] lr: 2.000e-02, eta: 5:33:51, time: 0.614, data_time: 0.002, memory: 8344, top1_acc: 0.6109, top5_acc: 0.8234, loss_cls: 1.7203, loss: 1.7203 2020-07-01 00:24:12,686 - mmaction - INFO - Epoch [33][340/470] lr: 2.000e-02, eta: 5:33:38, time: 0.613, data_time: 0.002, memory: 8344, top1_acc: 0.5875, top5_acc: 0.8000, loss_cls: 1.7378, loss: 1.7378 2020-07-01 00:24:24,961 - mmaction - INFO - Epoch [33][360/470] lr: 2.000e-02, eta: 5:33:25, time: 0.614, data_time: 0.001, memory: 8344, top1_acc: 0.5828, top5_acc: 0.7891, loss_cls: 1.7868, loss: 1.7868 2020-07-01 00:24:37,248 - mmaction - INFO - Epoch [33][380/470] lr: 2.000e-02, eta: 5:33:11, time: 0.613, data_time: 0.001, memory: 8344, top1_acc: 0.5687, top5_acc: 0.7984, loss_cls: 1.7755, loss: 1.7755 2020-07-01 00:24:49,636 - mmaction - INFO - Epoch [33][400/470] lr: 2.000e-02, eta: 5:32:58, time: 0.620, data_time: 0.002, memory: 8344, top1_acc: 0.5578, top5_acc: 0.7766, loss_cls: 1.8433, loss: 1.8433 2020-07-01 00:25:01,900 - mmaction - INFO - Epoch [33][420/470] lr: 2.000e-02, eta: 5:32:44, time: 0.612, data_time: 0.001, memory: 8344, top1_acc: 0.5766, top5_acc: 0.7937, loss_cls: 1.8188, loss: 1.8188 2020-07-01 00:25:14,181 - mmaction - INFO - Epoch [33][440/470] lr: 2.000e-02, eta: 5:32:31, time: 0.614, data_time: 0.002, memory: 8344, top1_acc: 0.5719, top5_acc: 0.8016, loss_cls: 1.7513, loss: 1.7513 2020-07-01 00:25:26,492 - mmaction - INFO - Epoch [33][460/470] lr: 2.000e-02, eta: 5:32:18, time: 0.615, data_time: 0.002, memory: 8344, top1_acc: 0.5625, top5_acc: 0.8156, loss_cls: 1.8089, loss: 1.8089 2020-07-01 00:25:58,809 - mmaction - INFO - Epoch [34][20/470] lr: 2.000e-02, eta: 5:32:12, time: 1.276, data_time: 0.656, memory: 8344, top1_acc: 0.5891, top5_acc: 0.7875, loss_cls: 1.7510, loss: 1.7510 2020-07-01 00:26:11,068 - mmaction - INFO - Epoch [34][40/470] lr: 2.000e-02, eta: 5:31:58, time: 0.613, data_time: 0.003, memory: 8344, top1_acc: 0.5969, top5_acc: 0.8016, loss_cls: 1.6860, loss: 1.6860 2020-07-01 00:26:23,293 - mmaction - INFO - Epoch [34][60/470] lr: 2.000e-02, eta: 5:31:45, time: 0.612, data_time: 0.002, memory: 8344, top1_acc: 0.5906, top5_acc: 0.8109, loss_cls: 1.7354, loss: 1.7354 2020-07-01 00:26:35,582 - mmaction - INFO - Epoch [34][80/470] lr: 2.000e-02, eta: 5:31:31, time: 0.615, data_time: 0.002, memory: 8344, top1_acc: 0.5813, top5_acc: 0.8000, loss_cls: 1.8179, loss: 1.8179 2020-07-01 00:26:47,843 - mmaction - INFO - Epoch [34][100/470] lr: 2.000e-02, eta: 5:31:18, time: 0.613, data_time: 0.001, memory: 8344, top1_acc: 0.5859, top5_acc: 0.7937, loss_cls: 1.7092, loss: 1.7092 2020-07-01 00:27:00,157 - mmaction - INFO - Epoch [34][120/470] lr: 2.000e-02, eta: 5:31:04, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.6000, top5_acc: 0.8000, loss_cls: 1.7575, loss: 1.7575 2020-07-01 00:27:12,433 - mmaction - INFO - Epoch [34][140/470] lr: 2.000e-02, eta: 5:30:51, time: 0.614, data_time: 0.002, memory: 8344, top1_acc: 0.5953, top5_acc: 0.7875, loss_cls: 1.8049, loss: 1.8049 2020-07-01 00:27:24,761 - mmaction - INFO - Epoch [34][160/470] lr: 2.000e-02, eta: 5:30:38, time: 0.616, data_time: 0.002, memory: 8344, top1_acc: 0.5469, top5_acc: 0.7688, loss_cls: 1.9382, loss: 1.9382 2020-07-01 00:27:37,094 - mmaction - INFO - Epoch [34][180/470] lr: 2.000e-02, eta: 5:30:24, time: 0.616, data_time: 0.002, memory: 8344, top1_acc: 0.5547, top5_acc: 0.7891, loss_cls: 1.8641, loss: 1.8641 2020-07-01 00:27:49,343 - mmaction - INFO - Epoch [34][200/470] lr: 2.000e-02, eta: 5:30:11, time: 0.613, data_time: 0.002, memory: 8344, top1_acc: 0.5953, top5_acc: 0.8219, loss_cls: 1.6785, loss: 1.6785 2020-07-01 00:28:01,752 - mmaction - INFO - Epoch [34][220/470] lr: 2.000e-02, eta: 5:29:58, time: 0.622, data_time: 0.002, memory: 8344, top1_acc: 0.5797, top5_acc: 0.7734, loss_cls: 1.8554, loss: 1.8554 2020-07-01 00:28:14,002 - mmaction - INFO - Epoch [34][240/470] lr: 2.000e-02, eta: 5:29:44, time: 0.612, data_time: 0.001, memory: 8344, top1_acc: 0.5797, top5_acc: 0.7906, loss_cls: 1.8321, loss: 1.8321 2020-07-01 00:28:26,341 - mmaction - INFO - Epoch [34][260/470] lr: 2.000e-02, eta: 5:29:31, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.5969, top5_acc: 0.7969, loss_cls: 1.7501, loss: 1.7501 2020-07-01 00:28:38,650 - mmaction - INFO - Epoch [34][280/470] lr: 2.000e-02, eta: 5:29:18, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.5906, top5_acc: 0.7766, loss_cls: 1.8867, loss: 1.8867 2020-07-01 00:28:51,079 - mmaction - INFO - Epoch [34][300/470] lr: 2.000e-02, eta: 5:29:04, time: 0.621, data_time: 0.001, memory: 8344, top1_acc: 0.5656, top5_acc: 0.8000, loss_cls: 1.7808, loss: 1.7808 2020-07-01 00:29:03,330 - mmaction - INFO - Epoch [34][320/470] lr: 2.000e-02, eta: 5:28:51, time: 0.612, data_time: 0.002, memory: 8344, top1_acc: 0.5938, top5_acc: 0.8234, loss_cls: 1.6497, loss: 1.6497 2020-07-01 00:29:15,722 - mmaction - INFO - Epoch [34][340/470] lr: 2.000e-02, eta: 5:28:38, time: 0.620, data_time: 0.002, memory: 8344, top1_acc: 0.5969, top5_acc: 0.8047, loss_cls: 1.7744, loss: 1.7744 2020-07-01 00:29:28,023 - mmaction - INFO - Epoch [34][360/470] lr: 2.000e-02, eta: 5:28:24, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.6125, top5_acc: 0.8359, loss_cls: 1.6008, loss: 1.6008 2020-07-01 00:29:40,368 - mmaction - INFO - Epoch [34][380/470] lr: 2.000e-02, eta: 5:28:11, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.5312, top5_acc: 0.7516, loss_cls: 2.0174, loss: 2.0174 2020-07-01 00:29:52,760 - mmaction - INFO - Epoch [34][400/470] lr: 2.000e-02, eta: 5:27:58, time: 0.620, data_time: 0.002, memory: 8344, top1_acc: 0.5719, top5_acc: 0.7844, loss_cls: 1.8355, loss: 1.8355 2020-07-01 00:30:05,106 - mmaction - INFO - Epoch [34][420/470] lr: 2.000e-02, eta: 5:27:45, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.5469, top5_acc: 0.7797, loss_cls: 1.9479, loss: 1.9479 2020-07-01 00:30:17,352 - mmaction - INFO - Epoch [34][440/470] lr: 2.000e-02, eta: 5:27:31, time: 0.613, data_time: 0.002, memory: 8344, top1_acc: 0.6016, top5_acc: 0.8266, loss_cls: 1.6452, loss: 1.6452 2020-07-01 00:30:29,626 - mmaction - INFO - Epoch [34][460/470] lr: 2.000e-02, eta: 5:27:18, time: 0.614, data_time: 0.002, memory: 8344, top1_acc: 0.5844, top5_acc: 0.7969, loss_cls: 1.7357, loss: 1.7357 2020-07-01 00:31:00,319 - mmaction - INFO - Epoch [35][20/470] lr: 2.000e-02, eta: 5:27:08, time: 1.198, data_time: 0.586, memory: 8344, top1_acc: 0.5813, top5_acc: 0.8078, loss_cls: 1.6869, loss: 1.6869 2020-07-01 00:31:12,584 - mmaction - INFO - Epoch [35][40/470] lr: 2.000e-02, eta: 5:26:55, time: 0.613, data_time: 0.003, memory: 8344, top1_acc: 0.5734, top5_acc: 0.8109, loss_cls: 1.7444, loss: 1.7444 2020-07-01 00:31:24,863 - mmaction - INFO - Epoch [35][60/470] lr: 2.000e-02, eta: 5:26:42, time: 0.615, data_time: 0.002, memory: 8344, top1_acc: 0.5719, top5_acc: 0.7984, loss_cls: 1.7553, loss: 1.7553 2020-07-01 00:31:37,155 - mmaction - INFO - Epoch [35][80/470] lr: 2.000e-02, eta: 5:26:28, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.5984, top5_acc: 0.7906, loss_cls: 1.7875, loss: 1.7875 2020-07-01 00:31:49,422 - mmaction - INFO - Epoch [35][100/470] lr: 2.000e-02, eta: 5:26:15, time: 0.612, data_time: 0.000, memory: 8344, top1_acc: 0.5844, top5_acc: 0.8187, loss_cls: 1.7086, loss: 1.7086 2020-07-01 00:32:01,756 - mmaction - INFO - Epoch [35][120/470] lr: 2.000e-02, eta: 5:26:02, time: 0.617, data_time: 0.002, memory: 8344, top1_acc: 0.5641, top5_acc: 0.8063, loss_cls: 1.8003, loss: 1.8003 2020-07-01 00:32:14,022 - mmaction - INFO - Epoch [35][140/470] lr: 2.000e-02, eta: 5:25:48, time: 0.613, data_time: 0.001, memory: 8344, top1_acc: 0.5781, top5_acc: 0.8125, loss_cls: 1.7583, loss: 1.7583 2020-07-01 00:32:26,378 - mmaction - INFO - Epoch [35][160/470] lr: 2.000e-02, eta: 5:25:35, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.5953, top5_acc: 0.8047, loss_cls: 1.7298, loss: 1.7298 2020-07-01 00:32:38,833 - mmaction - INFO - Epoch [35][180/470] lr: 2.000e-02, eta: 5:25:22, time: 0.623, data_time: 0.002, memory: 8344, top1_acc: 0.5641, top5_acc: 0.7953, loss_cls: 1.8341, loss: 1.8341 2020-07-01 00:32:51,079 - mmaction - INFO - Epoch [35][200/470] lr: 2.000e-02, eta: 5:25:08, time: 0.612, data_time: 0.001, memory: 8344, top1_acc: 0.5844, top5_acc: 0.8031, loss_cls: 1.7445, loss: 1.7445 2020-07-01 00:33:03,320 - mmaction - INFO - Epoch [35][220/470] lr: 2.000e-02, eta: 5:24:55, time: 0.612, data_time: 0.002, memory: 8344, top1_acc: 0.6031, top5_acc: 0.8203, loss_cls: 1.7416, loss: 1.7416 2020-07-01 00:33:15,633 - mmaction - INFO - Epoch [35][240/470] lr: 2.000e-02, eta: 5:24:42, time: 0.617, data_time: 0.002, memory: 8344, top1_acc: 0.5797, top5_acc: 0.8109, loss_cls: 1.7048, loss: 1.7048 2020-07-01 00:33:27,972 - mmaction - INFO - Epoch [35][260/470] lr: 2.000e-02, eta: 5:24:28, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.5594, top5_acc: 0.7781, loss_cls: 1.8660, loss: 1.8660 2020-07-01 00:33:40,268 - mmaction - INFO - Epoch [35][280/470] lr: 2.000e-02, eta: 5:24:15, time: 0.614, data_time: 0.002, memory: 8344, top1_acc: 0.5766, top5_acc: 0.7953, loss_cls: 1.8832, loss: 1.8832 2020-07-01 00:33:52,501 - mmaction - INFO - Epoch [35][300/470] lr: 2.000e-02, eta: 5:24:02, time: 0.613, data_time: 0.002, memory: 8344, top1_acc: 0.5953, top5_acc: 0.8141, loss_cls: 1.6649, loss: 1.6649 2020-07-01 00:34:04,803 - mmaction - INFO - Epoch [35][320/470] lr: 2.000e-02, eta: 5:23:48, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.5578, top5_acc: 0.7750, loss_cls: 1.8266, loss: 1.8266 2020-07-01 00:34:17,142 - mmaction - INFO - Epoch [35][340/470] lr: 2.000e-02, eta: 5:23:35, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.5578, top5_acc: 0.7766, loss_cls: 1.8035, loss: 1.8035 2020-07-01 00:34:29,515 - mmaction - INFO - Epoch [35][360/470] lr: 2.000e-02, eta: 5:23:22, time: 0.618, data_time: 0.002, memory: 8344, top1_acc: 0.6078, top5_acc: 0.7828, loss_cls: 1.7499, loss: 1.7499 2020-07-01 00:34:41,917 - mmaction - INFO - Epoch [35][380/470] lr: 2.000e-02, eta: 5:23:09, time: 0.622, data_time: 0.003, memory: 8344, top1_acc: 0.5734, top5_acc: 0.7906, loss_cls: 1.7832, loss: 1.7832 2020-07-01 00:34:54,331 - mmaction - INFO - Epoch [35][400/470] lr: 2.000e-02, eta: 5:22:56, time: 0.621, data_time: 0.001, memory: 8344, top1_acc: 0.5734, top5_acc: 0.7859, loss_cls: 1.8065, loss: 1.8065 2020-07-01 00:35:06,562 - mmaction - INFO - Epoch [35][420/470] lr: 2.000e-02, eta: 5:22:42, time: 0.612, data_time: 0.001, memory: 8344, top1_acc: 0.5422, top5_acc: 0.7844, loss_cls: 1.8775, loss: 1.8775 2020-07-01 00:35:18,913 - mmaction - INFO - Epoch [35][440/470] lr: 2.000e-02, eta: 5:22:29, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.5781, top5_acc: 0.7969, loss_cls: 1.7404, loss: 1.7404 2020-07-01 00:35:31,168 - mmaction - INFO - Epoch [35][460/470] lr: 2.000e-02, eta: 5:22:15, time: 0.613, data_time: 0.003, memory: 8344, top1_acc: 0.5828, top5_acc: 0.8047, loss_cls: 1.7548, loss: 1.7548 2020-07-01 00:35:37,824 - mmaction - INFO - Saving checkpoint at 35 epochs 2020-07-01 00:36:01,016 - mmaction - INFO - Evaluating top_k_accuracy... 2020-07-01 00:36:01,946 - mmaction - INFO - top1_acc 0.6069 top5_acc 0.8315 2020-07-01 00:36:01,946 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-07-01 00:36:01,996 - mmaction - INFO - mean_acc 0.6068 2020-07-01 00:36:02,003 - mmaction - INFO - Epoch [35][470/470] lr: 2.000e-02, top1_acc: 0.6069, top5_acc: 0.8315, mean_class_accuracy: 0.6068 2020-07-01 00:36:24,249 - mmaction - INFO - Epoch [36][20/470] lr: 2.000e-02, eta: 5:22:03, time: 1.111, data_time: 0.482, memory: 8344, top1_acc: 0.5828, top5_acc: 0.8063, loss_cls: 1.7742, loss: 1.7742 2020-07-01 00:36:36,577 - mmaction - INFO - Epoch [36][40/470] lr: 2.000e-02, eta: 5:21:49, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.5672, top5_acc: 0.8063, loss_cls: 1.8179, loss: 1.8179 2020-07-01 00:36:48,931 - mmaction - INFO - Epoch [36][60/470] lr: 2.000e-02, eta: 5:21:36, time: 0.619, data_time: 0.002, memory: 8344, top1_acc: 0.6422, top5_acc: 0.8203, loss_cls: 1.6535, loss: 1.6535 2020-07-01 00:37:01,228 - mmaction - INFO - Epoch [36][80/470] lr: 2.000e-02, eta: 5:21:23, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.5469, top5_acc: 0.7781, loss_cls: 1.9197, loss: 1.9197 2020-07-01 00:37:13,579 - mmaction - INFO - Epoch [36][100/470] lr: 2.000e-02, eta: 5:21:09, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.5766, top5_acc: 0.7953, loss_cls: 1.7630, loss: 1.7630 2020-07-01 00:37:25,965 - mmaction - INFO - Epoch [36][120/470] lr: 2.000e-02, eta: 5:20:56, time: 0.619, data_time: 0.002, memory: 8344, top1_acc: 0.5813, top5_acc: 0.7906, loss_cls: 1.8301, loss: 1.8301 2020-07-01 00:37:38,264 - mmaction - INFO - Epoch [36][140/470] lr: 2.000e-02, eta: 5:20:43, time: 0.615, data_time: 0.002, memory: 8344, top1_acc: 0.6297, top5_acc: 0.8156, loss_cls: 1.7213, loss: 1.7213 2020-07-01 00:37:50,542 - mmaction - INFO - Epoch [36][160/470] lr: 2.000e-02, eta: 5:20:30, time: 0.614, data_time: 0.002, memory: 8344, top1_acc: 0.6328, top5_acc: 0.8375, loss_cls: 1.5933, loss: 1.5933 2020-07-01 00:38:02,896 - mmaction - INFO - Epoch [36][180/470] lr: 2.000e-02, eta: 5:20:16, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.5687, top5_acc: 0.7953, loss_cls: 1.7796, loss: 1.7796 2020-07-01 00:38:15,213 - mmaction - INFO - Epoch [36][200/470] lr: 2.000e-02, eta: 5:20:03, time: 0.616, data_time: 0.002, memory: 8344, top1_acc: 0.5797, top5_acc: 0.7984, loss_cls: 1.8328, loss: 1.8328 2020-07-01 00:38:27,546 - mmaction - INFO - Epoch [36][220/470] lr: 2.000e-02, eta: 5:19:50, time: 0.617, data_time: 0.002, memory: 8344, top1_acc: 0.5781, top5_acc: 0.8281, loss_cls: 1.6893, loss: 1.6893 2020-07-01 00:38:39,904 - mmaction - INFO - Epoch [36][240/470] lr: 2.000e-02, eta: 5:19:37, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.5938, top5_acc: 0.7953, loss_cls: 1.7327, loss: 1.7327 2020-07-01 00:38:52,231 - mmaction - INFO - Epoch [36][260/470] lr: 2.000e-02, eta: 5:19:23, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.5672, top5_acc: 0.8234, loss_cls: 1.7171, loss: 1.7171 2020-07-01 00:39:04,584 - mmaction - INFO - Epoch [36][280/470] lr: 2.000e-02, eta: 5:19:10, time: 0.618, data_time: 0.002, memory: 8344, top1_acc: 0.6047, top5_acc: 0.8078, loss_cls: 1.6794, loss: 1.6794 2020-07-01 00:39:16,892 - mmaction - INFO - Epoch [36][300/470] lr: 2.000e-02, eta: 5:18:57, time: 0.617, data_time: 0.002, memory: 8344, top1_acc: 0.5906, top5_acc: 0.8266, loss_cls: 1.7491, loss: 1.7491 2020-07-01 00:39:29,162 - mmaction - INFO - Epoch [36][320/470] lr: 2.000e-02, eta: 5:18:44, time: 0.613, data_time: 0.001, memory: 8344, top1_acc: 0.6094, top5_acc: 0.8187, loss_cls: 1.6886, loss: 1.6886 2020-07-01 00:39:41,584 - mmaction - INFO - Epoch [36][340/470] lr: 2.000e-02, eta: 5:18:31, time: 0.621, data_time: 0.001, memory: 8344, top1_acc: 0.5719, top5_acc: 0.7937, loss_cls: 1.8014, loss: 1.8014 2020-07-01 00:39:53,860 - mmaction - INFO - Epoch [36][360/470] lr: 2.000e-02, eta: 5:18:17, time: 0.613, data_time: 0.001, memory: 8344, top1_acc: 0.5656, top5_acc: 0.7797, loss_cls: 1.8423, loss: 1.8423 2020-07-01 00:40:06,175 - mmaction - INFO - Epoch [36][380/470] lr: 2.000e-02, eta: 5:18:04, time: 0.616, data_time: 0.002, memory: 8344, top1_acc: 0.5578, top5_acc: 0.8031, loss_cls: 1.8464, loss: 1.8464 2020-07-01 00:40:18,734 - mmaction - INFO - Epoch [36][400/470] lr: 2.000e-02, eta: 5:17:51, time: 0.628, data_time: 0.013, memory: 8344, top1_acc: 0.5547, top5_acc: 0.7812, loss_cls: 1.8742, loss: 1.8742 2020-07-01 00:40:31,013 - mmaction - INFO - Epoch [36][420/470] lr: 2.000e-02, eta: 5:17:38, time: 0.614, data_time: 0.002, memory: 8344, top1_acc: 0.5547, top5_acc: 0.7875, loss_cls: 1.8181, loss: 1.8181 2020-07-01 00:40:43,362 - mmaction - INFO - Epoch [36][440/470] lr: 2.000e-02, eta: 5:17:25, time: 0.618, data_time: 0.002, memory: 8344, top1_acc: 0.5969, top5_acc: 0.8109, loss_cls: 1.7140, loss: 1.7140 2020-07-01 00:40:55,714 - mmaction - INFO - Epoch [36][460/470] lr: 2.000e-02, eta: 5:17:12, time: 0.619, data_time: 0.002, memory: 8344, top1_acc: 0.5922, top5_acc: 0.8031, loss_cls: 1.7787, loss: 1.7787 2020-07-01 00:41:26,370 - mmaction - INFO - Epoch [37][20/470] lr: 2.000e-02, eta: 5:17:01, time: 1.199, data_time: 0.587, memory: 8344, top1_acc: 0.5859, top5_acc: 0.7781, loss_cls: 1.8194, loss: 1.8194 2020-07-01 00:41:38,692 - mmaction - INFO - Epoch [37][40/470] lr: 2.000e-02, eta: 5:16:48, time: 0.617, data_time: 0.002, memory: 8344, top1_acc: 0.6016, top5_acc: 0.8031, loss_cls: 1.7030, loss: 1.7030 2020-07-01 00:41:51,070 - mmaction - INFO - Epoch [37][60/470] lr: 2.000e-02, eta: 5:16:35, time: 0.619, data_time: 0.001, memory: 8344, top1_acc: 0.5766, top5_acc: 0.7688, loss_cls: 1.8451, loss: 1.8451 2020-07-01 00:42:03,378 - mmaction - INFO - Epoch [37][80/470] lr: 2.000e-02, eta: 5:16:22, time: 0.614, data_time: 0.001, memory: 8344, top1_acc: 0.6219, top5_acc: 0.8109, loss_cls: 1.6683, loss: 1.6683 2020-07-01 00:42:15,718 - mmaction - INFO - Epoch [37][100/470] lr: 2.000e-02, eta: 5:16:09, time: 0.619, data_time: 0.002, memory: 8344, top1_acc: 0.5813, top5_acc: 0.7937, loss_cls: 1.8438, loss: 1.8438 2020-07-01 00:42:28,043 - mmaction - INFO - Epoch [37][120/470] lr: 2.000e-02, eta: 5:15:55, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.5766, top5_acc: 0.8031, loss_cls: 1.7408, loss: 1.7408 2020-07-01 00:42:40,375 - mmaction - INFO - Epoch [37][140/470] lr: 2.000e-02, eta: 5:15:42, time: 0.617, data_time: 0.002, memory: 8344, top1_acc: 0.6078, top5_acc: 0.8219, loss_cls: 1.6460, loss: 1.6460 2020-07-01 00:42:52,748 - mmaction - INFO - Epoch [37][160/470] lr: 2.000e-02, eta: 5:15:29, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.6219, top5_acc: 0.8187, loss_cls: 1.6606, loss: 1.6606 2020-07-01 00:43:05,062 - mmaction - INFO - Epoch [37][180/470] lr: 2.000e-02, eta: 5:15:16, time: 0.617, data_time: 0.002, memory: 8344, top1_acc: 0.5781, top5_acc: 0.7969, loss_cls: 1.7678, loss: 1.7678 2020-07-01 00:43:17,372 - mmaction - INFO - Epoch [37][200/470] lr: 2.000e-02, eta: 5:15:03, time: 0.616, data_time: 0.002, memory: 8344, top1_acc: 0.5719, top5_acc: 0.7969, loss_cls: 1.7982, loss: 1.7982 2020-07-01 00:43:29,759 - mmaction - INFO - Epoch [37][220/470] lr: 2.000e-02, eta: 5:14:49, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.6062, top5_acc: 0.8078, loss_cls: 1.7063, loss: 1.7063 2020-07-01 00:43:42,090 - mmaction - INFO - Epoch [37][240/470] lr: 2.000e-02, eta: 5:14:36, time: 0.616, data_time: 0.002, memory: 8344, top1_acc: 0.5938, top5_acc: 0.8281, loss_cls: 1.7112, loss: 1.7112 2020-07-01 00:43:54,381 - mmaction - INFO - Epoch [37][260/470] lr: 2.000e-02, eta: 5:14:23, time: 0.615, data_time: 0.003, memory: 8344, top1_acc: 0.5844, top5_acc: 0.7734, loss_cls: 1.7763, loss: 1.7763 2020-07-01 00:44:06,795 - mmaction - INFO - Epoch [37][280/470] lr: 2.000e-02, eta: 5:14:10, time: 0.620, data_time: 0.002, memory: 8344, top1_acc: 0.5719, top5_acc: 0.8000, loss_cls: 1.8078, loss: 1.8078 2020-07-01 00:44:19,195 - mmaction - INFO - Epoch [37][300/470] lr: 2.000e-02, eta: 5:13:57, time: 0.619, data_time: 0.002, memory: 8344, top1_acc: 0.6156, top5_acc: 0.8094, loss_cls: 1.6399, loss: 1.6399 2020-07-01 00:44:31,592 - mmaction - INFO - Epoch [37][320/470] lr: 2.000e-02, eta: 5:13:44, time: 0.621, data_time: 0.002, memory: 8344, top1_acc: 0.5891, top5_acc: 0.8172, loss_cls: 1.7704, loss: 1.7704 2020-07-01 00:44:43,905 - mmaction - INFO - Epoch [37][340/470] lr: 2.000e-02, eta: 5:13:30, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.5813, top5_acc: 0.7875, loss_cls: 1.8323, loss: 1.8323 2020-07-01 00:44:56,180 - mmaction - INFO - Epoch [37][360/470] lr: 2.000e-02, eta: 5:13:17, time: 0.614, data_time: 0.002, memory: 8344, top1_acc: 0.5969, top5_acc: 0.8156, loss_cls: 1.7038, loss: 1.7038 2020-07-01 00:45:08,732 - mmaction - INFO - Epoch [37][380/470] lr: 2.000e-02, eta: 5:13:04, time: 0.628, data_time: 0.001, memory: 8344, top1_acc: 0.6031, top5_acc: 0.8453, loss_cls: 1.6444, loss: 1.6444 2020-07-01 00:45:21,080 - mmaction - INFO - Epoch [37][400/470] lr: 2.000e-02, eta: 5:12:51, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.5766, top5_acc: 0.7891, loss_cls: 1.8548, loss: 1.8548 2020-07-01 00:45:33,394 - mmaction - INFO - Epoch [37][420/470] lr: 2.000e-02, eta: 5:12:38, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.5859, top5_acc: 0.8141, loss_cls: 1.7811, loss: 1.7811 2020-07-01 00:45:45,822 - mmaction - INFO - Epoch [37][440/470] lr: 2.000e-02, eta: 5:12:25, time: 0.621, data_time: 0.001, memory: 8344, top1_acc: 0.5531, top5_acc: 0.8141, loss_cls: 1.8332, loss: 1.8332 2020-07-01 00:45:58,150 - mmaction - INFO - Epoch [37][460/470] lr: 2.000e-02, eta: 5:12:12, time: 0.617, data_time: 0.002, memory: 8344, top1_acc: 0.5531, top5_acc: 0.7906, loss_cls: 1.8109, loss: 1.8109 2020-07-01 00:46:29,315 - mmaction - INFO - Epoch [38][20/470] lr: 2.000e-02, eta: 5:12:02, time: 1.222, data_time: 0.594, memory: 8344, top1_acc: 0.5781, top5_acc: 0.7875, loss_cls: 1.7746, loss: 1.7746 2020-07-01 00:46:41,614 - mmaction - INFO - Epoch [38][40/470] lr: 2.000e-02, eta: 5:11:49, time: 0.614, data_time: 0.001, memory: 8344, top1_acc: 0.5750, top5_acc: 0.8047, loss_cls: 1.7247, loss: 1.7247 2020-07-01 00:46:53,886 - mmaction - INFO - Epoch [38][60/470] lr: 2.000e-02, eta: 5:11:35, time: 0.613, data_time: 0.001, memory: 8344, top1_acc: 0.5813, top5_acc: 0.8047, loss_cls: 1.7855, loss: 1.7855 2020-07-01 00:47:06,213 - mmaction - INFO - Epoch [38][80/470] lr: 2.000e-02, eta: 5:11:22, time: 0.618, data_time: 0.002, memory: 8344, top1_acc: 0.5969, top5_acc: 0.7953, loss_cls: 1.7750, loss: 1.7750 2020-07-01 00:47:18,639 - mmaction - INFO - Epoch [38][100/470] lr: 2.000e-02, eta: 5:11:09, time: 0.620, data_time: 0.001, memory: 8344, top1_acc: 0.6016, top5_acc: 0.8359, loss_cls: 1.5749, loss: 1.5749 2020-07-01 00:47:30,917 - mmaction - INFO - Epoch [38][120/470] lr: 2.000e-02, eta: 5:10:56, time: 0.614, data_time: 0.002, memory: 8344, top1_acc: 0.5875, top5_acc: 0.7984, loss_cls: 1.8284, loss: 1.8284 2020-07-01 00:47:43,260 - mmaction - INFO - Epoch [38][140/470] lr: 2.000e-02, eta: 5:10:43, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.6156, top5_acc: 0.8297, loss_cls: 1.6541, loss: 1.6541 2020-07-01 00:47:55,577 - mmaction - INFO - Epoch [38][160/470] lr: 2.000e-02, eta: 5:10:30, time: 0.617, data_time: 0.002, memory: 8344, top1_acc: 0.5813, top5_acc: 0.8109, loss_cls: 1.7394, loss: 1.7394 2020-07-01 00:48:07,943 - mmaction - INFO - Epoch [38][180/470] lr: 2.000e-02, eta: 5:10:16, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.6031, top5_acc: 0.8172, loss_cls: 1.6574, loss: 1.6574 2020-07-01 00:48:20,405 - mmaction - INFO - Epoch [38][200/470] lr: 2.000e-02, eta: 5:10:03, time: 0.623, data_time: 0.001, memory: 8344, top1_acc: 0.5938, top5_acc: 0.8016, loss_cls: 1.7271, loss: 1.7271 2020-07-01 00:48:32,685 - mmaction - INFO - Epoch [38][220/470] lr: 2.000e-02, eta: 5:09:50, time: 0.614, data_time: 0.001, memory: 8344, top1_acc: 0.5703, top5_acc: 0.8078, loss_cls: 1.7322, loss: 1.7322 2020-07-01 00:48:45,013 - mmaction - INFO - Epoch [38][240/470] lr: 2.000e-02, eta: 5:09:37, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.5797, top5_acc: 0.7875, loss_cls: 1.8248, loss: 1.8248 2020-07-01 00:48:57,394 - mmaction - INFO - Epoch [38][260/470] lr: 2.000e-02, eta: 5:09:24, time: 0.618, data_time: 0.002, memory: 8344, top1_acc: 0.5906, top5_acc: 0.7859, loss_cls: 1.7565, loss: 1.7565 2020-07-01 00:49:09,751 - mmaction - INFO - Epoch [38][280/470] lr: 2.000e-02, eta: 5:09:11, time: 0.619, data_time: 0.002, memory: 8344, top1_acc: 0.5797, top5_acc: 0.7875, loss_cls: 1.8095, loss: 1.8095 2020-07-01 00:49:22,106 - mmaction - INFO - Epoch [38][300/470] lr: 2.000e-02, eta: 5:08:58, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.5984, top5_acc: 0.8266, loss_cls: 1.6649, loss: 1.6649 2020-07-01 00:49:34,481 - mmaction - INFO - Epoch [38][320/470] lr: 2.000e-02, eta: 5:08:44, time: 0.619, data_time: 0.002, memory: 8344, top1_acc: 0.6109, top5_acc: 0.8234, loss_cls: 1.6041, loss: 1.6041 2020-07-01 00:49:46,780 - mmaction - INFO - Epoch [38][340/470] lr: 2.000e-02, eta: 5:08:31, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.6156, top5_acc: 0.8078, loss_cls: 1.6529, loss: 1.6529 2020-07-01 00:49:59,069 - mmaction - INFO - Epoch [38][360/470] lr: 2.000e-02, eta: 5:08:18, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.5906, top5_acc: 0.8000, loss_cls: 1.7116, loss: 1.7116 2020-07-01 00:50:11,384 - mmaction - INFO - Epoch [38][380/470] lr: 2.000e-02, eta: 5:08:05, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.6109, top5_acc: 0.8187, loss_cls: 1.7317, loss: 1.7317 2020-07-01 00:50:23,671 - mmaction - INFO - Epoch [38][400/470] lr: 2.000e-02, eta: 5:07:52, time: 0.615, data_time: 0.002, memory: 8344, top1_acc: 0.5813, top5_acc: 0.8203, loss_cls: 1.7081, loss: 1.7081 2020-07-01 00:50:36,014 - mmaction - INFO - Epoch [38][420/470] lr: 2.000e-02, eta: 5:07:38, time: 0.618, data_time: 0.002, memory: 8344, top1_acc: 0.5719, top5_acc: 0.7937, loss_cls: 1.7965, loss: 1.7965 2020-07-01 00:50:48,295 - mmaction - INFO - Epoch [38][440/470] lr: 2.000e-02, eta: 5:07:25, time: 0.614, data_time: 0.001, memory: 8344, top1_acc: 0.5734, top5_acc: 0.7875, loss_cls: 1.8024, loss: 1.8024 2020-07-01 00:51:00,677 - mmaction - INFO - Epoch [38][460/470] lr: 2.000e-02, eta: 5:07:12, time: 0.619, data_time: 0.011, memory: 8344, top1_acc: 0.5969, top5_acc: 0.8391, loss_cls: 1.6562, loss: 1.6562 2020-07-01 00:51:34,899 - mmaction - INFO - Epoch [39][20/470] lr: 2.000e-02, eta: 5:07:06, time: 1.358, data_time: 0.733, memory: 8344, top1_acc: 0.5875, top5_acc: 0.7984, loss_cls: 1.7245, loss: 1.7245 2020-07-01 00:51:47,204 - mmaction - INFO - Epoch [39][40/470] lr: 2.000e-02, eta: 5:06:53, time: 0.615, data_time: 0.002, memory: 8344, top1_acc: 0.5891, top5_acc: 0.7969, loss_cls: 1.7353, loss: 1.7353 2020-07-01 00:51:59,489 - mmaction - INFO - Epoch [39][60/470] lr: 2.000e-02, eta: 5:06:40, time: 0.615, data_time: 0.002, memory: 8344, top1_acc: 0.5781, top5_acc: 0.7906, loss_cls: 1.7336, loss: 1.7336 2020-07-01 00:52:11,790 - mmaction - INFO - Epoch [39][80/470] lr: 2.000e-02, eta: 5:06:27, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.6281, top5_acc: 0.8156, loss_cls: 1.6279, loss: 1.6279 2020-07-01 00:52:24,226 - mmaction - INFO - Epoch [39][100/470] lr: 2.000e-02, eta: 5:06:14, time: 0.623, data_time: 0.001, memory: 8344, top1_acc: 0.5766, top5_acc: 0.7969, loss_cls: 1.7888, loss: 1.7888 2020-07-01 00:52:36,524 - mmaction - INFO - Epoch [39][120/470] lr: 2.000e-02, eta: 5:06:01, time: 0.614, data_time: 0.000, memory: 8344, top1_acc: 0.6078, top5_acc: 0.8125, loss_cls: 1.6878, loss: 1.6878 2020-07-01 00:52:48,915 - mmaction - INFO - Epoch [39][140/470] lr: 2.000e-02, eta: 5:05:47, time: 0.621, data_time: 0.002, memory: 8344, top1_acc: 0.5750, top5_acc: 0.8156, loss_cls: 1.6742, loss: 1.6742 2020-07-01 00:53:01,330 - mmaction - INFO - Epoch [39][160/470] lr: 2.000e-02, eta: 5:05:34, time: 0.620, data_time: 0.000, memory: 8344, top1_acc: 0.6188, top5_acc: 0.7891, loss_cls: 1.7105, loss: 1.7105 2020-07-01 00:53:13,659 - mmaction - INFO - Epoch [39][180/470] lr: 2.000e-02, eta: 5:05:21, time: 0.617, data_time: 0.002, memory: 8344, top1_acc: 0.5891, top5_acc: 0.7969, loss_cls: 1.7214, loss: 1.7214 2020-07-01 00:53:25,981 - mmaction - INFO - Epoch [39][200/470] lr: 2.000e-02, eta: 5:05:08, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.5813, top5_acc: 0.8016, loss_cls: 1.7455, loss: 1.7455 2020-07-01 00:53:38,278 - mmaction - INFO - Epoch [39][220/470] lr: 2.000e-02, eta: 5:04:55, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.5906, top5_acc: 0.8234, loss_cls: 1.6012, loss: 1.6012 2020-07-01 00:53:50,647 - mmaction - INFO - Epoch [39][240/470] lr: 2.000e-02, eta: 5:04:42, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.5422, top5_acc: 0.7922, loss_cls: 1.8599, loss: 1.8599 2020-07-01 00:54:02,999 - mmaction - INFO - Epoch [39][260/470] lr: 2.000e-02, eta: 5:04:29, time: 0.619, data_time: 0.002, memory: 8344, top1_acc: 0.5891, top5_acc: 0.8219, loss_cls: 1.7201, loss: 1.7201 2020-07-01 00:54:15,390 - mmaction - INFO - Epoch [39][280/470] lr: 2.000e-02, eta: 5:04:16, time: 0.619, data_time: 0.001, memory: 8344, top1_acc: 0.5813, top5_acc: 0.8047, loss_cls: 1.7014, loss: 1.7014 2020-07-01 00:54:27,613 - mmaction - INFO - Epoch [39][300/470] lr: 2.000e-02, eta: 5:04:02, time: 0.611, data_time: 0.001, memory: 8344, top1_acc: 0.6219, top5_acc: 0.8391, loss_cls: 1.5899, loss: 1.5899 2020-07-01 00:54:39,914 - mmaction - INFO - Epoch [39][320/470] lr: 2.000e-02, eta: 5:03:49, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.5703, top5_acc: 0.7906, loss_cls: 1.8721, loss: 1.8721 2020-07-01 00:54:52,345 - mmaction - INFO - Epoch [39][340/470] lr: 2.000e-02, eta: 5:03:36, time: 0.621, data_time: 0.001, memory: 8344, top1_acc: 0.6109, top5_acc: 0.7984, loss_cls: 1.6548, loss: 1.6548 2020-07-01 00:55:04,726 - mmaction - INFO - Epoch [39][360/470] lr: 2.000e-02, eta: 5:03:23, time: 0.620, data_time: 0.002, memory: 8344, top1_acc: 0.5687, top5_acc: 0.7734, loss_cls: 1.8311, loss: 1.8311 2020-07-01 00:55:17,139 - mmaction - INFO - Epoch [39][380/470] lr: 2.000e-02, eta: 5:03:10, time: 0.620, data_time: 0.001, memory: 8344, top1_acc: 0.5719, top5_acc: 0.8078, loss_cls: 1.7545, loss: 1.7545 2020-07-01 00:55:29,506 - mmaction - INFO - Epoch [39][400/470] lr: 2.000e-02, eta: 5:02:57, time: 0.619, data_time: 0.002, memory: 8344, top1_acc: 0.5922, top5_acc: 0.8094, loss_cls: 1.7244, loss: 1.7244 2020-07-01 00:55:41,903 - mmaction - INFO - Epoch [39][420/470] lr: 2.000e-02, eta: 5:02:44, time: 0.619, data_time: 0.001, memory: 8344, top1_acc: 0.5734, top5_acc: 0.8266, loss_cls: 1.6646, loss: 1.6646 2020-07-01 00:55:54,259 - mmaction - INFO - Epoch [39][440/470] lr: 2.000e-02, eta: 5:02:31, time: 0.619, data_time: 0.001, memory: 8344, top1_acc: 0.5828, top5_acc: 0.8250, loss_cls: 1.6899, loss: 1.6899 2020-07-01 00:56:06,609 - mmaction - INFO - Epoch [39][460/470] lr: 2.000e-02, eta: 5:02:18, time: 0.616, data_time: 0.000, memory: 8344, top1_acc: 0.5875, top5_acc: 0.8047, loss_cls: 1.7136, loss: 1.7136 2020-07-01 00:56:37,180 - mmaction - INFO - Epoch [40][20/470] lr: 2.000e-02, eta: 5:02:06, time: 1.195, data_time: 0.570, memory: 8344, top1_acc: 0.6250, top5_acc: 0.8281, loss_cls: 1.6039, loss: 1.6039 2020-07-01 00:56:49,536 - mmaction - INFO - Epoch [40][40/470] lr: 2.000e-02, eta: 5:01:53, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.6328, top5_acc: 0.8203, loss_cls: 1.5559, loss: 1.5559 2020-07-01 00:57:01,820 - mmaction - INFO - Epoch [40][60/470] lr: 2.000e-02, eta: 5:01:40, time: 0.613, data_time: 0.001, memory: 8344, top1_acc: 0.5672, top5_acc: 0.7969, loss_cls: 1.7814, loss: 1.7814 2020-07-01 00:57:14,185 - mmaction - INFO - Epoch [40][80/470] lr: 2.000e-02, eta: 5:01:27, time: 0.619, data_time: 0.002, memory: 8344, top1_acc: 0.5922, top5_acc: 0.8063, loss_cls: 1.6774, loss: 1.6774 2020-07-01 00:57:26,534 - mmaction - INFO - Epoch [40][100/470] lr: 2.000e-02, eta: 5:01:14, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.6188, top5_acc: 0.7969, loss_cls: 1.7463, loss: 1.7463 2020-07-01 00:57:38,867 - mmaction - INFO - Epoch [40][120/470] lr: 2.000e-02, eta: 5:01:01, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.5922, top5_acc: 0.8125, loss_cls: 1.7044, loss: 1.7044 2020-07-01 00:57:51,198 - mmaction - INFO - Epoch [40][140/470] lr: 2.000e-02, eta: 5:00:47, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.5828, top5_acc: 0.8000, loss_cls: 1.7884, loss: 1.7884 2020-07-01 00:58:03,451 - mmaction - INFO - Epoch [40][160/470] lr: 2.000e-02, eta: 5:00:34, time: 0.612, data_time: 0.001, memory: 8344, top1_acc: 0.5719, top5_acc: 0.7906, loss_cls: 1.8209, loss: 1.8209 2020-07-01 00:58:15,846 - mmaction - INFO - Epoch [40][180/470] lr: 2.000e-02, eta: 5:00:21, time: 0.618, data_time: 0.002, memory: 8344, top1_acc: 0.5938, top5_acc: 0.7937, loss_cls: 1.7976, loss: 1.7976 2020-07-01 00:58:28,143 - mmaction - INFO - Epoch [40][200/470] lr: 2.000e-02, eta: 5:00:08, time: 0.618, data_time: 0.004, memory: 8344, top1_acc: 0.5828, top5_acc: 0.7828, loss_cls: 1.8098, loss: 1.8098 2020-07-01 00:58:40,536 - mmaction - INFO - Epoch [40][220/470] lr: 2.000e-02, eta: 4:59:55, time: 0.619, data_time: 0.001, memory: 8344, top1_acc: 0.5641, top5_acc: 0.8016, loss_cls: 1.8424, loss: 1.8424 2020-07-01 00:58:52,839 - mmaction - INFO - Epoch [40][240/470] lr: 2.000e-02, eta: 4:59:42, time: 0.615, data_time: 0.002, memory: 8344, top1_acc: 0.6094, top5_acc: 0.8203, loss_cls: 1.6437, loss: 1.6437 2020-07-01 00:59:05,202 - mmaction - INFO - Epoch [40][260/470] lr: 2.000e-02, eta: 4:59:29, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.5891, top5_acc: 0.8000, loss_cls: 1.7179, loss: 1.7179 2020-07-01 00:59:17,519 - mmaction - INFO - Epoch [40][280/470] lr: 2.000e-02, eta: 4:59:15, time: 0.615, data_time: 0.002, memory: 8344, top1_acc: 0.5906, top5_acc: 0.7859, loss_cls: 1.8275, loss: 1.8275 2020-07-01 00:59:29,808 - mmaction - INFO - Epoch [40][300/470] lr: 2.000e-02, eta: 4:59:02, time: 0.617, data_time: 0.003, memory: 8344, top1_acc: 0.6156, top5_acc: 0.8078, loss_cls: 1.6499, loss: 1.6499 2020-07-01 00:59:42,052 - mmaction - INFO - Epoch [40][320/470] lr: 2.000e-02, eta: 4:58:49, time: 0.611, data_time: 0.001, memory: 8344, top1_acc: 0.5906, top5_acc: 0.8047, loss_cls: 1.6839, loss: 1.6839 2020-07-01 00:59:54,382 - mmaction - INFO - Epoch [40][340/470] lr: 2.000e-02, eta: 4:58:36, time: 0.618, data_time: 0.002, memory: 8344, top1_acc: 0.5813, top5_acc: 0.8203, loss_cls: 1.6970, loss: 1.6970 2020-07-01 01:00:07,184 - mmaction - INFO - Epoch [40][360/470] lr: 2.000e-02, eta: 4:58:23, time: 0.636, data_time: 0.001, memory: 8344, top1_acc: 0.5844, top5_acc: 0.7891, loss_cls: 1.7616, loss: 1.7616 2020-07-01 01:00:19,610 - mmaction - INFO - Epoch [40][380/470] lr: 2.000e-02, eta: 4:58:10, time: 0.625, data_time: 0.010, memory: 8344, top1_acc: 0.5531, top5_acc: 0.7734, loss_cls: 1.9048, loss: 1.9048 2020-07-01 01:00:31,928 - mmaction - INFO - Epoch [40][400/470] lr: 2.000e-02, eta: 4:57:57, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.6297, top5_acc: 0.8078, loss_cls: 1.6755, loss: 1.6755 2020-07-01 01:00:44,191 - mmaction - INFO - Epoch [40][420/470] lr: 2.000e-02, eta: 4:57:44, time: 0.612, data_time: 0.001, memory: 8344, top1_acc: 0.5766, top5_acc: 0.8125, loss_cls: 1.8003, loss: 1.8003 2020-07-01 01:00:56,470 - mmaction - INFO - Epoch [40][440/470] lr: 2.000e-02, eta: 4:57:31, time: 0.615, data_time: 0.002, memory: 8344, top1_acc: 0.5734, top5_acc: 0.7984, loss_cls: 1.8147, loss: 1.8147 2020-07-01 01:01:08,779 - mmaction - INFO - Epoch [40][460/470] lr: 2.000e-02, eta: 4:57:18, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.5703, top5_acc: 0.7922, loss_cls: 1.7813, loss: 1.7813 2020-07-01 01:01:16,403 - mmaction - INFO - Saving checkpoint at 40 epochs 2020-07-01 01:01:41,296 - mmaction - INFO - Evaluating top_k_accuracy... 2020-07-01 01:01:42,220 - mmaction - INFO - top1_acc 0.6189 top5_acc 0.8382 2020-07-01 01:01:42,220 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-07-01 01:01:42,272 - mmaction - INFO - mean_acc 0.6187 2020-07-01 01:01:42,287 - mmaction - INFO - Epoch [40][470/470] lr: 2.000e-02, top1_acc: 0.6189, top5_acc: 0.8382, mean_class_accuracy: 0.6187 2020-07-01 01:02:04,186 - mmaction - INFO - Epoch [41][20/470] lr: 2.000e-03, eta: 4:57:03, time: 1.091, data_time: 0.462, memory: 8344, top1_acc: 0.6453, top5_acc: 0.8156, loss_cls: 1.5288, loss: 1.5288 2020-07-01 01:02:16,467 - mmaction - INFO - Epoch [41][40/470] lr: 2.000e-03, eta: 4:56:50, time: 0.615, data_time: 0.004, memory: 8344, top1_acc: 0.6344, top5_acc: 0.8266, loss_cls: 1.5799, loss: 1.5799 2020-07-01 01:02:28,626 - mmaction - INFO - Epoch [41][60/470] lr: 2.000e-03, eta: 4:56:36, time: 0.608, data_time: 0.001, memory: 8344, top1_acc: 0.5875, top5_acc: 0.8203, loss_cls: 1.6789, loss: 1.6789 2020-07-01 01:02:40,923 - mmaction - INFO - Epoch [41][80/470] lr: 2.000e-03, eta: 4:56:23, time: 0.615, data_time: 0.002, memory: 8344, top1_acc: 0.6469, top5_acc: 0.8219, loss_cls: 1.5785, loss: 1.5785 2020-07-01 01:02:53,137 - mmaction - INFO - Epoch [41][100/470] lr: 2.000e-03, eta: 4:56:10, time: 0.611, data_time: 0.002, memory: 8344, top1_acc: 0.6203, top5_acc: 0.8266, loss_cls: 1.6362, loss: 1.6362 2020-07-01 01:03:05,439 - mmaction - INFO - Epoch [41][120/470] lr: 2.000e-03, eta: 4:55:57, time: 0.615, data_time: 0.000, memory: 8344, top1_acc: 0.6359, top5_acc: 0.8578, loss_cls: 1.4691, loss: 1.4691 2020-07-01 01:03:17,790 - mmaction - INFO - Epoch [41][140/470] lr: 2.000e-03, eta: 4:55:44, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.6141, top5_acc: 0.8281, loss_cls: 1.5777, loss: 1.5777 2020-07-01 01:03:30,097 - mmaction - INFO - Epoch [41][160/470] lr: 2.000e-03, eta: 4:55:31, time: 0.617, data_time: 0.002, memory: 8344, top1_acc: 0.6250, top5_acc: 0.8266, loss_cls: 1.5916, loss: 1.5916 2020-07-01 01:03:42,443 - mmaction - INFO - Epoch [41][180/470] lr: 2.000e-03, eta: 4:55:17, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.6391, top5_acc: 0.8453, loss_cls: 1.4634, loss: 1.4634 2020-07-01 01:03:54,708 - mmaction - INFO - Epoch [41][200/470] lr: 2.000e-03, eta: 4:55:04, time: 0.613, data_time: 0.001, memory: 8344, top1_acc: 0.6344, top5_acc: 0.8266, loss_cls: 1.5248, loss: 1.5248 2020-07-01 01:04:07,002 - mmaction - INFO - Epoch [41][220/470] lr: 2.000e-03, eta: 4:54:51, time: 0.614, data_time: 0.001, memory: 8344, top1_acc: 0.6047, top5_acc: 0.8250, loss_cls: 1.6132, loss: 1.6132 2020-07-01 01:04:19,310 - mmaction - INFO - Epoch [41][240/470] lr: 2.000e-03, eta: 4:54:38, time: 0.615, data_time: 0.002, memory: 8344, top1_acc: 0.6531, top5_acc: 0.8219, loss_cls: 1.5417, loss: 1.5417 2020-07-01 01:04:31,637 - mmaction - INFO - Epoch [41][260/470] lr: 2.000e-03, eta: 4:54:25, time: 0.616, data_time: 0.002, memory: 8344, top1_acc: 0.5953, top5_acc: 0.8016, loss_cls: 1.7189, loss: 1.7189 2020-07-01 01:04:44,001 - mmaction - INFO - Epoch [41][280/470] lr: 2.000e-03, eta: 4:54:12, time: 0.618, data_time: 0.003, memory: 8344, top1_acc: 0.6312, top5_acc: 0.8266, loss_cls: 1.5922, loss: 1.5922 2020-07-01 01:04:56,322 - mmaction - INFO - Epoch [41][300/470] lr: 2.000e-03, eta: 4:53:59, time: 0.617, data_time: 0.002, memory: 8344, top1_acc: 0.6250, top5_acc: 0.8344, loss_cls: 1.5342, loss: 1.5342 2020-07-01 01:05:08,723 - mmaction - INFO - Epoch [41][320/470] lr: 2.000e-03, eta: 4:53:46, time: 0.620, data_time: 0.002, memory: 8344, top1_acc: 0.6578, top5_acc: 0.8578, loss_cls: 1.4427, loss: 1.4427 2020-07-01 01:05:20,954 - mmaction - INFO - Epoch [41][340/470] lr: 2.000e-03, eta: 4:53:32, time: 0.611, data_time: 0.002, memory: 8344, top1_acc: 0.6219, top5_acc: 0.8313, loss_cls: 1.5457, loss: 1.5457 2020-07-01 01:05:33,273 - mmaction - INFO - Epoch [41][360/470] lr: 2.000e-03, eta: 4:53:19, time: 0.616, data_time: 0.002, memory: 8344, top1_acc: 0.6484, top5_acc: 0.8391, loss_cls: 1.5179, loss: 1.5179 2020-07-01 01:05:45,614 - mmaction - INFO - Epoch [41][380/470] lr: 2.000e-03, eta: 4:53:06, time: 0.617, data_time: 0.002, memory: 8344, top1_acc: 0.6469, top5_acc: 0.8187, loss_cls: 1.5507, loss: 1.5507 2020-07-01 01:05:57,953 - mmaction - INFO - Epoch [41][400/470] lr: 2.000e-03, eta: 4:52:53, time: 0.617, data_time: 0.002, memory: 8344, top1_acc: 0.6188, top5_acc: 0.8250, loss_cls: 1.5575, loss: 1.5575 2020-07-01 01:06:10,223 - mmaction - INFO - Epoch [41][420/470] lr: 2.000e-03, eta: 4:52:40, time: 0.614, data_time: 0.002, memory: 8344, top1_acc: 0.6531, top5_acc: 0.8344, loss_cls: 1.4614, loss: 1.4614 2020-07-01 01:06:22,538 - mmaction - INFO - Epoch [41][440/470] lr: 2.000e-03, eta: 4:52:27, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.6422, top5_acc: 0.8313, loss_cls: 1.5055, loss: 1.5055 2020-07-01 01:06:34,898 - mmaction - INFO - Epoch [41][460/470] lr: 2.000e-03, eta: 4:52:14, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.6391, top5_acc: 0.8484, loss_cls: 1.5469, loss: 1.5469 2020-07-01 01:07:05,871 - mmaction - INFO - Epoch [42][20/470] lr: 2.000e-03, eta: 4:52:02, time: 1.213, data_time: 0.557, memory: 8344, top1_acc: 0.6266, top5_acc: 0.8328, loss_cls: 1.5550, loss: 1.5550 2020-07-01 01:07:18,188 - mmaction - INFO - Epoch [42][40/470] lr: 2.000e-03, eta: 4:51:49, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.6203, top5_acc: 0.8234, loss_cls: 1.6064, loss: 1.6064 2020-07-01 01:07:30,460 - mmaction - INFO - Epoch [42][60/470] lr: 2.000e-03, eta: 4:51:36, time: 0.614, data_time: 0.001, memory: 8344, top1_acc: 0.6484, top5_acc: 0.8453, loss_cls: 1.4550, loss: 1.4550 2020-07-01 01:07:42,824 - mmaction - INFO - Epoch [42][80/470] lr: 2.000e-03, eta: 4:51:23, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.6625, top5_acc: 0.8391, loss_cls: 1.5423, loss: 1.5423 2020-07-01 01:07:55,206 - mmaction - INFO - Epoch [42][100/470] lr: 2.000e-03, eta: 4:51:10, time: 0.620, data_time: 0.001, memory: 8344, top1_acc: 0.6344, top5_acc: 0.8547, loss_cls: 1.5202, loss: 1.5202 2020-07-01 01:08:07,571 - mmaction - INFO - Epoch [42][120/470] lr: 2.000e-03, eta: 4:50:57, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.6578, top5_acc: 0.8359, loss_cls: 1.4807, loss: 1.4807 2020-07-01 01:08:19,889 - mmaction - INFO - Epoch [42][140/470] lr: 2.000e-03, eta: 4:50:44, time: 0.616, data_time: 0.002, memory: 8344, top1_acc: 0.6125, top5_acc: 0.8297, loss_cls: 1.5836, loss: 1.5836 2020-07-01 01:08:32,258 - mmaction - INFO - Epoch [42][160/470] lr: 2.000e-03, eta: 4:50:31, time: 0.618, data_time: 0.002, memory: 8344, top1_acc: 0.6562, top5_acc: 0.8438, loss_cls: 1.4836, loss: 1.4836 2020-07-01 01:08:44,592 - mmaction - INFO - Epoch [42][180/470] lr: 2.000e-03, eta: 4:50:18, time: 0.618, data_time: 0.002, memory: 8344, top1_acc: 0.6719, top5_acc: 0.8359, loss_cls: 1.4234, loss: 1.4234 2020-07-01 01:08:56,900 - mmaction - INFO - Epoch [42][200/470] lr: 2.000e-03, eta: 4:50:05, time: 0.614, data_time: 0.001, memory: 8344, top1_acc: 0.6875, top5_acc: 0.8766, loss_cls: 1.2945, loss: 1.2945 2020-07-01 01:09:09,193 - mmaction - INFO - Epoch [42][220/470] lr: 2.000e-03, eta: 4:49:51, time: 0.615, data_time: 0.002, memory: 8344, top1_acc: 0.6359, top5_acc: 0.8609, loss_cls: 1.4186, loss: 1.4186 2020-07-01 01:09:21,515 - mmaction - INFO - Epoch [42][240/470] lr: 2.000e-03, eta: 4:49:38, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.6234, top5_acc: 0.8219, loss_cls: 1.6156, loss: 1.6156 2020-07-01 01:09:33,876 - mmaction - INFO - Epoch [42][260/470] lr: 2.000e-03, eta: 4:49:25, time: 0.619, data_time: 0.003, memory: 8344, top1_acc: 0.5969, top5_acc: 0.8234, loss_cls: 1.6098, loss: 1.6098 2020-07-01 01:09:46,183 - mmaction - INFO - Epoch [42][280/470] lr: 2.000e-03, eta: 4:49:12, time: 0.614, data_time: 0.001, memory: 8344, top1_acc: 0.6484, top5_acc: 0.8453, loss_cls: 1.4597, loss: 1.4597 2020-07-01 01:09:58,476 - mmaction - INFO - Epoch [42][300/470] lr: 2.000e-03, eta: 4:48:59, time: 0.615, data_time: 0.002, memory: 8344, top1_acc: 0.6547, top5_acc: 0.8500, loss_cls: 1.4389, loss: 1.4389 2020-07-01 01:10:10,851 - mmaction - INFO - Epoch [42][320/470] lr: 2.000e-03, eta: 4:48:46, time: 0.619, data_time: 0.002, memory: 8344, top1_acc: 0.6359, top5_acc: 0.8375, loss_cls: 1.4795, loss: 1.4795 2020-07-01 01:10:23,233 - mmaction - INFO - Epoch [42][340/470] lr: 2.000e-03, eta: 4:48:33, time: 0.620, data_time: 0.002, memory: 8344, top1_acc: 0.6625, top5_acc: 0.8609, loss_cls: 1.3863, loss: 1.3863 2020-07-01 01:10:35,540 - mmaction - INFO - Epoch [42][360/470] lr: 2.000e-03, eta: 4:48:20, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.6484, top5_acc: 0.8469, loss_cls: 1.5499, loss: 1.5499 2020-07-01 01:10:47,923 - mmaction - INFO - Epoch [42][380/470] lr: 2.000e-03, eta: 4:48:07, time: 0.620, data_time: 0.002, memory: 8344, top1_acc: 0.6250, top5_acc: 0.8156, loss_cls: 1.6594, loss: 1.6594 2020-07-01 01:11:00,203 - mmaction - INFO - Epoch [42][400/470] lr: 2.000e-03, eta: 4:47:54, time: 0.614, data_time: 0.001, memory: 8344, top1_acc: 0.6281, top5_acc: 0.8063, loss_cls: 1.5986, loss: 1.5986 2020-07-01 01:11:12,538 - mmaction - INFO - Epoch [42][420/470] lr: 2.000e-03, eta: 4:47:41, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.6578, top5_acc: 0.8344, loss_cls: 1.4750, loss: 1.4750 2020-07-01 01:11:24,973 - mmaction - INFO - Epoch [42][440/470] lr: 2.000e-03, eta: 4:47:28, time: 0.622, data_time: 0.001, memory: 8344, top1_acc: 0.6625, top5_acc: 0.8359, loss_cls: 1.4779, loss: 1.4779 2020-07-01 01:11:37,305 - mmaction - INFO - Epoch [42][460/470] lr: 2.000e-03, eta: 4:47:15, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.6641, top5_acc: 0.8406, loss_cls: 1.4723, loss: 1.4723 2020-07-01 01:12:09,603 - mmaction - INFO - Epoch [43][20/470] lr: 2.000e-03, eta: 4:47:05, time: 1.279, data_time: 0.660, memory: 8344, top1_acc: 0.6609, top5_acc: 0.8453, loss_cls: 1.4673, loss: 1.4673 2020-07-01 01:12:21,914 - mmaction - INFO - Epoch [43][40/470] lr: 2.000e-03, eta: 4:46:52, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.6391, top5_acc: 0.8297, loss_cls: 1.5094, loss: 1.5094 2020-07-01 01:12:34,215 - mmaction - INFO - Epoch [43][60/470] lr: 2.000e-03, eta: 4:46:39, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.6828, top5_acc: 0.8719, loss_cls: 1.3298, loss: 1.3298 2020-07-01 01:12:46,500 - mmaction - INFO - Epoch [43][80/470] lr: 2.000e-03, eta: 4:46:25, time: 0.615, data_time: 0.002, memory: 8344, top1_acc: 0.6609, top5_acc: 0.8516, loss_cls: 1.3774, loss: 1.3774 2020-07-01 01:12:58,890 - mmaction - INFO - Epoch [43][100/470] lr: 2.000e-03, eta: 4:46:13, time: 0.620, data_time: 0.001, memory: 8344, top1_acc: 0.6391, top5_acc: 0.8531, loss_cls: 1.4369, loss: 1.4369 2020-07-01 01:13:11,264 - mmaction - INFO - Epoch [43][120/470] lr: 2.000e-03, eta: 4:45:59, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.6547, top5_acc: 0.8547, loss_cls: 1.4316, loss: 1.4316 2020-07-01 01:13:23,584 - mmaction - INFO - Epoch [43][140/470] lr: 2.000e-03, eta: 4:45:46, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.6703, top5_acc: 0.8547, loss_cls: 1.3770, loss: 1.3770 2020-07-01 01:13:35,957 - mmaction - INFO - Epoch [43][160/470] lr: 2.000e-03, eta: 4:45:33, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.6312, top5_acc: 0.8063, loss_cls: 1.6033, loss: 1.6033 2020-07-01 01:13:48,342 - mmaction - INFO - Epoch [43][180/470] lr: 2.000e-03, eta: 4:45:20, time: 0.619, data_time: 0.002, memory: 8344, top1_acc: 0.6578, top5_acc: 0.8422, loss_cls: 1.4592, loss: 1.4592 2020-07-01 01:14:00,752 - mmaction - INFO - Epoch [43][200/470] lr: 2.000e-03, eta: 4:45:07, time: 0.621, data_time: 0.002, memory: 8344, top1_acc: 0.6531, top5_acc: 0.8328, loss_cls: 1.4780, loss: 1.4780 2020-07-01 01:14:13,069 - mmaction - INFO - Epoch [43][220/470] lr: 2.000e-03, eta: 4:44:54, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.6266, top5_acc: 0.8141, loss_cls: 1.6155, loss: 1.6155 2020-07-01 01:14:25,393 - mmaction - INFO - Epoch [43][240/470] lr: 2.000e-03, eta: 4:44:41, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.6687, top5_acc: 0.8828, loss_cls: 1.3093, loss: 1.3093 2020-07-01 01:14:37,780 - mmaction - INFO - Epoch [43][260/470] lr: 2.000e-03, eta: 4:44:28, time: 0.620, data_time: 0.002, memory: 8344, top1_acc: 0.6562, top5_acc: 0.8359, loss_cls: 1.5419, loss: 1.5419 2020-07-01 01:14:50,123 - mmaction - INFO - Epoch [43][280/470] lr: 2.000e-03, eta: 4:44:15, time: 0.617, data_time: 0.002, memory: 8344, top1_acc: 0.6281, top5_acc: 0.8219, loss_cls: 1.5311, loss: 1.5311 2020-07-01 01:15:02,412 - mmaction - INFO - Epoch [43][300/470] lr: 2.000e-03, eta: 4:44:02, time: 0.614, data_time: 0.003, memory: 8344, top1_acc: 0.6422, top5_acc: 0.8406, loss_cls: 1.4620, loss: 1.4620 2020-07-01 01:15:14,843 - mmaction - INFO - Epoch [43][320/470] lr: 2.000e-03, eta: 4:43:49, time: 0.621, data_time: 0.002, memory: 8344, top1_acc: 0.6750, top5_acc: 0.8641, loss_cls: 1.2888, loss: 1.2888 2020-07-01 01:15:27,102 - mmaction - INFO - Epoch [43][340/470] lr: 2.000e-03, eta: 4:43:36, time: 0.613, data_time: 0.002, memory: 8344, top1_acc: 0.6500, top5_acc: 0.8406, loss_cls: 1.4281, loss: 1.4281 2020-07-01 01:15:39,561 - mmaction - INFO - Epoch [43][360/470] lr: 2.000e-03, eta: 4:43:23, time: 0.623, data_time: 0.001, memory: 8344, top1_acc: 0.6266, top5_acc: 0.8313, loss_cls: 1.5234, loss: 1.5234 2020-07-01 01:15:51,944 - mmaction - INFO - Epoch [43][380/470] lr: 2.000e-03, eta: 4:43:10, time: 0.620, data_time: 0.002, memory: 8344, top1_acc: 0.6516, top5_acc: 0.8438, loss_cls: 1.4221, loss: 1.4221 2020-07-01 01:16:04,357 - mmaction - INFO - Epoch [43][400/470] lr: 2.000e-03, eta: 4:42:57, time: 0.621, data_time: 0.001, memory: 8344, top1_acc: 0.6453, top5_acc: 0.8234, loss_cls: 1.5155, loss: 1.5155 2020-07-01 01:16:16,729 - mmaction - INFO - Epoch [43][420/470] lr: 2.000e-03, eta: 4:42:44, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.6625, top5_acc: 0.8609, loss_cls: 1.4466, loss: 1.4466 2020-07-01 01:16:29,073 - mmaction - INFO - Epoch [43][440/470] lr: 2.000e-03, eta: 4:42:31, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.6484, top5_acc: 0.8406, loss_cls: 1.4985, loss: 1.4985 2020-07-01 01:16:41,377 - mmaction - INFO - Epoch [43][460/470] lr: 2.000e-03, eta: 4:42:18, time: 0.615, data_time: 0.000, memory: 8344, top1_acc: 0.6297, top5_acc: 0.8531, loss_cls: 1.4856, loss: 1.4856 2020-07-01 01:17:12,389 - mmaction - INFO - Epoch [44][20/470] lr: 2.000e-03, eta: 4:42:06, time: 1.213, data_time: 0.587, memory: 8344, top1_acc: 0.6484, top5_acc: 0.8469, loss_cls: 1.5057, loss: 1.5057 2020-07-01 01:17:24,760 - mmaction - INFO - Epoch [44][40/470] lr: 2.000e-03, eta: 4:41:53, time: 0.619, data_time: 0.001, memory: 8344, top1_acc: 0.6297, top5_acc: 0.8328, loss_cls: 1.4888, loss: 1.4888 2020-07-01 01:17:37,058 - mmaction - INFO - Epoch [44][60/470] lr: 2.000e-03, eta: 4:41:40, time: 0.614, data_time: 0.001, memory: 8344, top1_acc: 0.6453, top5_acc: 0.8453, loss_cls: 1.4246, loss: 1.4246 2020-07-01 01:17:49,441 - mmaction - INFO - Epoch [44][80/470] lr: 2.000e-03, eta: 4:41:27, time: 0.620, data_time: 0.002, memory: 8344, top1_acc: 0.6672, top5_acc: 0.8406, loss_cls: 1.4116, loss: 1.4116 2020-07-01 01:18:01,839 - mmaction - INFO - Epoch [44][100/470] lr: 2.000e-03, eta: 4:41:14, time: 0.620, data_time: 0.001, memory: 8344, top1_acc: 0.6656, top5_acc: 0.8328, loss_cls: 1.4716, loss: 1.4716 2020-07-01 01:18:14,179 - mmaction - INFO - Epoch [44][120/470] lr: 2.000e-03, eta: 4:41:01, time: 0.616, data_time: 0.000, memory: 8344, top1_acc: 0.6391, top5_acc: 0.8359, loss_cls: 1.4942, loss: 1.4942 2020-07-01 01:18:26,559 - mmaction - INFO - Epoch [44][140/470] lr: 2.000e-03, eta: 4:40:48, time: 0.619, data_time: 0.002, memory: 8344, top1_acc: 0.6594, top5_acc: 0.8562, loss_cls: 1.4247, loss: 1.4247 2020-07-01 01:18:38,860 - mmaction - INFO - Epoch [44][160/470] lr: 2.000e-03, eta: 4:40:35, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.6766, top5_acc: 0.8641, loss_cls: 1.3499, loss: 1.3499 2020-07-01 01:18:51,201 - mmaction - INFO - Epoch [44][180/470] lr: 2.000e-03, eta: 4:40:22, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.6594, top5_acc: 0.8516, loss_cls: 1.4345, loss: 1.4345 2020-07-01 01:19:03,562 - mmaction - INFO - Epoch [44][200/470] lr: 2.000e-03, eta: 4:40:09, time: 0.618, data_time: 0.002, memory: 8344, top1_acc: 0.6453, top5_acc: 0.8422, loss_cls: 1.4902, loss: 1.4902 2020-07-01 01:19:15,920 - mmaction - INFO - Epoch [44][220/470] lr: 2.000e-03, eta: 4:39:56, time: 0.618, data_time: 0.002, memory: 8344, top1_acc: 0.6250, top5_acc: 0.8391, loss_cls: 1.5205, loss: 1.5205 2020-07-01 01:19:28,217 - mmaction - INFO - Epoch [44][240/470] lr: 2.000e-03, eta: 4:39:43, time: 0.614, data_time: 0.001, memory: 8344, top1_acc: 0.6625, top5_acc: 0.8281, loss_cls: 1.5302, loss: 1.5302 2020-07-01 01:19:40,631 - mmaction - INFO - Epoch [44][260/470] lr: 2.000e-03, eta: 4:39:30, time: 0.622, data_time: 0.002, memory: 8344, top1_acc: 0.6719, top5_acc: 0.8578, loss_cls: 1.3868, loss: 1.3868 2020-07-01 01:19:53,039 - mmaction - INFO - Epoch [44][280/470] lr: 2.000e-03, eta: 4:39:17, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.6422, top5_acc: 0.8344, loss_cls: 1.5174, loss: 1.5174 2020-07-01 01:20:05,385 - mmaction - INFO - Epoch [44][300/470] lr: 2.000e-03, eta: 4:39:04, time: 0.619, data_time: 0.003, memory: 8344, top1_acc: 0.6016, top5_acc: 0.8156, loss_cls: 1.5903, loss: 1.5903 2020-07-01 01:20:17,686 - mmaction - INFO - Epoch [44][320/470] lr: 2.000e-03, eta: 4:38:51, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.6453, top5_acc: 0.8406, loss_cls: 1.4346, loss: 1.4346 2020-07-01 01:20:30,018 - mmaction - INFO - Epoch [44][340/470] lr: 2.000e-03, eta: 4:38:38, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.6188, top5_acc: 0.8203, loss_cls: 1.5845, loss: 1.5845 2020-07-01 01:20:42,363 - mmaction - INFO - Epoch [44][360/470] lr: 2.000e-03, eta: 4:38:25, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.6375, top5_acc: 0.8562, loss_cls: 1.5089, loss: 1.5089 2020-07-01 01:20:54,685 - mmaction - INFO - Epoch [44][380/470] lr: 2.000e-03, eta: 4:38:12, time: 0.616, data_time: 0.002, memory: 8344, top1_acc: 0.6797, top5_acc: 0.8328, loss_cls: 1.4674, loss: 1.4674 2020-07-01 01:21:06,934 - mmaction - INFO - Epoch [44][400/470] lr: 2.000e-03, eta: 4:37:58, time: 0.611, data_time: 0.001, memory: 8344, top1_acc: 0.6562, top5_acc: 0.8406, loss_cls: 1.3701, loss: 1.3701 2020-07-01 01:21:19,245 - mmaction - INFO - Epoch [44][420/470] lr: 2.000e-03, eta: 4:37:45, time: 0.617, data_time: 0.002, memory: 8344, top1_acc: 0.6172, top5_acc: 0.8250, loss_cls: 1.5425, loss: 1.5425 2020-07-01 01:21:31,530 - mmaction - INFO - Epoch [44][440/470] lr: 2.000e-03, eta: 4:37:32, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.6234, top5_acc: 0.8156, loss_cls: 1.5790, loss: 1.5790 2020-07-01 01:21:43,824 - mmaction - INFO - Epoch [44][460/470] lr: 2.000e-03, eta: 4:37:19, time: 0.613, data_time: 0.001, memory: 8344, top1_acc: 0.6188, top5_acc: 0.8344, loss_cls: 1.5469, loss: 1.5469 2020-07-01 01:22:14,682 - mmaction - INFO - Epoch [45][20/470] lr: 2.000e-03, eta: 4:37:07, time: 1.211, data_time: 0.559, memory: 8344, top1_acc: 0.6594, top5_acc: 0.8484, loss_cls: 1.4122, loss: 1.4122 2020-07-01 01:22:26,986 - mmaction - INFO - Epoch [45][40/470] lr: 2.000e-03, eta: 4:36:54, time: 0.614, data_time: 0.001, memory: 8344, top1_acc: 0.6391, top5_acc: 0.8313, loss_cls: 1.5081, loss: 1.5081 2020-07-01 01:22:39,285 - mmaction - INFO - Epoch [45][60/470] lr: 2.000e-03, eta: 4:36:41, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.6703, top5_acc: 0.8594, loss_cls: 1.4153, loss: 1.4153 2020-07-01 01:22:51,684 - mmaction - INFO - Epoch [45][80/470] lr: 2.000e-03, eta: 4:36:28, time: 0.621, data_time: 0.002, memory: 8344, top1_acc: 0.6562, top5_acc: 0.8484, loss_cls: 1.3732, loss: 1.3732 2020-07-01 01:23:04,071 - mmaction - INFO - Epoch [45][100/470] lr: 2.000e-03, eta: 4:36:15, time: 0.620, data_time: 0.001, memory: 8344, top1_acc: 0.6625, top5_acc: 0.8453, loss_cls: 1.4015, loss: 1.4015 2020-07-01 01:23:16,384 - mmaction - INFO - Epoch [45][120/470] lr: 2.000e-03, eta: 4:36:02, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.6422, top5_acc: 0.8422, loss_cls: 1.4328, loss: 1.4328 2020-07-01 01:23:28,686 - mmaction - INFO - Epoch [45][140/470] lr: 2.000e-03, eta: 4:35:49, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.7016, top5_acc: 0.8656, loss_cls: 1.2878, loss: 1.2878 2020-07-01 01:23:41,026 - mmaction - INFO - Epoch [45][160/470] lr: 2.000e-03, eta: 4:35:36, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.6266, top5_acc: 0.8266, loss_cls: 1.5497, loss: 1.5497 2020-07-01 01:23:53,304 - mmaction - INFO - Epoch [45][180/470] lr: 2.000e-03, eta: 4:35:23, time: 0.613, data_time: 0.001, memory: 8344, top1_acc: 0.6359, top5_acc: 0.8281, loss_cls: 1.5446, loss: 1.5446 2020-07-01 01:24:05,696 - mmaction - INFO - Epoch [45][200/470] lr: 2.000e-03, eta: 4:35:10, time: 0.620, data_time: 0.001, memory: 8344, top1_acc: 0.6594, top5_acc: 0.8250, loss_cls: 1.5031, loss: 1.5031 2020-07-01 01:24:18,010 - mmaction - INFO - Epoch [45][220/470] lr: 2.000e-03, eta: 4:34:57, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.6641, top5_acc: 0.8500, loss_cls: 1.3985, loss: 1.3985 2020-07-01 01:24:30,356 - mmaction - INFO - Epoch [45][240/470] lr: 2.000e-03, eta: 4:34:44, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.6297, top5_acc: 0.8438, loss_cls: 1.4835, loss: 1.4835 2020-07-01 01:24:42,702 - mmaction - INFO - Epoch [45][260/470] lr: 2.000e-03, eta: 4:34:31, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.6703, top5_acc: 0.8500, loss_cls: 1.3873, loss: 1.3873 2020-07-01 01:24:55,067 - mmaction - INFO - Epoch [45][280/470] lr: 2.000e-03, eta: 4:34:18, time: 0.619, data_time: 0.002, memory: 8344, top1_acc: 0.6719, top5_acc: 0.8469, loss_cls: 1.3921, loss: 1.3921 2020-07-01 01:25:07,426 - mmaction - INFO - Epoch [45][300/470] lr: 2.000e-03, eta: 4:34:05, time: 0.617, data_time: 0.003, memory: 8344, top1_acc: 0.6328, top5_acc: 0.8375, loss_cls: 1.5289, loss: 1.5289 2020-07-01 01:25:19,708 - mmaction - INFO - Epoch [45][320/470] lr: 2.000e-03, eta: 4:33:51, time: 0.614, data_time: 0.002, memory: 8344, top1_acc: 0.6453, top5_acc: 0.8281, loss_cls: 1.4962, loss: 1.4962 2020-07-01 01:25:31,970 - mmaction - INFO - Epoch [45][340/470] lr: 2.000e-03, eta: 4:33:38, time: 0.613, data_time: 0.002, memory: 8344, top1_acc: 0.6375, top5_acc: 0.8344, loss_cls: 1.4766, loss: 1.4766 2020-07-01 01:25:44,345 - mmaction - INFO - Epoch [45][360/470] lr: 2.000e-03, eta: 4:33:25, time: 0.619, data_time: 0.002, memory: 8344, top1_acc: 0.6750, top5_acc: 0.8562, loss_cls: 1.3602, loss: 1.3602 2020-07-01 01:25:56,697 - mmaction - INFO - Epoch [45][380/470] lr: 2.000e-03, eta: 4:33:12, time: 0.618, data_time: 0.002, memory: 8344, top1_acc: 0.6687, top5_acc: 0.8438, loss_cls: 1.3865, loss: 1.3865 2020-07-01 01:26:08,953 - mmaction - INFO - Epoch [45][400/470] lr: 2.000e-03, eta: 4:32:59, time: 0.612, data_time: 0.001, memory: 8344, top1_acc: 0.6672, top5_acc: 0.8500, loss_cls: 1.3729, loss: 1.3729 2020-07-01 01:26:21,386 - mmaction - INFO - Epoch [45][420/470] lr: 2.000e-03, eta: 4:32:46, time: 0.622, data_time: 0.002, memory: 8344, top1_acc: 0.6547, top5_acc: 0.8578, loss_cls: 1.3965, loss: 1.3965 2020-07-01 01:26:33,649 - mmaction - INFO - Epoch [45][440/470] lr: 2.000e-03, eta: 4:32:33, time: 0.613, data_time: 0.001, memory: 8344, top1_acc: 0.6484, top5_acc: 0.8422, loss_cls: 1.4813, loss: 1.4813 2020-07-01 01:26:45,999 - mmaction - INFO - Epoch [45][460/470] lr: 2.000e-03, eta: 4:32:20, time: 0.618, data_time: 0.002, memory: 8344, top1_acc: 0.6750, top5_acc: 0.8562, loss_cls: 1.4043, loss: 1.4043 2020-07-01 01:26:52,691 - mmaction - INFO - Saving checkpoint at 45 epochs 2020-07-01 01:27:15,445 - mmaction - INFO - Evaluating top_k_accuracy... 2020-07-01 01:27:16,375 - mmaction - INFO - top1_acc 0.6725 top5_acc 0.8702 2020-07-01 01:27:16,375 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-07-01 01:27:16,425 - mmaction - INFO - mean_acc 0.6724 2020-07-01 01:27:16,433 - mmaction - INFO - Epoch [45][470/470] lr: 2.000e-03, top1_acc: 0.6725, top5_acc: 0.8702, mean_class_accuracy: 0.6724 2020-07-01 01:27:37,836 - mmaction - INFO - Epoch [46][20/470] lr: 2.000e-03, eta: 4:32:04, time: 1.069, data_time: 0.429, memory: 8344, top1_acc: 0.6750, top5_acc: 0.8516, loss_cls: 1.3799, loss: 1.3799 2020-07-01 01:27:50,171 - mmaction - INFO - Epoch [46][40/470] lr: 2.000e-03, eta: 4:31:51, time: 0.616, data_time: 0.003, memory: 8344, top1_acc: 0.6438, top5_acc: 0.8422, loss_cls: 1.4794, loss: 1.4794 2020-07-01 01:28:02,480 - mmaction - INFO - Epoch [46][60/470] lr: 2.000e-03, eta: 4:31:38, time: 0.617, data_time: 0.002, memory: 8344, top1_acc: 0.6453, top5_acc: 0.8578, loss_cls: 1.4050, loss: 1.4050 2020-07-01 01:28:14,797 - mmaction - INFO - Epoch [46][80/470] lr: 2.000e-03, eta: 4:31:25, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.6672, top5_acc: 0.8234, loss_cls: 1.4464, loss: 1.4464 2020-07-01 01:28:27,124 - mmaction - INFO - Epoch [46][100/470] lr: 2.000e-03, eta: 4:31:12, time: 0.616, data_time: 0.002, memory: 8344, top1_acc: 0.6750, top5_acc: 0.8469, loss_cls: 1.4319, loss: 1.4319 2020-07-01 01:28:39,498 - mmaction - INFO - Epoch [46][120/470] lr: 2.000e-03, eta: 4:30:59, time: 0.619, data_time: 0.002, memory: 8344, top1_acc: 0.6641, top5_acc: 0.8406, loss_cls: 1.4161, loss: 1.4161 2020-07-01 01:28:51,821 - mmaction - INFO - Epoch [46][140/470] lr: 2.000e-03, eta: 4:30:46, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.6359, top5_acc: 0.8406, loss_cls: 1.5093, loss: 1.5093 2020-07-01 01:29:04,214 - mmaction - INFO - Epoch [46][160/470] lr: 2.000e-03, eta: 4:30:33, time: 0.620, data_time: 0.001, memory: 8344, top1_acc: 0.6438, top5_acc: 0.8547, loss_cls: 1.4084, loss: 1.4084 2020-07-01 01:29:16,565 - mmaction - INFO - Epoch [46][180/470] lr: 2.000e-03, eta: 4:30:20, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.6500, top5_acc: 0.8422, loss_cls: 1.4337, loss: 1.4337 2020-07-01 01:29:28,889 - mmaction - INFO - Epoch [46][200/470] lr: 2.000e-03, eta: 4:30:07, time: 0.617, data_time: 0.002, memory: 8344, top1_acc: 0.6641, top5_acc: 0.8375, loss_cls: 1.4517, loss: 1.4517 2020-07-01 01:29:41,176 - mmaction - INFO - Epoch [46][220/470] lr: 2.000e-03, eta: 4:29:54, time: 0.614, data_time: 0.001, memory: 8344, top1_acc: 0.6531, top5_acc: 0.8453, loss_cls: 1.3968, loss: 1.3968 2020-07-01 01:29:53,574 - mmaction - INFO - Epoch [46][240/470] lr: 2.000e-03, eta: 4:29:41, time: 0.619, data_time: 0.001, memory: 8344, top1_acc: 0.6594, top5_acc: 0.8453, loss_cls: 1.3940, loss: 1.3940 2020-07-01 01:30:05,912 - mmaction - INFO - Epoch [46][260/470] lr: 2.000e-03, eta: 4:29:28, time: 0.618, data_time: 0.002, memory: 8344, top1_acc: 0.6594, top5_acc: 0.8375, loss_cls: 1.4724, loss: 1.4724 2020-07-01 01:30:18,374 - mmaction - INFO - Epoch [46][280/470] lr: 2.000e-03, eta: 4:29:15, time: 0.619, data_time: 0.001, memory: 8344, top1_acc: 0.6297, top5_acc: 0.8391, loss_cls: 1.5717, loss: 1.5717 2020-07-01 01:30:30,700 - mmaction - INFO - Epoch [46][300/470] lr: 2.000e-03, eta: 4:29:02, time: 0.618, data_time: 0.005, memory: 8344, top1_acc: 0.6875, top5_acc: 0.8578, loss_cls: 1.2875, loss: 1.2875 2020-07-01 01:30:43,046 - mmaction - INFO - Epoch [46][320/470] lr: 2.000e-03, eta: 4:28:50, time: 0.618, data_time: 0.002, memory: 8344, top1_acc: 0.6328, top5_acc: 0.8328, loss_cls: 1.5558, loss: 1.5558 2020-07-01 01:30:55,426 - mmaction - INFO - Epoch [46][340/470] lr: 2.000e-03, eta: 4:28:37, time: 0.620, data_time: 0.001, memory: 8344, top1_acc: 0.6578, top5_acc: 0.8547, loss_cls: 1.4468, loss: 1.4468 2020-07-01 01:31:07,723 - mmaction - INFO - Epoch [46][360/470] lr: 2.000e-03, eta: 4:28:24, time: 0.614, data_time: 0.001, memory: 8344, top1_acc: 0.6453, top5_acc: 0.8234, loss_cls: 1.5597, loss: 1.5597 2020-07-01 01:31:20,019 - mmaction - INFO - Epoch [46][380/470] lr: 2.000e-03, eta: 4:28:10, time: 0.614, data_time: 0.001, memory: 8344, top1_acc: 0.6312, top5_acc: 0.8281, loss_cls: 1.5303, loss: 1.5303 2020-07-01 01:31:32,373 - mmaction - INFO - Epoch [46][400/470] lr: 2.000e-03, eta: 4:27:58, time: 0.618, data_time: 0.002, memory: 8344, top1_acc: 0.6234, top5_acc: 0.8531, loss_cls: 1.4855, loss: 1.4855 2020-07-01 01:31:44,690 - mmaction - INFO - Epoch [46][420/470] lr: 2.000e-03, eta: 4:27:45, time: 0.616, data_time: 0.002, memory: 8344, top1_acc: 0.6703, top5_acc: 0.8344, loss_cls: 1.4039, loss: 1.4039 2020-07-01 01:31:57,070 - mmaction - INFO - Epoch [46][440/470] lr: 2.000e-03, eta: 4:27:32, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.6438, top5_acc: 0.8203, loss_cls: 1.5626, loss: 1.5626 2020-07-01 01:32:09,388 - mmaction - INFO - Epoch [46][460/470] lr: 2.000e-03, eta: 4:27:19, time: 0.616, data_time: 0.002, memory: 8344, top1_acc: 0.6703, top5_acc: 0.8594, loss_cls: 1.4073, loss: 1.4073 2020-07-01 01:32:42,959 - mmaction - INFO - Epoch [47][20/470] lr: 2.000e-03, eta: 4:27:08, time: 1.291, data_time: 0.661, memory: 8344, top1_acc: 0.6453, top5_acc: 0.8359, loss_cls: 1.5390, loss: 1.5390 2020-07-01 01:32:55,295 - mmaction - INFO - Epoch [47][40/470] lr: 2.000e-03, eta: 4:26:55, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.6438, top5_acc: 0.8422, loss_cls: 1.4426, loss: 1.4426 2020-07-01 01:33:07,598 - mmaction - INFO - Epoch [47][60/470] lr: 2.000e-03, eta: 4:26:42, time: 0.615, data_time: 0.002, memory: 8344, top1_acc: 0.6750, top5_acc: 0.8531, loss_cls: 1.3400, loss: 1.3400 2020-07-01 01:33:19,874 - mmaction - INFO - Epoch [47][80/470] lr: 2.000e-03, eta: 4:26:29, time: 0.615, data_time: 0.002, memory: 8344, top1_acc: 0.6562, top5_acc: 0.8406, loss_cls: 1.4709, loss: 1.4709 2020-07-01 01:33:32,288 - mmaction - INFO - Epoch [47][100/470] lr: 2.000e-03, eta: 4:26:16, time: 0.620, data_time: 0.001, memory: 8344, top1_acc: 0.6484, top5_acc: 0.8297, loss_cls: 1.4731, loss: 1.4731 2020-07-01 01:33:44,570 - mmaction - INFO - Epoch [47][120/470] lr: 2.000e-03, eta: 4:26:03, time: 0.615, data_time: 0.002, memory: 8344, top1_acc: 0.6453, top5_acc: 0.8484, loss_cls: 1.4225, loss: 1.4225 2020-07-01 01:33:56,909 - mmaction - INFO - Epoch [47][140/470] lr: 2.000e-03, eta: 4:25:50, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.6406, top5_acc: 0.8344, loss_cls: 1.5438, loss: 1.5438 2020-07-01 01:34:09,303 - mmaction - INFO - Epoch [47][160/470] lr: 2.000e-03, eta: 4:25:37, time: 0.619, data_time: 0.000, memory: 8344, top1_acc: 0.6594, top5_acc: 0.8391, loss_cls: 1.4516, loss: 1.4516 2020-07-01 01:34:21,699 - mmaction - INFO - Epoch [47][180/470] lr: 2.000e-03, eta: 4:25:24, time: 0.620, data_time: 0.001, memory: 8344, top1_acc: 0.6531, top5_acc: 0.8266, loss_cls: 1.5626, loss: 1.5626 2020-07-01 01:34:34,099 - mmaction - INFO - Epoch [47][200/470] lr: 2.000e-03, eta: 4:25:11, time: 0.620, data_time: 0.001, memory: 8344, top1_acc: 0.6797, top5_acc: 0.8625, loss_cls: 1.3327, loss: 1.3327 2020-07-01 01:34:47,148 - mmaction - INFO - Epoch [47][220/470] lr: 2.000e-03, eta: 4:24:59, time: 0.652, data_time: 0.001, memory: 8344, top1_acc: 0.6672, top5_acc: 0.8328, loss_cls: 1.4280, loss: 1.4280 2020-07-01 01:34:59,434 - mmaction - INFO - Epoch [47][240/470] lr: 2.000e-03, eta: 4:24:46, time: 0.615, data_time: 0.002, memory: 8344, top1_acc: 0.6500, top5_acc: 0.8484, loss_cls: 1.4578, loss: 1.4578 2020-07-01 01:35:11,742 - mmaction - INFO - Epoch [47][260/470] lr: 2.000e-03, eta: 4:24:33, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.6594, top5_acc: 0.8453, loss_cls: 1.4023, loss: 1.4023 2020-07-01 01:35:24,100 - mmaction - INFO - Epoch [47][280/470] lr: 2.000e-03, eta: 4:24:20, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.6766, top5_acc: 0.8562, loss_cls: 1.4406, loss: 1.4406 2020-07-01 01:35:36,435 - mmaction - INFO - Epoch [47][300/470] lr: 2.000e-03, eta: 4:24:07, time: 0.618, data_time: 0.003, memory: 8344, top1_acc: 0.6391, top5_acc: 0.8391, loss_cls: 1.4334, loss: 1.4334 2020-07-01 01:35:48,700 - mmaction - INFO - Epoch [47][320/470] lr: 2.000e-03, eta: 4:23:54, time: 0.614, data_time: 0.001, memory: 8344, top1_acc: 0.6359, top5_acc: 0.8453, loss_cls: 1.3992, loss: 1.3992 2020-07-01 01:36:01,137 - mmaction - INFO - Epoch [47][340/470] lr: 2.000e-03, eta: 4:23:41, time: 0.621, data_time: 0.001, memory: 8344, top1_acc: 0.6750, top5_acc: 0.8516, loss_cls: 1.4076, loss: 1.4076 2020-07-01 01:36:13,485 - mmaction - INFO - Epoch [47][360/470] lr: 2.000e-03, eta: 4:23:28, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.6687, top5_acc: 0.8562, loss_cls: 1.3681, loss: 1.3681 2020-07-01 01:36:25,885 - mmaction - INFO - Epoch [47][380/470] lr: 2.000e-03, eta: 4:23:15, time: 0.619, data_time: 0.001, memory: 8344, top1_acc: 0.6641, top5_acc: 0.8609, loss_cls: 1.3666, loss: 1.3666 2020-07-01 01:36:38,175 - mmaction - INFO - Epoch [47][400/470] lr: 2.000e-03, eta: 4:23:02, time: 0.616, data_time: 0.002, memory: 8344, top1_acc: 0.6750, top5_acc: 0.8547, loss_cls: 1.3952, loss: 1.3952 2020-07-01 01:36:50,516 - mmaction - INFO - Epoch [47][420/470] lr: 2.000e-03, eta: 4:22:49, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.6562, top5_acc: 0.8469, loss_cls: 1.5192, loss: 1.5192 2020-07-01 01:37:02,871 - mmaction - INFO - Epoch [47][440/470] lr: 2.000e-03, eta: 4:22:36, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.6687, top5_acc: 0.8297, loss_cls: 1.4551, loss: 1.4551 2020-07-01 01:37:15,211 - mmaction - INFO - Epoch [47][460/470] lr: 2.000e-03, eta: 4:22:23, time: 0.617, data_time: 0.002, memory: 8344, top1_acc: 0.6406, top5_acc: 0.8453, loss_cls: 1.4519, loss: 1.4519 2020-07-01 01:37:51,896 - mmaction - INFO - Epoch [48][20/470] lr: 2.000e-03, eta: 4:22:15, time: 1.454, data_time: 0.833, memory: 8344, top1_acc: 0.6547, top5_acc: 0.8641, loss_cls: 1.4033, loss: 1.4033 2020-07-01 01:38:04,219 - mmaction - INFO - Epoch [48][40/470] lr: 2.000e-03, eta: 4:22:02, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.6328, top5_acc: 0.8297, loss_cls: 1.5450, loss: 1.5450 2020-07-01 01:38:16,552 - mmaction - INFO - Epoch [48][60/470] lr: 2.000e-03, eta: 4:21:49, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.6984, top5_acc: 0.8656, loss_cls: 1.2476, loss: 1.2476 2020-07-01 01:38:28,870 - mmaction - INFO - Epoch [48][80/470] lr: 2.000e-03, eta: 4:21:36, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.6734, top5_acc: 0.8359, loss_cls: 1.4325, loss: 1.4325 2020-07-01 01:38:41,165 - mmaction - INFO - Epoch [48][100/470] lr: 2.000e-03, eta: 4:21:23, time: 0.614, data_time: 0.000, memory: 8344, top1_acc: 0.6469, top5_acc: 0.8672, loss_cls: 1.3353, loss: 1.3353 2020-07-01 01:38:53,515 - mmaction - INFO - Epoch [48][120/470] lr: 2.000e-03, eta: 4:21:10, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.6391, top5_acc: 0.8328, loss_cls: 1.5261, loss: 1.5261 2020-07-01 01:39:05,868 - mmaction - INFO - Epoch [48][140/470] lr: 2.000e-03, eta: 4:20:57, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.6578, top5_acc: 0.8422, loss_cls: 1.4633, loss: 1.4633 2020-07-01 01:39:18,187 - mmaction - INFO - Epoch [48][160/470] lr: 2.000e-03, eta: 4:20:44, time: 0.617, data_time: 0.002, memory: 8344, top1_acc: 0.6719, top5_acc: 0.8703, loss_cls: 1.3047, loss: 1.3047 2020-07-01 01:39:30,761 - mmaction - INFO - Epoch [48][180/470] lr: 2.000e-03, eta: 4:20:32, time: 0.628, data_time: 0.014, memory: 8344, top1_acc: 0.6797, top5_acc: 0.8547, loss_cls: 1.3761, loss: 1.3761 2020-07-01 01:39:43,124 - mmaction - INFO - Epoch [48][200/470] lr: 2.000e-03, eta: 4:20:19, time: 0.619, data_time: 0.002, memory: 8344, top1_acc: 0.6625, top5_acc: 0.8547, loss_cls: 1.3780, loss: 1.3780 2020-07-01 01:39:55,479 - mmaction - INFO - Epoch [48][220/470] lr: 2.000e-03, eta: 4:20:06, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.6328, top5_acc: 0.8406, loss_cls: 1.5172, loss: 1.5172 2020-07-01 01:40:07,779 - mmaction - INFO - Epoch [48][240/470] lr: 2.000e-03, eta: 4:19:53, time: 0.615, data_time: 0.002, memory: 8344, top1_acc: 0.6219, top5_acc: 0.8391, loss_cls: 1.4923, loss: 1.4923 2020-07-01 01:40:20,183 - mmaction - INFO - Epoch [48][260/470] lr: 2.000e-03, eta: 4:19:40, time: 0.620, data_time: 0.001, memory: 8344, top1_acc: 0.6687, top5_acc: 0.8625, loss_cls: 1.3865, loss: 1.3865 2020-07-01 01:40:32,491 - mmaction - INFO - Epoch [48][280/470] lr: 2.000e-03, eta: 4:19:27, time: 0.616, data_time: 0.002, memory: 8344, top1_acc: 0.6406, top5_acc: 0.8375, loss_cls: 1.4917, loss: 1.4917 2020-07-01 01:40:44,818 - mmaction - INFO - Epoch [48][300/470] lr: 2.000e-03, eta: 4:19:14, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.6406, top5_acc: 0.8516, loss_cls: 1.4244, loss: 1.4244 2020-07-01 01:40:57,166 - mmaction - INFO - Epoch [48][320/470] lr: 2.000e-03, eta: 4:19:01, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.6484, top5_acc: 0.8422, loss_cls: 1.4474, loss: 1.4474 2020-07-01 01:41:09,536 - mmaction - INFO - Epoch [48][340/470] lr: 2.000e-03, eta: 4:18:48, time: 0.619, data_time: 0.002, memory: 8344, top1_acc: 0.6484, top5_acc: 0.8625, loss_cls: 1.2982, loss: 1.2982 2020-07-01 01:41:21,879 - mmaction - INFO - Epoch [48][360/470] lr: 2.000e-03, eta: 4:18:35, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.6547, top5_acc: 0.8422, loss_cls: 1.3818, loss: 1.3818 2020-07-01 01:41:34,223 - mmaction - INFO - Epoch [48][380/470] lr: 2.000e-03, eta: 4:18:22, time: 0.618, data_time: 0.002, memory: 8344, top1_acc: 0.6844, top5_acc: 0.8469, loss_cls: 1.3485, loss: 1.3485 2020-07-01 01:41:46,574 - mmaction - INFO - Epoch [48][400/470] lr: 2.000e-03, eta: 4:18:09, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.6562, top5_acc: 0.8562, loss_cls: 1.4120, loss: 1.4120 2020-07-01 01:41:58,901 - mmaction - INFO - Epoch [48][420/470] lr: 2.000e-03, eta: 4:17:56, time: 0.618, data_time: 0.003, memory: 8344, top1_acc: 0.6391, top5_acc: 0.8484, loss_cls: 1.4667, loss: 1.4667 2020-07-01 01:42:11,249 - mmaction - INFO - Epoch [48][440/470] lr: 2.000e-03, eta: 4:17:43, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.6734, top5_acc: 0.8500, loss_cls: 1.3893, loss: 1.3893 2020-07-01 01:42:23,549 - mmaction - INFO - Epoch [48][460/470] lr: 2.000e-03, eta: 4:17:30, time: 0.614, data_time: 0.001, memory: 8344, top1_acc: 0.6625, top5_acc: 0.8375, loss_cls: 1.4187, loss: 1.4187 2020-07-01 01:42:55,300 - mmaction - INFO - Epoch [49][20/470] lr: 2.000e-03, eta: 4:17:18, time: 1.244, data_time: 0.632, memory: 8344, top1_acc: 0.6953, top5_acc: 0.8828, loss_cls: 1.2724, loss: 1.2724 2020-07-01 01:43:07,655 - mmaction - INFO - Epoch [49][40/470] lr: 2.000e-03, eta: 4:17:05, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.6391, top5_acc: 0.8688, loss_cls: 1.3826, loss: 1.3826 2020-07-01 01:43:19,905 - mmaction - INFO - Epoch [49][60/470] lr: 2.000e-03, eta: 4:16:52, time: 0.613, data_time: 0.002, memory: 8344, top1_acc: 0.6641, top5_acc: 0.8562, loss_cls: 1.4082, loss: 1.4082 2020-07-01 01:43:32,223 - mmaction - INFO - Epoch [49][80/470] lr: 2.000e-03, eta: 4:16:39, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.6484, top5_acc: 0.8672, loss_cls: 1.3590, loss: 1.3590 2020-07-01 01:43:44,593 - mmaction - INFO - Epoch [49][100/470] lr: 2.000e-03, eta: 4:16:26, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.6609, top5_acc: 0.8438, loss_cls: 1.4047, loss: 1.4047 2020-07-01 01:43:56,976 - mmaction - INFO - Epoch [49][120/470] lr: 2.000e-03, eta: 4:16:13, time: 0.619, data_time: 0.001, memory: 8344, top1_acc: 0.6531, top5_acc: 0.8734, loss_cls: 1.3546, loss: 1.3546 2020-07-01 01:44:09,297 - mmaction - INFO - Epoch [49][140/470] lr: 2.000e-03, eta: 4:16:00, time: 0.615, data_time: 0.002, memory: 8344, top1_acc: 0.6219, top5_acc: 0.8297, loss_cls: 1.5109, loss: 1.5109 2020-07-01 01:44:21,638 - mmaction - INFO - Epoch [49][160/470] lr: 2.000e-03, eta: 4:15:47, time: 0.618, data_time: 0.002, memory: 8344, top1_acc: 0.6875, top5_acc: 0.8625, loss_cls: 1.2920, loss: 1.2920 2020-07-01 01:44:33,931 - mmaction - INFO - Epoch [49][180/470] lr: 2.000e-03, eta: 4:15:34, time: 0.615, data_time: 0.002, memory: 8344, top1_acc: 0.6781, top5_acc: 0.8578, loss_cls: 1.3546, loss: 1.3546 2020-07-01 01:44:46,296 - mmaction - INFO - Epoch [49][200/470] lr: 2.000e-03, eta: 4:15:21, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.6312, top5_acc: 0.8531, loss_cls: 1.4651, loss: 1.4651 2020-07-01 01:44:58,632 - mmaction - INFO - Epoch [49][220/470] lr: 2.000e-03, eta: 4:15:08, time: 0.617, data_time: 0.002, memory: 8344, top1_acc: 0.6859, top5_acc: 0.8516, loss_cls: 1.3369, loss: 1.3369 2020-07-01 01:45:10,965 - mmaction - INFO - Epoch [49][240/470] lr: 2.000e-03, eta: 4:14:55, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.6687, top5_acc: 0.8297, loss_cls: 1.4080, loss: 1.4080 2020-07-01 01:45:23,355 - mmaction - INFO - Epoch [49][260/470] lr: 2.000e-03, eta: 4:14:42, time: 0.619, data_time: 0.001, memory: 8344, top1_acc: 0.6625, top5_acc: 0.8375, loss_cls: 1.4604, loss: 1.4604 2020-07-01 01:45:35,664 - mmaction - INFO - Epoch [49][280/470] lr: 2.000e-03, eta: 4:14:29, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.6937, top5_acc: 0.8750, loss_cls: 1.2903, loss: 1.2903 2020-07-01 01:45:48,031 - mmaction - INFO - Epoch [49][300/470] lr: 2.000e-03, eta: 4:14:16, time: 0.619, data_time: 0.001, memory: 8344, top1_acc: 0.6891, top5_acc: 0.8516, loss_cls: 1.3507, loss: 1.3507 2020-07-01 01:46:00,367 - mmaction - INFO - Epoch [49][320/470] lr: 2.000e-03, eta: 4:14:03, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.6422, top5_acc: 0.8344, loss_cls: 1.4865, loss: 1.4865 2020-07-01 01:46:12,679 - mmaction - INFO - Epoch [49][340/470] lr: 2.000e-03, eta: 4:13:50, time: 0.614, data_time: 0.001, memory: 8344, top1_acc: 0.6813, top5_acc: 0.8547, loss_cls: 1.3488, loss: 1.3488 2020-07-01 01:46:25,083 - mmaction - INFO - Epoch [49][360/470] lr: 2.000e-03, eta: 4:13:37, time: 0.622, data_time: 0.002, memory: 8344, top1_acc: 0.6438, top5_acc: 0.8203, loss_cls: 1.5330, loss: 1.5330 2020-07-01 01:46:37,454 - mmaction - INFO - Epoch [49][380/470] lr: 2.000e-03, eta: 4:13:24, time: 0.618, data_time: 0.000, memory: 8344, top1_acc: 0.6531, top5_acc: 0.8562, loss_cls: 1.4270, loss: 1.4270 2020-07-01 01:46:49,773 - mmaction - INFO - Epoch [49][400/470] lr: 2.000e-03, eta: 4:13:11, time: 0.615, data_time: 0.000, memory: 8344, top1_acc: 0.6594, top5_acc: 0.8484, loss_cls: 1.3934, loss: 1.3934 2020-07-01 01:47:02,110 - mmaction - INFO - Epoch [49][420/470] lr: 2.000e-03, eta: 4:12:58, time: 0.617, data_time: 0.002, memory: 8344, top1_acc: 0.6609, top5_acc: 0.8344, loss_cls: 1.4401, loss: 1.4401 2020-07-01 01:47:14,448 - mmaction - INFO - Epoch [49][440/470] lr: 2.000e-03, eta: 4:12:45, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.6625, top5_acc: 0.8656, loss_cls: 1.3484, loss: 1.3484 2020-07-01 01:47:26,844 - mmaction - INFO - Epoch [49][460/470] lr: 2.000e-03, eta: 4:12:33, time: 0.619, data_time: 0.001, memory: 8344, top1_acc: 0.6594, top5_acc: 0.8516, loss_cls: 1.3799, loss: 1.3799 2020-07-01 01:48:01,502 - mmaction - INFO - Epoch [50][20/470] lr: 2.000e-03, eta: 4:12:23, time: 1.389, data_time: 0.769, memory: 8344, top1_acc: 0.6438, top5_acc: 0.8281, loss_cls: 1.5597, loss: 1.5597 2020-07-01 01:48:13,795 - mmaction - INFO - Epoch [50][40/470] lr: 2.000e-03, eta: 4:12:10, time: 0.615, data_time: 0.002, memory: 8344, top1_acc: 0.6859, top5_acc: 0.8828, loss_cls: 1.3038, loss: 1.3038 2020-07-01 01:48:26,101 - mmaction - INFO - Epoch [50][60/470] lr: 2.000e-03, eta: 4:11:57, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.6703, top5_acc: 0.8531, loss_cls: 1.3444, loss: 1.3444 2020-07-01 01:48:38,508 - mmaction - INFO - Epoch [50][80/470] lr: 2.000e-03, eta: 4:11:44, time: 0.620, data_time: 0.001, memory: 8344, top1_acc: 0.6609, top5_acc: 0.8625, loss_cls: 1.4170, loss: 1.4170 2020-07-01 01:48:50,827 - mmaction - INFO - Epoch [50][100/470] lr: 2.000e-03, eta: 4:11:31, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.6625, top5_acc: 0.8438, loss_cls: 1.4462, loss: 1.4462 2020-07-01 01:49:03,227 - mmaction - INFO - Epoch [50][120/470] lr: 2.000e-03, eta: 4:11:18, time: 0.621, data_time: 0.002, memory: 8344, top1_acc: 0.6406, top5_acc: 0.8406, loss_cls: 1.4565, loss: 1.4565 2020-07-01 01:49:15,639 - mmaction - INFO - Epoch [50][140/470] lr: 2.000e-03, eta: 4:11:05, time: 0.620, data_time: 0.001, memory: 8344, top1_acc: 0.6875, top5_acc: 0.8625, loss_cls: 1.2702, loss: 1.2702 2020-07-01 01:49:27,967 - mmaction - INFO - Epoch [50][160/470] lr: 2.000e-03, eta: 4:10:52, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.6422, top5_acc: 0.8328, loss_cls: 1.5154, loss: 1.5154 2020-07-01 01:49:40,289 - mmaction - INFO - Epoch [50][180/470] lr: 2.000e-03, eta: 4:10:39, time: 0.616, data_time: 0.002, memory: 8344, top1_acc: 0.6562, top5_acc: 0.8500, loss_cls: 1.4081, loss: 1.4081 2020-07-01 01:49:52,672 - mmaction - INFO - Epoch [50][200/470] lr: 2.000e-03, eta: 4:10:26, time: 0.620, data_time: 0.002, memory: 8344, top1_acc: 0.7141, top5_acc: 0.8703, loss_cls: 1.2878, loss: 1.2878 2020-07-01 01:50:04,929 - mmaction - INFO - Epoch [50][220/470] lr: 2.000e-03, eta: 4:10:13, time: 0.612, data_time: 0.001, memory: 8344, top1_acc: 0.6328, top5_acc: 0.8203, loss_cls: 1.5173, loss: 1.5173 2020-07-01 01:50:17,389 - mmaction - INFO - Epoch [50][240/470] lr: 2.000e-03, eta: 4:10:00, time: 0.623, data_time: 0.002, memory: 8344, top1_acc: 0.6672, top5_acc: 0.8469, loss_cls: 1.3839, loss: 1.3839 2020-07-01 01:50:29,732 - mmaction - INFO - Epoch [50][260/470] lr: 2.000e-03, eta: 4:09:47, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.6687, top5_acc: 0.8516, loss_cls: 1.3866, loss: 1.3866 2020-07-01 01:50:42,112 - mmaction - INFO - Epoch [50][280/470] lr: 2.000e-03, eta: 4:09:35, time: 0.620, data_time: 0.002, memory: 8344, top1_acc: 0.6500, top5_acc: 0.8328, loss_cls: 1.4737, loss: 1.4737 2020-07-01 01:50:54,482 - mmaction - INFO - Epoch [50][300/470] lr: 2.000e-03, eta: 4:09:22, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.6328, top5_acc: 0.8281, loss_cls: 1.5302, loss: 1.5302 2020-07-01 01:51:06,846 - mmaction - INFO - Epoch [50][320/470] lr: 2.000e-03, eta: 4:09:09, time: 0.619, data_time: 0.002, memory: 8344, top1_acc: 0.6484, top5_acc: 0.8422, loss_cls: 1.4960, loss: 1.4960 2020-07-01 01:51:19,132 - mmaction - INFO - Epoch [50][340/470] lr: 2.000e-03, eta: 4:08:56, time: 0.614, data_time: 0.001, memory: 8344, top1_acc: 0.6469, top5_acc: 0.8484, loss_cls: 1.3839, loss: 1.3839 2020-07-01 01:51:31,418 - mmaction - INFO - Epoch [50][360/470] lr: 2.000e-03, eta: 4:08:43, time: 0.614, data_time: 0.001, memory: 8344, top1_acc: 0.6297, top5_acc: 0.8406, loss_cls: 1.4646, loss: 1.4646 2020-07-01 01:51:43,773 - mmaction - INFO - Epoch [50][380/470] lr: 2.000e-03, eta: 4:08:30, time: 0.618, data_time: 0.002, memory: 8344, top1_acc: 0.6766, top5_acc: 0.8531, loss_cls: 1.3596, loss: 1.3596 2020-07-01 01:51:56,103 - mmaction - INFO - Epoch [50][400/470] lr: 2.000e-03, eta: 4:08:17, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.6750, top5_acc: 0.8578, loss_cls: 1.3720, loss: 1.3720 2020-07-01 01:52:08,410 - mmaction - INFO - Epoch [50][420/470] lr: 2.000e-03, eta: 4:08:04, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.6531, top5_acc: 0.8391, loss_cls: 1.4636, loss: 1.4636 2020-07-01 01:52:20,701 - mmaction - INFO - Epoch [50][440/470] lr: 2.000e-03, eta: 4:07:51, time: 0.615, data_time: 0.002, memory: 8344, top1_acc: 0.6687, top5_acc: 0.8578, loss_cls: 1.3800, loss: 1.3800 2020-07-01 01:52:33,031 - mmaction - INFO - Epoch [50][460/470] lr: 2.000e-03, eta: 4:07:38, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.6594, top5_acc: 0.8562, loss_cls: 1.3992, loss: 1.3992 2020-07-01 01:52:39,726 - mmaction - INFO - Saving checkpoint at 50 epochs 2020-07-01 01:53:02,640 - mmaction - INFO - Evaluating top_k_accuracy... 2020-07-01 01:53:03,571 - mmaction - INFO - top1_acc 0.6752 top5_acc 0.8715 2020-07-01 01:53:03,571 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-07-01 01:53:03,621 - mmaction - INFO - mean_acc 0.6750 2020-07-01 01:53:03,629 - mmaction - INFO - Epoch [50][470/470] lr: 2.000e-03, top1_acc: 0.6752, top5_acc: 0.8715, mean_class_accuracy: 0.6750 2020-07-01 01:53:24,877 - mmaction - INFO - Epoch [51][20/470] lr: 2.000e-03, eta: 4:07:21, time: 1.062, data_time: 0.443, memory: 8344, top1_acc: 0.6625, top5_acc: 0.8672, loss_cls: 1.3788, loss: 1.3788 2020-07-01 01:53:37,257 - mmaction - INFO - Epoch [51][40/470] lr: 2.000e-03, eta: 4:07:08, time: 0.618, data_time: 0.003, memory: 8344, top1_acc: 0.6750, top5_acc: 0.8625, loss_cls: 1.3333, loss: 1.3333 2020-07-01 01:53:49,471 - mmaction - INFO - Epoch [51][60/470] lr: 2.000e-03, eta: 4:06:55, time: 0.612, data_time: 0.002, memory: 8344, top1_acc: 0.6656, top5_acc: 0.8578, loss_cls: 1.3857, loss: 1.3857 2020-07-01 01:54:01,774 - mmaction - INFO - Epoch [51][80/470] lr: 2.000e-03, eta: 4:06:42, time: 0.615, data_time: 0.002, memory: 8344, top1_acc: 0.6250, top5_acc: 0.8359, loss_cls: 1.5142, loss: 1.5142 2020-07-01 01:54:14,119 - mmaction - INFO - Epoch [51][100/470] lr: 2.000e-03, eta: 4:06:29, time: 0.618, data_time: 0.002, memory: 8344, top1_acc: 0.6656, top5_acc: 0.8453, loss_cls: 1.4061, loss: 1.4061 2020-07-01 01:54:26,424 - mmaction - INFO - Epoch [51][120/470] lr: 2.000e-03, eta: 4:06:16, time: 0.614, data_time: 0.001, memory: 8344, top1_acc: 0.6687, top5_acc: 0.8297, loss_cls: 1.3886, loss: 1.3886 2020-07-01 01:54:38,717 - mmaction - INFO - Epoch [51][140/470] lr: 2.000e-03, eta: 4:06:03, time: 0.615, data_time: 0.002, memory: 8344, top1_acc: 0.6438, top5_acc: 0.8562, loss_cls: 1.3948, loss: 1.3948 2020-07-01 01:54:51,110 - mmaction - INFO - Epoch [51][160/470] lr: 2.000e-03, eta: 4:05:50, time: 0.619, data_time: 0.001, memory: 8344, top1_acc: 0.6297, top5_acc: 0.8375, loss_cls: 1.5643, loss: 1.5643 2020-07-01 01:55:03,432 - mmaction - INFO - Epoch [51][180/470] lr: 2.000e-03, eta: 4:05:37, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.6656, top5_acc: 0.8656, loss_cls: 1.3459, loss: 1.3459 2020-07-01 01:55:15,820 - mmaction - INFO - Epoch [51][200/470] lr: 2.000e-03, eta: 4:05:25, time: 0.619, data_time: 0.002, memory: 8344, top1_acc: 0.6828, top5_acc: 0.8594, loss_cls: 1.3307, loss: 1.3307 2020-07-01 01:55:28,126 - mmaction - INFO - Epoch [51][220/470] lr: 2.000e-03, eta: 4:05:12, time: 0.616, data_time: 0.002, memory: 8344, top1_acc: 0.6469, top5_acc: 0.8156, loss_cls: 1.5209, loss: 1.5209 2020-07-01 01:55:40,478 - mmaction - INFO - Epoch [51][240/470] lr: 2.000e-03, eta: 4:04:59, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.6469, top5_acc: 0.8547, loss_cls: 1.3983, loss: 1.3983 2020-07-01 01:55:52,770 - mmaction - INFO - Epoch [51][260/470] lr: 2.000e-03, eta: 4:04:46, time: 0.615, data_time: 0.002, memory: 8344, top1_acc: 0.6531, top5_acc: 0.8375, loss_cls: 1.4173, loss: 1.4173 2020-07-01 01:56:05,062 - mmaction - INFO - Epoch [51][280/470] lr: 2.000e-03, eta: 4:04:33, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.6422, top5_acc: 0.8406, loss_cls: 1.4745, loss: 1.4745 2020-07-01 01:56:17,446 - mmaction - INFO - Epoch [51][300/470] lr: 2.000e-03, eta: 4:04:20, time: 0.620, data_time: 0.001, memory: 8344, top1_acc: 0.6438, top5_acc: 0.8359, loss_cls: 1.4853, loss: 1.4853 2020-07-01 01:56:29,730 - mmaction - INFO - Epoch [51][320/470] lr: 2.000e-03, eta: 4:04:07, time: 0.613, data_time: 0.001, memory: 8344, top1_acc: 0.6797, top5_acc: 0.8672, loss_cls: 1.3340, loss: 1.3340 2020-07-01 01:56:42,086 - mmaction - INFO - Epoch [51][340/470] lr: 2.000e-03, eta: 4:03:54, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.6875, top5_acc: 0.8781, loss_cls: 1.2939, loss: 1.2939 2020-07-01 01:56:54,473 - mmaction - INFO - Epoch [51][360/470] lr: 2.000e-03, eta: 4:03:41, time: 0.620, data_time: 0.001, memory: 8344, top1_acc: 0.6578, top5_acc: 0.8500, loss_cls: 1.4544, loss: 1.4544 2020-07-01 01:57:06,815 - mmaction - INFO - Epoch [51][380/470] lr: 2.000e-03, eta: 4:03:28, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.6813, top5_acc: 0.8625, loss_cls: 1.3428, loss: 1.3428 2020-07-01 01:57:19,170 - mmaction - INFO - Epoch [51][400/470] lr: 2.000e-03, eta: 4:03:15, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.6937, top5_acc: 0.8609, loss_cls: 1.2965, loss: 1.2965 2020-07-01 01:57:31,416 - mmaction - INFO - Epoch [51][420/470] lr: 2.000e-03, eta: 4:03:02, time: 0.614, data_time: 0.002, memory: 8344, top1_acc: 0.7109, top5_acc: 0.8750, loss_cls: 1.1659, loss: 1.1659 2020-07-01 01:57:43,706 - mmaction - INFO - Epoch [51][440/470] lr: 2.000e-03, eta: 4:02:49, time: 0.613, data_time: 0.000, memory: 8344, top1_acc: 0.7031, top5_acc: 0.8641, loss_cls: 1.2529, loss: 1.2529 2020-07-01 01:57:56,031 - mmaction - INFO - Epoch [51][460/470] lr: 2.000e-03, eta: 4:02:36, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.6516, top5_acc: 0.8578, loss_cls: 1.4451, loss: 1.4451 2020-07-01 01:58:29,233 - mmaction - INFO - Epoch [52][20/470] lr: 2.000e-03, eta: 4:02:24, time: 1.295, data_time: 0.687, memory: 8344, top1_acc: 0.6859, top5_acc: 0.8672, loss_cls: 1.2499, loss: 1.2499 2020-07-01 01:58:41,553 - mmaction - INFO - Epoch [52][40/470] lr: 2.000e-03, eta: 4:02:11, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.6391, top5_acc: 0.8516, loss_cls: 1.4108, loss: 1.4108 2020-07-01 01:58:53,889 - mmaction - INFO - Epoch [52][60/470] lr: 2.000e-03, eta: 4:01:58, time: 0.617, data_time: 0.002, memory: 8344, top1_acc: 0.6672, top5_acc: 0.8594, loss_cls: 1.3667, loss: 1.3667 2020-07-01 01:59:06,182 - mmaction - INFO - Epoch [52][80/470] lr: 2.000e-03, eta: 4:01:45, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.6516, top5_acc: 0.8391, loss_cls: 1.4702, loss: 1.4702 2020-07-01 01:59:18,745 - mmaction - INFO - Epoch [52][100/470] lr: 2.000e-03, eta: 4:01:32, time: 0.629, data_time: 0.013, memory: 8344, top1_acc: 0.6531, top5_acc: 0.8500, loss_cls: 1.4060, loss: 1.4060 2020-07-01 01:59:31,025 - mmaction - INFO - Epoch [52][120/470] lr: 2.000e-03, eta: 4:01:19, time: 0.613, data_time: 0.001, memory: 8344, top1_acc: 0.6891, top5_acc: 0.8812, loss_cls: 1.2408, loss: 1.2408 2020-07-01 01:59:43,312 - mmaction - INFO - Epoch [52][140/470] lr: 2.000e-03, eta: 4:01:07, time: 0.615, data_time: 0.002, memory: 8344, top1_acc: 0.6609, top5_acc: 0.8500, loss_cls: 1.3930, loss: 1.3930 2020-07-01 01:59:55,699 - mmaction - INFO - Epoch [52][160/470] lr: 2.000e-03, eta: 4:00:54, time: 0.619, data_time: 0.001, memory: 8344, top1_acc: 0.6578, top5_acc: 0.8531, loss_cls: 1.3733, loss: 1.3733 2020-07-01 02:00:08,628 - mmaction - INFO - Epoch [52][180/470] lr: 2.000e-03, eta: 4:00:41, time: 0.647, data_time: 0.002, memory: 8344, top1_acc: 0.6734, top5_acc: 0.8516, loss_cls: 1.3888, loss: 1.3888 2020-07-01 02:00:20,909 - mmaction - INFO - Epoch [52][200/470] lr: 2.000e-03, eta: 4:00:28, time: 0.614, data_time: 0.002, memory: 8344, top1_acc: 0.6391, top5_acc: 0.8641, loss_cls: 1.4203, loss: 1.4203 2020-07-01 02:00:33,144 - mmaction - INFO - Epoch [52][220/470] lr: 2.000e-03, eta: 4:00:15, time: 0.611, data_time: 0.003, memory: 8344, top1_acc: 0.6719, top5_acc: 0.8641, loss_cls: 1.3973, loss: 1.3973 2020-07-01 02:00:45,416 - mmaction - INFO - Epoch [52][240/470] lr: 2.000e-03, eta: 4:00:02, time: 0.613, data_time: 0.002, memory: 8344, top1_acc: 0.6406, top5_acc: 0.8422, loss_cls: 1.4344, loss: 1.4344 2020-07-01 02:00:57,701 - mmaction - INFO - Epoch [52][260/470] lr: 2.000e-03, eta: 3:59:49, time: 0.615, data_time: 0.002, memory: 8344, top1_acc: 0.6844, top5_acc: 0.8578, loss_cls: 1.3979, loss: 1.3979 2020-07-01 02:01:10,065 - mmaction - INFO - Epoch [52][280/470] lr: 2.000e-03, eta: 3:59:36, time: 0.619, data_time: 0.001, memory: 8344, top1_acc: 0.6547, top5_acc: 0.8469, loss_cls: 1.4438, loss: 1.4438 2020-07-01 02:01:22,433 - mmaction - INFO - Epoch [52][300/470] lr: 2.000e-03, eta: 3:59:24, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.6828, top5_acc: 0.8469, loss_cls: 1.3612, loss: 1.3612 2020-07-01 02:01:34,761 - mmaction - INFO - Epoch [52][320/470] lr: 2.000e-03, eta: 3:59:11, time: 0.617, data_time: 0.002, memory: 8344, top1_acc: 0.6734, top5_acc: 0.8594, loss_cls: 1.3755, loss: 1.3755 2020-07-01 02:01:47,090 - mmaction - INFO - Epoch [52][340/470] lr: 2.000e-03, eta: 3:58:58, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.6578, top5_acc: 0.8484, loss_cls: 1.3494, loss: 1.3494 2020-07-01 02:01:59,436 - mmaction - INFO - Epoch [52][360/470] lr: 2.000e-03, eta: 3:58:45, time: 0.618, data_time: 0.002, memory: 8344, top1_acc: 0.6687, top5_acc: 0.8500, loss_cls: 1.3701, loss: 1.3701 2020-07-01 02:02:11,822 - mmaction - INFO - Epoch [52][380/470] lr: 2.000e-03, eta: 3:58:32, time: 0.619, data_time: 0.001, memory: 8344, top1_acc: 0.6813, top5_acc: 0.8547, loss_cls: 1.3136, loss: 1.3136 2020-07-01 02:02:24,245 - mmaction - INFO - Epoch [52][400/470] lr: 2.000e-03, eta: 3:58:19, time: 0.621, data_time: 0.001, memory: 8344, top1_acc: 0.6562, top5_acc: 0.8516, loss_cls: 1.4464, loss: 1.4464 2020-07-01 02:02:36,572 - mmaction - INFO - Epoch [52][420/470] lr: 2.000e-03, eta: 3:58:06, time: 0.617, data_time: 0.006, memory: 8344, top1_acc: 0.6625, top5_acc: 0.8359, loss_cls: 1.4417, loss: 1.4417 2020-07-01 02:02:48,878 - mmaction - INFO - Epoch [52][440/470] lr: 2.000e-03, eta: 3:57:53, time: 0.614, data_time: 0.001, memory: 8344, top1_acc: 0.6547, top5_acc: 0.8453, loss_cls: 1.4503, loss: 1.4503 2020-07-01 02:03:01,208 - mmaction - INFO - Epoch [52][460/470] lr: 2.000e-03, eta: 3:57:40, time: 0.618, data_time: 0.002, memory: 8344, top1_acc: 0.6500, top5_acc: 0.8281, loss_cls: 1.4577, loss: 1.4577 2020-07-01 02:03:38,606 - mmaction - INFO - Epoch [53][20/470] lr: 2.000e-03, eta: 3:57:29, time: 1.392, data_time: 0.779, memory: 8344, top1_acc: 0.6750, top5_acc: 0.8672, loss_cls: 1.3217, loss: 1.3217 2020-07-01 02:03:50,919 - mmaction - INFO - Epoch [53][40/470] lr: 2.000e-03, eta: 3:57:17, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.6906, top5_acc: 0.8641, loss_cls: 1.2534, loss: 1.2534 2020-07-01 02:04:03,247 - mmaction - INFO - Epoch [53][60/470] lr: 2.000e-03, eta: 3:57:04, time: 0.616, data_time: 0.002, memory: 8344, top1_acc: 0.6937, top5_acc: 0.8609, loss_cls: 1.2912, loss: 1.2912 2020-07-01 02:04:15,615 - mmaction - INFO - Epoch [53][80/470] lr: 2.000e-03, eta: 3:56:51, time: 0.619, data_time: 0.002, memory: 8344, top1_acc: 0.6813, top5_acc: 0.8562, loss_cls: 1.3710, loss: 1.3710 2020-07-01 02:04:27,965 - mmaction - INFO - Epoch [53][100/470] lr: 2.000e-03, eta: 3:56:38, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.6469, top5_acc: 0.8297, loss_cls: 1.4941, loss: 1.4941 2020-07-01 02:04:40,262 - mmaction - INFO - Epoch [53][120/470] lr: 2.000e-03, eta: 3:56:25, time: 0.614, data_time: 0.001, memory: 8344, top1_acc: 0.6813, top5_acc: 0.8641, loss_cls: 1.3284, loss: 1.3284 2020-07-01 02:04:52,548 - mmaction - INFO - Epoch [53][140/470] lr: 2.000e-03, eta: 3:56:12, time: 0.614, data_time: 0.001, memory: 8344, top1_acc: 0.6875, top5_acc: 0.8672, loss_cls: 1.2865, loss: 1.2865 2020-07-01 02:05:04,909 - mmaction - INFO - Epoch [53][160/470] lr: 2.000e-03, eta: 3:55:59, time: 0.619, data_time: 0.002, memory: 8344, top1_acc: 0.6625, top5_acc: 0.8391, loss_cls: 1.4036, loss: 1.4036 2020-07-01 02:05:17,267 - mmaction - INFO - Epoch [53][180/470] lr: 2.000e-03, eta: 3:55:46, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.6906, top5_acc: 0.8609, loss_cls: 1.3511, loss: 1.3511 2020-07-01 02:05:29,584 - mmaction - INFO - Epoch [53][200/470] lr: 2.000e-03, eta: 3:55:33, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.6719, top5_acc: 0.8625, loss_cls: 1.3347, loss: 1.3347 2020-07-01 02:05:41,892 - mmaction - INFO - Epoch [53][220/470] lr: 2.000e-03, eta: 3:55:20, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.6609, top5_acc: 0.8609, loss_cls: 1.3844, loss: 1.3844 2020-07-01 02:05:54,193 - mmaction - INFO - Epoch [53][240/470] lr: 2.000e-03, eta: 3:55:07, time: 0.614, data_time: 0.001, memory: 8344, top1_acc: 0.6484, top5_acc: 0.8328, loss_cls: 1.4819, loss: 1.4819 2020-07-01 02:06:06,463 - mmaction - INFO - Epoch [53][260/470] lr: 2.000e-03, eta: 3:54:54, time: 0.614, data_time: 0.002, memory: 8344, top1_acc: 0.6719, top5_acc: 0.8688, loss_cls: 1.3213, loss: 1.3213 2020-07-01 02:06:18,781 - mmaction - INFO - Epoch [53][280/470] lr: 2.000e-03, eta: 3:54:41, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.6813, top5_acc: 0.8672, loss_cls: 1.3038, loss: 1.3038 2020-07-01 02:06:31,094 - mmaction - INFO - Epoch [53][300/470] lr: 2.000e-03, eta: 3:54:28, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.6484, top5_acc: 0.8469, loss_cls: 1.4272, loss: 1.4272 2020-07-01 02:06:43,420 - mmaction - INFO - Epoch [53][320/470] lr: 2.000e-03, eta: 3:54:15, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.6844, top5_acc: 0.8688, loss_cls: 1.3158, loss: 1.3158 2020-07-01 02:06:55,774 - mmaction - INFO - Epoch [53][340/470] lr: 2.000e-03, eta: 3:54:03, time: 0.619, data_time: 0.001, memory: 8344, top1_acc: 0.6625, top5_acc: 0.8344, loss_cls: 1.4134, loss: 1.4134 2020-07-01 02:07:08,106 - mmaction - INFO - Epoch [53][360/470] lr: 2.000e-03, eta: 3:53:50, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.6781, top5_acc: 0.8734, loss_cls: 1.2859, loss: 1.2859 2020-07-01 02:07:20,439 - mmaction - INFO - Epoch [53][380/470] lr: 2.000e-03, eta: 3:53:37, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.6703, top5_acc: 0.8609, loss_cls: 1.2876, loss: 1.2876 2020-07-01 02:07:32,794 - mmaction - INFO - Epoch [53][400/470] lr: 2.000e-03, eta: 3:53:24, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.6813, top5_acc: 0.8562, loss_cls: 1.3478, loss: 1.3478 2020-07-01 02:07:45,165 - mmaction - INFO - Epoch [53][420/470] lr: 2.000e-03, eta: 3:53:11, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.6719, top5_acc: 0.8406, loss_cls: 1.4296, loss: 1.4296 2020-07-01 02:07:57,480 - mmaction - INFO - Epoch [53][440/470] lr: 2.000e-03, eta: 3:52:58, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.6672, top5_acc: 0.8531, loss_cls: 1.3855, loss: 1.3855 2020-07-01 02:08:09,820 - mmaction - INFO - Epoch [53][460/470] lr: 2.000e-03, eta: 3:52:45, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.6609, top5_acc: 0.8453, loss_cls: 1.4413, loss: 1.4413 2020-07-01 02:08:41,037 - mmaction - INFO - Epoch [54][20/470] lr: 2.000e-03, eta: 3:52:31, time: 1.234, data_time: 0.618, memory: 8344, top1_acc: 0.6531, top5_acc: 0.8547, loss_cls: 1.3840, loss: 1.3840 2020-07-01 02:08:53,513 - mmaction - INFO - Epoch [54][40/470] lr: 2.000e-03, eta: 3:52:18, time: 0.623, data_time: 0.003, memory: 8344, top1_acc: 0.6672, top5_acc: 0.8328, loss_cls: 1.4172, loss: 1.4172 2020-07-01 02:09:05,840 - mmaction - INFO - Epoch [54][60/470] lr: 2.000e-03, eta: 3:52:06, time: 0.617, data_time: 0.002, memory: 8344, top1_acc: 0.6219, top5_acc: 0.8187, loss_cls: 1.5754, loss: 1.5754 2020-07-01 02:09:18,285 - mmaction - INFO - Epoch [54][80/470] lr: 2.000e-03, eta: 3:51:53, time: 0.621, data_time: 0.002, memory: 8344, top1_acc: 0.6641, top5_acc: 0.8422, loss_cls: 1.4107, loss: 1.4107 2020-07-01 02:09:30,627 - mmaction - INFO - Epoch [54][100/470] lr: 2.000e-03, eta: 3:51:40, time: 0.617, data_time: 0.002, memory: 8344, top1_acc: 0.6562, top5_acc: 0.8391, loss_cls: 1.4223, loss: 1.4223 2020-07-01 02:09:42,933 - mmaction - INFO - Epoch [54][120/470] lr: 2.000e-03, eta: 3:51:27, time: 0.615, data_time: 0.002, memory: 8344, top1_acc: 0.6656, top5_acc: 0.8656, loss_cls: 1.3558, loss: 1.3558 2020-07-01 02:09:55,255 - mmaction - INFO - Epoch [54][140/470] lr: 2.000e-03, eta: 3:51:14, time: 0.616, data_time: 0.002, memory: 8344, top1_acc: 0.6625, top5_acc: 0.8703, loss_cls: 1.3715, loss: 1.3715 2020-07-01 02:10:07,564 - mmaction - INFO - Epoch [54][160/470] lr: 2.000e-03, eta: 3:51:01, time: 0.616, data_time: 0.002, memory: 8344, top1_acc: 0.7031, top5_acc: 0.8656, loss_cls: 1.2647, loss: 1.2647 2020-07-01 02:10:19,931 - mmaction - INFO - Epoch [54][180/470] lr: 2.000e-03, eta: 3:50:48, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.6422, top5_acc: 0.8359, loss_cls: 1.4187, loss: 1.4187 2020-07-01 02:10:32,375 - mmaction - INFO - Epoch [54][200/470] lr: 2.000e-03, eta: 3:50:35, time: 0.623, data_time: 0.002, memory: 8344, top1_acc: 0.6750, top5_acc: 0.8719, loss_cls: 1.3124, loss: 1.3124 2020-07-01 02:10:44,675 - mmaction - INFO - Epoch [54][220/470] lr: 2.000e-03, eta: 3:50:22, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.6547, top5_acc: 0.8547, loss_cls: 1.4457, loss: 1.4457 2020-07-01 02:10:56,965 - mmaction - INFO - Epoch [54][240/470] lr: 2.000e-03, eta: 3:50:09, time: 0.614, data_time: 0.000, memory: 8344, top1_acc: 0.6641, top5_acc: 0.8609, loss_cls: 1.4069, loss: 1.4069 2020-07-01 02:11:09,350 - mmaction - INFO - Epoch [54][260/470] lr: 2.000e-03, eta: 3:49:57, time: 0.619, data_time: 0.001, memory: 8344, top1_acc: 0.6281, top5_acc: 0.8344, loss_cls: 1.5239, loss: 1.5239 2020-07-01 02:11:21,684 - mmaction - INFO - Epoch [54][280/470] lr: 2.000e-03, eta: 3:49:44, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.6813, top5_acc: 0.8516, loss_cls: 1.3385, loss: 1.3385 2020-07-01 02:11:34,046 - mmaction - INFO - Epoch [54][300/470] lr: 2.000e-03, eta: 3:49:31, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.6516, top5_acc: 0.8438, loss_cls: 1.4122, loss: 1.4122 2020-07-01 02:11:46,406 - mmaction - INFO - Epoch [54][320/470] lr: 2.000e-03, eta: 3:49:18, time: 0.619, data_time: 0.002, memory: 8344, top1_acc: 0.6750, top5_acc: 0.8609, loss_cls: 1.3667, loss: 1.3667 2020-07-01 02:11:58,657 - mmaction - INFO - Epoch [54][340/470] lr: 2.000e-03, eta: 3:49:05, time: 0.612, data_time: 0.001, memory: 8344, top1_acc: 0.6766, top5_acc: 0.8406, loss_cls: 1.3846, loss: 1.3846 2020-07-01 02:12:10,981 - mmaction - INFO - Epoch [54][360/470] lr: 2.000e-03, eta: 3:48:52, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.7078, top5_acc: 0.8766, loss_cls: 1.2390, loss: 1.2390 2020-07-01 02:12:23,356 - mmaction - INFO - Epoch [54][380/470] lr: 2.000e-03, eta: 3:48:39, time: 0.619, data_time: 0.001, memory: 8344, top1_acc: 0.6922, top5_acc: 0.8734, loss_cls: 1.2989, loss: 1.2989 2020-07-01 02:12:35,689 - mmaction - INFO - Epoch [54][400/470] lr: 2.000e-03, eta: 3:48:26, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.6859, top5_acc: 0.8547, loss_cls: 1.3486, loss: 1.3486 2020-07-01 02:12:48,005 - mmaction - INFO - Epoch [54][420/470] lr: 2.000e-03, eta: 3:48:13, time: 0.617, data_time: 0.003, memory: 8344, top1_acc: 0.6609, top5_acc: 0.8719, loss_cls: 1.3576, loss: 1.3576 2020-07-01 02:13:00,328 - mmaction - INFO - Epoch [54][440/470] lr: 2.000e-03, eta: 3:48:00, time: 0.617, data_time: 0.002, memory: 8344, top1_acc: 0.6703, top5_acc: 0.8453, loss_cls: 1.3949, loss: 1.3949 2020-07-01 02:13:12,684 - mmaction - INFO - Epoch [54][460/470] lr: 2.000e-03, eta: 3:47:48, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.7016, top5_acc: 0.8875, loss_cls: 1.2635, loss: 1.2635 2020-07-01 02:13:45,107 - mmaction - INFO - Epoch [55][20/470] lr: 2.000e-03, eta: 3:47:34, time: 1.250, data_time: 0.621, memory: 8344, top1_acc: 0.6859, top5_acc: 0.8609, loss_cls: 1.3302, loss: 1.3302 2020-07-01 02:13:57,549 - mmaction - INFO - Epoch [55][40/470] lr: 2.000e-03, eta: 3:47:21, time: 0.621, data_time: 0.001, memory: 8344, top1_acc: 0.6766, top5_acc: 0.8516, loss_cls: 1.3828, loss: 1.3828 2020-07-01 02:14:09,921 - mmaction - INFO - Epoch [55][60/470] lr: 2.000e-03, eta: 3:47:08, time: 0.619, data_time: 0.002, memory: 8344, top1_acc: 0.6500, top5_acc: 0.8422, loss_cls: 1.4237, loss: 1.4237 2020-07-01 02:14:22,481 - mmaction - INFO - Epoch [55][80/470] lr: 2.000e-03, eta: 3:46:55, time: 0.629, data_time: 0.001, memory: 8344, top1_acc: 0.6687, top5_acc: 0.8625, loss_cls: 1.3338, loss: 1.3338 2020-07-01 02:14:34,818 - mmaction - INFO - Epoch [55][100/470] lr: 2.000e-03, eta: 3:46:42, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.6594, top5_acc: 0.8672, loss_cls: 1.3267, loss: 1.3267 2020-07-01 02:14:47,181 - mmaction - INFO - Epoch [55][120/470] lr: 2.000e-03, eta: 3:46:30, time: 0.619, data_time: 0.002, memory: 8344, top1_acc: 0.6672, top5_acc: 0.8531, loss_cls: 1.3873, loss: 1.3873 2020-07-01 02:14:59,544 - mmaction - INFO - Epoch [55][140/470] lr: 2.000e-03, eta: 3:46:17, time: 0.619, data_time: 0.002, memory: 8344, top1_acc: 0.6484, top5_acc: 0.8594, loss_cls: 1.3935, loss: 1.3935 2020-07-01 02:15:11,925 - mmaction - INFO - Epoch [55][160/470] lr: 2.000e-03, eta: 3:46:04, time: 0.619, data_time: 0.001, memory: 8344, top1_acc: 0.6594, top5_acc: 0.8531, loss_cls: 1.3901, loss: 1.3901 2020-07-01 02:15:24,196 - mmaction - INFO - Epoch [55][180/470] lr: 2.000e-03, eta: 3:45:51, time: 0.614, data_time: 0.000, memory: 8344, top1_acc: 0.6500, top5_acc: 0.8641, loss_cls: 1.3612, loss: 1.3612 2020-07-01 02:15:36,653 - mmaction - INFO - Epoch [55][200/470] lr: 2.000e-03, eta: 3:45:38, time: 0.621, data_time: 0.001, memory: 8344, top1_acc: 0.6859, top5_acc: 0.8547, loss_cls: 1.3214, loss: 1.3214 2020-07-01 02:15:49,068 - mmaction - INFO - Epoch [55][220/470] lr: 2.000e-03, eta: 3:45:25, time: 0.622, data_time: 0.002, memory: 8344, top1_acc: 0.6531, top5_acc: 0.8328, loss_cls: 1.4617, loss: 1.4617 2020-07-01 02:16:01,391 - mmaction - INFO - Epoch [55][240/470] lr: 2.000e-03, eta: 3:45:12, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.6687, top5_acc: 0.8484, loss_cls: 1.3927, loss: 1.3927 2020-07-01 02:16:13,743 - mmaction - INFO - Epoch [55][260/470] lr: 2.000e-03, eta: 3:44:59, time: 0.618, data_time: 0.002, memory: 8344, top1_acc: 0.6578, top5_acc: 0.8266, loss_cls: 1.4661, loss: 1.4661 2020-07-01 02:16:26,058 - mmaction - INFO - Epoch [55][280/470] lr: 2.000e-03, eta: 3:44:47, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.6375, top5_acc: 0.8500, loss_cls: 1.4357, loss: 1.4357 2020-07-01 02:16:38,493 - mmaction - INFO - Epoch [55][300/470] lr: 2.000e-03, eta: 3:44:34, time: 0.622, data_time: 0.001, memory: 8344, top1_acc: 0.6891, top5_acc: 0.8750, loss_cls: 1.2869, loss: 1.2869 2020-07-01 02:16:50,804 - mmaction - INFO - Epoch [55][320/470] lr: 2.000e-03, eta: 3:44:21, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.6500, top5_acc: 0.8328, loss_cls: 1.4371, loss: 1.4371 2020-07-01 02:17:03,067 - mmaction - INFO - Epoch [55][340/470] lr: 2.000e-03, eta: 3:44:08, time: 0.613, data_time: 0.001, memory: 8344, top1_acc: 0.6687, top5_acc: 0.8594, loss_cls: 1.3431, loss: 1.3431 2020-07-01 02:17:15,455 - mmaction - INFO - Epoch [55][360/470] lr: 2.000e-03, eta: 3:43:55, time: 0.619, data_time: 0.001, memory: 8344, top1_acc: 0.6422, top5_acc: 0.8313, loss_cls: 1.4390, loss: 1.4390 2020-07-01 02:17:27,729 - mmaction - INFO - Epoch [55][380/470] lr: 2.000e-03, eta: 3:43:42, time: 0.613, data_time: 0.001, memory: 8344, top1_acc: 0.6734, top5_acc: 0.8656, loss_cls: 1.3367, loss: 1.3367 2020-07-01 02:17:40,103 - mmaction - INFO - Epoch [55][400/470] lr: 2.000e-03, eta: 3:43:29, time: 0.619, data_time: 0.002, memory: 8344, top1_acc: 0.6625, top5_acc: 0.8609, loss_cls: 1.3841, loss: 1.3841 2020-07-01 02:17:52,439 - mmaction - INFO - Epoch [55][420/470] lr: 2.000e-03, eta: 3:43:16, time: 0.617, data_time: 0.002, memory: 8344, top1_acc: 0.6750, top5_acc: 0.8594, loss_cls: 1.3895, loss: 1.3895 2020-07-01 02:18:04,790 - mmaction - INFO - Epoch [55][440/470] lr: 2.000e-03, eta: 3:43:03, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.6641, top5_acc: 0.8359, loss_cls: 1.4599, loss: 1.4599 2020-07-01 02:18:17,086 - mmaction - INFO - Epoch [55][460/470] lr: 2.000e-03, eta: 3:42:51, time: 0.614, data_time: 0.001, memory: 8344, top1_acc: 0.6813, top5_acc: 0.8734, loss_cls: 1.3365, loss: 1.3365 2020-07-01 02:18:23,760 - mmaction - INFO - Saving checkpoint at 55 epochs 2020-07-01 02:18:46,708 - mmaction - INFO - Evaluating top_k_accuracy... 2020-07-01 02:18:47,639 - mmaction - INFO - top1_acc 0.6766 top5_acc 0.8722 2020-07-01 02:18:47,640 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-07-01 02:18:47,692 - mmaction - INFO - mean_acc 0.6765 2020-07-01 02:18:47,700 - mmaction - INFO - Epoch [55][470/470] lr: 2.000e-03, top1_acc: 0.6766, top5_acc: 0.8722, mean_class_accuracy: 0.6765 2020-07-01 02:19:09,558 - mmaction - INFO - Epoch [56][20/470] lr: 2.000e-03, eta: 3:42:34, time: 1.092, data_time: 0.470, memory: 8344, top1_acc: 0.6484, top5_acc: 0.8297, loss_cls: 1.4788, loss: 1.4788 2020-07-01 02:19:21,856 - mmaction - INFO - Epoch [56][40/470] lr: 2.000e-03, eta: 3:42:21, time: 0.614, data_time: 0.001, memory: 8344, top1_acc: 0.6609, top5_acc: 0.8672, loss_cls: 1.3858, loss: 1.3858 2020-07-01 02:19:34,132 - mmaction - INFO - Epoch [56][60/470] lr: 2.000e-03, eta: 3:42:08, time: 0.614, data_time: 0.001, memory: 8344, top1_acc: 0.6828, top5_acc: 0.8688, loss_cls: 1.3109, loss: 1.3109 2020-07-01 02:19:46,454 - mmaction - INFO - Epoch [56][80/470] lr: 2.000e-03, eta: 3:41:55, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.6844, top5_acc: 0.8656, loss_cls: 1.2820, loss: 1.2820 2020-07-01 02:19:58,808 - mmaction - INFO - Epoch [56][100/470] lr: 2.000e-03, eta: 3:41:42, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.6734, top5_acc: 0.8625, loss_cls: 1.3093, loss: 1.3093 2020-07-01 02:20:11,195 - mmaction - INFO - Epoch [56][120/470] lr: 2.000e-03, eta: 3:41:29, time: 0.620, data_time: 0.002, memory: 8344, top1_acc: 0.6734, top5_acc: 0.8641, loss_cls: 1.2878, loss: 1.2878 2020-07-01 02:20:23,568 - mmaction - INFO - Epoch [56][140/470] lr: 2.000e-03, eta: 3:41:17, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.6734, top5_acc: 0.8516, loss_cls: 1.3924, loss: 1.3924 2020-07-01 02:20:35,928 - mmaction - INFO - Epoch [56][160/470] lr: 2.000e-03, eta: 3:41:04, time: 0.619, data_time: 0.002, memory: 8344, top1_acc: 0.6687, top5_acc: 0.8516, loss_cls: 1.3901, loss: 1.3901 2020-07-01 02:20:48,241 - mmaction - INFO - Epoch [56][180/470] lr: 2.000e-03, eta: 3:40:51, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.6625, top5_acc: 0.8438, loss_cls: 1.4198, loss: 1.4198 2020-07-01 02:21:00,604 - mmaction - INFO - Epoch [56][200/470] lr: 2.000e-03, eta: 3:40:38, time: 0.618, data_time: 0.007, memory: 8344, top1_acc: 0.6844, top5_acc: 0.8359, loss_cls: 1.4001, loss: 1.4001 2020-07-01 02:21:12,858 - mmaction - INFO - Epoch [56][220/470] lr: 2.000e-03, eta: 3:40:25, time: 0.613, data_time: 0.002, memory: 8344, top1_acc: 0.6578, top5_acc: 0.8406, loss_cls: 1.4457, loss: 1.4457 2020-07-01 02:21:25,167 - mmaction - INFO - Epoch [56][240/470] lr: 2.000e-03, eta: 3:40:12, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.6578, top5_acc: 0.8516, loss_cls: 1.3954, loss: 1.3954 2020-07-01 02:21:37,526 - mmaction - INFO - Epoch [56][260/470] lr: 2.000e-03, eta: 3:39:59, time: 0.618, data_time: 0.002, memory: 8344, top1_acc: 0.6875, top5_acc: 0.8672, loss_cls: 1.2893, loss: 1.2893 2020-07-01 02:21:49,867 - mmaction - INFO - Epoch [56][280/470] lr: 2.000e-03, eta: 3:39:46, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.6672, top5_acc: 0.8578, loss_cls: 1.3528, loss: 1.3528 2020-07-01 02:22:02,246 - mmaction - INFO - Epoch [56][300/470] lr: 2.000e-03, eta: 3:39:34, time: 0.619, data_time: 0.002, memory: 8344, top1_acc: 0.6828, top5_acc: 0.8313, loss_cls: 1.3836, loss: 1.3836 2020-07-01 02:22:14,577 - mmaction - INFO - Epoch [56][320/470] lr: 2.000e-03, eta: 3:39:21, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.6750, top5_acc: 0.8438, loss_cls: 1.3967, loss: 1.3967 2020-07-01 02:22:26,890 - mmaction - INFO - Epoch [56][340/470] lr: 2.000e-03, eta: 3:39:08, time: 0.616, data_time: 0.002, memory: 8344, top1_acc: 0.6578, top5_acc: 0.8562, loss_cls: 1.3877, loss: 1.3877 2020-07-01 02:22:39,218 - mmaction - INFO - Epoch [56][360/470] lr: 2.000e-03, eta: 3:38:55, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.6953, top5_acc: 0.8688, loss_cls: 1.2461, loss: 1.2461 2020-07-01 02:22:51,544 - mmaction - INFO - Epoch [56][380/470] lr: 2.000e-03, eta: 3:38:42, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.6656, top5_acc: 0.8547, loss_cls: 1.4095, loss: 1.4095 2020-07-01 02:23:03,864 - mmaction - INFO - Epoch [56][400/470] lr: 2.000e-03, eta: 3:38:29, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.6703, top5_acc: 0.8422, loss_cls: 1.3904, loss: 1.3904 2020-07-01 02:23:16,137 - mmaction - INFO - Epoch [56][420/470] lr: 2.000e-03, eta: 3:38:16, time: 0.614, data_time: 0.002, memory: 8344, top1_acc: 0.6906, top5_acc: 0.8688, loss_cls: 1.3235, loss: 1.3235 2020-07-01 02:23:28,534 - mmaction - INFO - Epoch [56][440/470] lr: 2.000e-03, eta: 3:38:03, time: 0.622, data_time: 0.002, memory: 8344, top1_acc: 0.6531, top5_acc: 0.8500, loss_cls: 1.3706, loss: 1.3706 2020-07-01 02:23:40,840 - mmaction - INFO - Epoch [56][460/470] lr: 2.000e-03, eta: 3:37:50, time: 0.615, data_time: 0.000, memory: 8344, top1_acc: 0.6687, top5_acc: 0.8531, loss_cls: 1.4005, loss: 1.4005 2020-07-01 02:24:11,498 - mmaction - INFO - Epoch [57][20/470] lr: 2.000e-03, eta: 3:37:35, time: 1.198, data_time: 0.585, memory: 8344, top1_acc: 0.6734, top5_acc: 0.8297, loss_cls: 1.4201, loss: 1.4201 2020-07-01 02:24:23,814 - mmaction - INFO - Epoch [57][40/470] lr: 2.000e-03, eta: 3:37:23, time: 0.617, data_time: 0.004, memory: 8344, top1_acc: 0.6703, top5_acc: 0.8562, loss_cls: 1.3391, loss: 1.3391 2020-07-01 02:24:36,100 - mmaction - INFO - Epoch [57][60/470] lr: 2.000e-03, eta: 3:37:10, time: 0.614, data_time: 0.001, memory: 8344, top1_acc: 0.7094, top5_acc: 0.8516, loss_cls: 1.2958, loss: 1.2958 2020-07-01 02:24:48,398 - mmaction - INFO - Epoch [57][80/470] lr: 2.000e-03, eta: 3:36:57, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.6781, top5_acc: 0.8328, loss_cls: 1.4144, loss: 1.4144 2020-07-01 02:25:00,825 - mmaction - INFO - Epoch [57][100/470] lr: 2.000e-03, eta: 3:36:44, time: 0.621, data_time: 0.001, memory: 8344, top1_acc: 0.6562, top5_acc: 0.8672, loss_cls: 1.3428, loss: 1.3428 2020-07-01 02:25:13,229 - mmaction - INFO - Epoch [57][120/470] lr: 2.000e-03, eta: 3:36:31, time: 0.620, data_time: 0.003, memory: 8344, top1_acc: 0.7094, top5_acc: 0.8859, loss_cls: 1.2254, loss: 1.2254 2020-07-01 02:25:25,559 - mmaction - INFO - Epoch [57][140/470] lr: 2.000e-03, eta: 3:36:18, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.6422, top5_acc: 0.8234, loss_cls: 1.4401, loss: 1.4401 2020-07-01 02:25:37,868 - mmaction - INFO - Epoch [57][160/470] lr: 2.000e-03, eta: 3:36:05, time: 0.616, data_time: 0.002, memory: 8344, top1_acc: 0.6562, top5_acc: 0.8594, loss_cls: 1.3646, loss: 1.3646 2020-07-01 02:25:50,236 - mmaction - INFO - Epoch [57][180/470] lr: 2.000e-03, eta: 3:35:53, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.6766, top5_acc: 0.8469, loss_cls: 1.4292, loss: 1.4292 2020-07-01 02:26:02,526 - mmaction - INFO - Epoch [57][200/470] lr: 2.000e-03, eta: 3:35:40, time: 0.614, data_time: 0.001, memory: 8344, top1_acc: 0.7016, top5_acc: 0.8750, loss_cls: 1.2753, loss: 1.2753 2020-07-01 02:26:14,837 - mmaction - INFO - Epoch [57][220/470] lr: 2.000e-03, eta: 3:35:27, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.6719, top5_acc: 0.8609, loss_cls: 1.3833, loss: 1.3833 2020-07-01 02:26:27,173 - mmaction - INFO - Epoch [57][240/470] lr: 2.000e-03, eta: 3:35:14, time: 0.617, data_time: 0.002, memory: 8344, top1_acc: 0.6875, top5_acc: 0.8469, loss_cls: 1.3282, loss: 1.3282 2020-07-01 02:26:39,440 - mmaction - INFO - Epoch [57][260/470] lr: 2.000e-03, eta: 3:35:01, time: 0.613, data_time: 0.001, memory: 8344, top1_acc: 0.7000, top5_acc: 0.8578, loss_cls: 1.2951, loss: 1.2951 2020-07-01 02:26:51,723 - mmaction - INFO - Epoch [57][280/470] lr: 2.000e-03, eta: 3:34:48, time: 0.614, data_time: 0.001, memory: 8344, top1_acc: 0.6797, top5_acc: 0.8688, loss_cls: 1.2799, loss: 1.2799 2020-07-01 02:27:04,049 - mmaction - INFO - Epoch [57][300/470] lr: 2.000e-03, eta: 3:34:35, time: 0.617, data_time: 0.002, memory: 8344, top1_acc: 0.6422, top5_acc: 0.8313, loss_cls: 1.5328, loss: 1.5328 2020-07-01 02:27:16,392 - mmaction - INFO - Epoch [57][320/470] lr: 2.000e-03, eta: 3:34:22, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.6609, top5_acc: 0.8625, loss_cls: 1.3673, loss: 1.3673 2020-07-01 02:27:28,753 - mmaction - INFO - Epoch [57][340/470] lr: 2.000e-03, eta: 3:34:09, time: 0.619, data_time: 0.003, memory: 8344, top1_acc: 0.6453, top5_acc: 0.8547, loss_cls: 1.3803, loss: 1.3803 2020-07-01 02:27:41,110 - mmaction - INFO - Epoch [57][360/470] lr: 2.000e-03, eta: 3:33:57, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.6813, top5_acc: 0.8484, loss_cls: 1.3335, loss: 1.3335 2020-07-01 02:27:53,472 - mmaction - INFO - Epoch [57][380/470] lr: 2.000e-03, eta: 3:33:44, time: 0.617, data_time: 0.000, memory: 8344, top1_acc: 0.7031, top5_acc: 0.8922, loss_cls: 1.2134, loss: 1.2134 2020-07-01 02:28:05,873 - mmaction - INFO - Epoch [57][400/470] lr: 2.000e-03, eta: 3:33:31, time: 0.620, data_time: 0.001, memory: 8344, top1_acc: 0.6859, top5_acc: 0.8578, loss_cls: 1.4010, loss: 1.4010 2020-07-01 02:28:18,274 - mmaction - INFO - Epoch [57][420/470] lr: 2.000e-03, eta: 3:33:18, time: 0.621, data_time: 0.002, memory: 8344, top1_acc: 0.6375, top5_acc: 0.8266, loss_cls: 1.5091, loss: 1.5091 2020-07-01 02:28:30,660 - mmaction - INFO - Epoch [57][440/470] lr: 2.000e-03, eta: 3:33:05, time: 0.619, data_time: 0.001, memory: 8344, top1_acc: 0.6750, top5_acc: 0.8547, loss_cls: 1.3526, loss: 1.3526 2020-07-01 02:28:42,999 - mmaction - INFO - Epoch [57][460/470] lr: 2.000e-03, eta: 3:32:52, time: 0.616, data_time: 0.002, memory: 8344, top1_acc: 0.6969, top5_acc: 0.8750, loss_cls: 1.3046, loss: 1.3046 2020-07-01 02:29:16,033 - mmaction - INFO - Epoch [58][20/470] lr: 2.000e-03, eta: 3:32:39, time: 1.300, data_time: 0.633, memory: 8344, top1_acc: 0.6781, top5_acc: 0.8578, loss_cls: 1.3233, loss: 1.3233 2020-07-01 02:29:28,345 - mmaction - INFO - Epoch [58][40/470] lr: 2.000e-03, eta: 3:32:26, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.6703, top5_acc: 0.8688, loss_cls: 1.3294, loss: 1.3294 2020-07-01 02:29:40,636 - mmaction - INFO - Epoch [58][60/470] lr: 2.000e-03, eta: 3:32:13, time: 0.614, data_time: 0.002, memory: 8344, top1_acc: 0.6828, top5_acc: 0.8734, loss_cls: 1.2996, loss: 1.2996 2020-07-01 02:29:52,943 - mmaction - INFO - Epoch [58][80/470] lr: 2.000e-03, eta: 3:32:00, time: 0.615, data_time: 0.002, memory: 8344, top1_acc: 0.6219, top5_acc: 0.8266, loss_cls: 1.5924, loss: 1.5924 2020-07-01 02:30:05,272 - mmaction - INFO - Epoch [58][100/470] lr: 2.000e-03, eta: 3:31:47, time: 0.618, data_time: 0.002, memory: 8344, top1_acc: 0.7016, top5_acc: 0.8547, loss_cls: 1.2556, loss: 1.2556 2020-07-01 02:30:17,641 - mmaction - INFO - Epoch [58][120/470] lr: 2.000e-03, eta: 3:31:34, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.6531, top5_acc: 0.8531, loss_cls: 1.4485, loss: 1.4485 2020-07-01 02:30:29,952 - mmaction - INFO - Epoch [58][140/470] lr: 2.000e-03, eta: 3:31:22, time: 0.616, data_time: 0.003, memory: 8344, top1_acc: 0.6625, top5_acc: 0.8562, loss_cls: 1.3860, loss: 1.3860 2020-07-01 02:30:42,335 - mmaction - INFO - Epoch [58][160/470] lr: 2.000e-03, eta: 3:31:09, time: 0.620, data_time: 0.002, memory: 8344, top1_acc: 0.7000, top5_acc: 0.8688, loss_cls: 1.2801, loss: 1.2801 2020-07-01 02:30:54,693 - mmaction - INFO - Epoch [58][180/470] lr: 2.000e-03, eta: 3:30:56, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.7000, top5_acc: 0.8750, loss_cls: 1.2370, loss: 1.2370 2020-07-01 02:31:07,078 - mmaction - INFO - Epoch [58][200/470] lr: 2.000e-03, eta: 3:30:43, time: 0.620, data_time: 0.001, memory: 8344, top1_acc: 0.6828, top5_acc: 0.8797, loss_cls: 1.2460, loss: 1.2460 2020-07-01 02:31:19,430 - mmaction - INFO - Epoch [58][220/470] lr: 2.000e-03, eta: 3:30:30, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.7094, top5_acc: 0.8688, loss_cls: 1.2582, loss: 1.2582 2020-07-01 02:31:31,786 - mmaction - INFO - Epoch [58][240/470] lr: 2.000e-03, eta: 3:30:17, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.6813, top5_acc: 0.8625, loss_cls: 1.3502, loss: 1.3502 2020-07-01 02:31:44,070 - mmaction - INFO - Epoch [58][260/470] lr: 2.000e-03, eta: 3:30:04, time: 0.614, data_time: 0.001, memory: 8344, top1_acc: 0.6609, top5_acc: 0.8516, loss_cls: 1.4255, loss: 1.4255 2020-07-01 02:31:56,457 - mmaction - INFO - Epoch [58][280/470] lr: 2.000e-03, eta: 3:29:52, time: 0.619, data_time: 0.001, memory: 8344, top1_acc: 0.6844, top5_acc: 0.8453, loss_cls: 1.3887, loss: 1.3887 2020-07-01 02:32:08,831 - mmaction - INFO - Epoch [58][300/470] lr: 2.000e-03, eta: 3:29:39, time: 0.619, data_time: 0.002, memory: 8344, top1_acc: 0.6672, top5_acc: 0.8422, loss_cls: 1.4109, loss: 1.4109 2020-07-01 02:32:21,215 - mmaction - INFO - Epoch [58][320/470] lr: 2.000e-03, eta: 3:29:26, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.6609, top5_acc: 0.8328, loss_cls: 1.4272, loss: 1.4272 2020-07-01 02:32:33,569 - mmaction - INFO - Epoch [58][340/470] lr: 2.000e-03, eta: 3:29:13, time: 0.618, data_time: 0.002, memory: 8344, top1_acc: 0.6906, top5_acc: 0.8484, loss_cls: 1.3675, loss: 1.3675 2020-07-01 02:32:45,913 - mmaction - INFO - Epoch [58][360/470] lr: 2.000e-03, eta: 3:29:00, time: 0.618, data_time: 0.002, memory: 8344, top1_acc: 0.6953, top5_acc: 0.8578, loss_cls: 1.2985, loss: 1.2985 2020-07-01 02:32:58,257 - mmaction - INFO - Epoch [58][380/470] lr: 2.000e-03, eta: 3:28:47, time: 0.616, data_time: 0.000, memory: 8344, top1_acc: 0.6906, top5_acc: 0.8781, loss_cls: 1.2630, loss: 1.2630 2020-07-01 02:33:10,582 - mmaction - INFO - Epoch [58][400/470] lr: 2.000e-03, eta: 3:28:35, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.6969, top5_acc: 0.8688, loss_cls: 1.2451, loss: 1.2451 2020-07-01 02:33:22,921 - mmaction - INFO - Epoch [58][420/470] lr: 2.000e-03, eta: 3:28:22, time: 0.618, data_time: 0.002, memory: 8344, top1_acc: 0.6953, top5_acc: 0.8734, loss_cls: 1.1890, loss: 1.1890 2020-07-01 02:33:35,290 - mmaction - INFO - Epoch [58][440/470] lr: 2.000e-03, eta: 3:28:09, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.6484, top5_acc: 0.8625, loss_cls: 1.3322, loss: 1.3322 2020-07-01 02:33:47,653 - mmaction - INFO - Epoch [58][460/470] lr: 2.000e-03, eta: 3:27:56, time: 0.619, data_time: 0.001, memory: 8344, top1_acc: 0.7078, top5_acc: 0.8766, loss_cls: 1.2045, loss: 1.2045 2020-07-01 02:34:18,239 - mmaction - INFO - Epoch [59][20/470] lr: 2.000e-03, eta: 3:27:41, time: 1.203, data_time: 0.572, memory: 8344, top1_acc: 0.6734, top5_acc: 0.8422, loss_cls: 1.4658, loss: 1.4658 2020-07-01 02:34:30,592 - mmaction - INFO - Epoch [59][40/470] lr: 2.000e-03, eta: 3:27:28, time: 0.617, data_time: 0.006, memory: 8344, top1_acc: 0.6906, top5_acc: 0.8781, loss_cls: 1.2533, loss: 1.2533 2020-07-01 02:34:42,934 - mmaction - INFO - Epoch [59][60/470] lr: 2.000e-03, eta: 3:27:15, time: 0.618, data_time: 0.002, memory: 8344, top1_acc: 0.7156, top5_acc: 0.8734, loss_cls: 1.2555, loss: 1.2555 2020-07-01 02:34:55,286 - mmaction - INFO - Epoch [59][80/470] lr: 2.000e-03, eta: 3:27:02, time: 0.618, data_time: 0.002, memory: 8344, top1_acc: 0.6875, top5_acc: 0.8484, loss_cls: 1.3499, loss: 1.3499 2020-07-01 02:35:07,646 - mmaction - INFO - Epoch [59][100/470] lr: 2.000e-03, eta: 3:26:49, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.6703, top5_acc: 0.8734, loss_cls: 1.3565, loss: 1.3565 2020-07-01 02:35:19,933 - mmaction - INFO - Epoch [59][120/470] lr: 2.000e-03, eta: 3:26:37, time: 0.616, data_time: 0.003, memory: 8344, top1_acc: 0.7063, top5_acc: 0.8875, loss_cls: 1.2484, loss: 1.2484 2020-07-01 02:35:32,221 - mmaction - INFO - Epoch [59][140/470] lr: 2.000e-03, eta: 3:26:24, time: 0.614, data_time: 0.000, memory: 8344, top1_acc: 0.6797, top5_acc: 0.8562, loss_cls: 1.3405, loss: 1.3405 2020-07-01 02:35:44,526 - mmaction - INFO - Epoch [59][160/470] lr: 2.000e-03, eta: 3:26:11, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.6625, top5_acc: 0.8281, loss_cls: 1.4419, loss: 1.4419 2020-07-01 02:35:56,798 - mmaction - INFO - Epoch [59][180/470] lr: 2.000e-03, eta: 3:25:58, time: 0.614, data_time: 0.001, memory: 8344, top1_acc: 0.6875, top5_acc: 0.8531, loss_cls: 1.3452, loss: 1.3452 2020-07-01 02:36:09,127 - mmaction - INFO - Epoch [59][200/470] lr: 2.000e-03, eta: 3:25:45, time: 0.615, data_time: 0.000, memory: 8344, top1_acc: 0.6594, top5_acc: 0.8516, loss_cls: 1.3411, loss: 1.3411 2020-07-01 02:36:21,444 - mmaction - INFO - Epoch [59][220/470] lr: 2.000e-03, eta: 3:25:32, time: 0.617, data_time: 0.002, memory: 8344, top1_acc: 0.6687, top5_acc: 0.8578, loss_cls: 1.3261, loss: 1.3261 2020-07-01 02:36:33,745 - mmaction - INFO - Epoch [59][240/470] lr: 2.000e-03, eta: 3:25:19, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.6781, top5_acc: 0.8641, loss_cls: 1.3590, loss: 1.3590 2020-07-01 02:36:46,051 - mmaction - INFO - Epoch [59][260/470] lr: 2.000e-03, eta: 3:25:06, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.6672, top5_acc: 0.8562, loss_cls: 1.3478, loss: 1.3478 2020-07-01 02:36:58,321 - mmaction - INFO - Epoch [59][280/470] lr: 2.000e-03, eta: 3:24:54, time: 0.612, data_time: 0.001, memory: 8344, top1_acc: 0.6656, top5_acc: 0.8547, loss_cls: 1.3642, loss: 1.3642 2020-07-01 02:37:10,517 - mmaction - INFO - Epoch [59][300/470] lr: 2.000e-03, eta: 3:24:41, time: 0.610, data_time: 0.002, memory: 8344, top1_acc: 0.6719, top5_acc: 0.8562, loss_cls: 1.3362, loss: 1.3362 2020-07-01 02:37:22,887 - mmaction - INFO - Epoch [59][320/470] lr: 2.000e-03, eta: 3:24:28, time: 0.619, data_time: 0.001, memory: 8344, top1_acc: 0.6547, top5_acc: 0.8344, loss_cls: 1.4137, loss: 1.4137 2020-07-01 02:37:35,162 - mmaction - INFO - Epoch [59][340/470] lr: 2.000e-03, eta: 3:24:15, time: 0.614, data_time: 0.001, memory: 8344, top1_acc: 0.6500, top5_acc: 0.8422, loss_cls: 1.3356, loss: 1.3356 2020-07-01 02:37:47,519 - mmaction - INFO - Epoch [59][360/470] lr: 2.000e-03, eta: 3:24:02, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.7125, top5_acc: 0.8531, loss_cls: 1.3039, loss: 1.3039 2020-07-01 02:37:59,843 - mmaction - INFO - Epoch [59][380/470] lr: 2.000e-03, eta: 3:23:49, time: 0.617, data_time: 0.002, memory: 8344, top1_acc: 0.6750, top5_acc: 0.8688, loss_cls: 1.2780, loss: 1.2780 2020-07-01 02:38:12,162 - mmaction - INFO - Epoch [59][400/470] lr: 2.000e-03, eta: 3:23:36, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.6937, top5_acc: 0.8531, loss_cls: 1.2849, loss: 1.2849 2020-07-01 02:38:24,460 - mmaction - INFO - Epoch [59][420/470] lr: 2.000e-03, eta: 3:23:23, time: 0.614, data_time: 0.001, memory: 8344, top1_acc: 0.6656, top5_acc: 0.8406, loss_cls: 1.3821, loss: 1.3821 2020-07-01 02:38:36,781 - mmaction - INFO - Epoch [59][440/470] lr: 2.000e-03, eta: 3:23:11, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.6891, top5_acc: 0.8766, loss_cls: 1.2661, loss: 1.2661 2020-07-01 02:38:49,157 - mmaction - INFO - Epoch [59][460/470] lr: 2.000e-03, eta: 3:22:58, time: 0.619, data_time: 0.001, memory: 8344, top1_acc: 0.6703, top5_acc: 0.8484, loss_cls: 1.4478, loss: 1.4478 2020-07-01 02:39:19,797 - mmaction - INFO - Epoch [60][20/470] lr: 2.000e-03, eta: 3:22:42, time: 1.194, data_time: 0.586, memory: 8344, top1_acc: 0.6719, top5_acc: 0.8453, loss_cls: 1.3878, loss: 1.3878 2020-07-01 02:39:32,063 - mmaction - INFO - Epoch [60][40/470] lr: 2.000e-03, eta: 3:22:29, time: 0.614, data_time: 0.001, memory: 8344, top1_acc: 0.6891, top5_acc: 0.8562, loss_cls: 1.3281, loss: 1.3281 2020-07-01 02:39:44,337 - mmaction - INFO - Epoch [60][60/470] lr: 2.000e-03, eta: 3:22:17, time: 0.613, data_time: 0.000, memory: 8344, top1_acc: 0.6875, top5_acc: 0.8516, loss_cls: 1.2882, loss: 1.2882 2020-07-01 02:39:56,588 - mmaction - INFO - Epoch [60][80/470] lr: 2.000e-03, eta: 3:22:04, time: 0.613, data_time: 0.001, memory: 8344, top1_acc: 0.6547, top5_acc: 0.8344, loss_cls: 1.4485, loss: 1.4485 2020-07-01 02:40:08,932 - mmaction - INFO - Epoch [60][100/470] lr: 2.000e-03, eta: 3:21:51, time: 0.617, data_time: 0.000, memory: 8344, top1_acc: 0.6703, top5_acc: 0.8625, loss_cls: 1.3354, loss: 1.3354 2020-07-01 02:40:21,279 - mmaction - INFO - Epoch [60][120/470] lr: 2.000e-03, eta: 3:21:38, time: 0.617, data_time: 0.002, memory: 8344, top1_acc: 0.6453, top5_acc: 0.8359, loss_cls: 1.5037, loss: 1.5037 2020-07-01 02:40:33,614 - mmaction - INFO - Epoch [60][140/470] lr: 2.000e-03, eta: 3:21:25, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.6469, top5_acc: 0.8266, loss_cls: 1.5203, loss: 1.5203 2020-07-01 02:40:45,892 - mmaction - INFO - Epoch [60][160/470] lr: 2.000e-03, eta: 3:21:12, time: 0.613, data_time: 0.001, memory: 8344, top1_acc: 0.6859, top5_acc: 0.8594, loss_cls: 1.3818, loss: 1.3818 2020-07-01 02:40:58,221 - mmaction - INFO - Epoch [60][180/470] lr: 2.000e-03, eta: 3:20:59, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.6672, top5_acc: 0.8625, loss_cls: 1.3496, loss: 1.3496 2020-07-01 02:41:10,526 - mmaction - INFO - Epoch [60][200/470] lr: 2.000e-03, eta: 3:20:47, time: 0.614, data_time: 0.001, memory: 8344, top1_acc: 0.6562, top5_acc: 0.8469, loss_cls: 1.3852, loss: 1.3852 2020-07-01 02:41:22,800 - mmaction - INFO - Epoch [60][220/470] lr: 2.000e-03, eta: 3:20:34, time: 0.614, data_time: 0.002, memory: 8344, top1_acc: 0.6734, top5_acc: 0.8547, loss_cls: 1.3301, loss: 1.3301 2020-07-01 02:41:35,104 - mmaction - INFO - Epoch [60][240/470] lr: 2.000e-03, eta: 3:20:21, time: 0.616, data_time: 0.002, memory: 8344, top1_acc: 0.6719, top5_acc: 0.8594, loss_cls: 1.3534, loss: 1.3534 2020-07-01 02:41:47,364 - mmaction - INFO - Epoch [60][260/470] lr: 2.000e-03, eta: 3:20:08, time: 0.613, data_time: 0.001, memory: 8344, top1_acc: 0.6891, top5_acc: 0.8500, loss_cls: 1.4392, loss: 1.4392 2020-07-01 02:41:59,670 - mmaction - INFO - Epoch [60][280/470] lr: 2.000e-03, eta: 3:19:55, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.6844, top5_acc: 0.8562, loss_cls: 1.3734, loss: 1.3734 2020-07-01 02:42:11,920 - mmaction - INFO - Epoch [60][300/470] lr: 2.000e-03, eta: 3:19:42, time: 0.612, data_time: 0.001, memory: 8344, top1_acc: 0.6687, top5_acc: 0.8422, loss_cls: 1.4166, loss: 1.4166 2020-07-01 02:42:24,250 - mmaction - INFO - Epoch [60][320/470] lr: 2.000e-03, eta: 3:19:29, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.6937, top5_acc: 0.8719, loss_cls: 1.2706, loss: 1.2706 2020-07-01 02:42:36,578 - mmaction - INFO - Epoch [60][340/470] lr: 2.000e-03, eta: 3:19:16, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.6953, top5_acc: 0.8516, loss_cls: 1.2618, loss: 1.2618 2020-07-01 02:42:48,888 - mmaction - INFO - Epoch [60][360/470] lr: 2.000e-03, eta: 3:19:04, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.6656, top5_acc: 0.8703, loss_cls: 1.2931, loss: 1.2931 2020-07-01 02:43:01,208 - mmaction - INFO - Epoch [60][380/470] lr: 2.000e-03, eta: 3:18:51, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.7047, top5_acc: 0.8859, loss_cls: 1.2370, loss: 1.2370 2020-07-01 02:43:13,525 - mmaction - INFO - Epoch [60][400/470] lr: 2.000e-03, eta: 3:18:38, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.6641, top5_acc: 0.8609, loss_cls: 1.3610, loss: 1.3610 2020-07-01 02:43:25,827 - mmaction - INFO - Epoch [60][420/470] lr: 2.000e-03, eta: 3:18:25, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.6797, top5_acc: 0.8625, loss_cls: 1.3205, loss: 1.3205 2020-07-01 02:43:38,153 - mmaction - INFO - Epoch [60][440/470] lr: 2.000e-03, eta: 3:18:12, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.6516, top5_acc: 0.8609, loss_cls: 1.3731, loss: 1.3731 2020-07-01 02:43:50,522 - mmaction - INFO - Epoch [60][460/470] lr: 2.000e-03, eta: 3:17:59, time: 0.619, data_time: 0.001, memory: 8344, top1_acc: 0.6641, top5_acc: 0.8531, loss_cls: 1.4115, loss: 1.4115 2020-07-01 02:43:57,182 - mmaction - INFO - Saving checkpoint at 60 epochs 2020-07-01 02:44:20,290 - mmaction - INFO - Evaluating top_k_accuracy... 2020-07-01 02:44:21,213 - mmaction - INFO - top1_acc 0.6770 top5_acc 0.8737 2020-07-01 02:44:21,214 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-07-01 02:44:21,264 - mmaction - INFO - mean_acc 0.6769 2020-07-01 02:44:21,271 - mmaction - INFO - Epoch [60][470/470] lr: 2.000e-03, top1_acc: 0.6770, top5_acc: 0.8737, mean_class_accuracy: 0.6769 2020-07-01 02:44:42,360 - mmaction - INFO - Epoch [61][20/470] lr: 2.000e-03, eta: 3:17:42, time: 1.053, data_time: 0.439, memory: 8344, top1_acc: 0.6875, top5_acc: 0.8547, loss_cls: 1.3506, loss: 1.3506 2020-07-01 02:44:54,637 - mmaction - INFO - Epoch [61][40/470] lr: 2.000e-03, eta: 3:17:29, time: 0.614, data_time: 0.001, memory: 8344, top1_acc: 0.7016, top5_acc: 0.8766, loss_cls: 1.2663, loss: 1.2663 2020-07-01 02:45:07,047 - mmaction - INFO - Epoch [61][60/470] lr: 2.000e-03, eta: 3:17:16, time: 0.620, data_time: 0.001, memory: 8344, top1_acc: 0.6594, top5_acc: 0.8578, loss_cls: 1.3632, loss: 1.3632 2020-07-01 02:45:19,418 - mmaction - INFO - Epoch [61][80/470] lr: 2.000e-03, eta: 3:17:03, time: 0.618, data_time: 0.002, memory: 8344, top1_acc: 0.6844, top5_acc: 0.8609, loss_cls: 1.3213, loss: 1.3213 2020-07-01 02:45:31,778 - mmaction - INFO - Epoch [61][100/470] lr: 2.000e-03, eta: 3:16:51, time: 0.617, data_time: 0.002, memory: 8344, top1_acc: 0.6734, top5_acc: 0.8500, loss_cls: 1.3924, loss: 1.3924 2020-07-01 02:45:44,047 - mmaction - INFO - Epoch [61][120/470] lr: 2.000e-03, eta: 3:16:38, time: 0.614, data_time: 0.002, memory: 8344, top1_acc: 0.7031, top5_acc: 0.8594, loss_cls: 1.2769, loss: 1.2769 2020-07-01 02:45:56,337 - mmaction - INFO - Epoch [61][140/470] lr: 2.000e-03, eta: 3:16:25, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.6984, top5_acc: 0.8750, loss_cls: 1.2869, loss: 1.2869 2020-07-01 02:46:08,627 - mmaction - INFO - Epoch [61][160/470] lr: 2.000e-03, eta: 3:16:12, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.6609, top5_acc: 0.8453, loss_cls: 1.4044, loss: 1.4044 2020-07-01 02:46:20,972 - mmaction - INFO - Epoch [61][180/470] lr: 2.000e-03, eta: 3:15:59, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.7141, top5_acc: 0.8828, loss_cls: 1.2302, loss: 1.2302 2020-07-01 02:46:33,214 - mmaction - INFO - Epoch [61][200/470] lr: 2.000e-03, eta: 3:15:46, time: 0.612, data_time: 0.001, memory: 8344, top1_acc: 0.6578, top5_acc: 0.8641, loss_cls: 1.2968, loss: 1.2968 2020-07-01 02:46:45,541 - mmaction - INFO - Epoch [61][220/470] lr: 2.000e-03, eta: 3:15:34, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.6984, top5_acc: 0.8719, loss_cls: 1.3201, loss: 1.3201 2020-07-01 02:46:57,805 - mmaction - INFO - Epoch [61][240/470] lr: 2.000e-03, eta: 3:15:21, time: 0.613, data_time: 0.001, memory: 8344, top1_acc: 0.6797, top5_acc: 0.8500, loss_cls: 1.3432, loss: 1.3432 2020-07-01 02:47:10,123 - mmaction - INFO - Epoch [61][260/470] lr: 2.000e-03, eta: 3:15:08, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.6500, top5_acc: 0.8484, loss_cls: 1.4080, loss: 1.4080 2020-07-01 02:47:22,470 - mmaction - INFO - Epoch [61][280/470] lr: 2.000e-03, eta: 3:14:55, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.6797, top5_acc: 0.8875, loss_cls: 1.2458, loss: 1.2458 2020-07-01 02:47:34,898 - mmaction - INFO - Epoch [61][300/470] lr: 2.000e-03, eta: 3:14:42, time: 0.621, data_time: 0.002, memory: 8344, top1_acc: 0.6469, top5_acc: 0.8531, loss_cls: 1.4014, loss: 1.4014 2020-07-01 02:47:47,270 - mmaction - INFO - Epoch [61][320/470] lr: 2.000e-03, eta: 3:14:29, time: 0.619, data_time: 0.002, memory: 8344, top1_acc: 0.6844, top5_acc: 0.8625, loss_cls: 1.2752, loss: 1.2752 2020-07-01 02:47:59,590 - mmaction - INFO - Epoch [61][340/470] lr: 2.000e-03, eta: 3:14:17, time: 0.616, data_time: 0.002, memory: 8344, top1_acc: 0.6703, top5_acc: 0.8562, loss_cls: 1.3711, loss: 1.3711 2020-07-01 02:48:11,913 - mmaction - INFO - Epoch [61][360/470] lr: 2.000e-03, eta: 3:14:04, time: 0.617, data_time: 0.002, memory: 8344, top1_acc: 0.6547, top5_acc: 0.8562, loss_cls: 1.3770, loss: 1.3770 2020-07-01 02:48:24,175 - mmaction - INFO - Epoch [61][380/470] lr: 2.000e-03, eta: 3:13:51, time: 0.613, data_time: 0.001, memory: 8344, top1_acc: 0.6656, top5_acc: 0.8547, loss_cls: 1.4140, loss: 1.4140 2020-07-01 02:48:36,896 - mmaction - INFO - Epoch [61][400/470] lr: 2.000e-03, eta: 3:13:38, time: 0.636, data_time: 0.021, memory: 8344, top1_acc: 0.6406, top5_acc: 0.8078, loss_cls: 1.5548, loss: 1.5548 2020-07-01 02:48:49,304 - mmaction - INFO - Epoch [61][420/470] lr: 2.000e-03, eta: 3:13:26, time: 0.620, data_time: 0.001, memory: 8344, top1_acc: 0.6531, top5_acc: 0.8484, loss_cls: 1.4415, loss: 1.4415 2020-07-01 02:49:01,611 - mmaction - INFO - Epoch [61][440/470] lr: 2.000e-03, eta: 3:13:13, time: 0.616, data_time: 0.003, memory: 8344, top1_acc: 0.6484, top5_acc: 0.8469, loss_cls: 1.4510, loss: 1.4510 2020-07-01 02:49:13,985 - mmaction - INFO - Epoch [61][460/470] lr: 2.000e-03, eta: 3:13:00, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.6766, top5_acc: 0.8578, loss_cls: 1.3905, loss: 1.3905 2020-07-01 02:49:45,289 - mmaction - INFO - Epoch [62][20/470] lr: 2.000e-03, eta: 3:12:45, time: 1.236, data_time: 0.567, memory: 8344, top1_acc: 0.6641, top5_acc: 0.8625, loss_cls: 1.3591, loss: 1.3591 2020-07-01 02:49:57,553 - mmaction - INFO - Epoch [62][40/470] lr: 2.000e-03, eta: 3:12:32, time: 0.612, data_time: 0.001, memory: 8344, top1_acc: 0.6672, top5_acc: 0.8500, loss_cls: 1.3692, loss: 1.3692 2020-07-01 02:50:09,843 - mmaction - INFO - Epoch [62][60/470] lr: 2.000e-03, eta: 3:12:19, time: 0.615, data_time: 0.002, memory: 8344, top1_acc: 0.6641, top5_acc: 0.8484, loss_cls: 1.4082, loss: 1.4082 2020-07-01 02:50:22,187 - mmaction - INFO - Epoch [62][80/470] lr: 2.000e-03, eta: 3:12:06, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.6984, top5_acc: 0.8688, loss_cls: 1.2705, loss: 1.2705 2020-07-01 02:50:34,494 - mmaction - INFO - Epoch [62][100/470] lr: 2.000e-03, eta: 3:11:53, time: 0.614, data_time: 0.001, memory: 8344, top1_acc: 0.6594, top5_acc: 0.8375, loss_cls: 1.4572, loss: 1.4572 2020-07-01 02:50:46,896 - mmaction - INFO - Epoch [62][120/470] lr: 2.000e-03, eta: 3:11:41, time: 0.622, data_time: 0.002, memory: 8344, top1_acc: 0.6813, top5_acc: 0.8562, loss_cls: 1.3047, loss: 1.3047 2020-07-01 02:50:59,208 - mmaction - INFO - Epoch [62][140/470] lr: 2.000e-03, eta: 3:11:28, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.6891, top5_acc: 0.8375, loss_cls: 1.3806, loss: 1.3806 2020-07-01 02:51:11,553 - mmaction - INFO - Epoch [62][160/470] lr: 2.000e-03, eta: 3:11:15, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.6609, top5_acc: 0.8375, loss_cls: 1.3757, loss: 1.3757 2020-07-01 02:51:23,833 - mmaction - INFO - Epoch [62][180/470] lr: 2.000e-03, eta: 3:11:02, time: 0.614, data_time: 0.001, memory: 8344, top1_acc: 0.6734, top5_acc: 0.8734, loss_cls: 1.2802, loss: 1.2802 2020-07-01 02:51:36,189 - mmaction - INFO - Epoch [62][200/470] lr: 2.000e-03, eta: 3:10:49, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.7000, top5_acc: 0.8766, loss_cls: 1.2642, loss: 1.2642 2020-07-01 02:51:48,654 - mmaction - INFO - Epoch [62][220/470] lr: 2.000e-03, eta: 3:10:36, time: 0.624, data_time: 0.008, memory: 8344, top1_acc: 0.7031, top5_acc: 0.8656, loss_cls: 1.3044, loss: 1.3044 2020-07-01 02:52:00,966 - mmaction - INFO - Epoch [62][240/470] lr: 2.000e-03, eta: 3:10:24, time: 0.614, data_time: 0.002, memory: 8344, top1_acc: 0.6719, top5_acc: 0.8609, loss_cls: 1.3884, loss: 1.3884 2020-07-01 02:52:13,369 - mmaction - INFO - Epoch [62][260/470] lr: 2.000e-03, eta: 3:10:11, time: 0.621, data_time: 0.002, memory: 8344, top1_acc: 0.6922, top5_acc: 0.8594, loss_cls: 1.2780, loss: 1.2780 2020-07-01 02:52:25,694 - mmaction - INFO - Epoch [62][280/470] lr: 2.000e-03, eta: 3:09:58, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.6781, top5_acc: 0.8469, loss_cls: 1.3485, loss: 1.3485 2020-07-01 02:52:38,045 - mmaction - INFO - Epoch [62][300/470] lr: 2.000e-03, eta: 3:09:45, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.6672, top5_acc: 0.8625, loss_cls: 1.3247, loss: 1.3247 2020-07-01 02:52:50,372 - mmaction - INFO - Epoch [62][320/470] lr: 2.000e-03, eta: 3:09:32, time: 0.616, data_time: 0.002, memory: 8344, top1_acc: 0.6969, top5_acc: 0.8672, loss_cls: 1.2681, loss: 1.2681 2020-07-01 02:53:02,712 - mmaction - INFO - Epoch [62][340/470] lr: 2.000e-03, eta: 3:09:20, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.6750, top5_acc: 0.8562, loss_cls: 1.3275, loss: 1.3275 2020-07-01 02:53:15,029 - mmaction - INFO - Epoch [62][360/470] lr: 2.000e-03, eta: 3:09:07, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.6719, top5_acc: 0.8812, loss_cls: 1.3116, loss: 1.3116 2020-07-01 02:53:27,369 - mmaction - INFO - Epoch [62][380/470] lr: 2.000e-03, eta: 3:08:54, time: 0.618, data_time: 0.002, memory: 8344, top1_acc: 0.6984, top5_acc: 0.8625, loss_cls: 1.3037, loss: 1.3037 2020-07-01 02:53:39,752 - mmaction - INFO - Epoch [62][400/470] lr: 2.000e-03, eta: 3:08:41, time: 0.620, data_time: 0.001, memory: 8344, top1_acc: 0.6766, top5_acc: 0.8672, loss_cls: 1.3533, loss: 1.3533 2020-07-01 02:53:52,046 - mmaction - INFO - Epoch [62][420/470] lr: 2.000e-03, eta: 3:08:28, time: 0.614, data_time: 0.001, memory: 8344, top1_acc: 0.6969, top5_acc: 0.8406, loss_cls: 1.3016, loss: 1.3016 2020-07-01 02:54:04,424 - mmaction - INFO - Epoch [62][440/470] lr: 2.000e-03, eta: 3:08:16, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.6906, top5_acc: 0.8547, loss_cls: 1.2773, loss: 1.2773 2020-07-01 02:54:16,774 - mmaction - INFO - Epoch [62][460/470] lr: 2.000e-03, eta: 3:08:03, time: 0.618, data_time: 0.002, memory: 8344, top1_acc: 0.6656, top5_acc: 0.8391, loss_cls: 1.4282, loss: 1.4282 2020-07-01 02:54:47,485 - mmaction - INFO - Epoch [63][20/470] lr: 2.000e-03, eta: 3:07:47, time: 1.197, data_time: 0.580, memory: 8344, top1_acc: 0.6969, top5_acc: 0.8734, loss_cls: 1.2173, loss: 1.2173 2020-07-01 02:54:59,802 - mmaction - INFO - Epoch [63][40/470] lr: 2.000e-03, eta: 3:07:34, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.6922, top5_acc: 0.8703, loss_cls: 1.3342, loss: 1.3342 2020-07-01 02:55:12,172 - mmaction - INFO - Epoch [63][60/470] lr: 2.000e-03, eta: 3:07:21, time: 0.619, data_time: 0.001, memory: 8344, top1_acc: 0.7141, top5_acc: 0.8812, loss_cls: 1.2043, loss: 1.2043 2020-07-01 02:55:24,426 - mmaction - INFO - Epoch [63][80/470] lr: 2.000e-03, eta: 3:07:08, time: 0.612, data_time: 0.001, memory: 8344, top1_acc: 0.7203, top5_acc: 0.8969, loss_cls: 1.1828, loss: 1.1828 2020-07-01 02:55:36,760 - mmaction - INFO - Epoch [63][100/470] lr: 2.000e-03, eta: 3:06:56, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.6922, top5_acc: 0.8609, loss_cls: 1.3175, loss: 1.3175 2020-07-01 02:55:49,111 - mmaction - INFO - Epoch [63][120/470] lr: 2.000e-03, eta: 3:06:43, time: 0.617, data_time: 0.002, memory: 8344, top1_acc: 0.6656, top5_acc: 0.8656, loss_cls: 1.3632, loss: 1.3632 2020-07-01 02:56:01,427 - mmaction - INFO - Epoch [63][140/470] lr: 2.000e-03, eta: 3:06:30, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.6672, top5_acc: 0.8672, loss_cls: 1.3434, loss: 1.3434 2020-07-01 02:56:13,714 - mmaction - INFO - Epoch [63][160/470] lr: 2.000e-03, eta: 3:06:17, time: 0.614, data_time: 0.001, memory: 8344, top1_acc: 0.6766, top5_acc: 0.8391, loss_cls: 1.4382, loss: 1.4382 2020-07-01 02:56:26,064 - mmaction - INFO - Epoch [63][180/470] lr: 2.000e-03, eta: 3:06:04, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.6922, top5_acc: 0.8688, loss_cls: 1.3165, loss: 1.3165 2020-07-01 02:56:38,458 - mmaction - INFO - Epoch [63][200/470] lr: 2.000e-03, eta: 3:05:52, time: 0.620, data_time: 0.001, memory: 8344, top1_acc: 0.6719, top5_acc: 0.8562, loss_cls: 1.3464, loss: 1.3464 2020-07-01 02:56:50,868 - mmaction - INFO - Epoch [63][220/470] lr: 2.000e-03, eta: 3:05:39, time: 0.621, data_time: 0.001, memory: 8344, top1_acc: 0.6578, top5_acc: 0.8594, loss_cls: 1.3854, loss: 1.3854 2020-07-01 02:57:03,236 - mmaction - INFO - Epoch [63][240/470] lr: 2.000e-03, eta: 3:05:26, time: 0.618, data_time: 0.003, memory: 8344, top1_acc: 0.6797, top5_acc: 0.8594, loss_cls: 1.3727, loss: 1.3727 2020-07-01 02:57:15,552 - mmaction - INFO - Epoch [63][260/470] lr: 2.000e-03, eta: 3:05:13, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.7000, top5_acc: 0.8562, loss_cls: 1.2760, loss: 1.2760 2020-07-01 02:57:27,889 - mmaction - INFO - Epoch [63][280/470] lr: 2.000e-03, eta: 3:05:00, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.6500, top5_acc: 0.8594, loss_cls: 1.3815, loss: 1.3815 2020-07-01 02:57:40,201 - mmaction - INFO - Epoch [63][300/470] lr: 2.000e-03, eta: 3:04:48, time: 0.616, data_time: 0.002, memory: 8344, top1_acc: 0.6719, top5_acc: 0.8422, loss_cls: 1.3760, loss: 1.3760 2020-07-01 02:57:52,494 - mmaction - INFO - Epoch [63][320/470] lr: 2.000e-03, eta: 3:04:35, time: 0.615, data_time: 0.002, memory: 8344, top1_acc: 0.6750, top5_acc: 0.8672, loss_cls: 1.3388, loss: 1.3388 2020-07-01 02:58:04,790 - mmaction - INFO - Epoch [63][340/470] lr: 2.000e-03, eta: 3:04:22, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.6672, top5_acc: 0.8594, loss_cls: 1.3089, loss: 1.3089 2020-07-01 02:58:17,098 - mmaction - INFO - Epoch [63][360/470] lr: 2.000e-03, eta: 3:04:09, time: 0.615, data_time: 0.002, memory: 8344, top1_acc: 0.6609, top5_acc: 0.8531, loss_cls: 1.3849, loss: 1.3849 2020-07-01 02:58:29,502 - mmaction - INFO - Epoch [63][380/470] lr: 2.000e-03, eta: 3:03:56, time: 0.620, data_time: 0.001, memory: 8344, top1_acc: 0.6750, top5_acc: 0.8688, loss_cls: 1.3302, loss: 1.3302 2020-07-01 02:58:41,837 - mmaction - INFO - Epoch [63][400/470] lr: 2.000e-03, eta: 3:03:44, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.6453, top5_acc: 0.8406, loss_cls: 1.4680, loss: 1.4680 2020-07-01 02:58:54,187 - mmaction - INFO - Epoch [63][420/470] lr: 2.000e-03, eta: 3:03:31, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.6672, top5_acc: 0.8500, loss_cls: 1.3946, loss: 1.3946 2020-07-01 02:59:06,665 - mmaction - INFO - Epoch [63][440/470] lr: 2.000e-03, eta: 3:03:18, time: 0.623, data_time: 0.013, memory: 8344, top1_acc: 0.6562, top5_acc: 0.8328, loss_cls: 1.4983, loss: 1.4983 2020-07-01 02:59:18,991 - mmaction - INFO - Epoch [63][460/470] lr: 2.000e-03, eta: 3:03:05, time: 0.617, data_time: 0.002, memory: 8344, top1_acc: 0.6641, top5_acc: 0.8578, loss_cls: 1.3574, loss: 1.3574 2020-07-01 02:59:51,158 - mmaction - INFO - Epoch [64][20/470] lr: 2.000e-03, eta: 3:02:50, time: 1.262, data_time: 0.599, memory: 8344, top1_acc: 0.6719, top5_acc: 0.8547, loss_cls: 1.3528, loss: 1.3528 2020-07-01 03:00:03,837 - mmaction - INFO - Epoch [64][40/470] lr: 2.000e-03, eta: 3:02:37, time: 0.633, data_time: 0.002, memory: 8344, top1_acc: 0.7188, top5_acc: 0.8812, loss_cls: 1.1765, loss: 1.1765 2020-07-01 03:00:16,204 - mmaction - INFO - Epoch [64][60/470] lr: 2.000e-03, eta: 3:02:25, time: 0.619, data_time: 0.004, memory: 8344, top1_acc: 0.6875, top5_acc: 0.8672, loss_cls: 1.2787, loss: 1.2787 2020-07-01 03:00:28,523 - mmaction - INFO - Epoch [64][80/470] lr: 2.000e-03, eta: 3:02:12, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.6719, top5_acc: 0.8750, loss_cls: 1.3156, loss: 1.3156 2020-07-01 03:00:40,854 - mmaction - INFO - Epoch [64][100/470] lr: 2.000e-03, eta: 3:01:59, time: 0.617, data_time: 0.002, memory: 8344, top1_acc: 0.6734, top5_acc: 0.8609, loss_cls: 1.3322, loss: 1.3322 2020-07-01 03:00:53,165 - mmaction - INFO - Epoch [64][120/470] lr: 2.000e-03, eta: 3:01:46, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.7125, top5_acc: 0.8797, loss_cls: 1.2308, loss: 1.2308 2020-07-01 03:01:05,439 - mmaction - INFO - Epoch [64][140/470] lr: 2.000e-03, eta: 3:01:33, time: 0.613, data_time: 0.001, memory: 8344, top1_acc: 0.6859, top5_acc: 0.8531, loss_cls: 1.2983, loss: 1.2983 2020-07-01 03:01:17,767 - mmaction - INFO - Epoch [64][160/470] lr: 2.000e-03, eta: 3:01:21, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.7000, top5_acc: 0.8703, loss_cls: 1.2506, loss: 1.2506 2020-07-01 03:01:30,129 - mmaction - INFO - Epoch [64][180/470] lr: 2.000e-03, eta: 3:01:08, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.6719, top5_acc: 0.8578, loss_cls: 1.3432, loss: 1.3432 2020-07-01 03:01:42,662 - mmaction - INFO - Epoch [64][200/470] lr: 2.000e-03, eta: 3:00:55, time: 0.627, data_time: 0.013, memory: 8344, top1_acc: 0.6750, top5_acc: 0.8516, loss_cls: 1.3693, loss: 1.3693 2020-07-01 03:01:55,027 - mmaction - INFO - Epoch [64][220/470] lr: 2.000e-03, eta: 3:00:42, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.6891, top5_acc: 0.8578, loss_cls: 1.3605, loss: 1.3605 2020-07-01 03:02:07,383 - mmaction - INFO - Epoch [64][240/470] lr: 2.000e-03, eta: 3:00:29, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.6937, top5_acc: 0.8562, loss_cls: 1.3027, loss: 1.3027 2020-07-01 03:02:19,707 - mmaction - INFO - Epoch [64][260/470] lr: 2.000e-03, eta: 3:00:17, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.6672, top5_acc: 0.8453, loss_cls: 1.3647, loss: 1.3647 2020-07-01 03:02:32,077 - mmaction - INFO - Epoch [64][280/470] lr: 2.000e-03, eta: 3:00:04, time: 0.619, data_time: 0.001, memory: 8344, top1_acc: 0.6703, top5_acc: 0.8547, loss_cls: 1.3334, loss: 1.3334 2020-07-01 03:02:44,403 - mmaction - INFO - Epoch [64][300/470] lr: 2.000e-03, eta: 2:59:51, time: 0.616, data_time: 0.000, memory: 8344, top1_acc: 0.6875, top5_acc: 0.8766, loss_cls: 1.2119, loss: 1.2119 2020-07-01 03:02:56,765 - mmaction - INFO - Epoch [64][320/470] lr: 2.000e-03, eta: 2:59:38, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.6516, top5_acc: 0.8547, loss_cls: 1.3971, loss: 1.3971 2020-07-01 03:03:09,116 - mmaction - INFO - Epoch [64][340/470] lr: 2.000e-03, eta: 2:59:26, time: 0.617, data_time: 0.000, memory: 8344, top1_acc: 0.6891, top5_acc: 0.8766, loss_cls: 1.2230, loss: 1.2230 2020-07-01 03:03:21,422 - mmaction - INFO - Epoch [64][360/470] lr: 2.000e-03, eta: 2:59:13, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.6750, top5_acc: 0.8516, loss_cls: 1.3530, loss: 1.3530 2020-07-01 03:03:33,814 - mmaction - INFO - Epoch [64][380/470] lr: 2.000e-03, eta: 2:59:00, time: 0.619, data_time: 0.001, memory: 8344, top1_acc: 0.6625, top5_acc: 0.8469, loss_cls: 1.4233, loss: 1.4233 2020-07-01 03:03:46,097 - mmaction - INFO - Epoch [64][400/470] lr: 2.000e-03, eta: 2:58:47, time: 0.615, data_time: 0.002, memory: 8344, top1_acc: 0.6609, top5_acc: 0.8547, loss_cls: 1.3918, loss: 1.3918 2020-07-01 03:03:58,393 - mmaction - INFO - Epoch [64][420/470] lr: 2.000e-03, eta: 2:58:34, time: 0.613, data_time: 0.001, memory: 8344, top1_acc: 0.6703, top5_acc: 0.8500, loss_cls: 1.3816, loss: 1.3816 2020-07-01 03:04:10,699 - mmaction - INFO - Epoch [64][440/470] lr: 2.000e-03, eta: 2:58:22, time: 0.617, data_time: 0.003, memory: 8344, top1_acc: 0.6766, top5_acc: 0.8562, loss_cls: 1.3509, loss: 1.3509 2020-07-01 03:04:23,035 - mmaction - INFO - Epoch [64][460/470] lr: 2.000e-03, eta: 2:58:09, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.6422, top5_acc: 0.8438, loss_cls: 1.4163, loss: 1.4163 2020-07-01 03:04:55,905 - mmaction - INFO - Epoch [65][20/470] lr: 2.000e-03, eta: 2:57:53, time: 1.278, data_time: 0.606, memory: 8344, top1_acc: 0.6703, top5_acc: 0.8578, loss_cls: 1.2901, loss: 1.2901 2020-07-01 03:05:08,248 - mmaction - INFO - Epoch [65][40/470] lr: 2.000e-03, eta: 2:57:41, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.6797, top5_acc: 0.8688, loss_cls: 1.2785, loss: 1.2785 2020-07-01 03:05:20,646 - mmaction - INFO - Epoch [65][60/470] lr: 2.000e-03, eta: 2:57:28, time: 0.620, data_time: 0.001, memory: 8344, top1_acc: 0.7125, top5_acc: 0.8609, loss_cls: 1.2910, loss: 1.2910 2020-07-01 03:05:32,923 - mmaction - INFO - Epoch [65][80/470] lr: 2.000e-03, eta: 2:57:15, time: 0.613, data_time: 0.001, memory: 8344, top1_acc: 0.6844, top5_acc: 0.8406, loss_cls: 1.3882, loss: 1.3882 2020-07-01 03:05:45,245 - mmaction - INFO - Epoch [65][100/470] lr: 2.000e-03, eta: 2:57:02, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.6813, top5_acc: 0.8594, loss_cls: 1.2879, loss: 1.2879 2020-07-01 03:05:57,665 - mmaction - INFO - Epoch [65][120/470] lr: 2.000e-03, eta: 2:56:50, time: 0.622, data_time: 0.002, memory: 8344, top1_acc: 0.6594, top5_acc: 0.8375, loss_cls: 1.4513, loss: 1.4513 2020-07-01 03:06:09,983 - mmaction - INFO - Epoch [65][140/470] lr: 2.000e-03, eta: 2:56:37, time: 0.616, data_time: 0.000, memory: 8344, top1_acc: 0.6750, top5_acc: 0.8422, loss_cls: 1.3535, loss: 1.3535 2020-07-01 03:06:22,379 - mmaction - INFO - Epoch [65][160/470] lr: 2.000e-03, eta: 2:56:24, time: 0.619, data_time: 0.001, memory: 8344, top1_acc: 0.6906, top5_acc: 0.8734, loss_cls: 1.2753, loss: 1.2753 2020-07-01 03:06:34,732 - mmaction - INFO - Epoch [65][180/470] lr: 2.000e-03, eta: 2:56:11, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.6703, top5_acc: 0.8656, loss_cls: 1.3218, loss: 1.3218 2020-07-01 03:06:47,096 - mmaction - INFO - Epoch [65][200/470] lr: 2.000e-03, eta: 2:55:58, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.6875, top5_acc: 0.8828, loss_cls: 1.2709, loss: 1.2709 2020-07-01 03:06:59,469 - mmaction - INFO - Epoch [65][220/470] lr: 2.000e-03, eta: 2:55:46, time: 0.619, data_time: 0.001, memory: 8344, top1_acc: 0.6969, top5_acc: 0.8609, loss_cls: 1.2897, loss: 1.2897 2020-07-01 03:07:11,750 - mmaction - INFO - Epoch [65][240/470] lr: 2.000e-03, eta: 2:55:33, time: 0.614, data_time: 0.001, memory: 8344, top1_acc: 0.6922, top5_acc: 0.8734, loss_cls: 1.2967, loss: 1.2967 2020-07-01 03:07:24,051 - mmaction - INFO - Epoch [65][260/470] lr: 2.000e-03, eta: 2:55:20, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.6781, top5_acc: 0.8453, loss_cls: 1.3518, loss: 1.3518 2020-07-01 03:07:36,456 - mmaction - INFO - Epoch [65][280/470] lr: 2.000e-03, eta: 2:55:07, time: 0.621, data_time: 0.001, memory: 8344, top1_acc: 0.6531, top5_acc: 0.8484, loss_cls: 1.4023, loss: 1.4023 2020-07-01 03:07:48,815 - mmaction - INFO - Epoch [65][300/470] lr: 2.000e-03, eta: 2:54:54, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.6609, top5_acc: 0.8594, loss_cls: 1.3580, loss: 1.3580 2020-07-01 03:08:01,072 - mmaction - INFO - Epoch [65][320/470] lr: 2.000e-03, eta: 2:54:42, time: 0.613, data_time: 0.002, memory: 8344, top1_acc: 0.6922, top5_acc: 0.8609, loss_cls: 1.3394, loss: 1.3394 2020-07-01 03:08:13,381 - mmaction - INFO - Epoch [65][340/470] lr: 2.000e-03, eta: 2:54:29, time: 0.615, data_time: 0.002, memory: 8344, top1_acc: 0.6672, top5_acc: 0.8734, loss_cls: 1.2736, loss: 1.2736 2020-07-01 03:08:25,663 - mmaction - INFO - Epoch [65][360/470] lr: 2.000e-03, eta: 2:54:16, time: 0.615, data_time: 0.002, memory: 8344, top1_acc: 0.6922, top5_acc: 0.8703, loss_cls: 1.2571, loss: 1.2571 2020-07-01 03:08:38,020 - mmaction - INFO - Epoch [65][380/470] lr: 2.000e-03, eta: 2:54:03, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.6813, top5_acc: 0.8656, loss_cls: 1.2740, loss: 1.2740 2020-07-01 03:08:50,381 - mmaction - INFO - Epoch [65][400/470] lr: 2.000e-03, eta: 2:53:50, time: 0.618, data_time: 0.002, memory: 8344, top1_acc: 0.6891, top5_acc: 0.8594, loss_cls: 1.2240, loss: 1.2240 2020-07-01 03:09:02,793 - mmaction - INFO - Epoch [65][420/470] lr: 2.000e-03, eta: 2:53:38, time: 0.620, data_time: 0.001, memory: 8344, top1_acc: 0.6656, top5_acc: 0.8625, loss_cls: 1.3857, loss: 1.3857 2020-07-01 03:09:15,191 - mmaction - INFO - Epoch [65][440/470] lr: 2.000e-03, eta: 2:53:25, time: 0.620, data_time: 0.002, memory: 8344, top1_acc: 0.7219, top5_acc: 0.9000, loss_cls: 1.1571, loss: 1.1571 2020-07-01 03:09:27,494 - mmaction - INFO - Epoch [65][460/470] lr: 2.000e-03, eta: 2:53:12, time: 0.616, data_time: 0.002, memory: 8344, top1_acc: 0.6766, top5_acc: 0.8625, loss_cls: 1.3335, loss: 1.3335 2020-07-01 03:09:34,072 - mmaction - INFO - Saving checkpoint at 65 epochs 2020-07-01 03:09:57,006 - mmaction - INFO - Evaluating top_k_accuracy... 2020-07-01 03:09:57,930 - mmaction - INFO - top1_acc 0.6767 top5_acc 0.8743 2020-07-01 03:09:57,930 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-07-01 03:09:57,981 - mmaction - INFO - mean_acc 0.6765 2020-07-01 03:09:57,996 - mmaction - INFO - Epoch [65][470/470] lr: 2.000e-03, top1_acc: 0.6767, top5_acc: 0.8743, mean_class_accuracy: 0.6765 2020-07-01 03:10:19,929 - mmaction - INFO - Epoch [66][20/470] lr: 2.000e-03, eta: 2:52:55, time: 1.096, data_time: 0.449, memory: 8344, top1_acc: 0.6687, top5_acc: 0.8516, loss_cls: 1.3252, loss: 1.3252 2020-07-01 03:10:32,216 - mmaction - INFO - Epoch [66][40/470] lr: 2.000e-03, eta: 2:52:42, time: 0.613, data_time: 0.001, memory: 8344, top1_acc: 0.6438, top5_acc: 0.8328, loss_cls: 1.4832, loss: 1.4832 2020-07-01 03:10:44,500 - mmaction - INFO - Epoch [66][60/470] lr: 2.000e-03, eta: 2:52:29, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.6750, top5_acc: 0.8766, loss_cls: 1.2906, loss: 1.2906 2020-07-01 03:10:56,800 - mmaction - INFO - Epoch [66][80/470] lr: 2.000e-03, eta: 2:52:16, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.6719, top5_acc: 0.8516, loss_cls: 1.3999, loss: 1.3999 2020-07-01 03:11:09,077 - mmaction - INFO - Epoch [66][100/470] lr: 2.000e-03, eta: 2:52:04, time: 0.612, data_time: 0.000, memory: 8344, top1_acc: 0.6813, top5_acc: 0.8578, loss_cls: 1.3556, loss: 1.3556 2020-07-01 03:11:21,417 - mmaction - INFO - Epoch [66][120/470] lr: 2.000e-03, eta: 2:51:51, time: 0.617, data_time: 0.002, memory: 8344, top1_acc: 0.6625, top5_acc: 0.8609, loss_cls: 1.3731, loss: 1.3731 2020-07-01 03:11:33,692 - mmaction - INFO - Epoch [66][140/470] lr: 2.000e-03, eta: 2:51:38, time: 0.614, data_time: 0.002, memory: 8344, top1_acc: 0.6828, top5_acc: 0.8672, loss_cls: 1.2736, loss: 1.2736 2020-07-01 03:11:46,002 - mmaction - INFO - Epoch [66][160/470] lr: 2.000e-03, eta: 2:51:25, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.6937, top5_acc: 0.8703, loss_cls: 1.2409, loss: 1.2409 2020-07-01 03:11:58,388 - mmaction - INFO - Epoch [66][180/470] lr: 2.000e-03, eta: 2:51:12, time: 0.620, data_time: 0.001, memory: 8344, top1_acc: 0.6719, top5_acc: 0.8672, loss_cls: 1.3052, loss: 1.3052 2020-07-01 03:12:10,640 - mmaction - INFO - Epoch [66][200/470] lr: 2.000e-03, eta: 2:51:00, time: 0.613, data_time: 0.001, memory: 8344, top1_acc: 0.6813, top5_acc: 0.8672, loss_cls: 1.3391, loss: 1.3391 2020-07-01 03:12:22,931 - mmaction - INFO - Epoch [66][220/470] lr: 2.000e-03, eta: 2:50:47, time: 0.614, data_time: 0.001, memory: 8344, top1_acc: 0.6734, top5_acc: 0.8516, loss_cls: 1.3282, loss: 1.3282 2020-07-01 03:12:35,180 - mmaction - INFO - Epoch [66][240/470] lr: 2.000e-03, eta: 2:50:34, time: 0.612, data_time: 0.001, memory: 8344, top1_acc: 0.6781, top5_acc: 0.8656, loss_cls: 1.2889, loss: 1.2889 2020-07-01 03:12:47,490 - mmaction - INFO - Epoch [66][260/470] lr: 2.000e-03, eta: 2:50:21, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.7016, top5_acc: 0.8641, loss_cls: 1.2505, loss: 1.2505 2020-07-01 03:12:59,771 - mmaction - INFO - Epoch [66][280/470] lr: 2.000e-03, eta: 2:50:08, time: 0.614, data_time: 0.000, memory: 8344, top1_acc: 0.6750, top5_acc: 0.8750, loss_cls: 1.2659, loss: 1.2659 2020-07-01 03:13:12,069 - mmaction - INFO - Epoch [66][300/470] lr: 2.000e-03, eta: 2:49:56, time: 0.614, data_time: 0.000, memory: 8344, top1_acc: 0.6625, top5_acc: 0.8578, loss_cls: 1.3800, loss: 1.3800 2020-07-01 03:13:24,365 - mmaction - INFO - Epoch [66][320/470] lr: 2.000e-03, eta: 2:49:43, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.6813, top5_acc: 0.8703, loss_cls: 1.3320, loss: 1.3320 2020-07-01 03:13:36,725 - mmaction - INFO - Epoch [66][340/470] lr: 2.000e-03, eta: 2:49:30, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.7016, top5_acc: 0.8703, loss_cls: 1.2627, loss: 1.2627 2020-07-01 03:13:49,017 - mmaction - INFO - Epoch [66][360/470] lr: 2.000e-03, eta: 2:49:17, time: 0.615, data_time: 0.003, memory: 8344, top1_acc: 0.6562, top5_acc: 0.8688, loss_cls: 1.3425, loss: 1.3425 2020-07-01 03:14:01,251 - mmaction - INFO - Epoch [66][380/470] lr: 2.000e-03, eta: 2:49:04, time: 0.613, data_time: 0.002, memory: 8344, top1_acc: 0.7125, top5_acc: 0.8688, loss_cls: 1.2514, loss: 1.2514 2020-07-01 03:14:13,533 - mmaction - INFO - Epoch [66][400/470] lr: 2.000e-03, eta: 2:48:52, time: 0.613, data_time: 0.001, memory: 8344, top1_acc: 0.6984, top5_acc: 0.8703, loss_cls: 1.2952, loss: 1.2952 2020-07-01 03:14:25,821 - mmaction - INFO - Epoch [66][420/470] lr: 2.000e-03, eta: 2:48:39, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.6641, top5_acc: 0.8484, loss_cls: 1.3748, loss: 1.3748 2020-07-01 03:14:38,200 - mmaction - INFO - Epoch [66][440/470] lr: 2.000e-03, eta: 2:48:26, time: 0.619, data_time: 0.001, memory: 8344, top1_acc: 0.6672, top5_acc: 0.8391, loss_cls: 1.3984, loss: 1.3984 2020-07-01 03:14:50,612 - mmaction - INFO - Epoch [66][460/470] lr: 2.000e-03, eta: 2:48:13, time: 0.620, data_time: 0.001, memory: 8344, top1_acc: 0.6969, top5_acc: 0.8688, loss_cls: 1.3231, loss: 1.3231 2020-07-01 03:15:21,671 - mmaction - INFO - Epoch [67][20/470] lr: 2.000e-03, eta: 2:47:57, time: 1.210, data_time: 0.585, memory: 8344, top1_acc: 0.6781, top5_acc: 0.8594, loss_cls: 1.3704, loss: 1.3704 2020-07-01 03:15:33,999 - mmaction - INFO - Epoch [67][40/470] lr: 2.000e-03, eta: 2:47:44, time: 0.617, data_time: 0.002, memory: 8344, top1_acc: 0.6937, top5_acc: 0.8547, loss_cls: 1.3167, loss: 1.3167 2020-07-01 03:15:46,334 - mmaction - INFO - Epoch [67][60/470] lr: 2.000e-03, eta: 2:47:31, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.6813, top5_acc: 0.8797, loss_cls: 1.2734, loss: 1.2734 2020-07-01 03:15:58,650 - mmaction - INFO - Epoch [67][80/470] lr: 2.000e-03, eta: 2:47:19, time: 0.615, data_time: 0.000, memory: 8344, top1_acc: 0.6859, top5_acc: 0.8562, loss_cls: 1.3535, loss: 1.3535 2020-07-01 03:16:11,012 - mmaction - INFO - Epoch [67][100/470] lr: 2.000e-03, eta: 2:47:06, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.6844, top5_acc: 0.8703, loss_cls: 1.2570, loss: 1.2570 2020-07-01 03:16:23,341 - mmaction - INFO - Epoch [67][120/470] lr: 2.000e-03, eta: 2:46:53, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.6813, top5_acc: 0.8375, loss_cls: 1.4109, loss: 1.4109 2020-07-01 03:16:35,624 - mmaction - INFO - Epoch [67][140/470] lr: 2.000e-03, eta: 2:46:40, time: 0.614, data_time: 0.001, memory: 8344, top1_acc: 0.6484, top5_acc: 0.8703, loss_cls: 1.3483, loss: 1.3483 2020-07-01 03:16:47,980 - mmaction - INFO - Epoch [67][160/470] lr: 2.000e-03, eta: 2:46:28, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.6750, top5_acc: 0.8609, loss_cls: 1.3183, loss: 1.3183 2020-07-01 03:17:00,359 - mmaction - INFO - Epoch [67][180/470] lr: 2.000e-03, eta: 2:46:15, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.6594, top5_acc: 0.8438, loss_cls: 1.4085, loss: 1.4085 2020-07-01 03:17:12,755 - mmaction - INFO - Epoch [67][200/470] lr: 2.000e-03, eta: 2:46:02, time: 0.620, data_time: 0.001, memory: 8344, top1_acc: 0.6547, top5_acc: 0.8578, loss_cls: 1.3857, loss: 1.3857 2020-07-01 03:17:25,061 - mmaction - INFO - Epoch [67][220/470] lr: 2.000e-03, eta: 2:45:49, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.6766, top5_acc: 0.8656, loss_cls: 1.2904, loss: 1.2904 2020-07-01 03:17:37,456 - mmaction - INFO - Epoch [67][240/470] lr: 2.000e-03, eta: 2:45:37, time: 0.620, data_time: 0.001, memory: 8344, top1_acc: 0.6969, top5_acc: 0.8844, loss_cls: 1.2016, loss: 1.2016 2020-07-01 03:17:49,858 - mmaction - INFO - Epoch [67][260/470] lr: 2.000e-03, eta: 2:45:24, time: 0.619, data_time: 0.001, memory: 8344, top1_acc: 0.7000, top5_acc: 0.8688, loss_cls: 1.2597, loss: 1.2597 2020-07-01 03:18:02,147 - mmaction - INFO - Epoch [67][280/470] lr: 2.000e-03, eta: 2:45:11, time: 0.615, data_time: 0.002, memory: 8344, top1_acc: 0.7031, top5_acc: 0.8656, loss_cls: 1.2610, loss: 1.2610 2020-07-01 03:18:14,503 - mmaction - INFO - Epoch [67][300/470] lr: 2.000e-03, eta: 2:44:58, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.6813, top5_acc: 0.8672, loss_cls: 1.3874, loss: 1.3874 2020-07-01 03:18:26,814 - mmaction - INFO - Epoch [67][320/470] lr: 2.000e-03, eta: 2:44:45, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.6516, top5_acc: 0.8406, loss_cls: 1.3839, loss: 1.3839 2020-07-01 03:18:39,255 - mmaction - INFO - Epoch [67][340/470] lr: 2.000e-03, eta: 2:44:33, time: 0.621, data_time: 0.003, memory: 8344, top1_acc: 0.6891, top5_acc: 0.8688, loss_cls: 1.2833, loss: 1.2833 2020-07-01 03:18:51,553 - mmaction - INFO - Epoch [67][360/470] lr: 2.000e-03, eta: 2:44:20, time: 0.616, data_time: 0.002, memory: 8344, top1_acc: 0.6859, top5_acc: 0.8672, loss_cls: 1.3179, loss: 1.3179 2020-07-01 03:19:03,827 - mmaction - INFO - Epoch [67][380/470] lr: 2.000e-03, eta: 2:44:07, time: 0.614, data_time: 0.002, memory: 8344, top1_acc: 0.6875, top5_acc: 0.8609, loss_cls: 1.3343, loss: 1.3343 2020-07-01 03:19:16,224 - mmaction - INFO - Epoch [67][400/470] lr: 2.000e-03, eta: 2:43:54, time: 0.620, data_time: 0.001, memory: 8344, top1_acc: 0.6578, top5_acc: 0.8594, loss_cls: 1.3631, loss: 1.3631 2020-07-01 03:19:28,525 - mmaction - INFO - Epoch [67][420/470] lr: 2.000e-03, eta: 2:43:42, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.6625, top5_acc: 0.8578, loss_cls: 1.3684, loss: 1.3684 2020-07-01 03:19:40,913 - mmaction - INFO - Epoch [67][440/470] lr: 2.000e-03, eta: 2:43:29, time: 0.619, data_time: 0.001, memory: 8344, top1_acc: 0.7031, top5_acc: 0.8828, loss_cls: 1.2386, loss: 1.2386 2020-07-01 03:19:53,210 - mmaction - INFO - Epoch [67][460/470] lr: 2.000e-03, eta: 2:43:16, time: 0.614, data_time: 0.001, memory: 8344, top1_acc: 0.6828, top5_acc: 0.8672, loss_cls: 1.3142, loss: 1.3142 2020-07-01 03:20:29,552 - mmaction - INFO - Epoch [68][20/470] lr: 2.000e-03, eta: 2:43:02, time: 1.459, data_time: 0.828, memory: 8344, top1_acc: 0.6969, top5_acc: 0.8812, loss_cls: 1.2132, loss: 1.2132 2020-07-01 03:20:41,850 - mmaction - INFO - Epoch [68][40/470] lr: 2.000e-03, eta: 2:42:49, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.7234, top5_acc: 0.8969, loss_cls: 1.1666, loss: 1.1666 2020-07-01 03:20:54,114 - mmaction - INFO - Epoch [68][60/470] lr: 2.000e-03, eta: 2:42:37, time: 0.614, data_time: 0.001, memory: 8344, top1_acc: 0.6687, top5_acc: 0.8688, loss_cls: 1.3639, loss: 1.3639 2020-07-01 03:21:06,702 - mmaction - INFO - Epoch [68][80/470] lr: 2.000e-03, eta: 2:42:24, time: 0.629, data_time: 0.014, memory: 8344, top1_acc: 0.6813, top5_acc: 0.8703, loss_cls: 1.2996, loss: 1.2996 2020-07-01 03:21:19,004 - mmaction - INFO - Epoch [68][100/470] lr: 2.000e-03, eta: 2:42:11, time: 0.614, data_time: 0.001, memory: 8344, top1_acc: 0.6813, top5_acc: 0.8688, loss_cls: 1.3009, loss: 1.3009 2020-07-01 03:21:31,386 - mmaction - INFO - Epoch [68][120/470] lr: 2.000e-03, eta: 2:41:58, time: 0.620, data_time: 0.002, memory: 8344, top1_acc: 0.6703, top5_acc: 0.8453, loss_cls: 1.3412, loss: 1.3412 2020-07-01 03:21:43,738 - mmaction - INFO - Epoch [68][140/470] lr: 2.000e-03, eta: 2:41:46, time: 0.618, data_time: 0.002, memory: 8344, top1_acc: 0.6906, top5_acc: 0.8922, loss_cls: 1.1991, loss: 1.1991 2020-07-01 03:21:56,070 - mmaction - INFO - Epoch [68][160/470] lr: 2.000e-03, eta: 2:41:33, time: 0.618, data_time: 0.002, memory: 8344, top1_acc: 0.6969, top5_acc: 0.8688, loss_cls: 1.2678, loss: 1.2678 2020-07-01 03:22:08,430 - mmaction - INFO - Epoch [68][180/470] lr: 2.000e-03, eta: 2:41:20, time: 0.617, data_time: 0.000, memory: 8344, top1_acc: 0.6781, top5_acc: 0.8469, loss_cls: 1.3431, loss: 1.3431 2020-07-01 03:22:20,852 - mmaction - INFO - Epoch [68][200/470] lr: 2.000e-03, eta: 2:41:07, time: 0.622, data_time: 0.001, memory: 8344, top1_acc: 0.7063, top5_acc: 0.8609, loss_cls: 1.2711, loss: 1.2711 2020-07-01 03:22:33,111 - mmaction - INFO - Epoch [68][220/470] lr: 2.000e-03, eta: 2:40:55, time: 0.613, data_time: 0.001, memory: 8344, top1_acc: 0.7000, top5_acc: 0.8672, loss_cls: 1.2422, loss: 1.2422 2020-07-01 03:22:45,430 - mmaction - INFO - Epoch [68][240/470] lr: 2.000e-03, eta: 2:40:42, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.6734, top5_acc: 0.8578, loss_cls: 1.2929, loss: 1.2929 2020-07-01 03:22:57,727 - mmaction - INFO - Epoch [68][260/470] lr: 2.000e-03, eta: 2:40:29, time: 0.615, data_time: 0.003, memory: 8344, top1_acc: 0.6734, top5_acc: 0.8719, loss_cls: 1.2623, loss: 1.2623 2020-07-01 03:23:10,068 - mmaction - INFO - Epoch [68][280/470] lr: 2.000e-03, eta: 2:40:16, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.6906, top5_acc: 0.8688, loss_cls: 1.3348, loss: 1.3348 2020-07-01 03:23:22,380 - mmaction - INFO - Epoch [68][300/470] lr: 2.000e-03, eta: 2:40:03, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.6547, top5_acc: 0.8516, loss_cls: 1.3894, loss: 1.3894 2020-07-01 03:23:34,705 - mmaction - INFO - Epoch [68][320/470] lr: 2.000e-03, eta: 2:39:51, time: 0.615, data_time: 0.000, memory: 8344, top1_acc: 0.6687, top5_acc: 0.8625, loss_cls: 1.3544, loss: 1.3544 2020-07-01 03:23:47,074 - mmaction - INFO - Epoch [68][340/470] lr: 2.000e-03, eta: 2:39:38, time: 0.619, data_time: 0.002, memory: 8344, top1_acc: 0.6922, top5_acc: 0.8875, loss_cls: 1.2894, loss: 1.2894 2020-07-01 03:23:59,451 - mmaction - INFO - Epoch [68][360/470] lr: 2.000e-03, eta: 2:39:25, time: 0.619, data_time: 0.002, memory: 8344, top1_acc: 0.6687, top5_acc: 0.8500, loss_cls: 1.3653, loss: 1.3653 2020-07-01 03:24:11,810 - mmaction - INFO - Epoch [68][380/470] lr: 2.000e-03, eta: 2:39:12, time: 0.619, data_time: 0.002, memory: 8344, top1_acc: 0.6766, top5_acc: 0.8703, loss_cls: 1.3706, loss: 1.3706 2020-07-01 03:24:24,093 - mmaction - INFO - Epoch [68][400/470] lr: 2.000e-03, eta: 2:39:00, time: 0.614, data_time: 0.001, memory: 8344, top1_acc: 0.6891, top5_acc: 0.8594, loss_cls: 1.2899, loss: 1.2899 2020-07-01 03:24:36,408 - mmaction - INFO - Epoch [68][420/470] lr: 2.000e-03, eta: 2:38:47, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.6500, top5_acc: 0.8438, loss_cls: 1.4363, loss: 1.4363 2020-07-01 03:24:48,805 - mmaction - INFO - Epoch [68][440/470] lr: 2.000e-03, eta: 2:38:34, time: 0.619, data_time: 0.000, memory: 8344, top1_acc: 0.7094, top5_acc: 0.8734, loss_cls: 1.2630, loss: 1.2630 2020-07-01 03:25:01,186 - mmaction - INFO - Epoch [68][460/470] lr: 2.000e-03, eta: 2:38:21, time: 0.620, data_time: 0.001, memory: 8344, top1_acc: 0.6922, top5_acc: 0.8609, loss_cls: 1.3042, loss: 1.3042 2020-07-01 03:25:32,175 - mmaction - INFO - Epoch [69][20/470] lr: 2.000e-03, eta: 2:38:05, time: 1.216, data_time: 0.587, memory: 8344, top1_acc: 0.6766, top5_acc: 0.8594, loss_cls: 1.3273, loss: 1.3273 2020-07-01 03:25:44,456 - mmaction - INFO - Epoch [69][40/470] lr: 2.000e-03, eta: 2:37:52, time: 0.614, data_time: 0.001, memory: 8344, top1_acc: 0.6953, top5_acc: 0.8938, loss_cls: 1.1957, loss: 1.1957 2020-07-01 03:25:56,766 - mmaction - INFO - Epoch [69][60/470] lr: 2.000e-03, eta: 2:37:39, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.6703, top5_acc: 0.8562, loss_cls: 1.3133, loss: 1.3133 2020-07-01 03:26:09,173 - mmaction - INFO - Epoch [69][80/470] lr: 2.000e-03, eta: 2:37:27, time: 0.620, data_time: 0.001, memory: 8344, top1_acc: 0.6953, top5_acc: 0.8469, loss_cls: 1.3717, loss: 1.3717 2020-07-01 03:26:21,553 - mmaction - INFO - Epoch [69][100/470] lr: 2.000e-03, eta: 2:37:14, time: 0.620, data_time: 0.001, memory: 8344, top1_acc: 0.6891, top5_acc: 0.8469, loss_cls: 1.3362, loss: 1.3362 2020-07-01 03:26:33,820 - mmaction - INFO - Epoch [69][120/470] lr: 2.000e-03, eta: 2:37:01, time: 0.614, data_time: 0.002, memory: 8344, top1_acc: 0.6625, top5_acc: 0.8562, loss_cls: 1.3645, loss: 1.3645 2020-07-01 03:26:46,131 - mmaction - INFO - Epoch [69][140/470] lr: 2.000e-03, eta: 2:36:48, time: 0.615, data_time: 0.000, memory: 8344, top1_acc: 0.7094, top5_acc: 0.8656, loss_cls: 1.2437, loss: 1.2437 2020-07-01 03:26:58,452 - mmaction - INFO - Epoch [69][160/470] lr: 2.000e-03, eta: 2:36:36, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.6906, top5_acc: 0.8719, loss_cls: 1.2711, loss: 1.2711 2020-07-01 03:27:10,761 - mmaction - INFO - Epoch [69][180/470] lr: 2.000e-03, eta: 2:36:23, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.6703, top5_acc: 0.8375, loss_cls: 1.3728, loss: 1.3728 2020-07-01 03:27:23,117 - mmaction - INFO - Epoch [69][200/470] lr: 2.000e-03, eta: 2:36:10, time: 0.619, data_time: 0.002, memory: 8344, top1_acc: 0.7094, top5_acc: 0.8625, loss_cls: 1.2366, loss: 1.2366 2020-07-01 03:27:35,498 - mmaction - INFO - Epoch [69][220/470] lr: 2.000e-03, eta: 2:35:57, time: 0.619, data_time: 0.001, memory: 8344, top1_acc: 0.6813, top5_acc: 0.8562, loss_cls: 1.3238, loss: 1.3238 2020-07-01 03:27:47,864 - mmaction - INFO - Epoch [69][240/470] lr: 2.000e-03, eta: 2:35:45, time: 0.619, data_time: 0.001, memory: 8344, top1_acc: 0.7000, top5_acc: 0.8703, loss_cls: 1.1821, loss: 1.1821 2020-07-01 03:28:00,283 - mmaction - INFO - Epoch [69][260/470] lr: 2.000e-03, eta: 2:35:32, time: 0.620, data_time: 0.000, memory: 8344, top1_acc: 0.6937, top5_acc: 0.8781, loss_cls: 1.2170, loss: 1.2170 2020-07-01 03:28:12,575 - mmaction - INFO - Epoch [69][280/470] lr: 2.000e-03, eta: 2:35:19, time: 0.614, data_time: 0.001, memory: 8344, top1_acc: 0.6641, top5_acc: 0.8391, loss_cls: 1.4313, loss: 1.4313 2020-07-01 03:28:24,817 - mmaction - INFO - Epoch [69][300/470] lr: 2.000e-03, eta: 2:35:06, time: 0.613, data_time: 0.001, memory: 8344, top1_acc: 0.6781, top5_acc: 0.8656, loss_cls: 1.3728, loss: 1.3728 2020-07-01 03:28:37,129 - mmaction - INFO - Epoch [69][320/470] lr: 2.000e-03, eta: 2:34:53, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.6656, top5_acc: 0.8594, loss_cls: 1.3666, loss: 1.3666 2020-07-01 03:28:49,419 - mmaction - INFO - Epoch [69][340/470] lr: 2.000e-03, eta: 2:34:41, time: 0.615, data_time: 0.002, memory: 8344, top1_acc: 0.7188, top5_acc: 0.8672, loss_cls: 1.1540, loss: 1.1540 2020-07-01 03:29:01,786 - mmaction - INFO - Epoch [69][360/470] lr: 2.000e-03, eta: 2:34:28, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.6875, top5_acc: 0.8734, loss_cls: 1.2851, loss: 1.2851 2020-07-01 03:29:14,094 - mmaction - INFO - Epoch [69][380/470] lr: 2.000e-03, eta: 2:34:15, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.6594, top5_acc: 0.8562, loss_cls: 1.4104, loss: 1.4104 2020-07-01 03:29:26,417 - mmaction - INFO - Epoch [69][400/470] lr: 2.000e-03, eta: 2:34:02, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.6891, top5_acc: 0.8688, loss_cls: 1.2820, loss: 1.2820 2020-07-01 03:29:38,764 - mmaction - INFO - Epoch [69][420/470] lr: 2.000e-03, eta: 2:33:50, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.6828, top5_acc: 0.8609, loss_cls: 1.3529, loss: 1.3529 2020-07-01 03:29:51,122 - mmaction - INFO - Epoch [69][440/470] lr: 2.000e-03, eta: 2:33:37, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.6609, top5_acc: 0.8469, loss_cls: 1.3876, loss: 1.3876 2020-07-01 03:30:03,475 - mmaction - INFO - Epoch [69][460/470] lr: 2.000e-03, eta: 2:33:24, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.6844, top5_acc: 0.8703, loss_cls: 1.2881, loss: 1.2881 2020-07-01 03:30:35,155 - mmaction - INFO - Epoch [70][20/470] lr: 2.000e-03, eta: 2:33:08, time: 1.246, data_time: 0.631, memory: 8344, top1_acc: 0.6969, top5_acc: 0.8625, loss_cls: 1.2109, loss: 1.2109 2020-07-01 03:30:47,530 - mmaction - INFO - Epoch [70][40/470] lr: 2.000e-03, eta: 2:32:55, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.6734, top5_acc: 0.8812, loss_cls: 1.2998, loss: 1.2998 2020-07-01 03:30:59,875 - mmaction - INFO - Epoch [70][60/470] lr: 2.000e-03, eta: 2:32:42, time: 0.617, data_time: 0.002, memory: 8344, top1_acc: 0.7094, top5_acc: 0.8828, loss_cls: 1.1561, loss: 1.1561 2020-07-01 03:31:12,193 - mmaction - INFO - Epoch [70][80/470] lr: 2.000e-03, eta: 2:32:30, time: 0.616, data_time: 0.002, memory: 8344, top1_acc: 0.6859, top5_acc: 0.8719, loss_cls: 1.3211, loss: 1.3211 2020-07-01 03:31:24,843 - mmaction - INFO - Epoch [70][100/470] lr: 2.000e-03, eta: 2:32:17, time: 0.632, data_time: 0.015, memory: 8344, top1_acc: 0.6875, top5_acc: 0.8641, loss_cls: 1.3330, loss: 1.3330 2020-07-01 03:31:37,227 - mmaction - INFO - Epoch [70][120/470] lr: 2.000e-03, eta: 2:32:04, time: 0.618, data_time: 0.002, memory: 8344, top1_acc: 0.7063, top5_acc: 0.8422, loss_cls: 1.2559, loss: 1.2559 2020-07-01 03:31:49,641 - mmaction - INFO - Epoch [70][140/470] lr: 2.000e-03, eta: 2:31:52, time: 0.622, data_time: 0.004, memory: 8344, top1_acc: 0.6781, top5_acc: 0.8672, loss_cls: 1.3323, loss: 1.3323 2020-07-01 03:32:02,026 - mmaction - INFO - Epoch [70][160/470] lr: 2.000e-03, eta: 2:31:39, time: 0.619, data_time: 0.001, memory: 8344, top1_acc: 0.7219, top5_acc: 0.8812, loss_cls: 1.2135, loss: 1.2135 2020-07-01 03:32:14,286 - mmaction - INFO - Epoch [70][180/470] lr: 2.000e-03, eta: 2:31:26, time: 0.613, data_time: 0.001, memory: 8344, top1_acc: 0.6937, top5_acc: 0.8625, loss_cls: 1.3002, loss: 1.3002 2020-07-01 03:32:26,651 - mmaction - INFO - Epoch [70][200/470] lr: 2.000e-03, eta: 2:31:13, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.6781, top5_acc: 0.8484, loss_cls: 1.3848, loss: 1.3848 2020-07-01 03:32:38,920 - mmaction - INFO - Epoch [70][220/470] lr: 2.000e-03, eta: 2:31:00, time: 0.613, data_time: 0.001, memory: 8344, top1_acc: 0.6766, top5_acc: 0.8531, loss_cls: 1.3888, loss: 1.3888 2020-07-01 03:32:51,326 - mmaction - INFO - Epoch [70][240/470] lr: 2.000e-03, eta: 2:30:48, time: 0.620, data_time: 0.001, memory: 8344, top1_acc: 0.6766, top5_acc: 0.8688, loss_cls: 1.3071, loss: 1.3071 2020-07-01 03:33:03,623 - mmaction - INFO - Epoch [70][260/470] lr: 2.000e-03, eta: 2:30:35, time: 0.614, data_time: 0.003, memory: 8344, top1_acc: 0.6844, top5_acc: 0.8656, loss_cls: 1.2679, loss: 1.2679 2020-07-01 03:33:15,948 - mmaction - INFO - Epoch [70][280/470] lr: 2.000e-03, eta: 2:30:22, time: 0.617, data_time: 0.002, memory: 8344, top1_acc: 0.6516, top5_acc: 0.8438, loss_cls: 1.4300, loss: 1.4300 2020-07-01 03:33:28,283 - mmaction - INFO - Epoch [70][300/470] lr: 2.000e-03, eta: 2:30:09, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.6828, top5_acc: 0.8547, loss_cls: 1.2894, loss: 1.2894 2020-07-01 03:33:40,655 - mmaction - INFO - Epoch [70][320/470] lr: 2.000e-03, eta: 2:29:57, time: 0.619, data_time: 0.001, memory: 8344, top1_acc: 0.6875, top5_acc: 0.8547, loss_cls: 1.3276, loss: 1.3276 2020-07-01 03:33:53,046 - mmaction - INFO - Epoch [70][340/470] lr: 2.000e-03, eta: 2:29:44, time: 0.619, data_time: 0.001, memory: 8344, top1_acc: 0.6813, top5_acc: 0.8656, loss_cls: 1.2701, loss: 1.2701 2020-07-01 03:34:05,433 - mmaction - INFO - Epoch [70][360/470] lr: 2.000e-03, eta: 2:29:31, time: 0.619, data_time: 0.001, memory: 8344, top1_acc: 0.6875, top5_acc: 0.8703, loss_cls: 1.3008, loss: 1.3008 2020-07-01 03:34:17,763 - mmaction - INFO - Epoch [70][380/470] lr: 2.000e-03, eta: 2:29:18, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.6891, top5_acc: 0.8391, loss_cls: 1.3866, loss: 1.3866 2020-07-01 03:34:30,153 - mmaction - INFO - Epoch [70][400/470] lr: 2.000e-03, eta: 2:29:06, time: 0.619, data_time: 0.001, memory: 8344, top1_acc: 0.6797, top5_acc: 0.8672, loss_cls: 1.2881, loss: 1.2881 2020-07-01 03:34:42,465 - mmaction - INFO - Epoch [70][420/470] lr: 2.000e-03, eta: 2:28:53, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.6844, top5_acc: 0.8797, loss_cls: 1.2185, loss: 1.2185 2020-07-01 03:34:54,837 - mmaction - INFO - Epoch [70][440/470] lr: 2.000e-03, eta: 2:28:40, time: 0.619, data_time: 0.002, memory: 8344, top1_acc: 0.7031, top5_acc: 0.8781, loss_cls: 1.2312, loss: 1.2312 2020-07-01 03:35:07,152 - mmaction - INFO - Epoch [70][460/470] lr: 2.000e-03, eta: 2:28:28, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.7266, top5_acc: 0.8703, loss_cls: 1.1933, loss: 1.1933 2020-07-01 03:35:13,876 - mmaction - INFO - Saving checkpoint at 70 epochs 2020-07-01 03:35:36,763 - mmaction - INFO - Evaluating top_k_accuracy... 2020-07-01 03:35:37,694 - mmaction - INFO - top1_acc 0.6809 top5_acc 0.8746 2020-07-01 03:35:37,694 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-07-01 03:35:37,745 - mmaction - INFO - mean_acc 0.6808 2020-07-01 03:35:37,752 - mmaction - INFO - Epoch [70][470/470] lr: 2.000e-03, top1_acc: 0.6809, top5_acc: 0.8746, mean_class_accuracy: 0.6808 2020-07-01 03:35:58,749 - mmaction - INFO - Epoch [71][20/470] lr: 2.000e-03, eta: 2:28:09, time: 1.049, data_time: 0.441, memory: 8344, top1_acc: 0.6562, top5_acc: 0.8609, loss_cls: 1.4043, loss: 1.4043 2020-07-01 03:36:11,074 - mmaction - INFO - Epoch [71][40/470] lr: 2.000e-03, eta: 2:27:57, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.6672, top5_acc: 0.8438, loss_cls: 1.4539, loss: 1.4539 2020-07-01 03:36:23,371 - mmaction - INFO - Epoch [71][60/470] lr: 2.000e-03, eta: 2:27:44, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.7000, top5_acc: 0.8875, loss_cls: 1.2066, loss: 1.2066 2020-07-01 03:36:35,703 - mmaction - INFO - Epoch [71][80/470] lr: 2.000e-03, eta: 2:27:31, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.6844, top5_acc: 0.8438, loss_cls: 1.3544, loss: 1.3544 2020-07-01 03:36:48,039 - mmaction - INFO - Epoch [71][100/470] lr: 2.000e-03, eta: 2:27:18, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.7016, top5_acc: 0.8766, loss_cls: 1.2745, loss: 1.2745 2020-07-01 03:37:00,375 - mmaction - INFO - Epoch [71][120/470] lr: 2.000e-03, eta: 2:27:06, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.6781, top5_acc: 0.8656, loss_cls: 1.3016, loss: 1.3016 2020-07-01 03:37:12,721 - mmaction - INFO - Epoch [71][140/470] lr: 2.000e-03, eta: 2:26:53, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.6672, top5_acc: 0.8688, loss_cls: 1.3425, loss: 1.3425 2020-07-01 03:37:25,046 - mmaction - INFO - Epoch [71][160/470] lr: 2.000e-03, eta: 2:26:40, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.6844, top5_acc: 0.8719, loss_cls: 1.2824, loss: 1.2824 2020-07-01 03:37:37,435 - mmaction - INFO - Epoch [71][180/470] lr: 2.000e-03, eta: 2:26:27, time: 0.620, data_time: 0.001, memory: 8344, top1_acc: 0.6828, top5_acc: 0.8766, loss_cls: 1.2266, loss: 1.2266 2020-07-01 03:37:49,780 - mmaction - INFO - Epoch [71][200/470] lr: 2.000e-03, eta: 2:26:15, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.7016, top5_acc: 0.8516, loss_cls: 1.2905, loss: 1.2905 2020-07-01 03:38:02,144 - mmaction - INFO - Epoch [71][220/470] lr: 2.000e-03, eta: 2:26:02, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.6984, top5_acc: 0.8594, loss_cls: 1.2572, loss: 1.2572 2020-07-01 03:38:14,555 - mmaction - INFO - Epoch [71][240/470] lr: 2.000e-03, eta: 2:25:49, time: 0.621, data_time: 0.002, memory: 8344, top1_acc: 0.7094, top5_acc: 0.8688, loss_cls: 1.2312, loss: 1.2312 2020-07-01 03:38:26,886 - mmaction - INFO - Epoch [71][260/470] lr: 2.000e-03, eta: 2:25:36, time: 0.617, data_time: 0.003, memory: 8344, top1_acc: 0.6969, top5_acc: 0.8500, loss_cls: 1.3191, loss: 1.3191 2020-07-01 03:38:39,196 - mmaction - INFO - Epoch [71][280/470] lr: 2.000e-03, eta: 2:25:24, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.6937, top5_acc: 0.8641, loss_cls: 1.2562, loss: 1.2562 2020-07-01 03:38:51,467 - mmaction - INFO - Epoch [71][300/470] lr: 2.000e-03, eta: 2:25:11, time: 0.614, data_time: 0.002, memory: 8344, top1_acc: 0.7031, top5_acc: 0.8719, loss_cls: 1.2029, loss: 1.2029 2020-07-01 03:39:03,935 - mmaction - INFO - Epoch [71][320/470] lr: 2.000e-03, eta: 2:24:58, time: 0.623, data_time: 0.001, memory: 8344, top1_acc: 0.7000, top5_acc: 0.8750, loss_cls: 1.2641, loss: 1.2641 2020-07-01 03:39:16,235 - mmaction - INFO - Epoch [71][340/470] lr: 2.000e-03, eta: 2:24:46, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.6922, top5_acc: 0.8531, loss_cls: 1.2803, loss: 1.2803 2020-07-01 03:39:28,706 - mmaction - INFO - Epoch [71][360/470] lr: 2.000e-03, eta: 2:24:33, time: 0.622, data_time: 0.001, memory: 8344, top1_acc: 0.7016, top5_acc: 0.8500, loss_cls: 1.2903, loss: 1.2903 2020-07-01 03:39:41,044 - mmaction - INFO - Epoch [71][380/470] lr: 2.000e-03, eta: 2:24:20, time: 0.618, data_time: 0.002, memory: 8344, top1_acc: 0.6969, top5_acc: 0.8625, loss_cls: 1.2569, loss: 1.2569 2020-07-01 03:39:53,359 - mmaction - INFO - Epoch [71][400/470] lr: 2.000e-03, eta: 2:24:07, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.6953, top5_acc: 0.8750, loss_cls: 1.2277, loss: 1.2277 2020-07-01 03:40:05,681 - mmaction - INFO - Epoch [71][420/470] lr: 2.000e-03, eta: 2:23:55, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.6813, top5_acc: 0.8734, loss_cls: 1.3071, loss: 1.3071 2020-07-01 03:40:18,000 - mmaction - INFO - Epoch [71][440/470] lr: 2.000e-03, eta: 2:23:42, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.7016, top5_acc: 0.8781, loss_cls: 1.2086, loss: 1.2086 2020-07-01 03:40:30,349 - mmaction - INFO - Epoch [71][460/470] lr: 2.000e-03, eta: 2:23:29, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.6797, top5_acc: 0.8875, loss_cls: 1.2548, loss: 1.2548 2020-07-01 03:41:02,277 - mmaction - INFO - Epoch [72][20/470] lr: 2.000e-03, eta: 2:23:13, time: 1.261, data_time: 0.627, memory: 8344, top1_acc: 0.7188, top5_acc: 0.8875, loss_cls: 1.1753, loss: 1.1753 2020-07-01 03:41:14,558 - mmaction - INFO - Epoch [72][40/470] lr: 2.000e-03, eta: 2:23:00, time: 0.614, data_time: 0.002, memory: 8344, top1_acc: 0.7016, top5_acc: 0.8609, loss_cls: 1.2690, loss: 1.2690 2020-07-01 03:41:26,835 - mmaction - INFO - Epoch [72][60/470] lr: 2.000e-03, eta: 2:22:47, time: 0.615, data_time: 0.002, memory: 8344, top1_acc: 0.6813, top5_acc: 0.8531, loss_cls: 1.3476, loss: 1.3476 2020-07-01 03:41:39,194 - mmaction - INFO - Epoch [72][80/470] lr: 2.000e-03, eta: 2:22:34, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.6687, top5_acc: 0.8344, loss_cls: 1.4166, loss: 1.4166 2020-07-01 03:41:51,525 - mmaction - INFO - Epoch [72][100/470] lr: 2.000e-03, eta: 2:22:22, time: 0.617, data_time: 0.002, memory: 8344, top1_acc: 0.6828, top5_acc: 0.8719, loss_cls: 1.2672, loss: 1.2672 2020-07-01 03:42:03,873 - mmaction - INFO - Epoch [72][120/470] lr: 2.000e-03, eta: 2:22:09, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.7063, top5_acc: 0.8781, loss_cls: 1.2330, loss: 1.2330 2020-07-01 03:42:16,214 - mmaction - INFO - Epoch [72][140/470] lr: 2.000e-03, eta: 2:21:56, time: 0.617, data_time: 0.002, memory: 8344, top1_acc: 0.6875, top5_acc: 0.8688, loss_cls: 1.2965, loss: 1.2965 2020-07-01 03:42:28,572 - mmaction - INFO - Epoch [72][160/470] lr: 2.000e-03, eta: 2:21:43, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.7094, top5_acc: 0.8766, loss_cls: 1.1916, loss: 1.1916 2020-07-01 03:42:40,905 - mmaction - INFO - Epoch [72][180/470] lr: 2.000e-03, eta: 2:21:31, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.6781, top5_acc: 0.8750, loss_cls: 1.3050, loss: 1.3050 2020-07-01 03:42:53,217 - mmaction - INFO - Epoch [72][200/470] lr: 2.000e-03, eta: 2:21:18, time: 0.615, data_time: 0.000, memory: 8344, top1_acc: 0.6781, top5_acc: 0.8734, loss_cls: 1.2480, loss: 1.2480 2020-07-01 03:43:05,467 - mmaction - INFO - Epoch [72][220/470] lr: 2.000e-03, eta: 2:21:05, time: 0.613, data_time: 0.001, memory: 8344, top1_acc: 0.7109, top5_acc: 0.8797, loss_cls: 1.1883, loss: 1.1883 2020-07-01 03:43:17,769 - mmaction - INFO - Epoch [72][240/470] lr: 2.000e-03, eta: 2:20:52, time: 0.614, data_time: 0.001, memory: 8344, top1_acc: 0.7047, top5_acc: 0.8547, loss_cls: 1.3316, loss: 1.3316 2020-07-01 03:43:30,122 - mmaction - INFO - Epoch [72][260/470] lr: 2.000e-03, eta: 2:20:40, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.6734, top5_acc: 0.8578, loss_cls: 1.3863, loss: 1.3863 2020-07-01 03:43:42,411 - mmaction - INFO - Epoch [72][280/470] lr: 2.000e-03, eta: 2:20:27, time: 0.615, data_time: 0.002, memory: 8344, top1_acc: 0.7375, top5_acc: 0.8969, loss_cls: 1.1371, loss: 1.1371 2020-07-01 03:43:54,720 - mmaction - INFO - Epoch [72][300/470] lr: 2.000e-03, eta: 2:20:14, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.6953, top5_acc: 0.8625, loss_cls: 1.2555, loss: 1.2555 2020-07-01 03:44:07,054 - mmaction - INFO - Epoch [72][320/470] lr: 2.000e-03, eta: 2:20:01, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.6906, top5_acc: 0.8656, loss_cls: 1.2617, loss: 1.2617 2020-07-01 03:44:19,384 - mmaction - INFO - Epoch [72][340/470] lr: 2.000e-03, eta: 2:19:49, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.6750, top5_acc: 0.8531, loss_cls: 1.3855, loss: 1.3855 2020-07-01 03:44:31,786 - mmaction - INFO - Epoch [72][360/470] lr: 2.000e-03, eta: 2:19:36, time: 0.620, data_time: 0.001, memory: 8344, top1_acc: 0.6625, top5_acc: 0.8453, loss_cls: 1.3990, loss: 1.3990 2020-07-01 03:44:44,093 - mmaction - INFO - Epoch [72][380/470] lr: 2.000e-03, eta: 2:19:23, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.6625, top5_acc: 0.8484, loss_cls: 1.3332, loss: 1.3332 2020-07-01 03:44:56,361 - mmaction - INFO - Epoch [72][400/470] lr: 2.000e-03, eta: 2:19:10, time: 0.614, data_time: 0.002, memory: 8344, top1_acc: 0.7125, top5_acc: 0.8875, loss_cls: 1.1190, loss: 1.1190 2020-07-01 03:45:08,794 - mmaction - INFO - Epoch [72][420/470] lr: 2.000e-03, eta: 2:18:58, time: 0.622, data_time: 0.001, memory: 8344, top1_acc: 0.6641, top5_acc: 0.8656, loss_cls: 1.3303, loss: 1.3303 2020-07-01 03:45:21,095 - mmaction - INFO - Epoch [72][440/470] lr: 2.000e-03, eta: 2:18:45, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.6781, top5_acc: 0.8531, loss_cls: 1.3154, loss: 1.3154 2020-07-01 03:45:33,338 - mmaction - INFO - Epoch [72][460/470] lr: 2.000e-03, eta: 2:18:32, time: 0.612, data_time: 0.001, memory: 8344, top1_acc: 0.6438, top5_acc: 0.8547, loss_cls: 1.3999, loss: 1.3999 2020-07-01 03:46:03,776 - mmaction - INFO - Epoch [73][20/470] lr: 2.000e-03, eta: 2:18:15, time: 1.186, data_time: 0.569, memory: 8344, top1_acc: 0.6578, top5_acc: 0.8609, loss_cls: 1.4061, loss: 1.4061 2020-07-01 03:46:16,095 - mmaction - INFO - Epoch [73][40/470] lr: 2.000e-03, eta: 2:18:02, time: 0.617, data_time: 0.004, memory: 8344, top1_acc: 0.6766, top5_acc: 0.8766, loss_cls: 1.3014, loss: 1.3014 2020-07-01 03:46:28,393 - mmaction - INFO - Epoch [73][60/470] lr: 2.000e-03, eta: 2:17:50, time: 0.614, data_time: 0.001, memory: 8344, top1_acc: 0.7000, top5_acc: 0.8625, loss_cls: 1.2805, loss: 1.2805 2020-07-01 03:46:40,687 - mmaction - INFO - Epoch [73][80/470] lr: 2.000e-03, eta: 2:17:37, time: 0.616, data_time: 0.002, memory: 8344, top1_acc: 0.7109, top5_acc: 0.8734, loss_cls: 1.2113, loss: 1.2113 2020-07-01 03:46:52,980 - mmaction - INFO - Epoch [73][100/470] lr: 2.000e-03, eta: 2:17:24, time: 0.614, data_time: 0.002, memory: 8344, top1_acc: 0.6984, top5_acc: 0.8750, loss_cls: 1.2258, loss: 1.2258 2020-07-01 03:47:05,251 - mmaction - INFO - Epoch [73][120/470] lr: 2.000e-03, eta: 2:17:11, time: 0.615, data_time: 0.002, memory: 8344, top1_acc: 0.7281, top5_acc: 0.8750, loss_cls: 1.1414, loss: 1.1414 2020-07-01 03:47:17,606 - mmaction - INFO - Epoch [73][140/470] lr: 2.000e-03, eta: 2:16:59, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.7047, top5_acc: 0.8844, loss_cls: 1.2169, loss: 1.2169 2020-07-01 03:47:29,910 - mmaction - INFO - Epoch [73][160/470] lr: 2.000e-03, eta: 2:16:46, time: 0.615, data_time: 0.000, memory: 8344, top1_acc: 0.7031, top5_acc: 0.8766, loss_cls: 1.2008, loss: 1.2008 2020-07-01 03:47:42,244 - mmaction - INFO - Epoch [73][180/470] lr: 2.000e-03, eta: 2:16:33, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.7344, top5_acc: 0.8844, loss_cls: 1.2116, loss: 1.2116 2020-07-01 03:47:54,755 - mmaction - INFO - Epoch [73][200/470] lr: 2.000e-03, eta: 2:16:21, time: 0.624, data_time: 0.009, memory: 8344, top1_acc: 0.6516, top5_acc: 0.8578, loss_cls: 1.4490, loss: 1.4490 2020-07-01 03:48:07,017 - mmaction - INFO - Epoch [73][220/470] lr: 2.000e-03, eta: 2:16:08, time: 0.614, data_time: 0.002, memory: 8344, top1_acc: 0.6813, top5_acc: 0.8562, loss_cls: 1.3121, loss: 1.3121 2020-07-01 03:48:19,314 - mmaction - INFO - Epoch [73][240/470] lr: 2.000e-03, eta: 2:15:55, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.6719, top5_acc: 0.8375, loss_cls: 1.3732, loss: 1.3732 2020-07-01 03:48:31,666 - mmaction - INFO - Epoch [73][260/470] lr: 2.000e-03, eta: 2:15:42, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.6922, top5_acc: 0.8938, loss_cls: 1.1938, loss: 1.1938 2020-07-01 03:48:44,130 - mmaction - INFO - Epoch [73][280/470] lr: 2.000e-03, eta: 2:15:30, time: 0.623, data_time: 0.001, memory: 8344, top1_acc: 0.6875, top5_acc: 0.8922, loss_cls: 1.2015, loss: 1.2015 2020-07-01 03:48:56,466 - mmaction - INFO - Epoch [73][300/470] lr: 2.000e-03, eta: 2:15:17, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.6937, top5_acc: 0.8875, loss_cls: 1.1966, loss: 1.1966 2020-07-01 03:49:08,792 - mmaction - INFO - Epoch [73][320/470] lr: 2.000e-03, eta: 2:15:04, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.6953, top5_acc: 0.8625, loss_cls: 1.3203, loss: 1.3203 2020-07-01 03:49:21,143 - mmaction - INFO - Epoch [73][340/470] lr: 2.000e-03, eta: 2:14:51, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.7047, top5_acc: 0.8875, loss_cls: 1.1808, loss: 1.1808 2020-07-01 03:49:33,603 - mmaction - INFO - Epoch [73][360/470] lr: 2.000e-03, eta: 2:14:39, time: 0.622, data_time: 0.001, memory: 8344, top1_acc: 0.6953, top5_acc: 0.8703, loss_cls: 1.2472, loss: 1.2472 2020-07-01 03:49:45,884 - mmaction - INFO - Epoch [73][380/470] lr: 2.000e-03, eta: 2:14:26, time: 0.615, data_time: 0.002, memory: 8344, top1_acc: 0.7156, top5_acc: 0.8734, loss_cls: 1.1816, loss: 1.1816 2020-07-01 03:49:58,263 - mmaction - INFO - Epoch [73][400/470] lr: 2.000e-03, eta: 2:14:13, time: 0.619, data_time: 0.001, memory: 8344, top1_acc: 0.6937, top5_acc: 0.8594, loss_cls: 1.2904, loss: 1.2904 2020-07-01 03:50:10,552 - mmaction - INFO - Epoch [73][420/470] lr: 2.000e-03, eta: 2:14:01, time: 0.614, data_time: 0.001, memory: 8344, top1_acc: 0.6578, top5_acc: 0.8500, loss_cls: 1.3733, loss: 1.3733 2020-07-01 03:50:22,874 - mmaction - INFO - Epoch [73][440/470] lr: 2.000e-03, eta: 2:13:48, time: 0.617, data_time: 0.002, memory: 8344, top1_acc: 0.6984, top5_acc: 0.8703, loss_cls: 1.3099, loss: 1.3099 2020-07-01 03:50:35,282 - mmaction - INFO - Epoch [73][460/470] lr: 2.000e-03, eta: 2:13:35, time: 0.620, data_time: 0.001, memory: 8344, top1_acc: 0.6922, top5_acc: 0.8672, loss_cls: 1.2753, loss: 1.2753 2020-07-01 03:51:06,118 - mmaction - INFO - Epoch [74][20/470] lr: 2.000e-03, eta: 2:13:18, time: 1.204, data_time: 0.589, memory: 8344, top1_acc: 0.6875, top5_acc: 0.8531, loss_cls: 1.3484, loss: 1.3484 2020-07-01 03:51:18,557 - mmaction - INFO - Epoch [74][40/470] lr: 2.000e-03, eta: 2:13:05, time: 0.622, data_time: 0.017, memory: 8344, top1_acc: 0.6813, top5_acc: 0.8656, loss_cls: 1.3431, loss: 1.3431 2020-07-01 03:51:30,887 - mmaction - INFO - Epoch [74][60/470] lr: 2.000e-03, eta: 2:12:53, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.7094, top5_acc: 0.8688, loss_cls: 1.2393, loss: 1.2393 2020-07-01 03:51:43,191 - mmaction - INFO - Epoch [74][80/470] lr: 2.000e-03, eta: 2:12:40, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.6781, top5_acc: 0.8578, loss_cls: 1.3762, loss: 1.3762 2020-07-01 03:51:55,485 - mmaction - INFO - Epoch [74][100/470] lr: 2.000e-03, eta: 2:12:27, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.6609, top5_acc: 0.8422, loss_cls: 1.3347, loss: 1.3347 2020-07-01 03:52:07,841 - mmaction - INFO - Epoch [74][120/470] lr: 2.000e-03, eta: 2:12:14, time: 0.619, data_time: 0.001, memory: 8344, top1_acc: 0.6609, top5_acc: 0.8344, loss_cls: 1.4100, loss: 1.4100 2020-07-01 03:52:20,161 - mmaction - INFO - Epoch [74][140/470] lr: 2.000e-03, eta: 2:12:02, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.6750, top5_acc: 0.8469, loss_cls: 1.3620, loss: 1.3620 2020-07-01 03:52:32,481 - mmaction - INFO - Epoch [74][160/470] lr: 2.000e-03, eta: 2:11:49, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.7000, top5_acc: 0.8859, loss_cls: 1.2126, loss: 1.2126 2020-07-01 03:52:44,807 - mmaction - INFO - Epoch [74][180/470] lr: 2.000e-03, eta: 2:11:36, time: 0.616, data_time: 0.002, memory: 8344, top1_acc: 0.6453, top5_acc: 0.8313, loss_cls: 1.4652, loss: 1.4652 2020-07-01 03:52:57,149 - mmaction - INFO - Epoch [74][200/470] lr: 2.000e-03, eta: 2:11:23, time: 0.618, data_time: 0.002, memory: 8344, top1_acc: 0.6750, top5_acc: 0.8469, loss_cls: 1.3766, loss: 1.3766 2020-07-01 03:53:09,473 - mmaction - INFO - Epoch [74][220/470] lr: 2.000e-03, eta: 2:11:11, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.6766, top5_acc: 0.8594, loss_cls: 1.3165, loss: 1.3165 2020-07-01 03:53:21,755 - mmaction - INFO - Epoch [74][240/470] lr: 2.000e-03, eta: 2:10:58, time: 0.614, data_time: 0.001, memory: 8344, top1_acc: 0.6813, top5_acc: 0.8719, loss_cls: 1.2525, loss: 1.2525 2020-07-01 03:53:34,110 - mmaction - INFO - Epoch [74][260/470] lr: 2.000e-03, eta: 2:10:45, time: 0.618, data_time: 0.002, memory: 8344, top1_acc: 0.7078, top5_acc: 0.8875, loss_cls: 1.1852, loss: 1.1852 2020-07-01 03:53:46,418 - mmaction - INFO - Epoch [74][280/470] lr: 2.000e-03, eta: 2:10:33, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.6687, top5_acc: 0.8703, loss_cls: 1.3604, loss: 1.3604 2020-07-01 03:53:58,728 - mmaction - INFO - Epoch [74][300/470] lr: 2.000e-03, eta: 2:10:20, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.6969, top5_acc: 0.8656, loss_cls: 1.2002, loss: 1.2002 2020-07-01 03:54:11,027 - mmaction - INFO - Epoch [74][320/470] lr: 2.000e-03, eta: 2:10:07, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.7328, top5_acc: 0.8922, loss_cls: 1.1219, loss: 1.1219 2020-07-01 03:54:23,314 - mmaction - INFO - Epoch [74][340/470] lr: 2.000e-03, eta: 2:09:54, time: 0.614, data_time: 0.001, memory: 8344, top1_acc: 0.7063, top5_acc: 0.8688, loss_cls: 1.2738, loss: 1.2738 2020-07-01 03:54:35,652 - mmaction - INFO - Epoch [74][360/470] lr: 2.000e-03, eta: 2:09:42, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.6781, top5_acc: 0.8781, loss_cls: 1.2454, loss: 1.2454 2020-07-01 03:54:47,995 - mmaction - INFO - Epoch [74][380/470] lr: 2.000e-03, eta: 2:09:29, time: 0.616, data_time: 0.002, memory: 8344, top1_acc: 0.7234, top5_acc: 0.8766, loss_cls: 1.1486, loss: 1.1486 2020-07-01 03:55:00,313 - mmaction - INFO - Epoch [74][400/470] lr: 2.000e-03, eta: 2:09:16, time: 0.618, data_time: 0.003, memory: 8344, top1_acc: 0.6703, top5_acc: 0.8484, loss_cls: 1.3973, loss: 1.3973 2020-07-01 03:55:12,692 - mmaction - INFO - Epoch [74][420/470] lr: 2.000e-03, eta: 2:09:03, time: 0.619, data_time: 0.001, memory: 8344, top1_acc: 0.6687, top5_acc: 0.8531, loss_cls: 1.3275, loss: 1.3275 2020-07-01 03:55:24,974 - mmaction - INFO - Epoch [74][440/470] lr: 2.000e-03, eta: 2:08:51, time: 0.614, data_time: 0.001, memory: 8344, top1_acc: 0.6906, top5_acc: 0.8500, loss_cls: 1.2992, loss: 1.2992 2020-07-01 03:55:37,281 - mmaction - INFO - Epoch [74][460/470] lr: 2.000e-03, eta: 2:08:38, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.6672, top5_acc: 0.8641, loss_cls: 1.3591, loss: 1.3591 2020-07-01 03:56:07,756 - mmaction - INFO - Epoch [75][20/470] lr: 2.000e-03, eta: 2:08:21, time: 1.187, data_time: 0.571, memory: 8344, top1_acc: 0.6859, top5_acc: 0.8672, loss_cls: 1.2737, loss: 1.2737 2020-07-01 03:56:20,062 - mmaction - INFO - Epoch [75][40/470] lr: 2.000e-03, eta: 2:08:08, time: 0.616, data_time: 0.002, memory: 8344, top1_acc: 0.6937, top5_acc: 0.8594, loss_cls: 1.2514, loss: 1.2514 2020-07-01 03:56:32,404 - mmaction - INFO - Epoch [75][60/470] lr: 2.000e-03, eta: 2:07:55, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.6797, top5_acc: 0.8625, loss_cls: 1.2900, loss: 1.2900 2020-07-01 03:56:44,726 - mmaction - INFO - Epoch [75][80/470] lr: 2.000e-03, eta: 2:07:43, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.6969, top5_acc: 0.8797, loss_cls: 1.2305, loss: 1.2305 2020-07-01 03:56:57,049 - mmaction - INFO - Epoch [75][100/470] lr: 2.000e-03, eta: 2:07:30, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.6672, top5_acc: 0.8391, loss_cls: 1.3953, loss: 1.3953 2020-07-01 03:57:09,338 - mmaction - INFO - Epoch [75][120/470] lr: 2.000e-03, eta: 2:07:17, time: 0.613, data_time: 0.000, memory: 8344, top1_acc: 0.6891, top5_acc: 0.8688, loss_cls: 1.2299, loss: 1.2299 2020-07-01 03:57:21,673 - mmaction - INFO - Epoch [75][140/470] lr: 2.000e-03, eta: 2:07:04, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.6891, top5_acc: 0.8812, loss_cls: 1.1964, loss: 1.1964 2020-07-01 03:57:34,071 - mmaction - INFO - Epoch [75][160/470] lr: 2.000e-03, eta: 2:06:52, time: 0.619, data_time: 0.001, memory: 8344, top1_acc: 0.6703, top5_acc: 0.8609, loss_cls: 1.2702, loss: 1.2702 2020-07-01 03:57:46,637 - mmaction - INFO - Epoch [75][180/470] lr: 2.000e-03, eta: 2:06:39, time: 0.629, data_time: 0.002, memory: 8344, top1_acc: 0.6969, top5_acc: 0.8750, loss_cls: 1.2628, loss: 1.2628 2020-07-01 03:57:58,972 - mmaction - INFO - Epoch [75][200/470] lr: 2.000e-03, eta: 2:06:26, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.6766, top5_acc: 0.8500, loss_cls: 1.3754, loss: 1.3754 2020-07-01 03:58:11,304 - mmaction - INFO - Epoch [75][220/470] lr: 2.000e-03, eta: 2:06:14, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.6859, top5_acc: 0.8781, loss_cls: 1.2520, loss: 1.2520 2020-07-01 03:58:23,709 - mmaction - INFO - Epoch [75][240/470] lr: 2.000e-03, eta: 2:06:01, time: 0.620, data_time: 0.001, memory: 8344, top1_acc: 0.6766, top5_acc: 0.8734, loss_cls: 1.2433, loss: 1.2433 2020-07-01 03:58:36,013 - mmaction - INFO - Epoch [75][260/470] lr: 2.000e-03, eta: 2:05:48, time: 0.615, data_time: 0.002, memory: 8344, top1_acc: 0.7047, top5_acc: 0.8609, loss_cls: 1.3396, loss: 1.3396 2020-07-01 03:58:48,296 - mmaction - INFO - Epoch [75][280/470] lr: 2.000e-03, eta: 2:05:35, time: 0.615, data_time: 0.002, memory: 8344, top1_acc: 0.6484, top5_acc: 0.8438, loss_cls: 1.4282, loss: 1.4282 2020-07-01 03:59:00,751 - mmaction - INFO - Epoch [75][300/470] lr: 2.000e-03, eta: 2:05:23, time: 0.622, data_time: 0.009, memory: 8344, top1_acc: 0.6594, top5_acc: 0.8734, loss_cls: 1.3125, loss: 1.3125 2020-07-01 03:59:13,118 - mmaction - INFO - Epoch [75][320/470] lr: 2.000e-03, eta: 2:05:10, time: 0.619, data_time: 0.002, memory: 8344, top1_acc: 0.6156, top5_acc: 0.8531, loss_cls: 1.4284, loss: 1.4284 2020-07-01 03:59:25,423 - mmaction - INFO - Epoch [75][340/470] lr: 2.000e-03, eta: 2:04:57, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.6656, top5_acc: 0.8625, loss_cls: 1.3417, loss: 1.3417 2020-07-01 03:59:37,829 - mmaction - INFO - Epoch [75][360/470] lr: 2.000e-03, eta: 2:04:45, time: 0.620, data_time: 0.001, memory: 8344, top1_acc: 0.6531, top5_acc: 0.8500, loss_cls: 1.3961, loss: 1.3961 2020-07-01 03:59:50,247 - mmaction - INFO - Epoch [75][380/470] lr: 2.000e-03, eta: 2:04:32, time: 0.620, data_time: 0.001, memory: 8344, top1_acc: 0.6969, top5_acc: 0.8641, loss_cls: 1.2498, loss: 1.2498 2020-07-01 04:00:02,632 - mmaction - INFO - Epoch [75][400/470] lr: 2.000e-03, eta: 2:04:19, time: 0.619, data_time: 0.001, memory: 8344, top1_acc: 0.6625, top5_acc: 0.8219, loss_cls: 1.4473, loss: 1.4473 2020-07-01 04:00:15,554 - mmaction - INFO - Epoch [75][420/470] lr: 2.000e-03, eta: 2:04:07, time: 0.645, data_time: 0.001, memory: 8344, top1_acc: 0.7125, top5_acc: 0.8797, loss_cls: 1.2138, loss: 1.2138 2020-07-01 04:00:27,920 - mmaction - INFO - Epoch [75][440/470] lr: 2.000e-03, eta: 2:03:54, time: 0.620, data_time: 0.003, memory: 8344, top1_acc: 0.6844, top5_acc: 0.8609, loss_cls: 1.3008, loss: 1.3008 2020-07-01 04:00:40,291 - mmaction - INFO - Epoch [75][460/470] lr: 2.000e-03, eta: 2:03:41, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.6750, top5_acc: 0.8562, loss_cls: 1.3584, loss: 1.3584 2020-07-01 04:00:47,514 - mmaction - INFO - Saving checkpoint at 75 epochs 2020-07-01 04:01:11,998 - mmaction - INFO - Evaluating top_k_accuracy... 2020-07-01 04:01:12,929 - mmaction - INFO - top1_acc 0.6823 top5_acc 0.8757 2020-07-01 04:01:12,929 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-07-01 04:01:12,980 - mmaction - INFO - mean_acc 0.6821 2020-07-01 04:01:12,987 - mmaction - INFO - Epoch [75][470/470] lr: 2.000e-03, top1_acc: 0.6823, top5_acc: 0.8757, mean_class_accuracy: 0.6821 2020-07-01 04:01:34,492 - mmaction - INFO - Epoch [76][20/470] lr: 2.000e-03, eta: 2:03:23, time: 1.074, data_time: 0.452, memory: 8344, top1_acc: 0.6984, top5_acc: 0.8719, loss_cls: 1.1941, loss: 1.1941 2020-07-01 04:01:46,804 - mmaction - INFO - Epoch [76][40/470] lr: 2.000e-03, eta: 2:03:10, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.6813, top5_acc: 0.8734, loss_cls: 1.3223, loss: 1.3223 2020-07-01 04:01:59,162 - mmaction - INFO - Epoch [76][60/470] lr: 2.000e-03, eta: 2:02:58, time: 0.619, data_time: 0.001, memory: 8344, top1_acc: 0.7047, top5_acc: 0.8672, loss_cls: 1.2664, loss: 1.2664 2020-07-01 04:02:11,468 - mmaction - INFO - Epoch [76][80/470] lr: 2.000e-03, eta: 2:02:45, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.6906, top5_acc: 0.8734, loss_cls: 1.2848, loss: 1.2848 2020-07-01 04:02:23,888 - mmaction - INFO - Epoch [76][100/470] lr: 2.000e-03, eta: 2:02:32, time: 0.621, data_time: 0.001, memory: 8344, top1_acc: 0.7156, top5_acc: 0.8891, loss_cls: 1.1810, loss: 1.1810 2020-07-01 04:02:36,239 - mmaction - INFO - Epoch [76][120/470] lr: 2.000e-03, eta: 2:02:20, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.6937, top5_acc: 0.8609, loss_cls: 1.2947, loss: 1.2947 2020-07-01 04:02:48,610 - mmaction - INFO - Epoch [76][140/470] lr: 2.000e-03, eta: 2:02:07, time: 0.619, data_time: 0.007, memory: 8344, top1_acc: 0.7156, top5_acc: 0.8797, loss_cls: 1.1315, loss: 1.1315 2020-07-01 04:03:01,052 - mmaction - INFO - Epoch [76][160/470] lr: 2.000e-03, eta: 2:01:54, time: 0.623, data_time: 0.001, memory: 8344, top1_acc: 0.6828, top5_acc: 0.8844, loss_cls: 1.2269, loss: 1.2269 2020-07-01 04:03:13,400 - mmaction - INFO - Epoch [76][180/470] lr: 2.000e-03, eta: 2:01:41, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.6609, top5_acc: 0.8438, loss_cls: 1.3823, loss: 1.3823 2020-07-01 04:03:25,713 - mmaction - INFO - Epoch [76][200/470] lr: 2.000e-03, eta: 2:01:29, time: 0.616, data_time: 0.002, memory: 8344, top1_acc: 0.6672, top5_acc: 0.8500, loss_cls: 1.3668, loss: 1.3668 2020-07-01 04:03:38,087 - mmaction - INFO - Epoch [76][220/470] lr: 2.000e-03, eta: 2:01:16, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.6875, top5_acc: 0.8516, loss_cls: 1.3837, loss: 1.3837 2020-07-01 04:03:50,558 - mmaction - INFO - Epoch [76][240/470] lr: 2.000e-03, eta: 2:01:03, time: 0.623, data_time: 0.001, memory: 8344, top1_acc: 0.6813, top5_acc: 0.8750, loss_cls: 1.2883, loss: 1.2883 2020-07-01 04:04:02,920 - mmaction - INFO - Epoch [76][260/470] lr: 2.000e-03, eta: 2:00:51, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.6984, top5_acc: 0.8688, loss_cls: 1.2515, loss: 1.2515 2020-07-01 04:04:15,228 - mmaction - INFO - Epoch [76][280/470] lr: 2.000e-03, eta: 2:00:38, time: 0.616, data_time: 0.002, memory: 8344, top1_acc: 0.6609, top5_acc: 0.8547, loss_cls: 1.4040, loss: 1.4040 2020-07-01 04:04:27,549 - mmaction - INFO - Epoch [76][300/470] lr: 2.000e-03, eta: 2:00:25, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.6922, top5_acc: 0.8500, loss_cls: 1.3502, loss: 1.3502 2020-07-01 04:04:39,873 - mmaction - INFO - Epoch [76][320/470] lr: 2.000e-03, eta: 2:00:13, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.6391, top5_acc: 0.8422, loss_cls: 1.4081, loss: 1.4081 2020-07-01 04:04:52,258 - mmaction - INFO - Epoch [76][340/470] lr: 2.000e-03, eta: 2:00:00, time: 0.619, data_time: 0.001, memory: 8344, top1_acc: 0.6937, top5_acc: 0.8562, loss_cls: 1.2963, loss: 1.2963 2020-07-01 04:05:04,653 - mmaction - INFO - Epoch [76][360/470] lr: 2.000e-03, eta: 1:59:47, time: 0.619, data_time: 0.001, memory: 8344, top1_acc: 0.7094, top5_acc: 0.8656, loss_cls: 1.2187, loss: 1.2187 2020-07-01 04:05:16,994 - mmaction - INFO - Epoch [76][380/470] lr: 2.000e-03, eta: 1:59:34, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.6766, top5_acc: 0.8297, loss_cls: 1.3640, loss: 1.3640 2020-07-01 04:05:29,391 - mmaction - INFO - Epoch [76][400/470] lr: 2.000e-03, eta: 1:59:22, time: 0.619, data_time: 0.001, memory: 8344, top1_acc: 0.7250, top5_acc: 0.8812, loss_cls: 1.1892, loss: 1.1892 2020-07-01 04:05:41,713 - mmaction - INFO - Epoch [76][420/470] lr: 2.000e-03, eta: 1:59:09, time: 0.617, data_time: 0.002, memory: 8344, top1_acc: 0.7172, top5_acc: 0.8781, loss_cls: 1.2434, loss: 1.2434 2020-07-01 04:05:54,095 - mmaction - INFO - Epoch [76][440/470] lr: 2.000e-03, eta: 1:58:56, time: 0.619, data_time: 0.002, memory: 8344, top1_acc: 0.6937, top5_acc: 0.8859, loss_cls: 1.1999, loss: 1.1999 2020-07-01 04:06:06,439 - mmaction - INFO - Epoch [76][460/470] lr: 2.000e-03, eta: 1:58:44, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.6969, top5_acc: 0.8641, loss_cls: 1.2403, loss: 1.2403 2020-07-01 04:06:36,939 - mmaction - INFO - Epoch [77][20/470] lr: 2.000e-03, eta: 1:58:26, time: 1.192, data_time: 0.555, memory: 8344, top1_acc: 0.6937, top5_acc: 0.8594, loss_cls: 1.2637, loss: 1.2637 2020-07-01 04:06:49,247 - mmaction - INFO - Epoch [77][40/470] lr: 2.000e-03, eta: 1:58:13, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.6922, top5_acc: 0.8594, loss_cls: 1.2983, loss: 1.2983 2020-07-01 04:07:01,653 - mmaction - INFO - Epoch [77][60/470] lr: 2.000e-03, eta: 1:58:01, time: 0.621, data_time: 0.001, memory: 8344, top1_acc: 0.7125, top5_acc: 0.8922, loss_cls: 1.2016, loss: 1.2016 2020-07-01 04:07:14,057 - mmaction - INFO - Epoch [77][80/470] lr: 2.000e-03, eta: 1:57:48, time: 0.619, data_time: 0.001, memory: 8344, top1_acc: 0.6969, top5_acc: 0.8578, loss_cls: 1.3144, loss: 1.3144 2020-07-01 04:07:26,451 - mmaction - INFO - Epoch [77][100/470] lr: 2.000e-03, eta: 1:57:35, time: 0.621, data_time: 0.002, memory: 8344, top1_acc: 0.6766, top5_acc: 0.8453, loss_cls: 1.3865, loss: 1.3865 2020-07-01 04:07:38,820 - mmaction - INFO - Epoch [77][120/470] lr: 2.000e-03, eta: 1:57:23, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.7094, top5_acc: 0.8656, loss_cls: 1.1661, loss: 1.1661 2020-07-01 04:07:51,170 - mmaction - INFO - Epoch [77][140/470] lr: 2.000e-03, eta: 1:57:10, time: 0.618, data_time: 0.002, memory: 8344, top1_acc: 0.7234, top5_acc: 0.8969, loss_cls: 1.1333, loss: 1.1333 2020-07-01 04:08:03,533 - mmaction - INFO - Epoch [77][160/470] lr: 2.000e-03, eta: 1:56:57, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.6734, top5_acc: 0.8578, loss_cls: 1.3173, loss: 1.3173 2020-07-01 04:08:15,891 - mmaction - INFO - Epoch [77][180/470] lr: 2.000e-03, eta: 1:56:45, time: 0.619, data_time: 0.002, memory: 8344, top1_acc: 0.7141, top5_acc: 0.8688, loss_cls: 1.1961, loss: 1.1961 2020-07-01 04:08:28,220 - mmaction - INFO - Epoch [77][200/470] lr: 2.000e-03, eta: 1:56:32, time: 0.616, data_time: 0.000, memory: 8344, top1_acc: 0.6734, top5_acc: 0.8359, loss_cls: 1.3505, loss: 1.3505 2020-07-01 04:08:40,576 - mmaction - INFO - Epoch [77][220/470] lr: 2.000e-03, eta: 1:56:19, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.6766, top5_acc: 0.8594, loss_cls: 1.2808, loss: 1.2808 2020-07-01 04:08:52,919 - mmaction - INFO - Epoch [77][240/470] lr: 2.000e-03, eta: 1:56:06, time: 0.617, data_time: 0.002, memory: 8344, top1_acc: 0.6547, top5_acc: 0.8406, loss_cls: 1.4073, loss: 1.4073 2020-07-01 04:09:05,302 - mmaction - INFO - Epoch [77][260/470] lr: 2.000e-03, eta: 1:55:54, time: 0.620, data_time: 0.002, memory: 8344, top1_acc: 0.7047, top5_acc: 0.8453, loss_cls: 1.3142, loss: 1.3142 2020-07-01 04:09:17,665 - mmaction - INFO - Epoch [77][280/470] lr: 2.000e-03, eta: 1:55:41, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.7078, top5_acc: 0.8781, loss_cls: 1.1627, loss: 1.1627 2020-07-01 04:09:30,077 - mmaction - INFO - Epoch [77][300/470] lr: 2.000e-03, eta: 1:55:28, time: 0.620, data_time: 0.001, memory: 8344, top1_acc: 0.6844, top5_acc: 0.8625, loss_cls: 1.3029, loss: 1.3029 2020-07-01 04:09:42,453 - mmaction - INFO - Epoch [77][320/470] lr: 2.000e-03, eta: 1:55:16, time: 0.619, data_time: 0.002, memory: 8344, top1_acc: 0.6969, top5_acc: 0.8750, loss_cls: 1.1800, loss: 1.1800 2020-07-01 04:09:54,809 - mmaction - INFO - Epoch [77][340/470] lr: 2.000e-03, eta: 1:55:03, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.6813, top5_acc: 0.8828, loss_cls: 1.2670, loss: 1.2670 2020-07-01 04:10:07,109 - mmaction - INFO - Epoch [77][360/470] lr: 2.000e-03, eta: 1:54:50, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.6922, top5_acc: 0.8562, loss_cls: 1.2984, loss: 1.2984 2020-07-01 04:10:19,473 - mmaction - INFO - Epoch [77][380/470] lr: 2.000e-03, eta: 1:54:38, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.6844, top5_acc: 0.8516, loss_cls: 1.3699, loss: 1.3699 2020-07-01 04:10:31,884 - mmaction - INFO - Epoch [77][400/470] lr: 2.000e-03, eta: 1:54:25, time: 0.620, data_time: 0.001, memory: 8344, top1_acc: 0.6750, top5_acc: 0.8516, loss_cls: 1.3632, loss: 1.3632 2020-07-01 04:10:44,241 - mmaction - INFO - Epoch [77][420/470] lr: 2.000e-03, eta: 1:54:12, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.6594, top5_acc: 0.8516, loss_cls: 1.4213, loss: 1.4213 2020-07-01 04:10:56,655 - mmaction - INFO - Epoch [77][440/470] lr: 2.000e-03, eta: 1:54:00, time: 0.620, data_time: 0.001, memory: 8344, top1_acc: 0.6531, top5_acc: 0.8375, loss_cls: 1.3620, loss: 1.3620 2020-07-01 04:11:09,049 - mmaction - INFO - Epoch [77][460/470] lr: 2.000e-03, eta: 1:53:47, time: 0.620, data_time: 0.001, memory: 8344, top1_acc: 0.6750, top5_acc: 0.8609, loss_cls: 1.3062, loss: 1.3062 2020-07-01 04:11:39,866 - mmaction - INFO - Epoch [78][20/470] lr: 2.000e-03, eta: 1:53:29, time: 1.206, data_time: 0.591, memory: 8344, top1_acc: 0.7000, top5_acc: 0.8812, loss_cls: 1.2179, loss: 1.2179 2020-07-01 04:11:52,207 - mmaction - INFO - Epoch [78][40/470] lr: 2.000e-03, eta: 1:53:17, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.6844, top5_acc: 0.8422, loss_cls: 1.3409, loss: 1.3409 2020-07-01 04:12:04,575 - mmaction - INFO - Epoch [78][60/470] lr: 2.000e-03, eta: 1:53:04, time: 0.619, data_time: 0.001, memory: 8344, top1_acc: 0.6844, top5_acc: 0.8531, loss_cls: 1.3715, loss: 1.3715 2020-07-01 04:12:16,948 - mmaction - INFO - Epoch [78][80/470] lr: 2.000e-03, eta: 1:52:51, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.6734, top5_acc: 0.8469, loss_cls: 1.4163, loss: 1.4163 2020-07-01 04:12:29,291 - mmaction - INFO - Epoch [78][100/470] lr: 2.000e-03, eta: 1:52:39, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.7297, top5_acc: 0.8797, loss_cls: 1.1538, loss: 1.1538 2020-07-01 04:12:41,632 - mmaction - INFO - Epoch [78][120/470] lr: 2.000e-03, eta: 1:52:26, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.6828, top5_acc: 0.8750, loss_cls: 1.2806, loss: 1.2806 2020-07-01 04:12:53,934 - mmaction - INFO - Epoch [78][140/470] lr: 2.000e-03, eta: 1:52:13, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.6672, top5_acc: 0.8656, loss_cls: 1.3255, loss: 1.3255 2020-07-01 04:13:06,274 - mmaction - INFO - Epoch [78][160/470] lr: 2.000e-03, eta: 1:52:01, time: 0.616, data_time: 0.000, memory: 8344, top1_acc: 0.6844, top5_acc: 0.8625, loss_cls: 1.3040, loss: 1.3040 2020-07-01 04:13:18,604 - mmaction - INFO - Epoch [78][180/470] lr: 2.000e-03, eta: 1:51:48, time: 0.617, data_time: 0.006, memory: 8344, top1_acc: 0.6859, top5_acc: 0.8812, loss_cls: 1.2000, loss: 1.2000 2020-07-01 04:13:30,983 - mmaction - INFO - Epoch [78][200/470] lr: 2.000e-03, eta: 1:51:35, time: 0.619, data_time: 0.001, memory: 8344, top1_acc: 0.6922, top5_acc: 0.8797, loss_cls: 1.2335, loss: 1.2335 2020-07-01 04:13:43,299 - mmaction - INFO - Epoch [78][220/470] lr: 2.000e-03, eta: 1:51:22, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.6641, top5_acc: 0.8609, loss_cls: 1.3618, loss: 1.3618 2020-07-01 04:13:55,655 - mmaction - INFO - Epoch [78][240/470] lr: 2.000e-03, eta: 1:51:10, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.6844, top5_acc: 0.8562, loss_cls: 1.2943, loss: 1.2943 2020-07-01 04:14:07,951 - mmaction - INFO - Epoch [78][260/470] lr: 2.000e-03, eta: 1:50:57, time: 0.614, data_time: 0.002, memory: 8344, top1_acc: 0.6906, top5_acc: 0.8609, loss_cls: 1.2641, loss: 1.2641 2020-07-01 04:14:20,201 - mmaction - INFO - Epoch [78][280/470] lr: 2.000e-03, eta: 1:50:44, time: 0.614, data_time: 0.003, memory: 8344, top1_acc: 0.6828, top5_acc: 0.8469, loss_cls: 1.3483, loss: 1.3483 2020-07-01 04:14:32,464 - mmaction - INFO - Epoch [78][300/470] lr: 2.000e-03, eta: 1:50:32, time: 0.613, data_time: 0.001, memory: 8344, top1_acc: 0.6750, top5_acc: 0.8688, loss_cls: 1.2438, loss: 1.2438 2020-07-01 04:14:44,826 - mmaction - INFO - Epoch [78][320/470] lr: 2.000e-03, eta: 1:50:19, time: 0.619, data_time: 0.001, memory: 8344, top1_acc: 0.7047, top5_acc: 0.8594, loss_cls: 1.3231, loss: 1.3231 2020-07-01 04:14:57,161 - mmaction - INFO - Epoch [78][340/470] lr: 2.000e-03, eta: 1:50:06, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.7203, top5_acc: 0.8797, loss_cls: 1.2177, loss: 1.2177 2020-07-01 04:15:09,510 - mmaction - INFO - Epoch [78][360/470] lr: 2.000e-03, eta: 1:49:53, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.6547, top5_acc: 0.8609, loss_cls: 1.3198, loss: 1.3198 2020-07-01 04:15:21,869 - mmaction - INFO - Epoch [78][380/470] lr: 2.000e-03, eta: 1:49:41, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.6453, top5_acc: 0.8328, loss_cls: 1.4823, loss: 1.4823 2020-07-01 04:15:34,252 - mmaction - INFO - Epoch [78][400/470] lr: 2.000e-03, eta: 1:49:28, time: 0.619, data_time: 0.001, memory: 8344, top1_acc: 0.7063, top5_acc: 0.8656, loss_cls: 1.2440, loss: 1.2440 2020-07-01 04:15:46,647 - mmaction - INFO - Epoch [78][420/470] lr: 2.000e-03, eta: 1:49:15, time: 0.620, data_time: 0.001, memory: 8344, top1_acc: 0.6891, top5_acc: 0.8594, loss_cls: 1.2608, loss: 1.2608 2020-07-01 04:15:59,018 - mmaction - INFO - Epoch [78][440/470] lr: 2.000e-03, eta: 1:49:03, time: 0.619, data_time: 0.001, memory: 8344, top1_acc: 0.7141, top5_acc: 0.8688, loss_cls: 1.1845, loss: 1.1845 2020-07-01 04:16:11,331 - mmaction - INFO - Epoch [78][460/470] lr: 2.000e-03, eta: 1:48:50, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.6687, top5_acc: 0.8484, loss_cls: 1.3814, loss: 1.3814 2020-07-01 04:16:41,357 - mmaction - INFO - Epoch [79][20/470] lr: 2.000e-03, eta: 1:48:32, time: 1.170, data_time: 0.553, memory: 8344, top1_acc: 0.6734, top5_acc: 0.8688, loss_cls: 1.3674, loss: 1.3674 2020-07-01 04:16:53,654 - mmaction - INFO - Epoch [79][40/470] lr: 2.000e-03, eta: 1:48:20, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.6750, top5_acc: 0.8844, loss_cls: 1.2925, loss: 1.2925 2020-07-01 04:17:06,042 - mmaction - INFO - Epoch [79][60/470] lr: 2.000e-03, eta: 1:48:07, time: 0.619, data_time: 0.001, memory: 8344, top1_acc: 0.6703, top5_acc: 0.8422, loss_cls: 1.3677, loss: 1.3677 2020-07-01 04:17:18,372 - mmaction - INFO - Epoch [79][80/470] lr: 2.000e-03, eta: 1:47:54, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.6797, top5_acc: 0.8484, loss_cls: 1.3264, loss: 1.3264 2020-07-01 04:17:30,758 - mmaction - INFO - Epoch [79][100/470] lr: 2.000e-03, eta: 1:47:42, time: 0.619, data_time: 0.001, memory: 8344, top1_acc: 0.7016, top5_acc: 0.8781, loss_cls: 1.2251, loss: 1.2251 2020-07-01 04:17:43,154 - mmaction - INFO - Epoch [79][120/470] lr: 2.000e-03, eta: 1:47:29, time: 0.620, data_time: 0.002, memory: 8344, top1_acc: 0.6766, top5_acc: 0.8594, loss_cls: 1.3091, loss: 1.3091 2020-07-01 04:17:55,522 - mmaction - INFO - Epoch [79][140/470] lr: 2.000e-03, eta: 1:47:16, time: 0.619, data_time: 0.001, memory: 8344, top1_acc: 0.6813, top5_acc: 0.8562, loss_cls: 1.3374, loss: 1.3374 2020-07-01 04:18:07,827 - mmaction - INFO - Epoch [79][160/470] lr: 2.000e-03, eta: 1:47:03, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.6781, top5_acc: 0.8781, loss_cls: 1.3178, loss: 1.3178 2020-07-01 04:18:20,166 - mmaction - INFO - Epoch [79][180/470] lr: 2.000e-03, eta: 1:46:51, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.6906, top5_acc: 0.8641, loss_cls: 1.3046, loss: 1.3046 2020-07-01 04:18:32,497 - mmaction - INFO - Epoch [79][200/470] lr: 2.000e-03, eta: 1:46:38, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.6813, top5_acc: 0.8828, loss_cls: 1.2056, loss: 1.2056 2020-07-01 04:18:44,818 - mmaction - INFO - Epoch [79][220/470] lr: 2.000e-03, eta: 1:46:25, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.6719, top5_acc: 0.8594, loss_cls: 1.3574, loss: 1.3574 2020-07-01 04:18:57,159 - mmaction - INFO - Epoch [79][240/470] lr: 2.000e-03, eta: 1:46:13, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.6781, top5_acc: 0.8547, loss_cls: 1.3048, loss: 1.3048 2020-07-01 04:19:09,492 - mmaction - INFO - Epoch [79][260/470] lr: 2.000e-03, eta: 1:46:00, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.7063, top5_acc: 0.8672, loss_cls: 1.2722, loss: 1.2722 2020-07-01 04:19:21,867 - mmaction - INFO - Epoch [79][280/470] lr: 2.000e-03, eta: 1:45:47, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.6844, top5_acc: 0.8812, loss_cls: 1.2189, loss: 1.2189 2020-07-01 04:19:34,185 - mmaction - INFO - Epoch [79][300/470] lr: 2.000e-03, eta: 1:45:35, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.6969, top5_acc: 0.8594, loss_cls: 1.2864, loss: 1.2864 2020-07-01 04:19:46,568 - mmaction - INFO - Epoch [79][320/470] lr: 2.000e-03, eta: 1:45:22, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.6734, top5_acc: 0.8562, loss_cls: 1.3613, loss: 1.3613 2020-07-01 04:19:58,911 - mmaction - INFO - Epoch [79][340/470] lr: 2.000e-03, eta: 1:45:09, time: 0.618, data_time: 0.002, memory: 8344, top1_acc: 0.6750, top5_acc: 0.8734, loss_cls: 1.2766, loss: 1.2766 2020-07-01 04:20:11,283 - mmaction - INFO - Epoch [79][360/470] lr: 2.000e-03, eta: 1:44:56, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.7000, top5_acc: 0.8797, loss_cls: 1.2375, loss: 1.2375 2020-07-01 04:20:23,594 - mmaction - INFO - Epoch [79][380/470] lr: 2.000e-03, eta: 1:44:44, time: 0.615, data_time: 0.002, memory: 8344, top1_acc: 0.6859, top5_acc: 0.8578, loss_cls: 1.2688, loss: 1.2688 2020-07-01 04:20:35,986 - mmaction - INFO - Epoch [79][400/470] lr: 2.000e-03, eta: 1:44:31, time: 0.620, data_time: 0.001, memory: 8344, top1_acc: 0.6703, top5_acc: 0.8672, loss_cls: 1.3021, loss: 1.3021 2020-07-01 04:20:48,351 - mmaction - INFO - Epoch [79][420/470] lr: 2.000e-03, eta: 1:44:18, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.6625, top5_acc: 0.8500, loss_cls: 1.3634, loss: 1.3634 2020-07-01 04:21:00,723 - mmaction - INFO - Epoch [79][440/470] lr: 2.000e-03, eta: 1:44:06, time: 0.618, data_time: 0.003, memory: 8344, top1_acc: 0.6906, top5_acc: 0.8625, loss_cls: 1.2842, loss: 1.2842 2020-07-01 04:21:13,130 - mmaction - INFO - Epoch [79][460/470] lr: 2.000e-03, eta: 1:43:53, time: 0.620, data_time: 0.002, memory: 8344, top1_acc: 0.7063, top5_acc: 0.8594, loss_cls: 1.2118, loss: 1.2118 2020-07-01 04:21:44,927 - mmaction - INFO - Epoch [80][20/470] lr: 2.000e-03, eta: 1:43:36, time: 1.251, data_time: 0.642, memory: 8344, top1_acc: 0.6937, top5_acc: 0.8516, loss_cls: 1.2703, loss: 1.2703 2020-07-01 04:21:57,217 - mmaction - INFO - Epoch [80][40/470] lr: 2.000e-03, eta: 1:43:23, time: 0.614, data_time: 0.001, memory: 8344, top1_acc: 0.7203, top5_acc: 0.9047, loss_cls: 1.0876, loss: 1.0876 2020-07-01 04:22:09,492 - mmaction - INFO - Epoch [80][60/470] lr: 2.000e-03, eta: 1:43:10, time: 0.613, data_time: 0.001, memory: 8344, top1_acc: 0.6922, top5_acc: 0.8359, loss_cls: 1.3320, loss: 1.3320 2020-07-01 04:22:21,794 - mmaction - INFO - Epoch [80][80/470] lr: 2.000e-03, eta: 1:42:58, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.6922, top5_acc: 0.8766, loss_cls: 1.2425, loss: 1.2425 2020-07-01 04:22:34,050 - mmaction - INFO - Epoch [80][100/470] lr: 2.000e-03, eta: 1:42:45, time: 0.613, data_time: 0.002, memory: 8344, top1_acc: 0.7109, top5_acc: 0.8797, loss_cls: 1.1514, loss: 1.1514 2020-07-01 04:22:46,412 - mmaction - INFO - Epoch [80][120/470] lr: 2.000e-03, eta: 1:42:32, time: 0.618, data_time: 0.002, memory: 8344, top1_acc: 0.6656, top5_acc: 0.8578, loss_cls: 1.3220, loss: 1.3220 2020-07-01 04:22:58,687 - mmaction - INFO - Epoch [80][140/470] lr: 2.000e-03, eta: 1:42:20, time: 0.614, data_time: 0.002, memory: 8344, top1_acc: 0.7141, top5_acc: 0.9078, loss_cls: 1.0847, loss: 1.0847 2020-07-01 04:23:11,003 - mmaction - INFO - Epoch [80][160/470] lr: 2.000e-03, eta: 1:42:07, time: 0.617, data_time: 0.002, memory: 8344, top1_acc: 0.7281, top5_acc: 0.8859, loss_cls: 1.1970, loss: 1.1970 2020-07-01 04:23:23,318 - mmaction - INFO - Epoch [80][180/470] lr: 2.000e-03, eta: 1:41:54, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.6516, top5_acc: 0.8500, loss_cls: 1.3879, loss: 1.3879 2020-07-01 04:23:35,693 - mmaction - INFO - Epoch [80][200/470] lr: 2.000e-03, eta: 1:41:41, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.6781, top5_acc: 0.8516, loss_cls: 1.3499, loss: 1.3499 2020-07-01 04:23:47,965 - mmaction - INFO - Epoch [80][220/470] lr: 2.000e-03, eta: 1:41:29, time: 0.614, data_time: 0.002, memory: 8344, top1_acc: 0.6672, top5_acc: 0.8469, loss_cls: 1.3727, loss: 1.3727 2020-07-01 04:24:00,289 - mmaction - INFO - Epoch [80][240/470] lr: 2.000e-03, eta: 1:41:16, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.7203, top5_acc: 0.8703, loss_cls: 1.1505, loss: 1.1505 2020-07-01 04:24:12,616 - mmaction - INFO - Epoch [80][260/470] lr: 2.000e-03, eta: 1:41:03, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.7047, top5_acc: 0.8703, loss_cls: 1.2321, loss: 1.2321 2020-07-01 04:24:24,977 - mmaction - INFO - Epoch [80][280/470] lr: 2.000e-03, eta: 1:40:51, time: 0.618, data_time: 0.002, memory: 8344, top1_acc: 0.7125, top5_acc: 0.8750, loss_cls: 1.2329, loss: 1.2329 2020-07-01 04:24:37,247 - mmaction - INFO - Epoch [80][300/470] lr: 2.000e-03, eta: 1:40:38, time: 0.614, data_time: 0.001, memory: 8344, top1_acc: 0.7109, top5_acc: 0.8719, loss_cls: 1.1880, loss: 1.1880 2020-07-01 04:24:49,685 - mmaction - INFO - Epoch [80][320/470] lr: 2.000e-03, eta: 1:40:25, time: 0.622, data_time: 0.001, memory: 8344, top1_acc: 0.6766, top5_acc: 0.8641, loss_cls: 1.3041, loss: 1.3041 2020-07-01 04:25:01,996 - mmaction - INFO - Epoch [80][340/470] lr: 2.000e-03, eta: 1:40:13, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.7141, top5_acc: 0.8641, loss_cls: 1.2317, loss: 1.2317 2020-07-01 04:25:14,348 - mmaction - INFO - Epoch [80][360/470] lr: 2.000e-03, eta: 1:40:00, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.7219, top5_acc: 0.8750, loss_cls: 1.1573, loss: 1.1573 2020-07-01 04:25:26,683 - mmaction - INFO - Epoch [80][380/470] lr: 2.000e-03, eta: 1:39:47, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.6969, top5_acc: 0.8625, loss_cls: 1.2604, loss: 1.2604 2020-07-01 04:25:39,175 - mmaction - INFO - Epoch [80][400/470] lr: 2.000e-03, eta: 1:39:35, time: 0.624, data_time: 0.001, memory: 8344, top1_acc: 0.6797, top5_acc: 0.8609, loss_cls: 1.2804, loss: 1.2804 2020-07-01 04:25:51,543 - mmaction - INFO - Epoch [80][420/470] lr: 2.000e-03, eta: 1:39:22, time: 0.619, data_time: 0.002, memory: 8344, top1_acc: 0.7031, top5_acc: 0.8734, loss_cls: 1.1985, loss: 1.1985 2020-07-01 04:26:03,962 - mmaction - INFO - Epoch [80][440/470] lr: 2.000e-03, eta: 1:39:09, time: 0.621, data_time: 0.001, memory: 8344, top1_acc: 0.6922, top5_acc: 0.8906, loss_cls: 1.2173, loss: 1.2173 2020-07-01 04:26:16,331 - mmaction - INFO - Epoch [80][460/470] lr: 2.000e-03, eta: 1:38:56, time: 0.618, data_time: 0.003, memory: 8344, top1_acc: 0.6750, top5_acc: 0.8609, loss_cls: 1.3103, loss: 1.3103 2020-07-01 04:26:22,980 - mmaction - INFO - Saving checkpoint at 80 epochs 2020-07-01 04:26:45,743 - mmaction - INFO - Evaluating top_k_accuracy... 2020-07-01 04:26:46,667 - mmaction - INFO - top1_acc 0.6779 top5_acc 0.8755 2020-07-01 04:26:46,667 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-07-01 04:26:46,718 - mmaction - INFO - mean_acc 0.6777 2020-07-01 04:26:46,733 - mmaction - INFO - Epoch [80][470/470] lr: 2.000e-03, top1_acc: 0.6779, top5_acc: 0.8755, mean_class_accuracy: 0.6777 2020-07-01 04:27:08,000 - mmaction - INFO - Epoch [81][20/470] lr: 2.000e-04, eta: 1:38:38, time: 1.062, data_time: 0.449, memory: 8344, top1_acc: 0.6672, top5_acc: 0.8500, loss_cls: 1.3845, loss: 1.3845 2020-07-01 04:27:20,353 - mmaction - INFO - Epoch [81][40/470] lr: 2.000e-04, eta: 1:38:25, time: 0.617, data_time: 0.003, memory: 8344, top1_acc: 0.7188, top5_acc: 0.8984, loss_cls: 1.1669, loss: 1.1669 2020-07-01 04:27:32,659 - mmaction - INFO - Epoch [81][60/470] lr: 2.000e-04, eta: 1:38:13, time: 0.616, data_time: 0.002, memory: 8344, top1_acc: 0.7203, top5_acc: 0.8750, loss_cls: 1.2462, loss: 1.2462 2020-07-01 04:27:44,916 - mmaction - INFO - Epoch [81][80/470] lr: 2.000e-04, eta: 1:38:00, time: 0.613, data_time: 0.001, memory: 8344, top1_acc: 0.6813, top5_acc: 0.8688, loss_cls: 1.2518, loss: 1.2518 2020-07-01 04:27:57,225 - mmaction - INFO - Epoch [81][100/470] lr: 2.000e-04, eta: 1:37:47, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.6844, top5_acc: 0.8656, loss_cls: 1.2831, loss: 1.2831 2020-07-01 04:28:09,630 - mmaction - INFO - Epoch [81][120/470] lr: 2.000e-04, eta: 1:37:35, time: 0.620, data_time: 0.001, memory: 8344, top1_acc: 0.6734, top5_acc: 0.8625, loss_cls: 1.3319, loss: 1.3319 2020-07-01 04:28:22,028 - mmaction - INFO - Epoch [81][140/470] lr: 2.000e-04, eta: 1:37:22, time: 0.621, data_time: 0.002, memory: 8344, top1_acc: 0.6828, top5_acc: 0.8812, loss_cls: 1.2261, loss: 1.2261 2020-07-01 04:28:34,330 - mmaction - INFO - Epoch [81][160/470] lr: 2.000e-04, eta: 1:37:09, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.7000, top5_acc: 0.8969, loss_cls: 1.1540, loss: 1.1540 2020-07-01 04:28:46,691 - mmaction - INFO - Epoch [81][180/470] lr: 2.000e-04, eta: 1:36:57, time: 0.618, data_time: 0.002, memory: 8344, top1_acc: 0.7469, top5_acc: 0.8969, loss_cls: 1.0831, loss: 1.0831 2020-07-01 04:28:59,053 - mmaction - INFO - Epoch [81][200/470] lr: 2.000e-04, eta: 1:36:44, time: 0.619, data_time: 0.002, memory: 8344, top1_acc: 0.7016, top5_acc: 0.8812, loss_cls: 1.1968, loss: 1.1968 2020-07-01 04:29:11,298 - mmaction - INFO - Epoch [81][220/470] lr: 2.000e-04, eta: 1:36:31, time: 0.613, data_time: 0.001, memory: 8344, top1_acc: 0.7016, top5_acc: 0.8688, loss_cls: 1.2068, loss: 1.2068 2020-07-01 04:29:23,686 - mmaction - INFO - Epoch [81][240/470] lr: 2.000e-04, eta: 1:36:19, time: 0.619, data_time: 0.001, memory: 8344, top1_acc: 0.6953, top5_acc: 0.8578, loss_cls: 1.3081, loss: 1.3081 2020-07-01 04:29:36,006 - mmaction - INFO - Epoch [81][260/470] lr: 2.000e-04, eta: 1:36:06, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.6797, top5_acc: 0.8750, loss_cls: 1.2567, loss: 1.2567 2020-07-01 04:29:48,382 - mmaction - INFO - Epoch [81][280/470] lr: 2.000e-04, eta: 1:35:53, time: 0.619, data_time: 0.002, memory: 8344, top1_acc: 0.6891, top5_acc: 0.8531, loss_cls: 1.3152, loss: 1.3152 2020-07-01 04:30:00,740 - mmaction - INFO - Epoch [81][300/470] lr: 2.000e-04, eta: 1:35:41, time: 0.619, data_time: 0.003, memory: 8344, top1_acc: 0.6766, top5_acc: 0.8672, loss_cls: 1.2785, loss: 1.2785 2020-07-01 04:30:13,074 - mmaction - INFO - Epoch [81][320/470] lr: 2.000e-04, eta: 1:35:28, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.6719, top5_acc: 0.8547, loss_cls: 1.3171, loss: 1.3171 2020-07-01 04:30:25,414 - mmaction - INFO - Epoch [81][340/470] lr: 2.000e-04, eta: 1:35:15, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.6969, top5_acc: 0.8844, loss_cls: 1.2529, loss: 1.2529 2020-07-01 04:30:37,703 - mmaction - INFO - Epoch [81][360/470] lr: 2.000e-04, eta: 1:35:02, time: 0.615, data_time: 0.002, memory: 8344, top1_acc: 0.6766, top5_acc: 0.8750, loss_cls: 1.2851, loss: 1.2851 2020-07-01 04:30:50,019 - mmaction - INFO - Epoch [81][380/470] lr: 2.000e-04, eta: 1:34:50, time: 0.615, data_time: 0.002, memory: 8344, top1_acc: 0.6875, top5_acc: 0.8609, loss_cls: 1.3077, loss: 1.3077 2020-07-01 04:31:02,443 - mmaction - INFO - Epoch [81][400/470] lr: 2.000e-04, eta: 1:34:37, time: 0.622, data_time: 0.002, memory: 8344, top1_acc: 0.7047, top5_acc: 0.8609, loss_cls: 1.2944, loss: 1.2944 2020-07-01 04:31:14,758 - mmaction - INFO - Epoch [81][420/470] lr: 2.000e-04, eta: 1:34:24, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.6734, top5_acc: 0.8719, loss_cls: 1.3075, loss: 1.3075 2020-07-01 04:31:27,093 - mmaction - INFO - Epoch [81][440/470] lr: 2.000e-04, eta: 1:34:12, time: 0.616, data_time: 0.000, memory: 8344, top1_acc: 0.6969, top5_acc: 0.8578, loss_cls: 1.2204, loss: 1.2204 2020-07-01 04:31:39,414 - mmaction - INFO - Epoch [81][460/470] lr: 2.000e-04, eta: 1:33:59, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.7125, top5_acc: 0.8719, loss_cls: 1.1730, loss: 1.1730 2020-07-01 04:32:10,581 - mmaction - INFO - Epoch [82][20/470] lr: 2.000e-04, eta: 1:33:41, time: 1.220, data_time: 0.597, memory: 8344, top1_acc: 0.7109, top5_acc: 0.8656, loss_cls: 1.2299, loss: 1.2299 2020-07-01 04:32:22,900 - mmaction - INFO - Epoch [82][40/470] lr: 2.000e-04, eta: 1:33:29, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.7047, top5_acc: 0.8703, loss_cls: 1.2335, loss: 1.2335 2020-07-01 04:32:35,161 - mmaction - INFO - Epoch [82][60/470] lr: 2.000e-04, eta: 1:33:16, time: 0.613, data_time: 0.001, memory: 8344, top1_acc: 0.7094, top5_acc: 0.8797, loss_cls: 1.1855, loss: 1.1855 2020-07-01 04:32:47,476 - mmaction - INFO - Epoch [82][80/470] lr: 2.000e-04, eta: 1:33:03, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.7188, top5_acc: 0.8875, loss_cls: 1.1683, loss: 1.1683 2020-07-01 04:32:59,768 - mmaction - INFO - Epoch [82][100/470] lr: 2.000e-04, eta: 1:32:51, time: 0.614, data_time: 0.001, memory: 8344, top1_acc: 0.7219, top5_acc: 0.8891, loss_cls: 1.1169, loss: 1.1169 2020-07-01 04:33:12,083 - mmaction - INFO - Epoch [82][120/470] lr: 2.000e-04, eta: 1:32:38, time: 0.617, data_time: 0.002, memory: 8344, top1_acc: 0.7047, top5_acc: 0.8719, loss_cls: 1.1688, loss: 1.1688 2020-07-01 04:33:24,543 - mmaction - INFO - Epoch [82][140/470] lr: 2.000e-04, eta: 1:32:25, time: 0.623, data_time: 0.012, memory: 8344, top1_acc: 0.6906, top5_acc: 0.8578, loss_cls: 1.2622, loss: 1.2622 2020-07-01 04:33:36,915 - mmaction - INFO - Epoch [82][160/470] lr: 2.000e-04, eta: 1:32:13, time: 0.618, data_time: 0.002, memory: 8344, top1_acc: 0.7094, top5_acc: 0.8844, loss_cls: 1.2088, loss: 1.2088 2020-07-01 04:33:49,251 - mmaction - INFO - Epoch [82][180/470] lr: 2.000e-04, eta: 1:32:00, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.6937, top5_acc: 0.8609, loss_cls: 1.2891, loss: 1.2891 2020-07-01 04:34:01,563 - mmaction - INFO - Epoch [82][200/470] lr: 2.000e-04, eta: 1:31:47, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.6984, top5_acc: 0.8594, loss_cls: 1.2322, loss: 1.2322 2020-07-01 04:34:13,893 - mmaction - INFO - Epoch [82][220/470] lr: 2.000e-04, eta: 1:31:35, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.6984, top5_acc: 0.8703, loss_cls: 1.2499, loss: 1.2499 2020-07-01 04:34:26,161 - mmaction - INFO - Epoch [82][240/470] lr: 2.000e-04, eta: 1:31:22, time: 0.613, data_time: 0.001, memory: 8344, top1_acc: 0.6813, top5_acc: 0.8688, loss_cls: 1.2256, loss: 1.2256 2020-07-01 04:34:38,501 - mmaction - INFO - Epoch [82][260/470] lr: 2.000e-04, eta: 1:31:09, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.7219, top5_acc: 0.8781, loss_cls: 1.1915, loss: 1.1915 2020-07-01 04:34:50,767 - mmaction - INFO - Epoch [82][280/470] lr: 2.000e-04, eta: 1:30:56, time: 0.613, data_time: 0.001, memory: 8344, top1_acc: 0.6734, top5_acc: 0.8406, loss_cls: 1.3677, loss: 1.3677 2020-07-01 04:35:03,079 - mmaction - INFO - Epoch [82][300/470] lr: 2.000e-04, eta: 1:30:44, time: 0.616, data_time: 0.002, memory: 8344, top1_acc: 0.7078, top5_acc: 0.8594, loss_cls: 1.2721, loss: 1.2721 2020-07-01 04:35:15,366 - mmaction - INFO - Epoch [82][320/470] lr: 2.000e-04, eta: 1:30:31, time: 0.614, data_time: 0.001, memory: 8344, top1_acc: 0.6562, top5_acc: 0.8656, loss_cls: 1.3631, loss: 1.3631 2020-07-01 04:35:27,719 - mmaction - INFO - Epoch [82][340/470] lr: 2.000e-04, eta: 1:30:18, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.6922, top5_acc: 0.8594, loss_cls: 1.2748, loss: 1.2748 2020-07-01 04:35:40,088 - mmaction - INFO - Epoch [82][360/470] lr: 2.000e-04, eta: 1:30:06, time: 0.619, data_time: 0.003, memory: 8344, top1_acc: 0.6828, top5_acc: 0.8703, loss_cls: 1.2827, loss: 1.2827 2020-07-01 04:35:52,405 - mmaction - INFO - Epoch [82][380/470] lr: 2.000e-04, eta: 1:29:53, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.7297, top5_acc: 0.8922, loss_cls: 1.1272, loss: 1.1272 2020-07-01 04:36:04,736 - mmaction - INFO - Epoch [82][400/470] lr: 2.000e-04, eta: 1:29:40, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.6828, top5_acc: 0.8781, loss_cls: 1.2422, loss: 1.2422 2020-07-01 04:36:17,026 - mmaction - INFO - Epoch [82][420/470] lr: 2.000e-04, eta: 1:29:28, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.7063, top5_acc: 0.8781, loss_cls: 1.2026, loss: 1.2026 2020-07-01 04:36:29,359 - mmaction - INFO - Epoch [82][440/470] lr: 2.000e-04, eta: 1:29:15, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.6828, top5_acc: 0.8516, loss_cls: 1.3421, loss: 1.3421 2020-07-01 04:36:41,670 - mmaction - INFO - Epoch [82][460/470] lr: 2.000e-04, eta: 1:29:02, time: 0.617, data_time: 0.002, memory: 8344, top1_acc: 0.6969, top5_acc: 0.8719, loss_cls: 1.2300, loss: 1.2300 2020-07-01 04:37:12,694 - mmaction - INFO - Epoch [83][20/470] lr: 2.000e-04, eta: 1:28:45, time: 1.215, data_time: 0.573, memory: 8344, top1_acc: 0.7172, top5_acc: 0.8734, loss_cls: 1.2076, loss: 1.2076 2020-07-01 04:37:25,028 - mmaction - INFO - Epoch [83][40/470] lr: 2.000e-04, eta: 1:28:32, time: 0.617, data_time: 0.003, memory: 8344, top1_acc: 0.6937, top5_acc: 0.8750, loss_cls: 1.2508, loss: 1.2508 2020-07-01 04:37:37,366 - mmaction - INFO - Epoch [83][60/470] lr: 2.000e-04, eta: 1:28:19, time: 0.617, data_time: 0.002, memory: 8344, top1_acc: 0.6844, top5_acc: 0.8453, loss_cls: 1.3171, loss: 1.3171 2020-07-01 04:37:49,711 - mmaction - INFO - Epoch [83][80/470] lr: 2.000e-04, eta: 1:28:07, time: 0.618, data_time: 0.002, memory: 8344, top1_acc: 0.6656, top5_acc: 0.8641, loss_cls: 1.3573, loss: 1.3573 2020-07-01 04:38:02,084 - mmaction - INFO - Epoch [83][100/470] lr: 2.000e-04, eta: 1:27:54, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.7078, top5_acc: 0.8594, loss_cls: 1.2475, loss: 1.2475 2020-07-01 04:38:14,447 - mmaction - INFO - Epoch [83][120/470] lr: 2.000e-04, eta: 1:27:41, time: 0.618, data_time: 0.002, memory: 8344, top1_acc: 0.6703, top5_acc: 0.8547, loss_cls: 1.3422, loss: 1.3422 2020-07-01 04:38:26,733 - mmaction - INFO - Epoch [83][140/470] lr: 2.000e-04, eta: 1:27:29, time: 0.614, data_time: 0.002, memory: 8344, top1_acc: 0.7000, top5_acc: 0.8594, loss_cls: 1.2561, loss: 1.2561 2020-07-01 04:38:39,072 - mmaction - INFO - Epoch [83][160/470] lr: 2.000e-04, eta: 1:27:16, time: 0.617, data_time: 0.002, memory: 8344, top1_acc: 0.7188, top5_acc: 0.8719, loss_cls: 1.2322, loss: 1.2322 2020-07-01 04:38:51,439 - mmaction - INFO - Epoch [83][180/470] lr: 2.000e-04, eta: 1:27:03, time: 0.618, data_time: 0.003, memory: 8344, top1_acc: 0.6984, top5_acc: 0.8656, loss_cls: 1.2493, loss: 1.2493 2020-07-01 04:39:03,757 - mmaction - INFO - Epoch [83][200/470] lr: 2.000e-04, eta: 1:26:50, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.7063, top5_acc: 0.8531, loss_cls: 1.3013, loss: 1.3013 2020-07-01 04:39:16,119 - mmaction - INFO - Epoch [83][220/470] lr: 2.000e-04, eta: 1:26:38, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.7203, top5_acc: 0.8875, loss_cls: 1.1530, loss: 1.1530 2020-07-01 04:39:28,460 - mmaction - INFO - Epoch [83][240/470] lr: 2.000e-04, eta: 1:26:25, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.6953, top5_acc: 0.8719, loss_cls: 1.2640, loss: 1.2640 2020-07-01 04:39:40,804 - mmaction - INFO - Epoch [83][260/470] lr: 2.000e-04, eta: 1:26:12, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.7078, top5_acc: 0.8672, loss_cls: 1.2337, loss: 1.2337 2020-07-01 04:39:53,171 - mmaction - INFO - Epoch [83][280/470] lr: 2.000e-04, eta: 1:26:00, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.6797, top5_acc: 0.8672, loss_cls: 1.2888, loss: 1.2888 2020-07-01 04:40:05,435 - mmaction - INFO - Epoch [83][300/470] lr: 2.000e-04, eta: 1:25:47, time: 0.613, data_time: 0.001, memory: 8344, top1_acc: 0.7297, top5_acc: 0.8859, loss_cls: 1.0969, loss: 1.0969 2020-07-01 04:40:17,751 - mmaction - INFO - Epoch [83][320/470] lr: 2.000e-04, eta: 1:25:34, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.6859, top5_acc: 0.8750, loss_cls: 1.2148, loss: 1.2148 2020-07-01 04:40:30,203 - mmaction - INFO - Epoch [83][340/470] lr: 2.000e-04, eta: 1:25:22, time: 0.623, data_time: 0.003, memory: 8344, top1_acc: 0.7016, top5_acc: 0.8922, loss_cls: 1.1956, loss: 1.1956 2020-07-01 04:40:42,679 - mmaction - INFO - Epoch [83][360/470] lr: 2.000e-04, eta: 1:25:09, time: 0.624, data_time: 0.010, memory: 8344, top1_acc: 0.6828, top5_acc: 0.8719, loss_cls: 1.3207, loss: 1.3207 2020-07-01 04:40:54,988 - mmaction - INFO - Epoch [83][380/470] lr: 2.000e-04, eta: 1:24:56, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.7375, top5_acc: 0.8672, loss_cls: 1.1643, loss: 1.1643 2020-07-01 04:41:07,336 - mmaction - INFO - Epoch [83][400/470] lr: 2.000e-04, eta: 1:24:44, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.7125, top5_acc: 0.8891, loss_cls: 1.2114, loss: 1.2114 2020-07-01 04:41:19,723 - mmaction - INFO - Epoch [83][420/470] lr: 2.000e-04, eta: 1:24:31, time: 0.619, data_time: 0.000, memory: 8344, top1_acc: 0.6781, top5_acc: 0.8688, loss_cls: 1.3032, loss: 1.3032 2020-07-01 04:41:32,076 - mmaction - INFO - Epoch [83][440/470] lr: 2.000e-04, eta: 1:24:18, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.6547, top5_acc: 0.8594, loss_cls: 1.3047, loss: 1.3047 2020-07-01 04:41:44,484 - mmaction - INFO - Epoch [83][460/470] lr: 2.000e-04, eta: 1:24:06, time: 0.620, data_time: 0.001, memory: 8344, top1_acc: 0.7031, top5_acc: 0.8609, loss_cls: 1.2691, loss: 1.2691 2020-07-01 04:42:15,190 - mmaction - INFO - Epoch [84][20/470] lr: 2.000e-04, eta: 1:23:48, time: 1.202, data_time: 0.591, memory: 8344, top1_acc: 0.7094, top5_acc: 0.8797, loss_cls: 1.1942, loss: 1.1942 2020-07-01 04:42:27,506 - mmaction - INFO - Epoch [84][40/470] lr: 2.000e-04, eta: 1:23:35, time: 0.617, data_time: 0.002, memory: 8344, top1_acc: 0.6828, top5_acc: 0.8688, loss_cls: 1.2334, loss: 1.2334 2020-07-01 04:42:40,014 - mmaction - INFO - Epoch [84][60/470] lr: 2.000e-04, eta: 1:23:23, time: 0.624, data_time: 0.001, memory: 8344, top1_acc: 0.6844, top5_acc: 0.8484, loss_cls: 1.3333, loss: 1.3333 2020-07-01 04:42:52,344 - mmaction - INFO - Epoch [84][80/470] lr: 2.000e-04, eta: 1:23:10, time: 0.617, data_time: 0.002, memory: 8344, top1_acc: 0.6875, top5_acc: 0.8641, loss_cls: 1.2566, loss: 1.2566 2020-07-01 04:43:04,684 - mmaction - INFO - Epoch [84][100/470] lr: 2.000e-04, eta: 1:22:57, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.7000, top5_acc: 0.8797, loss_cls: 1.2681, loss: 1.2681 2020-07-01 04:43:16,997 - mmaction - INFO - Epoch [84][120/470] lr: 2.000e-04, eta: 1:22:45, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.6813, top5_acc: 0.8703, loss_cls: 1.2814, loss: 1.2814 2020-07-01 04:43:29,334 - mmaction - INFO - Epoch [84][140/470] lr: 2.000e-04, eta: 1:22:32, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.6875, top5_acc: 0.8578, loss_cls: 1.2305, loss: 1.2305 2020-07-01 04:43:41,673 - mmaction - INFO - Epoch [84][160/470] lr: 2.000e-04, eta: 1:22:19, time: 0.617, data_time: 0.003, memory: 8344, top1_acc: 0.6813, top5_acc: 0.8562, loss_cls: 1.3309, loss: 1.3309 2020-07-01 04:43:54,020 - mmaction - INFO - Epoch [84][180/470] lr: 2.000e-04, eta: 1:22:07, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.6937, top5_acc: 0.8719, loss_cls: 1.2356, loss: 1.2356 2020-07-01 04:44:06,364 - mmaction - INFO - Epoch [84][200/470] lr: 2.000e-04, eta: 1:21:54, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.6578, top5_acc: 0.8391, loss_cls: 1.4269, loss: 1.4269 2020-07-01 04:44:18,635 - mmaction - INFO - Epoch [84][220/470] lr: 2.000e-04, eta: 1:21:41, time: 0.614, data_time: 0.002, memory: 8344, top1_acc: 0.7234, top5_acc: 0.8828, loss_cls: 1.1340, loss: 1.1340 2020-07-01 04:44:30,943 - mmaction - INFO - Epoch [84][240/470] lr: 2.000e-04, eta: 1:21:29, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.7125, top5_acc: 0.9062, loss_cls: 1.1176, loss: 1.1176 2020-07-01 04:44:43,230 - mmaction - INFO - Epoch [84][260/470] lr: 2.000e-04, eta: 1:21:16, time: 0.614, data_time: 0.001, memory: 8344, top1_acc: 0.7375, top5_acc: 0.8984, loss_cls: 1.0303, loss: 1.0303 2020-07-01 04:44:55,584 - mmaction - INFO - Epoch [84][280/470] lr: 2.000e-04, eta: 1:21:03, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.6969, top5_acc: 0.8516, loss_cls: 1.3019, loss: 1.3019 2020-07-01 04:45:07,951 - mmaction - INFO - Epoch [84][300/470] lr: 2.000e-04, eta: 1:20:50, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.6672, top5_acc: 0.8438, loss_cls: 1.3506, loss: 1.3506 2020-07-01 04:45:20,285 - mmaction - INFO - Epoch [84][320/470] lr: 2.000e-04, eta: 1:20:38, time: 0.618, data_time: 0.002, memory: 8344, top1_acc: 0.7031, top5_acc: 0.8703, loss_cls: 1.2073, loss: 1.2073 2020-07-01 04:45:32,663 - mmaction - INFO - Epoch [84][340/470] lr: 2.000e-04, eta: 1:20:25, time: 0.619, data_time: 0.003, memory: 8344, top1_acc: 0.7031, top5_acc: 0.8953, loss_cls: 1.1675, loss: 1.1675 2020-07-01 04:45:44,996 - mmaction - INFO - Epoch [84][360/470] lr: 2.000e-04, eta: 1:20:12, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.6844, top5_acc: 0.8672, loss_cls: 1.3623, loss: 1.3623 2020-07-01 04:45:57,341 - mmaction - INFO - Epoch [84][380/470] lr: 2.000e-04, eta: 1:20:00, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.7188, top5_acc: 0.8562, loss_cls: 1.2435, loss: 1.2435 2020-07-01 04:46:09,620 - mmaction - INFO - Epoch [84][400/470] lr: 2.000e-04, eta: 1:19:47, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.7094, top5_acc: 0.8609, loss_cls: 1.2141, loss: 1.2141 2020-07-01 04:46:21,912 - mmaction - INFO - Epoch [84][420/470] lr: 2.000e-04, eta: 1:19:34, time: 0.614, data_time: 0.001, memory: 8344, top1_acc: 0.7000, top5_acc: 0.8969, loss_cls: 1.1770, loss: 1.1770 2020-07-01 04:46:34,334 - mmaction - INFO - Epoch [84][440/470] lr: 2.000e-04, eta: 1:19:22, time: 0.621, data_time: 0.001, memory: 8344, top1_acc: 0.6969, top5_acc: 0.8688, loss_cls: 1.2542, loss: 1.2542 2020-07-01 04:46:46,670 - mmaction - INFO - Epoch [84][460/470] lr: 2.000e-04, eta: 1:19:09, time: 0.616, data_time: 0.000, memory: 8344, top1_acc: 0.6984, top5_acc: 0.8828, loss_cls: 1.2242, loss: 1.2242 2020-07-01 04:47:17,554 - mmaction - INFO - Epoch [85][20/470] lr: 2.000e-04, eta: 1:18:51, time: 1.207, data_time: 0.568, memory: 8344, top1_acc: 0.7047, top5_acc: 0.8734, loss_cls: 1.2298, loss: 1.2298 2020-07-01 04:47:29,871 - mmaction - INFO - Epoch [85][40/470] lr: 2.000e-04, eta: 1:18:39, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.7125, top5_acc: 0.8891, loss_cls: 1.1751, loss: 1.1751 2020-07-01 04:47:42,248 - mmaction - INFO - Epoch [85][60/470] lr: 2.000e-04, eta: 1:18:26, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.6875, top5_acc: 0.8734, loss_cls: 1.2252, loss: 1.2252 2020-07-01 04:47:54,646 - mmaction - INFO - Epoch [85][80/470] lr: 2.000e-04, eta: 1:18:13, time: 0.621, data_time: 0.001, memory: 8344, top1_acc: 0.7063, top5_acc: 0.8594, loss_cls: 1.1903, loss: 1.1903 2020-07-01 04:48:07,036 - mmaction - INFO - Epoch [85][100/470] lr: 2.000e-04, eta: 1:18:01, time: 0.619, data_time: 0.000, memory: 8344, top1_acc: 0.7031, top5_acc: 0.8578, loss_cls: 1.2847, loss: 1.2847 2020-07-01 04:48:19,420 - mmaction - INFO - Epoch [85][120/470] lr: 2.000e-04, eta: 1:17:48, time: 0.619, data_time: 0.001, memory: 8344, top1_acc: 0.6922, top5_acc: 0.8625, loss_cls: 1.2986, loss: 1.2986 2020-07-01 04:48:31,727 - mmaction - INFO - Epoch [85][140/470] lr: 2.000e-04, eta: 1:17:35, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.7016, top5_acc: 0.8688, loss_cls: 1.2436, loss: 1.2436 2020-07-01 04:48:44,079 - mmaction - INFO - Epoch [85][160/470] lr: 2.000e-04, eta: 1:17:23, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.7094, top5_acc: 0.8844, loss_cls: 1.1374, loss: 1.1374 2020-07-01 04:48:56,444 - mmaction - INFO - Epoch [85][180/470] lr: 2.000e-04, eta: 1:17:10, time: 0.618, data_time: 0.000, memory: 8344, top1_acc: 0.6828, top5_acc: 0.8609, loss_cls: 1.3144, loss: 1.3144 2020-07-01 04:49:08,753 - mmaction - INFO - Epoch [85][200/470] lr: 2.000e-04, eta: 1:16:57, time: 0.614, data_time: 0.000, memory: 8344, top1_acc: 0.7063, top5_acc: 0.8953, loss_cls: 1.1016, loss: 1.1016 2020-07-01 04:49:21,098 - mmaction - INFO - Epoch [85][220/470] lr: 2.000e-04, eta: 1:16:45, time: 0.617, data_time: 0.003, memory: 8344, top1_acc: 0.6813, top5_acc: 0.8359, loss_cls: 1.4023, loss: 1.4023 2020-07-01 04:49:33,421 - mmaction - INFO - Epoch [85][240/470] lr: 2.000e-04, eta: 1:16:32, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.7281, top5_acc: 0.8844, loss_cls: 1.1200, loss: 1.1200 2020-07-01 04:49:45,812 - mmaction - INFO - Epoch [85][260/470] lr: 2.000e-04, eta: 1:16:19, time: 0.619, data_time: 0.001, memory: 8344, top1_acc: 0.7063, top5_acc: 0.8641, loss_cls: 1.2685, loss: 1.2685 2020-07-01 04:49:58,285 - mmaction - INFO - Epoch [85][280/470] lr: 2.000e-04, eta: 1:16:07, time: 0.624, data_time: 0.009, memory: 8344, top1_acc: 0.7250, top5_acc: 0.8703, loss_cls: 1.2289, loss: 1.2289 2020-07-01 04:50:10,607 - mmaction - INFO - Epoch [85][300/470] lr: 2.000e-04, eta: 1:15:54, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.6703, top5_acc: 0.8656, loss_cls: 1.3302, loss: 1.3302 2020-07-01 04:50:22,879 - mmaction - INFO - Epoch [85][320/470] lr: 2.000e-04, eta: 1:15:41, time: 0.614, data_time: 0.002, memory: 8344, top1_acc: 0.7141, top5_acc: 0.8781, loss_cls: 1.2020, loss: 1.2020 2020-07-01 04:50:35,230 - mmaction - INFO - Epoch [85][340/470] lr: 2.000e-04, eta: 1:15:29, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.7172, top5_acc: 0.8750, loss_cls: 1.1785, loss: 1.1785 2020-07-01 04:50:47,588 - mmaction - INFO - Epoch [85][360/470] lr: 2.000e-04, eta: 1:15:16, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.6937, top5_acc: 0.8828, loss_cls: 1.1868, loss: 1.1868 2020-07-01 04:50:59,905 - mmaction - INFO - Epoch [85][380/470] lr: 2.000e-04, eta: 1:15:03, time: 0.616, data_time: 0.002, memory: 8344, top1_acc: 0.7156, top5_acc: 0.8766, loss_cls: 1.1852, loss: 1.1852 2020-07-01 04:51:12,239 - mmaction - INFO - Epoch [85][400/470] lr: 2.000e-04, eta: 1:14:51, time: 0.617, data_time: 0.002, memory: 8344, top1_acc: 0.7109, top5_acc: 0.8766, loss_cls: 1.1901, loss: 1.1901 2020-07-01 04:51:24,672 - mmaction - INFO - Epoch [85][420/470] lr: 2.000e-04, eta: 1:14:38, time: 0.621, data_time: 0.011, memory: 8344, top1_acc: 0.6719, top5_acc: 0.8688, loss_cls: 1.3337, loss: 1.3337 2020-07-01 04:51:36,981 - mmaction - INFO - Epoch [85][440/470] lr: 2.000e-04, eta: 1:14:25, time: 0.616, data_time: 0.002, memory: 8344, top1_acc: 0.6672, top5_acc: 0.8625, loss_cls: 1.3192, loss: 1.3192 2020-07-01 04:51:49,270 - mmaction - INFO - Epoch [85][460/470] lr: 2.000e-04, eta: 1:14:13, time: 0.614, data_time: 0.001, memory: 8344, top1_acc: 0.7141, top5_acc: 0.8797, loss_cls: 1.1865, loss: 1.1865 2020-07-01 04:51:56,054 - mmaction - INFO - Saving checkpoint at 85 epochs 2020-07-01 04:52:20,660 - mmaction - INFO - Evaluating top_k_accuracy... 2020-07-01 04:52:21,592 - mmaction - INFO - top1_acc 0.6828 top5_acc 0.8768 2020-07-01 04:52:21,593 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-07-01 04:52:21,643 - mmaction - INFO - mean_acc 0.6827 2020-07-01 04:52:21,651 - mmaction - INFO - Epoch [85][470/470] lr: 2.000e-04, top1_acc: 0.6828, top5_acc: 0.8768, mean_class_accuracy: 0.6827 2020-07-01 04:52:42,790 - mmaction - INFO - Epoch [86][20/470] lr: 2.000e-04, eta: 1:13:54, time: 1.056, data_time: 0.435, memory: 8344, top1_acc: 0.6984, top5_acc: 0.8750, loss_cls: 1.1960, loss: 1.1960 2020-07-01 04:52:55,107 - mmaction - INFO - Epoch [86][40/470] lr: 2.000e-04, eta: 1:13:41, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.7109, top5_acc: 0.8688, loss_cls: 1.1987, loss: 1.1987 2020-07-01 04:53:07,396 - mmaction - INFO - Epoch [86][60/470] lr: 2.000e-04, eta: 1:13:29, time: 0.614, data_time: 0.001, memory: 8344, top1_acc: 0.7094, top5_acc: 0.8734, loss_cls: 1.2541, loss: 1.2541 2020-07-01 04:53:19,678 - mmaction - INFO - Epoch [86][80/470] lr: 2.000e-04, eta: 1:13:16, time: 0.614, data_time: 0.002, memory: 8344, top1_acc: 0.6687, top5_acc: 0.8750, loss_cls: 1.3082, loss: 1.3082 2020-07-01 04:53:31,945 - mmaction - INFO - Epoch [86][100/470] lr: 2.000e-04, eta: 1:13:03, time: 0.613, data_time: 0.001, memory: 8344, top1_acc: 0.6937, top5_acc: 0.8672, loss_cls: 1.2911, loss: 1.2911 2020-07-01 04:53:44,313 - mmaction - INFO - Epoch [86][120/470] lr: 2.000e-04, eta: 1:12:51, time: 0.619, data_time: 0.002, memory: 8344, top1_acc: 0.7078, top5_acc: 0.8672, loss_cls: 1.2417, loss: 1.2417 2020-07-01 04:53:56,598 - mmaction - INFO - Epoch [86][140/470] lr: 2.000e-04, eta: 1:12:38, time: 0.613, data_time: 0.001, memory: 8344, top1_acc: 0.6969, top5_acc: 0.8781, loss_cls: 1.1572, loss: 1.1572 2020-07-01 04:54:08,964 - mmaction - INFO - Epoch [86][160/470] lr: 2.000e-04, eta: 1:12:25, time: 0.619, data_time: 0.002, memory: 8344, top1_acc: 0.7125, top5_acc: 0.8734, loss_cls: 1.1947, loss: 1.1947 2020-07-01 04:54:21,296 - mmaction - INFO - Epoch [86][180/470] lr: 2.000e-04, eta: 1:12:13, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.7156, top5_acc: 0.8781, loss_cls: 1.1791, loss: 1.1791 2020-07-01 04:54:33,620 - mmaction - INFO - Epoch [86][200/470] lr: 2.000e-04, eta: 1:12:00, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.7031, top5_acc: 0.8594, loss_cls: 1.2608, loss: 1.2608 2020-07-01 04:54:45,974 - mmaction - INFO - Epoch [86][220/470] lr: 2.000e-04, eta: 1:11:47, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.6750, top5_acc: 0.8484, loss_cls: 1.3628, loss: 1.3628 2020-07-01 04:54:58,283 - mmaction - INFO - Epoch [86][240/470] lr: 2.000e-04, eta: 1:11:35, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.7141, top5_acc: 0.8641, loss_cls: 1.2344, loss: 1.2344 2020-07-01 04:55:10,601 - mmaction - INFO - Epoch [86][260/470] lr: 2.000e-04, eta: 1:11:22, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.6875, top5_acc: 0.8562, loss_cls: 1.2743, loss: 1.2743 2020-07-01 04:55:22,982 - mmaction - INFO - Epoch [86][280/470] lr: 2.000e-04, eta: 1:11:09, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.7172, top5_acc: 0.8891, loss_cls: 1.1465, loss: 1.1465 2020-07-01 04:55:35,324 - mmaction - INFO - Epoch [86][300/470] lr: 2.000e-04, eta: 1:10:57, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.7125, top5_acc: 0.8719, loss_cls: 1.1979, loss: 1.1979 2020-07-01 04:55:47,635 - mmaction - INFO - Epoch [86][320/470] lr: 2.000e-04, eta: 1:10:44, time: 0.615, data_time: 0.002, memory: 8344, top1_acc: 0.6797, top5_acc: 0.8797, loss_cls: 1.1685, loss: 1.1685 2020-07-01 04:55:59,944 - mmaction - INFO - Epoch [86][340/470] lr: 2.000e-04, eta: 1:10:31, time: 0.616, data_time: 0.002, memory: 8344, top1_acc: 0.7172, top5_acc: 0.8781, loss_cls: 1.2076, loss: 1.2076 2020-07-01 04:56:12,222 - mmaction - INFO - Epoch [86][360/470] lr: 2.000e-04, eta: 1:10:19, time: 0.613, data_time: 0.001, memory: 8344, top1_acc: 0.7016, top5_acc: 0.8766, loss_cls: 1.2317, loss: 1.2317 2020-07-01 04:56:24,679 - mmaction - INFO - Epoch [86][380/470] lr: 2.000e-04, eta: 1:10:06, time: 0.623, data_time: 0.011, memory: 8344, top1_acc: 0.6969, top5_acc: 0.8766, loss_cls: 1.2474, loss: 1.2474 2020-07-01 04:56:37,009 - mmaction - INFO - Epoch [86][400/470] lr: 2.000e-04, eta: 1:09:53, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.6922, top5_acc: 0.8594, loss_cls: 1.2539, loss: 1.2539 2020-07-01 04:56:49,399 - mmaction - INFO - Epoch [86][420/470] lr: 2.000e-04, eta: 1:09:41, time: 0.619, data_time: 0.001, memory: 8344, top1_acc: 0.7406, top5_acc: 0.9031, loss_cls: 1.0747, loss: 1.0747 2020-07-01 04:57:01,656 - mmaction - INFO - Epoch [86][440/470] lr: 2.000e-04, eta: 1:09:28, time: 0.613, data_time: 0.002, memory: 8344, top1_acc: 0.7016, top5_acc: 0.8750, loss_cls: 1.2107, loss: 1.2107 2020-07-01 04:57:13,958 - mmaction - INFO - Epoch [86][460/470] lr: 2.000e-04, eta: 1:09:15, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.6672, top5_acc: 0.8562, loss_cls: 1.3147, loss: 1.3147 2020-07-01 04:57:45,338 - mmaction - INFO - Epoch [87][20/470] lr: 2.000e-04, eta: 1:08:57, time: 1.228, data_time: 0.610, memory: 8344, top1_acc: 0.7250, top5_acc: 0.8859, loss_cls: 1.1800, loss: 1.1800 2020-07-01 04:57:57,611 - mmaction - INFO - Epoch [87][40/470] lr: 2.000e-04, eta: 1:08:45, time: 0.613, data_time: 0.003, memory: 8344, top1_acc: 0.6844, top5_acc: 0.8578, loss_cls: 1.2923, loss: 1.2923 2020-07-01 04:58:09,952 - mmaction - INFO - Epoch [87][60/470] lr: 2.000e-04, eta: 1:08:32, time: 0.618, data_time: 0.003, memory: 8344, top1_acc: 0.6844, top5_acc: 0.8656, loss_cls: 1.2904, loss: 1.2904 2020-07-01 04:58:22,333 - mmaction - INFO - Epoch [87][80/470] lr: 2.000e-04, eta: 1:08:19, time: 0.619, data_time: 0.001, memory: 8344, top1_acc: 0.7297, top5_acc: 0.9031, loss_cls: 1.1052, loss: 1.1052 2020-07-01 04:58:34,609 - mmaction - INFO - Epoch [87][100/470] lr: 2.000e-04, eta: 1:08:07, time: 0.614, data_time: 0.002, memory: 8344, top1_acc: 0.7016, top5_acc: 0.8719, loss_cls: 1.2456, loss: 1.2456 2020-07-01 04:58:46,887 - mmaction - INFO - Epoch [87][120/470] lr: 2.000e-04, eta: 1:07:54, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.6687, top5_acc: 0.8766, loss_cls: 1.3127, loss: 1.3127 2020-07-01 04:58:59,254 - mmaction - INFO - Epoch [87][140/470] lr: 2.000e-04, eta: 1:07:41, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.7328, top5_acc: 0.8891, loss_cls: 1.1061, loss: 1.1061 2020-07-01 04:59:11,627 - mmaction - INFO - Epoch [87][160/470] lr: 2.000e-04, eta: 1:07:29, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.7094, top5_acc: 0.8641, loss_cls: 1.2341, loss: 1.2341 2020-07-01 04:59:23,996 - mmaction - INFO - Epoch [87][180/470] lr: 2.000e-04, eta: 1:07:16, time: 0.619, data_time: 0.002, memory: 8344, top1_acc: 0.7125, top5_acc: 0.8797, loss_cls: 1.1898, loss: 1.1898 2020-07-01 04:59:36,336 - mmaction - INFO - Epoch [87][200/470] lr: 2.000e-04, eta: 1:07:04, time: 0.617, data_time: 0.002, memory: 8344, top1_acc: 0.7000, top5_acc: 0.8703, loss_cls: 1.2385, loss: 1.2385 2020-07-01 04:59:48,706 - mmaction - INFO - Epoch [87][220/470] lr: 2.000e-04, eta: 1:06:51, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.7125, top5_acc: 0.8609, loss_cls: 1.2171, loss: 1.2171 2020-07-01 05:00:01,105 - mmaction - INFO - Epoch [87][240/470] lr: 2.000e-04, eta: 1:06:38, time: 0.620, data_time: 0.001, memory: 8344, top1_acc: 0.6781, top5_acc: 0.8625, loss_cls: 1.2610, loss: 1.2610 2020-07-01 05:00:14,344 - mmaction - INFO - Epoch [87][260/470] lr: 2.000e-04, eta: 1:06:26, time: 0.660, data_time: 0.001, memory: 8344, top1_acc: 0.6969, top5_acc: 0.8703, loss_cls: 1.2334, loss: 1.2334 2020-07-01 05:00:26,650 - mmaction - INFO - Epoch [87][280/470] lr: 2.000e-04, eta: 1:06:13, time: 0.616, data_time: 0.003, memory: 8344, top1_acc: 0.7156, top5_acc: 0.8625, loss_cls: 1.1581, loss: 1.1581 2020-07-01 05:00:39,000 - mmaction - INFO - Epoch [87][300/470] lr: 2.000e-04, eta: 1:06:00, time: 0.618, data_time: 0.002, memory: 8344, top1_acc: 0.6906, top5_acc: 0.8562, loss_cls: 1.3400, loss: 1.3400 2020-07-01 05:00:51,354 - mmaction - INFO - Epoch [87][320/470] lr: 2.000e-04, eta: 1:05:48, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.6844, top5_acc: 0.8828, loss_cls: 1.2846, loss: 1.2846 2020-07-01 05:01:03,720 - mmaction - INFO - Epoch [87][340/470] lr: 2.000e-04, eta: 1:05:35, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.6813, top5_acc: 0.8625, loss_cls: 1.2882, loss: 1.2882 2020-07-01 05:01:16,009 - mmaction - INFO - Epoch [87][360/470] lr: 2.000e-04, eta: 1:05:22, time: 0.614, data_time: 0.001, memory: 8344, top1_acc: 0.6875, top5_acc: 0.8766, loss_cls: 1.2965, loss: 1.2965 2020-07-01 05:01:28,317 - mmaction - INFO - Epoch [87][380/470] lr: 2.000e-04, eta: 1:05:10, time: 0.616, data_time: 0.002, memory: 8344, top1_acc: 0.7016, top5_acc: 0.8922, loss_cls: 1.1653, loss: 1.1653 2020-07-01 05:01:40,681 - mmaction - INFO - Epoch [87][400/470] lr: 2.000e-04, eta: 1:04:57, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.6937, top5_acc: 0.8797, loss_cls: 1.2250, loss: 1.2250 2020-07-01 05:01:52,991 - mmaction - INFO - Epoch [87][420/470] lr: 2.000e-04, eta: 1:04:44, time: 0.617, data_time: 0.002, memory: 8344, top1_acc: 0.6891, top5_acc: 0.8516, loss_cls: 1.2679, loss: 1.2679 2020-07-01 05:02:05,378 - mmaction - INFO - Epoch [87][440/470] lr: 2.000e-04, eta: 1:04:32, time: 0.619, data_time: 0.001, memory: 8344, top1_acc: 0.7047, top5_acc: 0.8609, loss_cls: 1.2512, loss: 1.2512 2020-07-01 05:02:17,758 - mmaction - INFO - Epoch [87][460/470] lr: 2.000e-04, eta: 1:04:19, time: 0.619, data_time: 0.001, memory: 8344, top1_acc: 0.7125, top5_acc: 0.8719, loss_cls: 1.2038, loss: 1.2038 2020-07-01 05:02:50,353 - mmaction - INFO - Epoch [88][20/470] lr: 2.000e-04, eta: 1:04:01, time: 1.269, data_time: 0.652, memory: 8344, top1_acc: 0.7141, top5_acc: 0.8641, loss_cls: 1.1815, loss: 1.1815 2020-07-01 05:03:02,705 - mmaction - INFO - Epoch [88][40/470] lr: 2.000e-04, eta: 1:03:49, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.6906, top5_acc: 0.8656, loss_cls: 1.2601, loss: 1.2601 2020-07-01 05:03:15,062 - mmaction - INFO - Epoch [88][60/470] lr: 2.000e-04, eta: 1:03:36, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.7422, top5_acc: 0.8875, loss_cls: 1.0860, loss: 1.0860 2020-07-01 05:03:27,381 - mmaction - INFO - Epoch [88][80/470] lr: 2.000e-04, eta: 1:03:23, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.6797, top5_acc: 0.8375, loss_cls: 1.3869, loss: 1.3869 2020-07-01 05:03:39,690 - mmaction - INFO - Epoch [88][100/470] lr: 2.000e-04, eta: 1:03:11, time: 0.614, data_time: 0.001, memory: 8344, top1_acc: 0.6906, top5_acc: 0.8891, loss_cls: 1.2105, loss: 1.2105 2020-07-01 05:03:52,034 - mmaction - INFO - Epoch [88][120/470] lr: 2.000e-04, eta: 1:02:58, time: 0.618, data_time: 0.003, memory: 8344, top1_acc: 0.6906, top5_acc: 0.8484, loss_cls: 1.2986, loss: 1.2986 2020-07-01 05:04:04,380 - mmaction - INFO - Epoch [88][140/470] lr: 2.000e-04, eta: 1:02:45, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.7031, top5_acc: 0.8859, loss_cls: 1.2475, loss: 1.2475 2020-07-01 05:04:16,642 - mmaction - INFO - Epoch [88][160/470] lr: 2.000e-04, eta: 1:02:33, time: 0.614, data_time: 0.003, memory: 8344, top1_acc: 0.7016, top5_acc: 0.8859, loss_cls: 1.1853, loss: 1.1853 2020-07-01 05:04:28,934 - mmaction - INFO - Epoch [88][180/470] lr: 2.000e-04, eta: 1:02:20, time: 0.614, data_time: 0.001, memory: 8344, top1_acc: 0.7188, top5_acc: 0.8703, loss_cls: 1.2198, loss: 1.2198 2020-07-01 05:04:41,257 - mmaction - INFO - Epoch [88][200/470] lr: 2.000e-04, eta: 1:02:07, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.7016, top5_acc: 0.8531, loss_cls: 1.3119, loss: 1.3119 2020-07-01 05:04:53,569 - mmaction - INFO - Epoch [88][220/470] lr: 2.000e-04, eta: 1:01:55, time: 0.615, data_time: 0.000, memory: 8344, top1_acc: 0.7016, top5_acc: 0.8562, loss_cls: 1.2998, loss: 1.2998 2020-07-01 05:05:05,907 - mmaction - INFO - Epoch [88][240/470] lr: 2.000e-04, eta: 1:01:42, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.6922, top5_acc: 0.8656, loss_cls: 1.2890, loss: 1.2890 2020-07-01 05:05:18,264 - mmaction - INFO - Epoch [88][260/470] lr: 2.000e-04, eta: 1:01:29, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.6969, top5_acc: 0.8500, loss_cls: 1.3478, loss: 1.3478 2020-07-01 05:05:30,630 - mmaction - INFO - Epoch [88][280/470] lr: 2.000e-04, eta: 1:01:17, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.7344, top5_acc: 0.8844, loss_cls: 1.1589, loss: 1.1589 2020-07-01 05:05:42,997 - mmaction - INFO - Epoch [88][300/470] lr: 2.000e-04, eta: 1:01:04, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.7000, top5_acc: 0.8891, loss_cls: 1.1779, loss: 1.1779 2020-07-01 05:05:55,304 - mmaction - INFO - Epoch [88][320/470] lr: 2.000e-04, eta: 1:00:51, time: 0.617, data_time: 0.002, memory: 8344, top1_acc: 0.7125, top5_acc: 0.8953, loss_cls: 1.1564, loss: 1.1564 2020-07-01 05:06:07,611 - mmaction - INFO - Epoch [88][340/470] lr: 2.000e-04, eta: 1:00:39, time: 0.615, data_time: 0.003, memory: 8344, top1_acc: 0.6969, top5_acc: 0.8719, loss_cls: 1.2931, loss: 1.2931 2020-07-01 05:06:19,966 - mmaction - INFO - Epoch [88][360/470] lr: 2.000e-04, eta: 1:00:26, time: 0.618, data_time: 0.002, memory: 8344, top1_acc: 0.6891, top5_acc: 0.8734, loss_cls: 1.2685, loss: 1.2685 2020-07-01 05:06:32,288 - mmaction - INFO - Epoch [88][380/470] lr: 2.000e-04, eta: 1:00:13, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.6719, top5_acc: 0.8625, loss_cls: 1.2716, loss: 1.2716 2020-07-01 05:06:44,635 - mmaction - INFO - Epoch [88][400/470] lr: 2.000e-04, eta: 1:00:01, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.7219, top5_acc: 0.9000, loss_cls: 1.1353, loss: 1.1353 2020-07-01 05:06:56,967 - mmaction - INFO - Epoch [88][420/470] lr: 2.000e-04, eta: 0:59:48, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.6797, top5_acc: 0.8531, loss_cls: 1.3397, loss: 1.3397 2020-07-01 05:07:09,339 - mmaction - INFO - Epoch [88][440/470] lr: 2.000e-04, eta: 0:59:35, time: 0.619, data_time: 0.002, memory: 8344, top1_acc: 0.6906, top5_acc: 0.8750, loss_cls: 1.2326, loss: 1.2326 2020-07-01 05:07:21,738 - mmaction - INFO - Epoch [88][460/470] lr: 2.000e-04, eta: 0:59:23, time: 0.619, data_time: 0.001, memory: 8344, top1_acc: 0.6875, top5_acc: 0.8641, loss_cls: 1.2578, loss: 1.2578 2020-07-01 05:07:51,929 - mmaction - INFO - Epoch [89][20/470] lr: 2.000e-04, eta: 0:59:04, time: 1.180, data_time: 0.558, memory: 8344, top1_acc: 0.6937, top5_acc: 0.8438, loss_cls: 1.3422, loss: 1.3422 2020-07-01 05:08:04,324 - mmaction - INFO - Epoch [89][40/470] lr: 2.000e-04, eta: 0:58:52, time: 0.620, data_time: 0.001, memory: 8344, top1_acc: 0.6984, top5_acc: 0.8656, loss_cls: 1.2821, loss: 1.2821 2020-07-01 05:08:16,598 - mmaction - INFO - Epoch [89][60/470] lr: 2.000e-04, eta: 0:58:39, time: 0.613, data_time: 0.001, memory: 8344, top1_acc: 0.7531, top5_acc: 0.8938, loss_cls: 1.0050, loss: 1.0050 2020-07-01 05:08:28,891 - mmaction - INFO - Epoch [89][80/470] lr: 2.000e-04, eta: 0:58:27, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.6891, top5_acc: 0.8672, loss_cls: 1.2970, loss: 1.2970 2020-07-01 05:08:41,157 - mmaction - INFO - Epoch [89][100/470] lr: 2.000e-04, eta: 0:58:14, time: 0.613, data_time: 0.001, memory: 8344, top1_acc: 0.6984, top5_acc: 0.8750, loss_cls: 1.2342, loss: 1.2342 2020-07-01 05:08:53,416 - mmaction - INFO - Epoch [89][120/470] lr: 2.000e-04, eta: 0:58:01, time: 0.613, data_time: 0.001, memory: 8344, top1_acc: 0.7078, top5_acc: 0.8766, loss_cls: 1.2213, loss: 1.2213 2020-07-01 05:09:05,777 - mmaction - INFO - Epoch [89][140/470] lr: 2.000e-04, eta: 0:57:49, time: 0.619, data_time: 0.001, memory: 8344, top1_acc: 0.6281, top5_acc: 0.8250, loss_cls: 1.4694, loss: 1.4694 2020-07-01 05:09:18,121 - mmaction - INFO - Epoch [89][160/470] lr: 2.000e-04, eta: 0:57:36, time: 0.616, data_time: 0.002, memory: 8344, top1_acc: 0.6875, top5_acc: 0.8688, loss_cls: 1.2753, loss: 1.2753 2020-07-01 05:09:30,710 - mmaction - INFO - Epoch [89][180/470] lr: 2.000e-04, eta: 0:57:23, time: 0.630, data_time: 0.016, memory: 8344, top1_acc: 0.7094, top5_acc: 0.9000, loss_cls: 1.1430, loss: 1.1430 2020-07-01 05:09:43,045 - mmaction - INFO - Epoch [89][200/470] lr: 2.000e-04, eta: 0:57:11, time: 0.616, data_time: 0.002, memory: 8344, top1_acc: 0.6891, top5_acc: 0.8750, loss_cls: 1.2852, loss: 1.2852 2020-07-01 05:09:55,401 - mmaction - INFO - Epoch [89][220/470] lr: 2.000e-04, eta: 0:56:58, time: 0.619, data_time: 0.002, memory: 8344, top1_acc: 0.7125, top5_acc: 0.8734, loss_cls: 1.2280, loss: 1.2280 2020-07-01 05:10:07,689 - mmaction - INFO - Epoch [89][240/470] lr: 2.000e-04, eta: 0:56:45, time: 0.615, data_time: 0.002, memory: 8344, top1_acc: 0.6906, top5_acc: 0.8812, loss_cls: 1.2461, loss: 1.2461 2020-07-01 05:10:20,031 - mmaction - INFO - Epoch [89][260/470] lr: 2.000e-04, eta: 0:56:33, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.6828, top5_acc: 0.8656, loss_cls: 1.2856, loss: 1.2856 2020-07-01 05:10:32,438 - mmaction - INFO - Epoch [89][280/470] lr: 2.000e-04, eta: 0:56:20, time: 0.619, data_time: 0.001, memory: 8344, top1_acc: 0.7219, top5_acc: 0.8859, loss_cls: 1.1321, loss: 1.1321 2020-07-01 05:10:44,733 - mmaction - INFO - Epoch [89][300/470] lr: 2.000e-04, eta: 0:56:07, time: 0.615, data_time: 0.002, memory: 8344, top1_acc: 0.7063, top5_acc: 0.8938, loss_cls: 1.1747, loss: 1.1747 2020-07-01 05:10:57,107 - mmaction - INFO - Epoch [89][320/470] lr: 2.000e-04, eta: 0:55:55, time: 0.619, data_time: 0.001, memory: 8344, top1_acc: 0.7188, top5_acc: 0.8906, loss_cls: 1.1775, loss: 1.1775 2020-07-01 05:11:09,456 - mmaction - INFO - Epoch [89][340/470] lr: 2.000e-04, eta: 0:55:42, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.7172, top5_acc: 0.8719, loss_cls: 1.2592, loss: 1.2592 2020-07-01 05:11:21,801 - mmaction - INFO - Epoch [89][360/470] lr: 2.000e-04, eta: 0:55:29, time: 0.618, data_time: 0.002, memory: 8344, top1_acc: 0.7094, top5_acc: 0.8844, loss_cls: 1.1817, loss: 1.1817 2020-07-01 05:11:34,117 - mmaction - INFO - Epoch [89][380/470] lr: 2.000e-04, eta: 0:55:17, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.7031, top5_acc: 0.8797, loss_cls: 1.1798, loss: 1.1798 2020-07-01 05:11:46,437 - mmaction - INFO - Epoch [89][400/470] lr: 2.000e-04, eta: 0:55:04, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.6984, top5_acc: 0.8719, loss_cls: 1.2757, loss: 1.2757 2020-07-01 05:11:58,825 - mmaction - INFO - Epoch [89][420/470] lr: 2.000e-04, eta: 0:54:51, time: 0.619, data_time: 0.001, memory: 8344, top1_acc: 0.6859, top5_acc: 0.8688, loss_cls: 1.2592, loss: 1.2592 2020-07-01 05:12:11,244 - mmaction - INFO - Epoch [89][440/470] lr: 2.000e-04, eta: 0:54:39, time: 0.622, data_time: 0.002, memory: 8344, top1_acc: 0.7000, top5_acc: 0.8578, loss_cls: 1.2590, loss: 1.2590 2020-07-01 05:12:23,568 - mmaction - INFO - Epoch [89][460/470] lr: 2.000e-04, eta: 0:54:26, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.7016, top5_acc: 0.8656, loss_cls: 1.2930, loss: 1.2930 2020-07-01 05:12:54,241 - mmaction - INFO - Epoch [90][20/470] lr: 2.000e-04, eta: 0:54:08, time: 1.190, data_time: 0.553, memory: 8344, top1_acc: 0.7125, top5_acc: 0.8875, loss_cls: 1.1643, loss: 1.1643 2020-07-01 05:13:06,573 - mmaction - INFO - Epoch [90][40/470] lr: 2.000e-04, eta: 0:53:55, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.7094, top5_acc: 0.8688, loss_cls: 1.1924, loss: 1.1924 2020-07-01 05:13:18,875 - mmaction - INFO - Epoch [90][60/470] lr: 2.000e-04, eta: 0:53:43, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.7094, top5_acc: 0.8547, loss_cls: 1.2205, loss: 1.2205 2020-07-01 05:13:31,232 - mmaction - INFO - Epoch [90][80/470] lr: 2.000e-04, eta: 0:53:30, time: 0.619, data_time: 0.001, memory: 8344, top1_acc: 0.6969, top5_acc: 0.8703, loss_cls: 1.2749, loss: 1.2749 2020-07-01 05:13:43,606 - mmaction - INFO - Epoch [90][100/470] lr: 2.000e-04, eta: 0:53:17, time: 0.618, data_time: 0.000, memory: 8344, top1_acc: 0.6719, top5_acc: 0.8625, loss_cls: 1.2698, loss: 1.2698 2020-07-01 05:13:55,969 - mmaction - INFO - Epoch [90][120/470] lr: 2.000e-04, eta: 0:53:05, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.6859, top5_acc: 0.8797, loss_cls: 1.2477, loss: 1.2477 2020-07-01 05:14:08,371 - mmaction - INFO - Epoch [90][140/470] lr: 2.000e-04, eta: 0:52:52, time: 0.620, data_time: 0.001, memory: 8344, top1_acc: 0.7156, top5_acc: 0.9141, loss_cls: 1.1050, loss: 1.1050 2020-07-01 05:14:20,658 - mmaction - INFO - Epoch [90][160/470] lr: 2.000e-04, eta: 0:52:39, time: 0.614, data_time: 0.001, memory: 8344, top1_acc: 0.6969, top5_acc: 0.8703, loss_cls: 1.1986, loss: 1.1986 2020-07-01 05:14:32,971 - mmaction - INFO - Epoch [90][180/470] lr: 2.000e-04, eta: 0:52:27, time: 0.616, data_time: 0.003, memory: 8344, top1_acc: 0.7203, top5_acc: 0.8734, loss_cls: 1.2054, loss: 1.2054 2020-07-01 05:14:45,281 - mmaction - INFO - Epoch [90][200/470] lr: 2.000e-04, eta: 0:52:14, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.7141, top5_acc: 0.8641, loss_cls: 1.2428, loss: 1.2428 2020-07-01 05:14:57,635 - mmaction - INFO - Epoch [90][220/470] lr: 2.000e-04, eta: 0:52:01, time: 0.617, data_time: 0.000, memory: 8344, top1_acc: 0.7312, top5_acc: 0.8859, loss_cls: 1.1573, loss: 1.1573 2020-07-01 05:15:09,966 - mmaction - INFO - Epoch [90][240/470] lr: 2.000e-04, eta: 0:51:49, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.6937, top5_acc: 0.8750, loss_cls: 1.2177, loss: 1.2177 2020-07-01 05:15:22,296 - mmaction - INFO - Epoch [90][260/470] lr: 2.000e-04, eta: 0:51:36, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.6797, top5_acc: 0.8672, loss_cls: 1.2670, loss: 1.2670 2020-07-01 05:15:34,648 - mmaction - INFO - Epoch [90][280/470] lr: 2.000e-04, eta: 0:51:23, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.7141, top5_acc: 0.8719, loss_cls: 1.2334, loss: 1.2334 2020-07-01 05:15:47,016 - mmaction - INFO - Epoch [90][300/470] lr: 2.000e-04, eta: 0:51:11, time: 0.619, data_time: 0.001, memory: 8344, top1_acc: 0.6813, top5_acc: 0.8422, loss_cls: 1.3582, loss: 1.3582 2020-07-01 05:15:59,313 - mmaction - INFO - Epoch [90][320/470] lr: 2.000e-04, eta: 0:50:58, time: 0.614, data_time: 0.001, memory: 8344, top1_acc: 0.6687, top5_acc: 0.8406, loss_cls: 1.3753, loss: 1.3753 2020-07-01 05:16:11,677 - mmaction - INFO - Epoch [90][340/470] lr: 2.000e-04, eta: 0:50:46, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.6516, top5_acc: 0.8500, loss_cls: 1.3605, loss: 1.3605 2020-07-01 05:16:24,048 - mmaction - INFO - Epoch [90][360/470] lr: 2.000e-04, eta: 0:50:33, time: 0.619, data_time: 0.001, memory: 8344, top1_acc: 0.6859, top5_acc: 0.8797, loss_cls: 1.2201, loss: 1.2201 2020-07-01 05:16:36,384 - mmaction - INFO - Epoch [90][380/470] lr: 2.000e-04, eta: 0:50:20, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.7141, top5_acc: 0.8750, loss_cls: 1.1690, loss: 1.1690 2020-07-01 05:16:48,770 - mmaction - INFO - Epoch [90][400/470] lr: 2.000e-04, eta: 0:50:08, time: 0.619, data_time: 0.001, memory: 8344, top1_acc: 0.6781, top5_acc: 0.8609, loss_cls: 1.3111, loss: 1.3111 2020-07-01 05:17:01,109 - mmaction - INFO - Epoch [90][420/470] lr: 2.000e-04, eta: 0:49:55, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.7063, top5_acc: 0.8984, loss_cls: 1.1522, loss: 1.1522 2020-07-01 05:17:13,481 - mmaction - INFO - Epoch [90][440/470] lr: 2.000e-04, eta: 0:49:42, time: 0.619, data_time: 0.002, memory: 8344, top1_acc: 0.7156, top5_acc: 0.8703, loss_cls: 1.2396, loss: 1.2396 2020-07-01 05:17:25,837 - mmaction - INFO - Epoch [90][460/470] lr: 2.000e-04, eta: 0:49:30, time: 0.617, data_time: 0.003, memory: 8344, top1_acc: 0.7000, top5_acc: 0.8719, loss_cls: 1.2326, loss: 1.2326 2020-07-01 05:17:32,557 - mmaction - INFO - Saving checkpoint at 90 epochs 2020-07-01 05:17:55,732 - mmaction - INFO - Evaluating top_k_accuracy... 2020-07-01 05:17:56,661 - mmaction - INFO - top1_acc 0.6838 top5_acc 0.8759 2020-07-01 05:17:56,661 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-07-01 05:17:56,718 - mmaction - INFO - mean_acc 0.6836 2020-07-01 05:17:56,726 - mmaction - INFO - Epoch [90][470/470] lr: 2.000e-04, top1_acc: 0.6838, top5_acc: 0.8759, mean_class_accuracy: 0.6836 2020-07-01 05:18:18,202 - mmaction - INFO - Epoch [91][20/470] lr: 2.000e-04, eta: 0:49:11, time: 1.073, data_time: 0.448, memory: 8344, top1_acc: 0.6953, top5_acc: 0.8531, loss_cls: 1.3399, loss: 1.3399 2020-07-01 05:18:30,777 - mmaction - INFO - Epoch [91][40/470] lr: 2.000e-04, eta: 0:48:58, time: 0.629, data_time: 0.014, memory: 8344, top1_acc: 0.6953, top5_acc: 0.8656, loss_cls: 1.2230, loss: 1.2230 2020-07-01 05:18:43,095 - mmaction - INFO - Epoch [91][60/470] lr: 2.000e-04, eta: 0:48:46, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.7125, top5_acc: 0.8938, loss_cls: 1.1128, loss: 1.1128 2020-07-01 05:18:55,433 - mmaction - INFO - Epoch [91][80/470] lr: 2.000e-04, eta: 0:48:33, time: 0.616, data_time: 0.000, memory: 8344, top1_acc: 0.6969, top5_acc: 0.8688, loss_cls: 1.2026, loss: 1.2026 2020-07-01 05:19:07,757 - mmaction - INFO - Epoch [91][100/470] lr: 2.000e-04, eta: 0:48:21, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.7250, top5_acc: 0.8766, loss_cls: 1.1741, loss: 1.1741 2020-07-01 05:19:20,127 - mmaction - INFO - Epoch [91][120/470] lr: 2.000e-04, eta: 0:48:08, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.6875, top5_acc: 0.8781, loss_cls: 1.2040, loss: 1.2040 2020-07-01 05:19:32,503 - mmaction - INFO - Epoch [91][140/470] lr: 2.000e-04, eta: 0:47:55, time: 0.619, data_time: 0.001, memory: 8344, top1_acc: 0.6734, top5_acc: 0.8625, loss_cls: 1.2734, loss: 1.2734 2020-07-01 05:19:44,821 - mmaction - INFO - Epoch [91][160/470] lr: 2.000e-04, eta: 0:47:43, time: 0.616, data_time: 0.002, memory: 8344, top1_acc: 0.7047, top5_acc: 0.8875, loss_cls: 1.1664, loss: 1.1664 2020-07-01 05:19:57,143 - mmaction - INFO - Epoch [91][180/470] lr: 2.000e-04, eta: 0:47:30, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.6703, top5_acc: 0.8656, loss_cls: 1.2599, loss: 1.2599 2020-07-01 05:20:09,452 - mmaction - INFO - Epoch [91][200/470] lr: 2.000e-04, eta: 0:47:17, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.7078, top5_acc: 0.8953, loss_cls: 1.1290, loss: 1.1290 2020-07-01 05:20:21,802 - mmaction - INFO - Epoch [91][220/470] lr: 2.000e-04, eta: 0:47:05, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.7094, top5_acc: 0.8828, loss_cls: 1.1644, loss: 1.1644 2020-07-01 05:20:34,093 - mmaction - INFO - Epoch [91][240/470] lr: 2.000e-04, eta: 0:46:52, time: 0.614, data_time: 0.000, memory: 8344, top1_acc: 0.7016, top5_acc: 0.8828, loss_cls: 1.1655, loss: 1.1655 2020-07-01 05:20:46,465 - mmaction - INFO - Epoch [91][260/470] lr: 2.000e-04, eta: 0:46:39, time: 0.619, data_time: 0.001, memory: 8344, top1_acc: 0.6766, top5_acc: 0.8656, loss_cls: 1.3320, loss: 1.3320 2020-07-01 05:20:58,795 - mmaction - INFO - Epoch [91][280/470] lr: 2.000e-04, eta: 0:46:27, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.7188, top5_acc: 0.8891, loss_cls: 1.1646, loss: 1.1646 2020-07-01 05:21:11,146 - mmaction - INFO - Epoch [91][300/470] lr: 2.000e-04, eta: 0:46:14, time: 0.618, data_time: 0.002, memory: 8344, top1_acc: 0.7031, top5_acc: 0.8766, loss_cls: 1.2822, loss: 1.2822 2020-07-01 05:21:23,465 - mmaction - INFO - Epoch [91][320/470] lr: 2.000e-04, eta: 0:46:01, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.6766, top5_acc: 0.8844, loss_cls: 1.2403, loss: 1.2403 2020-07-01 05:21:35,797 - mmaction - INFO - Epoch [91][340/470] lr: 2.000e-04, eta: 0:45:49, time: 0.618, data_time: 0.002, memory: 8344, top1_acc: 0.7125, top5_acc: 0.8656, loss_cls: 1.1915, loss: 1.1915 2020-07-01 05:21:48,193 - mmaction - INFO - Epoch [91][360/470] lr: 2.000e-04, eta: 0:45:36, time: 0.619, data_time: 0.002, memory: 8344, top1_acc: 0.7031, top5_acc: 0.8719, loss_cls: 1.2352, loss: 1.2352 2020-07-01 05:22:00,692 - mmaction - INFO - Epoch [91][380/470] lr: 2.000e-04, eta: 0:45:24, time: 0.626, data_time: 0.012, memory: 8344, top1_acc: 0.6828, top5_acc: 0.8797, loss_cls: 1.3032, loss: 1.3032 2020-07-01 05:22:13,073 - mmaction - INFO - Epoch [91][400/470] lr: 2.000e-04, eta: 0:45:11, time: 0.619, data_time: 0.001, memory: 8344, top1_acc: 0.6844, top5_acc: 0.8547, loss_cls: 1.3428, loss: 1.3428 2020-07-01 05:22:25,433 - mmaction - INFO - Epoch [91][420/470] lr: 2.000e-04, eta: 0:44:58, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.6813, top5_acc: 0.8594, loss_cls: 1.3144, loss: 1.3144 2020-07-01 05:22:37,820 - mmaction - INFO - Epoch [91][440/470] lr: 2.000e-04, eta: 0:44:46, time: 0.620, data_time: 0.001, memory: 8344, top1_acc: 0.6891, top5_acc: 0.8625, loss_cls: 1.3325, loss: 1.3325 2020-07-01 05:22:50,198 - mmaction - INFO - Epoch [91][460/470] lr: 2.000e-04, eta: 0:44:33, time: 0.619, data_time: 0.001, memory: 8344, top1_acc: 0.7063, top5_acc: 0.8844, loss_cls: 1.2028, loss: 1.2028 2020-07-01 05:23:20,484 - mmaction - INFO - Epoch [92][20/470] lr: 2.000e-04, eta: 0:44:15, time: 1.184, data_time: 0.568, memory: 8344, top1_acc: 0.7469, top5_acc: 0.9016, loss_cls: 1.0632, loss: 1.0632 2020-07-01 05:23:32,778 - mmaction - INFO - Epoch [92][40/470] lr: 2.000e-04, eta: 0:44:02, time: 0.614, data_time: 0.003, memory: 8344, top1_acc: 0.6813, top5_acc: 0.8781, loss_cls: 1.2885, loss: 1.2885 2020-07-01 05:23:45,080 - mmaction - INFO - Epoch [92][60/470] lr: 2.000e-04, eta: 0:43:49, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.6875, top5_acc: 0.8516, loss_cls: 1.2806, loss: 1.2806 2020-07-01 05:23:57,508 - mmaction - INFO - Epoch [92][80/470] lr: 2.000e-04, eta: 0:43:37, time: 0.621, data_time: 0.001, memory: 8344, top1_acc: 0.6859, top5_acc: 0.8672, loss_cls: 1.2469, loss: 1.2469 2020-07-01 05:24:09,866 - mmaction - INFO - Epoch [92][100/470] lr: 2.000e-04, eta: 0:43:24, time: 0.619, data_time: 0.002, memory: 8344, top1_acc: 0.6922, top5_acc: 0.8672, loss_cls: 1.2239, loss: 1.2239 2020-07-01 05:24:22,139 - mmaction - INFO - Epoch [92][120/470] lr: 2.000e-04, eta: 0:43:11, time: 0.613, data_time: 0.001, memory: 8344, top1_acc: 0.7078, top5_acc: 0.8656, loss_cls: 1.2183, loss: 1.2183 2020-07-01 05:24:34,522 - mmaction - INFO - Epoch [92][140/470] lr: 2.000e-04, eta: 0:42:59, time: 0.619, data_time: 0.001, memory: 8344, top1_acc: 0.7203, top5_acc: 0.8828, loss_cls: 1.1554, loss: 1.1554 2020-07-01 05:24:46,839 - mmaction - INFO - Epoch [92][160/470] lr: 2.000e-04, eta: 0:42:46, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.7203, top5_acc: 0.8766, loss_cls: 1.2196, loss: 1.2196 2020-07-01 05:24:59,169 - mmaction - INFO - Epoch [92][180/470] lr: 2.000e-04, eta: 0:42:33, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.7219, top5_acc: 0.8734, loss_cls: 1.2059, loss: 1.2059 2020-07-01 05:25:11,476 - mmaction - INFO - Epoch [92][200/470] lr: 2.000e-04, eta: 0:42:21, time: 0.615, data_time: 0.002, memory: 8344, top1_acc: 0.6797, top5_acc: 0.8625, loss_cls: 1.3536, loss: 1.3536 2020-07-01 05:25:23,809 - mmaction - INFO - Epoch [92][220/470] lr: 2.000e-04, eta: 0:42:08, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.7109, top5_acc: 0.8719, loss_cls: 1.2243, loss: 1.2243 2020-07-01 05:25:36,152 - mmaction - INFO - Epoch [92][240/470] lr: 2.000e-04, eta: 0:41:56, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.7000, top5_acc: 0.8844, loss_cls: 1.1971, loss: 1.1971 2020-07-01 05:25:48,423 - mmaction - INFO - Epoch [92][260/470] lr: 2.000e-04, eta: 0:41:43, time: 0.614, data_time: 0.001, memory: 8344, top1_acc: 0.6969, top5_acc: 0.8828, loss_cls: 1.2150, loss: 1.2150 2020-07-01 05:26:00,732 - mmaction - INFO - Epoch [92][280/470] lr: 2.000e-04, eta: 0:41:30, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.7125, top5_acc: 0.8766, loss_cls: 1.1502, loss: 1.1502 2020-07-01 05:26:13,102 - mmaction - INFO - Epoch [92][300/470] lr: 2.000e-04, eta: 0:41:18, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.7094, top5_acc: 0.8719, loss_cls: 1.2080, loss: 1.2080 2020-07-01 05:26:25,467 - mmaction - INFO - Epoch [92][320/470] lr: 2.000e-04, eta: 0:41:05, time: 0.618, data_time: 0.002, memory: 8344, top1_acc: 0.7063, top5_acc: 0.9016, loss_cls: 1.1607, loss: 1.1607 2020-07-01 05:26:37,827 - mmaction - INFO - Epoch [92][340/470] lr: 2.000e-04, eta: 0:40:52, time: 0.619, data_time: 0.002, memory: 8344, top1_acc: 0.6906, top5_acc: 0.8688, loss_cls: 1.2315, loss: 1.2315 2020-07-01 05:26:50,178 - mmaction - INFO - Epoch [92][360/470] lr: 2.000e-04, eta: 0:40:40, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.6844, top5_acc: 0.8453, loss_cls: 1.3186, loss: 1.3186 2020-07-01 05:27:02,497 - mmaction - INFO - Epoch [92][380/470] lr: 2.000e-04, eta: 0:40:27, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.6984, top5_acc: 0.8703, loss_cls: 1.2227, loss: 1.2227 2020-07-01 05:27:14,845 - mmaction - INFO - Epoch [92][400/470] lr: 2.000e-04, eta: 0:40:14, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.7234, top5_acc: 0.9031, loss_cls: 1.1248, loss: 1.1248 2020-07-01 05:27:27,205 - mmaction - INFO - Epoch [92][420/470] lr: 2.000e-04, eta: 0:40:02, time: 0.617, data_time: 0.000, memory: 8344, top1_acc: 0.6891, top5_acc: 0.8500, loss_cls: 1.3185, loss: 1.3185 2020-07-01 05:27:39,613 - mmaction - INFO - Epoch [92][440/470] lr: 2.000e-04, eta: 0:39:49, time: 0.621, data_time: 0.001, memory: 8344, top1_acc: 0.6922, top5_acc: 0.8875, loss_cls: 1.2094, loss: 1.2094 2020-07-01 05:27:51,988 - mmaction - INFO - Epoch [92][460/470] lr: 2.000e-04, eta: 0:39:37, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.6969, top5_acc: 0.8594, loss_cls: 1.2650, loss: 1.2650 2020-07-01 05:28:22,698 - mmaction - INFO - Epoch [93][20/470] lr: 2.000e-04, eta: 0:39:18, time: 1.209, data_time: 0.582, memory: 8344, top1_acc: 0.6891, top5_acc: 0.8797, loss_cls: 1.2532, loss: 1.2532 2020-07-01 05:28:35,022 - mmaction - INFO - Epoch [93][40/470] lr: 2.000e-04, eta: 0:39:05, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.6969, top5_acc: 0.8578, loss_cls: 1.2391, loss: 1.2391 2020-07-01 05:28:47,337 - mmaction - INFO - Epoch [93][60/470] lr: 2.000e-04, eta: 0:38:53, time: 0.615, data_time: 0.000, memory: 8344, top1_acc: 0.7078, top5_acc: 0.8766, loss_cls: 1.2101, loss: 1.2101 2020-07-01 05:28:59,648 - mmaction - INFO - Epoch [93][80/470] lr: 2.000e-04, eta: 0:38:40, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.7031, top5_acc: 0.8656, loss_cls: 1.1923, loss: 1.1923 2020-07-01 05:29:11,984 - mmaction - INFO - Epoch [93][100/470] lr: 2.000e-04, eta: 0:38:28, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.6922, top5_acc: 0.8562, loss_cls: 1.3170, loss: 1.3170 2020-07-01 05:29:24,315 - mmaction - INFO - Epoch [93][120/470] lr: 2.000e-04, eta: 0:38:15, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.6859, top5_acc: 0.8844, loss_cls: 1.2799, loss: 1.2799 2020-07-01 05:29:36,781 - mmaction - INFO - Epoch [93][140/470] lr: 2.000e-04, eta: 0:38:02, time: 0.624, data_time: 0.008, memory: 8344, top1_acc: 0.7047, top5_acc: 0.8750, loss_cls: 1.2078, loss: 1.2078 2020-07-01 05:29:49,075 - mmaction - INFO - Epoch [93][160/470] lr: 2.000e-04, eta: 0:37:50, time: 0.614, data_time: 0.002, memory: 8344, top1_acc: 0.7047, top5_acc: 0.8625, loss_cls: 1.2967, loss: 1.2967 2020-07-01 05:30:01,458 - mmaction - INFO - Epoch [93][180/470] lr: 2.000e-04, eta: 0:37:37, time: 0.618, data_time: 0.002, memory: 8344, top1_acc: 0.7109, top5_acc: 0.8828, loss_cls: 1.1888, loss: 1.1888 2020-07-01 05:30:13,766 - mmaction - INFO - Epoch [93][200/470] lr: 2.000e-04, eta: 0:37:24, time: 0.616, data_time: 0.002, memory: 8344, top1_acc: 0.6766, top5_acc: 0.8750, loss_cls: 1.2449, loss: 1.2449 2020-07-01 05:30:26,065 - mmaction - INFO - Epoch [93][220/470] lr: 2.000e-04, eta: 0:37:12, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.6625, top5_acc: 0.8438, loss_cls: 1.3738, loss: 1.3738 2020-07-01 05:30:38,385 - mmaction - INFO - Epoch [93][240/470] lr: 2.000e-04, eta: 0:36:59, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.6953, top5_acc: 0.8906, loss_cls: 1.1514, loss: 1.1514 2020-07-01 05:30:50,774 - mmaction - INFO - Epoch [93][260/470] lr: 2.000e-04, eta: 0:36:46, time: 0.620, data_time: 0.002, memory: 8344, top1_acc: 0.6703, top5_acc: 0.8812, loss_cls: 1.2507, loss: 1.2507 2020-07-01 05:31:03,086 - mmaction - INFO - Epoch [93][280/470] lr: 2.000e-04, eta: 0:36:34, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.6703, top5_acc: 0.8547, loss_cls: 1.3282, loss: 1.3282 2020-07-01 05:31:15,437 - mmaction - INFO - Epoch [93][300/470] lr: 2.000e-04, eta: 0:36:21, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.7312, top5_acc: 0.8906, loss_cls: 1.1105, loss: 1.1105 2020-07-01 05:31:27,786 - mmaction - INFO - Epoch [93][320/470] lr: 2.000e-04, eta: 0:36:09, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.6984, top5_acc: 0.8625, loss_cls: 1.3026, loss: 1.3026 2020-07-01 05:31:40,120 - mmaction - INFO - Epoch [93][340/470] lr: 2.000e-04, eta: 0:35:56, time: 0.618, data_time: 0.003, memory: 8344, top1_acc: 0.6828, top5_acc: 0.8438, loss_cls: 1.2971, loss: 1.2971 2020-07-01 05:31:52,460 - mmaction - INFO - Epoch [93][360/470] lr: 2.000e-04, eta: 0:35:43, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.7000, top5_acc: 0.8828, loss_cls: 1.1901, loss: 1.1901 2020-07-01 05:32:04,756 - mmaction - INFO - Epoch [93][380/470] lr: 2.000e-04, eta: 0:35:31, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.7109, top5_acc: 0.8953, loss_cls: 1.1315, loss: 1.1315 2020-07-01 05:32:17,193 - mmaction - INFO - Epoch [93][400/470] lr: 2.000e-04, eta: 0:35:18, time: 0.621, data_time: 0.001, memory: 8344, top1_acc: 0.7109, top5_acc: 0.8812, loss_cls: 1.2331, loss: 1.2331 2020-07-01 05:32:29,584 - mmaction - INFO - Epoch [93][420/470] lr: 2.000e-04, eta: 0:35:05, time: 0.620, data_time: 0.002, memory: 8344, top1_acc: 0.7109, top5_acc: 0.8859, loss_cls: 1.1829, loss: 1.1829 2020-07-01 05:32:41,929 - mmaction - INFO - Epoch [93][440/470] lr: 2.000e-04, eta: 0:34:53, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.7203, top5_acc: 0.8906, loss_cls: 1.1429, loss: 1.1429 2020-07-01 05:32:54,268 - mmaction - INFO - Epoch [93][460/470] lr: 2.000e-04, eta: 0:34:40, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.7156, top5_acc: 0.8703, loss_cls: 1.1605, loss: 1.1605 2020-07-01 05:33:26,107 - mmaction - INFO - Epoch [94][20/470] lr: 2.000e-04, eta: 0:34:22, time: 1.241, data_time: 0.613, memory: 8344, top1_acc: 0.7234, top5_acc: 0.8719, loss_cls: 1.2034, loss: 1.2034 2020-07-01 05:33:38,433 - mmaction - INFO - Epoch [94][40/470] lr: 2.000e-04, eta: 0:34:09, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.7109, top5_acc: 0.8875, loss_cls: 1.1349, loss: 1.1349 2020-07-01 05:33:50,733 - mmaction - INFO - Epoch [94][60/470] lr: 2.000e-04, eta: 0:33:56, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.7078, top5_acc: 0.8766, loss_cls: 1.1730, loss: 1.1730 2020-07-01 05:34:03,125 - mmaction - INFO - Epoch [94][80/470] lr: 2.000e-04, eta: 0:33:44, time: 0.620, data_time: 0.001, memory: 8344, top1_acc: 0.7047, top5_acc: 0.8578, loss_cls: 1.2814, loss: 1.2814 2020-07-01 05:34:15,485 - mmaction - INFO - Epoch [94][100/470] lr: 2.000e-04, eta: 0:33:31, time: 0.619, data_time: 0.001, memory: 8344, top1_acc: 0.7016, top5_acc: 0.8672, loss_cls: 1.2289, loss: 1.2289 2020-07-01 05:34:27,795 - mmaction - INFO - Epoch [94][120/470] lr: 2.000e-04, eta: 0:33:19, time: 0.615, data_time: 0.000, memory: 8344, top1_acc: 0.7344, top5_acc: 0.8891, loss_cls: 1.1754, loss: 1.1754 2020-07-01 05:34:40,162 - mmaction - INFO - Epoch [94][140/470] lr: 2.000e-04, eta: 0:33:06, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.7188, top5_acc: 0.8859, loss_cls: 1.1652, loss: 1.1652 2020-07-01 05:34:52,504 - mmaction - INFO - Epoch [94][160/470] lr: 2.000e-04, eta: 0:32:53, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.7125, top5_acc: 0.8703, loss_cls: 1.2142, loss: 1.2142 2020-07-01 05:35:04,881 - mmaction - INFO - Epoch [94][180/470] lr: 2.000e-04, eta: 0:32:41, time: 0.617, data_time: 0.000, memory: 8344, top1_acc: 0.7359, top5_acc: 0.8844, loss_cls: 1.0797, loss: 1.0797 2020-07-01 05:35:17,282 - mmaction - INFO - Epoch [94][200/470] lr: 2.000e-04, eta: 0:32:28, time: 0.622, data_time: 0.003, memory: 8344, top1_acc: 0.7000, top5_acc: 0.8719, loss_cls: 1.2317, loss: 1.2317 2020-07-01 05:35:29,648 - mmaction - INFO - Epoch [94][220/470] lr: 2.000e-04, eta: 0:32:15, time: 0.618, data_time: 0.002, memory: 8344, top1_acc: 0.7063, top5_acc: 0.8906, loss_cls: 1.1742, loss: 1.1742 2020-07-01 05:35:41,981 - mmaction - INFO - Epoch [94][240/470] lr: 2.000e-04, eta: 0:32:03, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.7203, top5_acc: 0.8750, loss_cls: 1.2243, loss: 1.2243 2020-07-01 05:35:54,366 - mmaction - INFO - Epoch [94][260/470] lr: 2.000e-04, eta: 0:31:50, time: 0.619, data_time: 0.001, memory: 8344, top1_acc: 0.6922, top5_acc: 0.8672, loss_cls: 1.2678, loss: 1.2678 2020-07-01 05:36:06,724 - mmaction - INFO - Epoch [94][280/470] lr: 2.000e-04, eta: 0:31:37, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.6984, top5_acc: 0.8594, loss_cls: 1.2741, loss: 1.2741 2020-07-01 05:36:19,024 - mmaction - INFO - Epoch [94][300/470] lr: 2.000e-04, eta: 0:31:25, time: 0.614, data_time: 0.000, memory: 8344, top1_acc: 0.7141, top5_acc: 0.8703, loss_cls: 1.2525, loss: 1.2525 2020-07-01 05:36:31,359 - mmaction - INFO - Epoch [94][320/470] lr: 2.000e-04, eta: 0:31:12, time: 0.618, data_time: 0.002, memory: 8344, top1_acc: 0.7219, top5_acc: 0.8688, loss_cls: 1.1887, loss: 1.1887 2020-07-01 05:36:43,669 - mmaction - INFO - Epoch [94][340/470] lr: 2.000e-04, eta: 0:31:00, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.6625, top5_acc: 0.8656, loss_cls: 1.3520, loss: 1.3520 2020-07-01 05:36:56,033 - mmaction - INFO - Epoch [94][360/470] lr: 2.000e-04, eta: 0:30:47, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.6891, top5_acc: 0.8656, loss_cls: 1.2837, loss: 1.2837 2020-07-01 05:37:08,339 - mmaction - INFO - Epoch [94][380/470] lr: 2.000e-04, eta: 0:30:34, time: 0.614, data_time: 0.001, memory: 8344, top1_acc: 0.6969, top5_acc: 0.8625, loss_cls: 1.2401, loss: 1.2401 2020-07-01 05:37:20,652 - mmaction - INFO - Epoch [94][400/470] lr: 2.000e-04, eta: 0:30:22, time: 0.618, data_time: 0.003, memory: 8344, top1_acc: 0.7188, top5_acc: 0.8812, loss_cls: 1.1877, loss: 1.1877 2020-07-01 05:37:32,983 - mmaction - INFO - Epoch [94][420/470] lr: 2.000e-04, eta: 0:30:09, time: 0.616, data_time: 0.000, memory: 8344, top1_acc: 0.7125, top5_acc: 0.8609, loss_cls: 1.2753, loss: 1.2753 2020-07-01 05:37:45,364 - mmaction - INFO - Epoch [94][440/470] lr: 2.000e-04, eta: 0:29:56, time: 0.619, data_time: 0.001, memory: 8344, top1_acc: 0.7016, top5_acc: 0.8656, loss_cls: 1.2222, loss: 1.2222 2020-07-01 05:37:57,665 - mmaction - INFO - Epoch [94][460/470] lr: 2.000e-04, eta: 0:29:44, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.6828, top5_acc: 0.8859, loss_cls: 1.2066, loss: 1.2066 2020-07-01 05:38:29,151 - mmaction - INFO - Epoch [95][20/470] lr: 2.000e-04, eta: 0:29:25, time: 1.239, data_time: 0.623, memory: 8344, top1_acc: 0.6937, top5_acc: 0.8688, loss_cls: 1.2149, loss: 1.2149 2020-07-01 05:38:41,442 - mmaction - INFO - Epoch [95][40/470] lr: 2.000e-04, eta: 0:29:13, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.6984, top5_acc: 0.8859, loss_cls: 1.2470, loss: 1.2470 2020-07-01 05:38:53,791 - mmaction - INFO - Epoch [95][60/470] lr: 2.000e-04, eta: 0:29:00, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.7031, top5_acc: 0.9000, loss_cls: 1.1387, loss: 1.1387 2020-07-01 05:39:06,122 - mmaction - INFO - Epoch [95][80/470] lr: 2.000e-04, eta: 0:28:47, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.7016, top5_acc: 0.8781, loss_cls: 1.2151, loss: 1.2151 2020-07-01 05:39:18,656 - mmaction - INFO - Epoch [95][100/470] lr: 2.000e-04, eta: 0:28:35, time: 0.628, data_time: 0.017, memory: 8344, top1_acc: 0.6609, top5_acc: 0.8594, loss_cls: 1.3656, loss: 1.3656 2020-07-01 05:39:31,013 - mmaction - INFO - Epoch [95][120/470] lr: 2.000e-04, eta: 0:28:22, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.6937, top5_acc: 0.8609, loss_cls: 1.2794, loss: 1.2794 2020-07-01 05:39:43,289 - mmaction - INFO - Epoch [95][140/470] lr: 2.000e-04, eta: 0:28:10, time: 0.613, data_time: 0.001, memory: 8344, top1_acc: 0.6937, top5_acc: 0.8562, loss_cls: 1.2746, loss: 1.2746 2020-07-01 05:39:55,582 - mmaction - INFO - Epoch [95][160/470] lr: 2.000e-04, eta: 0:27:57, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.7219, top5_acc: 0.8734, loss_cls: 1.1989, loss: 1.1989 2020-07-01 05:40:07,887 - mmaction - INFO - Epoch [95][180/470] lr: 2.000e-04, eta: 0:27:44, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.7500, top5_acc: 0.8844, loss_cls: 1.0556, loss: 1.0556 2020-07-01 05:40:20,339 - mmaction - INFO - Epoch [95][200/470] lr: 2.000e-04, eta: 0:27:32, time: 0.622, data_time: 0.001, memory: 8344, top1_acc: 0.6922, top5_acc: 0.8594, loss_cls: 1.3393, loss: 1.3393 2020-07-01 05:40:32,674 - mmaction - INFO - Epoch [95][220/470] lr: 2.000e-04, eta: 0:27:19, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.7172, top5_acc: 0.8703, loss_cls: 1.2475, loss: 1.2475 2020-07-01 05:40:45,060 - mmaction - INFO - Epoch [95][240/470] lr: 2.000e-04, eta: 0:27:06, time: 0.620, data_time: 0.001, memory: 8344, top1_acc: 0.7031, top5_acc: 0.8656, loss_cls: 1.2559, loss: 1.2559 2020-07-01 05:40:57,388 - mmaction - INFO - Epoch [95][260/470] lr: 2.000e-04, eta: 0:26:54, time: 0.616, data_time: 0.002, memory: 8344, top1_acc: 0.7047, top5_acc: 0.8906, loss_cls: 1.1670, loss: 1.1670 2020-07-01 05:41:09,702 - mmaction - INFO - Epoch [95][280/470] lr: 2.000e-04, eta: 0:26:41, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.7188, top5_acc: 0.8875, loss_cls: 1.1417, loss: 1.1417 2020-07-01 05:41:21,959 - mmaction - INFO - Epoch [95][300/470] lr: 2.000e-04, eta: 0:26:28, time: 0.612, data_time: 0.001, memory: 8344, top1_acc: 0.7188, top5_acc: 0.8703, loss_cls: 1.2232, loss: 1.2232 2020-07-01 05:41:34,324 - mmaction - INFO - Epoch [95][320/470] lr: 2.000e-04, eta: 0:26:16, time: 0.618, data_time: 0.002, memory: 8344, top1_acc: 0.7141, top5_acc: 0.8812, loss_cls: 1.2417, loss: 1.2417 2020-07-01 05:41:46,667 - mmaction - INFO - Epoch [95][340/470] lr: 2.000e-04, eta: 0:26:03, time: 0.618, data_time: 0.002, memory: 8344, top1_acc: 0.6828, top5_acc: 0.8719, loss_cls: 1.3131, loss: 1.3131 2020-07-01 05:41:59,005 - mmaction - INFO - Epoch [95][360/470] lr: 2.000e-04, eta: 0:25:51, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.6891, top5_acc: 0.8797, loss_cls: 1.2324, loss: 1.2324 2020-07-01 05:42:11,371 - mmaction - INFO - Epoch [95][380/470] lr: 2.000e-04, eta: 0:25:38, time: 0.618, data_time: 0.000, memory: 8344, top1_acc: 0.6609, top5_acc: 0.8719, loss_cls: 1.3290, loss: 1.3290 2020-07-01 05:42:23,671 - mmaction - INFO - Epoch [95][400/470] lr: 2.000e-04, eta: 0:25:25, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.7000, top5_acc: 0.8750, loss_cls: 1.2135, loss: 1.2135 2020-07-01 05:42:36,017 - mmaction - INFO - Epoch [95][420/470] lr: 2.000e-04, eta: 0:25:13, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.6953, top5_acc: 0.8656, loss_cls: 1.2473, loss: 1.2473 2020-07-01 05:42:48,349 - mmaction - INFO - Epoch [95][440/470] lr: 2.000e-04, eta: 0:25:00, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.7047, top5_acc: 0.8797, loss_cls: 1.1759, loss: 1.1759 2020-07-01 05:43:00,651 - mmaction - INFO - Epoch [95][460/470] lr: 2.000e-04, eta: 0:24:47, time: 0.616, data_time: 0.003, memory: 8344, top1_acc: 0.7422, top5_acc: 0.8859, loss_cls: 1.0423, loss: 1.0423 2020-07-01 05:43:07,340 - mmaction - INFO - Saving checkpoint at 95 epochs 2020-07-01 05:43:29,932 - mmaction - INFO - Evaluating top_k_accuracy... 2020-07-01 05:43:30,854 - mmaction - INFO - top1_acc 0.6832 top5_acc 0.8766 2020-07-01 05:43:30,855 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-07-01 05:43:30,904 - mmaction - INFO - mean_acc 0.6830 2020-07-01 05:43:30,912 - mmaction - INFO - Epoch [95][470/470] lr: 2.000e-04, top1_acc: 0.6832, top5_acc: 0.8766, mean_class_accuracy: 0.6830 2020-07-01 05:43:52,093 - mmaction - INFO - Epoch [96][20/470] lr: 2.000e-04, eta: 0:24:29, time: 1.058, data_time: 0.446, memory: 8344, top1_acc: 0.6703, top5_acc: 0.8844, loss_cls: 1.2614, loss: 1.2614 2020-07-01 05:44:04,411 - mmaction - INFO - Epoch [96][40/470] lr: 2.000e-04, eta: 0:24:16, time: 0.616, data_time: 0.002, memory: 8344, top1_acc: 0.6813, top5_acc: 0.8625, loss_cls: 1.2872, loss: 1.2872 2020-07-01 05:44:16,686 - mmaction - INFO - Epoch [96][60/470] lr: 2.000e-04, eta: 0:24:03, time: 0.613, data_time: 0.001, memory: 8344, top1_acc: 0.7078, top5_acc: 0.8688, loss_cls: 1.2516, loss: 1.2516 2020-07-01 05:44:28,943 - mmaction - INFO - Epoch [96][80/470] lr: 2.000e-04, eta: 0:23:51, time: 0.613, data_time: 0.002, memory: 8344, top1_acc: 0.7031, top5_acc: 0.8594, loss_cls: 1.2260, loss: 1.2260 2020-07-01 05:44:41,311 - mmaction - INFO - Epoch [96][100/470] lr: 2.000e-04, eta: 0:23:38, time: 0.619, data_time: 0.002, memory: 8344, top1_acc: 0.7016, top5_acc: 0.8750, loss_cls: 1.2774, loss: 1.2774 2020-07-01 05:44:53,633 - mmaction - INFO - Epoch [96][120/470] lr: 2.000e-04, eta: 0:23:26, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.7016, top5_acc: 0.8875, loss_cls: 1.2328, loss: 1.2328 2020-07-01 05:45:06,013 - mmaction - INFO - Epoch [96][140/470] lr: 2.000e-04, eta: 0:23:13, time: 0.619, data_time: 0.001, memory: 8344, top1_acc: 0.7047, top5_acc: 0.8781, loss_cls: 1.2238, loss: 1.2238 2020-07-01 05:45:18,373 - mmaction - INFO - Epoch [96][160/470] lr: 2.000e-04, eta: 0:23:00, time: 0.618, data_time: 0.002, memory: 8344, top1_acc: 0.6828, top5_acc: 0.8375, loss_cls: 1.3477, loss: 1.3477 2020-07-01 05:45:30,689 - mmaction - INFO - Epoch [96][180/470] lr: 2.000e-04, eta: 0:22:48, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.7016, top5_acc: 0.8594, loss_cls: 1.2103, loss: 1.2103 2020-07-01 05:45:43,034 - mmaction - INFO - Epoch [96][200/470] lr: 2.000e-04, eta: 0:22:35, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.6937, top5_acc: 0.8719, loss_cls: 1.2456, loss: 1.2456 2020-07-01 05:45:55,364 - mmaction - INFO - Epoch [96][220/470] lr: 2.000e-04, eta: 0:22:22, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.7047, top5_acc: 0.8781, loss_cls: 1.2149, loss: 1.2149 2020-07-01 05:46:07,665 - mmaction - INFO - Epoch [96][240/470] lr: 2.000e-04, eta: 0:22:10, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.7203, top5_acc: 0.8953, loss_cls: 1.1535, loss: 1.1535 2020-07-01 05:46:20,026 - mmaction - INFO - Epoch [96][260/470] lr: 2.000e-04, eta: 0:21:57, time: 0.619, data_time: 0.002, memory: 8344, top1_acc: 0.7063, top5_acc: 0.8875, loss_cls: 1.1334, loss: 1.1334 2020-07-01 05:46:32,322 - mmaction - INFO - Epoch [96][280/470] lr: 2.000e-04, eta: 0:21:45, time: 0.614, data_time: 0.001, memory: 8344, top1_acc: 0.6859, top5_acc: 0.8625, loss_cls: 1.3281, loss: 1.3281 2020-07-01 05:46:44,733 - mmaction - INFO - Epoch [96][300/470] lr: 2.000e-04, eta: 0:21:32, time: 0.620, data_time: 0.001, memory: 8344, top1_acc: 0.7219, top5_acc: 0.8812, loss_cls: 1.1642, loss: 1.1642 2020-07-01 05:46:57,007 - mmaction - INFO - Epoch [96][320/470] lr: 2.000e-04, eta: 0:21:19, time: 0.615, data_time: 0.002, memory: 8344, top1_acc: 0.7234, top5_acc: 0.8828, loss_cls: 1.1431, loss: 1.1431 2020-07-01 05:47:09,320 - mmaction - INFO - Epoch [96][340/470] lr: 2.000e-04, eta: 0:21:07, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.7172, top5_acc: 0.8766, loss_cls: 1.2019, loss: 1.2019 2020-07-01 05:47:21,674 - mmaction - INFO - Epoch [96][360/470] lr: 2.000e-04, eta: 0:20:54, time: 0.616, data_time: 0.000, memory: 8344, top1_acc: 0.6922, top5_acc: 0.8734, loss_cls: 1.2120, loss: 1.2120 2020-07-01 05:47:34,074 - mmaction - INFO - Epoch [96][380/470] lr: 2.000e-04, eta: 0:20:41, time: 0.621, data_time: 0.003, memory: 8344, top1_acc: 0.7047, top5_acc: 0.9016, loss_cls: 1.1341, loss: 1.1341 2020-07-01 05:47:46,386 - mmaction - INFO - Epoch [96][400/470] lr: 2.000e-04, eta: 0:20:29, time: 0.616, data_time: 0.002, memory: 8344, top1_acc: 0.7375, top5_acc: 0.9047, loss_cls: 1.0602, loss: 1.0602 2020-07-01 05:47:58,742 - mmaction - INFO - Epoch [96][420/470] lr: 2.000e-04, eta: 0:20:16, time: 0.618, data_time: 0.003, memory: 8344, top1_acc: 0.7125, top5_acc: 0.8703, loss_cls: 1.2234, loss: 1.2234 2020-07-01 05:48:11,068 - mmaction - INFO - Epoch [96][440/470] lr: 2.000e-04, eta: 0:20:04, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.7156, top5_acc: 0.8859, loss_cls: 1.1515, loss: 1.1515 2020-07-01 05:48:23,431 - mmaction - INFO - Epoch [96][460/470] lr: 2.000e-04, eta: 0:19:51, time: 0.619, data_time: 0.001, memory: 8344, top1_acc: 0.7469, top5_acc: 0.8953, loss_cls: 1.0565, loss: 1.0565 2020-07-01 05:48:54,197 - mmaction - INFO - Epoch [97][20/470] lr: 2.000e-04, eta: 0:19:32, time: 1.210, data_time: 0.568, memory: 8344, top1_acc: 0.7219, top5_acc: 0.8844, loss_cls: 1.1055, loss: 1.1055 2020-07-01 05:49:06,563 - mmaction - INFO - Epoch [97][40/470] lr: 2.000e-04, eta: 0:19:20, time: 0.619, data_time: 0.006, memory: 8344, top1_acc: 0.6922, top5_acc: 0.8656, loss_cls: 1.2516, loss: 1.2516 2020-07-01 05:49:18,874 - mmaction - INFO - Epoch [97][60/470] lr: 2.000e-04, eta: 0:19:07, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.6766, top5_acc: 0.8656, loss_cls: 1.2481, loss: 1.2481 2020-07-01 05:49:31,213 - mmaction - INFO - Epoch [97][80/470] lr: 2.000e-04, eta: 0:18:54, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.6984, top5_acc: 0.8719, loss_cls: 1.2415, loss: 1.2415 2020-07-01 05:49:43,594 - mmaction - INFO - Epoch [97][100/470] lr: 2.000e-04, eta: 0:18:42, time: 0.619, data_time: 0.001, memory: 8344, top1_acc: 0.6984, top5_acc: 0.8719, loss_cls: 1.2141, loss: 1.2141 2020-07-01 05:49:55,948 - mmaction - INFO - Epoch [97][120/470] lr: 2.000e-04, eta: 0:18:29, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.7234, top5_acc: 0.8750, loss_cls: 1.1675, loss: 1.1675 2020-07-01 05:50:08,330 - mmaction - INFO - Epoch [97][140/470] lr: 2.000e-04, eta: 0:18:17, time: 0.620, data_time: 0.003, memory: 8344, top1_acc: 0.6797, top5_acc: 0.8469, loss_cls: 1.3170, loss: 1.3170 2020-07-01 05:50:20,681 - mmaction - INFO - Epoch [97][160/470] lr: 2.000e-04, eta: 0:18:04, time: 0.618, data_time: 0.003, memory: 8344, top1_acc: 0.6734, top5_acc: 0.8656, loss_cls: 1.4107, loss: 1.4107 2020-07-01 05:50:32,990 - mmaction - INFO - Epoch [97][180/470] lr: 2.000e-04, eta: 0:17:51, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.6891, top5_acc: 0.8750, loss_cls: 1.2405, loss: 1.2405 2020-07-01 05:50:45,308 - mmaction - INFO - Epoch [97][200/470] lr: 2.000e-04, eta: 0:17:39, time: 0.615, data_time: 0.000, memory: 8344, top1_acc: 0.7203, top5_acc: 0.8781, loss_cls: 1.2289, loss: 1.2289 2020-07-01 05:50:57,732 - mmaction - INFO - Epoch [97][220/470] lr: 2.000e-04, eta: 0:17:26, time: 0.621, data_time: 0.001, memory: 8344, top1_acc: 0.6906, top5_acc: 0.8875, loss_cls: 1.2119, loss: 1.2119 2020-07-01 05:51:10,038 - mmaction - INFO - Epoch [97][240/470] lr: 2.000e-04, eta: 0:17:13, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.7297, top5_acc: 0.8656, loss_cls: 1.1828, loss: 1.1828 2020-07-01 05:51:22,454 - mmaction - INFO - Epoch [97][260/470] lr: 2.000e-04, eta: 0:17:01, time: 0.621, data_time: 0.003, memory: 8344, top1_acc: 0.7172, top5_acc: 0.8797, loss_cls: 1.1915, loss: 1.1915 2020-07-01 05:51:34,771 - mmaction - INFO - Epoch [97][280/470] lr: 2.000e-04, eta: 0:16:48, time: 0.616, data_time: 0.002, memory: 8344, top1_acc: 0.7063, top5_acc: 0.9156, loss_cls: 1.0508, loss: 1.0508 2020-07-01 05:51:47,092 - mmaction - INFO - Epoch [97][300/470] lr: 2.000e-04, eta: 0:16:36, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.6984, top5_acc: 0.8656, loss_cls: 1.2431, loss: 1.2431 2020-07-01 05:51:59,458 - mmaction - INFO - Epoch [97][320/470] lr: 2.000e-04, eta: 0:16:23, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.7469, top5_acc: 0.8859, loss_cls: 1.1305, loss: 1.1305 2020-07-01 05:52:11,825 - mmaction - INFO - Epoch [97][340/470] lr: 2.000e-04, eta: 0:16:10, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.6625, top5_acc: 0.8438, loss_cls: 1.3638, loss: 1.3638 2020-07-01 05:52:24,206 - mmaction - INFO - Epoch [97][360/470] lr: 2.000e-04, eta: 0:15:58, time: 0.619, data_time: 0.003, memory: 8344, top1_acc: 0.6906, top5_acc: 0.8719, loss_cls: 1.2633, loss: 1.2633 2020-07-01 05:52:36,682 - mmaction - INFO - Epoch [97][380/470] lr: 2.000e-04, eta: 0:15:45, time: 0.625, data_time: 0.012, memory: 8344, top1_acc: 0.7078, top5_acc: 0.8797, loss_cls: 1.1843, loss: 1.1843 2020-07-01 05:52:49,022 - mmaction - INFO - Epoch [97][400/470] lr: 2.000e-04, eta: 0:15:33, time: 0.617, data_time: 0.002, memory: 8344, top1_acc: 0.6937, top5_acc: 0.8750, loss_cls: 1.2540, loss: 1.2540 2020-07-01 05:53:01,348 - mmaction - INFO - Epoch [97][420/470] lr: 2.000e-04, eta: 0:15:20, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.7000, top5_acc: 0.8766, loss_cls: 1.2102, loss: 1.2102 2020-07-01 05:53:13,746 - mmaction - INFO - Epoch [97][440/470] lr: 2.000e-04, eta: 0:15:07, time: 0.620, data_time: 0.002, memory: 8344, top1_acc: 0.7047, top5_acc: 0.8828, loss_cls: 1.1807, loss: 1.1807 2020-07-01 05:53:26,057 - mmaction - INFO - Epoch [97][460/470] lr: 2.000e-04, eta: 0:14:55, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.6922, top5_acc: 0.8703, loss_cls: 1.2316, loss: 1.2316 2020-07-01 05:53:56,352 - mmaction - INFO - Epoch [98][20/470] lr: 2.000e-04, eta: 0:14:36, time: 1.184, data_time: 0.568, memory: 8344, top1_acc: 0.7203, top5_acc: 0.8906, loss_cls: 1.1532, loss: 1.1532 2020-07-01 05:54:08,647 - mmaction - INFO - Epoch [98][40/470] lr: 2.000e-04, eta: 0:14:23, time: 0.615, data_time: 0.004, memory: 8344, top1_acc: 0.7172, top5_acc: 0.8844, loss_cls: 1.1939, loss: 1.1939 2020-07-01 05:54:21,033 - mmaction - INFO - Epoch [98][60/470] lr: 2.000e-04, eta: 0:14:11, time: 0.619, data_time: 0.002, memory: 8344, top1_acc: 0.7078, top5_acc: 0.8688, loss_cls: 1.1830, loss: 1.1830 2020-07-01 05:54:33,359 - mmaction - INFO - Epoch [98][80/470] lr: 2.000e-04, eta: 0:13:58, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.7250, top5_acc: 0.8844, loss_cls: 1.1146, loss: 1.1146 2020-07-01 05:54:45,701 - mmaction - INFO - Epoch [98][100/470] lr: 2.000e-04, eta: 0:13:45, time: 0.616, data_time: 0.002, memory: 8344, top1_acc: 0.7219, top5_acc: 0.8766, loss_cls: 1.2553, loss: 1.2553 2020-07-01 05:54:58,054 - mmaction - INFO - Epoch [98][120/470] lr: 2.000e-04, eta: 0:13:33, time: 0.618, data_time: 0.002, memory: 8344, top1_acc: 0.6969, top5_acc: 0.8797, loss_cls: 1.1817, loss: 1.1817 2020-07-01 05:55:10,402 - mmaction - INFO - Epoch [98][140/470] lr: 2.000e-04, eta: 0:13:20, time: 0.617, data_time: 0.002, memory: 8344, top1_acc: 0.6656, top5_acc: 0.8516, loss_cls: 1.3780, loss: 1.3780 2020-07-01 05:55:22,744 - mmaction - INFO - Epoch [98][160/470] lr: 2.000e-04, eta: 0:13:08, time: 0.618, data_time: 0.002, memory: 8344, top1_acc: 0.6891, top5_acc: 0.8672, loss_cls: 1.2482, loss: 1.2482 2020-07-01 05:55:35,036 - mmaction - INFO - Epoch [98][180/470] lr: 2.000e-04, eta: 0:12:55, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.7000, top5_acc: 0.8703, loss_cls: 1.2558, loss: 1.2558 2020-07-01 05:55:47,478 - mmaction - INFO - Epoch [98][200/470] lr: 2.000e-04, eta: 0:12:42, time: 0.622, data_time: 0.001, memory: 8344, top1_acc: 0.7219, top5_acc: 0.8719, loss_cls: 1.2177, loss: 1.2177 2020-07-01 05:55:59,905 - mmaction - INFO - Epoch [98][220/470] lr: 2.000e-04, eta: 0:12:30, time: 0.621, data_time: 0.002, memory: 8344, top1_acc: 0.7016, top5_acc: 0.8547, loss_cls: 1.2753, loss: 1.2753 2020-07-01 05:56:12,271 - mmaction - INFO - Epoch [98][240/470] lr: 2.000e-04, eta: 0:12:17, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.7016, top5_acc: 0.8812, loss_cls: 1.1895, loss: 1.1895 2020-07-01 05:56:24,698 - mmaction - INFO - Epoch [98][260/470] lr: 2.000e-04, eta: 0:12:05, time: 0.622, data_time: 0.001, memory: 8344, top1_acc: 0.7109, top5_acc: 0.8750, loss_cls: 1.1237, loss: 1.1237 2020-07-01 05:56:37,014 - mmaction - INFO - Epoch [98][280/470] lr: 2.000e-04, eta: 0:11:52, time: 0.615, data_time: 0.000, memory: 8344, top1_acc: 0.7031, top5_acc: 0.8609, loss_cls: 1.1795, loss: 1.1795 2020-07-01 05:56:49,377 - mmaction - INFO - Epoch [98][300/470] lr: 2.000e-04, eta: 0:11:39, time: 0.619, data_time: 0.001, memory: 8344, top1_acc: 0.7297, top5_acc: 0.8844, loss_cls: 1.0531, loss: 1.0531 2020-07-01 05:57:01,721 - mmaction - INFO - Epoch [98][320/470] lr: 2.000e-04, eta: 0:11:27, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.7141, top5_acc: 0.8750, loss_cls: 1.2234, loss: 1.2234 2020-07-01 05:57:14,110 - mmaction - INFO - Epoch [98][340/470] lr: 2.000e-04, eta: 0:11:14, time: 0.620, data_time: 0.001, memory: 8344, top1_acc: 0.6984, top5_acc: 0.8750, loss_cls: 1.2773, loss: 1.2773 2020-07-01 05:57:26,521 - mmaction - INFO - Epoch [98][360/470] lr: 2.000e-04, eta: 0:11:01, time: 0.620, data_time: 0.001, memory: 8344, top1_acc: 0.7000, top5_acc: 0.8688, loss_cls: 1.1846, loss: 1.1846 2020-07-01 05:57:38,814 - mmaction - INFO - Epoch [98][380/470] lr: 2.000e-04, eta: 0:10:49, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.7016, top5_acc: 0.8906, loss_cls: 1.1639, loss: 1.1639 2020-07-01 05:57:51,100 - mmaction - INFO - Epoch [98][400/470] lr: 2.000e-04, eta: 0:10:36, time: 0.613, data_time: 0.002, memory: 8344, top1_acc: 0.7203, top5_acc: 0.8953, loss_cls: 1.1335, loss: 1.1335 2020-07-01 05:58:03,483 - mmaction - INFO - Epoch [98][420/470] lr: 2.000e-04, eta: 0:10:24, time: 0.620, data_time: 0.003, memory: 8344, top1_acc: 0.7016, top5_acc: 0.8828, loss_cls: 1.1968, loss: 1.1968 2020-07-01 05:58:15,752 - mmaction - INFO - Epoch [98][440/470] lr: 2.000e-04, eta: 0:10:11, time: 0.613, data_time: 0.002, memory: 8344, top1_acc: 0.7000, top5_acc: 0.8672, loss_cls: 1.2531, loss: 1.2531 2020-07-01 05:58:28,110 - mmaction - INFO - Epoch [98][460/470] lr: 2.000e-04, eta: 0:09:58, time: 0.619, data_time: 0.002, memory: 8344, top1_acc: 0.6937, top5_acc: 0.8594, loss_cls: 1.2550, loss: 1.2550 2020-07-01 05:59:00,166 - mmaction - INFO - Epoch [99][20/470] lr: 2.000e-04, eta: 0:09:40, time: 1.250, data_time: 0.612, memory: 8344, top1_acc: 0.7172, top5_acc: 0.8734, loss_cls: 1.2028, loss: 1.2028 2020-07-01 05:59:12,604 - mmaction - INFO - Epoch [99][40/470] lr: 2.000e-04, eta: 0:09:27, time: 0.622, data_time: 0.010, memory: 8344, top1_acc: 0.7000, top5_acc: 0.8656, loss_cls: 1.2436, loss: 1.2436 2020-07-01 05:59:24,981 - mmaction - INFO - Epoch [99][60/470] lr: 2.000e-04, eta: 0:09:14, time: 0.619, data_time: 0.002, memory: 8344, top1_acc: 0.6906, top5_acc: 0.8562, loss_cls: 1.2692, loss: 1.2692 2020-07-01 05:59:37,278 - mmaction - INFO - Epoch [99][80/470] lr: 2.000e-04, eta: 0:09:02, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.6875, top5_acc: 0.8641, loss_cls: 1.2987, loss: 1.2987 2020-07-01 05:59:49,626 - mmaction - INFO - Epoch [99][100/470] lr: 2.000e-04, eta: 0:08:49, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.6875, top5_acc: 0.8828, loss_cls: 1.2414, loss: 1.2414 2020-07-01 06:00:02,130 - mmaction - INFO - Epoch [99][120/470] lr: 2.000e-04, eta: 0:08:37, time: 0.619, data_time: 0.000, memory: 8344, top1_acc: 0.6734, top5_acc: 0.8594, loss_cls: 1.3079, loss: 1.3079 2020-07-01 06:00:14,896 - mmaction - INFO - Epoch [99][140/470] lr: 2.000e-04, eta: 0:08:24, time: 0.644, data_time: 0.007, memory: 8344, top1_acc: 0.7172, top5_acc: 0.8844, loss_cls: 1.1926, loss: 1.1926 2020-07-01 06:00:27,266 - mmaction - INFO - Epoch [99][160/470] lr: 2.000e-04, eta: 0:08:11, time: 0.618, data_time: 0.003, memory: 8344, top1_acc: 0.6609, top5_acc: 0.8516, loss_cls: 1.3365, loss: 1.3365 2020-07-01 06:00:39,670 - mmaction - INFO - Epoch [99][180/470] lr: 2.000e-04, eta: 0:07:59, time: 0.622, data_time: 0.003, memory: 8344, top1_acc: 0.6703, top5_acc: 0.8469, loss_cls: 1.3436, loss: 1.3436 2020-07-01 06:00:52,124 - mmaction - INFO - Epoch [99][200/470] lr: 2.000e-04, eta: 0:07:46, time: 0.622, data_time: 0.001, memory: 8344, top1_acc: 0.7063, top5_acc: 0.8578, loss_cls: 1.2444, loss: 1.2444 2020-07-01 06:01:04,490 - mmaction - INFO - Epoch [99][220/470] lr: 2.000e-04, eta: 0:07:33, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.7234, top5_acc: 0.8719, loss_cls: 1.2630, loss: 1.2630 2020-07-01 06:01:16,872 - mmaction - INFO - Epoch [99][240/470] lr: 2.000e-04, eta: 0:07:21, time: 0.619, data_time: 0.001, memory: 8344, top1_acc: 0.7016, top5_acc: 0.8547, loss_cls: 1.3095, loss: 1.3095 2020-07-01 06:01:29,158 - mmaction - INFO - Epoch [99][260/470] lr: 2.000e-04, eta: 0:07:08, time: 0.615, data_time: 0.002, memory: 8344, top1_acc: 0.6922, top5_acc: 0.8672, loss_cls: 1.2933, loss: 1.2933 2020-07-01 06:01:41,552 - mmaction - INFO - Epoch [99][280/470] lr: 2.000e-04, eta: 0:06:56, time: 0.620, data_time: 0.001, memory: 8344, top1_acc: 0.7172, top5_acc: 0.8781, loss_cls: 1.2128, loss: 1.2128 2020-07-01 06:01:53,924 - mmaction - INFO - Epoch [99][300/470] lr: 2.000e-04, eta: 0:06:43, time: 0.619, data_time: 0.001, memory: 8344, top1_acc: 0.7250, top5_acc: 0.8906, loss_cls: 1.1391, loss: 1.1391 2020-07-01 06:02:06,417 - mmaction - INFO - Epoch [99][320/470] lr: 2.000e-04, eta: 0:06:30, time: 0.623, data_time: 0.001, memory: 8344, top1_acc: 0.7141, top5_acc: 0.8656, loss_cls: 1.2659, loss: 1.2659 2020-07-01 06:02:18,735 - mmaction - INFO - Epoch [99][340/470] lr: 2.000e-04, eta: 0:06:18, time: 0.617, data_time: 0.002, memory: 8344, top1_acc: 0.6875, top5_acc: 0.8594, loss_cls: 1.2557, loss: 1.2557 2020-07-01 06:02:31,244 - mmaction - INFO - Epoch [99][360/470] lr: 2.000e-04, eta: 0:06:05, time: 0.626, data_time: 0.003, memory: 8344, top1_acc: 0.6953, top5_acc: 0.8656, loss_cls: 1.2157, loss: 1.2157 2020-07-01 06:02:43,605 - mmaction - INFO - Epoch [99][380/470] lr: 2.000e-04, eta: 0:05:53, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.6594, top5_acc: 0.8328, loss_cls: 1.4130, loss: 1.4130 2020-07-01 06:02:55,933 - mmaction - INFO - Epoch [99][400/470] lr: 2.000e-04, eta: 0:05:40, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.7094, top5_acc: 0.8781, loss_cls: 1.1890, loss: 1.1890 2020-07-01 06:03:08,297 - mmaction - INFO - Epoch [99][420/470] lr: 2.000e-04, eta: 0:05:27, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.7109, top5_acc: 0.8734, loss_cls: 1.2055, loss: 1.2055 2020-07-01 06:03:20,634 - mmaction - INFO - Epoch [99][440/470] lr: 2.000e-04, eta: 0:05:15, time: 0.618, data_time: 0.002, memory: 8344, top1_acc: 0.6844, top5_acc: 0.8641, loss_cls: 1.2746, loss: 1.2746 2020-07-01 06:03:32,965 - mmaction - INFO - Epoch [99][460/470] lr: 2.000e-04, eta: 0:05:02, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.7078, top5_acc: 0.8844, loss_cls: 1.1804, loss: 1.1804 2020-07-01 06:04:05,582 - mmaction - INFO - Epoch [100][20/470] lr: 2.000e-04, eta: 0:04:43, time: 1.266, data_time: 0.606, memory: 8344, top1_acc: 0.7359, top5_acc: 0.8844, loss_cls: 1.1223, loss: 1.1223 2020-07-01 06:04:17,882 - mmaction - INFO - Epoch [100][40/470] lr: 2.000e-04, eta: 0:04:31, time: 0.615, data_time: 0.001, memory: 8344, top1_acc: 0.6828, top5_acc: 0.8609, loss_cls: 1.3093, loss: 1.3093 2020-07-01 06:04:30,212 - mmaction - INFO - Epoch [100][60/470] lr: 2.000e-04, eta: 0:04:18, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.7109, top5_acc: 0.8625, loss_cls: 1.2563, loss: 1.2563 2020-07-01 06:04:42,537 - mmaction - INFO - Epoch [100][80/470] lr: 2.000e-04, eta: 0:04:05, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.6953, top5_acc: 0.8734, loss_cls: 1.2025, loss: 1.2025 2020-07-01 06:04:54,803 - mmaction - INFO - Epoch [100][100/470] lr: 2.000e-04, eta: 0:03:53, time: 0.614, data_time: 0.001, memory: 8344, top1_acc: 0.7281, top5_acc: 0.8750, loss_cls: 1.1222, loss: 1.1222 2020-07-01 06:05:07,077 - mmaction - INFO - Epoch [100][120/470] lr: 2.000e-04, eta: 0:03:40, time: 0.613, data_time: 0.000, memory: 8344, top1_acc: 0.7078, top5_acc: 0.8766, loss_cls: 1.2157, loss: 1.2157 2020-07-01 06:05:19,368 - mmaction - INFO - Epoch [100][140/470] lr: 2.000e-04, eta: 0:03:28, time: 0.613, data_time: 0.001, memory: 8344, top1_acc: 0.7203, top5_acc: 0.8797, loss_cls: 1.2301, loss: 1.2301 2020-07-01 06:05:31,688 - mmaction - INFO - Epoch [100][160/470] lr: 2.000e-04, eta: 0:03:15, time: 0.617, data_time: 0.003, memory: 8344, top1_acc: 0.7188, top5_acc: 0.8844, loss_cls: 1.1127, loss: 1.1127 2020-07-01 06:05:44,053 - mmaction - INFO - Epoch [100][180/470] lr: 2.000e-04, eta: 0:03:02, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.7031, top5_acc: 0.8656, loss_cls: 1.1861, loss: 1.1861 2020-07-01 06:05:56,406 - mmaction - INFO - Epoch [100][200/470] lr: 2.000e-04, eta: 0:02:50, time: 0.617, data_time: 0.002, memory: 8344, top1_acc: 0.7094, top5_acc: 0.8609, loss_cls: 1.2455, loss: 1.2455 2020-07-01 06:06:08,676 - mmaction - INFO - Epoch [100][220/470] lr: 2.000e-04, eta: 0:02:37, time: 0.615, data_time: 0.002, memory: 8344, top1_acc: 0.7094, top5_acc: 0.8766, loss_cls: 1.2138, loss: 1.2138 2020-07-01 06:06:21,075 - mmaction - INFO - Epoch [100][240/470] lr: 2.000e-04, eta: 0:02:25, time: 0.620, data_time: 0.001, memory: 8344, top1_acc: 0.7016, top5_acc: 0.8734, loss_cls: 1.2067, loss: 1.2067 2020-07-01 06:06:33,452 - mmaction - INFO - Epoch [100][260/470] lr: 2.000e-04, eta: 0:02:12, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.7344, top5_acc: 0.8875, loss_cls: 1.1412, loss: 1.1412 2020-07-01 06:06:45,854 - mmaction - INFO - Epoch [100][280/470] lr: 2.000e-04, eta: 0:01:59, time: 0.620, data_time: 0.001, memory: 8344, top1_acc: 0.7016, top5_acc: 0.8797, loss_cls: 1.2185, loss: 1.2185 2020-07-01 06:06:58,175 - mmaction - INFO - Epoch [100][300/470] lr: 2.000e-04, eta: 0:01:47, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.7016, top5_acc: 0.8859, loss_cls: 1.2190, loss: 1.2190 2020-07-01 06:07:10,492 - mmaction - INFO - Epoch [100][320/470] lr: 2.000e-04, eta: 0:01:34, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.7031, top5_acc: 0.8688, loss_cls: 1.2474, loss: 1.2474 2020-07-01 06:07:22,779 - mmaction - INFO - Epoch [100][340/470] lr: 2.000e-04, eta: 0:01:21, time: 0.614, data_time: 0.001, memory: 8344, top1_acc: 0.6953, top5_acc: 0.8656, loss_cls: 1.2765, loss: 1.2765 2020-07-01 06:07:35,173 - mmaction - INFO - Epoch [100][360/470] lr: 2.000e-04, eta: 0:01:09, time: 0.619, data_time: 0.002, memory: 8344, top1_acc: 0.6781, top5_acc: 0.8703, loss_cls: 1.2709, loss: 1.2709 2020-07-01 06:07:47,552 - mmaction - INFO - Epoch [100][380/470] lr: 2.000e-04, eta: 0:00:56, time: 0.620, data_time: 0.003, memory: 8344, top1_acc: 0.7312, top5_acc: 0.8828, loss_cls: 1.1694, loss: 1.1694 2020-07-01 06:07:59,947 - mmaction - INFO - Epoch [100][400/470] lr: 2.000e-04, eta: 0:00:44, time: 0.620, data_time: 0.002, memory: 8344, top1_acc: 0.7000, top5_acc: 0.8688, loss_cls: 1.2289, loss: 1.2289 2020-07-01 06:08:12,303 - mmaction - INFO - Epoch [100][420/470] lr: 2.000e-04, eta: 0:00:31, time: 0.618, data_time: 0.001, memory: 8344, top1_acc: 0.6891, top5_acc: 0.8516, loss_cls: 1.3418, loss: 1.3418 2020-07-01 06:08:24,637 - mmaction - INFO - Epoch [100][440/470] lr: 2.000e-04, eta: 0:00:18, time: 0.617, data_time: 0.001, memory: 8344, top1_acc: 0.6859, top5_acc: 0.8719, loss_cls: 1.2014, loss: 1.2014 2020-07-01 06:08:36,948 - mmaction - INFO - Epoch [100][460/470] lr: 2.000e-04, eta: 0:00:06, time: 0.616, data_time: 0.001, memory: 8344, top1_acc: 0.7125, top5_acc: 0.8781, loss_cls: 1.2167, loss: 1.2167 2020-07-01 06:08:43,473 - mmaction - INFO - Saving checkpoint at 100 epochs 2020-07-01 06:09:06,891 - mmaction - INFO - Evaluating top_k_accuracy... 2020-07-01 06:09:07,835 - mmaction - INFO - top1_acc 0.6832 top5_acc 0.8759 2020-07-01 06:09:07,835 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-07-01 06:09:07,892 - mmaction - INFO - mean_acc 0.6830 2020-07-01 06:09:07,900 - mmaction - INFO - Epoch [100][470/470] lr: 2.000e-04, top1_acc: 0.6832, top5_acc: 0.8759, mean_class_accuracy: 0.6830