2020-07-03 23:58:55,017 - 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 ------------------------------------------------------------ 2020-07-03 23:58:55,018 - mmaction - INFO - Distributed training: True 2020-07-03 23:58:55,018 - mmaction - INFO - Config: /mnt/lustre/duanhaodong/mmaction-lite/configs/tsn/flow-3seg-t5.py # model settings model = dict( type='Recognizer2D', backbone=dict( type='ResNet', pretrained='modelzoo/resnet50-19c8e357.pth', depth=50, in_channels=10, 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/lustrenew/DATAshare/duanhaodong/TVL1' data_root_val = '/mnt/lustrenew/DATAshare/duanhaodong/TVL1_val' ann_file_train = 'data/kinetics400/kinetics_train_tvl1_hd320.txt' ann_file_val = 'data/kinetics400/kinetics_val_tvl1_hd320.txt' img_norm_cfg = dict( mean=[128, 128], std=[128, 128]) 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=5, 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_Flow'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs', 'label']) ] val_pipeline = [ dict( type='SampleFrames', clip_len=5, 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_Flow'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs']) ] test_pipeline = [ dict( type='SampleFrames', clip_len=5, 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_Flow'), 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, filename_tmpl='{}_{:05d}.jpg', modality_name='Flow', pipeline=train_pipeline), val=dict( type=dataset_type, ann_file=ann_file_val, data_prefix=data_root_val, filename_tmpl='{}_{:05d}.jpg', modality_name='Flow', pipeline=val_pipeline), test=dict( type=dataset_type, ann_file=ann_file_val, data_prefix=data_root_val, filename_tmpl='{}_{:05d}.jpg', modality_name='Flow', pipeline=test_pipeline)) # optimizer optimizer = dict(type='SGD', lr=0.01, 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=[70, 100]) total_epochs = 110 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/flow-3seg-t5/' load_from = None resume_from = None workflow = [('train', 5)] 2020-07-03 23:58:57,374 - mmaction - WARNING - The model and loaded state dict do not match exactly size mismatch for conv1.weight: copying a param with shape torch.Size([64, 3, 7, 7]) from checkpoint, the shape in current model is torch.Size([64, 10, 7, 7]). unexpected key in source state_dict: fc.weight, fc.bias 2020-07-03 23:59:13,955 - mmaction - INFO - Start running, host: duanhaodong@SH-IDC1-10-5-36-196, work_dir: /mnt/lustre/duanhaodong/mmaction-lite/work_dirs/flow-3seg-t5 2020-07-03 23:59:13,956 - mmaction - INFO - workflow: [('train', 5)], max: 110 epochs 2020-07-04 00:00:56,415 - mmaction - INFO - Epoch [1][20/470] lr: 1.000e-02, eta: 3 days, 1:22:44, time: 5.112, data_time: 3.573, memory: 8471, top1_acc: 0.0047, top5_acc: 0.0172, loss_cls: 5.9998, loss: 5.9998 2020-07-04 00:01:25,898 - mmaction - INFO - Epoch [1][40/470] lr: 1.000e-02, eta: 1 day, 23:17:48, time: 1.480, data_time: 0.049, memory: 8471, top1_acc: 0.0078, top5_acc: 0.0328, loss_cls: 5.8995, loss: 5.8995 2020-07-04 00:01:56,658 - mmaction - INFO - Epoch [1][60/470] lr: 1.000e-02, eta: 1 day, 14:53:24, time: 1.542, data_time: 0.007, memory: 8471, top1_acc: 0.0125, top5_acc: 0.0391, loss_cls: 5.8602, loss: 5.8602 2020-07-04 00:02:26,340 - mmaction - INFO - Epoch [1][80/470] lr: 1.000e-02, eta: 1 day, 10:28:12, time: 1.482, data_time: 0.006, memory: 8471, top1_acc: 0.0063, top5_acc: 0.0484, loss_cls: 5.7990, loss: 5.7990 2020-07-04 00:02:56,229 - mmaction - INFO - Epoch [1][100/470] lr: 1.000e-02, eta: 1 day, 7:50:55, time: 1.494, data_time: 0.003, memory: 8471, top1_acc: 0.0094, top5_acc: 0.0484, loss_cls: 5.7680, loss: 5.7680 2020-07-04 00:03:26,138 - mmaction - INFO - Epoch [1][120/470] lr: 1.000e-02, eta: 1 day, 6:05:54, time: 1.494, data_time: 0.349, memory: 8471, top1_acc: 0.0172, top5_acc: 0.0641, loss_cls: 5.7265, loss: 5.7265 2020-07-04 00:03:56,563 - mmaction - INFO - Epoch [1][140/470] lr: 1.000e-02, eta: 1 day, 4:53:44, time: 1.519, data_time: 0.290, memory: 8471, top1_acc: 0.0094, top5_acc: 0.0719, loss_cls: 5.6320, loss: 5.6320 2020-07-04 00:04:26,370 - mmaction - INFO - Epoch [1][160/470] lr: 1.000e-02, eta: 1 day, 3:56:31, time: 1.491, data_time: 0.025, memory: 8471, top1_acc: 0.0219, top5_acc: 0.0734, loss_cls: 5.6027, loss: 5.6027 2020-07-04 00:04:57,161 - mmaction - INFO - Epoch [1][180/470] lr: 1.000e-02, eta: 1 day, 3:16:38, time: 1.541, data_time: 0.110, memory: 8471, top1_acc: 0.0219, top5_acc: 0.0875, loss_cls: 5.5267, loss: 5.5267 2020-07-04 00:05:26,612 - mmaction - INFO - Epoch [1][200/470] lr: 1.000e-02, eta: 1 day, 2:39:11, time: 1.477, data_time: 0.092, memory: 8471, top1_acc: 0.0297, top5_acc: 0.0906, loss_cls: 5.5153, loss: 5.5153 2020-07-04 00:05:56,830 - mmaction - INFO - Epoch [1][220/470] lr: 1.000e-02, eta: 1 day, 2:10:46, time: 1.507, data_time: 0.029, memory: 8471, top1_acc: 0.0297, top5_acc: 0.1219, loss_cls: 5.4264, loss: 5.4264 2020-07-04 00:06:26,071 - mmaction - INFO - Epoch [1][240/470] lr: 1.000e-02, eta: 1 day, 1:43:57, time: 1.464, data_time: 0.250, memory: 8471, top1_acc: 0.0406, top5_acc: 0.1047, loss_cls: 5.3828, loss: 5.3828 2020-07-04 00:06:55,919 - mmaction - INFO - Epoch [1][260/470] lr: 1.000e-02, eta: 1 day, 1:22:58, time: 1.491, data_time: 0.258, memory: 8471, top1_acc: 0.0344, top5_acc: 0.1078, loss_cls: 5.3725, loss: 5.3725 2020-07-04 00:07:25,761 - mmaction - INFO - Epoch [1][280/470] lr: 1.000e-02, eta: 1 day, 1:04:58, time: 1.492, data_time: 0.110, memory: 8471, top1_acc: 0.0484, top5_acc: 0.1359, loss_cls: 5.2642, loss: 5.2642 2020-07-04 00:07:55,158 - mmaction - INFO - Epoch [1][300/470] lr: 1.000e-02, eta: 1 day, 0:48:14, time: 1.473, data_time: 0.341, memory: 8471, top1_acc: 0.0359, top5_acc: 0.1313, loss_cls: 5.3022, loss: 5.3022 2020-07-04 00:08:24,828 - mmaction - INFO - Epoch [1][320/470] lr: 1.000e-02, eta: 1 day, 0:34:03, time: 1.483, data_time: 0.141, memory: 8471, top1_acc: 0.0500, top5_acc: 0.1328, loss_cls: 5.2095, loss: 5.2095 2020-07-04 00:08:54,169 - mmaction - INFO - Epoch [1][340/470] lr: 1.000e-02, eta: 1 day, 0:20:40, time: 1.467, data_time: 0.040, memory: 8471, top1_acc: 0.0516, top5_acc: 0.1594, loss_cls: 5.1970, loss: 5.1970 2020-07-04 00:09:24,295 - mmaction - INFO - Epoch [1][360/470] lr: 1.000e-02, eta: 1 day, 0:10:26, time: 1.503, data_time: 0.022, memory: 8471, top1_acc: 0.0531, top5_acc: 0.1422, loss_cls: 5.1845, loss: 5.1845 2020-07-04 00:09:54,127 - mmaction - INFO - Epoch [1][380/470] lr: 1.000e-02, eta: 1 day, 0:00:51, time: 1.495, data_time: 0.023, memory: 8471, top1_acc: 0.0484, top5_acc: 0.1562, loss_cls: 5.1322, loss: 5.1322 2020-07-04 00:10:24,168 - mmaction - INFO - Epoch [1][400/470] lr: 1.000e-02, eta: 23:52:28, time: 1.501, data_time: 0.001, memory: 8471, top1_acc: 0.0437, top5_acc: 0.1609, loss_cls: 5.2163, loss: 5.2163 2020-07-04 00:10:54,349 - mmaction - INFO - Epoch [1][420/470] lr: 1.000e-02, eta: 23:44:55, time: 1.504, data_time: 0.003, memory: 8471, top1_acc: 0.0547, top5_acc: 0.1641, loss_cls: 5.1287, loss: 5.1287 2020-07-04 00:11:24,342 - mmaction - INFO - Epoch [1][440/470] lr: 1.000e-02, eta: 23:37:54, time: 1.501, data_time: 0.007, memory: 8471, top1_acc: 0.0844, top5_acc: 0.2047, loss_cls: 4.9513, loss: 4.9513 2020-07-04 00:11:54,748 - mmaction - INFO - Epoch [1][460/470] lr: 1.000e-02, eta: 23:32:21, time: 1.525, data_time: 0.008, memory: 8471, top1_acc: 0.0375, top5_acc: 0.1641, loss_cls: 5.0346, loss: 5.0346 2020-07-04 00:13:41,552 - mmaction - INFO - Epoch [2][20/470] lr: 1.000e-02, eta: 1 day, 0:39:04, time: 4.419, data_time: 3.415, memory: 8471, top1_acc: 0.0563, top5_acc: 0.1797, loss_cls: 4.9664, loss: 4.9664 2020-07-04 00:14:11,156 - mmaction - INFO - Epoch [2][40/470] lr: 1.000e-02, eta: 1 day, 0:29:58, time: 1.478, data_time: 0.419, memory: 8471, top1_acc: 0.0531, top5_acc: 0.1969, loss_cls: 4.8965, loss: 4.8965 2020-07-04 00:14:39,712 - mmaction - INFO - Epoch [2][60/470] lr: 1.000e-02, eta: 1 day, 0:19:50, time: 1.426, data_time: 0.295, memory: 8471, top1_acc: 0.0828, top5_acc: 0.2078, loss_cls: 4.8494, loss: 4.8494 2020-07-04 00:15:09,183 - mmaction - INFO - Epoch [2][80/470] lr: 1.000e-02, eta: 1 day, 0:11:59, time: 1.477, data_time: 0.175, memory: 8471, top1_acc: 0.0703, top5_acc: 0.1844, loss_cls: 4.9779, loss: 4.9779 2020-07-04 00:15:38,578 - mmaction - INFO - Epoch [2][100/470] lr: 1.000e-02, eta: 1 day, 0:04:13, time: 1.463, data_time: 0.300, memory: 8471, top1_acc: 0.0766, top5_acc: 0.2078, loss_cls: 4.8838, loss: 4.8838 2020-07-04 00:16:08,572 - mmaction - INFO - Epoch [2][120/470] lr: 1.000e-02, eta: 23:58:10, time: 1.505, data_time: 0.506, memory: 8471, top1_acc: 0.0797, top5_acc: 0.2125, loss_cls: 4.7946, loss: 4.7946 2020-07-04 00:16:38,439 - mmaction - INFO - Epoch [2][140/470] lr: 1.000e-02, eta: 23:52:04, time: 1.490, data_time: 0.127, memory: 8471, top1_acc: 0.0703, top5_acc: 0.1984, loss_cls: 4.8199, loss: 4.8199 2020-07-04 00:17:07,558 - mmaction - INFO - Epoch [2][160/470] lr: 1.000e-02, eta: 23:45:29, time: 1.459, data_time: 0.308, memory: 8471, top1_acc: 0.0703, top5_acc: 0.1812, loss_cls: 5.0023, loss: 5.0023 2020-07-04 00:17:37,158 - mmaction - INFO - Epoch [2][180/470] lr: 1.000e-02, eta: 23:39:53, time: 1.482, data_time: 0.591, memory: 8471, top1_acc: 0.0641, top5_acc: 0.1938, loss_cls: 4.8647, loss: 4.8647 2020-07-04 00:18:06,753 - mmaction - INFO - Epoch [2][200/470] lr: 1.000e-02, eta: 23:34:26, time: 1.476, data_time: 0.353, memory: 8471, top1_acc: 0.0703, top5_acc: 0.2250, loss_cls: 4.8364, loss: 4.8364 2020-07-04 00:18:35,960 - mmaction - INFO - Epoch [2][220/470] lr: 1.000e-02, eta: 23:28:55, time: 1.462, data_time: 0.610, memory: 8471, top1_acc: 0.0766, top5_acc: 0.2234, loss_cls: 4.8238, loss: 4.8238 2020-07-04 00:19:05,186 - mmaction - INFO - Epoch [2][240/470] lr: 1.000e-02, eta: 23:23:42, time: 1.462, data_time: 0.684, memory: 8471, top1_acc: 0.0781, top5_acc: 0.2234, loss_cls: 4.8158, loss: 4.8158 2020-07-04 00:19:35,603 - mmaction - INFO - Epoch [2][260/470] lr: 1.000e-02, eta: 23:20:08, time: 1.522, data_time: 0.276, memory: 8471, top1_acc: 0.1078, top5_acc: 0.2328, loss_cls: 4.8005, loss: 4.8005 2020-07-04 00:20:04,739 - mmaction - INFO - Epoch [2][280/470] lr: 1.000e-02, eta: 23:15:16, time: 1.457, data_time: 0.035, memory: 8471, top1_acc: 0.0922, top5_acc: 0.2422, loss_cls: 4.7257, loss: 4.7257 2020-07-04 00:20:33,930 - mmaction - INFO - Epoch [2][300/470] lr: 1.000e-02, eta: 23:10:40, time: 1.460, data_time: 0.339, memory: 8471, top1_acc: 0.0891, top5_acc: 0.2203, loss_cls: 4.8186, loss: 4.8186 2020-07-04 00:21:03,522 - mmaction - INFO - Epoch [2][320/470] lr: 1.000e-02, eta: 23:06:39, time: 1.477, data_time: 0.208, memory: 8471, top1_acc: 0.0891, top5_acc: 0.2422, loss_cls: 4.7628, loss: 4.7628 2020-07-04 00:21:32,845 - mmaction - INFO - Epoch [2][340/470] lr: 1.000e-02, eta: 23:02:34, time: 1.465, data_time: 0.014, memory: 8471, top1_acc: 0.0828, top5_acc: 0.2469, loss_cls: 4.7418, loss: 4.7418 2020-07-04 00:22:03,023 - mmaction - INFO - Epoch [2][360/470] lr: 1.000e-02, eta: 22:59:34, time: 1.509, data_time: 0.005, memory: 8471, top1_acc: 0.0813, top5_acc: 0.2328, loss_cls: 4.6790, loss: 4.6790 2020-07-04 00:22:32,450 - mmaction - INFO - Epoch [2][380/470] lr: 1.000e-02, eta: 22:55:55, time: 1.472, data_time: 0.005, memory: 8471, top1_acc: 0.0922, top5_acc: 0.2328, loss_cls: 4.7387, loss: 4.7387 2020-07-04 00:23:02,619 - mmaction - INFO - Epoch [2][400/470] lr: 1.000e-02, eta: 22:53:06, time: 1.506, data_time: 0.004, memory: 8471, top1_acc: 0.0891, top5_acc: 0.2391, loss_cls: 4.7037, loss: 4.7037 2020-07-04 00:23:33,441 - mmaction - INFO - Epoch [2][420/470] lr: 1.000e-02, eta: 22:51:07, time: 1.545, data_time: 0.008, memory: 8471, top1_acc: 0.1078, top5_acc: 0.2484, loss_cls: 4.6394, loss: 4.6394 2020-07-04 00:24:03,205 - mmaction - INFO - Epoch [2][440/470] lr: 1.000e-02, eta: 22:48:06, time: 1.486, data_time: 0.001, memory: 8471, top1_acc: 0.0891, top5_acc: 0.2359, loss_cls: 4.6133, loss: 4.6133 2020-07-04 00:24:33,608 - mmaction - INFO - Epoch [2][460/470] lr: 1.000e-02, eta: 22:45:46, time: 1.517, data_time: 0.006, memory: 8471, top1_acc: 0.0969, top5_acc: 0.2750, loss_cls: 4.6111, loss: 4.6111 2020-07-04 00:26:29,789 - mmaction - INFO - Epoch [3][20/470] lr: 1.000e-02, eta: 23:29:56, time: 4.975, data_time: 4.129, memory: 8471, top1_acc: 0.1031, top5_acc: 0.2594, loss_cls: 4.6468, loss: 4.6468 2020-07-04 00:26:58,618 - mmaction - INFO - Epoch [3][40/470] lr: 1.000e-02, eta: 23:25:30, time: 1.443, data_time: 0.456, memory: 8471, top1_acc: 0.0906, top5_acc: 0.2609, loss_cls: 4.6124, loss: 4.6124 2020-07-04 00:27:28,411 - mmaction - INFO - Epoch [3][60/470] lr: 1.000e-02, eta: 23:21:58, time: 1.486, data_time: 0.245, memory: 8471, top1_acc: 0.1172, top5_acc: 0.2687, loss_cls: 4.5782, loss: 4.5782 2020-07-04 00:27:58,396 - mmaction - INFO - Epoch [3][80/470] lr: 1.000e-02, eta: 23:18:48, time: 1.501, data_time: 0.004, memory: 8471, top1_acc: 0.1156, top5_acc: 0.2797, loss_cls: 4.5119, loss: 4.5119 2020-07-04 00:28:27,298 - mmaction - INFO - Epoch [3][100/470] lr: 1.000e-02, eta: 23:14:48, time: 1.444, data_time: 0.004, memory: 8471, top1_acc: 0.1234, top5_acc: 0.2891, loss_cls: 4.5235, loss: 4.5235 2020-07-04 00:28:57,577 - mmaction - INFO - Epoch [3][120/470] lr: 1.000e-02, eta: 23:12:02, time: 1.513, data_time: 0.004, memory: 8471, top1_acc: 0.1062, top5_acc: 0.2859, loss_cls: 4.5344, loss: 4.5344 2020-07-04 00:29:27,439 - mmaction - INFO - Epoch [3][140/470] lr: 1.000e-02, eta: 23:09:06, time: 1.497, data_time: 0.005, memory: 8471, top1_acc: 0.0984, top5_acc: 0.2625, loss_cls: 4.4628, loss: 4.4628 2020-07-04 00:29:56,770 - mmaction - INFO - Epoch [3][160/470] lr: 1.000e-02, eta: 23:05:44, time: 1.463, data_time: 0.003, memory: 8471, top1_acc: 0.0922, top5_acc: 0.2719, loss_cls: 4.5107, loss: 4.5107 2020-07-04 00:30:26,423 - mmaction - INFO - Epoch [3][180/470] lr: 1.000e-02, eta: 23:02:47, time: 1.484, data_time: 0.005, memory: 8471, top1_acc: 0.1172, top5_acc: 0.2812, loss_cls: 4.5685, loss: 4.5685 2020-07-04 00:30:55,844 - mmaction - INFO - Epoch [3][200/470] lr: 1.000e-02, eta: 22:59:43, time: 1.469, data_time: 0.004, memory: 8471, top1_acc: 0.0906, top5_acc: 0.3031, loss_cls: 4.4843, loss: 4.4843 2020-07-04 00:31:24,877 - mmaction - INFO - Epoch [3][220/470] lr: 1.000e-02, eta: 22:56:31, time: 1.455, data_time: 0.006, memory: 8471, top1_acc: 0.1125, top5_acc: 0.3125, loss_cls: 4.3697, loss: 4.3697 2020-07-04 00:31:54,211 - mmaction - INFO - Epoch [3][240/470] lr: 1.000e-02, eta: 22:53:35, time: 1.467, data_time: 0.004, memory: 8471, top1_acc: 0.1266, top5_acc: 0.3063, loss_cls: 4.4313, loss: 4.4313 2020-07-04 00:32:24,190 - mmaction - INFO - Epoch [3][260/470] lr: 1.000e-02, eta: 22:51:11, time: 1.499, data_time: 0.002, memory: 8471, top1_acc: 0.1109, top5_acc: 0.2547, loss_cls: 4.5677, loss: 4.5677 2020-07-04 00:32:54,062 - mmaction - INFO - Epoch [3][280/470] lr: 1.000e-02, eta: 22:48:45, time: 1.492, data_time: 0.002, memory: 8471, top1_acc: 0.1328, top5_acc: 0.2859, loss_cls: 4.4265, loss: 4.4265 2020-07-04 00:33:23,527 - mmaction - INFO - Epoch [3][300/470] lr: 1.000e-02, eta: 22:46:07, time: 1.473, data_time: 0.005, memory: 8471, top1_acc: 0.1109, top5_acc: 0.2953, loss_cls: 4.4522, loss: 4.4522 2020-07-04 00:33:53,468 - mmaction - INFO - Epoch [3][320/470] lr: 1.000e-02, eta: 22:43:53, time: 1.498, data_time: 0.006, memory: 8471, top1_acc: 0.1375, top5_acc: 0.3156, loss_cls: 4.3829, loss: 4.3829 2020-07-04 00:34:23,638 - mmaction - INFO - Epoch [3][340/470] lr: 1.000e-02, eta: 22:41:50, time: 1.506, data_time: 0.004, memory: 8471, top1_acc: 0.1562, top5_acc: 0.3422, loss_cls: 4.2814, loss: 4.2814 2020-07-04 00:34:52,786 - mmaction - INFO - Epoch [3][360/470] lr: 1.000e-02, eta: 22:39:12, time: 1.459, data_time: 0.005, memory: 8471, top1_acc: 0.1234, top5_acc: 0.2875, loss_cls: 4.4290, loss: 4.4290 2020-07-04 00:35:22,197 - mmaction - INFO - Epoch [3][380/470] lr: 1.000e-02, eta: 22:36:47, time: 1.470, data_time: 0.005, memory: 8471, top1_acc: 0.1172, top5_acc: 0.3094, loss_cls: 4.4271, loss: 4.4271 2020-07-04 00:35:51,604 - mmaction - INFO - Epoch [3][400/470] lr: 1.000e-02, eta: 22:34:25, time: 1.470, data_time: 0.005, memory: 8471, top1_acc: 0.1406, top5_acc: 0.3000, loss_cls: 4.4253, loss: 4.4253 2020-07-04 00:36:20,987 - mmaction - INFO - Epoch [3][420/470] lr: 1.000e-02, eta: 22:32:05, time: 1.468, data_time: 0.004, memory: 8471, top1_acc: 0.1062, top5_acc: 0.2969, loss_cls: 4.3729, loss: 4.3729 2020-07-04 00:36:50,692 - mmaction - INFO - Epoch [3][440/470] lr: 1.000e-02, eta: 22:30:00, time: 1.485, data_time: 0.006, memory: 8471, top1_acc: 0.1297, top5_acc: 0.3000, loss_cls: 4.4813, loss: 4.4813 2020-07-04 00:37:19,897 - mmaction - INFO - Epoch [3][460/470] lr: 1.000e-02, eta: 22:27:42, time: 1.462, data_time: 0.044, memory: 8471, top1_acc: 0.1359, top5_acc: 0.3391, loss_cls: 4.3747, loss: 4.3747 2020-07-04 00:39:09,183 - mmaction - INFO - Epoch [4][20/470] lr: 1.000e-02, eta: 22:53:28, time: 4.679, data_time: 3.957, memory: 8471, top1_acc: 0.1375, top5_acc: 0.3109, loss_cls: 4.3486, loss: 4.3486 2020-07-04 00:39:38,293 - mmaction - INFO - Epoch [4][40/470] lr: 1.000e-02, eta: 22:50:42, time: 1.447, data_time: 0.658, memory: 8471, top1_acc: 0.1422, top5_acc: 0.3344, loss_cls: 4.3512, loss: 4.3512 2020-07-04 00:40:07,269 - mmaction - INFO - Epoch [4][60/470] lr: 1.000e-02, eta: 22:48:07, time: 1.457, data_time: 0.444, memory: 8471, top1_acc: 0.1547, top5_acc: 0.3641, loss_cls: 4.1755, loss: 4.1755 2020-07-04 00:40:37,207 - mmaction - INFO - Epoch [4][80/470] lr: 1.000e-02, eta: 22:46:01, time: 1.495, data_time: 0.207, memory: 8471, top1_acc: 0.1328, top5_acc: 0.2984, loss_cls: 4.4038, loss: 4.4038 2020-07-04 00:41:07,621 - mmaction - INFO - Epoch [4][100/470] lr: 1.000e-02, eta: 22:44:13, time: 1.520, data_time: 0.069, memory: 8471, top1_acc: 0.1422, top5_acc: 0.3187, loss_cls: 4.3696, loss: 4.3696 2020-07-04 00:41:36,959 - mmaction - INFO - Epoch [4][120/470] lr: 1.000e-02, eta: 22:41:55, time: 1.470, data_time: 0.036, memory: 8471, top1_acc: 0.1344, top5_acc: 0.3344, loss_cls: 4.2555, loss: 4.2555 2020-07-04 00:42:06,932 - mmaction - INFO - Epoch [4][140/470] lr: 1.000e-02, eta: 22:39:54, time: 1.493, data_time: 0.119, memory: 8471, top1_acc: 0.1453, top5_acc: 0.3438, loss_cls: 4.2792, loss: 4.2792 2020-07-04 00:42:35,822 - mmaction - INFO - Epoch [4][160/470] lr: 1.000e-02, eta: 22:37:29, time: 1.451, data_time: 0.547, memory: 8471, top1_acc: 0.1391, top5_acc: 0.3344, loss_cls: 4.3428, loss: 4.3428 2020-07-04 00:43:05,276 - mmaction - INFO - Epoch [4][180/470] lr: 1.000e-02, eta: 22:35:18, time: 1.469, data_time: 0.682, memory: 8471, top1_acc: 0.1453, top5_acc: 0.3281, loss_cls: 4.3388, loss: 4.3388 2020-07-04 00:43:34,389 - mmaction - INFO - Epoch [4][200/470] lr: 1.000e-02, eta: 22:33:02, time: 1.456, data_time: 0.655, memory: 8471, top1_acc: 0.1328, top5_acc: 0.3172, loss_cls: 4.2979, loss: 4.2979 2020-07-04 00:44:04,914 - mmaction - INFO - Epoch [4][220/470] lr: 1.000e-02, eta: 22:31:32, time: 1.527, data_time: 0.456, memory: 8471, top1_acc: 0.1437, top5_acc: 0.3187, loss_cls: 4.2680, loss: 4.2680 2020-07-04 00:44:35,000 - mmaction - INFO - Epoch [4][240/470] lr: 1.000e-02, eta: 22:29:50, time: 1.505, data_time: 0.020, memory: 8471, top1_acc: 0.1359, top5_acc: 0.3516, loss_cls: 4.2048, loss: 4.2048 2020-07-04 00:45:04,477 - mmaction - INFO - Epoch [4][260/470] lr: 1.000e-02, eta: 22:27:50, time: 1.471, data_time: 0.005, memory: 8471, top1_acc: 0.1484, top5_acc: 0.3219, loss_cls: 4.2080, loss: 4.2080 2020-07-04 00:45:33,785 - mmaction - INFO - Epoch [4][280/470] lr: 1.000e-02, eta: 22:25:51, time: 1.470, data_time: 0.005, memory: 8471, top1_acc: 0.1266, top5_acc: 0.3141, loss_cls: 4.4294, loss: 4.4294 2020-07-04 00:46:03,738 - mmaction - INFO - Epoch [4][300/470] lr: 1.000e-02, eta: 22:24:07, time: 1.493, data_time: 0.002, memory: 8471, top1_acc: 0.1344, top5_acc: 0.3656, loss_cls: 4.2138, loss: 4.2138 2020-07-04 00:46:33,878 - mmaction - INFO - Epoch [4][320/470] lr: 1.000e-02, eta: 22:22:36, time: 1.511, data_time: 0.005, memory: 8471, top1_acc: 0.1266, top5_acc: 0.3141, loss_cls: 4.3502, loss: 4.3502 2020-07-04 00:47:03,963 - mmaction - INFO - Epoch [4][340/470] lr: 1.000e-02, eta: 22:21:02, time: 1.505, data_time: 0.003, memory: 8471, top1_acc: 0.1578, top5_acc: 0.3250, loss_cls: 4.2324, loss: 4.2324 2020-07-04 00:47:33,332 - mmaction - INFO - Epoch [4][360/470] lr: 1.000e-02, eta: 22:19:08, time: 1.465, data_time: 0.001, memory: 8471, top1_acc: 0.1344, top5_acc: 0.3078, loss_cls: 4.3573, loss: 4.3573 2020-07-04 00:48:02,643 - mmaction - INFO - Epoch [4][380/470] lr: 1.000e-02, eta: 22:17:15, time: 1.465, data_time: 0.006, memory: 8471, top1_acc: 0.1328, top5_acc: 0.3563, loss_cls: 4.2116, loss: 4.2116 2020-07-04 00:48:33,112 - mmaction - INFO - Epoch [4][400/470] lr: 1.000e-02, eta: 22:15:57, time: 1.524, data_time: 0.005, memory: 8471, top1_acc: 0.1656, top5_acc: 0.3625, loss_cls: 4.1198, loss: 4.1198 2020-07-04 00:49:03,543 - mmaction - INFO - Epoch [4][420/470] lr: 1.000e-02, eta: 22:14:40, time: 1.525, data_time: 0.004, memory: 8471, top1_acc: 0.1422, top5_acc: 0.3641, loss_cls: 4.2970, loss: 4.2970 2020-07-04 00:49:33,532 - mmaction - INFO - Epoch [4][440/470] lr: 1.000e-02, eta: 22:13:09, time: 1.495, data_time: 0.003, memory: 8471, top1_acc: 0.1406, top5_acc: 0.3500, loss_cls: 4.2537, loss: 4.2537 2020-07-04 00:50:03,425 - mmaction - INFO - Epoch [4][460/470] lr: 1.000e-02, eta: 22:11:38, time: 1.495, data_time: 0.005, memory: 8471, top1_acc: 0.1281, top5_acc: 0.2984, loss_cls: 4.2848, loss: 4.2848 2020-07-04 00:51:54,848 - mmaction - INFO - Epoch [5][20/470] lr: 1.000e-02, eta: 22:32:23, time: 4.872, data_time: 2.634, memory: 8471, top1_acc: 0.1625, top5_acc: 0.3359, loss_cls: 4.2658, loss: 4.2658 2020-07-04 00:52:24,314 - mmaction - INFO - Epoch [5][40/470] lr: 1.000e-02, eta: 22:30:27, time: 1.469, data_time: 0.054, memory: 8471, top1_acc: 0.1359, top5_acc: 0.3156, loss_cls: 4.3233, loss: 4.3233 2020-07-04 00:52:54,337 - mmaction - INFO - Epoch [5][60/470] lr: 1.000e-02, eta: 22:28:49, time: 1.500, data_time: 0.504, memory: 8471, top1_acc: 0.1516, top5_acc: 0.3672, loss_cls: 4.1512, loss: 4.1512 2020-07-04 00:53:23,760 - mmaction - INFO - Epoch [5][80/470] lr: 1.000e-02, eta: 22:26:58, time: 1.470, data_time: 0.343, memory: 8471, top1_acc: 0.1500, top5_acc: 0.3438, loss_cls: 4.2080, loss: 4.2080 2020-07-04 00:53:53,129 - mmaction - INFO - Epoch [5][100/470] lr: 1.000e-02, eta: 22:25:08, time: 1.471, data_time: 0.607, memory: 8471, top1_acc: 0.1750, top5_acc: 0.3516, loss_cls: 4.2068, loss: 4.2068 2020-07-04 00:54:22,240 - mmaction - INFO - Epoch [5][120/470] lr: 1.000e-02, eta: 22:23:12, time: 1.455, data_time: 0.403, memory: 8471, top1_acc: 0.1516, top5_acc: 0.3625, loss_cls: 4.1365, loss: 4.1365 2020-07-04 00:54:52,437 - mmaction - INFO - Epoch [5][140/470] lr: 1.000e-02, eta: 22:21:43, time: 1.507, data_time: 0.559, memory: 8471, top1_acc: 0.1328, top5_acc: 0.3266, loss_cls: 4.3084, loss: 4.3084 2020-07-04 00:55:22,364 - mmaction - INFO - Epoch [5][160/470] lr: 1.000e-02, eta: 22:20:09, time: 1.494, data_time: 0.351, memory: 8471, top1_acc: 0.1625, top5_acc: 0.3812, loss_cls: 4.1555, loss: 4.1555 2020-07-04 00:55:51,180 - mmaction - INFO - Epoch [5][180/470] lr: 1.000e-02, eta: 22:18:13, time: 1.445, data_time: 0.549, memory: 8471, top1_acc: 0.1516, top5_acc: 0.3359, loss_cls: 4.2029, loss: 4.2029 2020-07-04 00:56:20,248 - mmaction - INFO - Epoch [5][200/470] lr: 1.000e-02, eta: 22:16:22, time: 1.453, data_time: 0.743, memory: 8471, top1_acc: 0.1750, top5_acc: 0.3578, loss_cls: 4.1696, loss: 4.1696 2020-07-04 00:56:49,431 - mmaction - INFO - Epoch [5][220/470] lr: 1.000e-02, eta: 22:14:36, time: 1.461, data_time: 0.645, memory: 8471, top1_acc: 0.1625, top5_acc: 0.3453, loss_cls: 4.1359, loss: 4.1359 2020-07-04 00:57:18,932 - mmaction - INFO - Epoch [5][240/470] lr: 1.000e-02, eta: 22:12:59, time: 1.475, data_time: 0.032, memory: 8471, top1_acc: 0.1828, top5_acc: 0.4000, loss_cls: 3.9837, loss: 3.9837 2020-07-04 00:57:48,708 - mmaction - INFO - Epoch [5][260/470] lr: 1.000e-02, eta: 22:11:29, time: 1.490, data_time: 0.005, memory: 8471, top1_acc: 0.1375, top5_acc: 0.3500, loss_cls: 4.1652, loss: 4.1652 2020-07-04 00:58:18,506 - mmaction - INFO - Epoch [5][280/470] lr: 1.000e-02, eta: 22:10:02, time: 1.492, data_time: 0.005, memory: 8471, top1_acc: 0.1812, top5_acc: 0.3703, loss_cls: 4.1029, loss: 4.1029 2020-07-04 00:58:47,962 - mmaction - INFO - Epoch [5][300/470] lr: 1.000e-02, eta: 22:08:26, time: 1.470, data_time: 0.048, memory: 8471, top1_acc: 0.1781, top5_acc: 0.3656, loss_cls: 4.0817, loss: 4.0817 2020-07-04 00:59:17,739 - mmaction - INFO - Epoch [5][320/470] lr: 1.000e-02, eta: 22:06:48, time: 1.465, data_time: 0.181, memory: 8471, top1_acc: 0.1453, top5_acc: 0.3438, loss_cls: 4.2250, loss: 4.2250 2020-07-04 00:59:46,999 - mmaction - INFO - Epoch [5][340/470] lr: 1.000e-02, eta: 22:05:24, time: 1.491, data_time: 0.421, memory: 8471, top1_acc: 0.1719, top5_acc: 0.3781, loss_cls: 4.0483, loss: 4.0483 2020-07-04 01:00:22,042 - mmaction - INFO - Epoch [5][360/470] lr: 1.000e-02, eta: 22:05:55, time: 1.750, data_time: 0.026, memory: 8471, top1_acc: 0.1484, top5_acc: 0.3516, loss_cls: 4.1945, loss: 4.1945 2020-07-04 01:00:52,126 - mmaction - INFO - Epoch [5][380/470] lr: 1.000e-02, eta: 22:04:37, time: 1.504, data_time: 0.007, memory: 8471, top1_acc: 0.1500, top5_acc: 0.3688, loss_cls: 4.2482, loss: 4.2482 2020-07-04 01:01:21,892 - mmaction - INFO - Epoch [5][400/470] lr: 1.000e-02, eta: 22:03:14, time: 1.491, data_time: 0.004, memory: 8471, top1_acc: 0.1797, top5_acc: 0.3750, loss_cls: 4.1010, loss: 4.1010 2020-07-04 01:01:51,978 - mmaction - INFO - Epoch [5][420/470] lr: 1.000e-02, eta: 22:01:56, time: 1.500, data_time: 0.003, memory: 8471, top1_acc: 0.1672, top5_acc: 0.3797, loss_cls: 4.0464, loss: 4.0464 2020-07-04 01:02:21,550 - mmaction - INFO - Epoch [5][440/470] lr: 1.000e-02, eta: 22:00:30, time: 1.478, data_time: 0.011, memory: 8471, top1_acc: 0.1688, top5_acc: 0.3906, loss_cls: 4.0217, loss: 4.0217 2020-07-04 01:02:51,871 - mmaction - INFO - Epoch [5][460/470] lr: 1.000e-02, eta: 21:59:21, time: 1.518, data_time: 0.008, memory: 8471, top1_acc: 0.1719, top5_acc: 0.3703, loss_cls: 4.1429, loss: 4.1429 2020-07-04 01:03:13,271 - mmaction - INFO - Saving checkpoint at 5 epochs 2020-07-04 01:07:45,062 - mmaction - INFO - Evaluating top_k_accuracy... 2020-07-04 01:07:46,030 - mmaction - INFO - top1_acc 0.1878 top5_acc 0.4067 2020-07-04 01:07:46,030 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-07-04 01:07:46,083 - mmaction - INFO - mean_acc 0.1877 2020-07-04 01:07:46,091 - mmaction - INFO - Epoch [5][470/470] lr: 1.000e-02, top1_acc: 0.1878, top5_acc: 0.4067, mean_class_accuracy: 0.1877 2020-07-04 01:09:16,168 - mmaction - INFO - Epoch [6][20/470] lr: 1.000e-02, eta: 22:13:05, time: 4.500, data_time: 2.904, memory: 8471, top1_acc: 0.1766, top5_acc: 0.3812, loss_cls: 3.9895, loss: 3.9895 2020-07-04 01:09:45,205 - mmaction - INFO - Epoch [6][40/470] lr: 1.000e-02, eta: 22:11:21, time: 1.449, data_time: 0.058, memory: 8471, top1_acc: 0.1750, top5_acc: 0.3578, loss_cls: 4.1851, loss: 4.1851 2020-07-04 01:10:15,203 - mmaction - INFO - Epoch [6][60/470] lr: 1.000e-02, eta: 22:09:59, time: 1.497, data_time: 0.096, memory: 8471, top1_acc: 0.1781, top5_acc: 0.3734, loss_cls: 4.0677, loss: 4.0677 2020-07-04 01:10:44,656 - mmaction - INFO - Epoch [6][80/470] lr: 1.000e-02, eta: 22:08:27, time: 1.472, data_time: 0.006, memory: 8471, top1_acc: 0.1766, top5_acc: 0.3609, loss_cls: 4.1584, loss: 4.1584 2020-07-04 01:11:13,876 - mmaction - INFO - Epoch [6][100/470] lr: 1.000e-02, eta: 22:06:53, time: 1.466, data_time: 0.008, memory: 8471, top1_acc: 0.1812, top5_acc: 0.3625, loss_cls: 4.0803, loss: 4.0803 2020-07-04 01:11:43,157 - mmaction - INFO - Epoch [6][120/470] lr: 1.000e-02, eta: 22:05:20, time: 1.464, data_time: 0.002, memory: 8471, top1_acc: 0.1734, top5_acc: 0.3766, loss_cls: 4.0832, loss: 4.0832 2020-07-04 01:12:13,421 - mmaction - INFO - Epoch [6][140/470] lr: 1.000e-02, eta: 22:04:05, time: 1.508, data_time: 0.002, memory: 8471, top1_acc: 0.1906, top5_acc: 0.3859, loss_cls: 4.0952, loss: 4.0952 2020-07-04 01:12:42,965 - mmaction - INFO - Epoch [6][160/470] lr: 1.000e-02, eta: 22:02:42, time: 1.483, data_time: 0.008, memory: 8471, top1_acc: 0.1719, top5_acc: 0.3969, loss_cls: 4.0726, loss: 4.0726 2020-07-04 01:13:12,878 - mmaction - INFO - Epoch [6][180/470] lr: 1.000e-02, eta: 22:01:23, time: 1.494, data_time: 0.001, memory: 8471, top1_acc: 0.1891, top5_acc: 0.3969, loss_cls: 4.0115, loss: 4.0115 2020-07-04 01:13:42,344 - mmaction - INFO - Epoch [6][200/470] lr: 1.000e-02, eta: 21:59:56, time: 1.471, data_time: 0.004, memory: 8471, top1_acc: 0.1406, top5_acc: 0.3438, loss_cls: 4.1857, loss: 4.1857 2020-07-04 01:14:11,151 - mmaction - INFO - Epoch [6][220/470] lr: 1.000e-02, eta: 21:58:18, time: 1.441, data_time: 0.006, memory: 8471, top1_acc: 0.1750, top5_acc: 0.3922, loss_cls: 4.0315, loss: 4.0315 2020-07-04 01:14:40,200 - mmaction - INFO - Epoch [6][240/470] lr: 1.000e-02, eta: 21:56:47, time: 1.453, data_time: 0.006, memory: 8471, top1_acc: 0.1938, top5_acc: 0.3703, loss_cls: 4.0416, loss: 4.0416 2020-07-04 01:15:10,217 - mmaction - INFO - Epoch [6][260/470] lr: 1.000e-02, eta: 21:55:35, time: 1.505, data_time: 0.006, memory: 8471, top1_acc: 0.1938, top5_acc: 0.3906, loss_cls: 3.9397, loss: 3.9397 2020-07-04 01:15:42,580 - mmaction - INFO - Epoch [6][280/470] lr: 1.000e-02, eta: 21:54:45, time: 1.558, data_time: 0.001, memory: 8471, top1_acc: 0.1875, top5_acc: 0.3500, loss_cls: 4.1667, loss: 4.1667 2020-07-04 01:16:10,043 - mmaction - INFO - Epoch [6][300/470] lr: 1.000e-02, eta: 21:53:08, time: 1.433, data_time: 0.162, memory: 8471, top1_acc: 0.1859, top5_acc: 0.3859, loss_cls: 4.0491, loss: 4.0491 2020-07-04 01:16:39,480 - mmaction - INFO - Epoch [6][320/470] lr: 1.000e-02, eta: 21:51:46, time: 1.472, data_time: 0.028, memory: 8471, top1_acc: 0.1547, top5_acc: 0.3812, loss_cls: 4.0839, loss: 4.0839 2020-07-04 01:17:09,415 - mmaction - INFO - Epoch [6][340/470] lr: 1.000e-02, eta: 21:50:34, time: 1.494, data_time: 0.001, memory: 8471, top1_acc: 0.1750, top5_acc: 0.3812, loss_cls: 4.0154, loss: 4.0154 2020-07-04 01:17:38,119 - mmaction - INFO - Epoch [6][360/470] lr: 1.000e-02, eta: 21:49:00, time: 1.434, data_time: 0.005, memory: 8471, top1_acc: 0.1844, top5_acc: 0.3969, loss_cls: 4.0068, loss: 4.0068 2020-07-04 01:18:07,836 - mmaction - INFO - Epoch [6][380/470] lr: 1.000e-02, eta: 21:47:45, time: 1.484, data_time: 0.005, memory: 8471, top1_acc: 0.1859, top5_acc: 0.3875, loss_cls: 3.9955, loss: 3.9955 2020-07-04 01:18:37,211 - mmaction - INFO - Epoch [6][400/470] lr: 1.000e-02, eta: 21:46:26, time: 1.469, data_time: 0.007, memory: 8471, top1_acc: 0.1766, top5_acc: 0.3656, loss_cls: 4.0342, loss: 4.0342 2020-07-04 01:19:06,751 - mmaction - INFO - Epoch [6][420/470] lr: 1.000e-02, eta: 21:45:12, time: 1.482, data_time: 0.006, memory: 8471, top1_acc: 0.1641, top5_acc: 0.3734, loss_cls: 4.0313, loss: 4.0313 2020-07-04 01:19:35,939 - mmaction - INFO - Epoch [6][440/470] lr: 1.000e-02, eta: 21:43:47, time: 1.451, data_time: 0.003, memory: 8471, top1_acc: 0.1750, top5_acc: 0.4109, loss_cls: 3.9775, loss: 3.9775 2020-07-04 01:20:05,268 - mmaction - INFO - Epoch [6][460/470] lr: 1.000e-02, eta: 21:42:31, time: 1.473, data_time: 0.052, memory: 8471, top1_acc: 0.1750, top5_acc: 0.3891, loss_cls: 4.0028, loss: 4.0028 2020-07-04 01:21:53,596 - mmaction - INFO - Epoch [7][20/470] lr: 1.000e-02, eta: 21:54:24, time: 4.608, data_time: 2.939, memory: 8471, top1_acc: 0.1672, top5_acc: 0.3625, loss_cls: 4.1908, loss: 4.1908 2020-07-04 01:22:23,554 - mmaction - INFO - Epoch [7][40/470] lr: 1.000e-02, eta: 21:53:11, time: 1.495, data_time: 0.014, memory: 8471, top1_acc: 0.1594, top5_acc: 0.3609, loss_cls: 4.0847, loss: 4.0847 2020-07-04 01:22:53,119 - mmaction - INFO - Epoch [7][60/470] lr: 1.000e-02, eta: 21:51:52, time: 1.476, data_time: 0.239, memory: 8471, top1_acc: 0.2062, top5_acc: 0.3766, loss_cls: 4.0139, loss: 4.0139 2020-07-04 01:23:22,843 - mmaction - INFO - Epoch [7][80/470] lr: 1.000e-02, eta: 21:50:38, time: 1.486, data_time: 0.146, memory: 8471, top1_acc: 0.1734, top5_acc: 0.4016, loss_cls: 4.0472, loss: 4.0472 2020-07-04 01:23:52,384 - mmaction - INFO - Epoch [7][100/470] lr: 1.000e-02, eta: 21:49:20, time: 1.475, data_time: 0.019, memory: 8471, top1_acc: 0.1672, top5_acc: 0.3469, loss_cls: 4.0817, loss: 4.0817 2020-07-04 01:24:22,071 - mmaction - INFO - Epoch [7][120/470] lr: 1.000e-02, eta: 21:48:08, time: 1.492, data_time: 0.008, memory: 8471, top1_acc: 0.1875, top5_acc: 0.4047, loss_cls: 3.9731, loss: 3.9731 2020-07-04 01:24:50,442 - mmaction - INFO - Epoch [7][140/470] lr: 1.000e-02, eta: 21:46:32, time: 1.416, data_time: 0.002, memory: 8471, top1_acc: 0.1859, top5_acc: 0.4000, loss_cls: 4.0040, loss: 4.0040 2020-07-04 01:25:19,089 - mmaction - INFO - Epoch [7][160/470] lr: 1.000e-02, eta: 21:45:01, time: 1.428, data_time: 0.142, memory: 8471, top1_acc: 0.2281, top5_acc: 0.4281, loss_cls: 3.8664, loss: 3.8664 2020-07-04 01:25:47,959 - mmaction - INFO - Epoch [7][180/470] lr: 1.000e-02, eta: 21:43:37, time: 1.448, data_time: 0.383, memory: 8471, top1_acc: 0.1875, top5_acc: 0.3766, loss_cls: 4.0051, loss: 4.0051 2020-07-04 01:26:17,973 - mmaction - INFO - Epoch [7][200/470] lr: 1.000e-02, eta: 21:42:29, time: 1.494, data_time: 0.404, memory: 8471, top1_acc: 0.1984, top5_acc: 0.3953, loss_cls: 4.0499, loss: 4.0499 2020-07-04 01:26:47,173 - mmaction - INFO - Epoch [7][220/470] lr: 1.000e-02, eta: 21:41:09, time: 1.458, data_time: 0.286, memory: 8471, top1_acc: 0.1969, top5_acc: 0.4125, loss_cls: 3.9751, loss: 3.9751 2020-07-04 01:27:16,935 - mmaction - INFO - Epoch [7][240/470] lr: 1.000e-02, eta: 21:40:04, time: 1.500, data_time: 0.057, memory: 8471, top1_acc: 0.2094, top5_acc: 0.4031, loss_cls: 3.8800, loss: 3.8800 2020-07-04 01:27:46,733 - mmaction - INFO - Epoch [7][260/470] lr: 1.000e-02, eta: 21:38:55, time: 1.485, data_time: 0.009, memory: 8471, top1_acc: 0.2047, top5_acc: 0.3969, loss_cls: 3.9174, loss: 3.9174 2020-07-04 01:28:14,947 - mmaction - INFO - Epoch [7][280/470] lr: 1.000e-02, eta: 21:37:22, time: 1.409, data_time: 0.225, memory: 8471, top1_acc: 0.2141, top5_acc: 0.4172, loss_cls: 3.8847, loss: 3.8847 2020-07-04 01:28:44,823 - mmaction - INFO - Epoch [7][300/470] lr: 1.000e-02, eta: 21:36:16, time: 1.493, data_time: 0.630, memory: 8471, top1_acc: 0.1953, top5_acc: 0.4156, loss_cls: 3.8479, loss: 3.8479 2020-07-04 01:29:13,818 - mmaction - INFO - Epoch [7][320/470] lr: 1.000e-02, eta: 21:34:58, time: 1.453, data_time: 0.275, memory: 8471, top1_acc: 0.1781, top5_acc: 0.3906, loss_cls: 3.9225, loss: 3.9225 2020-07-04 01:29:42,433 - mmaction - INFO - Epoch [7][340/470] lr: 1.000e-02, eta: 21:33:34, time: 1.429, data_time: 0.547, memory: 8471, top1_acc: 0.1812, top5_acc: 0.3953, loss_cls: 3.9699, loss: 3.9699 2020-07-04 01:30:11,453 - mmaction - INFO - Epoch [7][360/470] lr: 1.000e-02, eta: 21:32:17, time: 1.451, data_time: 0.555, memory: 8471, top1_acc: 0.2109, top5_acc: 0.4313, loss_cls: 3.8723, loss: 3.8723 2020-07-04 01:30:40,490 - mmaction - INFO - Epoch [7][380/470] lr: 1.000e-02, eta: 21:31:01, time: 1.453, data_time: 0.481, memory: 8471, top1_acc: 0.1953, top5_acc: 0.4109, loss_cls: 3.9655, loss: 3.9655 2020-07-04 01:31:08,779 - mmaction - INFO - Epoch [7][400/470] lr: 1.000e-02, eta: 21:29:33, time: 1.413, data_time: 0.610, memory: 8471, top1_acc: 0.1594, top5_acc: 0.3922, loss_cls: 3.9865, loss: 3.9865 2020-07-04 01:31:38,077 - mmaction - INFO - Epoch [7][420/470] lr: 1.000e-02, eta: 21:28:24, time: 1.469, data_time: 0.505, memory: 8471, top1_acc: 0.2297, top5_acc: 0.4641, loss_cls: 3.7225, loss: 3.7225 2020-07-04 01:32:07,360 - mmaction - INFO - Epoch [7][440/470] lr: 1.000e-02, eta: 21:27:11, time: 1.457, data_time: 0.586, memory: 8471, top1_acc: 0.1938, top5_acc: 0.4172, loss_cls: 3.8910, loss: 3.8910 2020-07-04 01:32:36,630 - mmaction - INFO - Epoch [7][460/470] lr: 1.000e-02, eta: 21:25:53, time: 1.439, data_time: 0.342, memory: 8471, top1_acc: 0.1750, top5_acc: 0.4250, loss_cls: 3.9004, loss: 3.9004 2020-07-04 01:34:51,467 - mmaction - INFO - Epoch [8][20/470] lr: 1.000e-02, eta: 21:42:52, time: 6.039, data_time: 3.535, memory: 8471, top1_acc: 0.1938, top5_acc: 0.4281, loss_cls: 3.7606, loss: 3.7606 2020-07-04 01:35:20,731 - mmaction - INFO - Epoch [8][40/470] lr: 1.000e-02, eta: 21:41:36, time: 1.464, data_time: 0.055, memory: 8471, top1_acc: 0.2266, top5_acc: 0.4375, loss_cls: 3.6916, loss: 3.6916 2020-07-04 01:35:49,504 - mmaction - INFO - Epoch [8][60/470] lr: 1.000e-02, eta: 21:40:12, time: 1.438, data_time: 0.082, memory: 8471, top1_acc: 0.2000, top5_acc: 0.3922, loss_cls: 3.9689, loss: 3.9689 2020-07-04 01:36:19,538 - mmaction - INFO - Epoch [8][80/470] lr: 1.000e-02, eta: 21:39:08, time: 1.503, data_time: 0.011, memory: 8471, top1_acc: 0.1922, top5_acc: 0.3891, loss_cls: 3.9352, loss: 3.9352 2020-07-04 01:36:49,003 - mmaction - INFO - Epoch [8][100/470] lr: 1.000e-02, eta: 21:37:56, time: 1.472, data_time: 0.007, memory: 8471, top1_acc: 0.2219, top5_acc: 0.4484, loss_cls: 3.7880, loss: 3.7880 2020-07-04 01:37:18,123 - mmaction - INFO - Epoch [8][120/470] lr: 1.000e-02, eta: 21:36:40, time: 1.458, data_time: 0.006, memory: 8471, top1_acc: 0.1844, top5_acc: 0.3969, loss_cls: 4.0250, loss: 4.0250 2020-07-04 01:37:47,188 - mmaction - INFO - Epoch [8][140/470] lr: 1.000e-02, eta: 21:35:24, time: 1.457, data_time: 0.005, memory: 8471, top1_acc: 0.1797, top5_acc: 0.4328, loss_cls: 3.9571, loss: 3.9571 2020-07-04 01:38:16,274 - mmaction - INFO - Epoch [8][160/470] lr: 1.000e-02, eta: 21:34:07, time: 1.452, data_time: 0.001, memory: 8471, top1_acc: 0.2156, top5_acc: 0.4250, loss_cls: 3.8606, loss: 3.8606 2020-07-04 01:38:45,839 - mmaction - INFO - Epoch [8][180/470] lr: 1.000e-02, eta: 21:32:59, time: 1.480, data_time: 0.005, memory: 8471, top1_acc: 0.2047, top5_acc: 0.4297, loss_cls: 3.8536, loss: 3.8536 2020-07-04 01:39:14,710 - mmaction - INFO - Epoch [8][200/470] lr: 1.000e-02, eta: 21:31:42, time: 1.444, data_time: 0.001, memory: 8471, top1_acc: 0.1859, top5_acc: 0.3922, loss_cls: 3.9864, loss: 3.9864 2020-07-04 01:39:43,358 - mmaction - INFO - Epoch [8][220/470] lr: 1.000e-02, eta: 21:30:22, time: 1.433, data_time: 0.002, memory: 8471, top1_acc: 0.2203, top5_acc: 0.4078, loss_cls: 3.8655, loss: 3.8655 2020-07-04 01:40:12,604 - mmaction - INFO - Epoch [8][240/470] lr: 1.000e-02, eta: 21:29:09, time: 1.457, data_time: 0.001, memory: 8471, top1_acc: 0.2172, top5_acc: 0.4313, loss_cls: 3.7336, loss: 3.7336 2020-07-04 01:40:42,435 - mmaction - INFO - Epoch [8][260/470] lr: 1.000e-02, eta: 21:28:06, time: 1.492, data_time: 0.007, memory: 8471, top1_acc: 0.1828, top5_acc: 0.4047, loss_cls: 3.9202, loss: 3.9202 2020-07-04 01:41:11,837 - mmaction - INFO - Epoch [8][280/470] lr: 1.000e-02, eta: 21:26:58, time: 1.472, data_time: 0.007, memory: 8471, top1_acc: 0.2094, top5_acc: 0.4219, loss_cls: 3.8554, loss: 3.8554 2020-07-04 01:41:41,427 - mmaction - INFO - Epoch [8][300/470] lr: 1.000e-02, eta: 21:25:52, time: 1.478, data_time: 0.003, memory: 8471, top1_acc: 0.2016, top5_acc: 0.4500, loss_cls: 3.8434, loss: 3.8434 2020-07-04 01:42:10,231 - mmaction - INFO - Epoch [8][320/470] lr: 1.000e-02, eta: 21:24:36, time: 1.440, data_time: 0.006, memory: 8471, top1_acc: 0.2188, top5_acc: 0.4156, loss_cls: 3.7947, loss: 3.7947 2020-07-04 01:42:39,125 - mmaction - INFO - Epoch [8][340/470] lr: 1.000e-02, eta: 21:23:23, time: 1.449, data_time: 0.005, memory: 8471, top1_acc: 0.1734, top5_acc: 0.4047, loss_cls: 3.9826, loss: 3.9826 2020-07-04 01:43:08,063 - mmaction - INFO - Epoch [8][360/470] lr: 1.000e-02, eta: 21:22:09, time: 1.440, data_time: 0.007, memory: 8471, top1_acc: 0.1984, top5_acc: 0.4234, loss_cls: 3.8839, loss: 3.8839 2020-07-04 01:43:37,534 - mmaction - INFO - Epoch [8][380/470] lr: 1.000e-02, eta: 21:21:04, time: 1.475, data_time: 0.007, memory: 8471, top1_acc: 0.2047, top5_acc: 0.4172, loss_cls: 3.8978, loss: 3.8978 2020-07-04 01:44:07,128 - mmaction - INFO - Epoch [8][400/470] lr: 1.000e-02, eta: 21:20:01, time: 1.480, data_time: 0.070, memory: 8471, top1_acc: 0.1906, top5_acc: 0.4453, loss_cls: 3.7618, loss: 3.7618 2020-07-04 01:44:35,951 - mmaction - INFO - Epoch [8][420/470] lr: 1.000e-02, eta: 21:18:47, time: 1.441, data_time: 0.052, memory: 8471, top1_acc: 0.2359, top5_acc: 0.4391, loss_cls: 3.7364, loss: 3.7364 2020-07-04 01:45:05,814 - mmaction - INFO - Epoch [8][440/470] lr: 1.000e-02, eta: 21:17:49, time: 1.496, data_time: 0.041, memory: 8471, top1_acc: 0.1953, top5_acc: 0.4437, loss_cls: 3.7158, loss: 3.7158 2020-07-04 01:45:34,884 - mmaction - INFO - Epoch [8][460/470] lr: 1.000e-02, eta: 21:16:40, time: 1.454, data_time: 0.003, memory: 8471, top1_acc: 0.1844, top5_acc: 0.3984, loss_cls: 3.9690, loss: 3.9690 2020-07-04 01:47:25,488 - mmaction - INFO - Epoch [9][20/470] lr: 1.000e-02, eta: 21:26:06, time: 4.816, data_time: 2.441, memory: 8471, top1_acc: 0.2172, top5_acc: 0.4297, loss_cls: 3.7770, loss: 3.7770 2020-07-04 01:47:53,936 - mmaction - INFO - Epoch [9][40/470] lr: 1.000e-02, eta: 21:24:46, time: 1.420, data_time: 0.007, memory: 8471, top1_acc: 0.2250, top5_acc: 0.4281, loss_cls: 3.7758, loss: 3.7758 2020-07-04 01:48:23,216 - mmaction - INFO - Epoch [9][60/470] lr: 1.000e-02, eta: 21:23:38, time: 1.469, data_time: 0.007, memory: 8471, top1_acc: 0.2156, top5_acc: 0.4359, loss_cls: 3.8191, loss: 3.8191 2020-07-04 01:48:52,334 - mmaction - INFO - Epoch [9][80/470] lr: 1.000e-02, eta: 21:22:28, time: 1.454, data_time: 0.001, memory: 8471, top1_acc: 0.2219, top5_acc: 0.4609, loss_cls: 3.7013, loss: 3.7013 2020-07-04 01:49:21,433 - mmaction - INFO - Epoch [9][100/470] lr: 1.000e-02, eta: 21:21:17, time: 1.453, data_time: 0.004, memory: 8471, top1_acc: 0.2000, top5_acc: 0.4219, loss_cls: 3.7986, loss: 3.7986 2020-07-04 01:49:50,332 - mmaction - INFO - Epoch [9][120/470] lr: 1.000e-02, eta: 21:20:05, time: 1.445, data_time: 0.005, memory: 8471, top1_acc: 0.2687, top5_acc: 0.4672, loss_cls: 3.7382, loss: 3.7382 2020-07-04 01:50:20,023 - mmaction - INFO - Epoch [9][140/470] lr: 1.000e-02, eta: 21:19:04, time: 1.489, data_time: 0.007, memory: 8471, top1_acc: 0.2031, top5_acc: 0.4109, loss_cls: 3.9393, loss: 3.9393 2020-07-04 01:50:48,838 - mmaction - INFO - Epoch [9][160/470] lr: 1.000e-02, eta: 21:17:51, time: 1.437, data_time: 0.001, memory: 8471, top1_acc: 0.2281, top5_acc: 0.4031, loss_cls: 3.8118, loss: 3.8118 2020-07-04 01:51:17,930 - mmaction - INFO - Epoch [9][180/470] lr: 1.000e-02, eta: 21:16:43, time: 1.455, data_time: 0.005, memory: 8471, top1_acc: 0.2062, top5_acc: 0.4203, loss_cls: 3.8984, loss: 3.8984 2020-07-04 01:51:47,874 - mmaction - INFO - Epoch [9][200/470] lr: 1.000e-02, eta: 21:15:44, time: 1.496, data_time: 0.004, memory: 8471, top1_acc: 0.2125, top5_acc: 0.4125, loss_cls: 3.8237, loss: 3.8237 2020-07-04 01:52:15,840 - mmaction - INFO - Epoch [9][220/470] lr: 1.000e-02, eta: 21:14:23, time: 1.398, data_time: 0.005, memory: 8471, top1_acc: 0.2141, top5_acc: 0.4516, loss_cls: 3.8039, loss: 3.8039 2020-07-04 01:52:44,593 - mmaction - INFO - Epoch [9][240/470] lr: 1.000e-02, eta: 21:13:12, time: 1.439, data_time: 0.005, memory: 8471, top1_acc: 0.2000, top5_acc: 0.4109, loss_cls: 3.8995, loss: 3.8995 2020-07-04 01:53:14,565 - mmaction - INFO - Epoch [9][260/470] lr: 1.000e-02, eta: 21:12:16, time: 1.502, data_time: 0.006, memory: 8471, top1_acc: 0.2234, top5_acc: 0.4359, loss_cls: 3.8238, loss: 3.8238 2020-07-04 01:53:43,515 - mmaction - INFO - Epoch [9][280/470] lr: 1.000e-02, eta: 21:11:07, time: 1.442, data_time: 0.001, memory: 8471, top1_acc: 0.2234, top5_acc: 0.4156, loss_cls: 3.8065, loss: 3.8065 2020-07-04 01:54:12,958 - mmaction - INFO - Epoch [9][300/470] lr: 1.000e-02, eta: 21:10:05, time: 1.474, data_time: 0.111, memory: 8471, top1_acc: 0.2203, top5_acc: 0.4328, loss_cls: 3.7786, loss: 3.7786 2020-07-04 01:54:41,931 - mmaction - INFO - Epoch [9][320/470] lr: 1.000e-02, eta: 21:08:58, time: 1.448, data_time: 0.256, memory: 8471, top1_acc: 0.1906, top5_acc: 0.4188, loss_cls: 3.8553, loss: 3.8553 2020-07-04 01:55:10,565 - mmaction - INFO - Epoch [9][340/470] lr: 1.000e-02, eta: 21:07:46, time: 1.429, data_time: 0.446, memory: 8471, top1_acc: 0.2141, top5_acc: 0.4531, loss_cls: 3.7341, loss: 3.7341 2020-07-04 01:55:39,212 - mmaction - INFO - Epoch [9][360/470] lr: 1.000e-02, eta: 21:06:38, time: 1.439, data_time: 0.623, memory: 8471, top1_acc: 0.1922, top5_acc: 0.4406, loss_cls: 3.8792, loss: 3.8792 2020-07-04 01:56:08,424 - mmaction - INFO - Epoch [9][380/470] lr: 1.000e-02, eta: 21:05:33, time: 1.455, data_time: 0.597, memory: 8471, top1_acc: 0.2094, top5_acc: 0.4344, loss_cls: 3.8484, loss: 3.8484 2020-07-04 01:56:37,842 - mmaction - INFO - Epoch [9][400/470] lr: 1.000e-02, eta: 21:04:33, time: 1.474, data_time: 0.380, memory: 8471, top1_acc: 0.2250, top5_acc: 0.4734, loss_cls: 3.6490, loss: 3.6490 2020-07-04 01:57:06,650 - mmaction - INFO - Epoch [9][420/470] lr: 1.000e-02, eta: 21:03:26, time: 1.440, data_time: 0.052, memory: 8471, top1_acc: 0.2297, top5_acc: 0.4125, loss_cls: 3.8518, loss: 3.8518 2020-07-04 01:57:35,805 - mmaction - INFO - Epoch [9][440/470] lr: 1.000e-02, eta: 21:02:23, time: 1.458, data_time: 0.005, memory: 8471, top1_acc: 0.2031, top5_acc: 0.4344, loss_cls: 3.8732, loss: 3.8732 2020-07-04 01:58:04,788 - mmaction - INFO - Epoch [9][460/470] lr: 1.000e-02, eta: 21:01:18, time: 1.448, data_time: 0.015, memory: 8471, top1_acc: 0.2250, top5_acc: 0.4219, loss_cls: 3.8724, loss: 3.8724 2020-07-04 01:59:53,308 - mmaction - INFO - Epoch [10][20/470] lr: 1.000e-02, eta: 21:09:10, time: 4.721, data_time: 3.042, memory: 8471, top1_acc: 0.2078, top5_acc: 0.4453, loss_cls: 3.7463, loss: 3.7463 2020-07-04 02:00:27,989 - mmaction - INFO - Epoch [10][40/470] lr: 1.000e-02, eta: 21:09:05, time: 1.727, data_time: 0.153, memory: 8471, top1_acc: 0.2188, top5_acc: 0.4188, loss_cls: 3.9386, loss: 3.9386 2020-07-04 02:00:57,128 - mmaction - INFO - Epoch [10][60/470] lr: 1.000e-02, eta: 21:08:01, time: 1.461, data_time: 0.038, memory: 8471, top1_acc: 0.1828, top5_acc: 0.4172, loss_cls: 3.9301, loss: 3.9301 2020-07-04 02:01:26,863 - mmaction - INFO - Epoch [10][80/470] lr: 1.000e-02, eta: 21:07:04, time: 1.490, data_time: 0.006, memory: 8471, top1_acc: 0.2281, top5_acc: 0.4359, loss_cls: 3.8914, loss: 3.8914 2020-07-04 02:01:56,594 - mmaction - INFO - Epoch [10][100/470] lr: 1.000e-02, eta: 21:06:06, time: 1.484, data_time: 0.003, memory: 8471, top1_acc: 0.2437, top5_acc: 0.4578, loss_cls: 3.6401, loss: 3.6401 2020-07-04 02:02:26,699 - mmaction - INFO - Epoch [10][120/470] lr: 1.000e-02, eta: 21:05:12, time: 1.505, data_time: 0.005, memory: 8471, top1_acc: 0.2359, top5_acc: 0.4453, loss_cls: 3.7627, loss: 3.7627 2020-07-04 02:02:56,510 - mmaction - INFO - Epoch [10][140/470] lr: 1.000e-02, eta: 21:04:15, time: 1.489, data_time: 0.004, memory: 8471, top1_acc: 0.2094, top5_acc: 0.4297, loss_cls: 3.8513, loss: 3.8513 2020-07-04 02:03:25,611 - mmaction - INFO - Epoch [10][160/470] lr: 1.000e-02, eta: 21:03:12, time: 1.457, data_time: 0.006, memory: 8471, top1_acc: 0.2469, top5_acc: 0.4594, loss_cls: 3.6755, loss: 3.6755 2020-07-04 02:03:55,373 - mmaction - INFO - Epoch [10][180/470] lr: 1.000e-02, eta: 21:02:15, time: 1.488, data_time: 0.003, memory: 8471, top1_acc: 0.2219, top5_acc: 0.4188, loss_cls: 3.7778, loss: 3.7778 2020-07-04 02:04:25,063 - mmaction - INFO - Epoch [10][200/470] lr: 1.000e-02, eta: 21:01:18, time: 1.482, data_time: 0.005, memory: 8471, top1_acc: 0.2156, top5_acc: 0.4297, loss_cls: 3.8535, loss: 3.8535 2020-07-04 02:04:54,324 - mmaction - INFO - Epoch [10][220/470] lr: 1.000e-02, eta: 21:00:17, time: 1.463, data_time: 0.006, memory: 8471, top1_acc: 0.2109, top5_acc: 0.4562, loss_cls: 3.7223, loss: 3.7223 2020-07-04 02:05:24,292 - mmaction - INFO - Epoch [10][240/470] lr: 1.000e-02, eta: 20:59:23, time: 1.498, data_time: 0.006, memory: 8471, top1_acc: 0.2250, top5_acc: 0.4391, loss_cls: 3.7543, loss: 3.7543 2020-07-04 02:05:54,123 - mmaction - INFO - Epoch [10][260/470] lr: 1.000e-02, eta: 20:58:29, time: 1.494, data_time: 0.006, memory: 8471, top1_acc: 0.2109, top5_acc: 0.4500, loss_cls: 3.7909, loss: 3.7909 2020-07-04 02:06:23,930 - mmaction - INFO - Epoch [10][280/470] lr: 1.000e-02, eta: 20:57:34, time: 1.492, data_time: 0.005, memory: 8471, top1_acc: 0.2422, top5_acc: 0.4547, loss_cls: 3.6835, loss: 3.6835 2020-07-04 02:06:52,858 - mmaction - INFO - Epoch [10][300/470] lr: 1.000e-02, eta: 20:56:30, time: 1.444, data_time: 0.002, memory: 8471, top1_acc: 0.2172, top5_acc: 0.4453, loss_cls: 3.7539, loss: 3.7539 2020-07-04 02:07:22,254 - mmaction - INFO - Epoch [10][320/470] lr: 1.000e-02, eta: 20:55:32, time: 1.471, data_time: 0.006, memory: 8471, top1_acc: 0.1969, top5_acc: 0.4375, loss_cls: 3.7153, loss: 3.7153 2020-07-04 02:07:51,875 - mmaction - INFO - Epoch [10][340/470] lr: 1.000e-02, eta: 20:54:35, time: 1.479, data_time: 0.006, memory: 8471, top1_acc: 0.1984, top5_acc: 0.4047, loss_cls: 3.8180, loss: 3.8180 2020-07-04 02:08:21,379 - mmaction - INFO - Epoch [10][360/470] lr: 1.000e-02, eta: 20:53:38, time: 1.477, data_time: 0.005, memory: 8471, top1_acc: 0.2266, top5_acc: 0.4453, loss_cls: 3.7642, loss: 3.7642 2020-07-04 02:08:50,818 - mmaction - INFO - Epoch [10][380/470] lr: 1.000e-02, eta: 20:52:41, time: 1.472, data_time: 0.005, memory: 8471, top1_acc: 0.2344, top5_acc: 0.4688, loss_cls: 3.6766, loss: 3.6766 2020-07-04 02:09:20,449 - mmaction - INFO - Epoch [10][400/470] lr: 1.000e-02, eta: 20:51:45, time: 1.480, data_time: 0.004, memory: 8471, top1_acc: 0.2078, top5_acc: 0.4266, loss_cls: 3.8348, loss: 3.8348 2020-07-04 02:09:49,687 - mmaction - INFO - Epoch [10][420/470] lr: 1.000e-02, eta: 20:50:47, time: 1.463, data_time: 0.008, memory: 8471, top1_acc: 0.2156, top5_acc: 0.4297, loss_cls: 3.7701, loss: 3.7701 2020-07-04 02:10:18,805 - mmaction - INFO - Epoch [10][440/470] lr: 1.000e-02, eta: 20:49:46, time: 1.454, data_time: 0.004, memory: 8471, top1_acc: 0.2156, top5_acc: 0.4359, loss_cls: 3.8209, loss: 3.8209 2020-07-04 02:10:48,593 - mmaction - INFO - Epoch [10][460/470] lr: 1.000e-02, eta: 20:48:54, time: 1.493, data_time: 0.006, memory: 8471, top1_acc: 0.2047, top5_acc: 0.4344, loss_cls: 3.7832, loss: 3.7832 2020-07-04 02:11:10,275 - mmaction - INFO - Saving checkpoint at 10 epochs 2020-07-04 02:13:19,843 - mmaction - INFO - Evaluating top_k_accuracy... 2020-07-04 02:13:20,799 - mmaction - INFO - top1_acc 0.2435 top5_acc 0.4750 2020-07-04 02:13:20,800 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-07-04 02:13:20,877 - mmaction - INFO - mean_acc 0.2434 2020-07-04 02:13:20,892 - mmaction - INFO - Epoch [10][470/470] lr: 1.000e-02, top1_acc: 0.2435, top5_acc: 0.4750, mean_class_accuracy: 0.2434 2020-07-04 02:14:45,670 - mmaction - INFO - Epoch [11][20/470] lr: 1.000e-02, eta: 20:54:14, time: 4.237, data_time: 3.352, memory: 8471, top1_acc: 0.2141, top5_acc: 0.4562, loss_cls: 3.7546, loss: 3.7546 2020-07-04 02:15:13,963 - mmaction - INFO - Epoch [11][40/470] lr: 1.000e-02, eta: 20:53:05, time: 1.415, data_time: 0.436, memory: 8471, top1_acc: 0.2172, top5_acc: 0.4141, loss_cls: 3.7943, loss: 3.7943 2020-07-04 02:15:43,148 - mmaction - INFO - Epoch [11][60/470] lr: 1.000e-02, eta: 20:52:05, time: 1.458, data_time: 0.301, memory: 8471, top1_acc: 0.2078, top5_acc: 0.4281, loss_cls: 3.8327, loss: 3.8327 2020-07-04 02:16:12,296 - mmaction - INFO - Epoch [11][80/470] lr: 1.000e-02, eta: 20:51:04, time: 1.456, data_time: 0.117, memory: 8471, top1_acc: 0.1922, top5_acc: 0.4188, loss_cls: 3.8338, loss: 3.8338 2020-07-04 02:16:41,177 - mmaction - INFO - Epoch [11][100/470] lr: 1.000e-02, eta: 20:50:02, time: 1.445, data_time: 0.176, memory: 8471, top1_acc: 0.2031, top5_acc: 0.4406, loss_cls: 3.7116, loss: 3.7116 2020-07-04 02:17:10,014 - mmaction - INFO - Epoch [11][120/470] lr: 1.000e-02, eta: 20:49:00, time: 1.445, data_time: 0.059, memory: 8471, top1_acc: 0.2125, top5_acc: 0.4422, loss_cls: 3.8072, loss: 3.8072 2020-07-04 02:17:39,021 - mmaction - INFO - Epoch [11][140/470] lr: 1.000e-02, eta: 20:47:58, time: 1.446, data_time: 0.015, memory: 8471, top1_acc: 0.2203, top5_acc: 0.4703, loss_cls: 3.7258, loss: 3.7258 2020-07-04 02:18:07,563 - mmaction - INFO - Epoch [11][160/470] lr: 1.000e-02, eta: 20:46:54, time: 1.430, data_time: 0.060, memory: 8471, top1_acc: 0.2297, top5_acc: 0.4578, loss_cls: 3.6901, loss: 3.6901 2020-07-04 02:18:36,155 - mmaction - INFO - Epoch [11][180/470] lr: 1.000e-02, eta: 20:45:50, time: 1.428, data_time: 0.084, memory: 8471, top1_acc: 0.2281, top5_acc: 0.4453, loss_cls: 3.7359, loss: 3.7359 2020-07-04 02:19:05,035 - mmaction - INFO - Epoch [11][200/470] lr: 1.000e-02, eta: 20:44:49, time: 1.445, data_time: 0.187, memory: 8471, top1_acc: 0.2500, top5_acc: 0.4813, loss_cls: 3.6271, loss: 3.6271 2020-07-04 02:19:34,499 - mmaction - INFO - Epoch [11][220/470] lr: 1.000e-02, eta: 20:43:54, time: 1.474, data_time: 0.181, memory: 8471, top1_acc: 0.2141, top5_acc: 0.4188, loss_cls: 3.8271, loss: 3.8271 2020-07-04 02:20:03,596 - mmaction - INFO - Epoch [11][240/470] lr: 1.000e-02, eta: 20:42:55, time: 1.454, data_time: 0.031, memory: 8471, top1_acc: 0.2156, top5_acc: 0.4578, loss_cls: 3.7093, loss: 3.7093 2020-07-04 02:20:32,486 - mmaction - INFO - Epoch [11][260/470] lr: 1.000e-02, eta: 20:41:55, time: 1.445, data_time: 0.009, memory: 8471, top1_acc: 0.2266, top5_acc: 0.4328, loss_cls: 3.7488, loss: 3.7488 2020-07-04 02:21:01,885 - mmaction - INFO - Epoch [11][280/470] lr: 1.000e-02, eta: 20:40:59, time: 1.467, data_time: 0.160, memory: 8471, top1_acc: 0.2281, top5_acc: 0.4516, loss_cls: 3.6868, loss: 3.6868 2020-07-04 02:21:30,609 - mmaction - INFO - Epoch [11][300/470] lr: 1.000e-02, eta: 20:39:58, time: 1.438, data_time: 0.397, memory: 8471, top1_acc: 0.2484, top5_acc: 0.4516, loss_cls: 3.7138, loss: 3.7138 2020-07-04 02:21:58,889 - mmaction - INFO - Epoch [11][320/470] lr: 1.000e-02, eta: 20:38:53, time: 1.414, data_time: 0.528, memory: 8471, top1_acc: 0.2422, top5_acc: 0.4625, loss_cls: 3.6782, loss: 3.6782 2020-07-04 02:22:28,308 - mmaction - INFO - Epoch [11][340/470] lr: 1.000e-02, eta: 20:37:59, time: 1.472, data_time: 0.698, memory: 8471, top1_acc: 0.2156, top5_acc: 0.4156, loss_cls: 3.7687, loss: 3.7687 2020-07-04 02:22:57,172 - mmaction - INFO - Epoch [11][360/470] lr: 1.000e-02, eta: 20:36:59, time: 1.440, data_time: 0.492, memory: 8471, top1_acc: 0.2297, top5_acc: 0.4734, loss_cls: 3.6394, loss: 3.6394 2020-07-04 02:23:26,190 - mmaction - INFO - Epoch [11][380/470] lr: 1.000e-02, eta: 20:36:02, time: 1.451, data_time: 0.366, memory: 8471, top1_acc: 0.2359, top5_acc: 0.4875, loss_cls: 3.5823, loss: 3.5823 2020-07-04 02:23:54,934 - mmaction - INFO - Epoch [11][400/470] lr: 1.000e-02, eta: 20:35:02, time: 1.441, data_time: 0.665, memory: 8471, top1_acc: 0.2297, top5_acc: 0.4469, loss_cls: 3.7654, loss: 3.7654 2020-07-04 02:24:23,585 - mmaction - INFO - Epoch [11][420/470] lr: 1.000e-02, eta: 20:34:01, time: 1.430, data_time: 0.765, memory: 8471, top1_acc: 0.2250, top5_acc: 0.4625, loss_cls: 3.6898, loss: 3.6898 2020-07-04 02:24:52,546 - mmaction - INFO - Epoch [11][440/470] lr: 1.000e-02, eta: 20:33:04, time: 1.450, data_time: 0.798, memory: 8471, top1_acc: 0.2500, top5_acc: 0.4406, loss_cls: 3.6640, loss: 3.6640 2020-07-04 02:25:21,275 - mmaction - INFO - Epoch [11][460/470] lr: 1.000e-02, eta: 20:32:05, time: 1.436, data_time: 0.719, memory: 8471, top1_acc: 0.2406, top5_acc: 0.4875, loss_cls: 3.6754, loss: 3.6754 2020-07-04 02:27:11,904 - mmaction - INFO - Epoch [12][20/470] lr: 1.000e-02, eta: 20:38:25, time: 4.772, data_time: 2.969, memory: 8471, top1_acc: 0.2313, top5_acc: 0.4484, loss_cls: 3.7136, loss: 3.7136 2020-07-04 02:27:40,582 - mmaction - INFO - Epoch [12][40/470] lr: 1.000e-02, eta: 20:37:24, time: 1.432, data_time: 0.001, memory: 8471, top1_acc: 0.2234, top5_acc: 0.4234, loss_cls: 3.8467, loss: 3.8467 2020-07-04 02:28:09,065 - mmaction - INFO - Epoch [12][60/470] lr: 1.000e-02, eta: 20:36:21, time: 1.422, data_time: 0.004, memory: 8471, top1_acc: 0.2344, top5_acc: 0.4797, loss_cls: 3.6130, loss: 3.6130 2020-07-04 02:28:38,441 - mmaction - INFO - Epoch [12][80/470] lr: 1.000e-02, eta: 20:35:27, time: 1.472, data_time: 0.045, memory: 8471, top1_acc: 0.2375, top5_acc: 0.4656, loss_cls: 3.6753, loss: 3.6753 2020-07-04 02:29:07,462 - mmaction - INFO - Epoch [12][100/470] lr: 1.000e-02, eta: 20:34:29, time: 1.448, data_time: 0.002, memory: 8471, top1_acc: 0.2500, top5_acc: 0.4938, loss_cls: 3.5926, loss: 3.5926 2020-07-04 02:29:36,594 - mmaction - INFO - Epoch [12][120/470] lr: 1.000e-02, eta: 20:33:33, time: 1.457, data_time: 0.167, memory: 8471, top1_acc: 0.2297, top5_acc: 0.4297, loss_cls: 3.7590, loss: 3.7590 2020-07-04 02:30:05,753 - mmaction - INFO - Epoch [12][140/470] lr: 1.000e-02, eta: 20:32:38, time: 1.462, data_time: 0.224, memory: 8471, top1_acc: 0.2469, top5_acc: 0.4766, loss_cls: 3.5993, loss: 3.5993 2020-07-04 02:30:34,955 - mmaction - INFO - Epoch [12][160/470] lr: 1.000e-02, eta: 20:31:41, time: 1.454, data_time: 0.199, memory: 8471, top1_acc: 0.2562, top5_acc: 0.4672, loss_cls: 3.5923, loss: 3.5923 2020-07-04 02:31:03,651 - mmaction - INFO - Epoch [12][180/470] lr: 1.000e-02, eta: 20:30:42, time: 1.437, data_time: 0.213, memory: 8471, top1_acc: 0.2703, top5_acc: 0.4875, loss_cls: 3.6097, loss: 3.6097 2020-07-04 02:31:33,544 - mmaction - INFO - Epoch [12][200/470] lr: 1.000e-02, eta: 20:29:53, time: 1.495, data_time: 0.060, memory: 8471, top1_acc: 0.2453, top5_acc: 0.4875, loss_cls: 3.4950, loss: 3.4950 2020-07-04 02:32:02,255 - mmaction - INFO - Epoch [12][220/470] lr: 1.000e-02, eta: 20:28:55, time: 1.439, data_time: 0.011, memory: 8471, top1_acc: 0.2422, top5_acc: 0.4750, loss_cls: 3.6806, loss: 3.6806 2020-07-04 02:32:30,891 - mmaction - INFO - Epoch [12][240/470] lr: 1.000e-02, eta: 20:27:55, time: 1.427, data_time: 0.006, memory: 8471, top1_acc: 0.2609, top5_acc: 0.4875, loss_cls: 3.5043, loss: 3.5043 2020-07-04 02:32:59,386 - mmaction - INFO - Epoch [12][260/470] lr: 1.000e-02, eta: 20:26:55, time: 1.426, data_time: 0.159, memory: 8471, top1_acc: 0.2453, top5_acc: 0.4609, loss_cls: 3.6874, loss: 3.6874 2020-07-04 02:33:29,625 - mmaction - INFO - Epoch [12][280/470] lr: 1.000e-02, eta: 20:26:09, time: 1.507, data_time: 0.207, memory: 8471, top1_acc: 0.2484, top5_acc: 0.4672, loss_cls: 3.6447, loss: 3.6447 2020-07-04 02:33:58,872 - mmaction - INFO - Epoch [12][300/470] lr: 1.000e-02, eta: 20:25:17, time: 1.471, data_time: 0.015, memory: 8471, top1_acc: 0.2437, top5_acc: 0.4859, loss_cls: 3.5773, loss: 3.5773 2020-07-04 02:34:28,051 - mmaction - INFO - Epoch [12][320/470] lr: 1.000e-02, eta: 20:24:23, time: 1.460, data_time: 0.007, memory: 8471, top1_acc: 0.2328, top5_acc: 0.4719, loss_cls: 3.6752, loss: 3.6752 2020-07-04 02:34:57,088 - mmaction - INFO - Epoch [12][340/470] lr: 1.000e-02, eta: 20:23:27, time: 1.448, data_time: 0.003, memory: 8471, top1_acc: 0.2328, top5_acc: 0.4344, loss_cls: 3.7133, loss: 3.7133 2020-07-04 02:35:26,010 - mmaction - INFO - Epoch [12][360/470] lr: 1.000e-02, eta: 20:22:31, time: 1.442, data_time: 0.005, memory: 8471, top1_acc: 0.2297, top5_acc: 0.4469, loss_cls: 3.7113, loss: 3.7113 2020-07-04 02:35:54,361 - mmaction - INFO - Epoch [12][380/470] lr: 1.000e-02, eta: 20:21:31, time: 1.419, data_time: 0.010, memory: 8471, top1_acc: 0.2203, top5_acc: 0.4500, loss_cls: 3.8059, loss: 3.8059 2020-07-04 02:36:23,811 - mmaction - INFO - Epoch [12][400/470] lr: 1.000e-02, eta: 20:20:41, time: 1.475, data_time: 0.007, memory: 8471, top1_acc: 0.2547, top5_acc: 0.4828, loss_cls: 3.5756, loss: 3.5756 2020-07-04 02:36:52,703 - mmaction - INFO - Epoch [12][420/470] lr: 1.000e-02, eta: 20:19:45, time: 1.442, data_time: 0.006, memory: 8471, top1_acc: 0.2531, top5_acc: 0.4875, loss_cls: 3.5741, loss: 3.5741 2020-07-04 02:37:22,174 - mmaction - INFO - Epoch [12][440/470] lr: 1.000e-02, eta: 20:18:55, time: 1.478, data_time: 0.008, memory: 8471, top1_acc: 0.2672, top5_acc: 0.4906, loss_cls: 3.5587, loss: 3.5587 2020-07-04 02:37:52,016 - mmaction - INFO - Epoch [12][460/470] lr: 1.000e-02, eta: 20:18:07, time: 1.489, data_time: 0.005, memory: 8471, top1_acc: 0.2500, top5_acc: 0.4688, loss_cls: 3.6417, loss: 3.6417 2020-07-04 02:39:41,540 - mmaction - INFO - Epoch [13][20/470] lr: 1.000e-02, eta: 20:23:43, time: 4.736, data_time: 3.732, memory: 8471, top1_acc: 0.2297, top5_acc: 0.4344, loss_cls: 3.7537, loss: 3.7537 2020-07-04 02:40:09,835 - mmaction - INFO - Epoch [13][40/470] lr: 1.000e-02, eta: 20:22:43, time: 1.419, data_time: 0.341, memory: 8471, top1_acc: 0.2531, top5_acc: 0.5016, loss_cls: 3.5437, loss: 3.5437 2020-07-04 02:40:38,413 - mmaction - INFO - Epoch [13][60/470] lr: 1.000e-02, eta: 20:21:44, time: 1.427, data_time: 0.196, memory: 8471, top1_acc: 0.2484, top5_acc: 0.5141, loss_cls: 3.4682, loss: 3.4682 2020-07-04 02:41:07,426 - mmaction - INFO - Epoch [13][80/470] lr: 1.000e-02, eta: 20:20:49, time: 1.449, data_time: 0.009, memory: 8471, top1_acc: 0.2453, top5_acc: 0.4359, loss_cls: 3.7101, loss: 3.7101 2020-07-04 02:41:36,340 - mmaction - INFO - Epoch [13][100/470] lr: 1.000e-02, eta: 20:19:53, time: 1.446, data_time: 0.108, memory: 8471, top1_acc: 0.2453, top5_acc: 0.4938, loss_cls: 3.5362, loss: 3.5362 2020-07-04 02:42:04,958 - mmaction - INFO - Epoch [13][120/470] lr: 1.000e-02, eta: 20:18:56, time: 1.431, data_time: 0.091, memory: 8471, top1_acc: 0.2094, top5_acc: 0.4375, loss_cls: 3.7330, loss: 3.7330 2020-07-04 02:42:34,392 - mmaction - INFO - Epoch [13][140/470] lr: 1.000e-02, eta: 20:18:05, time: 1.472, data_time: 0.297, memory: 8471, top1_acc: 0.2297, top5_acc: 0.4750, loss_cls: 3.6134, loss: 3.6134 2020-07-04 02:43:03,209 - mmaction - INFO - Epoch [13][160/470] lr: 1.000e-02, eta: 20:17:09, time: 1.441, data_time: 0.069, memory: 8471, top1_acc: 0.2500, top5_acc: 0.4562, loss_cls: 3.7293, loss: 3.7293 2020-07-04 02:43:32,395 - mmaction - INFO - Epoch [13][180/470] lr: 1.000e-02, eta: 20:16:16, time: 1.459, data_time: 0.011, memory: 8471, top1_acc: 0.2531, top5_acc: 0.4813, loss_cls: 3.5958, loss: 3.5958 2020-07-04 02:44:01,609 - mmaction - INFO - Epoch [13][200/470] lr: 1.000e-02, eta: 20:15:24, time: 1.459, data_time: 0.004, memory: 8471, top1_acc: 0.2547, top5_acc: 0.4672, loss_cls: 3.5425, loss: 3.5425 2020-07-04 02:44:30,283 - mmaction - INFO - Epoch [13][220/470] lr: 1.000e-02, eta: 20:14:28, time: 1.435, data_time: 0.007, memory: 8471, top1_acc: 0.2422, top5_acc: 0.5062, loss_cls: 3.5635, loss: 3.5635 2020-07-04 02:44:59,482 - mmaction - INFO - Epoch [13][240/470] lr: 1.000e-02, eta: 20:13:36, time: 1.461, data_time: 0.005, memory: 8471, top1_acc: 0.2297, top5_acc: 0.4391, loss_cls: 3.6674, loss: 3.6674 2020-07-04 02:45:28,448 - mmaction - INFO - Epoch [13][260/470] lr: 1.000e-02, eta: 20:12:42, time: 1.448, data_time: 0.005, memory: 8471, top1_acc: 0.2406, top5_acc: 0.4656, loss_cls: 3.7444, loss: 3.7444 2020-07-04 02:45:57,327 - mmaction - INFO - Epoch [13][280/470] lr: 1.000e-02, eta: 20:11:48, time: 1.443, data_time: 0.009, memory: 8471, top1_acc: 0.2125, top5_acc: 0.4703, loss_cls: 3.6786, loss: 3.6786 2020-07-04 02:46:26,296 - mmaction - INFO - Epoch [13][300/470] lr: 1.000e-02, eta: 20:10:55, time: 1.452, data_time: 0.010, memory: 8471, top1_acc: 0.2422, top5_acc: 0.4828, loss_cls: 3.5887, loss: 3.5887 2020-07-04 02:46:55,968 - mmaction - INFO - Epoch [13][320/470] lr: 1.000e-02, eta: 20:10:07, time: 1.478, data_time: 0.003, memory: 8471, top1_acc: 0.2562, top5_acc: 0.4797, loss_cls: 3.5030, loss: 3.5030 2020-07-04 02:47:24,659 - mmaction - INFO - Epoch [13][340/470] lr: 1.000e-02, eta: 20:09:12, time: 1.435, data_time: 0.008, memory: 8471, top1_acc: 0.2344, top5_acc: 0.4609, loss_cls: 3.7262, loss: 3.7262 2020-07-04 02:47:53,237 - mmaction - INFO - Epoch [13][360/470] lr: 1.000e-02, eta: 20:08:16, time: 1.429, data_time: 0.012, memory: 8471, top1_acc: 0.2469, top5_acc: 0.4813, loss_cls: 3.6825, loss: 3.6825 2020-07-04 02:48:22,318 - mmaction - INFO - Epoch [13][380/470] lr: 1.000e-02, eta: 20:07:24, time: 1.456, data_time: 0.007, memory: 8471, top1_acc: 0.2844, top5_acc: 0.5094, loss_cls: 3.4517, loss: 3.4517 2020-07-04 02:48:50,594 - mmaction - INFO - Epoch [13][400/470] lr: 1.000e-02, eta: 20:06:27, time: 1.416, data_time: 0.006, memory: 8471, top1_acc: 0.2234, top5_acc: 0.4719, loss_cls: 3.6930, loss: 3.6930 2020-07-04 02:49:19,405 - mmaction - INFO - Epoch [13][420/470] lr: 1.000e-02, eta: 20:05:33, time: 1.439, data_time: 0.010, memory: 8471, top1_acc: 0.2313, top5_acc: 0.4828, loss_cls: 3.5970, loss: 3.5970 2020-07-04 02:49:48,757 - mmaction - INFO - Epoch [13][440/470] lr: 1.000e-02, eta: 20:04:44, time: 1.469, data_time: 0.009, memory: 8471, top1_acc: 0.2453, top5_acc: 0.4344, loss_cls: 3.7182, loss: 3.7182 2020-07-04 02:50:17,788 - mmaction - INFO - Epoch [13][460/470] lr: 1.000e-02, eta: 20:03:52, time: 1.450, data_time: 0.003, memory: 8471, top1_acc: 0.2297, top5_acc: 0.4750, loss_cls: 3.6154, loss: 3.6154 2020-07-04 02:52:04,664 - mmaction - INFO - Epoch [14][20/470] lr: 1.000e-02, eta: 20:08:29, time: 4.557, data_time: 3.393, memory: 8471, top1_acc: 0.2719, top5_acc: 0.4672, loss_cls: 3.5700, loss: 3.5700 2020-07-04 02:52:33,472 - mmaction - INFO - Epoch [14][40/470] lr: 1.000e-02, eta: 20:07:35, time: 1.440, data_time: 0.004, memory: 8471, top1_acc: 0.2875, top5_acc: 0.5000, loss_cls: 3.4943, loss: 3.4943 2020-07-04 02:53:03,201 - mmaction - INFO - Epoch [14][60/470] lr: 1.000e-02, eta: 20:06:47, time: 1.486, data_time: 0.005, memory: 8471, top1_acc: 0.2531, top5_acc: 0.4953, loss_cls: 3.5423, loss: 3.5423 2020-07-04 02:53:32,477 - mmaction - INFO - Epoch [14][80/470] lr: 1.000e-02, eta: 20:05:54, time: 1.441, data_time: 0.005, memory: 8471, top1_acc: 0.2469, top5_acc: 0.4781, loss_cls: 3.6063, loss: 3.6063 2020-07-04 02:54:00,894 - mmaction - INFO - Epoch [14][100/470] lr: 1.000e-02, eta: 20:05:01, time: 1.448, data_time: 0.036, memory: 8471, top1_acc: 0.2406, top5_acc: 0.4891, loss_cls: 3.5582, loss: 3.5582 2020-07-04 02:54:29,753 - mmaction - INFO - Epoch [14][120/470] lr: 1.000e-02, eta: 20:04:08, time: 1.443, data_time: 0.002, memory: 8471, top1_acc: 0.2719, top5_acc: 0.4984, loss_cls: 3.4875, loss: 3.4875 2020-07-04 02:54:57,962 - mmaction - INFO - Epoch [14][140/470] lr: 1.000e-02, eta: 20:03:10, time: 1.408, data_time: 0.001, memory: 8471, top1_acc: 0.2594, top5_acc: 0.4859, loss_cls: 3.4952, loss: 3.4952 2020-07-04 02:55:26,387 - mmaction - INFO - Epoch [14][160/470] lr: 1.000e-02, eta: 20:02:14, time: 1.424, data_time: 0.003, memory: 8471, top1_acc: 0.2391, top5_acc: 0.4656, loss_cls: 3.6110, loss: 3.6110 2020-07-04 02:55:55,763 - mmaction - INFO - Epoch [14][180/470] lr: 1.000e-02, eta: 20:01:25, time: 1.466, data_time: 0.002, memory: 8471, top1_acc: 0.2578, top5_acc: 0.4625, loss_cls: 3.5448, loss: 3.5448 2020-07-04 02:56:24,188 - mmaction - INFO - Epoch [14][200/470] lr: 1.000e-02, eta: 20:00:29, time: 1.422, data_time: 0.003, memory: 8471, top1_acc: 0.2547, top5_acc: 0.4719, loss_cls: 3.5022, loss: 3.5022 2020-07-04 02:56:53,137 - mmaction - INFO - Epoch [14][220/470] lr: 1.000e-02, eta: 19:59:37, time: 1.447, data_time: 0.004, memory: 8471, top1_acc: 0.2234, top5_acc: 0.4500, loss_cls: 3.6914, loss: 3.6914 2020-07-04 02:57:21,623 - mmaction - INFO - Epoch [14][240/470] lr: 1.000e-02, eta: 19:58:43, time: 1.426, data_time: 0.004, memory: 8471, top1_acc: 0.2469, top5_acc: 0.4953, loss_cls: 3.6218, loss: 3.6218 2020-07-04 02:57:50,308 - mmaction - INFO - Epoch [14][260/470] lr: 1.000e-02, eta: 19:57:49, time: 1.433, data_time: 0.008, memory: 8471, top1_acc: 0.2219, top5_acc: 0.4484, loss_cls: 3.6916, loss: 3.6916 2020-07-04 02:58:19,102 - mmaction - INFO - Epoch [14][280/470] lr: 1.000e-02, eta: 19:56:57, time: 1.437, data_time: 0.004, memory: 8471, top1_acc: 0.2172, top5_acc: 0.4344, loss_cls: 3.6848, loss: 3.6848 2020-07-04 02:58:47,688 - mmaction - INFO - Epoch [14][300/470] lr: 1.000e-02, eta: 19:56:03, time: 1.430, data_time: 0.007, memory: 8471, top1_acc: 0.2234, top5_acc: 0.4656, loss_cls: 3.6355, loss: 3.6355 2020-07-04 02:59:16,505 - mmaction - INFO - Epoch [14][320/470] lr: 1.000e-02, eta: 19:55:11, time: 1.441, data_time: 0.004, memory: 8471, top1_acc: 0.2562, top5_acc: 0.4656, loss_cls: 3.6224, loss: 3.6224 2020-07-04 02:59:45,250 - mmaction - INFO - Epoch [14][340/470] lr: 1.000e-02, eta: 19:54:19, time: 1.440, data_time: 0.005, memory: 8471, top1_acc: 0.2547, top5_acc: 0.4797, loss_cls: 3.5710, loss: 3.5710 2020-07-04 03:00:18,254 - mmaction - INFO - Epoch [14][360/470] lr: 1.000e-02, eta: 19:53:56, time: 1.646, data_time: 0.060, memory: 8471, top1_acc: 0.2344, top5_acc: 0.4500, loss_cls: 3.6475, loss: 3.6475 2020-07-04 03:00:46,576 - mmaction - INFO - Epoch [14][380/470] lr: 1.000e-02, eta: 19:53:01, time: 1.416, data_time: 0.705, memory: 8471, top1_acc: 0.2313, top5_acc: 0.4609, loss_cls: 3.6470, loss: 3.6470 2020-07-04 03:01:15,035 - mmaction - INFO - Epoch [14][400/470] lr: 1.000e-02, eta: 19:52:07, time: 1.423, data_time: 0.657, memory: 8471, top1_acc: 0.2562, top5_acc: 0.4844, loss_cls: 3.5491, loss: 3.5491 2020-07-04 03:01:43,915 - mmaction - INFO - Epoch [14][420/470] lr: 1.000e-02, eta: 19:51:16, time: 1.444, data_time: 0.553, memory: 8471, top1_acc: 0.2516, top5_acc: 0.4922, loss_cls: 3.4968, loss: 3.4968 2020-07-04 03:02:12,532 - mmaction - INFO - Epoch [14][440/470] lr: 1.000e-02, eta: 19:50:24, time: 1.430, data_time: 0.241, memory: 8471, top1_acc: 0.2594, top5_acc: 0.4625, loss_cls: 3.5497, loss: 3.5497 2020-07-04 03:02:40,882 - mmaction - INFO - Epoch [14][460/470] lr: 1.000e-02, eta: 19:49:29, time: 1.417, data_time: 0.513, memory: 8471, top1_acc: 0.2578, top5_acc: 0.4766, loss_cls: 3.5162, loss: 3.5162 2020-07-04 03:04:42,202 - mmaction - INFO - Epoch [15][20/470] lr: 1.000e-02, eta: 19:54:54, time: 5.095, data_time: 4.365, memory: 8471, top1_acc: 0.2437, top5_acc: 0.4625, loss_cls: 3.6924, loss: 3.6924 2020-07-04 03:05:10,837 - mmaction - INFO - Epoch [15][40/470] lr: 1.000e-02, eta: 19:54:01, time: 1.432, data_time: 0.668, memory: 8471, top1_acc: 0.2234, top5_acc: 0.4656, loss_cls: 3.6668, loss: 3.6668 2020-07-04 03:05:39,356 - mmaction - INFO - Epoch [15][60/470] lr: 1.000e-02, eta: 19:53:07, time: 1.426, data_time: 0.642, memory: 8471, top1_acc: 0.2281, top5_acc: 0.4688, loss_cls: 3.5657, loss: 3.5657 2020-07-04 03:06:08,468 - mmaction - INFO - Epoch [15][80/470] lr: 1.000e-02, eta: 19:52:17, time: 1.454, data_time: 0.564, memory: 8471, top1_acc: 0.2562, top5_acc: 0.4844, loss_cls: 3.5936, loss: 3.5936 2020-07-04 03:06:37,550 - mmaction - INFO - Epoch [15][100/470] lr: 1.000e-02, eta: 19:51:26, time: 1.447, data_time: 0.306, memory: 8471, top1_acc: 0.2734, top5_acc: 0.4781, loss_cls: 3.5492, loss: 3.5492 2020-07-04 03:07:05,871 - mmaction - INFO - Epoch [15][120/470] lr: 1.000e-02, eta: 19:50:32, time: 1.420, data_time: 0.112, memory: 8471, top1_acc: 0.2344, top5_acc: 0.4750, loss_cls: 3.6596, loss: 3.6596 2020-07-04 03:07:34,214 - mmaction - INFO - Epoch [15][140/470] lr: 1.000e-02, eta: 19:49:38, time: 1.419, data_time: 0.150, memory: 8471, top1_acc: 0.2766, top5_acc: 0.4953, loss_cls: 3.5241, loss: 3.5241 2020-07-04 03:08:04,047 - mmaction - INFO - Epoch [15][160/470] lr: 1.000e-02, eta: 19:48:53, time: 1.493, data_time: 0.584, memory: 8471, top1_acc: 0.2734, top5_acc: 0.4969, loss_cls: 3.4990, loss: 3.4990 2020-07-04 03:08:32,055 - mmaction - INFO - Epoch [15][180/470] lr: 1.000e-02, eta: 19:47:57, time: 1.399, data_time: 0.755, memory: 8471, top1_acc: 0.2609, top5_acc: 0.4797, loss_cls: 3.5661, loss: 3.5661 2020-07-04 03:09:00,760 - mmaction - INFO - Epoch [15][200/470] lr: 1.000e-02, eta: 19:47:05, time: 1.437, data_time: 0.679, memory: 8471, top1_acc: 0.2547, top5_acc: 0.4562, loss_cls: 3.6302, loss: 3.6302 2020-07-04 03:09:29,385 - mmaction - INFO - Epoch [15][220/470] lr: 1.000e-02, eta: 19:46:13, time: 1.431, data_time: 0.735, memory: 8471, top1_acc: 0.2594, top5_acc: 0.4938, loss_cls: 3.5155, loss: 3.5155 2020-07-04 03:09:58,173 - mmaction - INFO - Epoch [15][240/470] lr: 1.000e-02, eta: 19:45:22, time: 1.436, data_time: 0.736, memory: 8471, top1_acc: 0.2391, top5_acc: 0.4891, loss_cls: 3.5717, loss: 3.5717 2020-07-04 03:10:26,519 - mmaction - INFO - Epoch [15][260/470] lr: 1.000e-02, eta: 19:44:28, time: 1.419, data_time: 0.714, memory: 8471, top1_acc: 0.2703, top5_acc: 0.5000, loss_cls: 3.5276, loss: 3.5276 2020-07-04 03:10:55,456 - mmaction - INFO - Epoch [15][280/470] lr: 1.000e-02, eta: 19:43:38, time: 1.444, data_time: 0.652, memory: 8471, top1_acc: 0.2156, top5_acc: 0.4703, loss_cls: 3.6339, loss: 3.6339 2020-07-04 03:11:24,366 - mmaction - INFO - Epoch [15][300/470] lr: 1.000e-02, eta: 19:42:49, time: 1.450, data_time: 0.416, memory: 8471, top1_acc: 0.2547, top5_acc: 0.4922, loss_cls: 3.5210, loss: 3.5210 2020-07-04 03:11:52,981 - mmaction - INFO - Epoch [15][320/470] lr: 1.000e-02, eta: 19:41:58, time: 1.430, data_time: 0.180, memory: 8471, top1_acc: 0.2750, top5_acc: 0.4688, loss_cls: 3.6404, loss: 3.6404 2020-07-04 03:12:22,424 - mmaction - INFO - Epoch [15][340/470] lr: 1.000e-02, eta: 19:41:12, time: 1.473, data_time: 0.299, memory: 8471, top1_acc: 0.2609, top5_acc: 0.4984, loss_cls: 3.5473, loss: 3.5473 2020-07-04 03:12:50,956 - mmaction - INFO - Epoch [15][360/470] lr: 1.000e-02, eta: 19:40:20, time: 1.427, data_time: 0.003, memory: 8471, top1_acc: 0.2297, top5_acc: 0.4766, loss_cls: 3.6113, loss: 3.6113 2020-07-04 03:13:19,513 - mmaction - INFO - Epoch [15][380/470] lr: 1.000e-02, eta: 19:39:29, time: 1.429, data_time: 0.002, memory: 8471, top1_acc: 0.2672, top5_acc: 0.5125, loss_cls: 3.5024, loss: 3.5024 2020-07-04 03:13:48,501 - mmaction - INFO - Epoch [15][400/470] lr: 1.000e-02, eta: 19:38:40, time: 1.450, data_time: 0.001, memory: 8471, top1_acc: 0.2578, top5_acc: 0.4656, loss_cls: 3.7023, loss: 3.7023 2020-07-04 03:14:16,522 - mmaction - INFO - Epoch [15][420/470] lr: 1.000e-02, eta: 19:37:45, time: 1.396, data_time: 0.019, memory: 8471, top1_acc: 0.2453, top5_acc: 0.4844, loss_cls: 3.6265, loss: 3.6265 2020-07-04 03:14:45,530 - mmaction - INFO - Epoch [15][440/470] lr: 1.000e-02, eta: 19:36:57, time: 1.452, data_time: 0.173, memory: 8471, top1_acc: 0.2453, top5_acc: 0.4734, loss_cls: 3.6217, loss: 3.6217 2020-07-04 03:15:14,369 - mmaction - INFO - Epoch [15][460/470] lr: 1.000e-02, eta: 19:36:08, time: 1.444, data_time: 0.030, memory: 8471, top1_acc: 0.2656, top5_acc: 0.4719, loss_cls: 3.5441, loss: 3.5441 2020-07-04 03:15:29,783 - mmaction - INFO - Saving checkpoint at 15 epochs 2020-07-04 03:17:28,785 - mmaction - INFO - Evaluating top_k_accuracy... 2020-07-04 03:17:29,718 - mmaction - INFO - top1_acc 0.2837 top5_acc 0.5287 2020-07-04 03:17:29,718 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-07-04 03:17:29,778 - mmaction - INFO - mean_acc 0.2836 2020-07-04 03:17:29,785 - mmaction - INFO - Epoch [15][470/470] lr: 1.000e-02, top1_acc: 0.2837, top5_acc: 0.5287, mean_class_accuracy: 0.2836 2020-07-04 03:18:56,652 - mmaction - INFO - Epoch [16][20/470] lr: 1.000e-02, eta: 19:39:29, time: 4.340, data_time: 2.381, memory: 8471, top1_acc: 0.2531, top5_acc: 0.4875, loss_cls: 3.5944, loss: 3.5944 2020-07-04 03:19:25,636 - mmaction - INFO - Epoch [16][40/470] lr: 1.000e-02, eta: 19:38:40, time: 1.448, data_time: 0.005, memory: 8471, top1_acc: 0.2719, top5_acc: 0.4906, loss_cls: 3.5049, loss: 3.5049 2020-07-04 03:19:55,638 - mmaction - INFO - Epoch [16][60/470] lr: 1.000e-02, eta: 19:37:58, time: 1.503, data_time: 0.005, memory: 8471, top1_acc: 0.2578, top5_acc: 0.4766, loss_cls: 3.6432, loss: 3.6432 2020-07-04 03:20:24,354 - mmaction - INFO - Epoch [16][80/470] lr: 1.000e-02, eta: 19:37:07, time: 1.434, data_time: 0.003, memory: 8471, top1_acc: 0.2516, top5_acc: 0.4813, loss_cls: 3.5868, loss: 3.5868 2020-07-04 03:20:52,951 - mmaction - INFO - Epoch [16][100/470] lr: 1.000e-02, eta: 19:36:16, time: 1.425, data_time: 0.003, memory: 8471, top1_acc: 0.2906, top5_acc: 0.4969, loss_cls: 3.4450, loss: 3.4450 2020-07-04 03:21:21,945 - mmaction - INFO - Epoch [16][120/470] lr: 1.000e-02, eta: 19:35:27, time: 1.449, data_time: 0.008, memory: 8471, top1_acc: 0.2453, top5_acc: 0.4828, loss_cls: 3.6060, loss: 3.6060 2020-07-04 03:21:51,026 - mmaction - INFO - Epoch [16][140/470] lr: 1.000e-02, eta: 19:34:40, time: 1.458, data_time: 0.010, memory: 8471, top1_acc: 0.2234, top5_acc: 0.4594, loss_cls: 3.6456, loss: 3.6456 2020-07-04 03:22:19,862 - mmaction - INFO - Epoch [16][160/470] lr: 1.000e-02, eta: 19:33:51, time: 1.444, data_time: 0.005, memory: 8471, top1_acc: 0.2547, top5_acc: 0.4609, loss_cls: 3.6443, loss: 3.6443 2020-07-04 03:22:49,459 - mmaction - INFO - Epoch [16][180/470] lr: 1.000e-02, eta: 19:33:06, time: 1.475, data_time: 0.002, memory: 8471, top1_acc: 0.2422, top5_acc: 0.4859, loss_cls: 3.5558, loss: 3.5558 2020-07-04 03:23:18,259 - mmaction - INFO - Epoch [16][200/470] lr: 1.000e-02, eta: 19:32:18, time: 1.443, data_time: 0.008, memory: 8471, top1_acc: 0.2531, top5_acc: 0.4641, loss_cls: 3.5778, loss: 3.5778 2020-07-04 03:23:46,812 - mmaction - INFO - Epoch [16][220/470] lr: 1.000e-02, eta: 19:31:27, time: 1.428, data_time: 0.003, memory: 8471, top1_acc: 0.2578, top5_acc: 0.4719, loss_cls: 3.5184, loss: 3.5184 2020-07-04 03:24:15,464 - mmaction - INFO - Epoch [16][240/470] lr: 1.000e-02, eta: 19:30:37, time: 1.434, data_time: 0.004, memory: 8471, top1_acc: 0.2516, top5_acc: 0.4891, loss_cls: 3.5162, loss: 3.5162 2020-07-04 03:24:44,392 - mmaction - INFO - Epoch [16][260/470] lr: 1.000e-02, eta: 19:29:49, time: 1.441, data_time: 0.001, memory: 8471, top1_acc: 0.2766, top5_acc: 0.4984, loss_cls: 3.4440, loss: 3.4440 2020-07-04 03:25:12,813 - mmaction - INFO - Epoch [16][280/470] lr: 1.000e-02, eta: 19:28:58, time: 1.419, data_time: 0.007, memory: 8471, top1_acc: 0.2625, top5_acc: 0.4875, loss_cls: 3.4154, loss: 3.4154 2020-07-04 03:25:41,626 - mmaction - INFO - Epoch [16][300/470] lr: 1.000e-02, eta: 19:28:09, time: 1.442, data_time: 0.008, memory: 8471, top1_acc: 0.2469, top5_acc: 0.4891, loss_cls: 3.6035, loss: 3.6035 2020-07-04 03:26:10,134 - mmaction - INFO - Epoch [16][320/470] lr: 1.000e-02, eta: 19:27:19, time: 1.426, data_time: 0.009, memory: 8471, top1_acc: 0.3078, top5_acc: 0.4969, loss_cls: 3.4172, loss: 3.4172 2020-07-04 03:26:38,862 - mmaction - INFO - Epoch [16][340/470] lr: 1.000e-02, eta: 19:26:30, time: 1.437, data_time: 0.018, memory: 8471, top1_acc: 0.2313, top5_acc: 0.4781, loss_cls: 3.5453, loss: 3.5453 2020-07-04 03:27:07,952 - mmaction - INFO - Epoch [16][360/470] lr: 1.000e-02, eta: 19:25:44, time: 1.455, data_time: 0.007, memory: 8471, top1_acc: 0.2359, top5_acc: 0.4547, loss_cls: 3.5981, loss: 3.5981 2020-07-04 03:27:36,364 - mmaction - INFO - Epoch [16][380/470] lr: 1.000e-02, eta: 19:24:53, time: 1.419, data_time: 0.007, memory: 8471, top1_acc: 0.2437, top5_acc: 0.4875, loss_cls: 3.5636, loss: 3.5636 2020-07-04 03:28:05,647 - mmaction - INFO - Epoch [16][400/470] lr: 1.000e-02, eta: 19:24:08, time: 1.466, data_time: 0.008, memory: 8471, top1_acc: 0.2594, top5_acc: 0.5109, loss_cls: 3.4402, loss: 3.4402 2020-07-04 03:28:34,243 - mmaction - INFO - Epoch [16][420/470] lr: 1.000e-02, eta: 19:23:19, time: 1.426, data_time: 0.007, memory: 8471, top1_acc: 0.2641, top5_acc: 0.4859, loss_cls: 3.5214, loss: 3.5214 2020-07-04 03:29:02,908 - mmaction - INFO - Epoch [16][440/470] lr: 1.000e-02, eta: 19:22:30, time: 1.435, data_time: 0.010, memory: 8471, top1_acc: 0.2547, top5_acc: 0.4828, loss_cls: 3.5455, loss: 3.5455 2020-07-04 03:29:31,564 - mmaction - INFO - Epoch [16][460/470] lr: 1.000e-02, eta: 19:21:42, time: 1.434, data_time: 0.007, memory: 8471, top1_acc: 0.2594, top5_acc: 0.4891, loss_cls: 3.5897, loss: 3.5897 2020-07-04 03:31:18,916 - mmaction - INFO - Epoch [17][20/470] lr: 1.000e-02, eta: 19:25:23, time: 4.660, data_time: 3.936, memory: 8471, top1_acc: 0.2734, top5_acc: 0.5078, loss_cls: 3.3785, loss: 3.3785 2020-07-04 03:31:47,656 - mmaction - INFO - Epoch [17][40/470] lr: 1.000e-02, eta: 19:24:34, time: 1.435, data_time: 0.718, memory: 8471, top1_acc: 0.2875, top5_acc: 0.5141, loss_cls: 3.3718, loss: 3.3718 2020-07-04 03:32:16,106 - mmaction - INFO - Epoch [17][60/470] lr: 1.000e-02, eta: 19:23:44, time: 1.423, data_time: 0.735, memory: 8471, top1_acc: 0.2828, top5_acc: 0.5188, loss_cls: 3.3605, loss: 3.3605 2020-07-04 03:32:44,547 - mmaction - INFO - Epoch [17][80/470] lr: 1.000e-02, eta: 19:22:54, time: 1.424, data_time: 0.639, memory: 8471, top1_acc: 0.2578, top5_acc: 0.4641, loss_cls: 3.6757, loss: 3.6757 2020-07-04 03:33:12,454 - mmaction - INFO - Epoch [17][100/470] lr: 1.000e-02, eta: 19:22:00, time: 1.392, data_time: 0.534, memory: 8471, top1_acc: 0.2828, top5_acc: 0.5094, loss_cls: 3.4196, loss: 3.4196 2020-07-04 03:33:40,788 - mmaction - INFO - Epoch [17][120/470] lr: 1.000e-02, eta: 19:21:09, time: 1.419, data_time: 0.257, memory: 8471, top1_acc: 0.2828, top5_acc: 0.5297, loss_cls: 3.3890, loss: 3.3890 2020-07-04 03:34:09,036 - mmaction - INFO - Epoch [17][140/470] lr: 1.000e-02, eta: 19:20:18, time: 1.413, data_time: 0.144, memory: 8471, top1_acc: 0.2547, top5_acc: 0.5016, loss_cls: 3.5049, loss: 3.5049 2020-07-04 03:34:37,614 - mmaction - INFO - Epoch [17][160/470] lr: 1.000e-02, eta: 19:19:29, time: 1.429, data_time: 0.195, memory: 8471, top1_acc: 0.2594, top5_acc: 0.4906, loss_cls: 3.4876, loss: 3.4876 2020-07-04 03:35:05,714 - mmaction - INFO - Epoch [17][180/470] lr: 1.000e-02, eta: 19:18:38, time: 1.407, data_time: 0.114, memory: 8471, top1_acc: 0.2469, top5_acc: 0.4781, loss_cls: 3.4918, loss: 3.4918 2020-07-04 03:35:34,052 - mmaction - INFO - Epoch [17][200/470] lr: 1.000e-02, eta: 19:17:48, time: 1.414, data_time: 0.019, memory: 8471, top1_acc: 0.2734, top5_acc: 0.5062, loss_cls: 3.4167, loss: 3.4167 2020-07-04 03:36:02,547 - mmaction - INFO - Epoch [17][220/470] lr: 1.000e-02, eta: 19:16:58, time: 1.424, data_time: 0.056, memory: 8471, top1_acc: 0.2953, top5_acc: 0.5062, loss_cls: 3.4356, loss: 3.4356 2020-07-04 03:36:31,037 - mmaction - INFO - Epoch [17][240/470] lr: 1.000e-02, eta: 19:16:09, time: 1.425, data_time: 0.053, memory: 8471, top1_acc: 0.2625, top5_acc: 0.4672, loss_cls: 3.5919, loss: 3.5919 2020-07-04 03:37:00,131 - mmaction - INFO - Epoch [17][260/470] lr: 1.000e-02, eta: 19:15:24, time: 1.454, data_time: 0.016, memory: 8471, top1_acc: 0.2484, top5_acc: 0.4578, loss_cls: 3.5748, loss: 3.5748 2020-07-04 03:37:28,341 - mmaction - INFO - Epoch [17][280/470] lr: 1.000e-02, eta: 19:14:33, time: 1.409, data_time: 0.024, memory: 8471, top1_acc: 0.2687, top5_acc: 0.4984, loss_cls: 3.4089, loss: 3.4089 2020-07-04 03:37:57,067 - mmaction - INFO - Epoch [17][300/470] lr: 1.000e-02, eta: 19:13:46, time: 1.440, data_time: 0.007, memory: 8471, top1_acc: 0.2812, top5_acc: 0.5094, loss_cls: 3.4088, loss: 3.4088 2020-07-04 03:38:25,252 - mmaction - INFO - Epoch [17][320/470] lr: 1.000e-02, eta: 19:12:56, time: 1.409, data_time: 0.002, memory: 8471, top1_acc: 0.2703, top5_acc: 0.5031, loss_cls: 3.4415, loss: 3.4415 2020-07-04 03:38:54,643 - mmaction - INFO - Epoch [17][340/470] lr: 1.000e-02, eta: 19:12:12, time: 1.468, data_time: 0.003, memory: 8471, top1_acc: 0.2375, top5_acc: 0.4938, loss_cls: 3.5658, loss: 3.5658 2020-07-04 03:39:24,010 - mmaction - INFO - Epoch [17][360/470] lr: 1.000e-02, eta: 19:11:28, time: 1.466, data_time: 0.004, memory: 8471, top1_acc: 0.2734, top5_acc: 0.5078, loss_cls: 3.4249, loss: 3.4249 2020-07-04 03:39:52,786 - mmaction - INFO - Epoch [17][380/470] lr: 1.000e-02, eta: 19:10:41, time: 1.440, data_time: 0.008, memory: 8471, top1_acc: 0.2734, top5_acc: 0.5188, loss_cls: 3.3631, loss: 3.3631 2020-07-04 03:40:20,843 - mmaction - INFO - Epoch [17][400/470] lr: 1.000e-02, eta: 19:09:50, time: 1.400, data_time: 0.005, memory: 8471, top1_acc: 0.2328, top5_acc: 0.4531, loss_cls: 3.5894, loss: 3.5894 2020-07-04 03:40:49,690 - mmaction - INFO - Epoch [17][420/470] lr: 1.000e-02, eta: 19:09:04, time: 1.443, data_time: 0.010, memory: 8471, top1_acc: 0.3016, top5_acc: 0.5281, loss_cls: 3.3666, loss: 3.3666 2020-07-04 03:41:18,076 - mmaction - INFO - Epoch [17][440/470] lr: 1.000e-02, eta: 19:08:16, time: 1.423, data_time: 0.007, memory: 8471, top1_acc: 0.2781, top5_acc: 0.5125, loss_cls: 3.4383, loss: 3.4383 2020-07-04 03:41:46,808 - mmaction - INFO - Epoch [17][460/470] lr: 1.000e-02, eta: 19:07:29, time: 1.434, data_time: 0.004, memory: 8471, top1_acc: 0.2484, top5_acc: 0.4922, loss_cls: 3.5904, loss: 3.5904 2020-07-04 03:43:35,807 - mmaction - INFO - Epoch [18][20/470] lr: 1.000e-02, eta: 19:10:53, time: 4.666, data_time: 3.798, memory: 8471, top1_acc: 0.2703, top5_acc: 0.5188, loss_cls: 3.3894, loss: 3.3894 2020-07-04 03:44:03,863 - mmaction - INFO - Epoch [18][40/470] lr: 1.000e-02, eta: 19:10:02, time: 1.402, data_time: 0.449, memory: 8471, top1_acc: 0.2609, top5_acc: 0.4781, loss_cls: 3.5701, loss: 3.5701 2020-07-04 03:44:32,679 - mmaction - INFO - Epoch [18][60/470] lr: 1.000e-02, eta: 19:09:15, time: 1.440, data_time: 0.114, memory: 8471, top1_acc: 0.2594, top5_acc: 0.4781, loss_cls: 3.4528, loss: 3.4528 2020-07-04 03:45:00,875 - mmaction - INFO - Epoch [18][80/470] lr: 1.000e-02, eta: 19:08:25, time: 1.409, data_time: 0.006, memory: 8471, top1_acc: 0.2609, top5_acc: 0.5109, loss_cls: 3.3692, loss: 3.3692 2020-07-04 03:45:29,602 - mmaction - INFO - Epoch [18][100/470] lr: 1.000e-02, eta: 19:07:38, time: 1.437, data_time: 0.005, memory: 8471, top1_acc: 0.2687, top5_acc: 0.4781, loss_cls: 3.5158, loss: 3.5158 2020-07-04 03:45:58,642 - mmaction - INFO - Epoch [18][120/470] lr: 1.000e-02, eta: 19:06:53, time: 1.455, data_time: 0.006, memory: 8471, top1_acc: 0.2781, top5_acc: 0.4875, loss_cls: 3.4205, loss: 3.4205 2020-07-04 03:46:27,845 - mmaction - INFO - Epoch [18][140/470] lr: 1.000e-02, eta: 19:06:09, time: 1.459, data_time: 0.002, memory: 8471, top1_acc: 0.2406, top5_acc: 0.4859, loss_cls: 3.6826, loss: 3.6826 2020-07-04 03:46:56,282 - mmaction - INFO - Epoch [18][160/470] lr: 1.000e-02, eta: 19:05:20, time: 1.419, data_time: 0.005, memory: 8471, top1_acc: 0.2656, top5_acc: 0.4813, loss_cls: 3.6001, loss: 3.6001 2020-07-04 03:47:24,786 - mmaction - INFO - Epoch [18][180/470] lr: 1.000e-02, eta: 19:04:33, time: 1.429, data_time: 0.006, memory: 8471, top1_acc: 0.2641, top5_acc: 0.4875, loss_cls: 3.5336, loss: 3.5336 2020-07-04 03:47:53,371 - mmaction - INFO - Epoch [18][200/470] lr: 1.000e-02, eta: 19:03:45, time: 1.425, data_time: 0.003, memory: 8471, top1_acc: 0.2703, top5_acc: 0.4922, loss_cls: 3.4906, loss: 3.4906 2020-07-04 03:48:21,770 - mmaction - INFO - Epoch [18][220/470] lr: 1.000e-02, eta: 19:02:57, time: 1.420, data_time: 0.007, memory: 8471, top1_acc: 0.2547, top5_acc: 0.5000, loss_cls: 3.4591, loss: 3.4591 2020-07-04 03:48:50,631 - mmaction - INFO - Epoch [18][240/470] lr: 1.000e-02, eta: 19:02:12, time: 1.448, data_time: 0.006, memory: 8471, top1_acc: 0.2406, top5_acc: 0.4906, loss_cls: 3.5656, loss: 3.5656 2020-07-04 03:49:19,310 - mmaction - INFO - Epoch [18][260/470] lr: 1.000e-02, eta: 19:01:25, time: 1.430, data_time: 0.003, memory: 8471, top1_acc: 0.2609, top5_acc: 0.4891, loss_cls: 3.5261, loss: 3.5261 2020-07-04 03:49:47,702 - mmaction - INFO - Epoch [18][280/470] lr: 1.000e-02, eta: 19:00:37, time: 1.419, data_time: 0.006, memory: 8471, top1_acc: 0.2641, top5_acc: 0.4891, loss_cls: 3.4630, loss: 3.4630 2020-07-04 03:50:16,387 - mmaction - INFO - Epoch [18][300/470] lr: 1.000e-02, eta: 18:59:50, time: 1.428, data_time: 0.008, memory: 8471, top1_acc: 0.2609, top5_acc: 0.4844, loss_cls: 3.5083, loss: 3.5083 2020-07-04 03:50:45,090 - mmaction - INFO - Epoch [18][320/470] lr: 1.000e-02, eta: 18:59:04, time: 1.437, data_time: 0.121, memory: 8471, top1_acc: 0.2953, top5_acc: 0.5250, loss_cls: 3.4435, loss: 3.4435 2020-07-04 03:51:13,181 - mmaction - INFO - Epoch [18][340/470] lr: 1.000e-02, eta: 18:58:15, time: 1.409, data_time: 0.296, memory: 8471, top1_acc: 0.2672, top5_acc: 0.4906, loss_cls: 3.4919, loss: 3.4919 2020-07-04 03:51:41,441 - mmaction - INFO - Epoch [18][360/470] lr: 1.000e-02, eta: 18:57:27, time: 1.415, data_time: 0.321, memory: 8471, top1_acc: 0.2812, top5_acc: 0.5000, loss_cls: 3.4684, loss: 3.4684 2020-07-04 03:52:10,129 - mmaction - INFO - Epoch [18][380/470] lr: 1.000e-02, eta: 18:56:41, time: 1.435, data_time: 0.046, memory: 8471, top1_acc: 0.3078, top5_acc: 0.5469, loss_cls: 3.2584, loss: 3.2584 2020-07-04 03:52:39,445 - mmaction - INFO - Epoch [18][400/470] lr: 1.000e-02, eta: 18:55:58, time: 1.465, data_time: 0.207, memory: 8471, top1_acc: 0.2609, top5_acc: 0.4703, loss_cls: 3.6142, loss: 3.6142 2020-07-04 03:53:07,876 - mmaction - INFO - Epoch [18][420/470] lr: 1.000e-02, eta: 18:55:11, time: 1.421, data_time: 0.367, memory: 8471, top1_acc: 0.2500, top5_acc: 0.4719, loss_cls: 3.5563, loss: 3.5563 2020-07-04 03:53:36,746 - mmaction - INFO - Epoch [18][440/470] lr: 1.000e-02, eta: 18:54:26, time: 1.442, data_time: 0.601, memory: 8471, top1_acc: 0.2672, top5_acc: 0.5016, loss_cls: 3.5363, loss: 3.5363 2020-07-04 03:54:05,346 - mmaction - INFO - Epoch [18][460/470] lr: 1.000e-02, eta: 18:53:40, time: 1.426, data_time: 0.667, memory: 8471, top1_acc: 0.2609, top5_acc: 0.4578, loss_cls: 3.6070, loss: 3.6070 2020-07-04 03:55:57,267 - mmaction - INFO - Epoch [19][20/470] lr: 1.000e-02, eta: 18:57:11, time: 4.893, data_time: 4.148, memory: 8471, top1_acc: 0.2547, top5_acc: 0.5000, loss_cls: 3.4925, loss: 3.4925 2020-07-04 03:56:24,845 - mmaction - INFO - Epoch [19][40/470] lr: 1.000e-02, eta: 18:56:18, time: 1.375, data_time: 0.485, memory: 8471, top1_acc: 0.2922, top5_acc: 0.5000, loss_cls: 3.3553, loss: 3.3553 2020-07-04 03:56:53,931 - mmaction - INFO - Epoch [19][60/470] lr: 1.000e-02, eta: 18:55:34, time: 1.456, data_time: 0.483, memory: 8471, top1_acc: 0.2609, top5_acc: 0.5031, loss_cls: 3.4208, loss: 3.4208 2020-07-04 03:57:21,979 - mmaction - INFO - Epoch [19][80/470] lr: 1.000e-02, eta: 18:54:45, time: 1.401, data_time: 0.367, memory: 8471, top1_acc: 0.2797, top5_acc: 0.5406, loss_cls: 3.2991, loss: 3.2991 2020-07-04 03:57:50,642 - mmaction - INFO - Epoch [19][100/470] lr: 1.000e-02, eta: 18:53:59, time: 1.432, data_time: 0.380, memory: 8471, top1_acc: 0.2625, top5_acc: 0.5156, loss_cls: 3.4692, loss: 3.4692 2020-07-04 03:58:18,601 - mmaction - INFO - Epoch [19][120/470] lr: 1.000e-02, eta: 18:53:09, time: 1.398, data_time: 0.582, memory: 8471, top1_acc: 0.2437, top5_acc: 0.5047, loss_cls: 3.4142, loss: 3.4142 2020-07-04 03:58:47,007 - mmaction - INFO - Epoch [19][140/470] lr: 1.000e-02, eta: 18:52:22, time: 1.420, data_time: 0.394, memory: 8471, top1_acc: 0.2594, top5_acc: 0.4969, loss_cls: 3.4288, loss: 3.4288 2020-07-04 03:59:15,465 - mmaction - INFO - Epoch [19][160/470] lr: 1.000e-02, eta: 18:51:35, time: 1.426, data_time: 0.198, memory: 8471, top1_acc: 0.2719, top5_acc: 0.4953, loss_cls: 3.4414, loss: 3.4414 2020-07-04 03:59:43,326 - mmaction - INFO - Epoch [19][180/470] lr: 1.000e-02, eta: 18:50:45, time: 1.390, data_time: 0.254, memory: 8471, top1_acc: 0.2828, top5_acc: 0.5031, loss_cls: 3.4894, loss: 3.4894 2020-07-04 04:00:14,930 - mmaction - INFO - Epoch [19][200/470] lr: 1.000e-02, eta: 18:50:14, time: 1.576, data_time: 0.318, memory: 8471, top1_acc: 0.2609, top5_acc: 0.4969, loss_cls: 3.4939, loss: 3.4939 2020-07-04 04:00:44,123 - mmaction - INFO - Epoch [19][220/470] lr: 1.000e-02, eta: 18:49:31, time: 1.464, data_time: 0.035, memory: 8471, top1_acc: 0.2516, top5_acc: 0.4719, loss_cls: 3.5444, loss: 3.5444 2020-07-04 04:01:12,827 - mmaction - INFO - Epoch [19][240/470] lr: 1.000e-02, eta: 18:48:46, time: 1.437, data_time: 0.005, memory: 8471, top1_acc: 0.2875, top5_acc: 0.5484, loss_cls: 3.3409, loss: 3.3409 2020-07-04 04:01:41,161 - mmaction - INFO - Epoch [19][260/470] lr: 1.000e-02, eta: 18:47:59, time: 1.417, data_time: 0.004, memory: 8471, top1_acc: 0.2812, top5_acc: 0.5094, loss_cls: 3.3882, loss: 3.3882 2020-07-04 04:02:10,124 - mmaction - INFO - Epoch [19][280/470] lr: 1.000e-02, eta: 18:47:15, time: 1.447, data_time: 0.004, memory: 8471, top1_acc: 0.2750, top5_acc: 0.4828, loss_cls: 3.5334, loss: 3.5334 2020-07-04 04:02:38,975 - mmaction - INFO - Epoch [19][300/470] lr: 1.000e-02, eta: 18:46:31, time: 1.442, data_time: 0.003, memory: 8471, top1_acc: 0.2484, top5_acc: 0.4594, loss_cls: 3.6154, loss: 3.6154 2020-07-04 04:03:06,961 - mmaction - INFO - Epoch [19][320/470] lr: 1.000e-02, eta: 18:45:42, time: 1.399, data_time: 0.006, memory: 8471, top1_acc: 0.2875, top5_acc: 0.5203, loss_cls: 3.3753, loss: 3.3753 2020-07-04 04:03:35,577 - mmaction - INFO - Epoch [19][340/470] lr: 1.000e-02, eta: 18:44:57, time: 1.433, data_time: 0.005, memory: 8471, top1_acc: 0.2500, top5_acc: 0.4859, loss_cls: 3.4852, loss: 3.4852 2020-07-04 04:04:04,129 - mmaction - INFO - Epoch [19][360/470] lr: 1.000e-02, eta: 18:44:11, time: 1.427, data_time: 0.004, memory: 8471, top1_acc: 0.2719, top5_acc: 0.5047, loss_cls: 3.4089, loss: 3.4089 2020-07-04 04:04:32,495 - mmaction - INFO - Epoch [19][380/470] lr: 1.000e-02, eta: 18:43:25, time: 1.419, data_time: 0.004, memory: 8471, top1_acc: 0.2766, top5_acc: 0.4844, loss_cls: 3.4207, loss: 3.4207 2020-07-04 04:05:00,888 - mmaction - INFO - Epoch [19][400/470] lr: 1.000e-02, eta: 18:42:38, time: 1.420, data_time: 0.003, memory: 8471, top1_acc: 0.2562, top5_acc: 0.4813, loss_cls: 3.4722, loss: 3.4722 2020-07-04 04:05:29,461 - mmaction - INFO - Epoch [19][420/470] lr: 1.000e-02, eta: 18:41:53, time: 1.426, data_time: 0.010, memory: 8471, top1_acc: 0.2812, top5_acc: 0.5016, loss_cls: 3.4624, loss: 3.4624 2020-07-04 04:05:58,093 - mmaction - INFO - Epoch [19][440/470] lr: 1.000e-02, eta: 18:41:08, time: 1.435, data_time: 0.010, memory: 8471, top1_acc: 0.2375, top5_acc: 0.4766, loss_cls: 3.6064, loss: 3.6064 2020-07-04 04:06:26,601 - mmaction - INFO - Epoch [19][460/470] lr: 1.000e-02, eta: 18:40:22, time: 1.422, data_time: 0.003, memory: 8471, top1_acc: 0.2969, top5_acc: 0.5000, loss_cls: 3.4126, loss: 3.4126 2020-07-04 04:08:29,557 - mmaction - INFO - Epoch [20][20/470] lr: 1.000e-02, eta: 18:44:01, time: 5.135, data_time: 4.164, memory: 8471, top1_acc: 0.2687, top5_acc: 0.5359, loss_cls: 3.3656, loss: 3.3656 2020-07-04 04:08:58,712 - mmaction - INFO - Epoch [20][40/470] lr: 1.000e-02, eta: 18:43:18, time: 1.456, data_time: 0.271, memory: 8471, top1_acc: 0.2828, top5_acc: 0.5000, loss_cls: 3.3921, loss: 3.3921 2020-07-04 04:09:27,469 - mmaction - INFO - Epoch [20][60/470] lr: 1.000e-02, eta: 18:42:33, time: 1.439, data_time: 0.273, memory: 8471, top1_acc: 0.2984, top5_acc: 0.5234, loss_cls: 3.3491, loss: 3.3491 2020-07-04 04:09:55,657 - mmaction - INFO - Epoch [20][80/470] lr: 1.000e-02, eta: 18:41:45, time: 1.407, data_time: 0.014, memory: 8471, top1_acc: 0.2797, top5_acc: 0.5328, loss_cls: 3.4382, loss: 3.4382 2020-07-04 04:10:24,166 - mmaction - INFO - Epoch [20][100/470] lr: 1.000e-02, eta: 18:40:59, time: 1.427, data_time: 0.013, memory: 8471, top1_acc: 0.2625, top5_acc: 0.5031, loss_cls: 3.4927, loss: 3.4927 2020-07-04 04:10:52,061 - mmaction - INFO - Epoch [20][120/470] lr: 1.000e-02, eta: 18:40:11, time: 1.399, data_time: 0.006, memory: 8471, top1_acc: 0.2984, top5_acc: 0.5359, loss_cls: 3.3323, loss: 3.3323 2020-07-04 04:11:20,864 - mmaction - INFO - Epoch [20][140/470] lr: 1.000e-02, eta: 18:39:26, time: 1.435, data_time: 0.014, memory: 8471, top1_acc: 0.2641, top5_acc: 0.4578, loss_cls: 3.5437, loss: 3.5437 2020-07-04 04:11:49,245 - mmaction - INFO - Epoch [20][160/470] lr: 1.000e-02, eta: 18:38:41, time: 1.421, data_time: 0.006, memory: 8471, top1_acc: 0.2875, top5_acc: 0.5047, loss_cls: 3.4248, loss: 3.4248 2020-07-04 04:12:18,887 - mmaction - INFO - Epoch [20][180/470] lr: 1.000e-02, eta: 18:38:00, time: 1.475, data_time: 0.004, memory: 8471, top1_acc: 0.2500, top5_acc: 0.4922, loss_cls: 3.4781, loss: 3.4781 2020-07-04 04:12:47,523 - mmaction - INFO - Epoch [20][200/470] lr: 1.000e-02, eta: 18:37:16, time: 1.441, data_time: 0.015, memory: 8471, top1_acc: 0.2422, top5_acc: 0.4672, loss_cls: 3.6374, loss: 3.6374 2020-07-04 04:13:16,176 - mmaction - INFO - Epoch [20][220/470] lr: 1.000e-02, eta: 18:36:31, time: 1.429, data_time: 0.001, memory: 8471, top1_acc: 0.2672, top5_acc: 0.4938, loss_cls: 3.5428, loss: 3.5428 2020-07-04 04:13:44,535 - mmaction - INFO - Epoch [20][240/470] lr: 1.000e-02, eta: 18:35:45, time: 1.419, data_time: 0.005, memory: 8471, top1_acc: 0.2844, top5_acc: 0.5406, loss_cls: 3.3382, loss: 3.3382 2020-07-04 04:14:13,266 - mmaction - INFO - Epoch [20][260/470] lr: 1.000e-02, eta: 18:35:01, time: 1.437, data_time: 0.005, memory: 8471, top1_acc: 0.2547, top5_acc: 0.5047, loss_cls: 3.4552, loss: 3.4552 2020-07-04 04:14:41,891 - mmaction - INFO - Epoch [20][280/470] lr: 1.000e-02, eta: 18:34:16, time: 1.431, data_time: 0.004, memory: 8471, top1_acc: 0.3016, top5_acc: 0.5172, loss_cls: 3.3538, loss: 3.3538 2020-07-04 04:15:10,927 - mmaction - INFO - Epoch [20][300/470] lr: 1.000e-02, eta: 18:33:33, time: 1.453, data_time: 0.006, memory: 8471, top1_acc: 0.2859, top5_acc: 0.5203, loss_cls: 3.4181, loss: 3.4181 2020-07-04 04:15:39,591 - mmaction - INFO - Epoch [20][320/470] lr: 1.000e-02, eta: 18:32:49, time: 1.432, data_time: 0.003, memory: 8471, top1_acc: 0.2547, top5_acc: 0.4781, loss_cls: 3.5711, loss: 3.5711 2020-07-04 04:16:08,043 - mmaction - INFO - Epoch [20][340/470] lr: 1.000e-02, eta: 18:32:04, time: 1.422, data_time: 0.005, memory: 8471, top1_acc: 0.2734, top5_acc: 0.5047, loss_cls: 3.4326, loss: 3.4326 2020-07-04 04:16:36,170 - mmaction - INFO - Epoch [20][360/470] lr: 1.000e-02, eta: 18:31:17, time: 1.408, data_time: 0.004, memory: 8471, top1_acc: 0.2781, top5_acc: 0.5359, loss_cls: 3.2789, loss: 3.2789 2020-07-04 04:17:04,395 - mmaction - INFO - Epoch [20][380/470] lr: 1.000e-02, eta: 18:30:31, time: 1.411, data_time: 0.004, memory: 8471, top1_acc: 0.2328, top5_acc: 0.4562, loss_cls: 3.6750, loss: 3.6750 2020-07-04 04:17:32,764 - mmaction - INFO - Epoch [20][400/470] lr: 1.000e-02, eta: 18:29:46, time: 1.420, data_time: 0.004, memory: 8471, top1_acc: 0.2922, top5_acc: 0.5141, loss_cls: 3.3056, loss: 3.3056 2020-07-04 04:18:01,307 - mmaction - INFO - Epoch [20][420/470] lr: 1.000e-02, eta: 18:29:01, time: 1.425, data_time: 0.003, memory: 8471, top1_acc: 0.3031, top5_acc: 0.5266, loss_cls: 3.3478, loss: 3.3478 2020-07-04 04:18:29,387 - mmaction - INFO - Epoch [20][440/470] lr: 1.000e-02, eta: 18:28:15, time: 1.404, data_time: 0.005, memory: 8471, top1_acc: 0.2750, top5_acc: 0.5047, loss_cls: 3.4562, loss: 3.4562 2020-07-04 04:18:57,924 - mmaction - INFO - Epoch [20][460/470] lr: 1.000e-02, eta: 18:27:30, time: 1.426, data_time: 0.005, memory: 8471, top1_acc: 0.2641, top5_acc: 0.5250, loss_cls: 3.4282, loss: 3.4282 2020-07-04 04:19:13,254 - mmaction - INFO - Saving checkpoint at 20 epochs 2020-07-04 04:21:36,008 - mmaction - INFO - Evaluating top_k_accuracy... 2020-07-04 04:21:36,934 - mmaction - INFO - top1_acc 0.3030 top5_acc 0.5562 2020-07-04 04:21:36,934 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-07-04 04:21:36,986 - mmaction - INFO - mean_acc 0.3028 2020-07-04 04:21:37,002 - mmaction - INFO - Epoch [20][470/470] lr: 1.000e-02, top1_acc: 0.3030, top5_acc: 0.5562, mean_class_accuracy: 0.3028 2020-07-04 04:22:55,906 - mmaction - INFO - Epoch [21][20/470] lr: 1.000e-02, eta: 18:29:05, time: 3.943, data_time: 3.180, memory: 8471, top1_acc: 0.2437, top5_acc: 0.4828, loss_cls: 3.5951, loss: 3.5951 2020-07-04 04:23:24,220 - mmaction - INFO - Epoch [21][40/470] lr: 1.000e-02, eta: 18:28:20, time: 1.414, data_time: 0.524, memory: 8471, top1_acc: 0.2672, top5_acc: 0.5250, loss_cls: 3.3924, loss: 3.3924 2020-07-04 04:23:52,530 - mmaction - INFO - Epoch [21][60/470] lr: 1.000e-02, eta: 18:27:34, time: 1.414, data_time: 0.321, memory: 8471, top1_acc: 0.2672, top5_acc: 0.4719, loss_cls: 3.5059, loss: 3.5059 2020-07-04 04:24:20,701 - mmaction - INFO - Epoch [21][80/470] lr: 1.000e-02, eta: 18:26:48, time: 1.411, data_time: 0.044, memory: 8471, top1_acc: 0.2859, top5_acc: 0.5109, loss_cls: 3.4440, loss: 3.4440 2020-07-04 04:24:49,709 - mmaction - INFO - Epoch [21][100/470] lr: 1.000e-02, eta: 18:26:06, time: 1.450, data_time: 0.003, memory: 8471, top1_acc: 0.2516, top5_acc: 0.5219, loss_cls: 3.4710, loss: 3.4710 2020-07-04 04:25:18,344 - mmaction - INFO - Epoch [21][120/470] lr: 1.000e-02, eta: 18:25:22, time: 1.432, data_time: 0.005, memory: 8471, top1_acc: 0.2828, top5_acc: 0.5016, loss_cls: 3.4755, loss: 3.4755 2020-07-04 04:25:46,939 - mmaction - INFO - Epoch [21][140/470] lr: 1.000e-02, eta: 18:24:37, time: 1.429, data_time: 0.003, memory: 8471, top1_acc: 0.2500, top5_acc: 0.4875, loss_cls: 3.5082, loss: 3.5082 2020-07-04 04:26:15,277 - mmaction - INFO - Epoch [21][160/470] lr: 1.000e-02, eta: 18:23:52, time: 1.416, data_time: 0.006, memory: 8471, top1_acc: 0.2687, top5_acc: 0.4922, loss_cls: 3.4353, loss: 3.4353 2020-07-04 04:26:43,852 - mmaction - INFO - Epoch [21][180/470] lr: 1.000e-02, eta: 18:23:08, time: 1.430, data_time: 0.005, memory: 8471, top1_acc: 0.2531, top5_acc: 0.5156, loss_cls: 3.4038, loss: 3.4038 2020-07-04 04:27:12,089 - mmaction - INFO - Epoch [21][200/470] lr: 1.000e-02, eta: 18:22:23, time: 1.411, data_time: 0.005, memory: 8471, top1_acc: 0.2875, top5_acc: 0.5234, loss_cls: 3.3707, loss: 3.3707 2020-07-04 04:27:40,913 - mmaction - INFO - Epoch [21][220/470] lr: 1.000e-02, eta: 18:21:40, time: 1.441, data_time: 0.005, memory: 8471, top1_acc: 0.2797, top5_acc: 0.5359, loss_cls: 3.3007, loss: 3.3007 2020-07-04 04:28:09,158 - mmaction - INFO - Epoch [21][240/470] lr: 1.000e-02, eta: 18:20:55, time: 1.413, data_time: 0.006, memory: 8471, top1_acc: 0.2641, top5_acc: 0.4953, loss_cls: 3.4671, loss: 3.4671 2020-07-04 04:28:37,752 - mmaction - INFO - Epoch [21][260/470] lr: 1.000e-02, eta: 18:20:12, time: 1.433, data_time: 0.004, memory: 8471, top1_acc: 0.2906, top5_acc: 0.5078, loss_cls: 3.3698, loss: 3.3698 2020-07-04 04:29:06,140 - mmaction - INFO - Epoch [21][280/470] lr: 1.000e-02, eta: 18:19:27, time: 1.416, data_time: 0.002, memory: 8471, top1_acc: 0.3203, top5_acc: 0.5328, loss_cls: 3.3218, loss: 3.3218 2020-07-04 04:29:34,431 - mmaction - INFO - Epoch [21][300/470] lr: 1.000e-02, eta: 18:18:42, time: 1.415, data_time: 0.005, memory: 8471, top1_acc: 0.2875, top5_acc: 0.5219, loss_cls: 3.4116, loss: 3.4116 2020-07-04 04:30:03,335 - mmaction - INFO - Epoch [21][320/470] lr: 1.000e-02, eta: 18:18:00, time: 1.445, data_time: 0.006, memory: 8471, top1_acc: 0.2844, top5_acc: 0.4844, loss_cls: 3.4793, loss: 3.4793 2020-07-04 04:30:31,818 - mmaction - INFO - Epoch [21][340/470] lr: 1.000e-02, eta: 18:17:16, time: 1.422, data_time: 0.004, memory: 8471, top1_acc: 0.2938, top5_acc: 0.5422, loss_cls: 3.3466, loss: 3.3466 2020-07-04 04:31:00,993 - mmaction - INFO - Epoch [21][360/470] lr: 1.000e-02, eta: 18:16:35, time: 1.462, data_time: 0.008, memory: 8471, top1_acc: 0.2547, top5_acc: 0.4906, loss_cls: 3.4219, loss: 3.4219 2020-07-04 04:31:29,106 - mmaction - INFO - Epoch [21][380/470] lr: 1.000e-02, eta: 18:15:50, time: 1.404, data_time: 0.003, memory: 8471, top1_acc: 0.2953, top5_acc: 0.5094, loss_cls: 3.4076, loss: 3.4076 2020-07-04 04:31:58,098 - mmaction - INFO - Epoch [21][400/470] lr: 1.000e-02, eta: 18:15:08, time: 1.448, data_time: 0.006, memory: 8471, top1_acc: 0.2578, top5_acc: 0.4922, loss_cls: 3.4402, loss: 3.4402 2020-07-04 04:32:26,134 - mmaction - INFO - Epoch [21][420/470] lr: 1.000e-02, eta: 18:14:22, time: 1.400, data_time: 0.006, memory: 8471, top1_acc: 0.2516, top5_acc: 0.4859, loss_cls: 3.5537, loss: 3.5537 2020-07-04 04:32:54,989 - mmaction - INFO - Epoch [21][440/470] lr: 1.000e-02, eta: 18:13:41, time: 1.447, data_time: 0.009, memory: 8471, top1_acc: 0.2437, top5_acc: 0.4734, loss_cls: 3.4716, loss: 3.4716 2020-07-04 04:33:23,749 - mmaction - INFO - Epoch [21][460/470] lr: 1.000e-02, eta: 18:12:58, time: 1.438, data_time: 0.004, memory: 8471, top1_acc: 0.2734, top5_acc: 0.5281, loss_cls: 3.4270, loss: 3.4270 2020-07-04 04:35:13,222 - mmaction - INFO - Epoch [22][20/470] lr: 1.000e-02, eta: 18:15:34, time: 4.751, data_time: 3.677, memory: 8471, top1_acc: 0.3047, top5_acc: 0.5328, loss_cls: 3.3033, loss: 3.3033 2020-07-04 04:35:41,544 - mmaction - INFO - Epoch [22][40/470] lr: 1.000e-02, eta: 18:14:50, time: 1.416, data_time: 0.089, memory: 8471, top1_acc: 0.2562, top5_acc: 0.5094, loss_cls: 3.4114, loss: 3.4114 2020-07-04 04:36:10,575 - mmaction - INFO - Epoch [22][60/470] lr: 1.000e-02, eta: 18:14:08, time: 1.446, data_time: 0.002, memory: 8471, top1_acc: 0.2734, top5_acc: 0.5078, loss_cls: 3.4350, loss: 3.4350 2020-07-04 04:36:39,573 - mmaction - INFO - Epoch [22][80/470] lr: 1.000e-02, eta: 18:13:26, time: 1.449, data_time: 0.007, memory: 8471, top1_acc: 0.2844, top5_acc: 0.5516, loss_cls: 3.2775, loss: 3.2775 2020-07-04 04:37:08,135 - mmaction - INFO - Epoch [22][100/470] lr: 1.000e-02, eta: 18:12:42, time: 1.426, data_time: 0.009, memory: 8471, top1_acc: 0.2859, top5_acc: 0.5078, loss_cls: 3.3955, loss: 3.3955 2020-07-04 04:37:36,352 - mmaction - INFO - Epoch [22][120/470] lr: 1.000e-02, eta: 18:11:58, time: 1.417, data_time: 0.009, memory: 8471, top1_acc: 0.3047, top5_acc: 0.5531, loss_cls: 3.2330, loss: 3.2330 2020-07-04 04:38:05,229 - mmaction - INFO - Epoch [22][140/470] lr: 1.000e-02, eta: 18:11:16, time: 1.444, data_time: 0.005, memory: 8471, top1_acc: 0.3047, top5_acc: 0.5328, loss_cls: 3.3556, loss: 3.3556 2020-07-04 04:38:33,969 - mmaction - INFO - Epoch [22][160/470] lr: 1.000e-02, eta: 18:10:33, time: 1.432, data_time: 0.003, memory: 8471, top1_acc: 0.2437, top5_acc: 0.4578, loss_cls: 3.6324, loss: 3.6324 2020-07-04 04:39:02,450 - mmaction - INFO - Epoch [22][180/470] lr: 1.000e-02, eta: 18:09:50, time: 1.427, data_time: 0.009, memory: 8471, top1_acc: 0.2547, top5_acc: 0.4703, loss_cls: 3.5019, loss: 3.5019 2020-07-04 04:39:31,255 - mmaction - INFO - Epoch [22][200/470] lr: 1.000e-02, eta: 18:09:08, time: 1.440, data_time: 0.005, memory: 8471, top1_acc: 0.2984, top5_acc: 0.5172, loss_cls: 3.3610, loss: 3.3610 2020-07-04 04:39:59,975 - mmaction - INFO - Epoch [22][220/470] lr: 1.000e-02, eta: 18:08:25, time: 1.434, data_time: 0.006, memory: 8471, top1_acc: 0.2953, top5_acc: 0.4953, loss_cls: 3.4552, loss: 3.4552 2020-07-04 04:40:28,798 - mmaction - INFO - Epoch [22][240/470] lr: 1.000e-02, eta: 18:07:43, time: 1.445, data_time: 0.007, memory: 8471, top1_acc: 0.2891, top5_acc: 0.5469, loss_cls: 3.2643, loss: 3.2643 2020-07-04 04:40:57,782 - mmaction - INFO - Epoch [22][260/470] lr: 1.000e-02, eta: 18:07:02, time: 1.448, data_time: 0.006, memory: 8471, top1_acc: 0.2844, top5_acc: 0.5219, loss_cls: 3.3795, loss: 3.3795 2020-07-04 04:41:26,377 - mmaction - INFO - Epoch [22][280/470] lr: 1.000e-02, eta: 18:06:19, time: 1.430, data_time: 0.005, memory: 8471, top1_acc: 0.3016, top5_acc: 0.5156, loss_cls: 3.4028, loss: 3.4028 2020-07-04 04:41:54,768 - mmaction - INFO - Epoch [22][300/470] lr: 1.000e-02, eta: 18:05:36, time: 1.420, data_time: 0.006, memory: 8471, top1_acc: 0.2719, top5_acc: 0.4922, loss_cls: 3.4312, loss: 3.4312 2020-07-04 04:42:23,405 - mmaction - INFO - Epoch [22][320/470] lr: 1.000e-02, eta: 18:04:53, time: 1.430, data_time: 0.004, memory: 8471, top1_acc: 0.2922, top5_acc: 0.5078, loss_cls: 3.3471, loss: 3.3471 2020-07-04 04:42:52,084 - mmaction - INFO - Epoch [22][340/470] lr: 1.000e-02, eta: 18:04:09, time: 1.417, data_time: 0.007, memory: 8471, top1_acc: 0.2578, top5_acc: 0.4922, loss_cls: 3.4833, loss: 3.4833 2020-07-04 04:43:20,214 - mmaction - INFO - Epoch [22][360/470] lr: 1.000e-02, eta: 18:03:27, time: 1.426, data_time: 0.089, memory: 8471, top1_acc: 0.2781, top5_acc: 0.5078, loss_cls: 3.4417, loss: 3.4417 2020-07-04 04:43:48,912 - mmaction - INFO - Epoch [22][380/470] lr: 1.000e-02, eta: 18:02:45, time: 1.435, data_time: 0.002, memory: 8471, top1_acc: 0.2672, top5_acc: 0.5266, loss_cls: 3.3964, loss: 3.3964 2020-07-04 04:44:17,366 - mmaction - INFO - Epoch [22][400/470] lr: 1.000e-02, eta: 18:02:02, time: 1.423, data_time: 0.003, memory: 8471, top1_acc: 0.2953, top5_acc: 0.5297, loss_cls: 3.2988, loss: 3.2988 2020-07-04 04:44:46,087 - mmaction - INFO - Epoch [22][420/470] lr: 1.000e-02, eta: 18:01:20, time: 1.433, data_time: 0.001, memory: 8471, top1_acc: 0.2891, top5_acc: 0.5266, loss_cls: 3.3949, loss: 3.3949 2020-07-04 04:45:14,532 - mmaction - INFO - Epoch [22][440/470] lr: 1.000e-02, eta: 18:00:36, time: 1.420, data_time: 0.006, memory: 8471, top1_acc: 0.3203, top5_acc: 0.5312, loss_cls: 3.2549, loss: 3.2549 2020-07-04 04:45:43,124 - mmaction - INFO - Epoch [22][460/470] lr: 1.000e-02, eta: 17:59:54, time: 1.431, data_time: 0.007, memory: 8471, top1_acc: 0.3063, top5_acc: 0.5188, loss_cls: 3.4006, loss: 3.4006 2020-07-04 04:47:33,328 - mmaction - INFO - Epoch [23][20/470] lr: 1.000e-02, eta: 18:02:24, time: 4.820, data_time: 3.938, memory: 8471, top1_acc: 0.2766, top5_acc: 0.5250, loss_cls: 3.3594, loss: 3.3594 2020-07-04 04:48:01,404 - mmaction - INFO - Epoch [23][40/470] lr: 1.000e-02, eta: 18:01:39, time: 1.394, data_time: 0.342, memory: 8471, top1_acc: 0.2828, top5_acc: 0.5281, loss_cls: 3.3960, loss: 3.3960 2020-07-04 04:48:29,296 - mmaction - INFO - Epoch [23][60/470] lr: 1.000e-02, eta: 18:00:54, time: 1.401, data_time: 0.429, memory: 8471, top1_acc: 0.2859, top5_acc: 0.5219, loss_cls: 3.3536, loss: 3.3536 2020-07-04 04:48:57,972 - mmaction - INFO - Epoch [23][80/470] lr: 1.000e-02, eta: 18:00:12, time: 1.431, data_time: 0.187, memory: 8471, top1_acc: 0.3016, top5_acc: 0.5016, loss_cls: 3.4005, loss: 3.4005 2020-07-04 04:49:25,815 - mmaction - INFO - Epoch [23][100/470] lr: 1.000e-02, eta: 17:59:26, time: 1.395, data_time: 0.026, memory: 8471, top1_acc: 0.2844, top5_acc: 0.5234, loss_cls: 3.3932, loss: 3.3932 2020-07-04 04:49:54,125 - mmaction - INFO - Epoch [23][120/470] lr: 1.000e-02, eta: 17:58:43, time: 1.418, data_time: 0.017, memory: 8471, top1_acc: 0.2812, top5_acc: 0.4875, loss_cls: 3.4645, loss: 3.4645 2020-07-04 04:50:22,585 - mmaction - INFO - Epoch [23][140/470] lr: 1.000e-02, eta: 17:58:00, time: 1.422, data_time: 0.042, memory: 8471, top1_acc: 0.2781, top5_acc: 0.5047, loss_cls: 3.4344, loss: 3.4344 2020-07-04 04:50:51,099 - mmaction - INFO - Epoch [23][160/470] lr: 1.000e-02, eta: 17:57:17, time: 1.426, data_time: 0.191, memory: 8471, top1_acc: 0.2719, top5_acc: 0.5172, loss_cls: 3.3673, loss: 3.3673 2020-07-04 04:51:19,408 - mmaction - INFO - Epoch [23][180/470] lr: 1.000e-02, eta: 17:56:34, time: 1.414, data_time: 0.228, memory: 8471, top1_acc: 0.2562, top5_acc: 0.5078, loss_cls: 3.4228, loss: 3.4228 2020-07-04 04:51:47,673 - mmaction - INFO - Epoch [23][200/470] lr: 1.000e-02, eta: 17:55:50, time: 1.413, data_time: 0.034, memory: 8471, top1_acc: 0.2922, top5_acc: 0.5250, loss_cls: 3.3432, loss: 3.3432 2020-07-04 04:52:16,251 - mmaction - INFO - Epoch [23][220/470] lr: 1.000e-02, eta: 17:55:08, time: 1.429, data_time: 0.039, memory: 8471, top1_acc: 0.2641, top5_acc: 0.5188, loss_cls: 3.4126, loss: 3.4126 2020-07-04 04:52:45,179 - mmaction - INFO - Epoch [23][240/470] lr: 1.000e-02, eta: 17:54:27, time: 1.446, data_time: 0.503, memory: 8471, top1_acc: 0.2922, top5_acc: 0.5203, loss_cls: 3.3195, loss: 3.3195 2020-07-04 04:53:13,662 - mmaction - INFO - Epoch [23][260/470] lr: 1.000e-02, eta: 17:53:45, time: 1.425, data_time: 0.604, memory: 8471, top1_acc: 0.2906, top5_acc: 0.5281, loss_cls: 3.3053, loss: 3.3053 2020-07-04 04:53:41,760 - mmaction - INFO - Epoch [23][280/470] lr: 1.000e-02, eta: 17:53:01, time: 1.406, data_time: 0.528, memory: 8471, top1_acc: 0.2594, top5_acc: 0.4969, loss_cls: 3.4426, loss: 3.4426 2020-07-04 04:54:09,446 - mmaction - INFO - Epoch [23][300/470] lr: 1.000e-02, eta: 17:52:15, time: 1.382, data_time: 0.405, memory: 8471, top1_acc: 0.2797, top5_acc: 0.5172, loss_cls: 3.4502, loss: 3.4502 2020-07-04 04:54:37,279 - mmaction - INFO - Epoch [23][320/470] lr: 1.000e-02, eta: 17:51:31, time: 1.394, data_time: 0.262, memory: 8471, top1_acc: 0.3063, top5_acc: 0.5266, loss_cls: 3.2473, loss: 3.2473 2020-07-04 04:55:05,406 - mmaction - INFO - Epoch [23][340/470] lr: 1.000e-02, eta: 17:50:47, time: 1.409, data_time: 0.061, memory: 8471, top1_acc: 0.2906, top5_acc: 0.4953, loss_cls: 3.4576, loss: 3.4576 2020-07-04 04:55:33,305 - mmaction - INFO - Epoch [23][360/470] lr: 1.000e-02, eta: 17:50:03, time: 1.395, data_time: 0.007, memory: 8471, top1_acc: 0.2641, top5_acc: 0.5000, loss_cls: 3.4601, loss: 3.4601 2020-07-04 04:56:02,195 - mmaction - INFO - Epoch [23][380/470] lr: 1.000e-02, eta: 17:49:22, time: 1.441, data_time: 0.162, memory: 8471, top1_acc: 0.2891, top5_acc: 0.5031, loss_cls: 3.4534, loss: 3.4534 2020-07-04 04:56:30,673 - mmaction - INFO - Epoch [23][400/470] lr: 1.000e-02, eta: 17:48:40, time: 1.423, data_time: 0.414, memory: 8471, top1_acc: 0.2531, top5_acc: 0.4828, loss_cls: 3.6031, loss: 3.6031 2020-07-04 04:56:58,536 - mmaction - INFO - Epoch [23][420/470] lr: 1.000e-02, eta: 17:47:55, time: 1.394, data_time: 0.581, memory: 8471, top1_acc: 0.2828, top5_acc: 0.5312, loss_cls: 3.3374, loss: 3.3374 2020-07-04 04:57:26,535 - mmaction - INFO - Epoch [23][440/470] lr: 1.000e-02, eta: 17:47:12, time: 1.400, data_time: 0.348, memory: 8471, top1_acc: 0.2906, top5_acc: 0.5219, loss_cls: 3.3505, loss: 3.3505 2020-07-04 04:57:54,932 - mmaction - INFO - Epoch [23][460/470] lr: 1.000e-02, eta: 17:46:29, time: 1.420, data_time: 0.253, memory: 8471, top1_acc: 0.2687, top5_acc: 0.5188, loss_cls: 3.4631, loss: 3.4631 2020-07-04 04:59:31,402 - mmaction - INFO - Epoch [24][20/470] lr: 1.000e-02, eta: 17:47:42, time: 3.933, data_time: 3.194, memory: 8471, top1_acc: 0.2609, top5_acc: 0.5078, loss_cls: 3.4979, loss: 3.4979 2020-07-04 04:59:59,143 - mmaction - INFO - Epoch [24][40/470] lr: 1.000e-02, eta: 17:46:57, time: 1.388, data_time: 0.682, memory: 8471, top1_acc: 0.2953, top5_acc: 0.5453, loss_cls: 3.2838, loss: 3.2838 2020-07-04 05:00:32,003 - mmaction - INFO - Epoch [24][60/470] lr: 1.000e-02, eta: 17:46:31, time: 1.638, data_time: 0.574, memory: 8471, top1_acc: 0.2812, top5_acc: 0.4859, loss_cls: 3.4767, loss: 3.4767 2020-07-04 05:00:59,819 - mmaction - INFO - Epoch [24][80/470] lr: 1.000e-02, eta: 17:45:47, time: 1.395, data_time: 0.387, memory: 8471, top1_acc: 0.3047, top5_acc: 0.5078, loss_cls: 3.3353, loss: 3.3353 2020-07-04 05:01:27,621 - mmaction - INFO - Epoch [24][100/470] lr: 1.000e-02, eta: 17:45:02, time: 1.389, data_time: 0.480, memory: 8471, top1_acc: 0.2781, top5_acc: 0.5344, loss_cls: 3.2300, loss: 3.2300 2020-07-04 05:01:55,869 - mmaction - INFO - Epoch [24][120/470] lr: 1.000e-02, eta: 17:44:19, time: 1.410, data_time: 0.503, memory: 8471, top1_acc: 0.2453, top5_acc: 0.4875, loss_cls: 3.4836, loss: 3.4836 2020-07-04 05:02:24,300 - mmaction - INFO - Epoch [24][140/470] lr: 1.000e-02, eta: 17:43:37, time: 1.421, data_time: 0.578, memory: 8471, top1_acc: 0.2812, top5_acc: 0.4984, loss_cls: 3.4464, loss: 3.4464 2020-07-04 05:02:52,469 - mmaction - INFO - Epoch [24][160/470] lr: 1.000e-02, eta: 17:42:54, time: 1.407, data_time: 0.734, memory: 8471, top1_acc: 0.2969, top5_acc: 0.5297, loss_cls: 3.3099, loss: 3.3099 2020-07-04 05:03:21,107 - mmaction - INFO - Epoch [24][180/470] lr: 1.000e-02, eta: 17:42:13, time: 1.432, data_time: 0.397, memory: 8471, top1_acc: 0.2906, top5_acc: 0.5297, loss_cls: 3.2637, loss: 3.2637 2020-07-04 05:03:49,602 - mmaction - INFO - Epoch [24][200/470] lr: 1.000e-02, eta: 17:41:31, time: 1.428, data_time: 0.115, memory: 8471, top1_acc: 0.2672, top5_acc: 0.5172, loss_cls: 3.3387, loss: 3.3387 2020-07-04 05:04:18,341 - mmaction - INFO - Epoch [24][220/470] lr: 1.000e-02, eta: 17:40:50, time: 1.433, data_time: 0.154, memory: 8471, top1_acc: 0.2875, top5_acc: 0.5094, loss_cls: 3.3826, loss: 3.3826 2020-07-04 05:04:47,188 - mmaction - INFO - Epoch [24][240/470] lr: 1.000e-02, eta: 17:40:10, time: 1.443, data_time: 0.365, memory: 8471, top1_acc: 0.2844, top5_acc: 0.5281, loss_cls: 3.3389, loss: 3.3389 2020-07-04 05:05:15,679 - mmaction - INFO - Epoch [24][260/470] lr: 1.000e-02, eta: 17:39:29, time: 1.428, data_time: 0.074, memory: 8471, top1_acc: 0.3016, top5_acc: 0.5312, loss_cls: 3.2428, loss: 3.2428 2020-07-04 05:05:44,242 - mmaction - INFO - Epoch [24][280/470] lr: 1.000e-02, eta: 17:38:47, time: 1.428, data_time: 0.008, memory: 8471, top1_acc: 0.2734, top5_acc: 0.5016, loss_cls: 3.4918, loss: 3.4918 2020-07-04 05:06:12,723 - mmaction - INFO - Epoch [24][300/470] lr: 1.000e-02, eta: 17:38:06, time: 1.424, data_time: 0.005, memory: 8471, top1_acc: 0.2797, top5_acc: 0.5094, loss_cls: 3.4169, loss: 3.4169 2020-07-04 05:06:41,236 - mmaction - INFO - Epoch [24][320/470] lr: 1.000e-02, eta: 17:37:24, time: 1.422, data_time: 0.032, memory: 8471, top1_acc: 0.2906, top5_acc: 0.5062, loss_cls: 3.3524, loss: 3.3524 2020-07-04 05:07:09,455 - mmaction - INFO - Epoch [24][340/470] lr: 1.000e-02, eta: 17:36:42, time: 1.416, data_time: 0.029, memory: 8471, top1_acc: 0.2828, top5_acc: 0.5125, loss_cls: 3.4365, loss: 3.4365 2020-07-04 05:07:37,607 - mmaction - INFO - Epoch [24][360/470] lr: 1.000e-02, eta: 17:35:59, time: 1.404, data_time: 0.107, memory: 8471, top1_acc: 0.2938, top5_acc: 0.5375, loss_cls: 3.3743, loss: 3.3743 2020-07-04 05:08:05,736 - mmaction - INFO - Epoch [24][380/470] lr: 1.000e-02, eta: 17:35:17, time: 1.406, data_time: 0.236, memory: 8471, top1_acc: 0.2906, top5_acc: 0.5266, loss_cls: 3.3044, loss: 3.3044 2020-07-04 05:08:33,500 - mmaction - INFO - Epoch [24][400/470] lr: 1.000e-02, eta: 17:34:33, time: 1.388, data_time: 0.413, memory: 8471, top1_acc: 0.2953, top5_acc: 0.5219, loss_cls: 3.4055, loss: 3.4055 2020-07-04 05:09:01,819 - mmaction - INFO - Epoch [24][420/470] lr: 1.000e-02, eta: 17:33:51, time: 1.416, data_time: 0.607, memory: 8471, top1_acc: 0.2719, top5_acc: 0.4984, loss_cls: 3.4240, loss: 3.4240 2020-07-04 05:09:30,573 - mmaction - INFO - Epoch [24][440/470] lr: 1.000e-02, eta: 17:33:11, time: 1.435, data_time: 0.795, memory: 8471, top1_acc: 0.2562, top5_acc: 0.4969, loss_cls: 3.5078, loss: 3.5078 2020-07-04 05:09:59,022 - mmaction - INFO - Epoch [24][460/470] lr: 1.000e-02, eta: 17:32:29, time: 1.425, data_time: 0.781, memory: 8471, top1_acc: 0.2906, top5_acc: 0.5250, loss_cls: 3.4422, loss: 3.4422 2020-07-04 05:11:56,863 - mmaction - INFO - Epoch [25][20/470] lr: 1.000e-02, eta: 17:34:44, time: 4.883, data_time: 4.200, memory: 8471, top1_acc: 0.2656, top5_acc: 0.4906, loss_cls: 3.4971, loss: 3.4971 2020-07-04 05:12:25,082 - mmaction - INFO - Epoch [25][40/470] lr: 1.000e-02, eta: 17:34:02, time: 1.409, data_time: 0.492, memory: 8471, top1_acc: 0.2969, top5_acc: 0.5266, loss_cls: 3.3552, loss: 3.3552 2020-07-04 05:12:52,448 - mmaction - INFO - Epoch [25][60/470] lr: 1.000e-02, eta: 17:33:16, time: 1.372, data_time: 0.246, memory: 8471, top1_acc: 0.2797, top5_acc: 0.5219, loss_cls: 3.3343, loss: 3.3343 2020-07-04 05:13:20,366 - mmaction - INFO - Epoch [25][80/470] lr: 1.000e-02, eta: 17:32:33, time: 1.393, data_time: 0.237, memory: 8471, top1_acc: 0.2797, top5_acc: 0.5109, loss_cls: 3.3485, loss: 3.3485 2020-07-04 05:13:47,992 - mmaction - INFO - Epoch [25][100/470] lr: 1.000e-02, eta: 17:31:49, time: 1.381, data_time: 0.490, memory: 8471, top1_acc: 0.2812, top5_acc: 0.4922, loss_cls: 3.4251, loss: 3.4251 2020-07-04 05:14:16,009 - mmaction - INFO - Epoch [25][120/470] lr: 1.000e-02, eta: 17:31:06, time: 1.403, data_time: 0.372, memory: 8471, top1_acc: 0.3125, top5_acc: 0.5344, loss_cls: 3.2669, loss: 3.2669 2020-07-04 05:14:43,877 - mmaction - INFO - Epoch [25][140/470] lr: 1.000e-02, eta: 17:30:22, time: 1.393, data_time: 0.168, memory: 8471, top1_acc: 0.2703, top5_acc: 0.5203, loss_cls: 3.3161, loss: 3.3161 2020-07-04 05:15:12,215 - mmaction - INFO - Epoch [25][160/470] lr: 1.000e-02, eta: 17:29:40, time: 1.415, data_time: 0.089, memory: 8471, top1_acc: 0.3250, top5_acc: 0.5734, loss_cls: 3.2033, loss: 3.2033 2020-07-04 05:15:40,239 - mmaction - INFO - Epoch [25][180/470] lr: 1.000e-02, eta: 17:28:58, time: 1.404, data_time: 0.004, memory: 8471, top1_acc: 0.2969, top5_acc: 0.5422, loss_cls: 3.2715, loss: 3.2715 2020-07-04 05:16:08,427 - mmaction - INFO - Epoch [25][200/470] lr: 1.000e-02, eta: 17:28:16, time: 1.407, data_time: 0.001, memory: 8471, top1_acc: 0.2797, top5_acc: 0.5172, loss_cls: 3.3619, loss: 3.3619 2020-07-04 05:16:36,699 - mmaction - INFO - Epoch [25][220/470] lr: 1.000e-02, eta: 17:27:34, time: 1.415, data_time: 0.005, memory: 8471, top1_acc: 0.3000, top5_acc: 0.5281, loss_cls: 3.2530, loss: 3.2530 2020-07-04 05:17:05,583 - mmaction - INFO - Epoch [25][240/470] lr: 1.000e-02, eta: 17:26:54, time: 1.442, data_time: 0.002, memory: 8471, top1_acc: 0.3172, top5_acc: 0.5359, loss_cls: 3.2985, loss: 3.2985 2020-07-04 05:17:33,327 - mmaction - INFO - Epoch [25][260/470] lr: 1.000e-02, eta: 17:26:11, time: 1.390, data_time: 0.006, memory: 8471, top1_acc: 0.2812, top5_acc: 0.5016, loss_cls: 3.3712, loss: 3.3712 2020-07-04 05:18:01,603 - mmaction - INFO - Epoch [25][280/470] lr: 1.000e-02, eta: 17:25:29, time: 1.413, data_time: 0.007, memory: 8471, top1_acc: 0.2953, top5_acc: 0.5484, loss_cls: 3.2772, loss: 3.2772 2020-07-04 05:18:29,784 - mmaction - INFO - Epoch [25][300/470] lr: 1.000e-02, eta: 17:24:47, time: 1.407, data_time: 0.003, memory: 8471, top1_acc: 0.2922, top5_acc: 0.5062, loss_cls: 3.3843, loss: 3.3843 2020-07-04 05:18:58,392 - mmaction - INFO - Epoch [25][320/470] lr: 1.000e-02, eta: 17:24:07, time: 1.429, data_time: 0.004, memory: 8471, top1_acc: 0.2703, top5_acc: 0.4984, loss_cls: 3.4696, loss: 3.4696 2020-07-04 05:19:26,849 - mmaction - INFO - Epoch [25][340/470] lr: 1.000e-02, eta: 17:23:26, time: 1.424, data_time: 0.005, memory: 8471, top1_acc: 0.2781, top5_acc: 0.5109, loss_cls: 3.3554, loss: 3.3554 2020-07-04 05:19:55,911 - mmaction - INFO - Epoch [25][360/470] lr: 1.000e-02, eta: 17:22:47, time: 1.451, data_time: 0.003, memory: 8471, top1_acc: 0.2734, top5_acc: 0.5000, loss_cls: 3.4211, loss: 3.4211 2020-07-04 05:20:23,994 - mmaction - INFO - Epoch [25][380/470] lr: 1.000e-02, eta: 17:22:05, time: 1.406, data_time: 0.006, memory: 8471, top1_acc: 0.2781, top5_acc: 0.5188, loss_cls: 3.4594, loss: 3.4594 2020-07-04 05:20:52,418 - mmaction - INFO - Epoch [25][400/470] lr: 1.000e-02, eta: 17:21:24, time: 1.422, data_time: 0.004, memory: 8471, top1_acc: 0.3078, top5_acc: 0.5406, loss_cls: 3.2978, loss: 3.2978 2020-07-04 05:21:20,885 - mmaction - INFO - Epoch [25][420/470] lr: 1.000e-02, eta: 17:20:44, time: 1.425, data_time: 0.003, memory: 8471, top1_acc: 0.2922, top5_acc: 0.5172, loss_cls: 3.3660, loss: 3.3660 2020-07-04 05:21:49,120 - mmaction - INFO - Epoch [25][440/470] lr: 1.000e-02, eta: 17:20:02, time: 1.411, data_time: 0.003, memory: 8471, top1_acc: 0.3156, top5_acc: 0.5656, loss_cls: 3.2088, loss: 3.2088 2020-07-04 05:22:17,856 - mmaction - INFO - Epoch [25][460/470] lr: 1.000e-02, eta: 17:19:23, time: 1.438, data_time: 0.002, memory: 8471, top1_acc: 0.3156, top5_acc: 0.5578, loss_cls: 3.2385, loss: 3.2385 2020-07-04 05:22:32,134 - mmaction - INFO - Saving checkpoint at 25 epochs 2020-07-04 05:24:25,841 - mmaction - INFO - Evaluating top_k_accuracy... 2020-07-04 05:24:26,771 - mmaction - INFO - top1_acc 0.3415 top5_acc 0.6052 2020-07-04 05:24:26,772 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-07-04 05:24:26,829 - mmaction - INFO - mean_acc 0.3413 2020-07-04 05:24:26,837 - mmaction - INFO - Epoch [25][470/470] lr: 1.000e-02, top1_acc: 0.3415, top5_acc: 0.6052, mean_class_accuracy: 0.3413 2020-07-04 05:25:54,020 - mmaction - INFO - Epoch [26][20/470] lr: 1.000e-02, eta: 17:20:53, time: 4.356, data_time: 3.505, memory: 8471, top1_acc: 0.2797, top5_acc: 0.5031, loss_cls: 3.4273, loss: 3.4273 2020-07-04 05:26:21,713 - mmaction - INFO - Epoch [26][40/470] lr: 1.000e-02, eta: 17:20:09, time: 1.387, data_time: 0.481, memory: 8471, top1_acc: 0.3109, top5_acc: 0.5437, loss_cls: 3.2300, loss: 3.2300 2020-07-04 05:26:49,436 - mmaction - INFO - Epoch [26][60/470] lr: 1.000e-02, eta: 17:19:26, time: 1.383, data_time: 0.560, memory: 8471, top1_acc: 0.3000, top5_acc: 0.5172, loss_cls: 3.2999, loss: 3.2999 2020-07-04 05:27:17,009 - mmaction - INFO - Epoch [26][80/470] lr: 1.000e-02, eta: 17:18:42, time: 1.379, data_time: 0.556, memory: 8471, top1_acc: 0.3125, top5_acc: 0.5094, loss_cls: 3.3244, loss: 3.3244 2020-07-04 05:27:45,379 - mmaction - INFO - Epoch [26][100/470] lr: 1.000e-02, eta: 17:18:01, time: 1.419, data_time: 0.354, memory: 8471, top1_acc: 0.3000, top5_acc: 0.5188, loss_cls: 3.3859, loss: 3.3859 2020-07-04 05:28:13,262 - mmaction - INFO - Epoch [26][120/470] lr: 1.000e-02, eta: 17:17:19, time: 1.396, data_time: 0.115, memory: 8471, top1_acc: 0.3094, top5_acc: 0.5687, loss_cls: 3.1114, loss: 3.1114 2020-07-04 05:28:42,258 - mmaction - INFO - Epoch [26][140/470] lr: 1.000e-02, eta: 17:16:40, time: 1.448, data_time: 0.050, memory: 8471, top1_acc: 0.2875, top5_acc: 0.5156, loss_cls: 3.3262, loss: 3.3262 2020-07-04 05:29:10,324 - mmaction - INFO - Epoch [26][160/470] lr: 1.000e-02, eta: 17:15:58, time: 1.405, data_time: 0.002, memory: 8471, top1_acc: 0.3031, top5_acc: 0.5453, loss_cls: 3.2387, loss: 3.2387 2020-07-04 05:29:38,658 - mmaction - INFO - Epoch [26][180/470] lr: 1.000e-02, eta: 17:15:17, time: 1.416, data_time: 0.025, memory: 8471, top1_acc: 0.2687, top5_acc: 0.5391, loss_cls: 3.3348, loss: 3.3348 2020-07-04 05:30:06,807 - mmaction - INFO - Epoch [26][200/470] lr: 1.000e-02, eta: 17:14:36, time: 1.408, data_time: 0.116, memory: 8471, top1_acc: 0.3000, top5_acc: 0.5078, loss_cls: 3.4000, loss: 3.4000 2020-07-04 05:30:34,886 - mmaction - INFO - Epoch [26][220/470] lr: 1.000e-02, eta: 17:13:54, time: 1.400, data_time: 0.161, memory: 8471, top1_acc: 0.2844, top5_acc: 0.5437, loss_cls: 3.2800, loss: 3.2800 2020-07-04 05:31:02,686 - mmaction - INFO - Epoch [26][240/470] lr: 1.000e-02, eta: 17:13:11, time: 1.393, data_time: 0.433, memory: 8471, top1_acc: 0.3063, top5_acc: 0.5297, loss_cls: 3.2567, loss: 3.2567 2020-07-04 05:31:31,556 - mmaction - INFO - Epoch [26][260/470] lr: 1.000e-02, eta: 17:12:32, time: 1.442, data_time: 0.166, memory: 8471, top1_acc: 0.3250, top5_acc: 0.5437, loss_cls: 3.1371, loss: 3.1371 2020-07-04 05:32:00,468 - mmaction - INFO - Epoch [26][280/470] lr: 1.000e-02, eta: 17:11:54, time: 1.448, data_time: 0.038, memory: 8471, top1_acc: 0.2984, top5_acc: 0.5344, loss_cls: 3.3497, loss: 3.3497 2020-07-04 05:32:27,797 - mmaction - INFO - Epoch [26][300/470] lr: 1.000e-02, eta: 17:11:09, time: 1.365, data_time: 0.018, memory: 8471, top1_acc: 0.2734, top5_acc: 0.5281, loss_cls: 3.3417, loss: 3.3417 2020-07-04 05:32:56,398 - mmaction - INFO - Epoch [26][320/470] lr: 1.000e-02, eta: 17:10:29, time: 1.427, data_time: 0.109, memory: 8471, top1_acc: 0.3250, top5_acc: 0.5719, loss_cls: 3.1640, loss: 3.1640 2020-07-04 05:33:24,741 - mmaction - INFO - Epoch [26][340/470] lr: 1.000e-02, eta: 17:09:49, time: 1.421, data_time: 0.007, memory: 8471, top1_acc: 0.2719, top5_acc: 0.5016, loss_cls: 3.4519, loss: 3.4519 2020-07-04 05:33:52,900 - mmaction - INFO - Epoch [26][360/470] lr: 1.000e-02, eta: 17:09:08, time: 1.407, data_time: 0.067, memory: 8471, top1_acc: 0.3359, top5_acc: 0.5656, loss_cls: 3.1340, loss: 3.1340 2020-07-04 05:34:21,070 - mmaction - INFO - Epoch [26][380/470] lr: 1.000e-02, eta: 17:08:27, time: 1.409, data_time: 0.177, memory: 8471, top1_acc: 0.2781, top5_acc: 0.5219, loss_cls: 3.3458, loss: 3.3458 2020-07-04 05:34:49,343 - mmaction - INFO - Epoch [26][400/470] lr: 1.000e-02, eta: 17:07:46, time: 1.412, data_time: 0.452, memory: 8471, top1_acc: 0.2641, top5_acc: 0.5172, loss_cls: 3.3388, loss: 3.3388 2020-07-04 05:35:18,071 - mmaction - INFO - Epoch [26][420/470] lr: 1.000e-02, eta: 17:07:07, time: 1.435, data_time: 0.316, memory: 8471, top1_acc: 0.2484, top5_acc: 0.4922, loss_cls: 3.4992, loss: 3.4992 2020-07-04 05:35:45,972 - mmaction - INFO - Epoch [26][440/470] lr: 1.000e-02, eta: 17:06:25, time: 1.394, data_time: 0.224, memory: 8471, top1_acc: 0.3125, top5_acc: 0.5266, loss_cls: 3.2002, loss: 3.2002 2020-07-04 05:36:14,179 - mmaction - INFO - Epoch [26][460/470] lr: 1.000e-02, eta: 17:05:44, time: 1.414, data_time: 0.213, memory: 8471, top1_acc: 0.3203, top5_acc: 0.5781, loss_cls: 3.1503, loss: 3.1503 2020-07-04 05:37:55,875 - mmaction - INFO - Epoch [27][20/470] lr: 1.000e-02, eta: 17:07:09, time: 4.373, data_time: 2.601, memory: 8471, top1_acc: 0.2969, top5_acc: 0.5500, loss_cls: 3.1790, loss: 3.1790 2020-07-04 05:38:24,193 - mmaction - INFO - Epoch [27][40/470] lr: 1.000e-02, eta: 17:06:28, time: 1.416, data_time: 0.011, memory: 8471, top1_acc: 0.3297, top5_acc: 0.5641, loss_cls: 3.1270, loss: 3.1270 2020-07-04 05:38:52,640 - mmaction - INFO - Epoch [27][60/470] lr: 1.000e-02, eta: 17:05:48, time: 1.422, data_time: 0.004, memory: 8471, top1_acc: 0.3047, top5_acc: 0.5344, loss_cls: 3.1961, loss: 3.1961 2020-07-04 05:39:21,271 - mmaction - INFO - Epoch [27][80/470] lr: 1.000e-02, eta: 17:05:09, time: 1.433, data_time: 0.002, memory: 8471, top1_acc: 0.2594, top5_acc: 0.5062, loss_cls: 3.4304, loss: 3.4304 2020-07-04 05:39:49,650 - mmaction - INFO - Epoch [27][100/470] lr: 1.000e-02, eta: 17:04:28, time: 1.417, data_time: 0.002, memory: 8471, top1_acc: 0.2766, top5_acc: 0.5250, loss_cls: 3.3347, loss: 3.3347 2020-07-04 05:40:17,915 - mmaction - INFO - Epoch [27][120/470] lr: 1.000e-02, eta: 17:03:47, time: 1.410, data_time: 0.002, memory: 8471, top1_acc: 0.3078, top5_acc: 0.5719, loss_cls: 3.1694, loss: 3.1694 2020-07-04 05:40:46,243 - mmaction - INFO - Epoch [27][140/470] lr: 1.000e-02, eta: 17:03:07, time: 1.416, data_time: 0.007, memory: 8471, top1_acc: 0.2812, top5_acc: 0.4891, loss_cls: 3.4845, loss: 3.4845 2020-07-04 05:41:14,595 - mmaction - INFO - Epoch [27][160/470] lr: 1.000e-02, eta: 17:02:27, time: 1.420, data_time: 0.008, memory: 8471, top1_acc: 0.2828, top5_acc: 0.5062, loss_cls: 3.4458, loss: 3.4458 2020-07-04 05:41:43,137 - mmaction - INFO - Epoch [27][180/470] lr: 1.000e-02, eta: 17:01:47, time: 1.424, data_time: 0.005, memory: 8471, top1_acc: 0.2812, top5_acc: 0.5188, loss_cls: 3.3093, loss: 3.3093 2020-07-04 05:42:11,427 - mmaction - INFO - Epoch [27][200/470] lr: 1.000e-02, eta: 17:01:07, time: 1.418, data_time: 0.007, memory: 8471, top1_acc: 0.3031, top5_acc: 0.5188, loss_cls: 3.3003, loss: 3.3003 2020-07-04 05:42:39,413 - mmaction - INFO - Epoch [27][220/470] lr: 1.000e-02, eta: 17:00:25, time: 1.399, data_time: 0.005, memory: 8471, top1_acc: 0.3234, top5_acc: 0.5469, loss_cls: 3.2793, loss: 3.2793 2020-07-04 05:43:07,635 - mmaction - INFO - Epoch [27][240/470] lr: 1.000e-02, eta: 16:59:45, time: 1.409, data_time: 0.004, memory: 8471, top1_acc: 0.3156, top5_acc: 0.5234, loss_cls: 3.3616, loss: 3.3616 2020-07-04 05:43:35,471 - mmaction - INFO - Epoch [27][260/470] lr: 1.000e-02, eta: 16:59:03, time: 1.394, data_time: 0.006, memory: 8471, top1_acc: 0.3141, top5_acc: 0.5172, loss_cls: 3.3607, loss: 3.3607 2020-07-04 05:44:03,633 - mmaction - INFO - Epoch [27][280/470] lr: 1.000e-02, eta: 16:58:23, time: 1.410, data_time: 0.003, memory: 8471, top1_acc: 0.3094, top5_acc: 0.5328, loss_cls: 3.3001, loss: 3.3001 2020-07-04 05:44:31,975 - mmaction - INFO - Epoch [27][300/470] lr: 1.000e-02, eta: 16:57:42, time: 1.414, data_time: 0.003, memory: 8471, top1_acc: 0.2828, top5_acc: 0.5328, loss_cls: 3.3036, loss: 3.3036 2020-07-04 05:45:00,082 - mmaction - INFO - Epoch [27][320/470] lr: 1.000e-02, eta: 16:57:02, time: 1.405, data_time: 0.005, memory: 8471, top1_acc: 0.2766, top5_acc: 0.4969, loss_cls: 3.4628, loss: 3.4628 2020-07-04 05:45:28,859 - mmaction - INFO - Epoch [27][340/470] lr: 1.000e-02, eta: 16:56:23, time: 1.436, data_time: 0.004, memory: 8471, top1_acc: 0.3016, top5_acc: 0.5234, loss_cls: 3.3977, loss: 3.3977 2020-07-04 05:45:56,784 - mmaction - INFO - Epoch [27][360/470] lr: 1.000e-02, eta: 16:55:42, time: 1.401, data_time: 0.009, memory: 8471, top1_acc: 0.3141, top5_acc: 0.5062, loss_cls: 3.4097, loss: 3.4097 2020-07-04 05:46:25,376 - mmaction - INFO - Epoch [27][380/470] lr: 1.000e-02, eta: 16:55:03, time: 1.430, data_time: 0.003, memory: 8471, top1_acc: 0.3172, top5_acc: 0.5578, loss_cls: 3.2478, loss: 3.2478 2020-07-04 05:46:54,158 - mmaction - INFO - Epoch [27][400/470] lr: 1.000e-02, eta: 16:54:24, time: 1.435, data_time: 0.004, memory: 8471, top1_acc: 0.2922, top5_acc: 0.5188, loss_cls: 3.3622, loss: 3.3622 2020-07-04 05:47:22,921 - mmaction - INFO - Epoch [27][420/470] lr: 1.000e-02, eta: 16:53:46, time: 1.440, data_time: 0.006, memory: 8471, top1_acc: 0.2859, top5_acc: 0.5266, loss_cls: 3.2999, loss: 3.2999 2020-07-04 05:47:51,024 - mmaction - INFO - Epoch [27][440/470] lr: 1.000e-02, eta: 16:53:05, time: 1.405, data_time: 0.006, memory: 8471, top1_acc: 0.3234, top5_acc: 0.5484, loss_cls: 3.2755, loss: 3.2755 2020-07-04 05:48:19,694 - mmaction - INFO - Epoch [27][460/470] lr: 1.000e-02, eta: 16:52:26, time: 1.433, data_time: 0.005, memory: 8471, top1_acc: 0.2750, top5_acc: 0.5156, loss_cls: 3.3948, loss: 3.3948 2020-07-04 05:50:08,550 - mmaction - INFO - Epoch [28][20/470] lr: 1.000e-02, eta: 16:54:06, time: 4.726, data_time: 3.553, memory: 8471, top1_acc: 0.2922, top5_acc: 0.5266, loss_cls: 3.3059, loss: 3.3059 2020-07-04 05:50:36,808 - mmaction - INFO - Epoch [28][40/470] lr: 1.000e-02, eta: 16:53:26, time: 1.413, data_time: 0.023, memory: 8471, top1_acc: 0.2969, top5_acc: 0.5500, loss_cls: 3.2396, loss: 3.2396 2020-07-04 05:51:05,255 - mmaction - INFO - Epoch [28][60/470] lr: 1.000e-02, eta: 16:52:46, time: 1.421, data_time: 0.004, memory: 8471, top1_acc: 0.3141, top5_acc: 0.5437, loss_cls: 3.1729, loss: 3.1729 2020-07-04 05:51:33,708 - mmaction - INFO - Epoch [28][80/470] lr: 1.000e-02, eta: 16:52:07, time: 1.422, data_time: 0.004, memory: 8471, top1_acc: 0.2875, top5_acc: 0.5078, loss_cls: 3.3322, loss: 3.3322 2020-07-04 05:52:01,588 - mmaction - INFO - Epoch [28][100/470] lr: 1.000e-02, eta: 16:51:26, time: 1.396, data_time: 0.005, memory: 8471, top1_acc: 0.3063, top5_acc: 0.5578, loss_cls: 3.2294, loss: 3.2294 2020-07-04 05:52:29,818 - mmaction - INFO - Epoch [28][120/470] lr: 1.000e-02, eta: 16:50:45, time: 1.410, data_time: 0.005, memory: 8471, top1_acc: 0.2812, top5_acc: 0.5156, loss_cls: 3.3616, loss: 3.3616 2020-07-04 05:52:58,178 - mmaction - INFO - Epoch [28][140/470] lr: 1.000e-02, eta: 16:50:05, time: 1.418, data_time: 0.005, memory: 8471, top1_acc: 0.3141, top5_acc: 0.5469, loss_cls: 3.1769, loss: 3.1769 2020-07-04 05:53:26,210 - mmaction - INFO - Epoch [28][160/470] lr: 1.000e-02, eta: 16:49:25, time: 1.398, data_time: 0.005, memory: 8471, top1_acc: 0.2422, top5_acc: 0.5328, loss_cls: 3.3724, loss: 3.3724 2020-07-04 05:53:54,731 - mmaction - INFO - Epoch [28][180/470] lr: 1.000e-02, eta: 16:48:45, time: 1.427, data_time: 0.009, memory: 8471, top1_acc: 0.3125, top5_acc: 0.5484, loss_cls: 3.2534, loss: 3.2534 2020-07-04 05:54:23,190 - mmaction - INFO - Epoch [28][200/470] lr: 1.000e-02, eta: 16:48:06, time: 1.426, data_time: 0.008, memory: 8471, top1_acc: 0.3047, top5_acc: 0.5125, loss_cls: 3.3506, loss: 3.3506 2020-07-04 05:54:52,130 - mmaction - INFO - Epoch [28][220/470] lr: 1.000e-02, eta: 16:47:28, time: 1.445, data_time: 0.005, memory: 8471, top1_acc: 0.2953, top5_acc: 0.5328, loss_cls: 3.2189, loss: 3.2189 2020-07-04 05:55:20,413 - mmaction - INFO - Epoch [28][240/470] lr: 1.000e-02, eta: 16:46:49, time: 1.420, data_time: 0.008, memory: 8471, top1_acc: 0.2969, top5_acc: 0.5422, loss_cls: 3.2928, loss: 3.2928 2020-07-04 05:55:48,785 - mmaction - INFO - Epoch [28][260/470] lr: 1.000e-02, eta: 16:46:09, time: 1.413, data_time: 0.001, memory: 8471, top1_acc: 0.2938, top5_acc: 0.5437, loss_cls: 3.2634, loss: 3.2634 2020-07-04 05:56:17,477 - mmaction - INFO - Epoch [28][280/470] lr: 1.000e-02, eta: 16:45:30, time: 1.434, data_time: 0.007, memory: 8471, top1_acc: 0.2922, top5_acc: 0.5297, loss_cls: 3.3130, loss: 3.3130 2020-07-04 05:56:46,456 - mmaction - INFO - Epoch [28][300/470] lr: 1.000e-02, eta: 16:44:53, time: 1.453, data_time: 0.008, memory: 8471, top1_acc: 0.3078, top5_acc: 0.5703, loss_cls: 3.2175, loss: 3.2175 2020-07-04 05:57:14,839 - mmaction - INFO - Epoch [28][320/470] lr: 1.000e-02, eta: 16:44:13, time: 1.412, data_time: 0.003, memory: 8471, top1_acc: 0.3156, top5_acc: 0.5094, loss_cls: 3.2868, loss: 3.2868 2020-07-04 05:57:42,842 - mmaction - INFO - Epoch [28][340/470] lr: 1.000e-02, eta: 16:43:33, time: 1.406, data_time: 0.013, memory: 8471, top1_acc: 0.2891, top5_acc: 0.5125, loss_cls: 3.3864, loss: 3.3864 2020-07-04 05:58:10,975 - mmaction - INFO - Epoch [28][360/470] lr: 1.000e-02, eta: 16:42:53, time: 1.405, data_time: 0.005, memory: 8471, top1_acc: 0.3063, top5_acc: 0.5469, loss_cls: 3.1932, loss: 3.1932 2020-07-04 05:58:39,141 - mmaction - INFO - Epoch [28][380/470] lr: 1.000e-02, eta: 16:42:13, time: 1.406, data_time: 0.006, memory: 8471, top1_acc: 0.3094, top5_acc: 0.5312, loss_cls: 3.2655, loss: 3.2655 2020-07-04 05:59:07,947 - mmaction - INFO - Epoch [28][400/470] lr: 1.000e-02, eta: 16:41:35, time: 1.442, data_time: 0.010, memory: 8471, top1_acc: 0.3219, top5_acc: 0.5609, loss_cls: 3.1560, loss: 3.1560 2020-07-04 05:59:36,044 - mmaction - INFO - Epoch [28][420/470] lr: 1.000e-02, eta: 16:40:55, time: 1.406, data_time: 0.006, memory: 8471, top1_acc: 0.2844, top5_acc: 0.5547, loss_cls: 3.1550, loss: 3.1550 2020-07-04 06:00:10,910 - mmaction - INFO - Epoch [28][440/470] lr: 1.000e-02, eta: 16:40:33, time: 1.716, data_time: 0.006, memory: 8471, top1_acc: 0.2641, top5_acc: 0.5062, loss_cls: 3.4508, loss: 3.4508 2020-07-04 06:00:36,623 - mmaction - INFO - Epoch [28][460/470] lr: 1.000e-02, eta: 16:39:48, time: 1.315, data_time: 0.251, memory: 8471, top1_acc: 0.3312, top5_acc: 0.5672, loss_cls: 3.1980, loss: 3.1980 2020-07-04 06:02:30,159 - mmaction - INFO - Epoch [29][20/470] lr: 1.000e-02, eta: 16:41:15, time: 4.622, data_time: 3.774, memory: 8471, top1_acc: 0.3250, top5_acc: 0.5437, loss_cls: 3.2160, loss: 3.2160 2020-07-04 06:02:57,795 - mmaction - INFO - Epoch [29][40/470] lr: 1.000e-02, eta: 16:40:33, time: 1.377, data_time: 0.255, memory: 8471, top1_acc: 0.3063, top5_acc: 0.5188, loss_cls: 3.3258, loss: 3.3258 2020-07-04 06:03:25,551 - mmaction - INFO - Epoch [29][60/470] lr: 1.000e-02, eta: 16:39:52, time: 1.390, data_time: 0.069, memory: 8471, top1_acc: 0.2859, top5_acc: 0.5453, loss_cls: 3.2681, loss: 3.2681 2020-07-04 06:03:53,425 - mmaction - INFO - Epoch [29][80/470] lr: 1.000e-02, eta: 16:39:11, time: 1.394, data_time: 0.004, memory: 8471, top1_acc: 0.2797, top5_acc: 0.5484, loss_cls: 3.2970, loss: 3.2970 2020-07-04 06:04:21,578 - mmaction - INFO - Epoch [29][100/470] lr: 1.000e-02, eta: 16:38:31, time: 1.408, data_time: 0.005, memory: 8471, top1_acc: 0.2844, top5_acc: 0.5188, loss_cls: 3.3039, loss: 3.3039 2020-07-04 06:04:49,222 - mmaction - INFO - Epoch [29][120/470] lr: 1.000e-02, eta: 16:37:50, time: 1.380, data_time: 0.004, memory: 8471, top1_acc: 0.2828, top5_acc: 0.5391, loss_cls: 3.2719, loss: 3.2719 2020-07-04 06:05:17,478 - mmaction - INFO - Epoch [29][140/470] lr: 1.000e-02, eta: 16:37:10, time: 1.412, data_time: 0.006, memory: 8471, top1_acc: 0.2875, top5_acc: 0.5156, loss_cls: 3.3500, loss: 3.3500 2020-07-04 06:05:45,019 - mmaction - INFO - Epoch [29][160/470] lr: 1.000e-02, eta: 16:36:29, time: 1.382, data_time: 0.042, memory: 8471, top1_acc: 0.3031, top5_acc: 0.5328, loss_cls: 3.2785, loss: 3.2785 2020-07-04 06:06:13,561 - mmaction - INFO - Epoch [29][180/470] lr: 1.000e-02, eta: 16:35:50, time: 1.425, data_time: 0.064, memory: 8471, top1_acc: 0.3109, top5_acc: 0.5625, loss_cls: 3.1641, loss: 3.1641 2020-07-04 06:06:42,128 - mmaction - INFO - Epoch [29][200/470] lr: 1.000e-02, eta: 16:35:11, time: 1.426, data_time: 0.214, memory: 8471, top1_acc: 0.3156, top5_acc: 0.5563, loss_cls: 3.2333, loss: 3.2333 2020-07-04 06:07:10,424 - mmaction - INFO - Epoch [29][220/470] lr: 1.000e-02, eta: 16:34:32, time: 1.416, data_time: 0.103, memory: 8471, top1_acc: 0.3375, top5_acc: 0.5687, loss_cls: 3.0538, loss: 3.0538 2020-07-04 06:07:38,474 - mmaction - INFO - Epoch [29][240/470] lr: 1.000e-02, eta: 16:33:52, time: 1.402, data_time: 0.027, memory: 8471, top1_acc: 0.3031, top5_acc: 0.5359, loss_cls: 3.2200, loss: 3.2200 2020-07-04 06:08:06,644 - mmaction - INFO - Epoch [29][260/470] lr: 1.000e-02, eta: 16:33:13, time: 1.412, data_time: 0.006, memory: 8471, top1_acc: 0.2969, top5_acc: 0.5328, loss_cls: 3.2253, loss: 3.2253 2020-07-04 06:08:35,195 - mmaction - INFO - Epoch [29][280/470] lr: 1.000e-02, eta: 16:32:34, time: 1.424, data_time: 0.001, memory: 8471, top1_acc: 0.2734, top5_acc: 0.5078, loss_cls: 3.3720, loss: 3.3720 2020-07-04 06:09:03,806 - mmaction - INFO - Epoch [29][300/470] lr: 1.000e-02, eta: 16:31:56, time: 1.432, data_time: 0.008, memory: 8471, top1_acc: 0.3234, top5_acc: 0.5250, loss_cls: 3.3080, loss: 3.3080 2020-07-04 06:09:32,289 - mmaction - INFO - Epoch [29][320/470] lr: 1.000e-02, eta: 16:31:17, time: 1.422, data_time: 0.003, memory: 8471, top1_acc: 0.3312, top5_acc: 0.5734, loss_cls: 3.1459, loss: 3.1459 2020-07-04 06:10:00,058 - mmaction - INFO - Epoch [29][340/470] lr: 1.000e-02, eta: 16:30:37, time: 1.389, data_time: 0.006, memory: 8471, top1_acc: 0.3141, top5_acc: 0.5406, loss_cls: 3.2897, loss: 3.2897 2020-07-04 06:10:28,400 - mmaction - INFO - Epoch [29][360/470] lr: 1.000e-02, eta: 16:29:58, time: 1.418, data_time: 0.004, memory: 8471, top1_acc: 0.3000, top5_acc: 0.5641, loss_cls: 3.1787, loss: 3.1787 2020-07-04 06:10:57,148 - mmaction - INFO - Epoch [29][380/470] lr: 1.000e-02, eta: 16:29:20, time: 1.436, data_time: 0.005, memory: 8471, top1_acc: 0.2969, top5_acc: 0.5437, loss_cls: 3.3212, loss: 3.3212 2020-07-04 06:11:25,095 - mmaction - INFO - Epoch [29][400/470] lr: 1.000e-02, eta: 16:28:40, time: 1.399, data_time: 0.006, memory: 8471, top1_acc: 0.2844, top5_acc: 0.5234, loss_cls: 3.3964, loss: 3.3964 2020-07-04 06:11:53,203 - mmaction - INFO - Epoch [29][420/470] lr: 1.000e-02, eta: 16:28:00, time: 1.405, data_time: 0.004, memory: 8471, top1_acc: 0.2906, top5_acc: 0.5266, loss_cls: 3.2803, loss: 3.2803 2020-07-04 06:12:21,880 - mmaction - INFO - Epoch [29][440/470] lr: 1.000e-02, eta: 16:27:22, time: 1.436, data_time: 0.005, memory: 8471, top1_acc: 0.3219, top5_acc: 0.5625, loss_cls: 3.2024, loss: 3.2024 2020-07-04 06:12:50,133 - mmaction - INFO - Epoch [29][460/470] lr: 1.000e-02, eta: 16:26:43, time: 1.413, data_time: 0.002, memory: 8471, top1_acc: 0.3438, top5_acc: 0.5656, loss_cls: 3.0838, loss: 3.0838 2020-07-04 06:14:36,015 - mmaction - INFO - Epoch [30][20/470] lr: 1.000e-02, eta: 16:28:01, time: 4.561, data_time: 3.858, memory: 8471, top1_acc: 0.2953, top5_acc: 0.5422, loss_cls: 3.3309, loss: 3.3309 2020-07-04 06:15:03,971 - mmaction - INFO - Epoch [30][40/470] lr: 1.000e-02, eta: 16:27:21, time: 1.398, data_time: 0.581, memory: 8471, top1_acc: 0.3063, top5_acc: 0.5641, loss_cls: 3.2381, loss: 3.2381 2020-07-04 06:15:32,488 - mmaction - INFO - Epoch [30][60/470] lr: 1.000e-02, eta: 16:26:43, time: 1.426, data_time: 0.284, memory: 8471, top1_acc: 0.3125, top5_acc: 0.5687, loss_cls: 3.1661, loss: 3.1661 2020-07-04 06:16:00,373 - mmaction - INFO - Epoch [30][80/470] lr: 1.000e-02, eta: 16:26:02, time: 1.394, data_time: 0.018, memory: 8471, top1_acc: 0.2672, top5_acc: 0.5047, loss_cls: 3.2957, loss: 3.2957 2020-07-04 06:16:28,480 - mmaction - INFO - Epoch [30][100/470] lr: 1.000e-02, eta: 16:25:23, time: 1.404, data_time: 0.009, memory: 8471, top1_acc: 0.2687, top5_acc: 0.5203, loss_cls: 3.3540, loss: 3.3540 2020-07-04 06:16:56,326 - mmaction - INFO - Epoch [30][120/470] lr: 1.000e-02, eta: 16:24:42, time: 1.391, data_time: 0.005, memory: 8471, top1_acc: 0.2906, top5_acc: 0.5062, loss_cls: 3.3147, loss: 3.3147 2020-07-04 06:17:24,304 - mmaction - INFO - Epoch [30][140/470] lr: 1.000e-02, eta: 16:24:02, time: 1.395, data_time: 0.005, memory: 8471, top1_acc: 0.3344, top5_acc: 0.5625, loss_cls: 3.1398, loss: 3.1398 2020-07-04 06:17:52,772 - mmaction - INFO - Epoch [30][160/470] lr: 1.000e-02, eta: 16:23:24, time: 1.427, data_time: 0.009, memory: 8471, top1_acc: 0.2766, top5_acc: 0.5344, loss_cls: 3.3530, loss: 3.3530 2020-07-04 06:18:21,078 - mmaction - INFO - Epoch [30][180/470] lr: 1.000e-02, eta: 16:22:45, time: 1.419, data_time: 0.005, memory: 8471, top1_acc: 0.3141, top5_acc: 0.5422, loss_cls: 3.1840, loss: 3.1840 2020-07-04 06:18:49,552 - mmaction - INFO - Epoch [30][200/470] lr: 1.000e-02, eta: 16:22:07, time: 1.420, data_time: 0.003, memory: 8471, top1_acc: 0.3078, top5_acc: 0.5516, loss_cls: 3.1426, loss: 3.1426 2020-07-04 06:19:17,092 - mmaction - INFO - Epoch [30][220/470] lr: 1.000e-02, eta: 16:21:26, time: 1.379, data_time: 0.005, memory: 8471, top1_acc: 0.2797, top5_acc: 0.5188, loss_cls: 3.3419, loss: 3.3419 2020-07-04 06:19:46,424 - mmaction - INFO - Epoch [30][240/470] lr: 1.000e-02, eta: 16:20:50, time: 1.466, data_time: 0.006, memory: 8471, top1_acc: 0.3266, top5_acc: 0.5828, loss_cls: 2.9866, loss: 2.9866 2020-07-04 06:20:14,539 - mmaction - INFO - Epoch [30][260/470] lr: 1.000e-02, eta: 16:20:11, time: 1.404, data_time: 0.004, memory: 8471, top1_acc: 0.2687, top5_acc: 0.5094, loss_cls: 3.3943, loss: 3.3943 2020-07-04 06:20:42,462 - mmaction - INFO - Epoch [30][280/470] lr: 1.000e-02, eta: 16:19:31, time: 1.399, data_time: 0.005, memory: 8471, top1_acc: 0.3109, top5_acc: 0.5328, loss_cls: 3.2449, loss: 3.2449 2020-07-04 06:21:11,209 - mmaction - INFO - Epoch [30][300/470] lr: 1.000e-02, eta: 16:18:54, time: 1.437, data_time: 0.002, memory: 8471, top1_acc: 0.3078, top5_acc: 0.5312, loss_cls: 3.2356, loss: 3.2356 2020-07-04 06:21:39,544 - mmaction - INFO - Epoch [30][320/470] lr: 1.000e-02, eta: 16:18:15, time: 1.414, data_time: 0.002, memory: 8471, top1_acc: 0.3422, top5_acc: 0.5719, loss_cls: 3.1406, loss: 3.1406 2020-07-04 06:22:07,616 - mmaction - INFO - Epoch [30][340/470] lr: 1.000e-02, eta: 16:17:36, time: 1.404, data_time: 0.006, memory: 8471, top1_acc: 0.3172, top5_acc: 0.5375, loss_cls: 3.3086, loss: 3.3086 2020-07-04 06:22:36,303 - mmaction - INFO - Epoch [30][360/470] lr: 1.000e-02, eta: 16:16:58, time: 1.436, data_time: 0.006, memory: 8471, top1_acc: 0.3281, top5_acc: 0.5625, loss_cls: 3.1030, loss: 3.1030 2020-07-04 06:23:04,796 - mmaction - INFO - Epoch [30][380/470] lr: 1.000e-02, eta: 16:16:20, time: 1.427, data_time: 0.005, memory: 8471, top1_acc: 0.3016, top5_acc: 0.5250, loss_cls: 3.2602, loss: 3.2602 2020-07-04 06:23:32,370 - mmaction - INFO - Epoch [30][400/470] lr: 1.000e-02, eta: 16:15:39, time: 1.374, data_time: 0.001, memory: 8471, top1_acc: 0.3328, top5_acc: 0.5500, loss_cls: 3.2176, loss: 3.2176 2020-07-04 06:24:00,807 - mmaction - INFO - Epoch [30][420/470] lr: 1.000e-02, eta: 16:15:01, time: 1.425, data_time: 0.006, memory: 8471, top1_acc: 0.2891, top5_acc: 0.5328, loss_cls: 3.2950, loss: 3.2950 2020-07-04 06:24:29,317 - mmaction - INFO - Epoch [30][440/470] lr: 1.000e-02, eta: 16:14:23, time: 1.422, data_time: 0.004, memory: 8471, top1_acc: 0.3109, top5_acc: 0.5516, loss_cls: 3.3139, loss: 3.3139 2020-07-04 06:24:57,668 - mmaction - INFO - Epoch [30][460/470] lr: 1.000e-02, eta: 16:13:45, time: 1.420, data_time: 0.006, memory: 8471, top1_acc: 0.3156, top5_acc: 0.5281, loss_cls: 3.2379, loss: 3.2379 2020-07-04 06:25:12,403 - mmaction - INFO - Saving checkpoint at 30 epochs 2020-07-04 06:27:10,770 - mmaction - INFO - Evaluating top_k_accuracy... 2020-07-04 06:27:11,696 - mmaction - INFO - top1_acc 0.3374 top5_acc 0.5969 2020-07-04 06:27:11,696 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-07-04 06:27:11,799 - mmaction - INFO - mean_acc 0.3373 2020-07-04 06:27:11,815 - mmaction - INFO - Epoch [30][470/470] lr: 1.000e-02, top1_acc: 0.3374, top5_acc: 0.5969, mean_class_accuracy: 0.3373 2020-07-04 06:28:32,994 - mmaction - INFO - Epoch [31][20/470] lr: 1.000e-02, eta: 16:14:30, time: 4.055, data_time: 2.369, memory: 8471, top1_acc: 0.3109, top5_acc: 0.5469, loss_cls: 3.2418, loss: 3.2418 2020-07-04 06:29:01,491 - mmaction - INFO - Epoch [31][40/470] lr: 1.000e-02, eta: 16:13:52, time: 1.425, data_time: 0.005, memory: 8471, top1_acc: 0.3187, top5_acc: 0.5484, loss_cls: 3.1769, loss: 3.1769 2020-07-04 06:29:29,857 - mmaction - INFO - Epoch [31][60/470] lr: 1.000e-02, eta: 16:13:13, time: 1.412, data_time: 0.005, memory: 8471, top1_acc: 0.3234, top5_acc: 0.5453, loss_cls: 3.1186, loss: 3.1186 2020-07-04 06:29:57,568 - mmaction - INFO - Epoch [31][80/470] lr: 1.000e-02, eta: 16:12:34, time: 1.391, data_time: 0.011, memory: 8471, top1_acc: 0.3125, top5_acc: 0.5563, loss_cls: 3.1439, loss: 3.1439 2020-07-04 06:30:26,280 - mmaction - INFO - Epoch [31][100/470] lr: 1.000e-02, eta: 16:11:56, time: 1.435, data_time: 0.041, memory: 8471, top1_acc: 0.3359, top5_acc: 0.5656, loss_cls: 3.0316, loss: 3.0316 2020-07-04 06:30:55,332 - mmaction - INFO - Epoch [31][120/470] lr: 1.000e-02, eta: 16:11:20, time: 1.456, data_time: 0.006, memory: 8471, top1_acc: 0.2781, top5_acc: 0.5172, loss_cls: 3.3138, loss: 3.3138 2020-07-04 06:31:23,059 - mmaction - INFO - Epoch [31][140/470] lr: 1.000e-02, eta: 16:10:39, time: 1.377, data_time: 0.004, memory: 8471, top1_acc: 0.3094, top5_acc: 0.5359, loss_cls: 3.2759, loss: 3.2759 2020-07-04 06:31:51,193 - mmaction - INFO - Epoch [31][160/470] lr: 1.000e-02, eta: 16:10:01, time: 1.415, data_time: 0.012, memory: 8471, top1_acc: 0.2844, top5_acc: 0.5359, loss_cls: 3.2854, loss: 3.2854 2020-07-04 06:32:19,293 - mmaction - INFO - Epoch [31][180/470] lr: 1.000e-02, eta: 16:09:22, time: 1.405, data_time: 0.003, memory: 8471, top1_acc: 0.2969, top5_acc: 0.5781, loss_cls: 3.2036, loss: 3.2036 2020-07-04 06:32:47,638 - mmaction - INFO - Epoch [31][200/470] lr: 1.000e-02, eta: 16:08:44, time: 1.419, data_time: 0.005, memory: 8471, top1_acc: 0.3281, top5_acc: 0.5484, loss_cls: 3.2207, loss: 3.2207 2020-07-04 06:33:15,940 - mmaction - INFO - Epoch [31][220/470] lr: 1.000e-02, eta: 16:08:05, time: 1.413, data_time: 0.002, memory: 8471, top1_acc: 0.3406, top5_acc: 0.5719, loss_cls: 3.0922, loss: 3.0922 2020-07-04 06:33:44,161 - mmaction - INFO - Epoch [31][240/470] lr: 1.000e-02, eta: 16:07:27, time: 1.415, data_time: 0.006, memory: 8471, top1_acc: 0.3063, top5_acc: 0.5422, loss_cls: 3.2161, loss: 3.2161 2020-07-04 06:34:12,000 - mmaction - INFO - Epoch [31][260/470] lr: 1.000e-02, eta: 16:06:47, time: 1.389, data_time: 0.001, memory: 8471, top1_acc: 0.3031, top5_acc: 0.5563, loss_cls: 3.2379, loss: 3.2379 2020-07-04 06:34:40,499 - mmaction - INFO - Epoch [31][280/470] lr: 1.000e-02, eta: 16:06:10, time: 1.428, data_time: 0.006, memory: 8471, top1_acc: 0.3438, top5_acc: 0.5719, loss_cls: 3.1019, loss: 3.1019 2020-07-04 06:35:08,494 - mmaction - INFO - Epoch [31][300/470] lr: 1.000e-02, eta: 16:05:31, time: 1.398, data_time: 0.002, memory: 8471, top1_acc: 0.3094, top5_acc: 0.5406, loss_cls: 3.2203, loss: 3.2203 2020-07-04 06:35:36,342 - mmaction - INFO - Epoch [31][320/470] lr: 1.000e-02, eta: 16:04:51, time: 1.389, data_time: 0.002, memory: 8471, top1_acc: 0.2500, top5_acc: 0.4938, loss_cls: 3.4554, loss: 3.4554 2020-07-04 06:36:04,331 - mmaction - INFO - Epoch [31][340/470] lr: 1.000e-02, eta: 16:04:12, time: 1.399, data_time: 0.006, memory: 8471, top1_acc: 0.2844, top5_acc: 0.5344, loss_cls: 3.2897, loss: 3.2897 2020-07-04 06:36:31,990 - mmaction - INFO - Epoch [31][360/470] lr: 1.000e-02, eta: 16:03:32, time: 1.383, data_time: 0.006, memory: 8471, top1_acc: 0.3656, top5_acc: 0.6125, loss_cls: 2.9476, loss: 2.9476 2020-07-04 06:37:00,356 - mmaction - INFO - Epoch [31][380/470] lr: 1.000e-02, eta: 16:02:55, time: 1.420, data_time: 0.007, memory: 8471, top1_acc: 0.3031, top5_acc: 0.5547, loss_cls: 3.2233, loss: 3.2233 2020-07-04 06:37:28,526 - mmaction - INFO - Epoch [31][400/470] lr: 1.000e-02, eta: 16:02:16, time: 1.406, data_time: 0.004, memory: 8471, top1_acc: 0.2875, top5_acc: 0.5594, loss_cls: 3.1902, loss: 3.1902 2020-07-04 06:37:56,820 - mmaction - INFO - Epoch [31][420/470] lr: 1.000e-02, eta: 16:01:38, time: 1.420, data_time: 0.008, memory: 8471, top1_acc: 0.2922, top5_acc: 0.5609, loss_cls: 3.1291, loss: 3.1291 2020-07-04 06:38:25,119 - mmaction - INFO - Epoch [31][440/470] lr: 1.000e-02, eta: 16:01:00, time: 1.409, data_time: 0.003, memory: 8471, top1_acc: 0.3281, top5_acc: 0.5578, loss_cls: 3.1463, loss: 3.1463 2020-07-04 06:38:53,243 - mmaction - INFO - Epoch [31][460/470] lr: 1.000e-02, eta: 16:00:21, time: 1.407, data_time: 0.007, memory: 8471, top1_acc: 0.2984, top5_acc: 0.5188, loss_cls: 3.2887, loss: 3.2887 2020-07-04 06:40:43,562 - mmaction - INFO - Epoch [32][20/470] lr: 1.000e-02, eta: 16:01:40, time: 4.779, data_time: 4.001, memory: 8471, top1_acc: 0.2750, top5_acc: 0.5266, loss_cls: 3.3046, loss: 3.3046 2020-07-04 06:41:10,970 - mmaction - INFO - Epoch [32][40/470] lr: 1.000e-02, eta: 16:00:59, time: 1.372, data_time: 0.327, memory: 8471, top1_acc: 0.3359, top5_acc: 0.5734, loss_cls: 3.0337, loss: 3.0337 2020-07-04 06:41:39,327 - mmaction - INFO - Epoch [32][60/470] lr: 1.000e-02, eta: 16:00:21, time: 1.414, data_time: 0.007, memory: 8471, top1_acc: 0.3125, top5_acc: 0.5469, loss_cls: 3.2044, loss: 3.2044 2020-07-04 06:42:07,709 - mmaction - INFO - Epoch [32][80/470] lr: 1.000e-02, eta: 15:59:43, time: 1.419, data_time: 0.004, memory: 8471, top1_acc: 0.3063, top5_acc: 0.5312, loss_cls: 3.2417, loss: 3.2417 2020-07-04 06:42:35,755 - mmaction - INFO - Epoch [32][100/470] lr: 1.000e-02, eta: 15:59:04, time: 1.401, data_time: 0.005, memory: 8471, top1_acc: 0.3172, top5_acc: 0.5750, loss_cls: 3.0523, loss: 3.0523 2020-07-04 06:43:03,798 - mmaction - INFO - Epoch [32][120/470] lr: 1.000e-02, eta: 15:58:26, time: 1.406, data_time: 0.005, memory: 8471, top1_acc: 0.3328, top5_acc: 0.5516, loss_cls: 3.1966, loss: 3.1966 2020-07-04 06:43:31,825 - mmaction - INFO - Epoch [32][140/470] lr: 1.000e-02, eta: 15:57:47, time: 1.399, data_time: 0.001, memory: 8471, top1_acc: 0.2922, top5_acc: 0.5484, loss_cls: 3.2723, loss: 3.2723 2020-07-04 06:43:59,616 - mmaction - INFO - Epoch [32][160/470] lr: 1.000e-02, eta: 15:57:08, time: 1.392, data_time: 0.004, memory: 8471, top1_acc: 0.2984, top5_acc: 0.5359, loss_cls: 3.1756, loss: 3.1756 2020-07-04 06:44:27,566 - mmaction - INFO - Epoch [32][180/470] lr: 1.000e-02, eta: 15:56:29, time: 1.397, data_time: 0.003, memory: 8471, top1_acc: 0.2875, top5_acc: 0.5234, loss_cls: 3.3459, loss: 3.3459 2020-07-04 06:44:55,237 - mmaction - INFO - Epoch [32][200/470] lr: 1.000e-02, eta: 15:55:49, time: 1.382, data_time: 0.002, memory: 8471, top1_acc: 0.3094, top5_acc: 0.5312, loss_cls: 3.2803, loss: 3.2803 2020-07-04 06:45:23,039 - mmaction - INFO - Epoch [32][220/470] lr: 1.000e-02, eta: 15:55:10, time: 1.387, data_time: 0.004, memory: 8471, top1_acc: 0.2844, top5_acc: 0.5141, loss_cls: 3.3734, loss: 3.3734 2020-07-04 06:45:50,383 - mmaction - INFO - Epoch [32][240/470] lr: 1.000e-02, eta: 15:54:30, time: 1.369, data_time: 0.006, memory: 8471, top1_acc: 0.2891, top5_acc: 0.5172, loss_cls: 3.3415, loss: 3.3415 2020-07-04 06:46:18,265 - mmaction - INFO - Epoch [32][260/470] lr: 1.000e-02, eta: 15:53:51, time: 1.397, data_time: 0.004, memory: 8471, top1_acc: 0.3000, top5_acc: 0.5547, loss_cls: 3.2311, loss: 3.2311 2020-07-04 06:46:46,138 - mmaction - INFO - Epoch [32][280/470] lr: 1.000e-02, eta: 15:53:12, time: 1.390, data_time: 0.003, memory: 8471, top1_acc: 0.3031, top5_acc: 0.5375, loss_cls: 3.2665, loss: 3.2665 2020-07-04 06:47:14,281 - mmaction - INFO - Epoch [32][300/470] lr: 1.000e-02, eta: 15:52:34, time: 1.408, data_time: 0.005, memory: 8471, top1_acc: 0.3016, top5_acc: 0.5672, loss_cls: 3.1745, loss: 3.1745 2020-07-04 06:47:42,272 - mmaction - INFO - Epoch [32][320/470] lr: 1.000e-02, eta: 15:51:55, time: 1.399, data_time: 0.006, memory: 8471, top1_acc: 0.3031, top5_acc: 0.5469, loss_cls: 3.2454, loss: 3.2454 2020-07-04 06:48:10,262 - mmaction - INFO - Epoch [32][340/470] lr: 1.000e-02, eta: 15:51:16, time: 1.400, data_time: 0.005, memory: 8471, top1_acc: 0.3094, top5_acc: 0.5281, loss_cls: 3.3006, loss: 3.3006 2020-07-04 06:48:37,886 - mmaction - INFO - Epoch [32][360/470] lr: 1.000e-02, eta: 15:50:37, time: 1.383, data_time: 0.006, memory: 8471, top1_acc: 0.2891, top5_acc: 0.5344, loss_cls: 3.2840, loss: 3.2840 2020-07-04 06:49:05,449 - mmaction - INFO - Epoch [32][380/470] lr: 1.000e-02, eta: 15:49:58, time: 1.380, data_time: 0.003, memory: 8471, top1_acc: 0.3359, top5_acc: 0.5750, loss_cls: 3.1401, loss: 3.1401 2020-07-04 06:49:33,261 - mmaction - INFO - Epoch [32][400/470] lr: 1.000e-02, eta: 15:49:19, time: 1.388, data_time: 0.003, memory: 8471, top1_acc: 0.2969, top5_acc: 0.5625, loss_cls: 3.2084, loss: 3.2084 2020-07-04 06:50:01,342 - mmaction - INFO - Epoch [32][420/470] lr: 1.000e-02, eta: 15:48:40, time: 1.404, data_time: 0.004, memory: 8471, top1_acc: 0.2938, top5_acc: 0.5297, loss_cls: 3.3404, loss: 3.3404 2020-07-04 06:50:29,100 - mmaction - INFO - Epoch [32][440/470] lr: 1.000e-02, eta: 15:48:02, time: 1.390, data_time: 0.005, memory: 8471, top1_acc: 0.3016, top5_acc: 0.5328, loss_cls: 3.2504, loss: 3.2504 2020-07-04 06:50:57,097 - mmaction - INFO - Epoch [32][460/470] lr: 1.000e-02, eta: 15:47:23, time: 1.399, data_time: 0.001, memory: 8471, top1_acc: 0.3219, top5_acc: 0.5406, loss_cls: 3.2113, loss: 3.2113 2020-07-04 06:52:42,422 - mmaction - INFO - Epoch [33][20/470] lr: 1.000e-02, eta: 15:48:23, time: 4.505, data_time: 3.689, memory: 8471, top1_acc: 0.2922, top5_acc: 0.5375, loss_cls: 3.2958, loss: 3.2958 2020-07-04 06:53:10,143 - mmaction - INFO - Epoch [33][40/470] lr: 1.000e-02, eta: 15:47:43, time: 1.383, data_time: 0.595, memory: 8471, top1_acc: 0.3344, top5_acc: 0.5531, loss_cls: 3.0877, loss: 3.0877 2020-07-04 06:53:37,982 - mmaction - INFO - Epoch [33][60/470] lr: 1.000e-02, eta: 15:47:05, time: 1.393, data_time: 0.236, memory: 8471, top1_acc: 0.2828, top5_acc: 0.5266, loss_cls: 3.2943, loss: 3.2943 2020-07-04 06:54:05,488 - mmaction - INFO - Epoch [33][80/470] lr: 1.000e-02, eta: 15:46:25, time: 1.375, data_time: 0.212, memory: 8471, top1_acc: 0.2734, top5_acc: 0.5234, loss_cls: 3.3280, loss: 3.3280 2020-07-04 06:54:33,396 - mmaction - INFO - Epoch [33][100/470] lr: 1.000e-02, eta: 15:45:46, time: 1.397, data_time: 0.224, memory: 8471, top1_acc: 0.3187, top5_acc: 0.5656, loss_cls: 3.1334, loss: 3.1334 2020-07-04 06:55:01,484 - mmaction - INFO - Epoch [33][120/470] lr: 1.000e-02, eta: 15:45:08, time: 1.405, data_time: 0.004, memory: 8471, top1_acc: 0.3469, top5_acc: 0.5969, loss_cls: 3.0617, loss: 3.0617 2020-07-04 06:55:29,332 - mmaction - INFO - Epoch [33][140/470] lr: 1.000e-02, eta: 15:44:29, time: 1.390, data_time: 0.002, memory: 8471, top1_acc: 0.3203, top5_acc: 0.5484, loss_cls: 3.1281, loss: 3.1281 2020-07-04 06:55:57,667 - mmaction - INFO - Epoch [33][160/470] lr: 1.000e-02, eta: 15:43:52, time: 1.417, data_time: 0.069, memory: 8471, top1_acc: 0.3266, top5_acc: 0.5156, loss_cls: 3.2184, loss: 3.2184 2020-07-04 06:56:25,662 - mmaction - INFO - Epoch [33][180/470] lr: 1.000e-02, eta: 15:43:14, time: 1.403, data_time: 0.127, memory: 8471, top1_acc: 0.2734, top5_acc: 0.5078, loss_cls: 3.4155, loss: 3.4155 2020-07-04 06:56:54,773 - mmaction - INFO - Epoch [33][200/470] lr: 1.000e-02, eta: 15:42:38, time: 1.449, data_time: 0.057, memory: 8471, top1_acc: 0.3141, top5_acc: 0.5797, loss_cls: 3.1980, loss: 3.1980 2020-07-04 06:57:22,664 - mmaction - INFO - Epoch [33][220/470] lr: 1.000e-02, eta: 15:41:59, time: 1.398, data_time: 0.007, memory: 8471, top1_acc: 0.3234, top5_acc: 0.5578, loss_cls: 3.2323, loss: 3.2323 2020-07-04 06:57:50,880 - mmaction - INFO - Epoch [33][240/470] lr: 1.000e-02, eta: 15:41:22, time: 1.409, data_time: 0.005, memory: 8471, top1_acc: 0.3078, top5_acc: 0.5375, loss_cls: 3.3025, loss: 3.3025 2020-07-04 06:58:18,714 - mmaction - INFO - Epoch [33][260/470] lr: 1.000e-02, eta: 15:40:43, time: 1.395, data_time: 0.061, memory: 8471, top1_acc: 0.3016, top5_acc: 0.5344, loss_cls: 3.2259, loss: 3.2259 2020-07-04 06:58:46,815 - mmaction - INFO - Epoch [33][280/470] lr: 1.000e-02, eta: 15:40:05, time: 1.406, data_time: 0.198, memory: 8471, top1_acc: 0.3000, top5_acc: 0.5437, loss_cls: 3.2724, loss: 3.2724 2020-07-04 06:59:14,832 - mmaction - INFO - Epoch [33][300/470] lr: 1.000e-02, eta: 15:39:27, time: 1.401, data_time: 0.054, memory: 8471, top1_acc: 0.3297, top5_acc: 0.5500, loss_cls: 3.1230, loss: 3.1230 2020-07-04 06:59:42,954 - mmaction - INFO - Epoch [33][320/470] lr: 1.000e-02, eta: 15:38:49, time: 1.404, data_time: 0.140, memory: 8471, top1_acc: 0.2812, top5_acc: 0.5375, loss_cls: 3.2149, loss: 3.2149 2020-07-04 07:00:13,835 - mmaction - INFO - Epoch [33][340/470] lr: 1.000e-02, eta: 15:38:18, time: 1.540, data_time: 0.070, memory: 8471, top1_acc: 0.3063, top5_acc: 0.5453, loss_cls: 3.2518, loss: 3.2518 2020-07-04 07:00:41,968 - mmaction - INFO - Epoch [33][360/470] lr: 1.000e-02, eta: 15:37:40, time: 1.410, data_time: 0.338, memory: 8471, top1_acc: 0.3063, top5_acc: 0.5453, loss_cls: 3.1747, loss: 3.1747 2020-07-04 07:01:10,158 - mmaction - INFO - Epoch [33][380/470] lr: 1.000e-02, eta: 15:37:03, time: 1.410, data_time: 0.613, memory: 8471, top1_acc: 0.3125, top5_acc: 0.5844, loss_cls: 3.1358, loss: 3.1358 2020-07-04 07:01:38,080 - mmaction - INFO - Epoch [33][400/470] lr: 1.000e-02, eta: 15:36:24, time: 1.395, data_time: 0.484, memory: 8471, top1_acc: 0.3328, top5_acc: 0.5547, loss_cls: 3.2168, loss: 3.2168 2020-07-04 07:02:05,946 - mmaction - INFO - Epoch [33][420/470] lr: 1.000e-02, eta: 15:35:46, time: 1.397, data_time: 0.381, memory: 8471, top1_acc: 0.2703, top5_acc: 0.5016, loss_cls: 3.3465, loss: 3.3465 2020-07-04 07:02:34,073 - mmaction - INFO - Epoch [33][440/470] lr: 1.000e-02, eta: 15:35:08, time: 1.402, data_time: 0.606, memory: 8471, top1_acc: 0.3000, top5_acc: 0.5578, loss_cls: 3.1461, loss: 3.1461 2020-07-04 07:03:02,941 - mmaction - INFO - Epoch [33][460/470] lr: 1.000e-02, eta: 15:34:32, time: 1.442, data_time: 0.602, memory: 8471, top1_acc: 0.3156, top5_acc: 0.5531, loss_cls: 3.2020, loss: 3.2020 2020-07-04 07:04:57,932 - mmaction - INFO - Epoch [34][20/470] lr: 1.000e-02, eta: 15:35:40, time: 4.771, data_time: 3.239, memory: 8471, top1_acc: 0.3094, top5_acc: 0.5563, loss_cls: 3.1842, loss: 3.1842 2020-07-04 07:05:26,325 - mmaction - INFO - Epoch [34][40/470] lr: 1.000e-02, eta: 15:35:03, time: 1.416, data_time: 0.003, memory: 8471, top1_acc: 0.3266, top5_acc: 0.5672, loss_cls: 3.1343, loss: 3.1343 2020-07-04 07:05:54,573 - mmaction - INFO - Epoch [34][60/470] lr: 1.000e-02, eta: 15:34:25, time: 1.412, data_time: 0.006, memory: 8471, top1_acc: 0.3266, top5_acc: 0.5734, loss_cls: 3.0278, loss: 3.0278 2020-07-04 07:06:23,255 - mmaction - INFO - Epoch [34][80/470] lr: 1.000e-02, eta: 15:33:49, time: 1.434, data_time: 0.005, memory: 8471, top1_acc: 0.2938, top5_acc: 0.5359, loss_cls: 3.2561, loss: 3.2561 2020-07-04 07:06:51,450 - mmaction - INFO - Epoch [34][100/470] lr: 1.000e-02, eta: 15:33:11, time: 1.413, data_time: 0.006, memory: 8471, top1_acc: 0.3141, top5_acc: 0.5312, loss_cls: 3.2223, loss: 3.2223 2020-07-04 07:07:19,752 - mmaction - INFO - Epoch [34][120/470] lr: 1.000e-02, eta: 15:32:34, time: 1.411, data_time: 0.001, memory: 8471, top1_acc: 0.3063, top5_acc: 0.5609, loss_cls: 3.1764, loss: 3.1764 2020-07-04 07:07:47,769 - mmaction - INFO - Epoch [34][140/470] lr: 1.000e-02, eta: 15:31:56, time: 1.405, data_time: 0.006, memory: 8471, top1_acc: 0.2828, top5_acc: 0.5406, loss_cls: 3.2509, loss: 3.2509 2020-07-04 07:08:15,609 - mmaction - INFO - Epoch [34][160/470] lr: 1.000e-02, eta: 15:31:17, time: 1.384, data_time: 0.001, memory: 8471, top1_acc: 0.3125, top5_acc: 0.5484, loss_cls: 3.2212, loss: 3.2212 2020-07-04 07:08:43,821 - mmaction - INFO - Epoch [34][180/470] lr: 1.000e-02, eta: 15:30:40, time: 1.412, data_time: 0.010, memory: 8471, top1_acc: 0.3187, top5_acc: 0.5359, loss_cls: 3.2651, loss: 3.2651 2020-07-04 07:09:11,989 - mmaction - INFO - Epoch [34][200/470] lr: 1.000e-02, eta: 15:30:02, time: 1.411, data_time: 0.007, memory: 8471, top1_acc: 0.3172, top5_acc: 0.5484, loss_cls: 3.2080, loss: 3.2080 2020-07-04 07:09:40,142 - mmaction - INFO - Epoch [34][220/470] lr: 1.000e-02, eta: 15:29:25, time: 1.411, data_time: 0.006, memory: 8471, top1_acc: 0.2859, top5_acc: 0.5172, loss_cls: 3.3442, loss: 3.3442 2020-07-04 07:10:08,523 - mmaction - INFO - Epoch [34][240/470] lr: 1.000e-02, eta: 15:28:48, time: 1.420, data_time: 0.008, memory: 8471, top1_acc: 0.3109, top5_acc: 0.5500, loss_cls: 3.2177, loss: 3.2177 2020-07-04 07:10:36,586 - mmaction - INFO - Epoch [34][260/470] lr: 1.000e-02, eta: 15:28:10, time: 1.401, data_time: 0.001, memory: 8471, top1_acc: 0.2812, top5_acc: 0.5328, loss_cls: 3.3062, loss: 3.3062 2020-07-04 07:11:04,490 - mmaction - INFO - Epoch [34][280/470] lr: 1.000e-02, eta: 15:27:32, time: 1.397, data_time: 0.006, memory: 8471, top1_acc: 0.3078, top5_acc: 0.5500, loss_cls: 3.1928, loss: 3.1928 2020-07-04 07:11:32,829 - mmaction - INFO - Epoch [34][300/470] lr: 1.000e-02, eta: 15:26:55, time: 1.418, data_time: 0.001, memory: 8471, top1_acc: 0.3047, top5_acc: 0.5344, loss_cls: 3.2573, loss: 3.2573 2020-07-04 07:12:00,973 - mmaction - INFO - Epoch [34][320/470] lr: 1.000e-02, eta: 15:26:18, time: 1.406, data_time: 0.002, memory: 8471, top1_acc: 0.3344, top5_acc: 0.5219, loss_cls: 3.1490, loss: 3.1490 2020-07-04 07:12:29,326 - mmaction - INFO - Epoch [34][340/470] lr: 1.000e-02, eta: 15:25:41, time: 1.419, data_time: 0.003, memory: 8471, top1_acc: 0.3203, top5_acc: 0.5516, loss_cls: 3.1699, loss: 3.1699 2020-07-04 07:12:57,860 - mmaction - INFO - Epoch [34][360/470] lr: 1.000e-02, eta: 15:25:04, time: 1.426, data_time: 0.002, memory: 8471, top1_acc: 0.3359, top5_acc: 0.5578, loss_cls: 3.1556, loss: 3.1556 2020-07-04 07:13:26,176 - mmaction - INFO - Epoch [34][380/470] lr: 1.000e-02, eta: 15:24:27, time: 1.416, data_time: 0.002, memory: 8471, top1_acc: 0.2875, top5_acc: 0.5422, loss_cls: 3.2547, loss: 3.2547 2020-07-04 07:13:54,421 - mmaction - INFO - Epoch [34][400/470] lr: 1.000e-02, eta: 15:23:50, time: 1.413, data_time: 0.002, memory: 8471, top1_acc: 0.2891, top5_acc: 0.5359, loss_cls: 3.3443, loss: 3.3443 2020-07-04 07:14:23,410 - mmaction - INFO - Epoch [34][420/470] lr: 1.000e-02, eta: 15:23:15, time: 1.445, data_time: 0.002, memory: 8471, top1_acc: 0.3109, top5_acc: 0.5500, loss_cls: 3.1564, loss: 3.1564 2020-07-04 07:14:51,198 - mmaction - INFO - Epoch [34][440/470] lr: 1.000e-02, eta: 15:22:37, time: 1.393, data_time: 0.006, memory: 8471, top1_acc: 0.3156, top5_acc: 0.5312, loss_cls: 3.1838, loss: 3.1838 2020-07-04 07:15:19,514 - mmaction - INFO - Epoch [34][460/470] lr: 1.000e-02, eta: 15:22:00, time: 1.416, data_time: 0.002, memory: 8471, top1_acc: 0.3031, top5_acc: 0.5328, loss_cls: 3.2221, loss: 3.2221 2020-07-04 07:17:05,358 - mmaction - INFO - Epoch [35][20/470] lr: 1.000e-02, eta: 15:22:57, time: 4.649, data_time: 3.799, memory: 8471, top1_acc: 0.2812, top5_acc: 0.5328, loss_cls: 3.2796, loss: 3.2796 2020-07-04 07:17:32,888 - mmaction - INFO - Epoch [35][40/470] lr: 1.000e-02, eta: 15:22:18, time: 1.376, data_time: 0.547, memory: 8471, top1_acc: 0.3578, top5_acc: 0.5750, loss_cls: 3.0864, loss: 3.0864 2020-07-04 07:18:01,304 - mmaction - INFO - Epoch [35][60/470] lr: 1.000e-02, eta: 15:21:41, time: 1.418, data_time: 0.388, memory: 8471, top1_acc: 0.3312, top5_acc: 0.5672, loss_cls: 3.0807, loss: 3.0807 2020-07-04 07:18:29,361 - mmaction - INFO - Epoch [35][80/470] lr: 1.000e-02, eta: 15:21:04, time: 1.403, data_time: 0.455, memory: 8471, top1_acc: 0.2938, top5_acc: 0.5344, loss_cls: 3.3543, loss: 3.3543 2020-07-04 07:18:57,814 - mmaction - INFO - Epoch [35][100/470] lr: 1.000e-02, eta: 15:20:27, time: 1.423, data_time: 0.516, memory: 8471, top1_acc: 0.3141, top5_acc: 0.5578, loss_cls: 3.2012, loss: 3.2012 2020-07-04 07:19:26,160 - mmaction - INFO - Epoch [35][120/470] lr: 1.000e-02, eta: 15:19:50, time: 1.416, data_time: 0.381, memory: 8471, top1_acc: 0.2875, top5_acc: 0.5500, loss_cls: 3.2964, loss: 3.2964 2020-07-04 07:19:54,321 - mmaction - INFO - Epoch [35][140/470] lr: 1.000e-02, eta: 15:19:13, time: 1.410, data_time: 0.480, memory: 8471, top1_acc: 0.2828, top5_acc: 0.5375, loss_cls: 3.2594, loss: 3.2594 2020-07-04 07:20:22,390 - mmaction - INFO - Epoch [35][160/470] lr: 1.000e-02, eta: 15:18:36, time: 1.405, data_time: 0.513, memory: 8471, top1_acc: 0.3438, top5_acc: 0.5703, loss_cls: 3.0890, loss: 3.0890 2020-07-04 07:20:50,830 - mmaction - INFO - Epoch [35][180/470] lr: 1.000e-02, eta: 15:17:59, time: 1.422, data_time: 0.357, memory: 8471, top1_acc: 0.3016, top5_acc: 0.5469, loss_cls: 3.1945, loss: 3.1945 2020-07-04 07:21:18,825 - mmaction - INFO - Epoch [35][200/470] lr: 1.000e-02, eta: 15:17:21, time: 1.401, data_time: 0.381, memory: 8471, top1_acc: 0.3234, top5_acc: 0.5656, loss_cls: 3.1028, loss: 3.1028 2020-07-04 07:21:47,098 - mmaction - INFO - Epoch [35][220/470] lr: 1.000e-02, eta: 15:16:44, time: 1.410, data_time: 0.484, memory: 8471, top1_acc: 0.3250, top5_acc: 0.5516, loss_cls: 3.1036, loss: 3.1036 2020-07-04 07:22:14,961 - mmaction - INFO - Epoch [35][240/470] lr: 1.000e-02, eta: 15:16:07, time: 1.394, data_time: 0.517, memory: 8471, top1_acc: 0.3328, top5_acc: 0.5734, loss_cls: 3.0198, loss: 3.0198 2020-07-04 07:22:43,108 - mmaction - INFO - Epoch [35][260/470] lr: 1.000e-02, eta: 15:15:29, time: 1.407, data_time: 0.743, memory: 8471, top1_acc: 0.3187, top5_acc: 0.5203, loss_cls: 3.2378, loss: 3.2378 2020-07-04 07:23:11,343 - mmaction - INFO - Epoch [35][280/470] lr: 1.000e-02, eta: 15:14:52, time: 1.411, data_time: 0.689, memory: 8471, top1_acc: 0.3375, top5_acc: 0.5609, loss_cls: 3.1368, loss: 3.1368 2020-07-04 07:23:39,428 - mmaction - INFO - Epoch [35][300/470] lr: 1.000e-02, eta: 15:14:15, time: 1.407, data_time: 0.685, memory: 8471, top1_acc: 0.3391, top5_acc: 0.5719, loss_cls: 3.0406, loss: 3.0406 2020-07-04 07:24:07,361 - mmaction - INFO - Epoch [35][320/470] lr: 1.000e-02, eta: 15:13:38, time: 1.397, data_time: 0.451, memory: 8471, top1_acc: 0.2953, top5_acc: 0.5453, loss_cls: 3.2645, loss: 3.2645 2020-07-04 07:24:35,522 - mmaction - INFO - Epoch [35][340/470] lr: 1.000e-02, eta: 15:13:00, time: 1.406, data_time: 0.758, memory: 8471, top1_acc: 0.3094, top5_acc: 0.5750, loss_cls: 3.0824, loss: 3.0824 2020-07-04 07:25:03,646 - mmaction - INFO - Epoch [35][360/470] lr: 1.000e-02, eta: 15:12:23, time: 1.406, data_time: 0.495, memory: 8471, top1_acc: 0.2984, top5_acc: 0.5422, loss_cls: 3.1974, loss: 3.1974 2020-07-04 07:25:31,620 - mmaction - INFO - Epoch [35][380/470] lr: 1.000e-02, eta: 15:11:46, time: 1.399, data_time: 0.551, memory: 8471, top1_acc: 0.3156, top5_acc: 0.5234, loss_cls: 3.2188, loss: 3.2188 2020-07-04 07:25:59,310 - mmaction - INFO - Epoch [35][400/470] lr: 1.000e-02, eta: 15:11:08, time: 1.386, data_time: 0.416, memory: 8471, top1_acc: 0.2875, top5_acc: 0.5531, loss_cls: 3.2681, loss: 3.2681 2020-07-04 07:26:27,330 - mmaction - INFO - Epoch [35][420/470] lr: 1.000e-02, eta: 15:10:31, time: 1.400, data_time: 0.409, memory: 8471, top1_acc: 0.3219, top5_acc: 0.5797, loss_cls: 3.1049, loss: 3.1049 2020-07-04 07:26:55,464 - mmaction - INFO - Epoch [35][440/470] lr: 1.000e-02, eta: 15:09:54, time: 1.408, data_time: 0.452, memory: 8471, top1_acc: 0.3078, top5_acc: 0.5625, loss_cls: 3.1588, loss: 3.1588 2020-07-04 07:27:23,839 - mmaction - INFO - Epoch [35][460/470] lr: 1.000e-02, eta: 15:09:17, time: 1.415, data_time: 0.762, memory: 8471, top1_acc: 0.3172, top5_acc: 0.5563, loss_cls: 3.1874, loss: 3.1874 2020-07-04 07:27:37,684 - mmaction - INFO - Saving checkpoint at 35 epochs 2020-07-04 07:29:33,586 - mmaction - INFO - Evaluating top_k_accuracy... 2020-07-04 07:29:34,518 - mmaction - INFO - top1_acc 0.3732 top5_acc 0.6329 2020-07-04 07:29:34,518 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-07-04 07:29:34,575 - mmaction - INFO - mean_acc 0.3731 2020-07-04 07:29:34,582 - mmaction - INFO - Epoch [35][470/470] lr: 1.000e-02, top1_acc: 0.3732, top5_acc: 0.6329, mean_class_accuracy: 0.3731 2020-07-04 07:30:46,665 - mmaction - INFO - Epoch [36][20/470] lr: 1.000e-02, eta: 15:09:25, time: 3.601, data_time: 2.778, memory: 8471, top1_acc: 0.3078, top5_acc: 0.5766, loss_cls: 3.1167, loss: 3.1167 2020-07-04 07:31:14,385 - mmaction - INFO - Epoch [36][40/470] lr: 1.000e-02, eta: 15:08:48, time: 1.387, data_time: 0.472, memory: 8471, top1_acc: 0.2891, top5_acc: 0.5469, loss_cls: 3.2673, loss: 3.2673 2020-07-04 07:31:42,161 - mmaction - INFO - Epoch [36][60/470] lr: 1.000e-02, eta: 15:08:10, time: 1.387, data_time: 0.302, memory: 8471, top1_acc: 0.3344, top5_acc: 0.5656, loss_cls: 3.1628, loss: 3.1628 2020-07-04 07:32:09,410 - mmaction - INFO - Epoch [36][80/470] lr: 1.000e-02, eta: 15:07:31, time: 1.366, data_time: 0.415, memory: 8471, top1_acc: 0.3391, top5_acc: 0.5672, loss_cls: 3.1276, loss: 3.1276 2020-07-04 07:32:37,381 - mmaction - INFO - Epoch [36][100/470] lr: 1.000e-02, eta: 15:06:53, time: 1.397, data_time: 0.519, memory: 8471, top1_acc: 0.3578, top5_acc: 0.5984, loss_cls: 2.9863, loss: 2.9863 2020-07-04 07:33:05,242 - mmaction - INFO - Epoch [36][120/470] lr: 1.000e-02, eta: 15:06:16, time: 1.394, data_time: 0.288, memory: 8471, top1_acc: 0.3234, top5_acc: 0.5234, loss_cls: 3.2355, loss: 3.2355 2020-07-04 07:33:33,696 - mmaction - INFO - Epoch [36][140/470] lr: 1.000e-02, eta: 15:05:40, time: 1.423, data_time: 0.030, memory: 8471, top1_acc: 0.3344, top5_acc: 0.5328, loss_cls: 3.1131, loss: 3.1131 2020-07-04 07:34:01,528 - mmaction - INFO - Epoch [36][160/470] lr: 1.000e-02, eta: 15:05:02, time: 1.390, data_time: 0.183, memory: 8471, top1_acc: 0.3531, top5_acc: 0.5938, loss_cls: 2.9730, loss: 2.9730 2020-07-04 07:34:29,625 - mmaction - INFO - Epoch [36][180/470] lr: 1.000e-02, eta: 15:04:25, time: 1.404, data_time: 0.225, memory: 8471, top1_acc: 0.3234, top5_acc: 0.5719, loss_cls: 3.0657, loss: 3.0657 2020-07-04 07:34:57,346 - mmaction - INFO - Epoch [36][200/470] lr: 1.000e-02, eta: 15:03:47, time: 1.386, data_time: 0.389, memory: 8471, top1_acc: 0.3516, top5_acc: 0.5734, loss_cls: 3.0822, loss: 3.0822 2020-07-04 07:35:25,709 - mmaction - INFO - Epoch [36][220/470] lr: 1.000e-02, eta: 15:03:11, time: 1.420, data_time: 0.096, memory: 8471, top1_acc: 0.3391, top5_acc: 0.5437, loss_cls: 3.1063, loss: 3.1063 2020-07-04 07:35:54,100 - mmaction - INFO - Epoch [36][240/470] lr: 1.000e-02, eta: 15:02:35, time: 1.419, data_time: 0.003, memory: 8471, top1_acc: 0.3078, top5_acc: 0.5437, loss_cls: 3.2381, loss: 3.2381 2020-07-04 07:36:22,586 - mmaction - INFO - Epoch [36][260/470] lr: 1.000e-02, eta: 15:01:59, time: 1.420, data_time: 0.002, memory: 8471, top1_acc: 0.3312, top5_acc: 0.5422, loss_cls: 3.1588, loss: 3.1588 2020-07-04 07:36:50,835 - mmaction - INFO - Epoch [36][280/470] lr: 1.000e-02, eta: 15:01:22, time: 1.416, data_time: 0.007, memory: 8471, top1_acc: 0.3141, top5_acc: 0.5656, loss_cls: 3.1564, loss: 3.1564 2020-07-04 07:37:18,854 - mmaction - INFO - Epoch [36][300/470] lr: 1.000e-02, eta: 15:00:45, time: 1.400, data_time: 0.002, memory: 8471, top1_acc: 0.3047, top5_acc: 0.5297, loss_cls: 3.2251, loss: 3.2251 2020-07-04 07:37:47,521 - mmaction - INFO - Epoch [36][320/470] lr: 1.000e-02, eta: 15:00:10, time: 1.434, data_time: 0.005, memory: 8471, top1_acc: 0.3500, top5_acc: 0.5484, loss_cls: 3.1646, loss: 3.1646 2020-07-04 07:38:15,992 - mmaction - INFO - Epoch [36][340/470] lr: 1.000e-02, eta: 14:59:33, time: 1.419, data_time: 0.003, memory: 8471, top1_acc: 0.3422, top5_acc: 0.5766, loss_cls: 3.0825, loss: 3.0825 2020-07-04 07:38:44,302 - mmaction - INFO - Epoch [36][360/470] lr: 1.000e-02, eta: 14:58:57, time: 1.416, data_time: 0.015, memory: 8471, top1_acc: 0.3328, top5_acc: 0.5500, loss_cls: 3.1878, loss: 3.1878 2020-07-04 07:39:11,763 - mmaction - INFO - Epoch [36][380/470] lr: 1.000e-02, eta: 14:58:19, time: 1.376, data_time: 0.013, memory: 8471, top1_acc: 0.2953, top5_acc: 0.5578, loss_cls: 3.2145, loss: 3.2145 2020-07-04 07:39:40,023 - mmaction - INFO - Epoch [36][400/470] lr: 1.000e-02, eta: 14:57:42, time: 1.409, data_time: 0.006, memory: 8471, top1_acc: 0.3000, top5_acc: 0.5078, loss_cls: 3.4133, loss: 3.4133 2020-07-04 07:40:08,485 - mmaction - INFO - Epoch [36][420/470] lr: 1.000e-02, eta: 14:57:07, time: 1.426, data_time: 0.009, memory: 8471, top1_acc: 0.3125, top5_acc: 0.5875, loss_cls: 3.1128, loss: 3.1128 2020-07-04 07:40:36,173 - mmaction - INFO - Epoch [36][440/470] lr: 1.000e-02, eta: 14:56:29, time: 1.386, data_time: 0.009, memory: 8471, top1_acc: 0.3312, top5_acc: 0.5703, loss_cls: 3.0820, loss: 3.0820 2020-07-04 07:41:04,444 - mmaction - INFO - Epoch [36][460/470] lr: 1.000e-02, eta: 14:55:53, time: 1.411, data_time: 0.051, memory: 8471, top1_acc: 0.3438, top5_acc: 0.5484, loss_cls: 3.1730, loss: 3.1730 2020-07-04 07:42:52,421 - mmaction - INFO - Epoch [37][20/470] lr: 1.000e-02, eta: 14:56:42, time: 4.640, data_time: 3.963, memory: 8471, top1_acc: 0.3312, top5_acc: 0.5734, loss_cls: 3.1059, loss: 3.1059 2020-07-04 07:43:20,480 - mmaction - INFO - Epoch [37][40/470] lr: 1.000e-02, eta: 14:56:05, time: 1.404, data_time: 0.464, memory: 8471, top1_acc: 0.3469, top5_acc: 0.5875, loss_cls: 3.0267, loss: 3.0267 2020-07-04 07:43:48,606 - mmaction - INFO - Epoch [37][60/470] lr: 1.000e-02, eta: 14:55:28, time: 1.404, data_time: 0.004, memory: 8471, top1_acc: 0.3484, top5_acc: 0.5656, loss_cls: 3.1618, loss: 3.1618 2020-07-04 07:44:16,284 - mmaction - INFO - Epoch [37][80/470] lr: 1.000e-02, eta: 14:54:50, time: 1.384, data_time: 0.104, memory: 8471, top1_acc: 0.3109, top5_acc: 0.5250, loss_cls: 3.2433, loss: 3.2433 2020-07-04 07:44:43,991 - mmaction - INFO - Epoch [37][100/470] lr: 1.000e-02, eta: 14:54:13, time: 1.386, data_time: 0.134, memory: 8471, top1_acc: 0.3344, top5_acc: 0.5625, loss_cls: 3.1831, loss: 3.1831 2020-07-04 07:45:11,704 - mmaction - INFO - Epoch [37][120/470] lr: 1.000e-02, eta: 14:53:35, time: 1.386, data_time: 0.172, memory: 8471, top1_acc: 0.3203, top5_acc: 0.5609, loss_cls: 3.1069, loss: 3.1069 2020-07-04 07:45:39,526 - mmaction - INFO - Epoch [37][140/470] lr: 1.000e-02, eta: 14:52:58, time: 1.393, data_time: 0.003, memory: 8471, top1_acc: 0.3031, top5_acc: 0.5391, loss_cls: 3.2098, loss: 3.2098 2020-07-04 07:46:07,902 - mmaction - INFO - Epoch [37][160/470] lr: 1.000e-02, eta: 14:52:22, time: 1.416, data_time: 0.002, memory: 8471, top1_acc: 0.3000, top5_acc: 0.5344, loss_cls: 3.2790, loss: 3.2790 2020-07-04 07:46:36,537 - mmaction - INFO - Epoch [37][180/470] lr: 1.000e-02, eta: 14:51:46, time: 1.431, data_time: 0.004, memory: 8471, top1_acc: 0.2953, top5_acc: 0.5281, loss_cls: 3.3607, loss: 3.3607 2020-07-04 07:47:04,628 - mmaction - INFO - Epoch [37][200/470] lr: 1.000e-02, eta: 14:51:09, time: 1.399, data_time: 0.006, memory: 8471, top1_acc: 0.3219, top5_acc: 0.5672, loss_cls: 3.0931, loss: 3.0931 2020-07-04 07:47:32,566 - mmaction - INFO - Epoch [37][220/470] lr: 1.000e-02, eta: 14:50:33, time: 1.402, data_time: 0.010, memory: 8471, top1_acc: 0.3312, top5_acc: 0.5203, loss_cls: 3.2535, loss: 3.2535 2020-07-04 07:48:00,333 - mmaction - INFO - Epoch [37][240/470] lr: 1.000e-02, eta: 14:49:55, time: 1.389, data_time: 0.007, memory: 8471, top1_acc: 0.3328, top5_acc: 0.5781, loss_cls: 3.0781, loss: 3.0781 2020-07-04 07:48:27,614 - mmaction - INFO - Epoch [37][260/470] lr: 1.000e-02, eta: 14:49:17, time: 1.364, data_time: 0.004, memory: 8471, top1_acc: 0.2938, top5_acc: 0.5375, loss_cls: 3.2680, loss: 3.2680 2020-07-04 07:48:55,886 - mmaction - INFO - Epoch [37][280/470] lr: 1.000e-02, eta: 14:48:41, time: 1.413, data_time: 0.005, memory: 8471, top1_acc: 0.2906, top5_acc: 0.5281, loss_cls: 3.2645, loss: 3.2645 2020-07-04 07:49:24,166 - mmaction - INFO - Epoch [37][300/470] lr: 1.000e-02, eta: 14:48:05, time: 1.413, data_time: 0.004, memory: 8471, top1_acc: 0.2969, top5_acc: 0.5516, loss_cls: 3.2097, loss: 3.2097 2020-07-04 07:49:52,716 - mmaction - INFO - Epoch [37][320/470] lr: 1.000e-02, eta: 14:47:29, time: 1.429, data_time: 0.006, memory: 8471, top1_acc: 0.3328, top5_acc: 0.5641, loss_cls: 3.0635, loss: 3.0635 2020-07-04 07:50:21,407 - mmaction - INFO - Epoch [37][340/470] lr: 1.000e-02, eta: 14:46:54, time: 1.434, data_time: 0.004, memory: 8471, top1_acc: 0.3234, top5_acc: 0.5641, loss_cls: 3.1092, loss: 3.1092 2020-07-04 07:50:49,463 - mmaction - INFO - Epoch [37][360/470] lr: 1.000e-02, eta: 14:46:17, time: 1.401, data_time: 0.004, memory: 8471, top1_acc: 0.3563, top5_acc: 0.5969, loss_cls: 2.9381, loss: 2.9381 2020-07-04 07:51:17,699 - mmaction - INFO - Epoch [37][380/470] lr: 1.000e-02, eta: 14:45:41, time: 1.413, data_time: 0.005, memory: 8471, top1_acc: 0.3250, top5_acc: 0.5641, loss_cls: 3.1608, loss: 3.1608 2020-07-04 07:51:45,690 - mmaction - INFO - Epoch [37][400/470] lr: 1.000e-02, eta: 14:45:05, time: 1.402, data_time: 0.006, memory: 8471, top1_acc: 0.2828, top5_acc: 0.5328, loss_cls: 3.3114, loss: 3.3114 2020-07-04 07:52:14,204 - mmaction - INFO - Epoch [37][420/470] lr: 1.000e-02, eta: 14:44:29, time: 1.423, data_time: 0.004, memory: 8471, top1_acc: 0.3016, top5_acc: 0.5594, loss_cls: 3.2574, loss: 3.2574 2020-07-04 07:52:42,097 - mmaction - INFO - Epoch [37][440/470] lr: 1.000e-02, eta: 14:43:52, time: 1.393, data_time: 0.004, memory: 8471, top1_acc: 0.3156, top5_acc: 0.5547, loss_cls: 3.1509, loss: 3.1509 2020-07-04 07:53:11,111 - mmaction - INFO - Epoch [37][460/470] lr: 1.000e-02, eta: 14:43:17, time: 1.450, data_time: 0.005, memory: 8471, top1_acc: 0.3422, top5_acc: 0.5781, loss_cls: 3.0530, loss: 3.0530 2020-07-04 07:54:53,629 - mmaction - INFO - Epoch [38][20/470] lr: 1.000e-02, eta: 14:43:53, time: 4.393, data_time: 3.403, memory: 8471, top1_acc: 0.3219, top5_acc: 0.5328, loss_cls: 3.2273, loss: 3.2273 2020-07-04 07:55:21,429 - mmaction - INFO - Epoch [38][40/470] lr: 1.000e-02, eta: 14:43:16, time: 1.391, data_time: 0.240, memory: 8471, top1_acc: 0.3172, top5_acc: 0.5656, loss_cls: 3.1527, loss: 3.1527 2020-07-04 07:55:49,058 - mmaction - INFO - Epoch [38][60/470] lr: 1.000e-02, eta: 14:42:39, time: 1.384, data_time: 0.114, memory: 8471, top1_acc: 0.3094, top5_acc: 0.5203, loss_cls: 3.2425, loss: 3.2425 2020-07-04 07:56:16,863 - mmaction - INFO - Epoch [38][80/470] lr: 1.000e-02, eta: 14:42:01, time: 1.387, data_time: 0.022, memory: 8471, top1_acc: 0.3125, top5_acc: 0.5563, loss_cls: 3.2668, loss: 3.2668 2020-07-04 07:56:44,995 - mmaction - INFO - Epoch [38][100/470] lr: 1.000e-02, eta: 14:41:25, time: 1.407, data_time: 0.006, memory: 8471, top1_acc: 0.3547, top5_acc: 0.5922, loss_cls: 2.9829, loss: 2.9829 2020-07-04 07:57:13,164 - mmaction - INFO - Epoch [38][120/470] lr: 1.000e-02, eta: 14:40:49, time: 1.407, data_time: 0.005, memory: 8471, top1_acc: 0.3375, top5_acc: 0.5578, loss_cls: 3.2604, loss: 3.2604 2020-07-04 07:57:41,065 - mmaction - INFO - Epoch [38][140/470] lr: 1.000e-02, eta: 14:40:12, time: 1.396, data_time: 0.008, memory: 8471, top1_acc: 0.3250, top5_acc: 0.5703, loss_cls: 3.1089, loss: 3.1089 2020-07-04 07:58:09,092 - mmaction - INFO - Epoch [38][160/470] lr: 1.000e-02, eta: 14:39:35, time: 1.402, data_time: 0.007, memory: 8471, top1_acc: 0.2906, top5_acc: 0.5031, loss_cls: 3.2727, loss: 3.2727 2020-07-04 07:58:37,060 - mmaction - INFO - Epoch [38][180/470] lr: 1.000e-02, eta: 14:38:59, time: 1.401, data_time: 0.005, memory: 8471, top1_acc: 0.3297, top5_acc: 0.5828, loss_cls: 3.0931, loss: 3.0931 2020-07-04 07:59:05,124 - mmaction - INFO - Epoch [38][200/470] lr: 1.000e-02, eta: 14:38:22, time: 1.400, data_time: 0.001, memory: 8471, top1_acc: 0.3297, top5_acc: 0.5734, loss_cls: 3.0704, loss: 3.0704 2020-07-04 07:59:33,229 - mmaction - INFO - Epoch [38][220/470] lr: 1.000e-02, eta: 14:37:46, time: 1.408, data_time: 0.005, memory: 8471, top1_acc: 0.3438, top5_acc: 0.5828, loss_cls: 3.0550, loss: 3.0550 2020-07-04 08:00:01,679 - mmaction - INFO - Epoch [38][240/470] lr: 1.000e-02, eta: 14:37:10, time: 1.420, data_time: 0.002, memory: 8471, top1_acc: 0.3016, top5_acc: 0.5297, loss_cls: 3.2222, loss: 3.2222 2020-07-04 08:00:33,548 - mmaction - INFO - Epoch [38][260/470] lr: 1.000e-02, eta: 14:36:41, time: 1.591, data_time: 0.280, memory: 8471, top1_acc: 0.3203, top5_acc: 0.5406, loss_cls: 3.2009, loss: 3.2009 2020-07-04 08:01:01,922 - mmaction - INFO - Epoch [38][280/470] lr: 1.000e-02, eta: 14:36:06, time: 1.421, data_time: 0.121, memory: 8471, top1_acc: 0.3234, top5_acc: 0.5391, loss_cls: 3.2393, loss: 3.2393 2020-07-04 08:01:30,076 - mmaction - INFO - Epoch [38][300/470] lr: 1.000e-02, eta: 14:35:30, time: 1.408, data_time: 0.005, memory: 8471, top1_acc: 0.3328, top5_acc: 0.5875, loss_cls: 3.0553, loss: 3.0553 2020-07-04 08:01:58,472 - mmaction - INFO - Epoch [38][320/470] lr: 1.000e-02, eta: 14:34:54, time: 1.419, data_time: 0.025, memory: 8471, top1_acc: 0.3172, top5_acc: 0.5531, loss_cls: 3.1623, loss: 3.1623 2020-07-04 08:02:27,387 - mmaction - INFO - Epoch [38][340/470] lr: 1.000e-02, eta: 14:34:19, time: 1.449, data_time: 0.051, memory: 8471, top1_acc: 0.3484, top5_acc: 0.5672, loss_cls: 3.1569, loss: 3.1569 2020-07-04 08:02:56,039 - mmaction - INFO - Epoch [38][360/470] lr: 1.000e-02, eta: 14:33:44, time: 1.428, data_time: 0.002, memory: 8471, top1_acc: 0.3281, top5_acc: 0.5719, loss_cls: 3.1673, loss: 3.1673 2020-07-04 08:03:24,781 - mmaction - INFO - Epoch [38][380/470] lr: 1.000e-02, eta: 14:33:09, time: 1.436, data_time: 0.006, memory: 8471, top1_acc: 0.3219, top5_acc: 0.5594, loss_cls: 3.1241, loss: 3.1241 2020-07-04 08:03:53,126 - mmaction - INFO - Epoch [38][400/470] lr: 1.000e-02, eta: 14:32:33, time: 1.423, data_time: 0.009, memory: 8471, top1_acc: 0.3234, top5_acc: 0.5469, loss_cls: 3.1057, loss: 3.1057 2020-07-04 08:04:21,105 - mmaction - INFO - Epoch [38][420/470] lr: 1.000e-02, eta: 14:31:57, time: 1.396, data_time: 0.003, memory: 8471, top1_acc: 0.3000, top5_acc: 0.5750, loss_cls: 3.1899, loss: 3.1899 2020-07-04 08:04:49,682 - mmaction - INFO - Epoch [38][440/470] lr: 1.000e-02, eta: 14:31:22, time: 1.427, data_time: 0.005, memory: 8471, top1_acc: 0.3219, top5_acc: 0.5609, loss_cls: 3.1302, loss: 3.1302 2020-07-04 08:05:17,641 - mmaction - INFO - Epoch [38][460/470] lr: 1.000e-02, eta: 14:30:45, time: 1.399, data_time: 0.008, memory: 8471, top1_acc: 0.3281, top5_acc: 0.5641, loss_cls: 3.0561, loss: 3.0561 2020-07-04 08:07:16,583 - mmaction - INFO - Epoch [39][20/470] lr: 1.000e-02, eta: 14:31:40, time: 4.977, data_time: 3.525, memory: 8471, top1_acc: 0.3031, top5_acc: 0.5250, loss_cls: 3.2849, loss: 3.2849 2020-07-04 08:07:44,609 - mmaction - INFO - Epoch [39][40/470] lr: 1.000e-02, eta: 14:31:03, time: 1.399, data_time: 0.178, memory: 8471, top1_acc: 0.3109, top5_acc: 0.5359, loss_cls: 3.2338, loss: 3.2338 2020-07-04 08:08:13,002 - mmaction - INFO - Epoch [39][60/470] lr: 1.000e-02, eta: 14:30:27, time: 1.422, data_time: 0.349, memory: 8471, top1_acc: 0.3094, top5_acc: 0.5437, loss_cls: 3.2082, loss: 3.2082 2020-07-04 08:08:41,282 - mmaction - INFO - Epoch [39][80/470] lr: 1.000e-02, eta: 14:29:51, time: 1.409, data_time: 0.079, memory: 8471, top1_acc: 0.3203, top5_acc: 0.5656, loss_cls: 3.0921, loss: 3.0921 2020-07-04 08:09:09,351 - mmaction - INFO - Epoch [39][100/470] lr: 1.000e-02, eta: 14:29:15, time: 1.406, data_time: 0.008, memory: 8471, top1_acc: 0.3438, top5_acc: 0.5578, loss_cls: 3.1461, loss: 3.1461 2020-07-04 08:09:37,471 - mmaction - INFO - Epoch [39][120/470] lr: 1.000e-02, eta: 14:28:39, time: 1.408, data_time: 0.005, memory: 8471, top1_acc: 0.3250, top5_acc: 0.5547, loss_cls: 3.2144, loss: 3.2144 2020-07-04 08:10:05,237 - mmaction - INFO - Epoch [39][140/470] lr: 1.000e-02, eta: 14:28:02, time: 1.387, data_time: 0.001, memory: 8471, top1_acc: 0.3328, top5_acc: 0.5766, loss_cls: 3.1092, loss: 3.1092 2020-07-04 08:10:33,728 - mmaction - INFO - Epoch [39][160/470] lr: 1.000e-02, eta: 14:27:27, time: 1.423, data_time: 0.003, memory: 8471, top1_acc: 0.3312, top5_acc: 0.5703, loss_cls: 3.1291, loss: 3.1291 2020-07-04 08:11:01,430 - mmaction - INFO - Epoch [39][180/470] lr: 1.000e-02, eta: 14:26:50, time: 1.386, data_time: 0.007, memory: 8471, top1_acc: 0.3281, top5_acc: 0.5687, loss_cls: 3.1083, loss: 3.1083 2020-07-04 08:11:29,291 - mmaction - INFO - Epoch [39][200/470] lr: 1.000e-02, eta: 14:26:13, time: 1.396, data_time: 0.004, memory: 8471, top1_acc: 0.3344, top5_acc: 0.5828, loss_cls: 3.0569, loss: 3.0569 2020-07-04 08:11:57,779 - mmaction - INFO - Epoch [39][220/470] lr: 1.000e-02, eta: 14:25:38, time: 1.424, data_time: 0.004, memory: 8471, top1_acc: 0.3203, top5_acc: 0.5609, loss_cls: 3.1051, loss: 3.1051 2020-07-04 08:12:25,220 - mmaction - INFO - Epoch [39][240/470] lr: 1.000e-02, eta: 14:25:01, time: 1.372, data_time: 0.002, memory: 8471, top1_acc: 0.3266, top5_acc: 0.5375, loss_cls: 3.1624, loss: 3.1624 2020-07-04 08:12:53,683 - mmaction - INFO - Epoch [39][260/470] lr: 1.000e-02, eta: 14:24:25, time: 1.423, data_time: 0.002, memory: 8471, top1_acc: 0.3250, top5_acc: 0.5641, loss_cls: 3.0959, loss: 3.0959 2020-07-04 08:13:22,064 - mmaction - INFO - Epoch [39][280/470] lr: 1.000e-02, eta: 14:23:50, time: 1.417, data_time: 0.003, memory: 8471, top1_acc: 0.3391, top5_acc: 0.5609, loss_cls: 3.0816, loss: 3.0816 2020-07-04 08:13:49,978 - mmaction - INFO - Epoch [39][300/470] lr: 1.000e-02, eta: 14:23:13, time: 1.397, data_time: 0.005, memory: 8471, top1_acc: 0.3250, top5_acc: 0.5891, loss_cls: 3.0530, loss: 3.0530 2020-07-04 08:14:17,914 - mmaction - INFO - Epoch [39][320/470] lr: 1.000e-02, eta: 14:22:37, time: 1.395, data_time: 0.004, memory: 8471, top1_acc: 0.3438, top5_acc: 0.5844, loss_cls: 3.0512, loss: 3.0512 2020-07-04 08:14:45,451 - mmaction - INFO - Epoch [39][340/470] lr: 1.000e-02, eta: 14:22:00, time: 1.379, data_time: 0.008, memory: 8471, top1_acc: 0.3234, top5_acc: 0.5266, loss_cls: 3.2415, loss: 3.2415 2020-07-04 08:15:13,899 - mmaction - INFO - Epoch [39][360/470] lr: 1.000e-02, eta: 14:21:25, time: 1.420, data_time: 0.003, memory: 8471, top1_acc: 0.3453, top5_acc: 0.5656, loss_cls: 3.0326, loss: 3.0326 2020-07-04 08:15:41,974 - mmaction - INFO - Epoch [39][380/470] lr: 1.000e-02, eta: 14:20:48, time: 1.401, data_time: 0.005, memory: 8471, top1_acc: 0.2859, top5_acc: 0.5297, loss_cls: 3.3123, loss: 3.3123 2020-07-04 08:16:10,618 - mmaction - INFO - Epoch [39][400/470] lr: 1.000e-02, eta: 14:20:14, time: 1.434, data_time: 0.009, memory: 8471, top1_acc: 0.3375, top5_acc: 0.5625, loss_cls: 3.1272, loss: 3.1272 2020-07-04 08:16:38,617 - mmaction - INFO - Epoch [39][420/470] lr: 1.000e-02, eta: 14:19:37, time: 1.400, data_time: 0.005, memory: 8471, top1_acc: 0.3063, top5_acc: 0.5734, loss_cls: 3.0970, loss: 3.0970 2020-07-04 08:17:06,719 - mmaction - INFO - Epoch [39][440/470] lr: 1.000e-02, eta: 14:19:02, time: 1.405, data_time: 0.006, memory: 8471, top1_acc: 0.3344, top5_acc: 0.5641, loss_cls: 3.0965, loss: 3.0965 2020-07-04 08:17:34,989 - mmaction - INFO - Epoch [39][460/470] lr: 1.000e-02, eta: 14:18:26, time: 1.413, data_time: 0.006, memory: 8471, top1_acc: 0.3172, top5_acc: 0.5391, loss_cls: 3.1670, loss: 3.1670 2020-07-04 08:19:29,231 - mmaction - INFO - Epoch [40][20/470] lr: 1.000e-02, eta: 14:19:17, time: 5.001, data_time: 2.414, memory: 8471, top1_acc: 0.3109, top5_acc: 0.5297, loss_cls: 3.2770, loss: 3.2770 2020-07-04 08:19:57,196 - mmaction - INFO - Epoch [40][40/470] lr: 1.000e-02, eta: 14:18:41, time: 1.396, data_time: 0.009, memory: 8471, top1_acc: 0.3250, top5_acc: 0.5547, loss_cls: 3.1506, loss: 3.1506 2020-07-04 08:20:25,393 - mmaction - INFO - Epoch [40][60/470] lr: 1.000e-02, eta: 14:18:05, time: 1.410, data_time: 0.005, memory: 8471, top1_acc: 0.3547, top5_acc: 0.6031, loss_cls: 3.0381, loss: 3.0381 2020-07-04 08:20:53,995 - mmaction - INFO - Epoch [40][80/470] lr: 1.000e-02, eta: 14:17:30, time: 1.429, data_time: 0.004, memory: 8471, top1_acc: 0.3547, top5_acc: 0.6000, loss_cls: 2.9942, loss: 2.9942 2020-07-04 08:21:21,761 - mmaction - INFO - Epoch [40][100/470] lr: 1.000e-02, eta: 14:16:53, time: 1.388, data_time: 0.010, memory: 8471, top1_acc: 0.3625, top5_acc: 0.5625, loss_cls: 3.1082, loss: 3.1082 2020-07-04 08:21:49,594 - mmaction - INFO - Epoch [40][120/470] lr: 1.000e-02, eta: 14:16:17, time: 1.391, data_time: 0.011, memory: 8471, top1_acc: 0.3109, top5_acc: 0.5500, loss_cls: 3.1951, loss: 3.1951 2020-07-04 08:22:17,914 - mmaction - INFO - Epoch [40][140/470] lr: 1.000e-02, eta: 14:15:41, time: 1.416, data_time: 0.007, memory: 8471, top1_acc: 0.3203, top5_acc: 0.5531, loss_cls: 3.0614, loss: 3.0614 2020-07-04 08:22:46,107 - mmaction - INFO - Epoch [40][160/470] lr: 1.000e-02, eta: 14:15:06, time: 1.412, data_time: 0.005, memory: 8471, top1_acc: 0.3609, top5_acc: 0.6031, loss_cls: 3.0036, loss: 3.0036 2020-07-04 08:23:14,324 - mmaction - INFO - Epoch [40][180/470] lr: 1.000e-02, eta: 14:14:30, time: 1.409, data_time: 0.003, memory: 8471, top1_acc: 0.3203, top5_acc: 0.5656, loss_cls: 3.1485, loss: 3.1485 2020-07-04 08:23:42,182 - mmaction - INFO - Epoch [40][200/470] lr: 1.000e-02, eta: 14:13:54, time: 1.393, data_time: 0.007, memory: 8471, top1_acc: 0.2906, top5_acc: 0.5312, loss_cls: 3.2704, loss: 3.2704 2020-07-04 08:24:10,403 - mmaction - INFO - Epoch [40][220/470] lr: 1.000e-02, eta: 14:13:18, time: 1.414, data_time: 0.006, memory: 8471, top1_acc: 0.3312, top5_acc: 0.5719, loss_cls: 3.1831, loss: 3.1831 2020-07-04 08:24:38,366 - mmaction - INFO - Epoch [40][240/470] lr: 1.000e-02, eta: 14:12:42, time: 1.396, data_time: 0.002, memory: 8471, top1_acc: 0.3312, top5_acc: 0.5656, loss_cls: 3.0776, loss: 3.0776 2020-07-04 08:25:06,812 - mmaction - INFO - Epoch [40][260/470] lr: 1.000e-02, eta: 14:12:07, time: 1.424, data_time: 0.005, memory: 8471, top1_acc: 0.3219, top5_acc: 0.5375, loss_cls: 3.2598, loss: 3.2598 2020-07-04 08:25:34,738 - mmaction - INFO - Epoch [40][280/470] lr: 1.000e-02, eta: 14:11:31, time: 1.396, data_time: 0.002, memory: 8471, top1_acc: 0.3281, top5_acc: 0.5437, loss_cls: 3.1969, loss: 3.1969 2020-07-04 08:26:02,802 - mmaction - INFO - Epoch [40][300/470] lr: 1.000e-02, eta: 14:10:55, time: 1.402, data_time: 0.005, memory: 8471, top1_acc: 0.3641, top5_acc: 0.5891, loss_cls: 3.0003, loss: 3.0003 2020-07-04 08:26:30,848 - mmaction - INFO - Epoch [40][320/470] lr: 1.000e-02, eta: 14:10:19, time: 1.404, data_time: 0.004, memory: 8471, top1_acc: 0.3281, top5_acc: 0.5625, loss_cls: 3.0902, loss: 3.0902 2020-07-04 08:26:59,182 - mmaction - INFO - Epoch [40][340/470] lr: 1.000e-02, eta: 14:09:43, time: 1.417, data_time: 0.002, memory: 8471, top1_acc: 0.3156, top5_acc: 0.5750, loss_cls: 3.1599, loss: 3.1599 2020-07-04 08:27:27,488 - mmaction - INFO - Epoch [40][360/470] lr: 1.000e-02, eta: 14:09:08, time: 1.414, data_time: 0.004, memory: 8471, top1_acc: 0.3406, top5_acc: 0.5578, loss_cls: 3.1426, loss: 3.1426 2020-07-04 08:27:55,510 - mmaction - INFO - Epoch [40][380/470] lr: 1.000e-02, eta: 14:08:32, time: 1.400, data_time: 0.004, memory: 8471, top1_acc: 0.2734, top5_acc: 0.5250, loss_cls: 3.2709, loss: 3.2709 2020-07-04 08:28:23,739 - mmaction - INFO - Epoch [40][400/470] lr: 1.000e-02, eta: 14:07:57, time: 1.411, data_time: 0.006, memory: 8471, top1_acc: 0.3312, top5_acc: 0.5563, loss_cls: 3.1455, loss: 3.1455 2020-07-04 08:28:52,067 - mmaction - INFO - Epoch [40][420/470] lr: 1.000e-02, eta: 14:07:21, time: 1.417, data_time: 0.005, memory: 8471, top1_acc: 0.3094, top5_acc: 0.5422, loss_cls: 3.3174, loss: 3.3174 2020-07-04 08:29:20,672 - mmaction - INFO - Epoch [40][440/470] lr: 1.000e-02, eta: 14:06:46, time: 1.430, data_time: 0.014, memory: 8471, top1_acc: 0.3312, top5_acc: 0.5687, loss_cls: 3.1189, loss: 3.1189 2020-07-04 08:29:49,351 - mmaction - INFO - Epoch [40][460/470] lr: 1.000e-02, eta: 14:06:12, time: 1.433, data_time: 0.005, memory: 8471, top1_acc: 0.2719, top5_acc: 0.5281, loss_cls: 3.2855, loss: 3.2855 2020-07-04 08:30:02,405 - mmaction - INFO - Saving checkpoint at 40 epochs 2020-07-04 08:32:03,366 - mmaction - INFO - Evaluating top_k_accuracy... 2020-07-04 08:32:04,297 - mmaction - INFO - top1_acc 0.3706 top5_acc 0.6234 2020-07-04 08:32:04,297 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-07-04 08:32:04,368 - mmaction - INFO - mean_acc 0.3704 2020-07-04 08:32:04,375 - mmaction - INFO - Epoch [40][470/470] lr: 1.000e-02, top1_acc: 0.3706, top5_acc: 0.6234, mean_class_accuracy: 0.3704 2020-07-04 08:33:36,166 - mmaction - INFO - Epoch [41][20/470] lr: 1.000e-02, eta: 14:06:45, time: 4.588, data_time: 3.770, memory: 8471, top1_acc: 0.3406, top5_acc: 0.5703, loss_cls: 3.0286, loss: 3.0286 2020-07-04 08:34:04,807 - mmaction - INFO - Epoch [41][40/470] lr: 1.000e-02, eta: 14:06:10, time: 1.428, data_time: 0.337, memory: 8471, top1_acc: 0.2953, top5_acc: 0.5641, loss_cls: 3.2072, loss: 3.2072 2020-07-04 08:34:33,509 - mmaction - INFO - Epoch [41][60/470] lr: 1.000e-02, eta: 14:05:35, time: 1.437, data_time: 0.064, memory: 8471, top1_acc: 0.3312, top5_acc: 0.5469, loss_cls: 3.2301, loss: 3.2301 2020-07-04 08:35:01,116 - mmaction - INFO - Epoch [41][80/470] lr: 1.000e-02, eta: 14:04:59, time: 1.379, data_time: 0.043, memory: 8471, top1_acc: 0.3641, top5_acc: 0.5844, loss_cls: 3.0193, loss: 3.0193 2020-07-04 08:35:29,883 - mmaction - INFO - Epoch [41][100/470] lr: 1.000e-02, eta: 14:04:24, time: 1.439, data_time: 0.029, memory: 8471, top1_acc: 0.3453, top5_acc: 0.5750, loss_cls: 3.0668, loss: 3.0668 2020-07-04 08:35:58,080 - mmaction - INFO - Epoch [41][120/470] lr: 1.000e-02, eta: 14:03:48, time: 1.409, data_time: 0.035, memory: 8471, top1_acc: 0.3500, top5_acc: 0.6000, loss_cls: 2.9384, loss: 2.9384 2020-07-04 08:36:26,514 - mmaction - INFO - Epoch [41][140/470] lr: 1.000e-02, eta: 14:03:13, time: 1.423, data_time: 0.038, memory: 8471, top1_acc: 0.3219, top5_acc: 0.5734, loss_cls: 3.1293, loss: 3.1293 2020-07-04 08:36:54,516 - mmaction - INFO - Epoch [41][160/470] lr: 1.000e-02, eta: 14:02:37, time: 1.402, data_time: 0.024, memory: 8471, top1_acc: 0.3125, top5_acc: 0.5734, loss_cls: 3.0649, loss: 3.0649 2020-07-04 08:37:23,055 - mmaction - INFO - Epoch [41][180/470] lr: 1.000e-02, eta: 14:02:02, time: 1.425, data_time: 0.127, memory: 8471, top1_acc: 0.3109, top5_acc: 0.5672, loss_cls: 3.0323, loss: 3.0323 2020-07-04 08:37:51,507 - mmaction - INFO - Epoch [41][200/470] lr: 1.000e-02, eta: 14:01:27, time: 1.421, data_time: 0.206, memory: 8471, top1_acc: 0.3187, top5_acc: 0.5531, loss_cls: 3.1307, loss: 3.1307 2020-07-04 08:38:19,408 - mmaction - INFO - Epoch [41][220/470] lr: 1.000e-02, eta: 14:00:51, time: 1.396, data_time: 0.006, memory: 8471, top1_acc: 0.3234, top5_acc: 0.5781, loss_cls: 3.1717, loss: 3.1717 2020-07-04 08:38:47,516 - mmaction - INFO - Epoch [41][240/470] lr: 1.000e-02, eta: 14:00:16, time: 1.406, data_time: 0.071, memory: 8471, top1_acc: 0.3203, top5_acc: 0.5813, loss_cls: 3.0764, loss: 3.0764 2020-07-04 08:39:16,219 - mmaction - INFO - Epoch [41][260/470] lr: 1.000e-02, eta: 13:59:41, time: 1.434, data_time: 0.073, memory: 8471, top1_acc: 0.3359, top5_acc: 0.5437, loss_cls: 3.1895, loss: 3.1895 2020-07-04 08:39:44,260 - mmaction - INFO - Epoch [41][280/470] lr: 1.000e-02, eta: 13:59:06, time: 1.404, data_time: 0.053, memory: 8471, top1_acc: 0.3531, top5_acc: 0.5625, loss_cls: 3.0723, loss: 3.0723 2020-07-04 08:40:12,657 - mmaction - INFO - Epoch [41][300/470] lr: 1.000e-02, eta: 13:58:30, time: 1.420, data_time: 0.060, memory: 8471, top1_acc: 0.3031, top5_acc: 0.5516, loss_cls: 3.1265, loss: 3.1265 2020-07-04 08:40:41,124 - mmaction - INFO - Epoch [41][320/470] lr: 1.000e-02, eta: 13:57:55, time: 1.424, data_time: 0.074, memory: 8471, top1_acc: 0.2953, top5_acc: 0.5344, loss_cls: 3.2491, loss: 3.2491 2020-07-04 08:41:09,595 - mmaction - INFO - Epoch [41][340/470] lr: 1.000e-02, eta: 13:57:21, time: 1.425, data_time: 0.024, memory: 8471, top1_acc: 0.3000, top5_acc: 0.5531, loss_cls: 3.2252, loss: 3.2252 2020-07-04 08:41:37,397 - mmaction - INFO - Epoch [41][360/470] lr: 1.000e-02, eta: 13:56:44, time: 1.386, data_time: 0.003, memory: 8471, top1_acc: 0.3438, top5_acc: 0.5875, loss_cls: 3.0552, loss: 3.0552 2020-07-04 08:42:06,618 - mmaction - INFO - Epoch [41][380/470] lr: 1.000e-02, eta: 13:56:11, time: 1.464, data_time: 0.005, memory: 8471, top1_acc: 0.3234, top5_acc: 0.5766, loss_cls: 3.1243, loss: 3.1243 2020-07-04 08:42:35,152 - mmaction - INFO - Epoch [41][400/470] lr: 1.000e-02, eta: 13:55:36, time: 1.428, data_time: 0.005, memory: 8471, top1_acc: 0.3172, top5_acc: 0.5453, loss_cls: 3.1535, loss: 3.1535 2020-07-04 08:43:03,641 - mmaction - INFO - Epoch [41][420/470] lr: 1.000e-02, eta: 13:55:01, time: 1.422, data_time: 0.001, memory: 8471, top1_acc: 0.3453, top5_acc: 0.5672, loss_cls: 3.0180, loss: 3.0180 2020-07-04 08:43:31,630 - mmaction - INFO - Epoch [41][440/470] lr: 1.000e-02, eta: 13:54:26, time: 1.402, data_time: 0.006, memory: 8471, top1_acc: 0.3156, top5_acc: 0.5813, loss_cls: 3.0864, loss: 3.0864 2020-07-04 08:44:00,303 - mmaction - INFO - Epoch [41][460/470] lr: 1.000e-02, eta: 13:53:51, time: 1.431, data_time: 0.001, memory: 8471, top1_acc: 0.3312, top5_acc: 0.5563, loss_cls: 3.1519, loss: 3.1519 2020-07-04 08:45:49,524 - mmaction - INFO - Epoch [42][20/470] lr: 1.000e-02, eta: 13:54:25, time: 4.709, data_time: 3.617, memory: 8471, top1_acc: 0.3656, top5_acc: 0.5781, loss_cls: 2.9935, loss: 2.9935 2020-07-04 08:46:17,983 - mmaction - INFO - Epoch [42][40/470] lr: 1.000e-02, eta: 13:53:50, time: 1.421, data_time: 0.076, memory: 8471, top1_acc: 0.3469, top5_acc: 0.5641, loss_cls: 3.1327, loss: 3.1327 2020-07-04 08:46:46,648 - mmaction - INFO - Epoch [42][60/470] lr: 1.000e-02, eta: 13:53:15, time: 1.431, data_time: 0.005, memory: 8471, top1_acc: 0.3547, top5_acc: 0.5891, loss_cls: 3.0168, loss: 3.0168 2020-07-04 08:47:15,335 - mmaction - INFO - Epoch [42][80/470] lr: 1.000e-02, eta: 13:52:41, time: 1.433, data_time: 0.006, memory: 8471, top1_acc: 0.3266, top5_acc: 0.5563, loss_cls: 3.1765, loss: 3.1765 2020-07-04 08:47:44,161 - mmaction - INFO - Epoch [42][100/470] lr: 1.000e-02, eta: 13:52:07, time: 1.442, data_time: 0.007, memory: 8471, top1_acc: 0.3297, top5_acc: 0.5391, loss_cls: 3.1697, loss: 3.1697 2020-07-04 08:48:12,598 - mmaction - INFO - Epoch [42][120/470] lr: 1.000e-02, eta: 13:51:32, time: 1.422, data_time: 0.008, memory: 8471, top1_acc: 0.3563, top5_acc: 0.5781, loss_cls: 2.9938, loss: 2.9938 2020-07-04 08:48:41,974 - mmaction - INFO - Epoch [42][140/470] lr: 1.000e-02, eta: 13:50:57, time: 1.420, data_time: 0.005, memory: 8471, top1_acc: 0.3203, top5_acc: 0.5734, loss_cls: 3.1757, loss: 3.1757 2020-07-04 08:49:10,547 - mmaction - INFO - Epoch [42][160/470] lr: 1.000e-02, eta: 13:50:24, time: 1.480, data_time: 0.116, memory: 8471, top1_acc: 0.3578, top5_acc: 0.5719, loss_cls: 3.0271, loss: 3.0271 2020-07-04 08:49:39,127 - mmaction - INFO - Epoch [42][180/470] lr: 1.000e-02, eta: 13:49:49, time: 1.426, data_time: 0.005, memory: 8471, top1_acc: 0.3453, top5_acc: 0.5625, loss_cls: 3.0487, loss: 3.0487 2020-07-04 08:50:07,508 - mmaction - INFO - Epoch [42][200/470] lr: 1.000e-02, eta: 13:49:14, time: 1.420, data_time: 0.007, memory: 8471, top1_acc: 0.3563, top5_acc: 0.5609, loss_cls: 3.0962, loss: 3.0962 2020-07-04 08:50:36,312 - mmaction - INFO - Epoch [42][220/470] lr: 1.000e-02, eta: 13:48:40, time: 1.442, data_time: 0.004, memory: 8471, top1_acc: 0.3344, top5_acc: 0.5984, loss_cls: 3.0445, loss: 3.0445 2020-07-04 08:51:03,997 - mmaction - INFO - Epoch [42][240/470] lr: 1.000e-02, eta: 13:48:03, time: 1.385, data_time: 0.003, memory: 8471, top1_acc: 0.3500, top5_acc: 0.5734, loss_cls: 3.0711, loss: 3.0711 2020-07-04 08:51:32,618 - mmaction - INFO - Epoch [42][260/470] lr: 1.000e-02, eta: 13:47:29, time: 1.431, data_time: 0.002, memory: 8471, top1_acc: 0.3031, top5_acc: 0.5547, loss_cls: 3.2007, loss: 3.2007 2020-07-04 08:52:01,656 - mmaction - INFO - Epoch [42][280/470] lr: 1.000e-02, eta: 13:46:55, time: 1.452, data_time: 0.003, memory: 8471, top1_acc: 0.3016, top5_acc: 0.5859, loss_cls: 3.0842, loss: 3.0842 2020-07-04 08:52:29,833 - mmaction - INFO - Epoch [42][300/470] lr: 1.000e-02, eta: 13:46:20, time: 1.404, data_time: 0.002, memory: 8471, top1_acc: 0.3469, top5_acc: 0.5844, loss_cls: 3.0025, loss: 3.0025 2020-07-04 08:52:58,479 - mmaction - INFO - Epoch [42][320/470] lr: 1.000e-02, eta: 13:45:45, time: 1.437, data_time: 0.008, memory: 8471, top1_acc: 0.3266, top5_acc: 0.5609, loss_cls: 3.0805, loss: 3.0805 2020-07-04 08:53:27,132 - mmaction - INFO - Epoch [42][340/470] lr: 1.000e-02, eta: 13:45:11, time: 1.432, data_time: 0.004, memory: 8471, top1_acc: 0.3469, top5_acc: 0.6219, loss_cls: 2.9793, loss: 2.9793 2020-07-04 08:53:55,191 - mmaction - INFO - Epoch [42][360/470] lr: 1.000e-02, eta: 13:44:35, time: 1.404, data_time: 0.003, memory: 8471, top1_acc: 0.3469, top5_acc: 0.5469, loss_cls: 3.0789, loss: 3.0789 2020-07-04 08:54:24,082 - mmaction - INFO - Epoch [42][380/470] lr: 1.000e-02, eta: 13:44:01, time: 1.442, data_time: 0.005, memory: 8471, top1_acc: 0.2953, top5_acc: 0.5047, loss_cls: 3.3127, loss: 3.3127 2020-07-04 08:54:52,431 - mmaction - INFO - Epoch [42][400/470] lr: 1.000e-02, eta: 13:43:26, time: 1.420, data_time: 0.006, memory: 8471, top1_acc: 0.3234, top5_acc: 0.5484, loss_cls: 3.1769, loss: 3.1769 2020-07-04 08:55:21,070 - mmaction - INFO - Epoch [42][420/470] lr: 1.000e-02, eta: 13:42:52, time: 1.433, data_time: 0.005, memory: 8471, top1_acc: 0.3359, top5_acc: 0.6172, loss_cls: 3.0359, loss: 3.0359 2020-07-04 08:55:49,509 - mmaction - INFO - Epoch [42][440/470] lr: 1.000e-02, eta: 13:42:17, time: 1.422, data_time: 0.002, memory: 8471, top1_acc: 0.3438, top5_acc: 0.5656, loss_cls: 3.0799, loss: 3.0799 2020-07-04 08:56:17,934 - mmaction - INFO - Epoch [42][460/470] lr: 1.000e-02, eta: 13:41:42, time: 1.414, data_time: 0.001, memory: 8471, top1_acc: 0.3609, top5_acc: 0.5750, loss_cls: 3.0285, loss: 3.0285 2020-07-04 08:58:08,206 - mmaction - INFO - Epoch [43][20/470] lr: 1.000e-02, eta: 13:42:14, time: 4.721, data_time: 3.789, memory: 8471, top1_acc: 0.3359, top5_acc: 0.5844, loss_cls: 2.9971, loss: 2.9971 2020-07-04 08:58:36,687 - mmaction - INFO - Epoch [43][40/470] lr: 1.000e-02, eta: 13:41:39, time: 1.423, data_time: 0.346, memory: 8471, top1_acc: 0.3391, top5_acc: 0.5828, loss_cls: 3.0533, loss: 3.0533 2020-07-04 08:59:04,685 - mmaction - INFO - Epoch [43][60/470] lr: 1.000e-02, eta: 13:41:03, time: 1.401, data_time: 0.125, memory: 8471, top1_acc: 0.3328, top5_acc: 0.5797, loss_cls: 3.0040, loss: 3.0040 2020-07-04 08:59:32,276 - mmaction - INFO - Epoch [43][80/470] lr: 1.000e-02, eta: 13:40:27, time: 1.380, data_time: 0.386, memory: 8471, top1_acc: 0.3438, top5_acc: 0.5797, loss_cls: 3.0138, loss: 3.0138 2020-07-04 09:00:00,597 - mmaction - INFO - Epoch [43][100/470] lr: 1.000e-02, eta: 13:39:52, time: 1.415, data_time: 0.248, memory: 8471, top1_acc: 0.3438, top5_acc: 0.5703, loss_cls: 3.1069, loss: 3.1069 2020-07-04 09:00:32,400 - mmaction - INFO - Epoch [43][120/470] lr: 1.000e-02, eta: 13:39:23, time: 1.586, data_time: 0.375, memory: 8471, top1_acc: 0.3469, top5_acc: 0.5828, loss_cls: 3.0436, loss: 3.0436 2020-07-04 09:00:59,613 - mmaction - INFO - Epoch [43][140/470] lr: 1.000e-02, eta: 13:38:46, time: 1.362, data_time: 0.568, memory: 8471, top1_acc: 0.3719, top5_acc: 0.6016, loss_cls: 2.9228, loss: 2.9228 2020-07-04 09:01:27,442 - mmaction - INFO - Epoch [43][160/470] lr: 1.000e-02, eta: 13:38:10, time: 1.396, data_time: 0.562, memory: 8471, top1_acc: 0.3500, top5_acc: 0.5813, loss_cls: 3.0584, loss: 3.0584 2020-07-04 09:01:55,122 - mmaction - INFO - Epoch [43][180/470] lr: 1.000e-02, eta: 13:37:34, time: 1.382, data_time: 0.523, memory: 8471, top1_acc: 0.3141, top5_acc: 0.5453, loss_cls: 3.2318, loss: 3.2318 2020-07-04 09:02:22,966 - mmaction - INFO - Epoch [43][200/470] lr: 1.000e-02, eta: 13:36:59, time: 1.389, data_time: 0.641, memory: 8471, top1_acc: 0.3391, top5_acc: 0.5781, loss_cls: 3.0186, loss: 3.0186 2020-07-04 09:02:51,362 - mmaction - INFO - Epoch [43][220/470] lr: 1.000e-02, eta: 13:36:24, time: 1.420, data_time: 0.770, memory: 8471, top1_acc: 0.3172, top5_acc: 0.5344, loss_cls: 3.2130, loss: 3.2130 2020-07-04 09:03:19,686 - mmaction - INFO - Epoch [43][240/470] lr: 1.000e-02, eta: 13:35:49, time: 1.415, data_time: 0.768, memory: 8471, top1_acc: 0.3328, top5_acc: 0.5734, loss_cls: 3.0989, loss: 3.0989 2020-07-04 09:03:47,556 - mmaction - INFO - Epoch [43][260/470] lr: 1.000e-02, eta: 13:35:13, time: 1.394, data_time: 0.754, memory: 8471, top1_acc: 0.3266, top5_acc: 0.5766, loss_cls: 3.1144, loss: 3.1144 2020-07-04 09:04:15,087 - mmaction - INFO - Epoch [43][280/470] lr: 1.000e-02, eta: 13:34:37, time: 1.376, data_time: 0.733, memory: 8471, top1_acc: 0.3453, top5_acc: 0.5719, loss_cls: 3.0535, loss: 3.0535 2020-07-04 09:04:43,064 - mmaction - INFO - Epoch [43][300/470] lr: 1.000e-02, eta: 13:34:02, time: 1.397, data_time: 0.756, memory: 8471, top1_acc: 0.3078, top5_acc: 0.5328, loss_cls: 3.2619, loss: 3.2619 2020-07-04 09:05:11,465 - mmaction - INFO - Epoch [43][320/470] lr: 1.000e-02, eta: 13:33:27, time: 1.422, data_time: 0.775, memory: 8471, top1_acc: 0.3234, top5_acc: 0.5422, loss_cls: 3.2026, loss: 3.2026 2020-07-04 09:05:40,158 - mmaction - INFO - Epoch [43][340/470] lr: 1.000e-02, eta: 13:32:53, time: 1.434, data_time: 0.787, memory: 8471, top1_acc: 0.3703, top5_acc: 0.6156, loss_cls: 2.9898, loss: 2.9898 2020-07-04 09:06:08,388 - mmaction - INFO - Epoch [43][360/470] lr: 1.000e-02, eta: 13:32:18, time: 1.413, data_time: 0.776, memory: 8471, top1_acc: 0.3547, top5_acc: 0.5734, loss_cls: 3.0972, loss: 3.0972 2020-07-04 09:06:36,136 - mmaction - INFO - Epoch [43][380/470] lr: 1.000e-02, eta: 13:31:42, time: 1.386, data_time: 0.747, memory: 8471, top1_acc: 0.3391, top5_acc: 0.5734, loss_cls: 3.0954, loss: 3.0954 2020-07-04 09:07:04,210 - mmaction - INFO - Epoch [43][400/470] lr: 1.000e-02, eta: 13:31:07, time: 1.406, data_time: 0.768, memory: 8471, top1_acc: 0.3500, top5_acc: 0.5844, loss_cls: 3.0561, loss: 3.0561 2020-07-04 09:07:32,321 - mmaction - INFO - Epoch [43][420/470] lr: 1.000e-02, eta: 13:30:32, time: 1.404, data_time: 0.757, memory: 8471, top1_acc: 0.3500, top5_acc: 0.5750, loss_cls: 3.0049, loss: 3.0049 2020-07-04 09:08:00,094 - mmaction - INFO - Epoch [43][440/470] lr: 1.000e-02, eta: 13:29:56, time: 1.391, data_time: 0.768, memory: 8471, top1_acc: 0.3516, top5_acc: 0.5719, loss_cls: 3.0183, loss: 3.0183 2020-07-04 09:08:28,260 - mmaction - INFO - Epoch [43][460/470] lr: 1.000e-02, eta: 13:29:21, time: 1.403, data_time: 0.764, memory: 8471, top1_acc: 0.3563, top5_acc: 0.5609, loss_cls: 3.0939, loss: 3.0939 2020-07-04 09:10:46,904 - mmaction - INFO - Epoch [44][20/470] lr: 1.000e-02, eta: 13:30:18, time: 5.643, data_time: 4.772, memory: 8471, top1_acc: 0.3281, top5_acc: 0.5859, loss_cls: 3.0962, loss: 3.0962 2020-07-04 09:11:15,174 - mmaction - INFO - Epoch [44][40/470] lr: 1.000e-02, eta: 13:29:44, time: 1.416, data_time: 0.537, memory: 8471, top1_acc: 0.3391, top5_acc: 0.5750, loss_cls: 3.0405, loss: 3.0405 2020-07-04 09:11:43,458 - mmaction - INFO - Epoch [44][60/470] lr: 1.000e-02, eta: 13:29:08, time: 1.410, data_time: 0.258, memory: 8471, top1_acc: 0.3484, top5_acc: 0.5953, loss_cls: 2.9676, loss: 2.9676 2020-07-04 09:12:11,166 - mmaction - INFO - Epoch [44][80/470] lr: 1.000e-02, eta: 13:28:33, time: 1.387, data_time: 0.412, memory: 8471, top1_acc: 0.3344, top5_acc: 0.5609, loss_cls: 3.0658, loss: 3.0658 2020-07-04 09:12:39,205 - mmaction - INFO - Epoch [44][100/470] lr: 1.000e-02, eta: 13:27:57, time: 1.400, data_time: 0.476, memory: 8471, top1_acc: 0.3453, top5_acc: 0.6250, loss_cls: 2.9153, loss: 2.9153 2020-07-04 09:13:07,493 - mmaction - INFO - Epoch [44][120/470] lr: 1.000e-02, eta: 13:27:22, time: 1.414, data_time: 0.259, memory: 8471, top1_acc: 0.3703, top5_acc: 0.6156, loss_cls: 2.8742, loss: 2.8742 2020-07-04 09:13:37,185 - mmaction - INFO - Epoch [44][140/470] lr: 1.000e-02, eta: 13:26:48, time: 1.419, data_time: 0.158, memory: 8471, top1_acc: 0.3219, top5_acc: 0.5656, loss_cls: 3.1274, loss: 3.1274 2020-07-04 09:14:05,380 - mmaction - INFO - Epoch [44][160/470] lr: 1.000e-02, eta: 13:26:15, time: 1.474, data_time: 0.285, memory: 8471, top1_acc: 0.3438, top5_acc: 0.5859, loss_cls: 3.0227, loss: 3.0227 2020-07-04 09:14:33,001 - mmaction - INFO - Epoch [44][180/470] lr: 1.000e-02, eta: 13:25:39, time: 1.381, data_time: 0.082, memory: 8471, top1_acc: 0.3344, top5_acc: 0.5719, loss_cls: 3.0247, loss: 3.0247 2020-07-04 09:15:01,132 - mmaction - INFO - Epoch [44][200/470] lr: 1.000e-02, eta: 13:25:04, time: 1.409, data_time: 0.007, memory: 8471, top1_acc: 0.3219, top5_acc: 0.5375, loss_cls: 3.1437, loss: 3.1437 2020-07-04 09:15:29,014 - mmaction - INFO - Epoch [44][220/470] lr: 1.000e-02, eta: 13:24:28, time: 1.397, data_time: 0.005, memory: 8471, top1_acc: 0.3344, top5_acc: 0.5766, loss_cls: 3.1401, loss: 3.1401 2020-07-04 09:15:57,212 - mmaction - INFO - Epoch [44][240/470] lr: 1.000e-02, eta: 13:23:53, time: 1.388, data_time: 0.001, memory: 8471, top1_acc: 0.3516, top5_acc: 0.5578, loss_cls: 3.1509, loss: 3.1509 2020-07-04 09:16:24,963 - mmaction - INFO - Epoch [44][260/470] lr: 1.000e-02, eta: 13:23:18, time: 1.410, data_time: 0.054, memory: 8471, top1_acc: 0.3547, top5_acc: 0.5641, loss_cls: 3.0862, loss: 3.0862 2020-07-04 09:16:53,089 - mmaction - INFO - Epoch [44][280/470] lr: 1.000e-02, eta: 13:22:43, time: 1.402, data_time: 0.002, memory: 8471, top1_acc: 0.3422, top5_acc: 0.5672, loss_cls: 3.1821, loss: 3.1821 2020-07-04 09:17:21,122 - mmaction - INFO - Epoch [44][300/470] lr: 1.000e-02, eta: 13:22:07, time: 1.401, data_time: 0.005, memory: 8471, top1_acc: 0.3172, top5_acc: 0.5609, loss_cls: 3.0979, loss: 3.0979 2020-07-04 09:17:49,312 - mmaction - INFO - Epoch [44][320/470] lr: 1.000e-02, eta: 13:21:33, time: 1.409, data_time: 0.007, memory: 8471, top1_acc: 0.3250, top5_acc: 0.5687, loss_cls: 3.1420, loss: 3.1420 2020-07-04 09:18:17,630 - mmaction - INFO - Epoch [44][340/470] lr: 1.000e-02, eta: 13:20:58, time: 1.417, data_time: 0.005, memory: 8471, top1_acc: 0.2703, top5_acc: 0.5344, loss_cls: 3.2569, loss: 3.2569 2020-07-04 09:18:45,944 - mmaction - INFO - Epoch [44][360/470] lr: 1.000e-02, eta: 13:20:23, time: 1.413, data_time: 0.005, memory: 8471, top1_acc: 0.2844, top5_acc: 0.5625, loss_cls: 3.2198, loss: 3.2198 2020-07-04 09:19:14,187 - mmaction - INFO - Epoch [44][380/470] lr: 1.000e-02, eta: 13:19:48, time: 1.414, data_time: 0.007, memory: 8471, top1_acc: 0.3297, top5_acc: 0.5687, loss_cls: 3.0369, loss: 3.0369 2020-07-04 09:19:42,277 - mmaction - INFO - Epoch [44][400/470] lr: 1.000e-02, eta: 13:19:13, time: 1.405, data_time: 0.007, memory: 8471, top1_acc: 0.3391, top5_acc: 0.5750, loss_cls: 3.0364, loss: 3.0364 2020-07-04 09:20:10,722 - mmaction - INFO - Epoch [44][420/470] lr: 1.000e-02, eta: 13:18:39, time: 1.421, data_time: 0.006, memory: 8471, top1_acc: 0.3359, top5_acc: 0.5641, loss_cls: 3.0595, loss: 3.0595 2020-07-04 09:20:38,625 - mmaction - INFO - Epoch [44][440/470] lr: 1.000e-02, eta: 13:18:04, time: 1.394, data_time: 0.006, memory: 8471, top1_acc: 0.3172, top5_acc: 0.5281, loss_cls: 3.2303, loss: 3.2303 2020-07-04 09:21:06,674 - mmaction - INFO - Epoch [44][460/470] lr: 1.000e-02, eta: 13:17:29, time: 1.407, data_time: 0.007, memory: 8471, top1_acc: 0.3281, top5_acc: 0.5656, loss_cls: 3.0641, loss: 3.0641 2020-07-04 09:22:54,003 - mmaction - INFO - Epoch [45][20/470] lr: 1.000e-02, eta: 13:17:53, time: 4.664, data_time: 3.826, memory: 8471, top1_acc: 0.3016, top5_acc: 0.5437, loss_cls: 3.2430, loss: 3.2430 2020-07-04 09:23:21,327 - mmaction - INFO - Epoch [45][40/470] lr: 1.000e-02, eta: 13:17:17, time: 1.369, data_time: 0.563, memory: 8471, top1_acc: 0.3266, top5_acc: 0.5594, loss_cls: 3.1919, loss: 3.1919 2020-07-04 09:23:49,485 - mmaction - INFO - Epoch [45][60/470] lr: 1.000e-02, eta: 13:16:42, time: 1.405, data_time: 0.456, memory: 8471, top1_acc: 0.3297, top5_acc: 0.5828, loss_cls: 3.0985, loss: 3.0985 2020-07-04 09:24:17,229 - mmaction - INFO - Epoch [45][80/470] lr: 1.000e-02, eta: 13:16:06, time: 1.388, data_time: 0.204, memory: 8471, top1_acc: 0.3734, top5_acc: 0.5906, loss_cls: 2.9695, loss: 2.9695 2020-07-04 09:24:44,985 - mmaction - INFO - Epoch [45][100/470] lr: 1.000e-02, eta: 13:15:31, time: 1.389, data_time: 0.421, memory: 8471, top1_acc: 0.3453, top5_acc: 0.5922, loss_cls: 2.9372, loss: 2.9372 2020-07-04 09:25:13,819 - mmaction - INFO - Epoch [45][120/470] lr: 1.000e-02, eta: 13:14:57, time: 1.442, data_time: 0.232, memory: 8471, top1_acc: 0.3297, top5_acc: 0.5469, loss_cls: 3.2578, loss: 3.2578 2020-07-04 09:25:42,335 - mmaction - INFO - Epoch [45][140/470] lr: 1.000e-02, eta: 13:14:22, time: 1.426, data_time: 0.002, memory: 8471, top1_acc: 0.3484, top5_acc: 0.5594, loss_cls: 3.0512, loss: 3.0512 2020-07-04 09:26:10,582 - mmaction - INFO - Epoch [45][160/470] lr: 1.000e-02, eta: 13:13:48, time: 1.412, data_time: 0.001, memory: 8471, top1_acc: 0.3500, top5_acc: 0.5687, loss_cls: 3.0789, loss: 3.0789 2020-07-04 09:26:38,659 - mmaction - INFO - Epoch [45][180/470] lr: 1.000e-02, eta: 13:13:13, time: 1.400, data_time: 0.003, memory: 8471, top1_acc: 0.3187, top5_acc: 0.5453, loss_cls: 3.2829, loss: 3.2829 2020-07-04 09:27:06,424 - mmaction - INFO - Epoch [45][200/470] lr: 1.000e-02, eta: 13:12:37, time: 1.392, data_time: 0.005, memory: 8471, top1_acc: 0.3375, top5_acc: 0.5891, loss_cls: 3.0530, loss: 3.0530 2020-07-04 09:27:34,558 - mmaction - INFO - Epoch [45][220/470] lr: 1.000e-02, eta: 13:12:02, time: 1.402, data_time: 0.002, memory: 8471, top1_acc: 0.3750, top5_acc: 0.5750, loss_cls: 2.9853, loss: 2.9853 2020-07-04 09:28:03,057 - mmaction - INFO - Epoch [45][240/470] lr: 1.000e-02, eta: 13:11:28, time: 1.426, data_time: 0.005, memory: 8471, top1_acc: 0.3500, top5_acc: 0.5719, loss_cls: 3.0483, loss: 3.0483 2020-07-04 09:28:30,833 - mmaction - INFO - Epoch [45][260/470] lr: 1.000e-02, eta: 13:10:53, time: 1.392, data_time: 0.007, memory: 8471, top1_acc: 0.3406, top5_acc: 0.5797, loss_cls: 3.0239, loss: 3.0239 2020-07-04 09:28:59,096 - mmaction - INFO - Epoch [45][280/470] lr: 1.000e-02, eta: 13:10:18, time: 1.409, data_time: 0.001, memory: 8471, top1_acc: 0.3219, top5_acc: 0.5484, loss_cls: 3.1650, loss: 3.1650 2020-07-04 09:29:27,311 - mmaction - INFO - Epoch [45][300/470] lr: 1.000e-02, eta: 13:09:43, time: 1.411, data_time: 0.017, memory: 8471, top1_acc: 0.3234, top5_acc: 0.5891, loss_cls: 2.9898, loss: 2.9898 2020-07-04 09:29:54,818 - mmaction - INFO - Epoch [45][320/470] lr: 1.000e-02, eta: 13:09:07, time: 1.378, data_time: 0.006, memory: 8471, top1_acc: 0.3375, top5_acc: 0.5453, loss_cls: 3.0901, loss: 3.0901 2020-07-04 09:30:23,355 - mmaction - INFO - Epoch [45][340/470] lr: 1.000e-02, eta: 13:08:33, time: 1.423, data_time: 0.001, memory: 8471, top1_acc: 0.3281, top5_acc: 0.5609, loss_cls: 3.0740, loss: 3.0740 2020-07-04 09:30:51,833 - mmaction - INFO - Epoch [45][360/470] lr: 1.000e-02, eta: 13:07:59, time: 1.421, data_time: 0.007, memory: 8471, top1_acc: 0.3359, top5_acc: 0.5922, loss_cls: 2.9691, loss: 2.9691 2020-07-04 09:31:19,908 - mmaction - INFO - Epoch [45][380/470] lr: 1.000e-02, eta: 13:07:24, time: 1.407, data_time: 0.007, memory: 8471, top1_acc: 0.3500, top5_acc: 0.5828, loss_cls: 2.9512, loss: 2.9512 2020-07-04 09:31:48,067 - mmaction - INFO - Epoch [45][400/470] lr: 1.000e-02, eta: 13:06:49, time: 1.407, data_time: 0.006, memory: 8471, top1_acc: 0.3328, top5_acc: 0.5609, loss_cls: 3.0978, loss: 3.0978 2020-07-04 09:32:16,581 - mmaction - INFO - Epoch [45][420/470] lr: 1.000e-02, eta: 13:06:15, time: 1.424, data_time: 0.005, memory: 8471, top1_acc: 0.3516, top5_acc: 0.5859, loss_cls: 3.0393, loss: 3.0393 2020-07-04 09:32:44,560 - mmaction - INFO - Epoch [45][440/470] lr: 1.000e-02, eta: 13:05:40, time: 1.403, data_time: 0.006, memory: 8471, top1_acc: 0.3406, top5_acc: 0.5875, loss_cls: 3.0173, loss: 3.0173 2020-07-04 09:33:12,849 - mmaction - INFO - Epoch [45][460/470] lr: 1.000e-02, eta: 13:05:06, time: 1.412, data_time: 0.003, memory: 8471, top1_acc: 0.3312, top5_acc: 0.5734, loss_cls: 3.1536, loss: 3.1536 2020-07-04 09:33:27,411 - mmaction - INFO - Saving checkpoint at 45 epochs 2020-07-04 09:35:42,140 - mmaction - INFO - Evaluating top_k_accuracy... 2020-07-04 09:35:43,101 - mmaction - INFO - top1_acc 0.3754 top5_acc 0.6328 2020-07-04 09:35:43,101 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-07-04 09:35:43,180 - mmaction - INFO - mean_acc 0.3754 2020-07-04 09:35:43,188 - mmaction - INFO - Epoch [45][470/470] lr: 1.000e-02, top1_acc: 0.3754, top5_acc: 0.6328, mean_class_accuracy: 0.3754 2020-07-04 09:37:08,593 - mmaction - INFO - Epoch [46][20/470] lr: 1.000e-02, eta: 13:05:16, time: 4.268, data_time: 3.466, memory: 8471, top1_acc: 0.3328, top5_acc: 0.5547, loss_cls: 3.0952, loss: 3.0952 2020-07-04 09:37:36,749 - mmaction - INFO - Epoch [46][40/470] lr: 1.000e-02, eta: 13:04:41, time: 1.407, data_time: 0.396, memory: 8471, top1_acc: 0.3406, top5_acc: 0.5609, loss_cls: 3.0485, loss: 3.0485 2020-07-04 09:38:04,866 - mmaction - INFO - Epoch [46][60/470] lr: 1.000e-02, eta: 13:04:06, time: 1.408, data_time: 0.347, memory: 8471, top1_acc: 0.3234, top5_acc: 0.5641, loss_cls: 3.1990, loss: 3.1990 2020-07-04 09:38:32,854 - mmaction - INFO - Epoch [46][80/470] lr: 1.000e-02, eta: 13:03:31, time: 1.396, data_time: 0.336, memory: 8471, top1_acc: 0.3266, top5_acc: 0.5609, loss_cls: 3.0651, loss: 3.0651 2020-07-04 09:39:01,090 - mmaction - INFO - Epoch [46][100/470] lr: 1.000e-02, eta: 13:02:57, time: 1.410, data_time: 0.520, memory: 8471, top1_acc: 0.3578, top5_acc: 0.6109, loss_cls: 2.9909, loss: 2.9909 2020-07-04 09:39:29,126 - mmaction - INFO - Epoch [46][120/470] lr: 1.000e-02, eta: 13:02:22, time: 1.406, data_time: 0.201, memory: 8471, top1_acc: 0.3531, top5_acc: 0.5594, loss_cls: 3.0828, loss: 3.0828 2020-07-04 09:39:57,233 - mmaction - INFO - Epoch [46][140/470] lr: 1.000e-02, eta: 13:01:47, time: 1.406, data_time: 0.036, memory: 8471, top1_acc: 0.3406, top5_acc: 0.5641, loss_cls: 3.0971, loss: 3.0971 2020-07-04 09:40:25,640 - mmaction - INFO - Epoch [46][160/470] lr: 1.000e-02, eta: 13:01:13, time: 1.419, data_time: 0.016, memory: 8471, top1_acc: 0.3438, top5_acc: 0.5719, loss_cls: 2.9995, loss: 2.9995 2020-07-04 09:40:54,227 - mmaction - INFO - Epoch [46][180/470] lr: 1.000e-02, eta: 13:00:39, time: 1.427, data_time: 0.086, memory: 8471, top1_acc: 0.3594, top5_acc: 0.5797, loss_cls: 2.9545, loss: 2.9545 2020-07-04 09:41:22,232 - mmaction - INFO - Epoch [46][200/470] lr: 1.000e-02, eta: 13:00:04, time: 1.403, data_time: 0.140, memory: 8471, top1_acc: 0.3453, top5_acc: 0.5938, loss_cls: 2.9559, loss: 2.9559 2020-07-04 09:41:51,191 - mmaction - INFO - Epoch [46][220/470] lr: 1.000e-02, eta: 12:59:30, time: 1.446, data_time: 0.380, memory: 8471, top1_acc: 0.3547, top5_acc: 0.5828, loss_cls: 3.0355, loss: 3.0355 2020-07-04 09:42:19,865 - mmaction - INFO - Epoch [46][240/470] lr: 1.000e-02, eta: 12:58:56, time: 1.432, data_time: 0.281, memory: 8471, top1_acc: 0.3547, top5_acc: 0.5672, loss_cls: 3.0497, loss: 3.0497 2020-07-04 09:42:48,200 - mmaction - INFO - Epoch [46][260/470] lr: 1.000e-02, eta: 12:58:22, time: 1.417, data_time: 0.378, memory: 8471, top1_acc: 0.3344, top5_acc: 0.5672, loss_cls: 3.1030, loss: 3.1030 2020-07-04 09:43:16,743 - mmaction - INFO - Epoch [46][280/470] lr: 1.000e-02, eta: 12:57:48, time: 1.426, data_time: 0.622, memory: 8471, top1_acc: 0.3234, top5_acc: 0.5656, loss_cls: 3.1360, loss: 3.1360 2020-07-04 09:43:45,313 - mmaction - INFO - Epoch [46][300/470] lr: 1.000e-02, eta: 12:57:14, time: 1.431, data_time: 0.520, memory: 8471, top1_acc: 0.3531, top5_acc: 0.6031, loss_cls: 2.9210, loss: 2.9210 2020-07-04 09:44:13,548 - mmaction - INFO - Epoch [46][320/470] lr: 1.000e-02, eta: 12:56:39, time: 1.410, data_time: 0.221, memory: 8471, top1_acc: 0.3109, top5_acc: 0.5531, loss_cls: 3.1217, loss: 3.1217 2020-07-04 09:44:41,804 - mmaction - INFO - Epoch [46][340/470] lr: 1.000e-02, eta: 12:56:05, time: 1.416, data_time: 0.317, memory: 8471, top1_acc: 0.3703, top5_acc: 0.5984, loss_cls: 2.9639, loss: 2.9639 2020-07-04 09:45:10,224 - mmaction - INFO - Epoch [46][360/470] lr: 1.000e-02, eta: 12:55:31, time: 1.419, data_time: 0.421, memory: 8471, top1_acc: 0.3563, top5_acc: 0.5953, loss_cls: 2.9914, loss: 2.9914 2020-07-04 09:45:38,098 - mmaction - INFO - Epoch [46][380/470] lr: 1.000e-02, eta: 12:54:56, time: 1.397, data_time: 0.360, memory: 8471, top1_acc: 0.3312, top5_acc: 0.5531, loss_cls: 3.1430, loss: 3.1430 2020-07-04 09:46:06,020 - mmaction - INFO - Epoch [46][400/470] lr: 1.000e-02, eta: 12:54:21, time: 1.392, data_time: 0.612, memory: 8471, top1_acc: 0.2812, top5_acc: 0.5500, loss_cls: 3.2347, loss: 3.2347 2020-07-04 09:46:34,460 - mmaction - INFO - Epoch [46][420/470] lr: 1.000e-02, eta: 12:53:47, time: 1.424, data_time: 0.539, memory: 8471, top1_acc: 0.3516, top5_acc: 0.5734, loss_cls: 3.0214, loss: 3.0214 2020-07-04 09:47:03,008 - mmaction - INFO - Epoch [46][440/470] lr: 1.000e-02, eta: 12:53:13, time: 1.425, data_time: 0.470, memory: 8471, top1_acc: 0.3516, top5_acc: 0.5531, loss_cls: 3.1181, loss: 3.1181 2020-07-04 09:47:31,098 - mmaction - INFO - Epoch [46][460/470] lr: 1.000e-02, eta: 12:52:38, time: 1.405, data_time: 0.477, memory: 8471, top1_acc: 0.3250, top5_acc: 0.5359, loss_cls: 3.2033, loss: 3.2033 2020-07-04 09:49:21,865 - mmaction - INFO - Epoch [47][20/470] lr: 1.000e-02, eta: 12:53:00, time: 4.774, data_time: 4.038, memory: 8471, top1_acc: 0.3172, top5_acc: 0.5656, loss_cls: 3.1606, loss: 3.1606 2020-07-04 09:49:48,958 - mmaction - INFO - Epoch [47][40/470] lr: 1.000e-02, eta: 12:52:24, time: 1.354, data_time: 0.651, memory: 8471, top1_acc: 0.3328, top5_acc: 0.5563, loss_cls: 3.0687, loss: 3.0687 2020-07-04 09:50:16,246 - mmaction - INFO - Epoch [47][60/470] lr: 1.000e-02, eta: 12:51:48, time: 1.362, data_time: 0.505, memory: 8471, top1_acc: 0.3328, top5_acc: 0.5844, loss_cls: 3.0406, loss: 3.0406 2020-07-04 09:50:44,412 - mmaction - INFO - Epoch [47][80/470] lr: 1.000e-02, eta: 12:51:14, time: 1.410, data_time: 0.528, memory: 8471, top1_acc: 0.3344, top5_acc: 0.5563, loss_cls: 3.0989, loss: 3.0989 2020-07-04 09:51:13,193 - mmaction - INFO - Epoch [47][100/470] lr: 1.000e-02, eta: 12:50:40, time: 1.440, data_time: 0.169, memory: 8471, top1_acc: 0.3469, top5_acc: 0.5719, loss_cls: 3.0328, loss: 3.0328 2020-07-04 09:51:40,922 - mmaction - INFO - Epoch [47][120/470] lr: 1.000e-02, eta: 12:50:05, time: 1.387, data_time: 0.002, memory: 8471, top1_acc: 0.3344, top5_acc: 0.5859, loss_cls: 3.0311, loss: 3.0311 2020-07-04 09:52:09,536 - mmaction - INFO - Epoch [47][140/470] lr: 1.000e-02, eta: 12:49:31, time: 1.428, data_time: 0.041, memory: 8471, top1_acc: 0.3203, top5_acc: 0.5516, loss_cls: 3.2344, loss: 3.2344 2020-07-04 09:52:37,601 - mmaction - INFO - Epoch [47][160/470] lr: 1.000e-02, eta: 12:48:56, time: 1.404, data_time: 0.010, memory: 8471, top1_acc: 0.3172, top5_acc: 0.5672, loss_cls: 3.0386, loss: 3.0386 2020-07-04 09:53:05,774 - mmaction - INFO - Epoch [47][180/470] lr: 1.000e-02, eta: 12:48:22, time: 1.407, data_time: 0.063, memory: 8471, top1_acc: 0.3312, top5_acc: 0.5500, loss_cls: 3.1245, loss: 3.1245 2020-07-04 09:53:33,889 - mmaction - INFO - Epoch [47][200/470] lr: 1.000e-02, eta: 12:47:47, time: 1.407, data_time: 0.067, memory: 8471, top1_acc: 0.3500, top5_acc: 0.5828, loss_cls: 2.9557, loss: 2.9557 2020-07-04 09:54:01,792 - mmaction - INFO - Epoch [47][220/470] lr: 1.000e-02, eta: 12:47:12, time: 1.395, data_time: 0.027, memory: 8471, top1_acc: 0.3312, top5_acc: 0.5484, loss_cls: 3.1060, loss: 3.1060 2020-07-04 09:54:30,576 - mmaction - INFO - Epoch [47][240/470] lr: 1.000e-02, eta: 12:46:39, time: 1.441, data_time: 0.012, memory: 8471, top1_acc: 0.3063, top5_acc: 0.5891, loss_cls: 3.0872, loss: 3.0872 2020-07-04 09:54:59,576 - mmaction - INFO - Epoch [47][260/470] lr: 1.000e-02, eta: 12:46:05, time: 1.426, data_time: 0.003, memory: 8471, top1_acc: 0.3141, top5_acc: 0.5594, loss_cls: 3.1342, loss: 3.1342 2020-07-04 09:55:27,362 - mmaction - INFO - Epoch [47][280/470] lr: 1.000e-02, eta: 12:45:30, time: 1.408, data_time: 0.050, memory: 8471, top1_acc: 0.3516, top5_acc: 0.6016, loss_cls: 3.0205, loss: 3.0205 2020-07-04 09:55:56,050 - mmaction - INFO - Epoch [47][300/470] lr: 1.000e-02, eta: 12:44:57, time: 1.439, data_time: 0.022, memory: 8471, top1_acc: 0.3484, top5_acc: 0.5594, loss_cls: 3.0738, loss: 3.0738 2020-07-04 09:56:24,554 - mmaction - INFO - Epoch [47][320/470] lr: 1.000e-02, eta: 12:44:23, time: 1.426, data_time: 0.004, memory: 8471, top1_acc: 0.3141, top5_acc: 0.5516, loss_cls: 3.1110, loss: 3.1110 2020-07-04 09:56:53,101 - mmaction - INFO - Epoch [47][340/470] lr: 1.000e-02, eta: 12:43:49, time: 1.424, data_time: 0.003, memory: 8471, top1_acc: 0.3250, top5_acc: 0.5734, loss_cls: 3.0725, loss: 3.0725 2020-07-04 09:57:21,633 - mmaction - INFO - Epoch [47][360/470] lr: 1.000e-02, eta: 12:43:15, time: 1.425, data_time: 0.005, memory: 8471, top1_acc: 0.3406, top5_acc: 0.5875, loss_cls: 3.0330, loss: 3.0330 2020-07-04 09:57:50,094 - mmaction - INFO - Epoch [47][380/470] lr: 1.000e-02, eta: 12:42:41, time: 1.426, data_time: 0.008, memory: 8471, top1_acc: 0.3047, top5_acc: 0.5500, loss_cls: 3.2745, loss: 3.2745 2020-07-04 09:58:18,293 - mmaction - INFO - Epoch [47][400/470] lr: 1.000e-02, eta: 12:42:07, time: 1.409, data_time: 0.004, memory: 8471, top1_acc: 0.3234, top5_acc: 0.5687, loss_cls: 3.0628, loss: 3.0628 2020-07-04 09:58:46,580 - mmaction - INFO - Epoch [47][420/470] lr: 1.000e-02, eta: 12:41:32, time: 1.414, data_time: 0.006, memory: 8471, top1_acc: 0.3234, top5_acc: 0.5609, loss_cls: 3.1418, loss: 3.1418 2020-07-04 09:59:15,224 - mmaction - INFO - Epoch [47][440/470] lr: 1.000e-02, eta: 12:40:59, time: 1.433, data_time: 0.005, memory: 8471, top1_acc: 0.3156, top5_acc: 0.5516, loss_cls: 3.1184, loss: 3.1184 2020-07-04 09:59:43,293 - mmaction - INFO - Epoch [47][460/470] lr: 1.000e-02, eta: 12:40:24, time: 1.401, data_time: 0.007, memory: 8471, top1_acc: 0.3297, top5_acc: 0.5891, loss_cls: 3.0652, loss: 3.0652 2020-07-04 10:01:49,542 - mmaction - INFO - Epoch [48][20/470] lr: 1.000e-02, eta: 12:41:06, time: 5.611, data_time: 4.022, memory: 8471, top1_acc: 0.3203, top5_acc: 0.5531, loss_cls: 3.1071, loss: 3.1071 2020-07-04 10:02:17,360 - mmaction - INFO - Epoch [48][40/470] lr: 1.000e-02, eta: 12:40:31, time: 1.393, data_time: 0.172, memory: 8471, top1_acc: 0.3328, top5_acc: 0.5609, loss_cls: 3.1682, loss: 3.1682 2020-07-04 10:02:45,050 - mmaction - INFO - Epoch [48][60/470] lr: 1.000e-02, eta: 12:39:56, time: 1.382, data_time: 0.045, memory: 8471, top1_acc: 0.3609, top5_acc: 0.6016, loss_cls: 2.9500, loss: 2.9500 2020-07-04 10:03:13,307 - mmaction - INFO - Epoch [48][80/470] lr: 1.000e-02, eta: 12:39:22, time: 1.414, data_time: 0.080, memory: 8471, top1_acc: 0.3609, top5_acc: 0.5875, loss_cls: 2.9878, loss: 2.9878 2020-07-04 10:03:41,136 - mmaction - INFO - Epoch [48][100/470] lr: 1.000e-02, eta: 12:38:47, time: 1.392, data_time: 0.005, memory: 8471, top1_acc: 0.3344, top5_acc: 0.5609, loss_cls: 3.1136, loss: 3.1136 2020-07-04 10:04:09,137 - mmaction - INFO - Epoch [48][120/470] lr: 1.000e-02, eta: 12:38:12, time: 1.402, data_time: 0.027, memory: 8471, top1_acc: 0.3328, top5_acc: 0.5672, loss_cls: 3.0963, loss: 3.0963 2020-07-04 10:04:36,860 - mmaction - INFO - Epoch [48][140/470] lr: 1.000e-02, eta: 12:37:37, time: 1.383, data_time: 0.001, memory: 8471, top1_acc: 0.3422, top5_acc: 0.5547, loss_cls: 3.0882, loss: 3.0882 2020-07-04 10:05:04,419 - mmaction - INFO - Epoch [48][160/470] lr: 1.000e-02, eta: 12:37:02, time: 1.380, data_time: 0.172, memory: 8471, top1_acc: 0.3234, top5_acc: 0.5828, loss_cls: 3.1475, loss: 3.1475 2020-07-04 10:05:32,655 - mmaction - INFO - Epoch [48][180/470] lr: 1.000e-02, eta: 12:36:28, time: 1.410, data_time: 0.006, memory: 8471, top1_acc: 0.3516, top5_acc: 0.5797, loss_cls: 2.9734, loss: 2.9734 2020-07-04 10:06:00,402 - mmaction - INFO - Epoch [48][200/470] lr: 1.000e-02, eta: 12:35:53, time: 1.388, data_time: 0.005, memory: 8471, top1_acc: 0.3406, top5_acc: 0.5453, loss_cls: 3.1801, loss: 3.1801 2020-07-04 10:06:28,726 - mmaction - INFO - Epoch [48][220/470] lr: 1.000e-02, eta: 12:35:19, time: 1.416, data_time: 0.003, memory: 8471, top1_acc: 0.3547, top5_acc: 0.5422, loss_cls: 3.0841, loss: 3.0841 2020-07-04 10:06:56,739 - mmaction - INFO - Epoch [48][240/470] lr: 1.000e-02, eta: 12:34:44, time: 1.397, data_time: 0.004, memory: 8471, top1_acc: 0.3547, top5_acc: 0.5703, loss_cls: 3.0872, loss: 3.0872 2020-07-04 10:07:24,657 - mmaction - INFO - Epoch [48][260/470] lr: 1.000e-02, eta: 12:34:09, time: 1.398, data_time: 0.007, memory: 8471, top1_acc: 0.3609, top5_acc: 0.5766, loss_cls: 3.0994, loss: 3.0994 2020-07-04 10:07:53,265 - mmaction - INFO - Epoch [48][280/470] lr: 1.000e-02, eta: 12:33:36, time: 1.431, data_time: 0.003, memory: 8471, top1_acc: 0.3547, top5_acc: 0.5906, loss_cls: 2.9513, loss: 2.9513 2020-07-04 10:08:21,192 - mmaction - INFO - Epoch [48][300/470] lr: 1.000e-02, eta: 12:33:01, time: 1.395, data_time: 0.023, memory: 8471, top1_acc: 0.3266, top5_acc: 0.5875, loss_cls: 3.0193, loss: 3.0193 2020-07-04 10:08:49,161 - mmaction - INFO - Epoch [48][320/470] lr: 1.000e-02, eta: 12:32:27, time: 1.401, data_time: 0.006, memory: 8471, top1_acc: 0.3234, top5_acc: 0.5719, loss_cls: 3.0318, loss: 3.0318 2020-07-04 10:09:17,434 - mmaction - INFO - Epoch [48][340/470] lr: 1.000e-02, eta: 12:31:52, time: 1.410, data_time: 0.002, memory: 8471, top1_acc: 0.3656, top5_acc: 0.6094, loss_cls: 2.8899, loss: 2.8899 2020-07-04 10:09:45,242 - mmaction - INFO - Epoch [48][360/470] lr: 1.000e-02, eta: 12:31:17, time: 1.389, data_time: 0.006, memory: 8471, top1_acc: 0.3312, top5_acc: 0.5766, loss_cls: 3.0163, loss: 3.0163 2020-07-04 10:10:14,466 - mmaction - INFO - Epoch [48][380/470] lr: 1.000e-02, eta: 12:30:45, time: 1.460, data_time: 0.006, memory: 8471, top1_acc: 0.3484, top5_acc: 0.5781, loss_cls: 3.0244, loss: 3.0244 2020-07-04 10:10:43,027 - mmaction - INFO - Epoch [48][400/470] lr: 1.000e-02, eta: 12:30:11, time: 1.430, data_time: 0.021, memory: 8471, top1_acc: 0.3469, top5_acc: 0.5703, loss_cls: 3.0904, loss: 3.0904 2020-07-04 10:11:11,238 - mmaction - INFO - Epoch [48][420/470] lr: 1.000e-02, eta: 12:29:37, time: 1.411, data_time: 0.084, memory: 8471, top1_acc: 0.3578, top5_acc: 0.5953, loss_cls: 2.9206, loss: 2.9206 2020-07-04 10:11:39,536 - mmaction - INFO - Epoch [48][440/470] lr: 1.000e-02, eta: 12:29:03, time: 1.414, data_time: 0.074, memory: 8471, top1_acc: 0.3484, top5_acc: 0.5828, loss_cls: 3.0527, loss: 3.0527 2020-07-04 10:12:07,776 - mmaction - INFO - Epoch [48][460/470] lr: 1.000e-02, eta: 12:28:28, time: 1.412, data_time: 0.005, memory: 8471, top1_acc: 0.3453, top5_acc: 0.5875, loss_cls: 3.0901, loss: 3.0901 2020-07-04 10:13:54,599 - mmaction - INFO - Epoch [49][20/470] lr: 1.000e-02, eta: 12:28:41, time: 4.587, data_time: 3.823, memory: 8471, top1_acc: 0.3391, top5_acc: 0.5969, loss_cls: 2.9644, loss: 2.9644 2020-07-04 10:14:22,833 - mmaction - INFO - Epoch [49][40/470] lr: 1.000e-02, eta: 12:28:07, time: 1.412, data_time: 0.478, memory: 8471, top1_acc: 0.3656, top5_acc: 0.6031, loss_cls: 2.8677, loss: 2.8677 2020-07-04 10:14:50,782 - mmaction - INFO - Epoch [49][60/470] lr: 1.000e-02, eta: 12:27:32, time: 1.398, data_time: 0.437, memory: 8471, top1_acc: 0.3531, top5_acc: 0.5687, loss_cls: 3.0893, loss: 3.0893 2020-07-04 10:15:19,254 - mmaction - INFO - Epoch [49][80/470] lr: 1.000e-02, eta: 12:26:58, time: 1.424, data_time: 0.596, memory: 8471, top1_acc: 0.3281, top5_acc: 0.5781, loss_cls: 3.0435, loss: 3.0435 2020-07-04 10:15:47,574 - mmaction - INFO - Epoch [49][100/470] lr: 1.000e-02, eta: 12:26:24, time: 1.413, data_time: 0.534, memory: 8471, top1_acc: 0.3656, top5_acc: 0.5578, loss_cls: 2.9987, loss: 2.9987 2020-07-04 10:16:15,500 - mmaction - INFO - Epoch [49][120/470] lr: 1.000e-02, eta: 12:25:50, time: 1.400, data_time: 0.387, memory: 8471, top1_acc: 0.3531, top5_acc: 0.5766, loss_cls: 3.0269, loss: 3.0269 2020-07-04 10:16:43,592 - mmaction - INFO - Epoch [49][140/470] lr: 1.000e-02, eta: 12:25:15, time: 1.401, data_time: 0.490, memory: 8471, top1_acc: 0.3156, top5_acc: 0.5734, loss_cls: 3.0626, loss: 3.0626 2020-07-04 10:17:11,793 - mmaction - INFO - Epoch [49][160/470] lr: 1.000e-02, eta: 12:24:41, time: 1.412, data_time: 0.441, memory: 8471, top1_acc: 0.3375, top5_acc: 0.5875, loss_cls: 2.9974, loss: 2.9974 2020-07-04 10:17:40,028 - mmaction - INFO - Epoch [49][180/470] lr: 1.000e-02, eta: 12:24:07, time: 1.413, data_time: 0.408, memory: 8471, top1_acc: 0.3359, top5_acc: 0.5453, loss_cls: 3.1239, loss: 3.1239 2020-07-04 10:18:08,019 - mmaction - INFO - Epoch [49][200/470] lr: 1.000e-02, eta: 12:23:32, time: 1.399, data_time: 0.493, memory: 8471, top1_acc: 0.2891, top5_acc: 0.5672, loss_cls: 3.1648, loss: 3.1648 2020-07-04 10:18:35,690 - mmaction - INFO - Epoch [49][220/470] lr: 1.000e-02, eta: 12:22:58, time: 1.384, data_time: 0.538, memory: 8471, top1_acc: 0.3031, top5_acc: 0.5391, loss_cls: 3.2629, loss: 3.2629 2020-07-04 10:19:04,107 - mmaction - INFO - Epoch [49][240/470] lr: 1.000e-02, eta: 12:22:24, time: 1.421, data_time: 0.735, memory: 8471, top1_acc: 0.3563, top5_acc: 0.5875, loss_cls: 2.9754, loss: 2.9754 2020-07-04 10:19:32,769 - mmaction - INFO - Epoch [49][260/470] lr: 1.000e-02, eta: 12:21:50, time: 1.431, data_time: 0.533, memory: 8471, top1_acc: 0.3453, top5_acc: 0.5641, loss_cls: 3.0912, loss: 3.0912 2020-07-04 10:20:01,239 - mmaction - INFO - Epoch [49][280/470] lr: 1.000e-02, eta: 12:21:16, time: 1.424, data_time: 0.163, memory: 8471, top1_acc: 0.3563, top5_acc: 0.6031, loss_cls: 2.9704, loss: 2.9704 2020-07-04 10:20:29,460 - mmaction - INFO - Epoch [49][300/470] lr: 1.000e-02, eta: 12:20:42, time: 1.409, data_time: 0.012, memory: 8471, top1_acc: 0.3219, top5_acc: 0.5656, loss_cls: 3.1160, loss: 3.1160 2020-07-04 10:20:57,620 - mmaction - INFO - Epoch [49][320/470] lr: 1.000e-02, eta: 12:20:08, time: 1.407, data_time: 0.033, memory: 8471, top1_acc: 0.3250, top5_acc: 0.5672, loss_cls: 3.0720, loss: 3.0720 2020-07-04 10:21:25,873 - mmaction - INFO - Epoch [49][340/470] lr: 1.000e-02, eta: 12:19:34, time: 1.415, data_time: 0.106, memory: 8471, top1_acc: 0.3672, top5_acc: 0.5844, loss_cls: 2.9861, loss: 2.9861 2020-07-04 10:21:53,859 - mmaction - INFO - Epoch [49][360/470] lr: 1.000e-02, eta: 12:19:00, time: 1.402, data_time: 0.116, memory: 8471, top1_acc: 0.3484, top5_acc: 0.6047, loss_cls: 3.0610, loss: 3.0610 2020-07-04 10:22:21,728 - mmaction - INFO - Epoch [49][380/470] lr: 1.000e-02, eta: 12:18:25, time: 1.393, data_time: 0.532, memory: 8471, top1_acc: 0.3250, top5_acc: 0.5844, loss_cls: 3.0212, loss: 3.0212 2020-07-04 10:22:49,839 - mmaction - INFO - Epoch [49][400/470] lr: 1.000e-02, eta: 12:17:51, time: 1.406, data_time: 0.650, memory: 8471, top1_acc: 0.3281, top5_acc: 0.5391, loss_cls: 3.1398, loss: 3.1398 2020-07-04 10:23:18,265 - mmaction - INFO - Epoch [49][420/470] lr: 1.000e-02, eta: 12:17:17, time: 1.415, data_time: 0.439, memory: 8471, top1_acc: 0.3453, top5_acc: 0.5891, loss_cls: 3.0009, loss: 3.0009 2020-07-04 10:23:46,210 - mmaction - INFO - Epoch [49][440/470] lr: 1.000e-02, eta: 12:16:43, time: 1.402, data_time: 0.511, memory: 8471, top1_acc: 0.3328, top5_acc: 0.5687, loss_cls: 3.0242, loss: 3.0242 2020-07-04 10:24:14,157 - mmaction - INFO - Epoch [49][460/470] lr: 1.000e-02, eta: 12:16:08, time: 1.396, data_time: 0.466, memory: 8471, top1_acc: 0.3312, top5_acc: 0.5406, loss_cls: 3.1835, loss: 3.1835 2020-07-04 10:26:01,255 - mmaction - INFO - Epoch [50][20/470] lr: 1.000e-02, eta: 12:16:19, time: 4.581, data_time: 3.254, memory: 8471, top1_acc: 0.3312, top5_acc: 0.5750, loss_cls: 3.0818, loss: 3.0818 2020-07-04 10:26:29,207 - mmaction - INFO - Epoch [50][40/470] lr: 1.000e-02, eta: 12:15:44, time: 1.394, data_time: 0.001, memory: 8471, top1_acc: 0.3516, top5_acc: 0.6078, loss_cls: 2.8790, loss: 2.8790 2020-07-04 10:26:57,010 - mmaction - INFO - Epoch [50][60/470] lr: 1.000e-02, eta: 12:15:10, time: 1.390, data_time: 0.006, memory: 8471, top1_acc: 0.3578, top5_acc: 0.5750, loss_cls: 3.0547, loss: 3.0547 2020-07-04 10:27:24,755 - mmaction - INFO - Epoch [50][80/470] lr: 1.000e-02, eta: 12:14:35, time: 1.388, data_time: 0.005, memory: 8471, top1_acc: 0.3438, top5_acc: 0.5906, loss_cls: 3.0529, loss: 3.0529 2020-07-04 10:27:52,594 - mmaction - INFO - Epoch [50][100/470] lr: 1.000e-02, eta: 12:14:00, time: 1.395, data_time: 0.005, memory: 8471, top1_acc: 0.3609, top5_acc: 0.6141, loss_cls: 2.9550, loss: 2.9550 2020-07-04 10:28:20,382 - mmaction - INFO - Epoch [50][120/470] lr: 1.000e-02, eta: 12:13:26, time: 1.384, data_time: 0.001, memory: 8471, top1_acc: 0.3328, top5_acc: 0.5656, loss_cls: 3.1517, loss: 3.1517 2020-07-04 10:28:48,353 - mmaction - INFO - Epoch [50][140/470] lr: 1.000e-02, eta: 12:12:51, time: 1.402, data_time: 0.008, memory: 8471, top1_acc: 0.3563, top5_acc: 0.5891, loss_cls: 2.9479, loss: 2.9479 2020-07-04 10:29:16,289 - mmaction - INFO - Epoch [50][160/470] lr: 1.000e-02, eta: 12:12:17, time: 1.398, data_time: 0.005, memory: 8471, top1_acc: 0.3234, top5_acc: 0.5703, loss_cls: 3.0827, loss: 3.0827 2020-07-04 10:29:44,180 - mmaction - INFO - Epoch [50][180/470] lr: 1.000e-02, eta: 12:11:43, time: 1.391, data_time: 0.002, memory: 8471, top1_acc: 0.3344, top5_acc: 0.5703, loss_cls: 3.0649, loss: 3.0649 2020-07-04 10:30:12,311 - mmaction - INFO - Epoch [50][200/470] lr: 1.000e-02, eta: 12:11:09, time: 1.409, data_time: 0.005, memory: 8471, top1_acc: 0.3531, top5_acc: 0.5844, loss_cls: 3.0152, loss: 3.0152 2020-07-04 10:30:40,521 - mmaction - INFO - Epoch [50][220/470] lr: 1.000e-02, eta: 12:10:35, time: 1.411, data_time: 0.002, memory: 8471, top1_acc: 0.3609, top5_acc: 0.5938, loss_cls: 2.9303, loss: 2.9303 2020-07-04 10:31:09,150 - mmaction - INFO - Epoch [50][240/470] lr: 1.000e-02, eta: 12:10:01, time: 1.428, data_time: 0.018, memory: 8471, top1_acc: 0.3422, top5_acc: 0.5734, loss_cls: 3.0407, loss: 3.0407 2020-07-04 10:31:36,942 - mmaction - INFO - Epoch [50][260/470] lr: 1.000e-02, eta: 12:09:27, time: 1.391, data_time: 0.007, memory: 8471, top1_acc: 0.3109, top5_acc: 0.5656, loss_cls: 3.1315, loss: 3.1315 2020-07-04 10:32:05,174 - mmaction - INFO - Epoch [50][280/470] lr: 1.000e-02, eta: 12:08:53, time: 1.410, data_time: 0.004, memory: 8471, top1_acc: 0.3594, top5_acc: 0.6125, loss_cls: 2.9498, loss: 2.9498 2020-07-04 10:32:33,146 - mmaction - INFO - Epoch [50][300/470] lr: 1.000e-02, eta: 12:08:18, time: 1.399, data_time: 0.006, memory: 8471, top1_acc: 0.3469, top5_acc: 0.5766, loss_cls: 3.0474, loss: 3.0474 2020-07-04 10:33:01,766 - mmaction - INFO - Epoch [50][320/470] lr: 1.000e-02, eta: 12:07:45, time: 1.430, data_time: 0.005, memory: 8471, top1_acc: 0.3094, top5_acc: 0.5703, loss_cls: 3.0800, loss: 3.0800 2020-07-04 10:33:30,021 - mmaction - INFO - Epoch [50][340/470] lr: 1.000e-02, eta: 12:07:11, time: 1.417, data_time: 0.006, memory: 8471, top1_acc: 0.3484, top5_acc: 0.5781, loss_cls: 2.9971, loss: 2.9971 2020-07-04 10:33:57,879 - mmaction - INFO - Epoch [50][360/470] lr: 1.000e-02, eta: 12:06:37, time: 1.390, data_time: 0.001, memory: 8471, top1_acc: 0.3344, top5_acc: 0.5563, loss_cls: 3.0669, loss: 3.0669 2020-07-04 10:34:25,519 - mmaction - INFO - Epoch [50][380/470] lr: 1.000e-02, eta: 12:06:02, time: 1.384, data_time: 0.005, memory: 8471, top1_acc: 0.3547, top5_acc: 0.5813, loss_cls: 2.9386, loss: 2.9386 2020-07-04 10:34:53,519 - mmaction - INFO - Epoch [50][400/470] lr: 1.000e-02, eta: 12:05:28, time: 1.397, data_time: 0.001, memory: 8471, top1_acc: 0.3234, top5_acc: 0.5781, loss_cls: 3.0616, loss: 3.0616 2020-07-04 10:35:21,846 - mmaction - INFO - Epoch [50][420/470] lr: 1.000e-02, eta: 12:04:54, time: 1.416, data_time: 0.005, memory: 8471, top1_acc: 0.3656, top5_acc: 0.5953, loss_cls: 2.9548, loss: 2.9548 2020-07-04 10:35:49,790 - mmaction - INFO - Epoch [50][440/470] lr: 1.000e-02, eta: 12:04:20, time: 1.396, data_time: 0.004, memory: 8471, top1_acc: 0.3531, top5_acc: 0.5750, loss_cls: 3.0247, loss: 3.0247 2020-07-04 10:36:18,128 - mmaction - INFO - Epoch [50][460/470] lr: 1.000e-02, eta: 12:03:46, time: 1.421, data_time: 0.006, memory: 8471, top1_acc: 0.3359, top5_acc: 0.5672, loss_cls: 3.1147, loss: 3.1147 2020-07-04 10:36:38,781 - mmaction - INFO - Saving checkpoint at 50 epochs 2020-07-04 10:38:37,204 - mmaction - INFO - Evaluating top_k_accuracy... 2020-07-04 10:38:38,170 - mmaction - INFO - top1_acc 0.3779 top5_acc 0.6324 2020-07-04 10:38:38,170 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-07-04 10:38:38,252 - mmaction - INFO - mean_acc 0.3779 2020-07-04 10:38:38,259 - mmaction - INFO - Epoch [50][470/470] lr: 1.000e-02, top1_acc: 0.3779, top5_acc: 0.6324, mean_class_accuracy: 0.3779 2020-07-04 10:40:11,335 - mmaction - INFO - Epoch [51][20/470] lr: 1.000e-02, eta: 12:03:56, time: 4.652, data_time: 3.865, memory: 8471, top1_acc: 0.3875, top5_acc: 0.6062, loss_cls: 2.8288, loss: 2.8288 2020-07-04 10:40:39,172 - mmaction - INFO - Epoch [51][40/470] lr: 1.000e-02, eta: 12:03:22, time: 1.392, data_time: 0.436, memory: 8471, top1_acc: 0.3672, top5_acc: 0.6156, loss_cls: 2.9006, loss: 2.9006 2020-07-04 10:41:07,040 - mmaction - INFO - Epoch [51][60/470] lr: 1.000e-02, eta: 12:02:47, time: 1.394, data_time: 0.361, memory: 8471, top1_acc: 0.3453, top5_acc: 0.5719, loss_cls: 2.9893, loss: 2.9893 2020-07-04 10:41:34,808 - mmaction - INFO - Epoch [51][80/470] lr: 1.000e-02, eta: 12:02:13, time: 1.387, data_time: 0.321, memory: 8471, top1_acc: 0.3172, top5_acc: 0.5641, loss_cls: 3.1470, loss: 3.1470 2020-07-04 10:42:03,136 - mmaction - INFO - Epoch [51][100/470] lr: 1.000e-02, eta: 12:01:39, time: 1.414, data_time: 0.116, memory: 8471, top1_acc: 0.3266, top5_acc: 0.5687, loss_cls: 3.0731, loss: 3.0731 2020-07-04 10:42:31,418 - mmaction - INFO - Epoch [51][120/470] lr: 1.000e-02, eta: 12:01:05, time: 1.413, data_time: 0.006, memory: 8471, top1_acc: 0.3578, top5_acc: 0.5953, loss_cls: 2.9690, loss: 2.9690 2020-07-04 10:42:59,653 - mmaction - INFO - Epoch [51][140/470] lr: 1.000e-02, eta: 12:00:31, time: 1.413, data_time: 0.085, memory: 8471, top1_acc: 0.3547, top5_acc: 0.5891, loss_cls: 2.9956, loss: 2.9956 2020-07-04 10:43:27,996 - mmaction - INFO - Epoch [51][160/470] lr: 1.000e-02, eta: 11:59:58, time: 1.416, data_time: 0.205, memory: 8471, top1_acc: 0.3203, top5_acc: 0.5719, loss_cls: 3.1421, loss: 3.1421 2020-07-04 10:43:55,636 - mmaction - INFO - Epoch [51][180/470] lr: 1.000e-02, eta: 11:59:23, time: 1.383, data_time: 0.393, memory: 8471, top1_acc: 0.3438, top5_acc: 0.5781, loss_cls: 3.0805, loss: 3.0805 2020-07-04 10:44:23,902 - mmaction - INFO - Epoch [51][200/470] lr: 1.000e-02, eta: 11:58:49, time: 1.412, data_time: 0.594, memory: 8471, top1_acc: 0.3563, top5_acc: 0.5813, loss_cls: 2.9909, loss: 2.9909 2020-07-04 10:44:52,662 - mmaction - INFO - Epoch [51][220/470] lr: 1.000e-02, eta: 11:58:16, time: 1.437, data_time: 0.171, memory: 8471, top1_acc: 0.3563, top5_acc: 0.6016, loss_cls: 2.9395, loss: 2.9395 2020-07-04 10:45:20,853 - mmaction - INFO - Epoch [51][240/470] lr: 1.000e-02, eta: 11:57:42, time: 1.411, data_time: 0.009, memory: 8471, top1_acc: 0.3469, top5_acc: 0.5703, loss_cls: 3.0285, loss: 3.0285 2020-07-04 10:45:48,810 - mmaction - INFO - Epoch [51][260/470] lr: 1.000e-02, eta: 11:57:08, time: 1.399, data_time: 0.107, memory: 8471, top1_acc: 0.3516, top5_acc: 0.5797, loss_cls: 3.0559, loss: 3.0559 2020-07-04 10:46:17,190 - mmaction - INFO - Epoch [51][280/470] lr: 1.000e-02, eta: 11:56:34, time: 1.417, data_time: 0.203, memory: 8471, top1_acc: 0.3312, top5_acc: 0.5703, loss_cls: 3.0306, loss: 3.0306 2020-07-04 10:46:45,421 - mmaction - INFO - Epoch [51][300/470] lr: 1.000e-02, eta: 11:56:00, time: 1.413, data_time: 0.009, memory: 8471, top1_acc: 0.3328, top5_acc: 0.5844, loss_cls: 2.9726, loss: 2.9726 2020-07-04 10:47:13,873 - mmaction - INFO - Epoch [51][320/470] lr: 1.000e-02, eta: 11:55:27, time: 1.423, data_time: 0.006, memory: 8471, top1_acc: 0.3531, top5_acc: 0.5859, loss_cls: 3.0243, loss: 3.0243 2020-07-04 10:47:42,559 - mmaction - INFO - Epoch [51][340/470] lr: 1.000e-02, eta: 11:54:54, time: 1.437, data_time: 0.007, memory: 8471, top1_acc: 0.3500, top5_acc: 0.5969, loss_cls: 3.0242, loss: 3.0242 2020-07-04 10:48:10,835 - mmaction - INFO - Epoch [51][360/470] lr: 1.000e-02, eta: 11:54:20, time: 1.411, data_time: 0.005, memory: 8471, top1_acc: 0.3469, top5_acc: 0.5922, loss_cls: 3.0527, loss: 3.0527 2020-07-04 10:48:38,885 - mmaction - INFO - Epoch [51][380/470] lr: 1.000e-02, eta: 11:53:46, time: 1.403, data_time: 0.006, memory: 8471, top1_acc: 0.3297, top5_acc: 0.5875, loss_cls: 2.9641, loss: 2.9641 2020-07-04 10:49:06,954 - mmaction - INFO - Epoch [51][400/470] lr: 1.000e-02, eta: 11:53:12, time: 1.403, data_time: 0.007, memory: 8471, top1_acc: 0.3641, top5_acc: 0.6000, loss_cls: 2.9987, loss: 2.9987 2020-07-04 10:49:35,180 - mmaction - INFO - Epoch [51][420/470] lr: 1.000e-02, eta: 11:52:38, time: 1.416, data_time: 0.006, memory: 8471, top1_acc: 0.3750, top5_acc: 0.6203, loss_cls: 2.8512, loss: 2.8512 2020-07-04 10:50:04,778 - mmaction - INFO - Epoch [51][440/470] lr: 1.000e-02, eta: 11:52:04, time: 1.399, data_time: 0.002, memory: 8471, top1_acc: 0.3516, top5_acc: 0.6016, loss_cls: 2.9769, loss: 2.9769 2020-07-04 10:50:31,540 - mmaction - INFO - Epoch [51][460/470] lr: 1.000e-02, eta: 11:51:31, time: 1.419, data_time: 0.235, memory: 8471, top1_acc: 0.3438, top5_acc: 0.5484, loss_cls: 3.1954, loss: 3.1954 2020-07-04 10:52:21,472 - mmaction - INFO - Epoch [52][20/470] lr: 1.000e-02, eta: 11:51:42, time: 4.805, data_time: 3.185, memory: 8471, top1_acc: 0.3953, top5_acc: 0.5797, loss_cls: 2.8753, loss: 2.8753 2020-07-04 10:52:50,001 - mmaction - INFO - Epoch [52][40/470] lr: 1.000e-02, eta: 11:51:09, time: 1.423, data_time: 0.239, memory: 8471, top1_acc: 0.3469, top5_acc: 0.5656, loss_cls: 2.9931, loss: 2.9931 2020-07-04 10:53:18,251 - mmaction - INFO - Epoch [52][60/470] lr: 1.000e-02, eta: 11:50:35, time: 1.412, data_time: 0.599, memory: 8471, top1_acc: 0.3453, top5_acc: 0.5672, loss_cls: 3.0737, loss: 3.0737 2020-07-04 10:53:46,204 - mmaction - INFO - Epoch [52][80/470] lr: 1.000e-02, eta: 11:50:01, time: 1.397, data_time: 0.667, memory: 8471, top1_acc: 0.3469, top5_acc: 0.5797, loss_cls: 3.0927, loss: 3.0927 2020-07-04 10:54:13,988 - mmaction - INFO - Epoch [52][100/470] lr: 1.000e-02, eta: 11:49:26, time: 1.389, data_time: 0.609, memory: 8471, top1_acc: 0.3578, top5_acc: 0.5813, loss_cls: 2.9954, loss: 2.9954 2020-07-04 10:54:42,339 - mmaction - INFO - Epoch [52][120/470] lr: 1.000e-02, eta: 11:48:53, time: 1.418, data_time: 0.584, memory: 8471, top1_acc: 0.3000, top5_acc: 0.5656, loss_cls: 3.1311, loss: 3.1311 2020-07-04 10:55:10,323 - mmaction - INFO - Epoch [52][140/470] lr: 1.000e-02, eta: 11:48:19, time: 1.398, data_time: 0.709, memory: 8471, top1_acc: 0.3078, top5_acc: 0.5641, loss_cls: 3.0894, loss: 3.0894 2020-07-04 10:55:38,196 - mmaction - INFO - Epoch [52][160/470] lr: 1.000e-02, eta: 11:47:45, time: 1.396, data_time: 0.746, memory: 8471, top1_acc: 0.3500, top5_acc: 0.6094, loss_cls: 3.0247, loss: 3.0247 2020-07-04 10:56:06,231 - mmaction - INFO - Epoch [52][180/470] lr: 1.000e-02, eta: 11:47:11, time: 1.401, data_time: 0.745, memory: 8471, top1_acc: 0.3453, top5_acc: 0.5984, loss_cls: 2.8599, loss: 2.8599 2020-07-04 10:56:34,012 - mmaction - INFO - Epoch [52][200/470] lr: 1.000e-02, eta: 11:46:36, time: 1.390, data_time: 0.737, memory: 8471, top1_acc: 0.3469, top5_acc: 0.5609, loss_cls: 3.0829, loss: 3.0829 2020-07-04 10:57:02,329 - mmaction - INFO - Epoch [52][220/470] lr: 1.000e-02, eta: 11:46:03, time: 1.414, data_time: 0.755, memory: 8471, top1_acc: 0.3703, top5_acc: 0.5891, loss_cls: 2.9691, loss: 2.9691 2020-07-04 10:57:29,992 - mmaction - INFO - Epoch [52][240/470] lr: 1.000e-02, eta: 11:45:28, time: 1.386, data_time: 0.739, memory: 8471, top1_acc: 0.3375, top5_acc: 0.5844, loss_cls: 3.0563, loss: 3.0563 2020-07-04 10:57:57,924 - mmaction - INFO - Epoch [52][260/470] lr: 1.000e-02, eta: 11:44:54, time: 1.396, data_time: 0.761, memory: 8471, top1_acc: 0.3297, top5_acc: 0.5766, loss_cls: 3.0283, loss: 3.0283 2020-07-04 10:58:25,558 - mmaction - INFO - Epoch [52][280/470] lr: 1.000e-02, eta: 11:44:20, time: 1.380, data_time: 0.715, memory: 8471, top1_acc: 0.3391, top5_acc: 0.5734, loss_cls: 3.0749, loss: 3.0749 2020-07-04 10:58:53,131 - mmaction - INFO - Epoch [52][300/470] lr: 1.000e-02, eta: 11:43:46, time: 1.380, data_time: 0.615, memory: 8471, top1_acc: 0.3391, top5_acc: 0.5797, loss_cls: 3.0083, loss: 3.0083 2020-07-04 10:59:21,036 - mmaction - INFO - Epoch [52][320/470] lr: 1.000e-02, eta: 11:43:12, time: 1.394, data_time: 0.591, memory: 8471, top1_acc: 0.3391, top5_acc: 0.5813, loss_cls: 3.0691, loss: 3.0691 2020-07-04 10:59:49,402 - mmaction - INFO - Epoch [52][340/470] lr: 1.000e-02, eta: 11:42:38, time: 1.421, data_time: 0.535, memory: 8471, top1_acc: 0.3719, top5_acc: 0.6016, loss_cls: 2.8833, loss: 2.8833 2020-07-04 11:00:19,861 - mmaction - INFO - Epoch [52][360/470] lr: 1.000e-02, eta: 11:42:07, time: 1.520, data_time: 0.390, memory: 8471, top1_acc: 0.3563, top5_acc: 0.5797, loss_cls: 2.9859, loss: 2.9859 2020-07-04 11:00:47,329 - mmaction - INFO - Epoch [52][380/470] lr: 1.000e-02, eta: 11:41:32, time: 1.372, data_time: 0.573, memory: 8471, top1_acc: 0.3406, top5_acc: 0.5734, loss_cls: 3.0661, loss: 3.0661 2020-07-04 11:01:14,764 - mmaction - INFO - Epoch [52][400/470] lr: 1.000e-02, eta: 11:40:58, time: 1.377, data_time: 0.585, memory: 8471, top1_acc: 0.3531, top5_acc: 0.6156, loss_cls: 2.9066, loss: 2.9066 2020-07-04 11:01:42,049 - mmaction - INFO - Epoch [52][420/470] lr: 1.000e-02, eta: 11:40:23, time: 1.365, data_time: 0.685, memory: 8471, top1_acc: 0.3516, top5_acc: 0.5766, loss_cls: 3.0743, loss: 3.0743 2020-07-04 11:02:09,747 - mmaction - INFO - Epoch [52][440/470] lr: 1.000e-02, eta: 11:39:49, time: 1.385, data_time: 0.689, memory: 8471, top1_acc: 0.3328, top5_acc: 0.5828, loss_cls: 3.0934, loss: 3.0934 2020-07-04 11:02:38,035 - mmaction - INFO - Epoch [52][460/470] lr: 1.000e-02, eta: 11:39:16, time: 1.414, data_time: 0.744, memory: 8471, top1_acc: 0.3312, top5_acc: 0.5781, loss_cls: 3.0411, loss: 3.0411 2020-07-04 11:04:36,192 - mmaction - INFO - Epoch [53][20/470] lr: 1.000e-02, eta: 11:39:25, time: 4.813, data_time: 4.013, memory: 8471, top1_acc: 0.3125, top5_acc: 0.5594, loss_cls: 3.1196, loss: 3.1196 2020-07-04 11:05:04,438 - mmaction - INFO - Epoch [53][40/470] lr: 1.000e-02, eta: 11:38:51, time: 1.411, data_time: 0.101, memory: 8471, top1_acc: 0.3547, top5_acc: 0.6109, loss_cls: 2.9333, loss: 2.9333 2020-07-04 11:05:32,683 - mmaction - INFO - Epoch [53][60/470] lr: 1.000e-02, eta: 11:38:18, time: 1.415, data_time: 0.003, memory: 8471, top1_acc: 0.3438, top5_acc: 0.5687, loss_cls: 3.0721, loss: 3.0721 2020-07-04 11:06:00,760 - mmaction - INFO - Epoch [53][80/470] lr: 1.000e-02, eta: 11:37:44, time: 1.400, data_time: 0.002, memory: 8471, top1_acc: 0.3672, top5_acc: 0.5984, loss_cls: 3.0041, loss: 3.0041 2020-07-04 11:06:29,884 - mmaction - INFO - Epoch [53][100/470] lr: 1.000e-02, eta: 11:37:11, time: 1.459, data_time: 0.004, memory: 8471, top1_acc: 0.3328, top5_acc: 0.5703, loss_cls: 3.0854, loss: 3.0854 2020-07-04 11:06:58,437 - mmaction - INFO - Epoch [53][120/470] lr: 1.000e-02, eta: 11:36:38, time: 1.424, data_time: 0.002, memory: 8471, top1_acc: 0.3453, top5_acc: 0.5906, loss_cls: 2.9745, loss: 2.9745 2020-07-04 11:07:27,070 - mmaction - INFO - Epoch [53][140/470] lr: 1.000e-02, eta: 11:36:05, time: 1.430, data_time: 0.005, memory: 8471, top1_acc: 0.3625, top5_acc: 0.5828, loss_cls: 3.0037, loss: 3.0037 2020-07-04 11:07:55,086 - mmaction - INFO - Epoch [53][160/470] lr: 1.000e-02, eta: 11:35:31, time: 1.404, data_time: 0.008, memory: 8471, top1_acc: 0.3453, top5_acc: 0.5813, loss_cls: 3.0397, loss: 3.0397 2020-07-04 11:08:24,144 - mmaction - INFO - Epoch [53][180/470] lr: 1.000e-02, eta: 11:34:58, time: 1.455, data_time: 0.004, memory: 8471, top1_acc: 0.3781, top5_acc: 0.6016, loss_cls: 2.9946, loss: 2.9946 2020-07-04 11:08:52,537 - mmaction - INFO - Epoch [53][200/470] lr: 1.000e-02, eta: 11:34:25, time: 1.414, data_time: 0.004, memory: 8471, top1_acc: 0.3547, top5_acc: 0.6234, loss_cls: 2.8721, loss: 2.8721 2020-07-04 11:09:20,704 - mmaction - INFO - Epoch [53][220/470] lr: 1.000e-02, eta: 11:33:51, time: 1.412, data_time: 0.008, memory: 8471, top1_acc: 0.3281, top5_acc: 0.5875, loss_cls: 3.0123, loss: 3.0123 2020-07-04 11:09:49,221 - mmaction - INFO - Epoch [53][240/470] lr: 1.000e-02, eta: 11:33:18, time: 1.426, data_time: 0.005, memory: 8471, top1_acc: 0.3281, top5_acc: 0.5797, loss_cls: 3.0539, loss: 3.0539 2020-07-04 11:10:17,956 - mmaction - INFO - Epoch [53][260/470] lr: 1.000e-02, eta: 11:32:45, time: 1.435, data_time: 0.006, memory: 8471, top1_acc: 0.3719, top5_acc: 0.6078, loss_cls: 2.9262, loss: 2.9262 2020-07-04 11:10:45,926 - mmaction - INFO - Epoch [53][280/470] lr: 1.000e-02, eta: 11:32:11, time: 1.399, data_time: 0.006, memory: 8471, top1_acc: 0.3469, top5_acc: 0.5797, loss_cls: 3.0901, loss: 3.0901 2020-07-04 11:11:14,578 - mmaction - INFO - Epoch [53][300/470] lr: 1.000e-02, eta: 11:31:38, time: 1.436, data_time: 0.006, memory: 8471, top1_acc: 0.3406, top5_acc: 0.5719, loss_cls: 3.1094, loss: 3.1094 2020-07-04 11:11:42,693 - mmaction - INFO - Epoch [53][320/470] lr: 1.000e-02, eta: 11:31:04, time: 1.404, data_time: 0.001, memory: 8471, top1_acc: 0.3625, top5_acc: 0.5719, loss_cls: 3.0349, loss: 3.0349 2020-07-04 11:12:11,193 - mmaction - INFO - Epoch [53][340/470] lr: 1.000e-02, eta: 11:30:31, time: 1.427, data_time: 0.003, memory: 8471, top1_acc: 0.3516, top5_acc: 0.5984, loss_cls: 2.9926, loss: 2.9926 2020-07-04 11:12:39,408 - mmaction - INFO - Epoch [53][360/470] lr: 1.000e-02, eta: 11:29:57, time: 1.409, data_time: 0.002, memory: 8471, top1_acc: 0.3406, top5_acc: 0.5703, loss_cls: 3.0804, loss: 3.0804 2020-07-04 11:13:07,493 - mmaction - INFO - Epoch [53][380/470] lr: 1.000e-02, eta: 11:29:24, time: 1.403, data_time: 0.003, memory: 8471, top1_acc: 0.3656, top5_acc: 0.5891, loss_cls: 2.9685, loss: 2.9685 2020-07-04 11:13:36,073 - mmaction - INFO - Epoch [53][400/470] lr: 1.000e-02, eta: 11:28:50, time: 1.428, data_time: 0.005, memory: 8471, top1_acc: 0.3688, top5_acc: 0.5859, loss_cls: 2.9436, loss: 2.9436 2020-07-04 11:14:04,508 - mmaction - INFO - Epoch [53][420/470] lr: 1.000e-02, eta: 11:28:17, time: 1.426, data_time: 0.005, memory: 8471, top1_acc: 0.3547, top5_acc: 0.6000, loss_cls: 2.9795, loss: 2.9795 2020-07-04 11:14:32,270 - mmaction - INFO - Epoch [53][440/470] lr: 1.000e-02, eta: 11:27:43, time: 1.388, data_time: 0.001, memory: 8471, top1_acc: 0.3469, top5_acc: 0.5656, loss_cls: 3.0950, loss: 3.0950 2020-07-04 11:15:00,307 - mmaction - INFO - Epoch [53][460/470] lr: 1.000e-02, eta: 11:27:09, time: 1.400, data_time: 0.003, memory: 8471, top1_acc: 0.3516, top5_acc: 0.5813, loss_cls: 2.9839, loss: 2.9839 2020-07-04 11:16:43,856 - mmaction - INFO - Epoch [54][20/470] lr: 1.000e-02, eta: 11:27:09, time: 4.452, data_time: 3.604, memory: 8471, top1_acc: 0.3047, top5_acc: 0.5703, loss_cls: 3.0579, loss: 3.0579 2020-07-04 11:17:11,375 - mmaction - INFO - Epoch [54][40/470] lr: 1.000e-02, eta: 11:26:35, time: 1.376, data_time: 0.579, memory: 8471, top1_acc: 0.3453, top5_acc: 0.5813, loss_cls: 2.9421, loss: 2.9421 2020-07-04 11:17:38,999 - mmaction - INFO - Epoch [54][60/470] lr: 1.000e-02, eta: 11:26:01, time: 1.379, data_time: 0.654, memory: 8471, top1_acc: 0.3688, top5_acc: 0.5766, loss_cls: 2.9949, loss: 2.9949 2020-07-04 11:18:06,306 - mmaction - INFO - Epoch [54][80/470] lr: 1.000e-02, eta: 11:25:26, time: 1.369, data_time: 0.625, memory: 8471, top1_acc: 0.3422, top5_acc: 0.5859, loss_cls: 3.0079, loss: 3.0079 2020-07-04 11:18:34,237 - mmaction - INFO - Epoch [54][100/470] lr: 1.000e-02, eta: 11:24:52, time: 1.395, data_time: 0.576, memory: 8471, top1_acc: 0.3328, top5_acc: 0.5844, loss_cls: 3.0982, loss: 3.0982 2020-07-04 11:19:02,263 - mmaction - INFO - Epoch [54][120/470] lr: 1.000e-02, eta: 11:24:19, time: 1.401, data_time: 0.500, memory: 8471, top1_acc: 0.3156, top5_acc: 0.5656, loss_cls: 3.1863, loss: 3.1863 2020-07-04 11:19:30,296 - mmaction - INFO - Epoch [54][140/470] lr: 1.000e-02, eta: 11:23:45, time: 1.403, data_time: 0.450, memory: 8471, top1_acc: 0.3563, top5_acc: 0.5766, loss_cls: 2.9845, loss: 2.9845 2020-07-04 11:19:57,983 - mmaction - INFO - Epoch [54][160/470] lr: 1.000e-02, eta: 11:23:11, time: 1.381, data_time: 0.672, memory: 8471, top1_acc: 0.3875, top5_acc: 0.6141, loss_cls: 2.8810, loss: 2.8810 2020-07-04 11:20:26,185 - mmaction - INFO - Epoch [54][180/470] lr: 1.000e-02, eta: 11:22:37, time: 1.414, data_time: 0.652, memory: 8471, top1_acc: 0.3656, top5_acc: 0.5891, loss_cls: 2.9845, loss: 2.9845 2020-07-04 11:20:54,532 - mmaction - INFO - Epoch [54][200/470] lr: 1.000e-02, eta: 11:22:04, time: 1.413, data_time: 0.496, memory: 8471, top1_acc: 0.3422, top5_acc: 0.6016, loss_cls: 2.9152, loss: 2.9152 2020-07-04 11:21:22,838 - mmaction - INFO - Epoch [54][220/470] lr: 1.000e-02, eta: 11:21:31, time: 1.416, data_time: 0.311, memory: 8471, top1_acc: 0.3406, top5_acc: 0.5703, loss_cls: 3.1055, loss: 3.1055 2020-07-04 11:21:50,904 - mmaction - INFO - Epoch [54][240/470] lr: 1.000e-02, eta: 11:20:57, time: 1.403, data_time: 0.163, memory: 8471, top1_acc: 0.3625, top5_acc: 0.5891, loss_cls: 3.0497, loss: 3.0497 2020-07-04 11:22:18,921 - mmaction - INFO - Epoch [54][260/470] lr: 1.000e-02, eta: 11:20:23, time: 1.404, data_time: 0.355, memory: 8471, top1_acc: 0.3578, top5_acc: 0.5813, loss_cls: 3.0487, loss: 3.0487 2020-07-04 11:22:47,102 - mmaction - INFO - Epoch [54][280/470] lr: 1.000e-02, eta: 11:19:50, time: 1.406, data_time: 0.354, memory: 8471, top1_acc: 0.3484, top5_acc: 0.5906, loss_cls: 3.0054, loss: 3.0054 2020-07-04 11:23:14,989 - mmaction - INFO - Epoch [54][300/470] lr: 1.000e-02, eta: 11:19:16, time: 1.393, data_time: 0.612, memory: 8471, top1_acc: 0.3453, top5_acc: 0.5766, loss_cls: 2.9823, loss: 2.9823 2020-07-04 11:23:43,245 - mmaction - INFO - Epoch [54][320/470] lr: 1.000e-02, eta: 11:18:43, time: 1.417, data_time: 0.342, memory: 8471, top1_acc: 0.3344, top5_acc: 0.5875, loss_cls: 3.0347, loss: 3.0347 2020-07-04 11:24:11,191 - mmaction - INFO - Epoch [54][340/470] lr: 1.000e-02, eta: 11:18:09, time: 1.397, data_time: 0.557, memory: 8471, top1_acc: 0.3828, top5_acc: 0.5938, loss_cls: 3.0518, loss: 3.0518 2020-07-04 11:24:40,061 - mmaction - INFO - Epoch [54][360/470] lr: 1.000e-02, eta: 11:17:36, time: 1.443, data_time: 0.553, memory: 8471, top1_acc: 0.3328, top5_acc: 0.5781, loss_cls: 3.0693, loss: 3.0693 2020-07-04 11:25:08,256 - mmaction - INFO - Epoch [54][380/470] lr: 1.000e-02, eta: 11:17:03, time: 1.410, data_time: 0.424, memory: 8471, top1_acc: 0.3578, top5_acc: 0.5844, loss_cls: 2.9808, loss: 2.9808 2020-07-04 11:25:36,512 - mmaction - INFO - Epoch [54][400/470] lr: 1.000e-02, eta: 11:16:29, time: 1.410, data_time: 0.471, memory: 8471, top1_acc: 0.3312, top5_acc: 0.5984, loss_cls: 3.0310, loss: 3.0310 2020-07-04 11:26:04,235 - mmaction - INFO - Epoch [54][420/470] lr: 1.000e-02, eta: 11:15:55, time: 1.390, data_time: 0.502, memory: 8471, top1_acc: 0.3297, top5_acc: 0.5547, loss_cls: 3.0983, loss: 3.0983 2020-07-04 11:26:32,083 - mmaction - INFO - Epoch [54][440/470] lr: 1.000e-02, eta: 11:15:22, time: 1.391, data_time: 0.491, memory: 8471, top1_acc: 0.3531, top5_acc: 0.5844, loss_cls: 3.0249, loss: 3.0249 2020-07-04 11:27:00,675 - mmaction - INFO - Epoch [54][460/470] lr: 1.000e-02, eta: 11:14:48, time: 1.429, data_time: 0.531, memory: 8471, top1_acc: 0.3406, top5_acc: 0.6000, loss_cls: 2.9451, loss: 2.9451 2020-07-04 11:28:45,448 - mmaction - INFO - Epoch [55][20/470] lr: 1.000e-02, eta: 11:14:49, time: 4.540, data_time: 2.895, memory: 8471, top1_acc: 0.3234, top5_acc: 0.6094, loss_cls: 2.9770, loss: 2.9770 2020-07-04 11:29:13,229 - mmaction - INFO - Epoch [55][40/470] lr: 1.000e-02, eta: 11:14:15, time: 1.389, data_time: 0.005, memory: 8471, top1_acc: 0.3641, top5_acc: 0.5766, loss_cls: 3.0446, loss: 3.0446 2020-07-04 11:29:42,019 - mmaction - INFO - Epoch [55][60/470] lr: 1.000e-02, eta: 11:13:42, time: 1.438, data_time: 0.005, memory: 8471, top1_acc: 0.3187, top5_acc: 0.5719, loss_cls: 3.1307, loss: 3.1307 2020-07-04 11:30:09,868 - mmaction - INFO - Epoch [55][80/470] lr: 1.000e-02, eta: 11:13:08, time: 1.392, data_time: 0.007, memory: 8471, top1_acc: 0.3234, top5_acc: 0.5687, loss_cls: 3.0500, loss: 3.0500 2020-07-04 11:30:38,016 - mmaction - INFO - Epoch [55][100/470] lr: 1.000e-02, eta: 11:12:35, time: 1.409, data_time: 0.005, memory: 8471, top1_acc: 0.3391, top5_acc: 0.5813, loss_cls: 2.9244, loss: 2.9244 2020-07-04 11:31:05,980 - mmaction - INFO - Epoch [55][120/470] lr: 1.000e-02, eta: 11:12:01, time: 1.398, data_time: 0.006, memory: 8471, top1_acc: 0.3328, top5_acc: 0.6094, loss_cls: 2.9959, loss: 2.9959 2020-07-04 11:31:34,174 - mmaction - INFO - Epoch [55][140/470] lr: 1.000e-02, eta: 11:11:27, time: 1.410, data_time: 0.005, memory: 8471, top1_acc: 0.3203, top5_acc: 0.5563, loss_cls: 3.0720, loss: 3.0720 2020-07-04 11:32:02,383 - mmaction - INFO - Epoch [55][160/470] lr: 1.000e-02, eta: 11:10:54, time: 1.409, data_time: 0.006, memory: 8471, top1_acc: 0.3438, top5_acc: 0.5547, loss_cls: 3.0838, loss: 3.0838 2020-07-04 11:32:31,457 - mmaction - INFO - Epoch [55][180/470] lr: 1.000e-02, eta: 11:10:21, time: 1.454, data_time: 0.037, memory: 8471, top1_acc: 0.3641, top5_acc: 0.5875, loss_cls: 2.9480, loss: 2.9480 2020-07-04 11:32:59,432 - mmaction - INFO - Epoch [55][200/470] lr: 1.000e-02, eta: 11:09:48, time: 1.398, data_time: 0.027, memory: 8471, top1_acc: 0.3781, top5_acc: 0.6062, loss_cls: 2.8938, loss: 2.8938 2020-07-04 11:33:27,506 - mmaction - INFO - Epoch [55][220/470] lr: 1.000e-02, eta: 11:09:14, time: 1.403, data_time: 0.006, memory: 8471, top1_acc: 0.3375, top5_acc: 0.5828, loss_cls: 3.0272, loss: 3.0272 2020-07-04 11:33:55,300 - mmaction - INFO - Epoch [55][240/470] lr: 1.000e-02, eta: 11:08:41, time: 1.390, data_time: 0.007, memory: 8471, top1_acc: 0.3375, top5_acc: 0.5859, loss_cls: 2.9451, loss: 2.9451 2020-07-04 11:34:23,359 - mmaction - INFO - Epoch [55][260/470] lr: 1.000e-02, eta: 11:08:07, time: 1.402, data_time: 0.008, memory: 8471, top1_acc: 0.3625, top5_acc: 0.5938, loss_cls: 3.0135, loss: 3.0135 2020-07-04 11:34:51,229 - mmaction - INFO - Epoch [55][280/470] lr: 1.000e-02, eta: 11:07:33, time: 1.394, data_time: 0.007, memory: 8471, top1_acc: 0.3422, top5_acc: 0.5984, loss_cls: 2.9942, loss: 2.9942 2020-07-04 11:35:19,111 - mmaction - INFO - Epoch [55][300/470] lr: 1.000e-02, eta: 11:07:00, time: 1.392, data_time: 0.008, memory: 8471, top1_acc: 0.3203, top5_acc: 0.5938, loss_cls: 3.0188, loss: 3.0188 2020-07-04 11:35:47,225 - mmaction - INFO - Epoch [55][320/470] lr: 1.000e-02, eta: 11:06:26, time: 1.406, data_time: 0.009, memory: 8471, top1_acc: 0.3438, top5_acc: 0.5766, loss_cls: 3.0513, loss: 3.0513 2020-07-04 11:36:15,066 - mmaction - INFO - Epoch [55][340/470] lr: 1.000e-02, eta: 11:05:52, time: 1.397, data_time: 0.009, memory: 8471, top1_acc: 0.3438, top5_acc: 0.5844, loss_cls: 3.0441, loss: 3.0441 2020-07-04 11:36:43,106 - mmaction - INFO - Epoch [55][360/470] lr: 1.000e-02, eta: 11:05:19, time: 1.399, data_time: 0.004, memory: 8471, top1_acc: 0.3609, top5_acc: 0.5813, loss_cls: 2.9936, loss: 2.9936 2020-07-04 11:37:10,611 - mmaction - INFO - Epoch [55][380/470] lr: 1.000e-02, eta: 11:04:45, time: 1.378, data_time: 0.008, memory: 8471, top1_acc: 0.3547, top5_acc: 0.5906, loss_cls: 2.9080, loss: 2.9080 2020-07-04 11:37:38,875 - mmaction - INFO - Epoch [55][400/470] lr: 1.000e-02, eta: 11:04:12, time: 1.413, data_time: 0.004, memory: 8471, top1_acc: 0.3453, top5_acc: 0.5719, loss_cls: 3.1036, loss: 3.1036 2020-07-04 11:38:06,978 - mmaction - INFO - Epoch [55][420/470] lr: 1.000e-02, eta: 11:03:38, time: 1.402, data_time: 0.005, memory: 8471, top1_acc: 0.3391, top5_acc: 0.5437, loss_cls: 3.0980, loss: 3.0980 2020-07-04 11:38:34,972 - mmaction - INFO - Epoch [55][440/470] lr: 1.000e-02, eta: 11:03:05, time: 1.400, data_time: 0.007, memory: 8471, top1_acc: 0.3156, top5_acc: 0.5797, loss_cls: 3.1240, loss: 3.1240 2020-07-04 11:39:02,883 - mmaction - INFO - Epoch [55][460/470] lr: 1.000e-02, eta: 11:02:31, time: 1.398, data_time: 0.008, memory: 8471, top1_acc: 0.3547, top5_acc: 0.6156, loss_cls: 2.9472, loss: 2.9472 2020-07-04 11:39:17,920 - mmaction - INFO - Saving checkpoint at 55 epochs 2020-07-04 11:41:16,882 - mmaction - INFO - Evaluating top_k_accuracy... 2020-07-04 11:41:17,836 - mmaction - INFO - top1_acc 0.3833 top5_acc 0.6380 2020-07-04 11:41:17,837 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-07-04 11:41:17,910 - mmaction - INFO - mean_acc 0.3832 2020-07-04 11:41:17,918 - mmaction - INFO - Epoch [55][470/470] lr: 1.000e-02, top1_acc: 0.3833, top5_acc: 0.6380, mean_class_accuracy: 0.3832 2020-07-04 11:42:46,983 - mmaction - INFO - Epoch [56][20/470] lr: 1.000e-02, eta: 11:02:28, time: 4.452, data_time: 3.748, memory: 8471, top1_acc: 0.3312, top5_acc: 0.5797, loss_cls: 3.1040, loss: 3.1040 2020-07-04 11:43:14,361 - mmaction - INFO - Epoch [56][40/470] lr: 1.000e-02, eta: 11:01:54, time: 1.369, data_time: 0.656, memory: 8471, top1_acc: 0.3234, top5_acc: 0.5672, loss_cls: 3.1027, loss: 3.1027 2020-07-04 11:43:41,938 - mmaction - INFO - Epoch [56][60/470] lr: 1.000e-02, eta: 11:01:20, time: 1.379, data_time: 0.576, memory: 8471, top1_acc: 0.3438, top5_acc: 0.5906, loss_cls: 2.9331, loss: 2.9331 2020-07-04 11:44:09,659 - mmaction - INFO - Epoch [56][80/470] lr: 1.000e-02, eta: 11:00:46, time: 1.384, data_time: 0.431, memory: 8471, top1_acc: 0.3531, top5_acc: 0.5734, loss_cls: 3.0056, loss: 3.0056 2020-07-04 11:44:37,222 - mmaction - INFO - Epoch [56][100/470] lr: 1.000e-02, eta: 11:00:12, time: 1.378, data_time: 0.362, memory: 8471, top1_acc: 0.3594, top5_acc: 0.5875, loss_cls: 3.0239, loss: 3.0239 2020-07-04 11:45:05,528 - mmaction - INFO - Epoch [56][120/470] lr: 1.000e-02, eta: 10:59:39, time: 1.414, data_time: 0.192, memory: 8471, top1_acc: 0.3359, top5_acc: 0.5891, loss_cls: 3.0133, loss: 3.0133 2020-07-04 11:45:33,343 - mmaction - INFO - Epoch [56][140/470] lr: 1.000e-02, eta: 10:59:05, time: 1.393, data_time: 0.062, memory: 8471, top1_acc: 0.3219, top5_acc: 0.5406, loss_cls: 3.1880, loss: 3.1880 2020-07-04 11:46:01,533 - mmaction - INFO - Epoch [56][160/470] lr: 1.000e-02, eta: 10:58:32, time: 1.412, data_time: 0.012, memory: 8471, top1_acc: 0.3563, top5_acc: 0.5906, loss_cls: 2.8664, loss: 2.8664 2020-07-04 11:46:29,807 - mmaction - INFO - Epoch [56][180/470] lr: 1.000e-02, eta: 10:57:59, time: 1.408, data_time: 0.097, memory: 8471, top1_acc: 0.3375, top5_acc: 0.5437, loss_cls: 3.1151, loss: 3.1151 2020-07-04 11:46:58,055 - mmaction - INFO - Epoch [56][200/470] lr: 1.000e-02, eta: 10:57:25, time: 1.413, data_time: 0.023, memory: 8471, top1_acc: 0.3234, top5_acc: 0.5797, loss_cls: 3.0566, loss: 3.0566 2020-07-04 11:47:26,440 - mmaction - INFO - Epoch [56][220/470] lr: 1.000e-02, eta: 10:56:52, time: 1.422, data_time: 0.062, memory: 8471, top1_acc: 0.3609, top5_acc: 0.6328, loss_cls: 2.8649, loss: 2.8649 2020-07-04 11:47:54,757 - mmaction - INFO - Epoch [56][240/470] lr: 1.000e-02, eta: 10:56:19, time: 1.415, data_time: 0.005, memory: 8471, top1_acc: 0.3484, top5_acc: 0.5672, loss_cls: 3.1019, loss: 3.1019 2020-07-04 11:48:22,756 - mmaction - INFO - Epoch [56][260/470] lr: 1.000e-02, eta: 10:55:46, time: 1.403, data_time: 0.005, memory: 8471, top1_acc: 0.3500, top5_acc: 0.5922, loss_cls: 2.9366, loss: 2.9366 2020-07-04 11:48:50,828 - mmaction - INFO - Epoch [56][280/470] lr: 1.000e-02, eta: 10:55:12, time: 1.403, data_time: 0.004, memory: 8471, top1_acc: 0.3141, top5_acc: 0.5453, loss_cls: 3.0721, loss: 3.0721 2020-07-04 11:49:19,356 - mmaction - INFO - Epoch [56][300/470] lr: 1.000e-02, eta: 10:54:39, time: 1.424, data_time: 0.002, memory: 8471, top1_acc: 0.3656, top5_acc: 0.6281, loss_cls: 2.9490, loss: 2.9490 2020-07-04 11:49:47,685 - mmaction - INFO - Epoch [56][320/470] lr: 1.000e-02, eta: 10:54:06, time: 1.419, data_time: 0.006, memory: 8471, top1_acc: 0.3438, top5_acc: 0.5594, loss_cls: 3.1240, loss: 3.1240 2020-07-04 11:50:16,358 - mmaction - INFO - Epoch [56][340/470] lr: 1.000e-02, eta: 10:53:34, time: 1.434, data_time: 0.001, memory: 8471, top1_acc: 0.3297, top5_acc: 0.6016, loss_cls: 3.0120, loss: 3.0120 2020-07-04 11:50:44,751 - mmaction - INFO - Epoch [56][360/470] lr: 1.000e-02, eta: 10:53:01, time: 1.418, data_time: 0.002, memory: 8471, top1_acc: 0.3500, top5_acc: 0.5687, loss_cls: 3.0571, loss: 3.0571 2020-07-04 11:51:12,995 - mmaction - INFO - Epoch [56][380/470] lr: 1.000e-02, eta: 10:52:27, time: 1.412, data_time: 0.004, memory: 8471, top1_acc: 0.3078, top5_acc: 0.5750, loss_cls: 3.0946, loss: 3.0946 2020-07-04 11:51:41,502 - mmaction - INFO - Epoch [56][400/470] lr: 1.000e-02, eta: 10:51:54, time: 1.425, data_time: 0.006, memory: 8471, top1_acc: 0.3375, top5_acc: 0.5578, loss_cls: 3.0484, loss: 3.0484 2020-07-04 11:52:09,700 - mmaction - INFO - Epoch [56][420/470] lr: 1.000e-02, eta: 10:51:21, time: 1.410, data_time: 0.004, memory: 8471, top1_acc: 0.3219, top5_acc: 0.5719, loss_cls: 3.0479, loss: 3.0479 2020-07-04 11:52:38,221 - mmaction - INFO - Epoch [56][440/470] lr: 1.000e-02, eta: 10:50:48, time: 1.423, data_time: 0.004, memory: 8471, top1_acc: 0.3391, top5_acc: 0.5813, loss_cls: 2.9253, loss: 2.9253 2020-07-04 11:53:06,575 - mmaction - INFO - Epoch [56][460/470] lr: 1.000e-02, eta: 10:50:15, time: 1.420, data_time: 0.007, memory: 8471, top1_acc: 0.3578, top5_acc: 0.5750, loss_cls: 3.0599, loss: 3.0599 2020-07-04 11:55:01,270 - mmaction - INFO - Epoch [57][20/470] lr: 1.000e-02, eta: 10:50:21, time: 4.968, data_time: 4.104, memory: 8471, top1_acc: 0.3469, top5_acc: 0.5609, loss_cls: 3.0418, loss: 3.0418 2020-07-04 11:55:28,582 - mmaction - INFO - Epoch [57][40/470] lr: 1.000e-02, eta: 10:49:46, time: 1.366, data_time: 0.402, memory: 8471, top1_acc: 0.3531, top5_acc: 0.6000, loss_cls: 3.0085, loss: 3.0085 2020-07-04 11:55:57,200 - mmaction - INFO - Epoch [57][60/470] lr: 1.000e-02, eta: 10:49:14, time: 1.428, data_time: 0.091, memory: 8471, top1_acc: 0.3312, top5_acc: 0.5484, loss_cls: 3.1645, loss: 3.1645 2020-07-04 11:56:25,289 - mmaction - INFO - Epoch [57][80/470] lr: 1.000e-02, eta: 10:48:40, time: 1.406, data_time: 0.212, memory: 8471, top1_acc: 0.3266, top5_acc: 0.5922, loss_cls: 3.0033, loss: 3.0033 2020-07-04 11:56:52,858 - mmaction - INFO - Epoch [57][100/470] lr: 1.000e-02, eta: 10:48:06, time: 1.375, data_time: 0.049, memory: 8471, top1_acc: 0.3484, top5_acc: 0.5938, loss_cls: 2.9162, loss: 2.9162 2020-07-04 11:57:21,347 - mmaction - INFO - Epoch [57][120/470] lr: 1.000e-02, eta: 10:47:33, time: 1.429, data_time: 0.095, memory: 8471, top1_acc: 0.3406, top5_acc: 0.5953, loss_cls: 2.9887, loss: 2.9887 2020-07-04 11:57:49,093 - mmaction - INFO - Epoch [57][140/470] lr: 1.000e-02, eta: 10:47:00, time: 1.388, data_time: 0.004, memory: 8471, top1_acc: 0.3766, top5_acc: 0.5828, loss_cls: 2.9021, loss: 2.9021 2020-07-04 11:58:17,074 - mmaction - INFO - Epoch [57][160/470] lr: 1.000e-02, eta: 10:46:26, time: 1.398, data_time: 0.006, memory: 8471, top1_acc: 0.3547, top5_acc: 0.6156, loss_cls: 2.9092, loss: 2.9092 2020-07-04 11:58:45,003 - mmaction - INFO - Epoch [57][180/470] lr: 1.000e-02, eta: 10:45:53, time: 1.394, data_time: 0.090, memory: 8471, top1_acc: 0.3734, top5_acc: 0.6125, loss_cls: 2.8291, loss: 2.8291 2020-07-04 11:59:13,120 - mmaction - INFO - Epoch [57][200/470] lr: 1.000e-02, eta: 10:45:20, time: 1.406, data_time: 0.128, memory: 8471, top1_acc: 0.3547, top5_acc: 0.5891, loss_cls: 2.9571, loss: 2.9571 2020-07-04 11:59:41,383 - mmaction - INFO - Epoch [57][220/470] lr: 1.000e-02, eta: 10:44:47, time: 1.411, data_time: 0.329, memory: 8471, top1_acc: 0.3719, top5_acc: 0.6016, loss_cls: 2.9356, loss: 2.9356 2020-07-04 12:00:12,675 - mmaction - INFO - Epoch [57][240/470] lr: 1.000e-02, eta: 10:44:16, time: 1.564, data_time: 0.204, memory: 8471, top1_acc: 0.3547, top5_acc: 0.5828, loss_cls: 2.9811, loss: 2.9811 2020-07-04 12:00:40,624 - mmaction - INFO - Epoch [57][260/470] lr: 1.000e-02, eta: 10:43:43, time: 1.402, data_time: 0.347, memory: 8471, top1_acc: 0.3797, top5_acc: 0.5969, loss_cls: 2.9271, loss: 2.9271 2020-07-04 12:01:08,475 - mmaction - INFO - Epoch [57][280/470] lr: 1.000e-02, eta: 10:43:09, time: 1.390, data_time: 0.443, memory: 8471, top1_acc: 0.3578, top5_acc: 0.5859, loss_cls: 2.9350, loss: 2.9350 2020-07-04 12:01:36,667 - mmaction - INFO - Epoch [57][300/470] lr: 1.000e-02, eta: 10:42:36, time: 1.408, data_time: 0.675, memory: 8471, top1_acc: 0.3547, top5_acc: 0.5594, loss_cls: 3.0451, loss: 3.0451 2020-07-04 12:02:05,371 - mmaction - INFO - Epoch [57][320/470] lr: 1.000e-02, eta: 10:42:04, time: 1.434, data_time: 0.375, memory: 8471, top1_acc: 0.3500, top5_acc: 0.5969, loss_cls: 2.9566, loss: 2.9566 2020-07-04 12:02:33,475 - mmaction - INFO - Epoch [57][340/470] lr: 1.000e-02, eta: 10:41:30, time: 1.408, data_time: 0.310, memory: 8471, top1_acc: 0.3484, top5_acc: 0.5703, loss_cls: 3.0715, loss: 3.0715 2020-07-04 12:03:01,217 - mmaction - INFO - Epoch [57][360/470] lr: 1.000e-02, eta: 10:40:57, time: 1.387, data_time: 0.341, memory: 8471, top1_acc: 0.3797, top5_acc: 0.6250, loss_cls: 2.9497, loss: 2.9497 2020-07-04 12:03:29,334 - mmaction - INFO - Epoch [57][380/470] lr: 1.000e-02, eta: 10:40:24, time: 1.405, data_time: 0.399, memory: 8471, top1_acc: 0.3797, top5_acc: 0.6156, loss_cls: 2.7902, loss: 2.7902 2020-07-04 12:03:57,441 - mmaction - INFO - Epoch [57][400/470] lr: 1.000e-02, eta: 10:39:50, time: 1.404, data_time: 0.397, memory: 8471, top1_acc: 0.3578, top5_acc: 0.6234, loss_cls: 2.8939, loss: 2.8939 2020-07-04 12:04:25,894 - mmaction - INFO - Epoch [57][420/470] lr: 1.000e-02, eta: 10:39:18, time: 1.424, data_time: 0.348, memory: 8471, top1_acc: 0.3203, top5_acc: 0.5781, loss_cls: 3.1264, loss: 3.1264 2020-07-04 12:04:54,044 - mmaction - INFO - Epoch [57][440/470] lr: 1.000e-02, eta: 10:38:44, time: 1.408, data_time: 0.565, memory: 8471, top1_acc: 0.3328, top5_acc: 0.5750, loss_cls: 3.0036, loss: 3.0036 2020-07-04 12:05:21,689 - mmaction - INFO - Epoch [57][460/470] lr: 1.000e-02, eta: 10:38:11, time: 1.381, data_time: 0.675, memory: 8471, top1_acc: 0.3875, top5_acc: 0.6141, loss_cls: 2.8920, loss: 2.8920 2020-07-04 12:07:21,701 - mmaction - INFO - Epoch [58][20/470] lr: 1.000e-02, eta: 10:38:14, time: 4.964, data_time: 3.514, memory: 8471, top1_acc: 0.3625, top5_acc: 0.5953, loss_cls: 2.9622, loss: 2.9622 2020-07-04 12:07:49,831 - mmaction - INFO - Epoch [58][40/470] lr: 1.000e-02, eta: 10:37:41, time: 1.415, data_time: 0.020, memory: 8471, top1_acc: 0.3859, top5_acc: 0.6266, loss_cls: 2.7348, loss: 2.7348 2020-07-04 12:08:18,018 - mmaction - INFO - Epoch [58][60/470] lr: 1.000e-02, eta: 10:37:08, time: 1.411, data_time: 0.002, memory: 8471, top1_acc: 0.3703, top5_acc: 0.6016, loss_cls: 2.9200, loss: 2.9200 2020-07-04 12:08:46,011 - mmaction - INFO - Epoch [58][80/470] lr: 1.000e-02, eta: 10:36:34, time: 1.394, data_time: 0.164, memory: 8471, top1_acc: 0.3609, top5_acc: 0.5609, loss_cls: 3.1653, loss: 3.1653 2020-07-04 12:09:13,871 - mmaction - INFO - Epoch [58][100/470] lr: 1.000e-02, eta: 10:36:01, time: 1.394, data_time: 0.336, memory: 8471, top1_acc: 0.3781, top5_acc: 0.6188, loss_cls: 2.8662, loss: 2.8662 2020-07-04 12:09:42,084 - mmaction - INFO - Epoch [58][120/470] lr: 1.000e-02, eta: 10:35:28, time: 1.409, data_time: 0.509, memory: 8471, top1_acc: 0.3531, top5_acc: 0.5938, loss_cls: 2.9813, loss: 2.9813 2020-07-04 12:10:09,888 - mmaction - INFO - Epoch [58][140/470] lr: 1.000e-02, eta: 10:34:54, time: 1.391, data_time: 0.315, memory: 8471, top1_acc: 0.3531, top5_acc: 0.5828, loss_cls: 2.8981, loss: 2.8981 2020-07-04 12:10:37,450 - mmaction - INFO - Epoch [58][160/470] lr: 1.000e-02, eta: 10:34:21, time: 1.381, data_time: 0.331, memory: 8471, top1_acc: 0.3594, top5_acc: 0.5922, loss_cls: 2.9759, loss: 2.9759 2020-07-04 12:11:05,825 - mmaction - INFO - Epoch [58][180/470] lr: 1.000e-02, eta: 10:33:48, time: 1.419, data_time: 0.248, memory: 8471, top1_acc: 0.3516, top5_acc: 0.6094, loss_cls: 2.9666, loss: 2.9666 2020-07-04 12:11:33,722 - mmaction - INFO - Epoch [58][200/470] lr: 1.000e-02, eta: 10:33:14, time: 1.396, data_time: 0.002, memory: 8471, top1_acc: 0.3547, top5_acc: 0.5953, loss_cls: 2.9035, loss: 2.9035 2020-07-04 12:12:02,036 - mmaction - INFO - Epoch [58][220/470] lr: 1.000e-02, eta: 10:32:41, time: 1.411, data_time: 0.002, memory: 8471, top1_acc: 0.3484, top5_acc: 0.5984, loss_cls: 2.9713, loss: 2.9713 2020-07-04 12:12:30,573 - mmaction - INFO - Epoch [58][240/470] lr: 1.000e-02, eta: 10:32:09, time: 1.427, data_time: 0.006, memory: 8471, top1_acc: 0.3344, top5_acc: 0.5844, loss_cls: 3.0436, loss: 3.0436 2020-07-04 12:12:58,571 - mmaction - INFO - Epoch [58][260/470] lr: 1.000e-02, eta: 10:31:35, time: 1.404, data_time: 0.007, memory: 8471, top1_acc: 0.3516, top5_acc: 0.5906, loss_cls: 2.9719, loss: 2.9719 2020-07-04 12:13:26,453 - mmaction - INFO - Epoch [58][280/470] lr: 1.000e-02, eta: 10:31:02, time: 1.393, data_time: 0.002, memory: 8471, top1_acc: 0.3578, top5_acc: 0.5719, loss_cls: 3.0595, loss: 3.0595 2020-07-04 12:13:54,831 - mmaction - INFO - Epoch [58][300/470] lr: 1.000e-02, eta: 10:30:29, time: 1.421, data_time: 0.004, memory: 8471, top1_acc: 0.3781, top5_acc: 0.5875, loss_cls: 3.0309, loss: 3.0309 2020-07-04 12:14:23,187 - mmaction - INFO - Epoch [58][320/470] lr: 1.000e-02, eta: 10:29:56, time: 1.414, data_time: 0.001, memory: 8471, top1_acc: 0.3328, top5_acc: 0.5531, loss_cls: 2.9939, loss: 2.9939 2020-07-04 12:14:50,915 - mmaction - INFO - Epoch [58][340/470] lr: 1.000e-02, eta: 10:29:23, time: 1.388, data_time: 0.006, memory: 8471, top1_acc: 0.3422, top5_acc: 0.5750, loss_cls: 3.0579, loss: 3.0579 2020-07-04 12:15:18,804 - mmaction - INFO - Epoch [58][360/470] lr: 1.000e-02, eta: 10:28:49, time: 1.395, data_time: 0.004, memory: 8471, top1_acc: 0.3328, top5_acc: 0.5750, loss_cls: 3.0636, loss: 3.0636 2020-07-04 12:15:46,820 - mmaction - INFO - Epoch [58][380/470] lr: 1.000e-02, eta: 10:28:16, time: 1.403, data_time: 0.003, memory: 8471, top1_acc: 0.3656, top5_acc: 0.6312, loss_cls: 2.8475, loss: 2.8475 2020-07-04 12:16:15,214 - mmaction - INFO - Epoch [58][400/470] lr: 1.000e-02, eta: 10:27:43, time: 1.417, data_time: 0.003, memory: 8471, top1_acc: 0.3547, top5_acc: 0.5953, loss_cls: 2.9558, loss: 2.9558 2020-07-04 12:16:43,190 - mmaction - INFO - Epoch [58][420/470] lr: 1.000e-02, eta: 10:27:10, time: 1.398, data_time: 0.004, memory: 8471, top1_acc: 0.3312, top5_acc: 0.6312, loss_cls: 2.8744, loss: 2.8744 2020-07-04 12:17:11,357 - mmaction - INFO - Epoch [58][440/470] lr: 1.000e-02, eta: 10:26:37, time: 1.411, data_time: 0.006, memory: 8471, top1_acc: 0.3719, top5_acc: 0.6000, loss_cls: 2.9257, loss: 2.9257 2020-07-04 12:17:39,564 - mmaction - INFO - Epoch [58][460/470] lr: 1.000e-02, eta: 10:26:04, time: 1.408, data_time: 0.052, memory: 8471, top1_acc: 0.3656, top5_acc: 0.6156, loss_cls: 2.8413, loss: 2.8413 2020-07-04 12:19:24,886 - mmaction - INFO - Epoch [59][20/470] lr: 1.000e-02, eta: 10:25:58, time: 4.538, data_time: 3.730, memory: 8471, top1_acc: 0.3266, top5_acc: 0.5922, loss_cls: 3.0537, loss: 3.0537 2020-07-04 12:19:52,719 - mmaction - INFO - Epoch [59][40/470] lr: 1.000e-02, eta: 10:25:25, time: 1.391, data_time: 0.709, memory: 8471, top1_acc: 0.3812, top5_acc: 0.6047, loss_cls: 2.9457, loss: 2.9457 2020-07-04 12:20:20,855 - mmaction - INFO - Epoch [59][60/470] lr: 1.000e-02, eta: 10:24:51, time: 1.402, data_time: 0.710, memory: 8471, top1_acc: 0.3438, top5_acc: 0.6000, loss_cls: 2.9320, loss: 2.9320 2020-07-04 12:20:49,139 - mmaction - INFO - Epoch [59][80/470] lr: 1.000e-02, eta: 10:24:19, time: 1.419, data_time: 0.688, memory: 8471, top1_acc: 0.3688, top5_acc: 0.5938, loss_cls: 2.9595, loss: 2.9595 2020-07-04 12:21:17,754 - mmaction - INFO - Epoch [59][100/470] lr: 1.000e-02, eta: 10:23:46, time: 1.429, data_time: 0.635, memory: 8471, top1_acc: 0.3781, top5_acc: 0.6156, loss_cls: 2.8343, loss: 2.8343 2020-07-04 12:21:46,123 - mmaction - INFO - Epoch [59][120/470] lr: 1.000e-02, eta: 10:23:13, time: 1.418, data_time: 0.442, memory: 8471, top1_acc: 0.3672, top5_acc: 0.5906, loss_cls: 2.9873, loss: 2.9873 2020-07-04 12:22:14,899 - mmaction - INFO - Epoch [59][140/470] lr: 1.000e-02, eta: 10:22:41, time: 1.438, data_time: 0.227, memory: 8471, top1_acc: 0.3391, top5_acc: 0.5797, loss_cls: 2.9977, loss: 2.9977 2020-07-04 12:22:43,564 - mmaction - INFO - Epoch [59][160/470] lr: 1.000e-02, eta: 10:22:08, time: 1.432, data_time: 0.109, memory: 8471, top1_acc: 0.3234, top5_acc: 0.5609, loss_cls: 3.1320, loss: 3.1320 2020-07-04 12:23:11,726 - mmaction - INFO - Epoch [59][180/470] lr: 1.000e-02, eta: 10:21:35, time: 1.412, data_time: 0.006, memory: 8471, top1_acc: 0.3344, top5_acc: 0.5703, loss_cls: 3.0561, loss: 3.0561 2020-07-04 12:23:39,984 - mmaction - INFO - Epoch [59][200/470] lr: 1.000e-02, eta: 10:21:02, time: 1.407, data_time: 0.004, memory: 8471, top1_acc: 0.3688, top5_acc: 0.6031, loss_cls: 2.9469, loss: 2.9469 2020-07-04 12:24:08,307 - mmaction - INFO - Epoch [59][220/470] lr: 1.000e-02, eta: 10:20:29, time: 1.423, data_time: 0.008, memory: 8471, top1_acc: 0.3625, top5_acc: 0.5859, loss_cls: 3.0069, loss: 3.0069 2020-07-04 12:24:37,143 - mmaction - INFO - Epoch [59][240/470] lr: 1.000e-02, eta: 10:19:57, time: 1.438, data_time: 0.005, memory: 8471, top1_acc: 0.3734, top5_acc: 0.6000, loss_cls: 2.9373, loss: 2.9373 2020-07-04 12:25:05,348 - mmaction - INFO - Epoch [59][260/470] lr: 1.000e-02, eta: 10:19:24, time: 1.408, data_time: 0.006, memory: 8471, top1_acc: 0.3766, top5_acc: 0.6047, loss_cls: 2.9475, loss: 2.9475 2020-07-04 12:25:33,658 - mmaction - INFO - Epoch [59][280/470] lr: 1.000e-02, eta: 10:18:51, time: 1.417, data_time: 0.006, memory: 8471, top1_acc: 0.3875, top5_acc: 0.6062, loss_cls: 2.8305, loss: 2.8305 2020-07-04 12:26:02,554 - mmaction - INFO - Epoch [59][300/470] lr: 1.000e-02, eta: 10:18:18, time: 1.445, data_time: 0.006, memory: 8471, top1_acc: 0.3547, top5_acc: 0.6000, loss_cls: 2.9309, loss: 2.9309 2020-07-04 12:26:30,739 - mmaction - INFO - Epoch [59][320/470] lr: 1.000e-02, eta: 10:17:45, time: 1.408, data_time: 0.004, memory: 8471, top1_acc: 0.3219, top5_acc: 0.5516, loss_cls: 3.0737, loss: 3.0737 2020-07-04 12:26:59,612 - mmaction - INFO - Epoch [59][340/470] lr: 1.000e-02, eta: 10:17:13, time: 1.443, data_time: 0.007, memory: 8471, top1_acc: 0.3781, top5_acc: 0.6172, loss_cls: 2.8055, loss: 2.8055 2020-07-04 12:27:27,941 - mmaction - INFO - Epoch [59][360/470] lr: 1.000e-02, eta: 10:16:40, time: 1.418, data_time: 0.010, memory: 8471, top1_acc: 0.3594, top5_acc: 0.5984, loss_cls: 2.9597, loss: 2.9597 2020-07-04 12:27:56,574 - mmaction - INFO - Epoch [59][380/470] lr: 1.000e-02, eta: 10:16:08, time: 1.429, data_time: 0.005, memory: 8471, top1_acc: 0.3625, top5_acc: 0.6078, loss_cls: 2.9169, loss: 2.9169 2020-07-04 12:28:24,702 - mmaction - INFO - Epoch [59][400/470] lr: 1.000e-02, eta: 10:15:35, time: 1.408, data_time: 0.007, memory: 8471, top1_acc: 0.3734, top5_acc: 0.5984, loss_cls: 2.9068, loss: 2.9068 2020-07-04 12:28:53,466 - mmaction - INFO - Epoch [59][420/470] lr: 1.000e-02, eta: 10:15:02, time: 1.435, data_time: 0.006, memory: 8471, top1_acc: 0.3375, top5_acc: 0.5719, loss_cls: 3.0506, loss: 3.0506 2020-07-04 12:29:22,100 - mmaction - INFO - Epoch [59][440/470] lr: 1.000e-02, eta: 10:14:30, time: 1.434, data_time: 0.008, memory: 8471, top1_acc: 0.3703, top5_acc: 0.6188, loss_cls: 2.8967, loss: 2.8967 2020-07-04 12:29:50,926 - mmaction - INFO - Epoch [59][460/470] lr: 1.000e-02, eta: 10:13:57, time: 1.439, data_time: 0.014, memory: 8471, top1_acc: 0.3969, top5_acc: 0.6094, loss_cls: 2.8316, loss: 2.8316 2020-07-04 12:31:30,977 - mmaction - INFO - Epoch [60][20/470] lr: 1.000e-02, eta: 10:13:47, time: 4.360, data_time: 3.571, memory: 8471, top1_acc: 0.3578, top5_acc: 0.6062, loss_cls: 2.9558, loss: 2.9558 2020-07-04 12:31:58,452 - mmaction - INFO - Epoch [60][40/470] lr: 1.000e-02, eta: 10:13:13, time: 1.375, data_time: 0.414, memory: 8471, top1_acc: 0.3547, top5_acc: 0.6172, loss_cls: 2.8774, loss: 2.8774 2020-07-04 12:32:26,335 - mmaction - INFO - Epoch [60][60/470] lr: 1.000e-02, eta: 10:12:40, time: 1.392, data_time: 0.302, memory: 8471, top1_acc: 0.3594, top5_acc: 0.6047, loss_cls: 2.9597, loss: 2.9597 2020-07-04 12:32:54,330 - mmaction - INFO - Epoch [60][80/470] lr: 1.000e-02, eta: 10:12:07, time: 1.399, data_time: 0.183, memory: 8471, top1_acc: 0.3594, top5_acc: 0.5922, loss_cls: 3.0003, loss: 3.0003 2020-07-04 12:33:22,347 - mmaction - INFO - Epoch [60][100/470] lr: 1.000e-02, eta: 10:11:34, time: 1.402, data_time: 0.184, memory: 8471, top1_acc: 0.3656, top5_acc: 0.5984, loss_cls: 2.9276, loss: 2.9276 2020-07-04 12:33:50,615 - mmaction - INFO - Epoch [60][120/470] lr: 1.000e-02, eta: 10:11:01, time: 1.415, data_time: 0.148, memory: 8471, top1_acc: 0.3422, top5_acc: 0.5984, loss_cls: 2.9607, loss: 2.9607 2020-07-04 12:34:18,944 - mmaction - INFO - Epoch [60][140/470] lr: 1.000e-02, eta: 10:10:28, time: 1.416, data_time: 0.001, memory: 8471, top1_acc: 0.3563, top5_acc: 0.5828, loss_cls: 3.0218, loss: 3.0218 2020-07-04 12:34:47,148 - mmaction - INFO - Epoch [60][160/470] lr: 1.000e-02, eta: 10:09:55, time: 1.411, data_time: 0.003, memory: 8471, top1_acc: 0.3516, top5_acc: 0.5969, loss_cls: 2.9508, loss: 2.9508 2020-07-04 12:35:16,896 - mmaction - INFO - Epoch [60][180/470] lr: 1.000e-02, eta: 10:09:24, time: 1.488, data_time: 0.001, memory: 8471, top1_acc: 0.3906, top5_acc: 0.6203, loss_cls: 2.8865, loss: 2.8865 2020-07-04 12:35:45,235 - mmaction - INFO - Epoch [60][200/470] lr: 1.000e-02, eta: 10:08:51, time: 1.416, data_time: 0.001, memory: 8471, top1_acc: 0.3641, top5_acc: 0.5922, loss_cls: 2.8883, loss: 2.8883 2020-07-04 12:36:13,704 - mmaction - INFO - Epoch [60][220/470] lr: 1.000e-02, eta: 10:08:18, time: 1.421, data_time: 0.003, memory: 8471, top1_acc: 0.3516, top5_acc: 0.6047, loss_cls: 2.9039, loss: 2.9039 2020-07-04 12:36:41,859 - mmaction - INFO - Epoch [60][240/470] lr: 1.000e-02, eta: 10:07:45, time: 1.408, data_time: 0.005, memory: 8471, top1_acc: 0.3531, top5_acc: 0.5938, loss_cls: 2.9479, loss: 2.9479 2020-07-04 12:37:10,285 - mmaction - INFO - Epoch [60][260/470] lr: 1.000e-02, eta: 10:07:12, time: 1.421, data_time: 0.004, memory: 8471, top1_acc: 0.3937, top5_acc: 0.6312, loss_cls: 2.7822, loss: 2.7822 2020-07-04 12:37:38,950 - mmaction - INFO - Epoch [60][280/470] lr: 1.000e-02, eta: 10:06:40, time: 1.433, data_time: 0.006, memory: 8471, top1_acc: 0.3500, top5_acc: 0.5969, loss_cls: 2.9656, loss: 2.9656 2020-07-04 12:38:07,385 - mmaction - INFO - Epoch [60][300/470] lr: 1.000e-02, eta: 10:06:07, time: 1.422, data_time: 0.004, memory: 8471, top1_acc: 0.3125, top5_acc: 0.5484, loss_cls: 3.1726, loss: 3.1726 2020-07-04 12:38:36,253 - mmaction - INFO - Epoch [60][320/470] lr: 1.000e-02, eta: 10:05:35, time: 1.444, data_time: 0.006, memory: 8471, top1_acc: 0.3500, top5_acc: 0.6266, loss_cls: 2.8494, loss: 2.8494 2020-07-04 12:39:05,697 - mmaction - INFO - Epoch [60][340/470] lr: 1.000e-02, eta: 10:05:03, time: 1.473, data_time: 0.003, memory: 8471, top1_acc: 0.3812, top5_acc: 0.6266, loss_cls: 2.8272, loss: 2.8272 2020-07-04 12:39:35,481 - mmaction - INFO - Epoch [60][360/470] lr: 1.000e-02, eta: 10:04:32, time: 1.487, data_time: 0.003, memory: 8471, top1_acc: 0.3594, top5_acc: 0.5906, loss_cls: 2.9657, loss: 2.9657 2020-07-04 12:40:05,047 - mmaction - INFO - Epoch [60][380/470] lr: 1.000e-02, eta: 10:04:00, time: 1.479, data_time: 0.005, memory: 8471, top1_acc: 0.3688, top5_acc: 0.6094, loss_cls: 2.8845, loss: 2.8845 2020-07-04 12:40:35,832 - mmaction - INFO - Epoch [60][400/470] lr: 1.000e-02, eta: 10:03:29, time: 1.536, data_time: 0.003, memory: 8471, top1_acc: 0.3609, top5_acc: 0.6094, loss_cls: 2.9811, loss: 2.9811 2020-07-04 12:41:05,189 - mmaction - INFO - Epoch [60][420/470] lr: 1.000e-02, eta: 10:02:57, time: 1.470, data_time: 0.009, memory: 8471, top1_acc: 0.3766, top5_acc: 0.6094, loss_cls: 2.9688, loss: 2.9688 2020-07-04 12:41:35,018 - mmaction - INFO - Epoch [60][440/470] lr: 1.000e-02, eta: 10:02:26, time: 1.491, data_time: 0.006, memory: 8471, top1_acc: 0.3453, top5_acc: 0.5797, loss_cls: 2.9656, loss: 2.9656 2020-07-04 12:42:04,166 - mmaction - INFO - Epoch [60][460/470] lr: 1.000e-02, eta: 10:01:54, time: 1.461, data_time: 0.005, memory: 8471, top1_acc: 0.3656, top5_acc: 0.5844, loss_cls: 2.9663, loss: 2.9663 2020-07-04 12:42:19,101 - mmaction - INFO - Saving checkpoint at 60 epochs 2020-07-04 12:44:10,610 - mmaction - INFO - Evaluating top_k_accuracy... 2020-07-04 12:44:11,536 - mmaction - INFO - top1_acc 0.3885 top5_acc 0.6435 2020-07-04 12:44:11,537 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-07-04 12:44:11,614 - mmaction - INFO - mean_acc 0.3884 2020-07-04 12:44:11,622 - mmaction - INFO - Epoch [60][470/470] lr: 1.000e-02, top1_acc: 0.3885, top5_acc: 0.6435, mean_class_accuracy: 0.3884 2020-07-04 12:45:22,491 - mmaction - INFO - Epoch [61][20/470] lr: 1.000e-02, eta: 10:01:29, time: 3.543, data_time: 2.731, memory: 8471, top1_acc: 0.3719, top5_acc: 0.6125, loss_cls: 2.9045, loss: 2.9045 2020-07-04 12:45:49,833 - mmaction - INFO - Epoch [61][40/470] lr: 1.000e-02, eta: 10:00:55, time: 1.366, data_time: 0.683, memory: 8471, top1_acc: 0.3516, top5_acc: 0.5859, loss_cls: 3.0036, loss: 3.0036 2020-07-04 12:46:17,893 - mmaction - INFO - Epoch [61][60/470] lr: 1.000e-02, eta: 10:00:22, time: 1.399, data_time: 0.613, memory: 8471, top1_acc: 0.3500, top5_acc: 0.5781, loss_cls: 3.0085, loss: 3.0085 2020-07-04 12:46:45,773 - mmaction - INFO - Epoch [61][80/470] lr: 1.000e-02, eta: 9:59:49, time: 1.396, data_time: 0.677, memory: 8471, top1_acc: 0.3734, top5_acc: 0.5797, loss_cls: 2.9433, loss: 2.9433 2020-07-04 12:47:13,409 - mmaction - INFO - Epoch [61][100/470] lr: 1.000e-02, eta: 9:59:16, time: 1.384, data_time: 0.528, memory: 8471, top1_acc: 0.3391, top5_acc: 0.5922, loss_cls: 3.0006, loss: 3.0006 2020-07-04 12:47:41,158 - mmaction - INFO - Epoch [61][120/470] lr: 1.000e-02, eta: 9:58:42, time: 1.387, data_time: 0.633, memory: 8471, top1_acc: 0.3688, top5_acc: 0.6031, loss_cls: 2.9109, loss: 2.9109 2020-07-04 12:48:09,201 - mmaction - INFO - Epoch [61][140/470] lr: 1.000e-02, eta: 9:58:09, time: 1.401, data_time: 0.631, memory: 8471, top1_acc: 0.3609, top5_acc: 0.6078, loss_cls: 2.9092, loss: 2.9092 2020-07-04 12:48:37,355 - mmaction - INFO - Epoch [61][160/470] lr: 1.000e-02, eta: 9:57:37, time: 1.408, data_time: 0.492, memory: 8471, top1_acc: 0.3500, top5_acc: 0.5813, loss_cls: 3.0138, loss: 3.0138 2020-07-04 12:49:05,333 - mmaction - INFO - Epoch [61][180/470] lr: 1.000e-02, eta: 9:57:04, time: 1.399, data_time: 0.384, memory: 8471, top1_acc: 0.3953, top5_acc: 0.5922, loss_cls: 2.8804, loss: 2.8804 2020-07-04 12:49:33,744 - mmaction - INFO - Epoch [61][200/470] lr: 1.000e-02, eta: 9:56:31, time: 1.423, data_time: 0.506, memory: 8471, top1_acc: 0.3484, top5_acc: 0.5984, loss_cls: 2.9907, loss: 2.9907 2020-07-04 12:50:01,510 - mmaction - INFO - Epoch [61][220/470] lr: 1.000e-02, eta: 9:55:58, time: 1.386, data_time: 0.355, memory: 8471, top1_acc: 0.3688, top5_acc: 0.6156, loss_cls: 2.8744, loss: 2.8744 2020-07-04 12:50:29,381 - mmaction - INFO - Epoch [61][240/470] lr: 1.000e-02, eta: 9:55:25, time: 1.396, data_time: 0.431, memory: 8471, top1_acc: 0.3906, top5_acc: 0.6219, loss_cls: 2.9011, loss: 2.9011 2020-07-04 12:50:57,365 - mmaction - INFO - Epoch [61][260/470] lr: 1.000e-02, eta: 9:54:52, time: 1.396, data_time: 0.663, memory: 8471, top1_acc: 0.3594, top5_acc: 0.6062, loss_cls: 2.8798, loss: 2.8798 2020-07-04 12:51:25,212 - mmaction - INFO - Epoch [61][280/470] lr: 1.000e-02, eta: 9:54:19, time: 1.395, data_time: 0.505, memory: 8471, top1_acc: 0.3625, top5_acc: 0.5984, loss_cls: 2.9078, loss: 2.9078 2020-07-04 12:51:53,277 - mmaction - INFO - Epoch [61][300/470] lr: 1.000e-02, eta: 9:53:46, time: 1.402, data_time: 0.648, memory: 8471, top1_acc: 0.3453, top5_acc: 0.5750, loss_cls: 2.9932, loss: 2.9932 2020-07-04 12:52:21,150 - mmaction - INFO - Epoch [61][320/470] lr: 1.000e-02, eta: 9:53:13, time: 1.395, data_time: 0.648, memory: 8471, top1_acc: 0.3641, top5_acc: 0.6188, loss_cls: 2.9350, loss: 2.9350 2020-07-04 12:52:49,351 - mmaction - INFO - Epoch [61][340/470] lr: 1.000e-02, eta: 9:52:40, time: 1.408, data_time: 0.753, memory: 8471, top1_acc: 0.3656, top5_acc: 0.6094, loss_cls: 2.8722, loss: 2.8722 2020-07-04 12:53:17,299 - mmaction - INFO - Epoch [61][360/470] lr: 1.000e-02, eta: 9:52:07, time: 1.400, data_time: 0.753, memory: 8471, top1_acc: 0.3734, top5_acc: 0.5969, loss_cls: 2.8667, loss: 2.8667 2020-07-04 12:53:45,829 - mmaction - INFO - Epoch [61][380/470] lr: 1.000e-02, eta: 9:51:35, time: 1.425, data_time: 0.618, memory: 8471, top1_acc: 0.3172, top5_acc: 0.5891, loss_cls: 3.1118, loss: 3.1118 2020-07-04 12:54:14,147 - mmaction - INFO - Epoch [61][400/470] lr: 1.000e-02, eta: 9:51:02, time: 1.415, data_time: 0.450, memory: 8471, top1_acc: 0.3547, top5_acc: 0.6188, loss_cls: 2.9034, loss: 2.9034 2020-07-04 12:54:42,909 - mmaction - INFO - Epoch [61][420/470] lr: 1.000e-02, eta: 9:50:30, time: 1.440, data_time: 0.259, memory: 8471, top1_acc: 0.3828, top5_acc: 0.6125, loss_cls: 2.8171, loss: 2.8171 2020-07-04 12:55:11,186 - mmaction - INFO - Epoch [61][440/470] lr: 1.000e-02, eta: 9:49:57, time: 1.413, data_time: 0.039, memory: 8471, top1_acc: 0.3672, top5_acc: 0.6000, loss_cls: 2.9436, loss: 2.9436 2020-07-04 12:55:40,140 - mmaction - INFO - Epoch [61][460/470] lr: 1.000e-02, eta: 9:49:25, time: 1.445, data_time: 0.003, memory: 8471, top1_acc: 0.3797, top5_acc: 0.6016, loss_cls: 2.9063, loss: 2.9063 2020-07-04 12:57:57,907 - mmaction - INFO - Epoch [62][20/470] lr: 1.000e-02, eta: 9:49:41, time: 6.154, data_time: 3.735, memory: 8471, top1_acc: 0.3406, top5_acc: 0.5766, loss_cls: 3.0541, loss: 3.0541 2020-07-04 12:58:25,801 - mmaction - INFO - Epoch [62][40/470] lr: 1.000e-02, eta: 9:49:08, time: 1.395, data_time: 0.005, memory: 8471, top1_acc: 0.3500, top5_acc: 0.5938, loss_cls: 2.9656, loss: 2.9656 2020-07-04 12:58:55,073 - mmaction - INFO - Epoch [62][60/470] lr: 1.000e-02, eta: 9:48:36, time: 1.459, data_time: 0.029, memory: 8471, top1_acc: 0.3609, top5_acc: 0.5797, loss_cls: 3.0079, loss: 3.0079 2020-07-04 12:59:24,008 - mmaction - INFO - Epoch [62][80/470] lr: 1.000e-02, eta: 9:48:04, time: 1.450, data_time: 0.028, memory: 8471, top1_acc: 0.3734, top5_acc: 0.5953, loss_cls: 2.8781, loss: 2.8781 2020-07-04 12:59:53,180 - mmaction - INFO - Epoch [62][100/470] lr: 1.000e-02, eta: 9:47:32, time: 1.457, data_time: 0.003, memory: 8471, top1_acc: 0.3453, top5_acc: 0.5813, loss_cls: 2.9687, loss: 2.9687 2020-07-04 13:00:24,986 - mmaction - INFO - Epoch [62][120/470] lr: 1.000e-02, eta: 9:47:02, time: 1.586, data_time: 0.013, memory: 8471, top1_acc: 0.3734, top5_acc: 0.6234, loss_cls: 2.9038, loss: 2.9038 2020-07-04 13:00:53,960 - mmaction - INFO - Epoch [62][140/470] lr: 1.000e-02, eta: 9:46:29, time: 1.452, data_time: 0.018, memory: 8471, top1_acc: 0.3781, top5_acc: 0.6062, loss_cls: 2.8946, loss: 2.8946 2020-07-04 13:01:22,773 - mmaction - INFO - Epoch [62][160/470] lr: 1.000e-02, eta: 9:45:57, time: 1.445, data_time: 0.009, memory: 8471, top1_acc: 0.3641, top5_acc: 0.5891, loss_cls: 2.9214, loss: 2.9214 2020-07-04 13:01:50,693 - mmaction - INFO - Epoch [62][180/470] lr: 1.000e-02, eta: 9:45:24, time: 1.391, data_time: 0.001, memory: 8471, top1_acc: 0.3781, top5_acc: 0.6188, loss_cls: 2.8930, loss: 2.8930 2020-07-04 13:02:19,295 - mmaction - INFO - Epoch [62][200/470] lr: 1.000e-02, eta: 9:44:52, time: 1.431, data_time: 0.006, memory: 8471, top1_acc: 0.3953, top5_acc: 0.6172, loss_cls: 2.8244, loss: 2.8244 2020-07-04 13:02:47,963 - mmaction - INFO - Epoch [62][220/470] lr: 1.000e-02, eta: 9:44:19, time: 1.435, data_time: 0.007, memory: 8471, top1_acc: 0.3828, top5_acc: 0.6109, loss_cls: 2.8355, loss: 2.8355 2020-07-04 13:03:16,731 - mmaction - INFO - Epoch [62][240/470] lr: 1.000e-02, eta: 9:43:47, time: 1.438, data_time: 0.006, memory: 8471, top1_acc: 0.4078, top5_acc: 0.6172, loss_cls: 2.8533, loss: 2.8533 2020-07-04 13:03:44,877 - mmaction - INFO - Epoch [62][260/470] lr: 1.000e-02, eta: 9:43:14, time: 1.407, data_time: 0.005, memory: 8471, top1_acc: 0.3703, top5_acc: 0.5953, loss_cls: 2.8423, loss: 2.8423 2020-07-04 13:04:13,856 - mmaction - INFO - Epoch [62][280/470] lr: 1.000e-02, eta: 9:42:42, time: 1.447, data_time: 0.006, memory: 8471, top1_acc: 0.3344, top5_acc: 0.5781, loss_cls: 3.0611, loss: 3.0611 2020-07-04 13:04:41,925 - mmaction - INFO - Epoch [62][300/470] lr: 1.000e-02, eta: 9:42:09, time: 1.408, data_time: 0.007, memory: 8471, top1_acc: 0.3875, top5_acc: 0.6234, loss_cls: 2.8606, loss: 2.8606 2020-07-04 13:05:10,570 - mmaction - INFO - Epoch [62][320/470] lr: 1.000e-02, eta: 9:41:37, time: 1.431, data_time: 0.003, memory: 8471, top1_acc: 0.3750, top5_acc: 0.6109, loss_cls: 2.9112, loss: 2.9112 2020-07-04 13:05:38,928 - mmaction - INFO - Epoch [62][340/470] lr: 1.000e-02, eta: 9:41:04, time: 1.417, data_time: 0.004, memory: 8471, top1_acc: 0.3578, top5_acc: 0.6078, loss_cls: 2.9034, loss: 2.9034 2020-07-04 13:06:07,218 - mmaction - INFO - Epoch [62][360/470] lr: 1.000e-02, eta: 9:40:32, time: 1.412, data_time: 0.004, memory: 8471, top1_acc: 0.3688, top5_acc: 0.6125, loss_cls: 2.8854, loss: 2.8854 2020-07-04 13:06:35,905 - mmaction - INFO - Epoch [62][380/470] lr: 1.000e-02, eta: 9:39:59, time: 1.436, data_time: 0.009, memory: 8471, top1_acc: 0.3438, top5_acc: 0.6094, loss_cls: 2.9598, loss: 2.9598 2020-07-04 13:07:04,557 - mmaction - INFO - Epoch [62][400/470] lr: 1.000e-02, eta: 9:39:27, time: 1.433, data_time: 0.007, memory: 8471, top1_acc: 0.3406, top5_acc: 0.5766, loss_cls: 3.0407, loss: 3.0407 2020-07-04 13:07:32,622 - mmaction - INFO - Epoch [62][420/470] lr: 1.000e-02, eta: 9:38:54, time: 1.405, data_time: 0.006, memory: 8471, top1_acc: 0.3906, top5_acc: 0.6188, loss_cls: 2.8136, loss: 2.8136 2020-07-04 13:08:01,314 - mmaction - INFO - Epoch [62][440/470] lr: 1.000e-02, eta: 9:38:22, time: 1.432, data_time: 0.004, memory: 8471, top1_acc: 0.3531, top5_acc: 0.6031, loss_cls: 2.8792, loss: 2.8792 2020-07-04 13:08:29,482 - mmaction - INFO - Epoch [62][460/470] lr: 1.000e-02, eta: 9:37:49, time: 1.409, data_time: 0.006, memory: 8471, top1_acc: 0.3438, top5_acc: 0.5797, loss_cls: 2.9918, loss: 2.9918 2020-07-04 13:10:32,417 - mmaction - INFO - Epoch [63][20/470] lr: 1.000e-02, eta: 9:37:47, time: 5.155, data_time: 3.676, memory: 8471, top1_acc: 0.3547, top5_acc: 0.5938, loss_cls: 2.9127, loss: 2.9127 2020-07-04 13:11:00,861 - mmaction - INFO - Epoch [63][40/470] lr: 1.000e-02, eta: 9:37:15, time: 1.422, data_time: 0.001, memory: 8471, top1_acc: 0.3594, top5_acc: 0.5984, loss_cls: 2.9909, loss: 2.9909 2020-07-04 13:11:29,263 - mmaction - INFO - Epoch [63][60/470] lr: 1.000e-02, eta: 9:36:42, time: 1.420, data_time: 0.001, memory: 8471, top1_acc: 0.3391, top5_acc: 0.5953, loss_cls: 2.9661, loss: 2.9661 2020-07-04 13:11:57,535 - mmaction - INFO - Epoch [63][80/470] lr: 1.000e-02, eta: 9:36:09, time: 1.413, data_time: 0.003, memory: 8471, top1_acc: 0.3187, top5_acc: 0.5953, loss_cls: 3.0353, loss: 3.0353 2020-07-04 13:12:26,312 - mmaction - INFO - Epoch [63][100/470] lr: 1.000e-02, eta: 9:35:37, time: 1.436, data_time: 0.002, memory: 8471, top1_acc: 0.3312, top5_acc: 0.5875, loss_cls: 2.9464, loss: 2.9464 2020-07-04 13:12:54,794 - mmaction - INFO - Epoch [63][120/470] lr: 1.000e-02, eta: 9:35:05, time: 1.422, data_time: 0.005, memory: 8471, top1_acc: 0.3937, top5_acc: 0.6250, loss_cls: 2.7770, loss: 2.7770 2020-07-04 13:13:23,355 - mmaction - INFO - Epoch [63][140/470] lr: 1.000e-02, eta: 9:34:32, time: 1.432, data_time: 0.006, memory: 8471, top1_acc: 0.3875, top5_acc: 0.6078, loss_cls: 2.9275, loss: 2.9275 2020-07-04 13:13:51,575 - mmaction - INFO - Epoch [63][160/470] lr: 1.000e-02, eta: 9:34:00, time: 1.409, data_time: 0.002, memory: 8471, top1_acc: 0.3531, top5_acc: 0.6016, loss_cls: 2.9491, loss: 2.9491 2020-07-04 13:14:19,338 - mmaction - INFO - Epoch [63][180/470] lr: 1.000e-02, eta: 9:33:26, time: 1.388, data_time: 0.005, memory: 8471, top1_acc: 0.3672, top5_acc: 0.5984, loss_cls: 3.0000, loss: 3.0000 2020-07-04 13:14:47,407 - mmaction - INFO - Epoch [63][200/470] lr: 1.000e-02, eta: 9:32:54, time: 1.405, data_time: 0.004, memory: 8471, top1_acc: 0.3625, top5_acc: 0.6000, loss_cls: 2.8494, loss: 2.8494 2020-07-04 13:15:16,051 - mmaction - INFO - Epoch [63][220/470] lr: 1.000e-02, eta: 9:32:21, time: 1.432, data_time: 0.004, memory: 8471, top1_acc: 0.3422, top5_acc: 0.5703, loss_cls: 2.9715, loss: 2.9715 2020-07-04 13:15:44,642 - mmaction - INFO - Epoch [63][240/470] lr: 1.000e-02, eta: 9:31:49, time: 1.426, data_time: 0.003, memory: 8471, top1_acc: 0.3750, top5_acc: 0.5891, loss_cls: 3.0316, loss: 3.0316 2020-07-04 13:16:12,968 - mmaction - INFO - Epoch [63][260/470] lr: 1.000e-02, eta: 9:31:16, time: 1.421, data_time: 0.008, memory: 8471, top1_acc: 0.4047, top5_acc: 0.6344, loss_cls: 2.8121, loss: 2.8121 2020-07-04 13:16:41,328 - mmaction - INFO - Epoch [63][280/470] lr: 1.000e-02, eta: 9:30:44, time: 1.416, data_time: 0.002, memory: 8471, top1_acc: 0.3438, top5_acc: 0.5500, loss_cls: 3.0189, loss: 3.0189 2020-07-04 13:17:09,545 - mmaction - INFO - Epoch [63][300/470] lr: 1.000e-02, eta: 9:30:11, time: 1.411, data_time: 0.010, memory: 8471, top1_acc: 0.3500, top5_acc: 0.5969, loss_cls: 2.9954, loss: 2.9954 2020-07-04 13:17:37,940 - mmaction - INFO - Epoch [63][320/470] lr: 1.000e-02, eta: 9:29:39, time: 1.419, data_time: 0.004, memory: 8471, top1_acc: 0.3766, top5_acc: 0.6109, loss_cls: 2.8502, loss: 2.8502 2020-07-04 13:18:05,629 - mmaction - INFO - Epoch [63][340/470] lr: 1.000e-02, eta: 9:29:06, time: 1.386, data_time: 0.006, memory: 8471, top1_acc: 0.3484, top5_acc: 0.6047, loss_cls: 2.8897, loss: 2.8897 2020-07-04 13:18:34,008 - mmaction - INFO - Epoch [63][360/470] lr: 1.000e-02, eta: 9:28:33, time: 1.420, data_time: 0.004, memory: 8471, top1_acc: 0.3641, top5_acc: 0.5766, loss_cls: 3.0635, loss: 3.0635 2020-07-04 13:19:02,438 - mmaction - INFO - Epoch [63][380/470] lr: 1.000e-02, eta: 9:28:01, time: 1.420, data_time: 0.002, memory: 8471, top1_acc: 0.3531, top5_acc: 0.6078, loss_cls: 2.9560, loss: 2.9560 2020-07-04 13:19:31,016 - mmaction - INFO - Epoch [63][400/470] lr: 1.000e-02, eta: 9:27:28, time: 1.429, data_time: 0.003, memory: 8471, top1_acc: 0.3438, top5_acc: 0.5609, loss_cls: 3.1417, loss: 3.1417 2020-07-04 13:19:59,050 - mmaction - INFO - Epoch [63][420/470] lr: 1.000e-02, eta: 9:26:56, time: 1.401, data_time: 0.005, memory: 8471, top1_acc: 0.3406, top5_acc: 0.5797, loss_cls: 3.0445, loss: 3.0445 2020-07-04 13:20:27,662 - mmaction - INFO - Epoch [63][440/470] lr: 1.000e-02, eta: 9:26:23, time: 1.428, data_time: 0.011, memory: 8471, top1_acc: 0.3516, top5_acc: 0.5766, loss_cls: 2.9744, loss: 2.9744 2020-07-04 13:20:57,029 - mmaction - INFO - Epoch [63][460/470] lr: 1.000e-02, eta: 9:25:52, time: 1.469, data_time: 0.008, memory: 8471, top1_acc: 0.3625, top5_acc: 0.6047, loss_cls: 2.8664, loss: 2.8664 2020-07-04 13:22:44,883 - mmaction - INFO - Epoch [64][20/470] lr: 1.000e-02, eta: 9:25:40, time: 4.635, data_time: 3.768, memory: 8471, top1_acc: 0.3547, top5_acc: 0.6016, loss_cls: 2.9201, loss: 2.9201 2020-07-04 13:23:13,186 - mmaction - INFO - Epoch [64][40/470] lr: 1.000e-02, eta: 9:25:08, time: 1.416, data_time: 0.542, memory: 8471, top1_acc: 0.3875, top5_acc: 0.6156, loss_cls: 2.8378, loss: 2.8378 2020-07-04 13:23:40,637 - mmaction - INFO - Epoch [64][60/470] lr: 1.000e-02, eta: 9:24:34, time: 1.370, data_time: 0.376, memory: 8471, top1_acc: 0.3531, top5_acc: 0.5844, loss_cls: 2.9815, loss: 2.9815 2020-07-04 13:24:08,524 - mmaction - INFO - Epoch [64][80/470] lr: 1.000e-02, eta: 9:24:01, time: 1.397, data_time: 0.194, memory: 8471, top1_acc: 0.3656, top5_acc: 0.6109, loss_cls: 2.9249, loss: 2.9249 2020-07-04 13:24:36,983 - mmaction - INFO - Epoch [64][100/470] lr: 1.000e-02, eta: 9:23:29, time: 1.420, data_time: 0.021, memory: 8471, top1_acc: 0.3734, top5_acc: 0.6172, loss_cls: 2.8712, loss: 2.8712 2020-07-04 13:25:05,360 - mmaction - INFO - Epoch [64][120/470] lr: 1.000e-02, eta: 9:22:57, time: 1.420, data_time: 0.014, memory: 8471, top1_acc: 0.3672, top5_acc: 0.6281, loss_cls: 2.8913, loss: 2.8913 2020-07-04 13:25:33,539 - mmaction - INFO - Epoch [64][140/470] lr: 1.000e-02, eta: 9:22:24, time: 1.408, data_time: 0.003, memory: 8471, top1_acc: 0.3656, top5_acc: 0.5734, loss_cls: 2.9775, loss: 2.9775 2020-07-04 13:26:01,559 - mmaction - INFO - Epoch [64][160/470] lr: 1.000e-02, eta: 9:21:51, time: 1.402, data_time: 0.006, memory: 8471, top1_acc: 0.3812, top5_acc: 0.6266, loss_cls: 2.8622, loss: 2.8622 2020-07-04 13:26:29,982 - mmaction - INFO - Epoch [64][180/470] lr: 1.000e-02, eta: 9:21:19, time: 1.421, data_time: 0.003, memory: 8471, top1_acc: 0.3531, top5_acc: 0.6109, loss_cls: 2.8843, loss: 2.8843 2020-07-04 13:26:58,209 - mmaction - INFO - Epoch [64][200/470] lr: 1.000e-02, eta: 9:20:46, time: 1.410, data_time: 0.004, memory: 8471, top1_acc: 0.3516, top5_acc: 0.5891, loss_cls: 2.9990, loss: 2.9990 2020-07-04 13:27:26,238 - mmaction - INFO - Epoch [64][220/470] lr: 1.000e-02, eta: 9:20:13, time: 1.404, data_time: 0.005, memory: 8471, top1_acc: 0.3719, top5_acc: 0.5844, loss_cls: 2.9253, loss: 2.9253 2020-07-04 13:27:54,800 - mmaction - INFO - Epoch [64][240/470] lr: 1.000e-02, eta: 9:19:41, time: 1.426, data_time: 0.005, memory: 8471, top1_acc: 0.3812, top5_acc: 0.6234, loss_cls: 2.7946, loss: 2.7946 2020-07-04 13:28:23,032 - mmaction - INFO - Epoch [64][260/470] lr: 1.000e-02, eta: 9:19:08, time: 1.410, data_time: 0.005, memory: 8471, top1_acc: 0.3500, top5_acc: 0.5734, loss_cls: 3.0674, loss: 3.0674 2020-07-04 13:28:51,088 - mmaction - INFO - Epoch [64][280/470] lr: 1.000e-02, eta: 9:18:36, time: 1.402, data_time: 0.009, memory: 8471, top1_acc: 0.3359, top5_acc: 0.6125, loss_cls: 2.9522, loss: 2.9522 2020-07-04 13:29:19,314 - mmaction - INFO - Epoch [64][300/470] lr: 1.000e-02, eta: 9:18:03, time: 1.413, data_time: 0.007, memory: 8471, top1_acc: 0.3375, top5_acc: 0.6141, loss_cls: 2.9143, loss: 2.9143 2020-07-04 13:29:47,340 - mmaction - INFO - Epoch [64][320/470] lr: 1.000e-02, eta: 9:17:30, time: 1.402, data_time: 0.004, memory: 8471, top1_acc: 0.3469, top5_acc: 0.5922, loss_cls: 2.9398, loss: 2.9398 2020-07-04 13:30:15,894 - mmaction - INFO - Epoch [64][340/470] lr: 1.000e-02, eta: 9:16:58, time: 1.430, data_time: 0.005, memory: 8471, top1_acc: 0.3500, top5_acc: 0.6109, loss_cls: 2.9203, loss: 2.9203 2020-07-04 13:30:43,990 - mmaction - INFO - Epoch [64][360/470] lr: 1.000e-02, eta: 9:16:26, time: 1.405, data_time: 0.001, memory: 8471, top1_acc: 0.3750, top5_acc: 0.6172, loss_cls: 2.7768, loss: 2.7768 2020-07-04 13:31:11,922 - mmaction - INFO - Epoch [64][380/470] lr: 1.000e-02, eta: 9:15:53, time: 1.393, data_time: 0.003, memory: 8471, top1_acc: 0.3453, top5_acc: 0.5531, loss_cls: 3.0481, loss: 3.0481 2020-07-04 13:31:39,958 - mmaction - INFO - Epoch [64][400/470] lr: 1.000e-02, eta: 9:15:20, time: 1.405, data_time: 0.005, memory: 8471, top1_acc: 0.3641, top5_acc: 0.5875, loss_cls: 3.0015, loss: 3.0015 2020-07-04 13:32:07,942 - mmaction - INFO - Epoch [64][420/470] lr: 1.000e-02, eta: 9:14:47, time: 1.399, data_time: 0.003, memory: 8471, top1_acc: 0.3672, top5_acc: 0.5844, loss_cls: 2.9668, loss: 2.9668 2020-07-04 13:32:36,444 - mmaction - INFO - Epoch [64][440/470] lr: 1.000e-02, eta: 9:14:15, time: 1.423, data_time: 0.001, memory: 8471, top1_acc: 0.3563, top5_acc: 0.5906, loss_cls: 2.9828, loss: 2.9828 2020-07-04 13:33:04,013 - mmaction - INFO - Epoch [64][460/470] lr: 1.000e-02, eta: 9:13:42, time: 1.381, data_time: 0.006, memory: 8471, top1_acc: 0.3922, top5_acc: 0.6297, loss_cls: 2.7821, loss: 2.7821 2020-07-04 13:34:58,425 - mmaction - INFO - Epoch [65][20/470] lr: 1.000e-02, eta: 9:13:34, time: 4.921, data_time: 3.642, memory: 8471, top1_acc: 0.3750, top5_acc: 0.6047, loss_cls: 2.8777, loss: 2.8777 2020-07-04 13:35:25,853 - mmaction - INFO - Epoch [65][40/470] lr: 1.000e-02, eta: 9:13:00, time: 1.369, data_time: 0.008, memory: 8471, top1_acc: 0.3656, top5_acc: 0.5875, loss_cls: 2.9187, loss: 2.9187 2020-07-04 13:35:53,260 - mmaction - INFO - Epoch [65][60/470] lr: 1.000e-02, eta: 9:12:27, time: 1.372, data_time: 0.005, memory: 8471, top1_acc: 0.3500, top5_acc: 0.6156, loss_cls: 2.9159, loss: 2.9159 2020-07-04 13:36:21,532 - mmaction - INFO - Epoch [65][80/470] lr: 1.000e-02, eta: 9:11:55, time: 1.410, data_time: 0.002, memory: 8471, top1_acc: 0.3688, top5_acc: 0.6344, loss_cls: 2.8271, loss: 2.8271 2020-07-04 13:36:49,149 - mmaction - INFO - Epoch [65][100/470] lr: 1.000e-02, eta: 9:11:22, time: 1.383, data_time: 0.006, memory: 8471, top1_acc: 0.3625, top5_acc: 0.6109, loss_cls: 2.9336, loss: 2.9336 2020-07-04 13:37:17,431 - mmaction - INFO - Epoch [65][120/470] lr: 1.000e-02, eta: 9:10:49, time: 1.416, data_time: 0.003, memory: 8471, top1_acc: 0.3563, top5_acc: 0.5844, loss_cls: 3.0440, loss: 3.0440 2020-07-04 13:37:45,842 - mmaction - INFO - Epoch [65][140/470] lr: 1.000e-02, eta: 9:10:17, time: 1.419, data_time: 0.003, memory: 8471, top1_acc: 0.3547, top5_acc: 0.5437, loss_cls: 3.0531, loss: 3.0531 2020-07-04 13:38:14,285 - mmaction - INFO - Epoch [65][160/470] lr: 1.000e-02, eta: 9:09:45, time: 1.423, data_time: 0.003, memory: 8471, top1_acc: 0.3703, top5_acc: 0.6016, loss_cls: 2.8714, loss: 2.8714 2020-07-04 13:38:42,926 - mmaction - INFO - Epoch [65][180/470] lr: 1.000e-02, eta: 9:09:12, time: 1.430, data_time: 0.003, memory: 8471, top1_acc: 0.3594, top5_acc: 0.5859, loss_cls: 2.9881, loss: 2.9881 2020-07-04 13:39:10,462 - mmaction - INFO - Epoch [65][200/470] lr: 1.000e-02, eta: 9:08:39, time: 1.378, data_time: 0.004, memory: 8471, top1_acc: 0.3750, top5_acc: 0.6203, loss_cls: 2.8318, loss: 2.8318 2020-07-04 13:39:38,661 - mmaction - INFO - Epoch [65][220/470] lr: 1.000e-02, eta: 9:08:07, time: 1.411, data_time: 0.003, memory: 8471, top1_acc: 0.3937, top5_acc: 0.6406, loss_cls: 2.7598, loss: 2.7598 2020-07-04 13:40:07,255 - mmaction - INFO - Epoch [65][240/470] lr: 1.000e-02, eta: 9:07:35, time: 1.430, data_time: 0.003, memory: 8471, top1_acc: 0.3297, top5_acc: 0.5687, loss_cls: 3.0627, loss: 3.0627 2020-07-04 13:40:35,357 - mmaction - INFO - Epoch [65][260/470] lr: 1.000e-02, eta: 9:07:02, time: 1.405, data_time: 0.002, memory: 8471, top1_acc: 0.3359, top5_acc: 0.5891, loss_cls: 3.0051, loss: 3.0051 2020-07-04 13:41:03,216 - mmaction - INFO - Epoch [65][280/470] lr: 1.000e-02, eta: 9:06:29, time: 1.391, data_time: 0.003, memory: 8471, top1_acc: 0.3594, top5_acc: 0.5766, loss_cls: 3.1459, loss: 3.1459 2020-07-04 13:41:31,592 - mmaction - INFO - Epoch [65][300/470] lr: 1.000e-02, eta: 9:05:57, time: 1.420, data_time: 0.004, memory: 8471, top1_acc: 0.3766, top5_acc: 0.6047, loss_cls: 2.8627, loss: 2.8627 2020-07-04 13:41:59,894 - mmaction - INFO - Epoch [65][320/470] lr: 1.000e-02, eta: 9:05:24, time: 1.415, data_time: 0.004, memory: 8471, top1_acc: 0.3531, top5_acc: 0.6031, loss_cls: 2.8964, loss: 2.8964 2020-07-04 13:42:28,304 - mmaction - INFO - Epoch [65][340/470] lr: 1.000e-02, eta: 9:04:52, time: 1.422, data_time: 0.004, memory: 8471, top1_acc: 0.3625, top5_acc: 0.6031, loss_cls: 2.9010, loss: 2.9010 2020-07-04 13:42:56,545 - mmaction - INFO - Epoch [65][360/470] lr: 1.000e-02, eta: 9:04:20, time: 1.409, data_time: 0.002, memory: 8471, top1_acc: 0.3812, top5_acc: 0.6172, loss_cls: 2.8666, loss: 2.8666 2020-07-04 13:43:24,623 - mmaction - INFO - Epoch [65][380/470] lr: 1.000e-02, eta: 9:03:47, time: 1.406, data_time: 0.005, memory: 8471, top1_acc: 0.3703, top5_acc: 0.6109, loss_cls: 2.8836, loss: 2.8836 2020-07-04 13:43:52,860 - mmaction - INFO - Epoch [65][400/470] lr: 1.000e-02, eta: 9:03:15, time: 1.410, data_time: 0.002, memory: 8471, top1_acc: 0.3859, top5_acc: 0.6203, loss_cls: 2.8329, loss: 2.8329 2020-07-04 13:44:21,150 - mmaction - INFO - Epoch [65][420/470] lr: 1.000e-02, eta: 9:02:42, time: 1.412, data_time: 0.005, memory: 8471, top1_acc: 0.3547, top5_acc: 0.5984, loss_cls: 2.9155, loss: 2.9155 2020-07-04 13:44:49,034 - mmaction - INFO - Epoch [65][440/470] lr: 1.000e-02, eta: 9:02:09, time: 1.397, data_time: 0.007, memory: 8471, top1_acc: 0.3609, top5_acc: 0.6203, loss_cls: 2.7884, loss: 2.7884 2020-07-04 13:45:17,520 - mmaction - INFO - Epoch [65][460/470] lr: 1.000e-02, eta: 9:01:37, time: 1.425, data_time: 0.004, memory: 8471, top1_acc: 0.3781, top5_acc: 0.6016, loss_cls: 2.8105, loss: 2.8105 2020-07-04 13:45:32,087 - mmaction - INFO - Saving checkpoint at 65 epochs 2020-07-04 13:47:27,132 - mmaction - INFO - Evaluating top_k_accuracy... 2020-07-04 13:47:28,058 - mmaction - INFO - top1_acc 0.4029 top5_acc 0.6573 2020-07-04 13:47:28,058 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-07-04 13:47:28,130 - mmaction - INFO - mean_acc 0.4027 2020-07-04 13:47:28,146 - mmaction - INFO - Epoch [65][470/470] lr: 1.000e-02, top1_acc: 0.4029, top5_acc: 0.6573, mean_class_accuracy: 0.4027 2020-07-04 13:48:37,618 - mmaction - INFO - Epoch [66][20/470] lr: 1.000e-02, eta: 9:01:07, time: 3.471, data_time: 2.445, memory: 8471, top1_acc: 0.3469, top5_acc: 0.5859, loss_cls: 2.9654, loss: 2.9654 2020-07-04 13:49:04,803 - mmaction - INFO - Epoch [66][40/470] lr: 1.000e-02, eta: 9:00:34, time: 1.358, data_time: 0.416, memory: 8471, top1_acc: 0.3484, top5_acc: 0.5828, loss_cls: 2.9819, loss: 2.9819 2020-07-04 13:49:32,350 - mmaction - INFO - Epoch [66][60/470] lr: 1.000e-02, eta: 9:00:01, time: 1.380, data_time: 0.285, memory: 8471, top1_acc: 0.3828, top5_acc: 0.6078, loss_cls: 2.8477, loss: 2.8477 2020-07-04 13:49:59,817 - mmaction - INFO - Epoch [66][80/470] lr: 1.000e-02, eta: 8:59:28, time: 1.372, data_time: 0.161, memory: 8471, top1_acc: 0.3750, top5_acc: 0.6094, loss_cls: 2.9275, loss: 2.9275 2020-07-04 13:50:27,212 - mmaction - INFO - Epoch [66][100/470] lr: 1.000e-02, eta: 8:58:55, time: 1.372, data_time: 0.003, memory: 8471, top1_acc: 0.3828, top5_acc: 0.5984, loss_cls: 2.9227, loss: 2.9227 2020-07-04 13:50:55,310 - mmaction - INFO - Epoch [66][120/470] lr: 1.000e-02, eta: 8:58:23, time: 1.401, data_time: 0.002, memory: 8471, top1_acc: 0.3609, top5_acc: 0.6078, loss_cls: 2.8750, loss: 2.8750 2020-07-04 13:51:23,245 - mmaction - INFO - Epoch [66][140/470] lr: 1.000e-02, eta: 8:57:50, time: 1.397, data_time: 0.004, memory: 8471, top1_acc: 0.3922, top5_acc: 0.6078, loss_cls: 2.8316, loss: 2.8316 2020-07-04 13:51:51,026 - mmaction - INFO - Epoch [66][160/470] lr: 1.000e-02, eta: 8:57:17, time: 1.388, data_time: 0.005, memory: 8471, top1_acc: 0.3453, top5_acc: 0.5609, loss_cls: 3.0639, loss: 3.0639 2020-07-04 13:52:18,533 - mmaction - INFO - Epoch [66][180/470] lr: 1.000e-02, eta: 8:56:44, time: 1.379, data_time: 0.005, memory: 8471, top1_acc: 0.3953, top5_acc: 0.6203, loss_cls: 2.8464, loss: 2.8464 2020-07-04 13:52:46,419 - mmaction - INFO - Epoch [66][200/470] lr: 1.000e-02, eta: 8:56:12, time: 1.394, data_time: 0.003, memory: 8471, top1_acc: 0.3156, top5_acc: 0.5797, loss_cls: 3.0316, loss: 3.0316 2020-07-04 13:53:14,845 - mmaction - INFO - Epoch [66][220/470] lr: 1.000e-02, eta: 8:55:39, time: 1.422, data_time: 0.002, memory: 8471, top1_acc: 0.3531, top5_acc: 0.5875, loss_cls: 2.9398, loss: 2.9398 2020-07-04 13:53:42,904 - mmaction - INFO - Epoch [66][240/470] lr: 1.000e-02, eta: 8:55:07, time: 1.402, data_time: 0.002, memory: 8471, top1_acc: 0.3703, top5_acc: 0.5750, loss_cls: 2.9604, loss: 2.9604 2020-07-04 13:54:11,191 - mmaction - INFO - Epoch [66][260/470] lr: 1.000e-02, eta: 8:54:35, time: 1.413, data_time: 0.002, memory: 8471, top1_acc: 0.3797, top5_acc: 0.5969, loss_cls: 2.9027, loss: 2.9027 2020-07-04 13:54:40,019 - mmaction - INFO - Epoch [66][280/470] lr: 1.000e-02, eta: 8:54:03, time: 1.442, data_time: 0.004, memory: 8471, top1_acc: 0.3969, top5_acc: 0.6062, loss_cls: 2.8472, loss: 2.8472 2020-07-04 13:55:08,051 - mmaction - INFO - Epoch [66][300/470] lr: 1.000e-02, eta: 8:53:30, time: 1.401, data_time: 0.005, memory: 8471, top1_acc: 0.3688, top5_acc: 0.6031, loss_cls: 2.8759, loss: 2.8759 2020-07-04 13:55:36,397 - mmaction - INFO - Epoch [66][320/470] lr: 1.000e-02, eta: 8:52:58, time: 1.418, data_time: 0.005, memory: 8471, top1_acc: 0.3812, top5_acc: 0.6453, loss_cls: 2.7784, loss: 2.7784 2020-07-04 13:56:05,235 - mmaction - INFO - Epoch [66][340/470] lr: 1.000e-02, eta: 8:52:26, time: 1.445, data_time: 0.005, memory: 8471, top1_acc: 0.3375, top5_acc: 0.5891, loss_cls: 2.9031, loss: 2.9031 2020-07-04 13:56:33,339 - mmaction - INFO - Epoch [66][360/470] lr: 1.000e-02, eta: 8:51:53, time: 1.405, data_time: 0.001, memory: 8471, top1_acc: 0.3859, top5_acc: 0.6484, loss_cls: 2.8155, loss: 2.8155 2020-07-04 13:57:01,828 - mmaction - INFO - Epoch [66][380/470] lr: 1.000e-02, eta: 8:51:21, time: 1.422, data_time: 0.003, memory: 8471, top1_acc: 0.3719, top5_acc: 0.5875, loss_cls: 2.9221, loss: 2.9221 2020-07-04 13:57:30,142 - mmaction - INFO - Epoch [66][400/470] lr: 1.000e-02, eta: 8:50:49, time: 1.418, data_time: 0.004, memory: 8471, top1_acc: 0.3594, top5_acc: 0.5953, loss_cls: 2.8920, loss: 2.8920 2020-07-04 13:57:59,619 - mmaction - INFO - Epoch [66][420/470] lr: 1.000e-02, eta: 8:50:17, time: 1.472, data_time: 0.003, memory: 8471, top1_acc: 0.3625, top5_acc: 0.6016, loss_cls: 2.8666, loss: 2.8666 2020-07-04 13:58:28,067 - mmaction - INFO - Epoch [66][440/470] lr: 1.000e-02, eta: 8:49:45, time: 1.423, data_time: 0.003, memory: 8471, top1_acc: 0.3328, top5_acc: 0.5781, loss_cls: 3.0267, loss: 3.0267 2020-07-04 13:58:57,933 - mmaction - INFO - Epoch [66][460/470] lr: 1.000e-02, eta: 8:49:14, time: 1.493, data_time: 0.010, memory: 8471, top1_acc: 0.3578, top5_acc: 0.5938, loss_cls: 3.0373, loss: 3.0373 2020-07-04 14:00:56,237 - mmaction - INFO - Epoch [67][20/470] lr: 1.000e-02, eta: 8:49:06, time: 5.174, data_time: 4.101, memory: 8471, top1_acc: 0.3484, top5_acc: 0.5922, loss_cls: 2.9687, loss: 2.9687 2020-07-04 14:01:23,749 - mmaction - INFO - Epoch [67][40/470] lr: 1.000e-02, eta: 8:48:33, time: 1.378, data_time: 0.122, memory: 8471, top1_acc: 0.3672, top5_acc: 0.6062, loss_cls: 2.8838, loss: 2.8838 2020-07-04 14:01:51,060 - mmaction - INFO - Epoch [67][60/470] lr: 1.000e-02, eta: 8:48:00, time: 1.366, data_time: 0.009, memory: 8471, top1_acc: 0.3688, top5_acc: 0.6000, loss_cls: 2.9293, loss: 2.9293 2020-07-04 14:02:19,408 - mmaction - INFO - Epoch [67][80/470] lr: 1.000e-02, eta: 8:47:28, time: 1.416, data_time: 0.001, memory: 8471, top1_acc: 0.3359, top5_acc: 0.5953, loss_cls: 3.0028, loss: 3.0028 2020-07-04 14:02:47,210 - mmaction - INFO - Epoch [67][100/470] lr: 1.000e-02, eta: 8:46:55, time: 1.389, data_time: 0.003, memory: 8471, top1_acc: 0.3719, top5_acc: 0.6016, loss_cls: 2.8929, loss: 2.8929 2020-07-04 14:03:15,453 - mmaction - INFO - Epoch [67][120/470] lr: 1.000e-02, eta: 8:46:23, time: 1.411, data_time: 0.003, memory: 8471, top1_acc: 0.3969, top5_acc: 0.6234, loss_cls: 2.8103, loss: 2.8103 2020-07-04 14:03:43,607 - mmaction - INFO - Epoch [67][140/470] lr: 1.000e-02, eta: 8:45:50, time: 1.407, data_time: 0.007, memory: 8471, top1_acc: 0.3719, top5_acc: 0.6031, loss_cls: 2.8874, loss: 2.8874 2020-07-04 14:04:11,734 - mmaction - INFO - Epoch [67][160/470] lr: 1.000e-02, eta: 8:45:18, time: 1.410, data_time: 0.006, memory: 8471, top1_acc: 0.3766, top5_acc: 0.6047, loss_cls: 2.8070, loss: 2.8070 2020-07-04 14:04:39,915 - mmaction - INFO - Epoch [67][180/470] lr: 1.000e-02, eta: 8:44:46, time: 1.409, data_time: 0.003, memory: 8471, top1_acc: 0.3922, top5_acc: 0.6125, loss_cls: 2.7976, loss: 2.7976 2020-07-04 14:05:07,670 - mmaction - INFO - Epoch [67][200/470] lr: 1.000e-02, eta: 8:44:13, time: 1.387, data_time: 0.004, memory: 8471, top1_acc: 0.3812, top5_acc: 0.6172, loss_cls: 2.8161, loss: 2.8161 2020-07-04 14:05:35,935 - mmaction - INFO - Epoch [67][220/470] lr: 1.000e-02, eta: 8:43:41, time: 1.412, data_time: 0.003, memory: 8471, top1_acc: 0.3609, top5_acc: 0.6016, loss_cls: 2.9649, loss: 2.9649 2020-07-04 14:06:04,415 - mmaction - INFO - Epoch [67][240/470] lr: 1.000e-02, eta: 8:43:08, time: 1.424, data_time: 0.005, memory: 8471, top1_acc: 0.3781, top5_acc: 0.6234, loss_cls: 2.8518, loss: 2.8518 2020-07-04 14:06:32,439 - mmaction - INFO - Epoch [67][260/470] lr: 1.000e-02, eta: 8:42:36, time: 1.402, data_time: 0.005, memory: 8471, top1_acc: 0.3625, top5_acc: 0.6219, loss_cls: 2.9011, loss: 2.9011 2020-07-04 14:07:00,244 - mmaction - INFO - Epoch [67][280/470] lr: 1.000e-02, eta: 8:42:03, time: 1.389, data_time: 0.006, memory: 8471, top1_acc: 0.3750, top5_acc: 0.6047, loss_cls: 2.8972, loss: 2.8972 2020-07-04 14:07:28,753 - mmaction - INFO - Epoch [67][300/470] lr: 1.000e-02, eta: 8:41:31, time: 1.425, data_time: 0.009, memory: 8471, top1_acc: 0.3391, top5_acc: 0.5766, loss_cls: 3.0115, loss: 3.0115 2020-07-04 14:07:57,203 - mmaction - INFO - Epoch [67][320/470] lr: 1.000e-02, eta: 8:40:59, time: 1.426, data_time: 0.006, memory: 8471, top1_acc: 0.3734, top5_acc: 0.5703, loss_cls: 2.9345, loss: 2.9345 2020-07-04 14:08:25,103 - mmaction - INFO - Epoch [67][340/470] lr: 1.000e-02, eta: 8:40:27, time: 1.391, data_time: 0.005, memory: 8471, top1_acc: 0.4109, top5_acc: 0.6250, loss_cls: 2.7939, loss: 2.7939 2020-07-04 14:08:53,914 - mmaction - INFO - Epoch [67][360/470] lr: 1.000e-02, eta: 8:39:55, time: 1.436, data_time: 0.006, memory: 8471, top1_acc: 0.3516, top5_acc: 0.5859, loss_cls: 3.0087, loss: 3.0087 2020-07-04 14:09:21,733 - mmaction - INFO - Epoch [67][380/470] lr: 1.000e-02, eta: 8:39:22, time: 1.396, data_time: 0.010, memory: 8471, top1_acc: 0.3484, top5_acc: 0.5891, loss_cls: 2.9543, loss: 2.9543 2020-07-04 14:09:49,891 - mmaction - INFO - Epoch [67][400/470] lr: 1.000e-02, eta: 8:38:50, time: 1.408, data_time: 0.006, memory: 8471, top1_acc: 0.3469, top5_acc: 0.5781, loss_cls: 3.0374, loss: 3.0374 2020-07-04 14:10:18,414 - mmaction - INFO - Epoch [67][420/470] lr: 1.000e-02, eta: 8:38:18, time: 1.427, data_time: 0.005, memory: 8471, top1_acc: 0.3422, top5_acc: 0.5953, loss_cls: 2.9180, loss: 2.9180 2020-07-04 14:10:46,137 - mmaction - INFO - Epoch [67][440/470] lr: 1.000e-02, eta: 8:37:45, time: 1.389, data_time: 0.004, memory: 8471, top1_acc: 0.3672, top5_acc: 0.6047, loss_cls: 2.8514, loss: 2.8514 2020-07-04 14:11:14,777 - mmaction - INFO - Epoch [67][460/470] lr: 1.000e-02, eta: 8:37:13, time: 1.428, data_time: 0.017, memory: 8471, top1_acc: 0.3312, top5_acc: 0.5813, loss_cls: 3.0365, loss: 3.0365 2020-07-04 14:13:03,651 - mmaction - INFO - Epoch [68][20/470] lr: 1.000e-02, eta: 8:36:57, time: 4.616, data_time: 3.758, memory: 8471, top1_acc: 0.3797, top5_acc: 0.6516, loss_cls: 2.7789, loss: 2.7789 2020-07-04 14:13:31,748 - mmaction - INFO - Epoch [68][40/470] lr: 1.000e-02, eta: 8:36:24, time: 1.404, data_time: 0.783, memory: 8471, top1_acc: 0.3688, top5_acc: 0.6094, loss_cls: 2.7954, loss: 2.7954 2020-07-04 14:13:59,663 - mmaction - INFO - Epoch [68][60/470] lr: 1.000e-02, eta: 8:35:52, time: 1.398, data_time: 0.759, memory: 8471, top1_acc: 0.3609, top5_acc: 0.5953, loss_cls: 2.9478, loss: 2.9478 2020-07-04 14:14:27,844 - mmaction - INFO - Epoch [68][80/470] lr: 1.000e-02, eta: 8:35:19, time: 1.406, data_time: 0.751, memory: 8471, top1_acc: 0.3563, top5_acc: 0.6078, loss_cls: 2.9039, loss: 2.9039 2020-07-04 14:14:55,831 - mmaction - INFO - Epoch [68][100/470] lr: 1.000e-02, eta: 8:34:47, time: 1.402, data_time: 0.747, memory: 8471, top1_acc: 0.3328, top5_acc: 0.5797, loss_cls: 3.0313, loss: 3.0313 2020-07-04 14:15:23,918 - mmaction - INFO - Epoch [68][120/470] lr: 1.000e-02, eta: 8:34:14, time: 1.400, data_time: 0.763, memory: 8471, top1_acc: 0.3422, top5_acc: 0.6219, loss_cls: 2.8190, loss: 2.8190 2020-07-04 14:15:51,695 - mmaction - INFO - Epoch [68][140/470] lr: 1.000e-02, eta: 8:33:42, time: 1.392, data_time: 0.761, memory: 8471, top1_acc: 0.3484, top5_acc: 0.5922, loss_cls: 2.9762, loss: 2.9762 2020-07-04 14:16:19,540 - mmaction - INFO - Epoch [68][160/470] lr: 1.000e-02, eta: 8:33:09, time: 1.393, data_time: 0.763, memory: 8471, top1_acc: 0.3719, top5_acc: 0.6016, loss_cls: 2.8990, loss: 2.8990 2020-07-04 14:16:47,726 - mmaction - INFO - Epoch [68][180/470] lr: 1.000e-02, eta: 8:32:37, time: 1.411, data_time: 0.772, memory: 8471, top1_acc: 0.3922, top5_acc: 0.6047, loss_cls: 2.8186, loss: 2.8186 2020-07-04 14:17:15,362 - mmaction - INFO - Epoch [68][200/470] lr: 1.000e-02, eta: 8:32:04, time: 1.381, data_time: 0.741, memory: 8471, top1_acc: 0.3688, top5_acc: 0.6062, loss_cls: 2.8230, loss: 2.8230 2020-07-04 14:17:43,665 - mmaction - INFO - Epoch [68][220/470] lr: 1.000e-02, eta: 8:31:32, time: 1.413, data_time: 0.766, memory: 8471, top1_acc: 0.3406, top5_acc: 0.5938, loss_cls: 2.9374, loss: 2.9374 2020-07-04 14:18:11,671 - mmaction - INFO - Epoch [68][240/470] lr: 1.000e-02, eta: 8:31:00, time: 1.402, data_time: 0.750, memory: 8471, top1_acc: 0.3844, top5_acc: 0.6047, loss_cls: 2.8751, loss: 2.8751 2020-07-04 14:18:39,641 - mmaction - INFO - Epoch [68][260/470] lr: 1.000e-02, eta: 8:30:27, time: 1.397, data_time: 0.742, memory: 8471, top1_acc: 0.3500, top5_acc: 0.5656, loss_cls: 3.0209, loss: 3.0209 2020-07-04 14:19:07,459 - mmaction - INFO - Epoch [68][280/470] lr: 1.000e-02, eta: 8:29:55, time: 1.393, data_time: 0.736, memory: 8471, top1_acc: 0.3906, top5_acc: 0.5828, loss_cls: 2.9036, loss: 2.9036 2020-07-04 14:19:35,429 - mmaction - INFO - Epoch [68][300/470] lr: 1.000e-02, eta: 8:29:22, time: 1.397, data_time: 0.754, memory: 8471, top1_acc: 0.3688, top5_acc: 0.6328, loss_cls: 2.8210, loss: 2.8210 2020-07-04 14:20:03,825 - mmaction - INFO - Epoch [68][320/470] lr: 1.000e-02, eta: 8:28:50, time: 1.423, data_time: 0.615, memory: 8471, top1_acc: 0.3656, top5_acc: 0.5969, loss_cls: 2.9786, loss: 2.9786 2020-07-04 14:20:32,053 - mmaction - INFO - Epoch [68][340/470] lr: 1.000e-02, eta: 8:28:18, time: 1.408, data_time: 0.512, memory: 8471, top1_acc: 0.3578, top5_acc: 0.6062, loss_cls: 2.9531, loss: 2.9531 2020-07-04 14:21:00,362 - mmaction - INFO - Epoch [68][360/470] lr: 1.000e-02, eta: 8:27:46, time: 1.416, data_time: 0.364, memory: 8471, top1_acc: 0.3578, top5_acc: 0.6016, loss_cls: 2.9084, loss: 2.9084 2020-07-04 14:21:28,746 - mmaction - INFO - Epoch [68][380/470] lr: 1.000e-02, eta: 8:27:14, time: 1.417, data_time: 0.470, memory: 8471, top1_acc: 0.3281, top5_acc: 0.6109, loss_cls: 3.0173, loss: 3.0173 2020-07-04 14:21:56,658 - mmaction - INFO - Epoch [68][400/470] lr: 1.000e-02, eta: 8:26:41, time: 1.397, data_time: 0.513, memory: 8471, top1_acc: 0.3719, top5_acc: 0.6328, loss_cls: 2.8498, loss: 2.8498 2020-07-04 14:22:25,373 - mmaction - INFO - Epoch [68][420/470] lr: 1.000e-02, eta: 8:26:09, time: 1.435, data_time: 0.307, memory: 8471, top1_acc: 0.3781, top5_acc: 0.5969, loss_cls: 2.9362, loss: 2.9362 2020-07-04 14:22:53,304 - mmaction - INFO - Epoch [68][440/470] lr: 1.000e-02, eta: 8:25:37, time: 1.398, data_time: 0.251, memory: 8471, top1_acc: 0.3438, top5_acc: 0.5719, loss_cls: 3.0223, loss: 3.0223 2020-07-04 14:23:21,520 - mmaction - INFO - Epoch [68][460/470] lr: 1.000e-02, eta: 8:25:05, time: 1.410, data_time: 0.543, memory: 8471, top1_acc: 0.3719, top5_acc: 0.6266, loss_cls: 2.8730, loss: 2.8730 2020-07-04 14:25:09,025 - mmaction - INFO - Epoch [69][20/470] lr: 1.000e-02, eta: 8:24:47, time: 4.564, data_time: 3.592, memory: 8471, top1_acc: 0.4000, top5_acc: 0.6312, loss_cls: 2.7872, loss: 2.7872 2020-07-04 14:25:37,129 - mmaction - INFO - Epoch [69][40/470] lr: 1.000e-02, eta: 8:24:14, time: 1.404, data_time: 0.563, memory: 8471, top1_acc: 0.4016, top5_acc: 0.6312, loss_cls: 2.7587, loss: 2.7587 2020-07-04 14:26:05,893 - mmaction - INFO - Epoch [69][60/470] lr: 1.000e-02, eta: 8:23:42, time: 1.435, data_time: 0.346, memory: 8471, top1_acc: 0.3359, top5_acc: 0.5781, loss_cls: 3.0193, loss: 3.0193 2020-07-04 14:26:34,409 - mmaction - INFO - Epoch [69][80/470] lr: 1.000e-02, eta: 8:23:10, time: 1.430, data_time: 0.216, memory: 8471, top1_acc: 0.3563, top5_acc: 0.6156, loss_cls: 2.9393, loss: 2.9393 2020-07-04 14:27:02,552 - mmaction - INFO - Epoch [69][100/470] lr: 1.000e-02, eta: 8:22:38, time: 1.407, data_time: 0.129, memory: 8471, top1_acc: 0.3859, top5_acc: 0.5922, loss_cls: 2.9288, loss: 2.9288 2020-07-04 14:27:31,330 - mmaction - INFO - Epoch [69][120/470] lr: 1.000e-02, eta: 8:22:06, time: 1.435, data_time: 0.182, memory: 8471, top1_acc: 0.3859, top5_acc: 0.6141, loss_cls: 2.8481, loss: 2.8481 2020-07-04 14:27:59,119 - mmaction - INFO - Epoch [69][140/470] lr: 1.000e-02, eta: 8:21:34, time: 1.391, data_time: 0.162, memory: 8471, top1_acc: 0.3969, top5_acc: 0.6266, loss_cls: 2.7503, loss: 2.7503 2020-07-04 14:28:26,999 - mmaction - INFO - Epoch [69][160/470] lr: 1.000e-02, eta: 8:21:01, time: 1.396, data_time: 0.037, memory: 8471, top1_acc: 0.3750, top5_acc: 0.6047, loss_cls: 2.9036, loss: 2.9036 2020-07-04 14:28:55,566 - mmaction - INFO - Epoch [69][180/470] lr: 1.000e-02, eta: 8:20:29, time: 1.424, data_time: 0.003, memory: 8471, top1_acc: 0.4047, top5_acc: 0.6062, loss_cls: 2.8377, loss: 2.8377 2020-07-04 14:29:23,688 - mmaction - INFO - Epoch [69][200/470] lr: 1.000e-02, eta: 8:19:57, time: 1.408, data_time: 0.128, memory: 8471, top1_acc: 0.3953, top5_acc: 0.6297, loss_cls: 2.7581, loss: 2.7581 2020-07-04 14:29:51,626 - mmaction - INFO - Epoch [69][220/470] lr: 1.000e-02, eta: 8:19:24, time: 1.397, data_time: 0.055, memory: 8471, top1_acc: 0.3531, top5_acc: 0.5844, loss_cls: 2.9183, loss: 2.9183 2020-07-04 14:30:20,006 - mmaction - INFO - Epoch [69][240/470] lr: 1.000e-02, eta: 8:18:52, time: 1.420, data_time: 0.004, memory: 8471, top1_acc: 0.3578, top5_acc: 0.5891, loss_cls: 2.9963, loss: 2.9963 2020-07-04 14:30:47,965 - mmaction - INFO - Epoch [69][260/470] lr: 1.000e-02, eta: 8:18:20, time: 1.396, data_time: 0.005, memory: 8471, top1_acc: 0.3547, top5_acc: 0.6156, loss_cls: 2.8239, loss: 2.8239 2020-07-04 14:31:15,924 - mmaction - INFO - Epoch [69][280/470] lr: 1.000e-02, eta: 8:17:48, time: 1.401, data_time: 0.025, memory: 8471, top1_acc: 0.3500, top5_acc: 0.5969, loss_cls: 2.9358, loss: 2.9358 2020-07-04 14:31:44,433 - mmaction - INFO - Epoch [69][300/470] lr: 1.000e-02, eta: 8:17:16, time: 1.422, data_time: 0.067, memory: 8471, top1_acc: 0.3609, top5_acc: 0.5922, loss_cls: 2.9676, loss: 2.9676 2020-07-04 14:32:12,743 - mmaction - INFO - Epoch [69][320/470] lr: 1.000e-02, eta: 8:16:43, time: 1.414, data_time: 0.006, memory: 8471, top1_acc: 0.3453, top5_acc: 0.5922, loss_cls: 2.9367, loss: 2.9367 2020-07-04 14:32:41,032 - mmaction - INFO - Epoch [69][340/470] lr: 1.000e-02, eta: 8:16:11, time: 1.415, data_time: 0.006, memory: 8471, top1_acc: 0.3469, top5_acc: 0.6031, loss_cls: 2.8714, loss: 2.8714 2020-07-04 14:33:09,419 - mmaction - INFO - Epoch [69][360/470] lr: 1.000e-02, eta: 8:15:39, time: 1.421, data_time: 0.005, memory: 8471, top1_acc: 0.3656, top5_acc: 0.6250, loss_cls: 2.8412, loss: 2.8412 2020-07-04 14:33:37,820 - mmaction - INFO - Epoch [69][380/470] lr: 1.000e-02, eta: 8:15:07, time: 1.420, data_time: 0.004, memory: 8471, top1_acc: 0.3766, top5_acc: 0.6078, loss_cls: 2.9138, loss: 2.9138 2020-07-04 14:34:05,943 - mmaction - INFO - Epoch [69][400/470] lr: 1.000e-02, eta: 8:14:35, time: 1.409, data_time: 0.004, memory: 8471, top1_acc: 0.3484, top5_acc: 0.5953, loss_cls: 2.9086, loss: 2.9086 2020-07-04 14:34:33,885 - mmaction - INFO - Epoch [69][420/470] lr: 1.000e-02, eta: 8:14:03, time: 1.396, data_time: 0.003, memory: 8471, top1_acc: 0.3891, top5_acc: 0.6266, loss_cls: 2.7769, loss: 2.7769 2020-07-04 14:35:02,183 - mmaction - INFO - Epoch [69][440/470] lr: 1.000e-02, eta: 8:13:31, time: 1.413, data_time: 0.002, memory: 8471, top1_acc: 0.3406, top5_acc: 0.5703, loss_cls: 3.0453, loss: 3.0453 2020-07-04 14:35:30,129 - mmaction - INFO - Epoch [69][460/470] lr: 1.000e-02, eta: 8:12:58, time: 1.398, data_time: 0.004, memory: 8471, top1_acc: 0.3578, top5_acc: 0.6312, loss_cls: 2.8609, loss: 2.8609 2020-07-04 14:37:20,281 - mmaction - INFO - Epoch [70][20/470] lr: 1.000e-02, eta: 8:12:41, time: 4.725, data_time: 3.107, memory: 8471, top1_acc: 0.3563, top5_acc: 0.6203, loss_cls: 2.8384, loss: 2.8384 2020-07-04 14:37:48,526 - mmaction - INFO - Epoch [70][40/470] lr: 1.000e-02, eta: 8:12:09, time: 1.409, data_time: 0.004, memory: 8471, top1_acc: 0.3484, top5_acc: 0.6000, loss_cls: 2.9388, loss: 2.9388 2020-07-04 14:38:18,810 - mmaction - INFO - Epoch [70][60/470] lr: 1.000e-02, eta: 8:11:37, time: 1.410, data_time: 0.004, memory: 8471, top1_acc: 0.3563, top5_acc: 0.5938, loss_cls: 2.8925, loss: 2.8925 2020-07-04 14:38:47,353 - mmaction - INFO - Epoch [70][80/470] lr: 1.000e-02, eta: 8:11:06, time: 1.531, data_time: 0.150, memory: 8471, top1_acc: 0.3594, top5_acc: 0.5703, loss_cls: 3.0011, loss: 3.0011 2020-07-04 14:39:16,625 - mmaction - INFO - Epoch [70][100/470] lr: 1.000e-02, eta: 8:10:34, time: 1.466, data_time: 0.019, memory: 8471, top1_acc: 0.3859, top5_acc: 0.6375, loss_cls: 2.7985, loss: 2.7985 2020-07-04 14:39:45,411 - mmaction - INFO - Epoch [70][120/470] lr: 1.000e-02, eta: 8:10:02, time: 1.435, data_time: 0.054, memory: 8471, top1_acc: 0.3641, top5_acc: 0.6000, loss_cls: 2.8941, loss: 2.8941 2020-07-04 14:40:13,675 - mmaction - INFO - Epoch [70][140/470] lr: 1.000e-02, eta: 8:09:30, time: 1.416, data_time: 0.006, memory: 8471, top1_acc: 0.3906, top5_acc: 0.6125, loss_cls: 2.8035, loss: 2.8035 2020-07-04 14:40:42,135 - mmaction - INFO - Epoch [70][160/470] lr: 1.000e-02, eta: 8:08:58, time: 1.424, data_time: 0.004, memory: 8471, top1_acc: 0.4109, top5_acc: 0.6469, loss_cls: 2.7504, loss: 2.7504 2020-07-04 14:41:10,489 - mmaction - INFO - Epoch [70][180/470] lr: 1.000e-02, eta: 8:08:26, time: 1.414, data_time: 0.003, memory: 8471, top1_acc: 0.3703, top5_acc: 0.5844, loss_cls: 2.9547, loss: 2.9547 2020-07-04 14:41:38,889 - mmaction - INFO - Epoch [70][200/470] lr: 1.000e-02, eta: 8:07:54, time: 1.423, data_time: 0.005, memory: 8471, top1_acc: 0.3891, top5_acc: 0.6312, loss_cls: 2.8629, loss: 2.8629 2020-07-04 14:42:07,412 - mmaction - INFO - Epoch [70][220/470] lr: 1.000e-02, eta: 8:07:22, time: 1.425, data_time: 0.003, memory: 8471, top1_acc: 0.3406, top5_acc: 0.5734, loss_cls: 2.9646, loss: 2.9646 2020-07-04 14:42:36,150 - mmaction - INFO - Epoch [70][240/470] lr: 1.000e-02, eta: 8:06:50, time: 1.440, data_time: 0.004, memory: 8471, top1_acc: 0.3563, top5_acc: 0.5906, loss_cls: 3.0009, loss: 3.0009 2020-07-04 14:43:04,501 - mmaction - INFO - Epoch [70][260/470] lr: 1.000e-02, eta: 8:06:18, time: 1.416, data_time: 0.003, memory: 8471, top1_acc: 0.3844, top5_acc: 0.6016, loss_cls: 2.9034, loss: 2.9034 2020-07-04 14:43:32,807 - mmaction - INFO - Epoch [70][280/470] lr: 1.000e-02, eta: 8:05:46, time: 1.412, data_time: 0.004, memory: 8471, top1_acc: 0.3781, top5_acc: 0.6141, loss_cls: 2.9006, loss: 2.9006 2020-07-04 14:44:01,213 - mmaction - INFO - Epoch [70][300/470] lr: 1.000e-02, eta: 8:05:14, time: 1.422, data_time: 0.006, memory: 8471, top1_acc: 0.3750, top5_acc: 0.6016, loss_cls: 2.8942, loss: 2.8942 2020-07-04 14:44:29,382 - mmaction - INFO - Epoch [70][320/470] lr: 1.000e-02, eta: 8:04:42, time: 1.407, data_time: 0.004, memory: 8471, top1_acc: 0.3563, top5_acc: 0.6234, loss_cls: 2.9457, loss: 2.9457 2020-07-04 14:44:58,326 - mmaction - INFO - Epoch [70][340/470] lr: 1.000e-02, eta: 8:04:10, time: 1.449, data_time: 0.008, memory: 8471, top1_acc: 0.3750, top5_acc: 0.6203, loss_cls: 2.8728, loss: 2.8728 2020-07-04 14:45:26,589 - mmaction - INFO - Epoch [70][360/470] lr: 1.000e-02, eta: 8:03:38, time: 1.411, data_time: 0.058, memory: 8471, top1_acc: 0.3750, top5_acc: 0.5953, loss_cls: 2.9003, loss: 2.9003 2020-07-04 14:45:54,809 - mmaction - INFO - Epoch [70][380/470] lr: 1.000e-02, eta: 8:03:06, time: 1.412, data_time: 0.008, memory: 8471, top1_acc: 0.3953, top5_acc: 0.6062, loss_cls: 2.8486, loss: 2.8486 2020-07-04 14:46:23,123 - mmaction - INFO - Epoch [70][400/470] lr: 1.000e-02, eta: 8:02:34, time: 1.418, data_time: 0.006, memory: 8471, top1_acc: 0.3656, top5_acc: 0.6234, loss_cls: 2.8367, loss: 2.8367 2020-07-04 14:46:51,341 - mmaction - INFO - Epoch [70][420/470] lr: 1.000e-02, eta: 8:02:02, time: 1.410, data_time: 0.006, memory: 8471, top1_acc: 0.3656, top5_acc: 0.6219, loss_cls: 2.8477, loss: 2.8477 2020-07-04 14:47:19,988 - mmaction - INFO - Epoch [70][440/470] lr: 1.000e-02, eta: 8:01:30, time: 1.433, data_time: 0.005, memory: 8471, top1_acc: 0.3609, top5_acc: 0.5797, loss_cls: 2.9344, loss: 2.9344 2020-07-04 14:47:48,636 - mmaction - INFO - Epoch [70][460/470] lr: 1.000e-02, eta: 8:00:58, time: 1.431, data_time: 0.005, memory: 8471, top1_acc: 0.3797, top5_acc: 0.6484, loss_cls: 2.7918, loss: 2.7918 2020-07-04 14:48:04,384 - mmaction - INFO - Saving checkpoint at 70 epochs 2020-07-04 14:50:10,092 - mmaction - INFO - Evaluating top_k_accuracy... 2020-07-04 14:50:11,024 - mmaction - INFO - top1_acc 0.3995 top5_acc 0.6548 2020-07-04 14:50:11,025 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-07-04 14:50:11,079 - mmaction - INFO - mean_acc 0.3994 2020-07-04 14:50:11,086 - mmaction - INFO - Epoch [70][470/470] lr: 1.000e-02, top1_acc: 0.3995, top5_acc: 0.6548, mean_class_accuracy: 0.3994 2020-07-04 14:51:41,285 - mmaction - INFO - Epoch [71][20/470] lr: 1.000e-03, eta: 8:00:37, time: 4.508, data_time: 2.699, memory: 8471, top1_acc: 0.3578, top5_acc: 0.6016, loss_cls: 2.8978, loss: 2.8978 2020-07-04 14:52:10,123 - mmaction - INFO - Epoch [71][40/470] lr: 1.000e-03, eta: 8:00:05, time: 1.435, data_time: 0.002, memory: 8471, top1_acc: 0.3672, top5_acc: 0.5922, loss_cls: 2.8957, loss: 2.8957 2020-07-04 14:52:39,230 - mmaction - INFO - Epoch [71][60/470] lr: 1.000e-03, eta: 7:59:34, time: 1.457, data_time: 0.023, memory: 8471, top1_acc: 0.4062, top5_acc: 0.6594, loss_cls: 2.6873, loss: 2.6873 2020-07-04 14:53:07,539 - mmaction - INFO - Epoch [71][80/470] lr: 1.000e-03, eta: 7:59:02, time: 1.417, data_time: 0.009, memory: 8471, top1_acc: 0.3734, top5_acc: 0.6047, loss_cls: 2.9066, loss: 2.9066 2020-07-04 14:53:36,646 - mmaction - INFO - Epoch [71][100/470] lr: 1.000e-03, eta: 7:58:30, time: 1.460, data_time: 0.006, memory: 8471, top1_acc: 0.3750, top5_acc: 0.6047, loss_cls: 2.8061, loss: 2.8061 2020-07-04 14:54:05,586 - mmaction - INFO - Epoch [71][120/470] lr: 1.000e-03, eta: 7:57:59, time: 1.444, data_time: 0.002, memory: 8471, top1_acc: 0.3812, top5_acc: 0.6219, loss_cls: 2.8259, loss: 2.8259 2020-07-04 14:54:34,536 - mmaction - INFO - Epoch [71][140/470] lr: 1.000e-03, eta: 7:57:27, time: 1.447, data_time: 0.007, memory: 8471, top1_acc: 0.3672, top5_acc: 0.6094, loss_cls: 2.8755, loss: 2.8755 2020-07-04 14:55:03,502 - mmaction - INFO - Epoch [71][160/470] lr: 1.000e-03, eta: 7:56:55, time: 1.452, data_time: 0.005, memory: 8471, top1_acc: 0.3641, top5_acc: 0.6062, loss_cls: 2.8498, loss: 2.8498 2020-07-04 14:55:31,850 - mmaction - INFO - Epoch [71][180/470] lr: 1.000e-03, eta: 7:56:23, time: 1.416, data_time: 0.001, memory: 8471, top1_acc: 0.3547, top5_acc: 0.6016, loss_cls: 2.9042, loss: 2.9042 2020-07-04 14:56:00,482 - mmaction - INFO - Epoch [71][200/470] lr: 1.000e-03, eta: 7:55:51, time: 1.430, data_time: 0.004, memory: 8471, top1_acc: 0.4125, top5_acc: 0.6250, loss_cls: 2.7300, loss: 2.7300 2020-07-04 14:56:29,189 - mmaction - INFO - Epoch [71][220/470] lr: 1.000e-03, eta: 7:55:19, time: 1.439, data_time: 0.004, memory: 8471, top1_acc: 0.4000, top5_acc: 0.6172, loss_cls: 2.7178, loss: 2.7178 2020-07-04 14:56:57,849 - mmaction - INFO - Epoch [71][240/470] lr: 1.000e-03, eta: 7:54:48, time: 1.426, data_time: 0.002, memory: 8471, top1_acc: 0.4250, top5_acc: 0.6328, loss_cls: 2.7626, loss: 2.7626 2020-07-04 14:57:26,494 - mmaction - INFO - Epoch [71][260/470] lr: 1.000e-03, eta: 7:54:16, time: 1.435, data_time: 0.008, memory: 8471, top1_acc: 0.4547, top5_acc: 0.6750, loss_cls: 2.4667, loss: 2.4667 2020-07-04 14:57:54,596 - mmaction - INFO - Epoch [71][280/470] lr: 1.000e-03, eta: 7:53:44, time: 1.406, data_time: 0.007, memory: 8471, top1_acc: 0.4047, top5_acc: 0.6453, loss_cls: 2.7243, loss: 2.7243 2020-07-04 14:58:23,663 - mmaction - INFO - Epoch [71][300/470] lr: 1.000e-03, eta: 7:53:12, time: 1.453, data_time: 0.004, memory: 8471, top1_acc: 0.4141, top5_acc: 0.6328, loss_cls: 2.6714, loss: 2.6714 2020-07-04 14:58:52,373 - mmaction - INFO - Epoch [71][320/470] lr: 1.000e-03, eta: 7:52:40, time: 1.432, data_time: 0.006, memory: 8471, top1_acc: 0.4156, top5_acc: 0.6328, loss_cls: 2.6556, loss: 2.6556 2020-07-04 14:59:20,498 - mmaction - INFO - Epoch [71][340/470] lr: 1.000e-03, eta: 7:52:08, time: 1.409, data_time: 0.009, memory: 8471, top1_acc: 0.4062, top5_acc: 0.6438, loss_cls: 2.7412, loss: 2.7412 2020-07-04 14:59:49,143 - mmaction - INFO - Epoch [71][360/470] lr: 1.000e-03, eta: 7:51:36, time: 1.433, data_time: 0.006, memory: 8471, top1_acc: 0.3875, top5_acc: 0.6281, loss_cls: 2.7286, loss: 2.7286 2020-07-04 15:00:19,992 - mmaction - INFO - Epoch [71][380/470] lr: 1.000e-03, eta: 7:51:06, time: 1.538, data_time: 0.086, memory: 8471, top1_acc: 0.4016, top5_acc: 0.6375, loss_cls: 2.7033, loss: 2.7033 2020-07-04 15:00:47,513 - mmaction - INFO - Epoch [71][400/470] lr: 1.000e-03, eta: 7:50:33, time: 1.382, data_time: 0.578, memory: 8471, top1_acc: 0.3953, top5_acc: 0.6438, loss_cls: 2.6448, loss: 2.6448 2020-07-04 15:01:16,030 - mmaction - INFO - Epoch [71][420/470] lr: 1.000e-03, eta: 7:50:01, time: 1.424, data_time: 0.393, memory: 8471, top1_acc: 0.3859, top5_acc: 0.6219, loss_cls: 2.8271, loss: 2.8271 2020-07-04 15:01:44,992 - mmaction - INFO - Epoch [71][440/470] lr: 1.000e-03, eta: 7:49:30, time: 1.448, data_time: 0.067, memory: 8471, top1_acc: 0.3672, top5_acc: 0.6250, loss_cls: 2.7803, loss: 2.7803 2020-07-04 15:02:14,188 - mmaction - INFO - Epoch [71][460/470] lr: 1.000e-03, eta: 7:48:58, time: 1.457, data_time: 0.007, memory: 8471, top1_acc: 0.3953, top5_acc: 0.6250, loss_cls: 2.7790, loss: 2.7790 2020-07-04 15:04:16,226 - mmaction - INFO - Epoch [72][20/470] lr: 1.000e-03, eta: 7:48:42, time: 5.040, data_time: 4.323, memory: 8471, top1_acc: 0.4172, top5_acc: 0.6391, loss_cls: 2.7346, loss: 2.7346 2020-07-04 15:04:43,615 - mmaction - INFO - Epoch [72][40/470] lr: 1.000e-03, eta: 7:48:10, time: 1.368, data_time: 0.733, memory: 8471, top1_acc: 0.3859, top5_acc: 0.6266, loss_cls: 2.7453, loss: 2.7453 2020-07-04 15:05:11,350 - mmaction - INFO - Epoch [72][60/470] lr: 1.000e-03, eta: 7:47:37, time: 1.387, data_time: 0.739, memory: 8471, top1_acc: 0.4031, top5_acc: 0.6562, loss_cls: 2.6032, loss: 2.6032 2020-07-04 15:05:39,366 - mmaction - INFO - Epoch [72][80/470] lr: 1.000e-03, eta: 7:47:05, time: 1.402, data_time: 0.770, memory: 8471, top1_acc: 0.3984, top5_acc: 0.6094, loss_cls: 2.8268, loss: 2.8268 2020-07-04 15:06:07,425 - mmaction - INFO - Epoch [72][100/470] lr: 1.000e-03, eta: 7:46:33, time: 1.401, data_time: 0.762, memory: 8471, top1_acc: 0.3922, top5_acc: 0.6391, loss_cls: 2.7595, loss: 2.7595 2020-07-04 15:06:35,508 - mmaction - INFO - Epoch [72][120/470] lr: 1.000e-03, eta: 7:46:01, time: 1.405, data_time: 0.758, memory: 8471, top1_acc: 0.4188, top5_acc: 0.6500, loss_cls: 2.7220, loss: 2.7220 2020-07-04 15:07:03,425 - mmaction - INFO - Epoch [72][140/470] lr: 1.000e-03, eta: 7:45:29, time: 1.395, data_time: 0.749, memory: 8471, top1_acc: 0.4391, top5_acc: 0.6641, loss_cls: 2.6040, loss: 2.6040 2020-07-04 15:07:31,751 - mmaction - INFO - Epoch [72][160/470] lr: 1.000e-03, eta: 7:44:56, time: 1.414, data_time: 0.777, memory: 8471, top1_acc: 0.3969, top5_acc: 0.6656, loss_cls: 2.5754, loss: 2.5754 2020-07-04 15:07:59,876 - mmaction - INFO - Epoch [72][180/470] lr: 1.000e-03, eta: 7:44:24, time: 1.408, data_time: 0.768, memory: 8471, top1_acc: 0.3969, top5_acc: 0.6562, loss_cls: 2.7209, loss: 2.7209 2020-07-04 15:08:27,656 - mmaction - INFO - Epoch [72][200/470] lr: 1.000e-03, eta: 7:43:52, time: 1.389, data_time: 0.743, memory: 8471, top1_acc: 0.4297, top5_acc: 0.6281, loss_cls: 2.6707, loss: 2.6707 2020-07-04 15:08:56,473 - mmaction - INFO - Epoch [72][220/470] lr: 1.000e-03, eta: 7:43:20, time: 1.440, data_time: 0.800, memory: 8471, top1_acc: 0.4109, top5_acc: 0.6516, loss_cls: 2.7207, loss: 2.7207 2020-07-04 15:09:24,606 - mmaction - INFO - Epoch [72][240/470] lr: 1.000e-03, eta: 7:42:48, time: 1.409, data_time: 0.772, memory: 8471, top1_acc: 0.3891, top5_acc: 0.6266, loss_cls: 2.7736, loss: 2.7736 2020-07-04 15:09:52,490 - mmaction - INFO - Epoch [72][260/470] lr: 1.000e-03, eta: 7:42:16, time: 1.393, data_time: 0.748, memory: 8471, top1_acc: 0.4000, top5_acc: 0.6406, loss_cls: 2.7522, loss: 2.7522 2020-07-04 15:10:20,432 - mmaction - INFO - Epoch [72][280/470] lr: 1.000e-03, eta: 7:41:44, time: 1.396, data_time: 0.745, memory: 8471, top1_acc: 0.4234, top5_acc: 0.6406, loss_cls: 2.6345, loss: 2.6345 2020-07-04 15:10:48,411 - mmaction - INFO - Epoch [72][300/470] lr: 1.000e-03, eta: 7:41:12, time: 1.400, data_time: 0.522, memory: 8471, top1_acc: 0.3953, top5_acc: 0.6406, loss_cls: 2.7565, loss: 2.7565 2020-07-04 15:11:16,279 - mmaction - INFO - Epoch [72][320/470] lr: 1.000e-03, eta: 7:40:40, time: 1.392, data_time: 0.752, memory: 8471, top1_acc: 0.4031, top5_acc: 0.6328, loss_cls: 2.6977, loss: 2.6977 2020-07-04 15:11:44,639 - mmaction - INFO - Epoch [72][340/470] lr: 1.000e-03, eta: 7:40:08, time: 1.418, data_time: 0.769, memory: 8471, top1_acc: 0.3812, top5_acc: 0.6047, loss_cls: 2.8304, loss: 2.8304 2020-07-04 15:12:12,941 - mmaction - INFO - Epoch [72][360/470] lr: 1.000e-03, eta: 7:39:36, time: 1.416, data_time: 0.771, memory: 8471, top1_acc: 0.3781, top5_acc: 0.6047, loss_cls: 2.8479, loss: 2.8479 2020-07-04 15:12:40,907 - mmaction - INFO - Epoch [72][380/470] lr: 1.000e-03, eta: 7:39:04, time: 1.398, data_time: 0.763, memory: 8471, top1_acc: 0.3906, top5_acc: 0.6312, loss_cls: 2.7043, loss: 2.7043 2020-07-04 15:13:10,095 - mmaction - INFO - Epoch [72][400/470] lr: 1.000e-03, eta: 7:38:31, time: 1.410, data_time: 0.771, memory: 8471, top1_acc: 0.4203, top5_acc: 0.6609, loss_cls: 2.5971, loss: 2.5971 2020-07-04 15:13:38,236 - mmaction - INFO - Epoch [72][420/470] lr: 1.000e-03, eta: 7:38:00, time: 1.459, data_time: 0.812, memory: 8471, top1_acc: 0.4000, top5_acc: 0.6344, loss_cls: 2.7214, loss: 2.7214 2020-07-04 15:14:05,648 - mmaction - INFO - Epoch [72][440/470] lr: 1.000e-03, eta: 7:37:28, time: 1.368, data_time: 0.720, memory: 8471, top1_acc: 0.3625, top5_acc: 0.5906, loss_cls: 2.8974, loss: 2.8974 2020-07-04 15:14:33,900 - mmaction - INFO - Epoch [72][460/470] lr: 1.000e-03, eta: 7:36:56, time: 1.412, data_time: 0.721, memory: 8471, top1_acc: 0.3953, top5_acc: 0.6172, loss_cls: 2.7424, loss: 2.7424 2020-07-04 15:16:21,797 - mmaction - INFO - Epoch [73][20/470] lr: 1.000e-03, eta: 7:36:34, time: 4.666, data_time: 3.904, memory: 8471, top1_acc: 0.3875, top5_acc: 0.6250, loss_cls: 2.7852, loss: 2.7852 2020-07-04 15:16:49,223 - mmaction - INFO - Epoch [73][40/470] lr: 1.000e-03, eta: 7:36:02, time: 1.371, data_time: 0.648, memory: 8471, top1_acc: 0.4094, top5_acc: 0.6547, loss_cls: 2.6790, loss: 2.6790 2020-07-04 15:17:16,917 - mmaction - INFO - Epoch [73][60/470] lr: 1.000e-03, eta: 7:35:30, time: 1.381, data_time: 0.602, memory: 8471, top1_acc: 0.3937, top5_acc: 0.6500, loss_cls: 2.6759, loss: 2.6759 2020-07-04 15:17:44,782 - mmaction - INFO - Epoch [73][80/470] lr: 1.000e-03, eta: 7:34:58, time: 1.394, data_time: 0.615, memory: 8471, top1_acc: 0.4359, top5_acc: 0.6562, loss_cls: 2.5568, loss: 2.5568 2020-07-04 15:18:13,381 - mmaction - INFO - Epoch [73][100/470] lr: 1.000e-03, eta: 7:34:26, time: 1.427, data_time: 0.388, memory: 8471, top1_acc: 0.4266, top5_acc: 0.6406, loss_cls: 2.5945, loss: 2.5945 2020-07-04 15:18:41,951 - mmaction - INFO - Epoch [73][120/470] lr: 1.000e-03, eta: 7:33:54, time: 1.431, data_time: 0.233, memory: 8471, top1_acc: 0.4156, top5_acc: 0.6469, loss_cls: 2.6285, loss: 2.6285 2020-07-04 15:19:09,642 - mmaction - INFO - Epoch [73][140/470] lr: 1.000e-03, eta: 7:33:22, time: 1.387, data_time: 0.019, memory: 8471, top1_acc: 0.4062, top5_acc: 0.6250, loss_cls: 2.7948, loss: 2.7948 2020-07-04 15:19:38,079 - mmaction - INFO - Epoch [73][160/470] lr: 1.000e-03, eta: 7:32:50, time: 1.419, data_time: 0.236, memory: 8471, top1_acc: 0.4437, top5_acc: 0.6531, loss_cls: 2.5671, loss: 2.5671 2020-07-04 15:20:06,541 - mmaction - INFO - Epoch [73][180/470] lr: 1.000e-03, eta: 7:32:18, time: 1.426, data_time: 0.207, memory: 8471, top1_acc: 0.4062, top5_acc: 0.6609, loss_cls: 2.6049, loss: 2.6049 2020-07-04 15:20:34,548 - mmaction - INFO - Epoch [73][200/470] lr: 1.000e-03, eta: 7:31:46, time: 1.401, data_time: 0.047, memory: 8471, top1_acc: 0.3953, top5_acc: 0.6234, loss_cls: 2.7186, loss: 2.7186 2020-07-04 15:21:02,706 - mmaction - INFO - Epoch [73][220/470] lr: 1.000e-03, eta: 7:31:14, time: 1.406, data_time: 0.001, memory: 8471, top1_acc: 0.4016, top5_acc: 0.6391, loss_cls: 2.6800, loss: 2.6800 2020-07-04 15:21:30,832 - mmaction - INFO - Epoch [73][240/470] lr: 1.000e-03, eta: 7:30:42, time: 1.407, data_time: 0.002, memory: 8471, top1_acc: 0.4266, top5_acc: 0.6703, loss_cls: 2.6068, loss: 2.6068 2020-07-04 15:21:58,967 - mmaction - INFO - Epoch [73][260/470] lr: 1.000e-03, eta: 7:30:10, time: 1.403, data_time: 0.003, memory: 8471, top1_acc: 0.4297, top5_acc: 0.6828, loss_cls: 2.5309, loss: 2.5309 2020-07-04 15:22:27,337 - mmaction - INFO - Epoch [73][280/470] lr: 1.000e-03, eta: 7:29:38, time: 1.420, data_time: 0.006, memory: 8471, top1_acc: 0.4141, top5_acc: 0.6656, loss_cls: 2.6781, loss: 2.6781 2020-07-04 15:22:56,241 - mmaction - INFO - Epoch [73][300/470] lr: 1.000e-03, eta: 7:29:06, time: 1.445, data_time: 0.005, memory: 8471, top1_acc: 0.4062, top5_acc: 0.6516, loss_cls: 2.6677, loss: 2.6677 2020-07-04 15:23:24,646 - mmaction - INFO - Epoch [73][320/470] lr: 1.000e-03, eta: 7:28:34, time: 1.399, data_time: 0.004, memory: 8471, top1_acc: 0.4047, top5_acc: 0.6297, loss_cls: 2.7501, loss: 2.7501 2020-07-04 15:23:52,409 - mmaction - INFO - Epoch [73][340/470] lr: 1.000e-03, eta: 7:28:02, time: 1.411, data_time: 0.065, memory: 8471, top1_acc: 0.3750, top5_acc: 0.6516, loss_cls: 2.7230, loss: 2.7230 2020-07-04 15:24:20,573 - mmaction - INFO - Epoch [73][360/470] lr: 1.000e-03, eta: 7:27:30, time: 1.408, data_time: 0.003, memory: 8471, top1_acc: 0.4266, top5_acc: 0.6375, loss_cls: 2.7214, loss: 2.7214 2020-07-04 15:24:49,307 - mmaction - INFO - Epoch [73][380/470] lr: 1.000e-03, eta: 7:26:59, time: 1.437, data_time: 0.002, memory: 8471, top1_acc: 0.4188, top5_acc: 0.6562, loss_cls: 2.6482, loss: 2.6482 2020-07-04 15:25:18,036 - mmaction - INFO - Epoch [73][400/470] lr: 1.000e-03, eta: 7:26:27, time: 1.432, data_time: 0.002, memory: 8471, top1_acc: 0.3750, top5_acc: 0.6422, loss_cls: 2.7303, loss: 2.7303 2020-07-04 15:25:45,954 - mmaction - INFO - Epoch [73][420/470] lr: 1.000e-03, eta: 7:25:55, time: 1.402, data_time: 0.006, memory: 8471, top1_acc: 0.4016, top5_acc: 0.6297, loss_cls: 2.6722, loss: 2.6722 2020-07-04 15:26:14,066 - mmaction - INFO - Epoch [73][440/470] lr: 1.000e-03, eta: 7:25:23, time: 1.403, data_time: 0.002, memory: 8471, top1_acc: 0.3937, top5_acc: 0.6594, loss_cls: 2.6530, loss: 2.6530 2020-07-04 15:26:43,038 - mmaction - INFO - Epoch [73][460/470] lr: 1.000e-03, eta: 7:24:51, time: 1.447, data_time: 0.004, memory: 8471, top1_acc: 0.3828, top5_acc: 0.6281, loss_cls: 2.7309, loss: 2.7309 2020-07-04 15:28:36,254 - mmaction - INFO - Epoch [74][20/470] lr: 1.000e-03, eta: 7:24:32, time: 4.922, data_time: 4.001, memory: 8471, top1_acc: 0.4406, top5_acc: 0.6656, loss_cls: 2.6383, loss: 2.6383 2020-07-04 15:29:05,008 - mmaction - INFO - Epoch [74][40/470] lr: 1.000e-03, eta: 7:24:00, time: 1.437, data_time: 0.635, memory: 8471, top1_acc: 0.3500, top5_acc: 0.5906, loss_cls: 2.9741, loss: 2.9741 2020-07-04 15:29:33,183 - mmaction - INFO - Epoch [74][60/470] lr: 1.000e-03, eta: 7:23:28, time: 1.408, data_time: 0.636, memory: 8471, top1_acc: 0.4203, top5_acc: 0.6469, loss_cls: 2.7116, loss: 2.7116 2020-07-04 15:30:01,409 - mmaction - INFO - Epoch [74][80/470] lr: 1.000e-03, eta: 7:22:56, time: 1.412, data_time: 0.680, memory: 8471, top1_acc: 0.3906, top5_acc: 0.6094, loss_cls: 2.8220, loss: 2.8220 2020-07-04 15:30:29,657 - mmaction - INFO - Epoch [74][100/470] lr: 1.000e-03, eta: 7:22:24, time: 1.413, data_time: 0.690, memory: 8471, top1_acc: 0.4078, top5_acc: 0.6266, loss_cls: 2.6852, loss: 2.6852 2020-07-04 15:30:58,097 - mmaction - INFO - Epoch [74][120/470] lr: 1.000e-03, eta: 7:21:52, time: 1.422, data_time: 0.469, memory: 8471, top1_acc: 0.4141, top5_acc: 0.6422, loss_cls: 2.6630, loss: 2.6630 2020-07-04 15:31:27,085 - mmaction - INFO - Epoch [74][140/470] lr: 1.000e-03, eta: 7:21:21, time: 1.450, data_time: 0.205, memory: 8471, top1_acc: 0.4016, top5_acc: 0.6438, loss_cls: 2.7255, loss: 2.7255 2020-07-04 15:31:54,778 - mmaction - INFO - Epoch [74][160/470] lr: 1.000e-03, eta: 7:20:48, time: 1.384, data_time: 0.257, memory: 8471, top1_acc: 0.3969, top5_acc: 0.6562, loss_cls: 2.6406, loss: 2.6406 2020-07-04 15:32:22,628 - mmaction - INFO - Epoch [74][180/470] lr: 1.000e-03, eta: 7:20:16, time: 1.392, data_time: 0.413, memory: 8471, top1_acc: 0.3750, top5_acc: 0.6328, loss_cls: 2.7844, loss: 2.7844 2020-07-04 15:32:50,853 - mmaction - INFO - Epoch [74][200/470] lr: 1.000e-03, eta: 7:19:44, time: 1.410, data_time: 0.486, memory: 8471, top1_acc: 0.4000, top5_acc: 0.6547, loss_cls: 2.6935, loss: 2.6935 2020-07-04 15:33:18,828 - mmaction - INFO - Epoch [74][220/470] lr: 1.000e-03, eta: 7:19:12, time: 1.398, data_time: 0.486, memory: 8471, top1_acc: 0.4062, top5_acc: 0.6469, loss_cls: 2.6635, loss: 2.6635 2020-07-04 15:33:47,061 - mmaction - INFO - Epoch [74][240/470] lr: 1.000e-03, eta: 7:18:40, time: 1.411, data_time: 0.522, memory: 8471, top1_acc: 0.3953, top5_acc: 0.6500, loss_cls: 2.6837, loss: 2.6837 2020-07-04 15:34:15,299 - mmaction - INFO - Epoch [74][260/470] lr: 1.000e-03, eta: 7:18:09, time: 1.414, data_time: 0.452, memory: 8471, top1_acc: 0.3875, top5_acc: 0.6359, loss_cls: 2.7761, loss: 2.7761 2020-07-04 15:34:43,644 - mmaction - INFO - Epoch [74][280/470] lr: 1.000e-03, eta: 7:17:37, time: 1.416, data_time: 0.501, memory: 8471, top1_acc: 0.4281, top5_acc: 0.6281, loss_cls: 2.7235, loss: 2.7235 2020-07-04 15:35:11,155 - mmaction - INFO - Epoch [74][300/470] lr: 1.000e-03, eta: 7:17:04, time: 1.378, data_time: 0.258, memory: 8471, top1_acc: 0.3984, top5_acc: 0.6375, loss_cls: 2.7142, loss: 2.7142 2020-07-04 15:35:39,554 - mmaction - INFO - Epoch [74][320/470] lr: 1.000e-03, eta: 7:16:33, time: 1.416, data_time: 0.237, memory: 8471, top1_acc: 0.4391, top5_acc: 0.6578, loss_cls: 2.5449, loss: 2.5449 2020-07-04 15:36:08,180 - mmaction - INFO - Epoch [74][340/470] lr: 1.000e-03, eta: 7:16:01, time: 1.431, data_time: 0.011, memory: 8471, top1_acc: 0.3969, top5_acc: 0.6156, loss_cls: 2.7775, loss: 2.7775 2020-07-04 15:36:36,445 - mmaction - INFO - Epoch [74][360/470] lr: 1.000e-03, eta: 7:15:29, time: 1.413, data_time: 0.051, memory: 8471, top1_acc: 0.3922, top5_acc: 0.6203, loss_cls: 2.7204, loss: 2.7204 2020-07-04 15:37:04,639 - mmaction - INFO - Epoch [74][380/470] lr: 1.000e-03, eta: 7:14:57, time: 1.411, data_time: 0.054, memory: 8471, top1_acc: 0.4422, top5_acc: 0.6531, loss_cls: 2.5050, loss: 2.5050 2020-07-04 15:37:32,716 - mmaction - INFO - Epoch [74][400/470] lr: 1.000e-03, eta: 7:14:25, time: 1.403, data_time: 0.311, memory: 8471, top1_acc: 0.3828, top5_acc: 0.6250, loss_cls: 2.8574, loss: 2.8574 2020-07-04 15:38:00,924 - mmaction - INFO - Epoch [74][420/470] lr: 1.000e-03, eta: 7:13:53, time: 1.411, data_time: 0.195, memory: 8471, top1_acc: 0.4141, top5_acc: 0.6312, loss_cls: 2.7322, loss: 2.7322 2020-07-04 15:38:28,643 - mmaction - INFO - Epoch [74][440/470] lr: 1.000e-03, eta: 7:13:21, time: 1.386, data_time: 0.268, memory: 8471, top1_acc: 0.3953, top5_acc: 0.6266, loss_cls: 2.7873, loss: 2.7873 2020-07-04 15:38:56,443 - mmaction - INFO - Epoch [74][460/470] lr: 1.000e-03, eta: 7:12:49, time: 1.393, data_time: 0.346, memory: 8471, top1_acc: 0.3937, top5_acc: 0.6281, loss_cls: 2.7450, loss: 2.7450 2020-07-04 15:40:43,459 - mmaction - INFO - Epoch [75][20/470] lr: 1.000e-03, eta: 7:12:26, time: 4.618, data_time: 2.606, memory: 8471, top1_acc: 0.3672, top5_acc: 0.6391, loss_cls: 2.7411, loss: 2.7411 2020-07-04 15:41:12,138 - mmaction - INFO - Epoch [75][40/470] lr: 1.000e-03, eta: 7:11:54, time: 1.432, data_time: 0.002, memory: 8471, top1_acc: 0.4016, top5_acc: 0.6438, loss_cls: 2.6733, loss: 2.6733 2020-07-04 15:41:41,908 - mmaction - INFO - Epoch [75][60/470] lr: 1.000e-03, eta: 7:11:23, time: 1.490, data_time: 0.004, memory: 8471, top1_acc: 0.4016, top5_acc: 0.6469, loss_cls: 2.6936, loss: 2.6936 2020-07-04 15:42:11,101 - mmaction - INFO - Epoch [75][80/470] lr: 1.000e-03, eta: 7:10:51, time: 1.461, data_time: 0.002, memory: 8471, top1_acc: 0.4078, top5_acc: 0.6250, loss_cls: 2.7267, loss: 2.7267 2020-07-04 15:42:40,576 - mmaction - INFO - Epoch [75][100/470] lr: 1.000e-03, eta: 7:10:20, time: 1.473, data_time: 0.025, memory: 8471, top1_acc: 0.3969, top5_acc: 0.6375, loss_cls: 2.7596, loss: 2.7596 2020-07-04 15:43:09,345 - mmaction - INFO - Epoch [75][120/470] lr: 1.000e-03, eta: 7:09:48, time: 1.432, data_time: 0.004, memory: 8471, top1_acc: 0.4141, top5_acc: 0.6250, loss_cls: 2.6688, loss: 2.6688 2020-07-04 15:43:37,750 - mmaction - INFO - Epoch [75][140/470] lr: 1.000e-03, eta: 7:09:17, time: 1.424, data_time: 0.009, memory: 8471, top1_acc: 0.4047, top5_acc: 0.6250, loss_cls: 2.6566, loss: 2.6566 2020-07-04 15:44:05,481 - mmaction - INFO - Epoch [75][160/470] lr: 1.000e-03, eta: 7:08:44, time: 1.386, data_time: 0.258, memory: 8471, top1_acc: 0.4281, top5_acc: 0.6422, loss_cls: 2.6340, loss: 2.6340 2020-07-04 15:44:34,893 - mmaction - INFO - Epoch [75][180/470] lr: 1.000e-03, eta: 7:08:13, time: 1.471, data_time: 0.249, memory: 8471, top1_acc: 0.4047, top5_acc: 0.6328, loss_cls: 2.7197, loss: 2.7197 2020-07-04 15:45:03,141 - mmaction - INFO - Epoch [75][200/470] lr: 1.000e-03, eta: 7:07:41, time: 1.411, data_time: 0.039, memory: 8471, top1_acc: 0.4156, top5_acc: 0.6266, loss_cls: 2.7608, loss: 2.7608 2020-07-04 15:45:30,837 - mmaction - INFO - Epoch [75][220/470] lr: 1.000e-03, eta: 7:07:09, time: 1.388, data_time: 0.262, memory: 8471, top1_acc: 0.4266, top5_acc: 0.6641, loss_cls: 2.6656, loss: 2.6656 2020-07-04 15:46:00,109 - mmaction - INFO - Epoch [75][240/470] lr: 1.000e-03, eta: 7:06:38, time: 1.462, data_time: 0.404, memory: 8471, top1_acc: 0.3937, top5_acc: 0.6734, loss_cls: 2.5938, loss: 2.5938 2020-07-04 15:46:28,206 - mmaction - INFO - Epoch [75][260/470] lr: 1.000e-03, eta: 7:06:06, time: 1.406, data_time: 0.481, memory: 8471, top1_acc: 0.3828, top5_acc: 0.6250, loss_cls: 2.7149, loss: 2.7149 2020-07-04 15:46:57,203 - mmaction - INFO - Epoch [75][280/470] lr: 1.000e-03, eta: 7:05:34, time: 1.450, data_time: 0.787, memory: 8471, top1_acc: 0.3875, top5_acc: 0.6281, loss_cls: 2.7518, loss: 2.7518 2020-07-04 15:47:26,457 - mmaction - INFO - Epoch [75][300/470] lr: 1.000e-03, eta: 7:05:03, time: 1.460, data_time: 0.815, memory: 8471, top1_acc: 0.3922, top5_acc: 0.6578, loss_cls: 2.6526, loss: 2.6526 2020-07-04 15:47:55,283 - mmaction - INFO - Epoch [75][320/470] lr: 1.000e-03, eta: 7:04:31, time: 1.442, data_time: 0.808, memory: 8471, top1_acc: 0.3891, top5_acc: 0.6516, loss_cls: 2.7492, loss: 2.7492 2020-07-04 15:48:24,067 - mmaction - INFO - Epoch [75][340/470] lr: 1.000e-03, eta: 7:04:00, time: 1.439, data_time: 0.793, memory: 8471, top1_acc: 0.3922, top5_acc: 0.6406, loss_cls: 2.6974, loss: 2.6974 2020-07-04 15:48:52,436 - mmaction - INFO - Epoch [75][360/470] lr: 1.000e-03, eta: 7:03:28, time: 1.417, data_time: 0.779, memory: 8471, top1_acc: 0.3859, top5_acc: 0.5859, loss_cls: 2.9275, loss: 2.9275 2020-07-04 15:49:21,057 - mmaction - INFO - Epoch [75][380/470] lr: 1.000e-03, eta: 7:02:56, time: 1.428, data_time: 0.782, memory: 8471, top1_acc: 0.4141, top5_acc: 0.6438, loss_cls: 2.6709, loss: 2.6709 2020-07-04 15:49:49,858 - mmaction - INFO - Epoch [75][400/470] lr: 1.000e-03, eta: 7:02:25, time: 1.442, data_time: 0.791, memory: 8471, top1_acc: 0.3953, top5_acc: 0.6281, loss_cls: 2.7120, loss: 2.7120 2020-07-04 15:50:18,402 - mmaction - INFO - Epoch [75][420/470] lr: 1.000e-03, eta: 7:01:53, time: 1.427, data_time: 0.639, memory: 8471, top1_acc: 0.4078, top5_acc: 0.6359, loss_cls: 2.6966, loss: 2.6966 2020-07-04 15:50:47,277 - mmaction - INFO - Epoch [75][440/470] lr: 1.000e-03, eta: 7:01:22, time: 1.446, data_time: 0.797, memory: 8471, top1_acc: 0.4328, top5_acc: 0.6578, loss_cls: 2.6397, loss: 2.6397 2020-07-04 15:51:15,676 - mmaction - INFO - Epoch [75][460/470] lr: 1.000e-03, eta: 7:00:50, time: 1.419, data_time: 0.675, memory: 8471, top1_acc: 0.3906, top5_acc: 0.6234, loss_cls: 2.7375, loss: 2.7375 2020-07-04 15:51:31,211 - mmaction - INFO - Saving checkpoint at 75 epochs 2020-07-04 15:53:26,289 - mmaction - INFO - Evaluating top_k_accuracy... 2020-07-04 15:53:27,230 - mmaction - INFO - top1_acc 0.4655 top5_acc 0.7199 2020-07-04 15:53:27,231 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-07-04 15:53:27,297 - mmaction - INFO - mean_acc 0.4654 2020-07-04 15:53:27,312 - mmaction - INFO - Epoch [75][470/470] lr: 1.000e-03, top1_acc: 0.4655, top5_acc: 0.7199, mean_class_accuracy: 0.4654 2020-07-04 15:54:59,855 - mmaction - INFO - Epoch [76][20/470] lr: 1.000e-03, eta: 7:00:25, time: 4.624, data_time: 2.821, memory: 8471, top1_acc: 0.4078, top5_acc: 0.6219, loss_cls: 2.7138, loss: 2.7138 2020-07-04 15:55:27,592 - mmaction - INFO - Epoch [76][40/470] lr: 1.000e-03, eta: 6:59:53, time: 1.389, data_time: 0.005, memory: 8471, top1_acc: 0.3891, top5_acc: 0.6094, loss_cls: 2.8479, loss: 2.8479 2020-07-04 15:55:56,528 - mmaction - INFO - Epoch [76][60/470] lr: 1.000e-03, eta: 6:59:22, time: 1.443, data_time: 0.004, memory: 8471, top1_acc: 0.4109, top5_acc: 0.6438, loss_cls: 2.6484, loss: 2.6484 2020-07-04 15:56:25,219 - mmaction - INFO - Epoch [76][80/470] lr: 1.000e-03, eta: 6:58:50, time: 1.431, data_time: 0.005, memory: 8471, top1_acc: 0.4062, top5_acc: 0.6359, loss_cls: 2.6949, loss: 2.6949 2020-07-04 15:56:53,513 - mmaction - INFO - Epoch [76][100/470] lr: 1.000e-03, eta: 6:58:18, time: 1.416, data_time: 0.010, memory: 8471, top1_acc: 0.4203, top5_acc: 0.6656, loss_cls: 2.6327, loss: 2.6327 2020-07-04 15:57:22,498 - mmaction - INFO - Epoch [76][120/470] lr: 1.000e-03, eta: 6:57:47, time: 1.451, data_time: 0.006, memory: 8471, top1_acc: 0.4078, top5_acc: 0.6281, loss_cls: 2.7065, loss: 2.7065 2020-07-04 15:57:50,828 - mmaction - INFO - Epoch [76][140/470] lr: 1.000e-03, eta: 6:57:15, time: 1.417, data_time: 0.005, memory: 8471, top1_acc: 0.4188, top5_acc: 0.6547, loss_cls: 2.6479, loss: 2.6479 2020-07-04 15:58:19,156 - mmaction - INFO - Epoch [76][160/470] lr: 1.000e-03, eta: 6:56:43, time: 1.415, data_time: 0.005, memory: 8471, top1_acc: 0.4203, top5_acc: 0.6297, loss_cls: 2.6858, loss: 2.6858 2020-07-04 15:58:47,687 - mmaction - INFO - Epoch [76][180/470] lr: 1.000e-03, eta: 6:56:12, time: 1.428, data_time: 0.005, memory: 8471, top1_acc: 0.3891, top5_acc: 0.6281, loss_cls: 2.7903, loss: 2.7903 2020-07-04 15:59:16,434 - mmaction - INFO - Epoch [76][200/470] lr: 1.000e-03, eta: 6:55:40, time: 1.438, data_time: 0.005, memory: 8471, top1_acc: 0.3859, top5_acc: 0.6406, loss_cls: 2.7386, loss: 2.7386 2020-07-04 15:59:44,866 - mmaction - INFO - Epoch [76][220/470] lr: 1.000e-03, eta: 6:55:08, time: 1.414, data_time: 0.002, memory: 8471, top1_acc: 0.4047, top5_acc: 0.6250, loss_cls: 2.7188, loss: 2.7188 2020-07-04 16:00:16,954 - mmaction - INFO - Epoch [76][240/470] lr: 1.000e-03, eta: 6:54:38, time: 1.606, data_time: 0.023, memory: 8471, top1_acc: 0.4031, top5_acc: 0.6500, loss_cls: 2.6979, loss: 2.6979 2020-07-04 16:00:44,226 - mmaction - INFO - Epoch [76][260/470] lr: 1.000e-03, eta: 6:54:06, time: 1.371, data_time: 0.623, memory: 8471, top1_acc: 0.4078, top5_acc: 0.6594, loss_cls: 2.6133, loss: 2.6133 2020-07-04 16:01:12,787 - mmaction - INFO - Epoch [76][280/470] lr: 1.000e-03, eta: 6:53:34, time: 1.427, data_time: 0.590, memory: 8471, top1_acc: 0.3797, top5_acc: 0.6312, loss_cls: 2.7138, loss: 2.7138 2020-07-04 16:01:40,839 - mmaction - INFO - Epoch [76][300/470] lr: 1.000e-03, eta: 6:53:02, time: 1.400, data_time: 0.635, memory: 8471, top1_acc: 0.4094, top5_acc: 0.6469, loss_cls: 2.7408, loss: 2.7408 2020-07-04 16:02:08,648 - mmaction - INFO - Epoch [76][320/470] lr: 1.000e-03, eta: 6:52:30, time: 1.392, data_time: 0.646, memory: 8471, top1_acc: 0.4359, top5_acc: 0.6453, loss_cls: 2.6296, loss: 2.6296 2020-07-04 16:02:37,171 - mmaction - INFO - Epoch [76][340/470] lr: 1.000e-03, eta: 6:51:59, time: 1.426, data_time: 0.495, memory: 8471, top1_acc: 0.3812, top5_acc: 0.6156, loss_cls: 2.7618, loss: 2.7618 2020-07-04 16:03:06,183 - mmaction - INFO - Epoch [76][360/470] lr: 1.000e-03, eta: 6:51:27, time: 1.453, data_time: 0.452, memory: 8471, top1_acc: 0.3828, top5_acc: 0.6422, loss_cls: 2.7369, loss: 2.7369 2020-07-04 16:03:34,634 - mmaction - INFO - Epoch [76][380/470] lr: 1.000e-03, eta: 6:50:56, time: 1.419, data_time: 0.672, memory: 8471, top1_acc: 0.4328, top5_acc: 0.6625, loss_cls: 2.6213, loss: 2.6213 2020-07-04 16:04:03,608 - mmaction - INFO - Epoch [76][400/470] lr: 1.000e-03, eta: 6:50:24, time: 1.449, data_time: 0.772, memory: 8471, top1_acc: 0.3641, top5_acc: 0.6125, loss_cls: 2.7817, loss: 2.7817 2020-07-04 16:04:31,751 - mmaction - INFO - Epoch [76][420/470] lr: 1.000e-03, eta: 6:49:52, time: 1.405, data_time: 0.760, memory: 8471, top1_acc: 0.4125, top5_acc: 0.6547, loss_cls: 2.6951, loss: 2.6951 2020-07-04 16:04:59,887 - mmaction - INFO - Epoch [76][440/470] lr: 1.000e-03, eta: 6:49:20, time: 1.409, data_time: 0.762, memory: 8471, top1_acc: 0.4266, top5_acc: 0.6297, loss_cls: 2.6156, loss: 2.6156 2020-07-04 16:05:28,154 - mmaction - INFO - Epoch [76][460/470] lr: 1.000e-03, eta: 6:48:49, time: 1.417, data_time: 0.589, memory: 8471, top1_acc: 0.4375, top5_acc: 0.6531, loss_cls: 2.6052, loss: 2.6052 2020-07-04 16:07:22,957 - mmaction - INFO - Epoch [77][20/470] lr: 1.000e-03, eta: 6:48:25, time: 4.768, data_time: 3.189, memory: 8471, top1_acc: 0.4156, top5_acc: 0.6453, loss_cls: 2.6226, loss: 2.6226 2020-07-04 16:07:50,142 - mmaction - INFO - Epoch [77][40/470] lr: 1.000e-03, eta: 6:47:52, time: 1.359, data_time: 0.005, memory: 8471, top1_acc: 0.4313, top5_acc: 0.6328, loss_cls: 2.6555, loss: 2.6555 2020-07-04 16:08:18,186 - mmaction - INFO - Epoch [77][60/470] lr: 1.000e-03, eta: 6:47:20, time: 1.400, data_time: 0.004, memory: 8471, top1_acc: 0.3969, top5_acc: 0.6547, loss_cls: 2.6159, loss: 2.6159 2020-07-04 16:08:46,995 - mmaction - INFO - Epoch [77][80/470] lr: 1.000e-03, eta: 6:46:49, time: 1.441, data_time: 0.005, memory: 8471, top1_acc: 0.3969, top5_acc: 0.6281, loss_cls: 2.7269, loss: 2.7269 2020-07-04 16:09:15,395 - mmaction - INFO - Epoch [77][100/470] lr: 1.000e-03, eta: 6:46:17, time: 1.418, data_time: 0.006, memory: 8471, top1_acc: 0.4000, top5_acc: 0.6141, loss_cls: 2.7812, loss: 2.7812 2020-07-04 16:09:44,355 - mmaction - INFO - Epoch [77][120/470] lr: 1.000e-03, eta: 6:45:46, time: 1.449, data_time: 0.006, memory: 8471, top1_acc: 0.4250, top5_acc: 0.6516, loss_cls: 2.6989, loss: 2.6989 2020-07-04 16:10:13,280 - mmaction - INFO - Epoch [77][140/470] lr: 1.000e-03, eta: 6:45:14, time: 1.443, data_time: 0.006, memory: 8471, top1_acc: 0.4406, top5_acc: 0.6766, loss_cls: 2.4707, loss: 2.4707 2020-07-04 16:10:42,328 - mmaction - INFO - Epoch [77][160/470] lr: 1.000e-03, eta: 6:44:43, time: 1.455, data_time: 0.008, memory: 8471, top1_acc: 0.4125, top5_acc: 0.6391, loss_cls: 2.6678, loss: 2.6678 2020-07-04 16:11:11,101 - mmaction - INFO - Epoch [77][180/470] lr: 1.000e-03, eta: 6:44:11, time: 1.439, data_time: 0.006, memory: 8471, top1_acc: 0.4266, top5_acc: 0.6641, loss_cls: 2.6010, loss: 2.6010 2020-07-04 16:11:39,820 - mmaction - INFO - Epoch [77][200/470] lr: 1.000e-03, eta: 6:43:40, time: 1.436, data_time: 0.005, memory: 8471, top1_acc: 0.4359, top5_acc: 0.6562, loss_cls: 2.6335, loss: 2.6335 2020-07-04 16:12:08,706 - mmaction - INFO - Epoch [77][220/470] lr: 1.000e-03, eta: 6:43:08, time: 1.444, data_time: 0.006, memory: 8471, top1_acc: 0.3844, top5_acc: 0.6312, loss_cls: 2.7363, loss: 2.7363 2020-07-04 16:12:37,383 - mmaction - INFO - Epoch [77][240/470] lr: 1.000e-03, eta: 6:42:37, time: 1.433, data_time: 0.006, memory: 8471, top1_acc: 0.3844, top5_acc: 0.6062, loss_cls: 2.8197, loss: 2.8197 2020-07-04 16:13:05,978 - mmaction - INFO - Epoch [77][260/470] lr: 1.000e-03, eta: 6:42:05, time: 1.430, data_time: 0.007, memory: 8471, top1_acc: 0.4094, top5_acc: 0.6344, loss_cls: 2.7285, loss: 2.7285 2020-07-04 16:13:34,306 - mmaction - INFO - Epoch [77][280/470] lr: 1.000e-03, eta: 6:41:33, time: 1.417, data_time: 0.008, memory: 8471, top1_acc: 0.4250, top5_acc: 0.6312, loss_cls: 2.7126, loss: 2.7126 2020-07-04 16:14:02,624 - mmaction - INFO - Epoch [77][300/470] lr: 1.000e-03, eta: 6:41:02, time: 1.416, data_time: 0.006, memory: 8471, top1_acc: 0.4078, top5_acc: 0.6172, loss_cls: 2.8313, loss: 2.8313 2020-07-04 16:14:30,974 - mmaction - INFO - Epoch [77][320/470] lr: 1.000e-03, eta: 6:40:30, time: 1.418, data_time: 0.006, memory: 8471, top1_acc: 0.4359, top5_acc: 0.6641, loss_cls: 2.5562, loss: 2.5562 2020-07-04 16:14:59,726 - mmaction - INFO - Epoch [77][340/470] lr: 1.000e-03, eta: 6:39:58, time: 1.438, data_time: 0.007, memory: 8471, top1_acc: 0.4016, top5_acc: 0.6266, loss_cls: 2.7161, loss: 2.7161 2020-07-04 16:15:28,813 - mmaction - INFO - Epoch [77][360/470] lr: 1.000e-03, eta: 6:39:27, time: 1.455, data_time: 0.005, memory: 8471, top1_acc: 0.4359, top5_acc: 0.6578, loss_cls: 2.5109, loss: 2.5109 2020-07-04 16:15:58,625 - mmaction - INFO - Epoch [77][380/470] lr: 1.000e-03, eta: 6:38:56, time: 1.494, data_time: 0.006, memory: 8471, top1_acc: 0.4219, top5_acc: 0.6656, loss_cls: 2.6038, loss: 2.6038 2020-07-04 16:16:27,534 - mmaction - INFO - Epoch [77][400/470] lr: 1.000e-03, eta: 6:38:24, time: 1.444, data_time: 0.001, memory: 8471, top1_acc: 0.4125, top5_acc: 0.6453, loss_cls: 2.6710, loss: 2.6710 2020-07-04 16:16:56,913 - mmaction - INFO - Epoch [77][420/470] lr: 1.000e-03, eta: 6:37:53, time: 1.467, data_time: 0.003, memory: 8471, top1_acc: 0.3734, top5_acc: 0.6344, loss_cls: 2.8086, loss: 2.8086 2020-07-04 16:17:27,093 - mmaction - INFO - Epoch [77][440/470] lr: 1.000e-03, eta: 6:37:22, time: 1.509, data_time: 0.005, memory: 8471, top1_acc: 0.3922, top5_acc: 0.6094, loss_cls: 2.7828, loss: 2.7828 2020-07-04 16:17:58,117 - mmaction - INFO - Epoch [77][460/470] lr: 1.000e-03, eta: 6:36:52, time: 1.551, data_time: 0.007, memory: 8471, top1_acc: 0.4391, top5_acc: 0.6391, loss_cls: 2.6054, loss: 2.6054 2020-07-04 16:19:49,021 - mmaction - INFO - Epoch [78][20/470] lr: 1.000e-03, eta: 6:36:27, time: 4.754, data_time: 4.029, memory: 8471, top1_acc: 0.3812, top5_acc: 0.6203, loss_cls: 2.7922, loss: 2.7922 2020-07-04 16:20:18,461 - mmaction - INFO - Epoch [78][40/470] lr: 1.000e-03, eta: 6:35:55, time: 1.469, data_time: 0.808, memory: 8471, top1_acc: 0.4203, top5_acc: 0.6359, loss_cls: 2.7078, loss: 2.7078 2020-07-04 16:20:47,309 - mmaction - INFO - Epoch [78][60/470] lr: 1.000e-03, eta: 6:35:24, time: 1.444, data_time: 0.699, memory: 8471, top1_acc: 0.4531, top5_acc: 0.6672, loss_cls: 2.6185, loss: 2.6185 2020-07-04 16:21:16,811 - mmaction - INFO - Epoch [78][80/470] lr: 1.000e-03, eta: 6:34:53, time: 1.476, data_time: 0.783, memory: 8471, top1_acc: 0.4250, top5_acc: 0.6531, loss_cls: 2.6644, loss: 2.6644 2020-07-04 16:21:46,732 - mmaction - INFO - Epoch [78][100/470] lr: 1.000e-03, eta: 6:34:22, time: 1.498, data_time: 0.842, memory: 8471, top1_acc: 0.4313, top5_acc: 0.6578, loss_cls: 2.5958, loss: 2.5958 2020-07-04 16:22:16,622 - mmaction - INFO - Epoch [78][120/470] lr: 1.000e-03, eta: 6:33:51, time: 1.491, data_time: 0.723, memory: 8471, top1_acc: 0.4109, top5_acc: 0.6406, loss_cls: 2.6226, loss: 2.6226 2020-07-04 16:22:46,216 - mmaction - INFO - Epoch [78][140/470] lr: 1.000e-03, eta: 6:33:19, time: 1.479, data_time: 0.700, memory: 8471, top1_acc: 0.4156, top5_acc: 0.6453, loss_cls: 2.6395, loss: 2.6395 2020-07-04 16:23:16,120 - mmaction - INFO - Epoch [78][160/470] lr: 1.000e-03, eta: 6:32:48, time: 1.495, data_time: 0.632, memory: 8471, top1_acc: 0.4375, top5_acc: 0.6453, loss_cls: 2.6677, loss: 2.6677 2020-07-04 16:23:45,394 - mmaction - INFO - Epoch [78][180/470] lr: 1.000e-03, eta: 6:32:17, time: 1.467, data_time: 0.697, memory: 8471, top1_acc: 0.4109, top5_acc: 0.6672, loss_cls: 2.5907, loss: 2.5907 2020-07-04 16:24:15,145 - mmaction - INFO - Epoch [78][200/470] lr: 1.000e-03, eta: 6:31:46, time: 1.487, data_time: 0.745, memory: 8471, top1_acc: 0.4031, top5_acc: 0.6344, loss_cls: 2.7145, loss: 2.7145 2020-07-04 16:24:45,152 - mmaction - INFO - Epoch [78][220/470] lr: 1.000e-03, eta: 6:31:15, time: 1.501, data_time: 0.561, memory: 8471, top1_acc: 0.3734, top5_acc: 0.6328, loss_cls: 2.6894, loss: 2.6894 2020-07-04 16:25:15,269 - mmaction - INFO - Epoch [78][240/470] lr: 1.000e-03, eta: 6:30:44, time: 1.505, data_time: 0.874, memory: 8471, top1_acc: 0.3766, top5_acc: 0.6109, loss_cls: 2.8144, loss: 2.8144 2020-07-04 16:25:44,600 - mmaction - INFO - Epoch [78][260/470] lr: 1.000e-03, eta: 6:30:13, time: 1.466, data_time: 0.682, memory: 8471, top1_acc: 0.3922, top5_acc: 0.6719, loss_cls: 2.6648, loss: 2.6648 2020-07-04 16:26:13,262 - mmaction - INFO - Epoch [78][280/470] lr: 1.000e-03, eta: 6:29:41, time: 1.436, data_time: 0.427, memory: 8471, top1_acc: 0.3641, top5_acc: 0.5984, loss_cls: 2.8894, loss: 2.8894 2020-07-04 16:26:43,069 - mmaction - INFO - Epoch [78][300/470] lr: 1.000e-03, eta: 6:29:10, time: 1.484, data_time: 0.563, memory: 8471, top1_acc: 0.4125, top5_acc: 0.6469, loss_cls: 2.6862, loss: 2.6862 2020-07-04 16:27:12,174 - mmaction - INFO - Epoch [78][320/470] lr: 1.000e-03, eta: 6:28:39, time: 1.457, data_time: 0.559, memory: 8471, top1_acc: 0.3937, top5_acc: 0.6234, loss_cls: 2.7412, loss: 2.7412 2020-07-04 16:27:41,669 - mmaction - INFO - Epoch [78][340/470] lr: 1.000e-03, eta: 6:28:07, time: 1.474, data_time: 0.479, memory: 8471, top1_acc: 0.4047, top5_acc: 0.6266, loss_cls: 2.7704, loss: 2.7704 2020-07-04 16:28:10,204 - mmaction - INFO - Epoch [78][360/470] lr: 1.000e-03, eta: 6:27:36, time: 1.429, data_time: 0.248, memory: 8471, top1_acc: 0.4250, top5_acc: 0.6547, loss_cls: 2.6326, loss: 2.6326 2020-07-04 16:28:39,010 - mmaction - INFO - Epoch [78][380/470] lr: 1.000e-03, eta: 6:27:04, time: 1.440, data_time: 0.385, memory: 8471, top1_acc: 0.3797, top5_acc: 0.6391, loss_cls: 2.6920, loss: 2.6920 2020-07-04 16:29:08,497 - mmaction - INFO - Epoch [78][400/470] lr: 1.000e-03, eta: 6:26:33, time: 1.476, data_time: 0.417, memory: 8471, top1_acc: 0.3984, top5_acc: 0.6141, loss_cls: 2.7639, loss: 2.7639 2020-07-04 16:29:37,492 - mmaction - INFO - Epoch [78][420/470] lr: 1.000e-03, eta: 6:26:02, time: 1.445, data_time: 0.778, memory: 8471, top1_acc: 0.4156, top5_acc: 0.6484, loss_cls: 2.6569, loss: 2.6569 2020-07-04 16:30:07,519 - mmaction - INFO - Epoch [78][440/470] lr: 1.000e-03, eta: 6:25:31, time: 1.505, data_time: 0.862, memory: 8471, top1_acc: 0.4047, top5_acc: 0.6484, loss_cls: 2.6276, loss: 2.6276 2020-07-04 16:30:36,091 - mmaction - INFO - Epoch [78][460/470] lr: 1.000e-03, eta: 6:24:59, time: 1.425, data_time: 0.775, memory: 8471, top1_acc: 0.3969, top5_acc: 0.6344, loss_cls: 2.7293, loss: 2.7293 2020-07-04 16:32:21,841 - mmaction - INFO - Epoch [79][20/470] lr: 1.000e-03, eta: 6:24:31, time: 4.532, data_time: 3.812, memory: 8471, top1_acc: 0.4141, top5_acc: 0.6516, loss_cls: 2.6129, loss: 2.6129 2020-07-04 16:32:50,569 - mmaction - INFO - Epoch [79][40/470] lr: 1.000e-03, eta: 6:24:00, time: 1.438, data_time: 0.667, memory: 8471, top1_acc: 0.3766, top5_acc: 0.5969, loss_cls: 2.8565, loss: 2.8565 2020-07-04 16:33:19,805 - mmaction - INFO - Epoch [79][60/470] lr: 1.000e-03, eta: 6:23:29, time: 1.461, data_time: 0.425, memory: 8471, top1_acc: 0.3812, top5_acc: 0.6594, loss_cls: 2.7491, loss: 2.7491 2020-07-04 16:33:48,220 - mmaction - INFO - Epoch [79][80/470] lr: 1.000e-03, eta: 6:22:57, time: 1.418, data_time: 0.393, memory: 8471, top1_acc: 0.3953, top5_acc: 0.6312, loss_cls: 2.6909, loss: 2.6909 2020-07-04 16:34:17,509 - mmaction - INFO - Epoch [79][100/470] lr: 1.000e-03, eta: 6:22:26, time: 1.467, data_time: 0.228, memory: 8471, top1_acc: 0.4484, top5_acc: 0.6734, loss_cls: 2.4962, loss: 2.4962 2020-07-04 16:34:46,952 - mmaction - INFO - Epoch [79][120/470] lr: 1.000e-03, eta: 6:21:54, time: 1.471, data_time: 0.248, memory: 8471, top1_acc: 0.3953, top5_acc: 0.6266, loss_cls: 2.7372, loss: 2.7372 2020-07-04 16:35:15,674 - mmaction - INFO - Epoch [79][140/470] lr: 1.000e-03, eta: 6:21:23, time: 1.439, data_time: 0.279, memory: 8471, top1_acc: 0.4250, top5_acc: 0.6375, loss_cls: 2.6855, loss: 2.6855 2020-07-04 16:35:45,090 - mmaction - INFO - Epoch [79][160/470] lr: 1.000e-03, eta: 6:20:52, time: 1.467, data_time: 0.320, memory: 8471, top1_acc: 0.3547, top5_acc: 0.6078, loss_cls: 2.9023, loss: 2.9023 2020-07-04 16:36:13,582 - mmaction - INFO - Epoch [79][180/470] lr: 1.000e-03, eta: 6:20:20, time: 1.425, data_time: 0.330, memory: 8471, top1_acc: 0.4047, top5_acc: 0.6469, loss_cls: 2.6437, loss: 2.6437 2020-07-04 16:36:42,566 - mmaction - INFO - Epoch [79][200/470] lr: 1.000e-03, eta: 6:19:49, time: 1.450, data_time: 0.283, memory: 8471, top1_acc: 0.3891, top5_acc: 0.6516, loss_cls: 2.6640, loss: 2.6640 2020-07-04 16:37:12,464 - mmaction - INFO - Epoch [79][220/470] lr: 1.000e-03, eta: 6:19:18, time: 1.495, data_time: 0.340, memory: 8471, top1_acc: 0.4062, top5_acc: 0.6531, loss_cls: 2.6905, loss: 2.6905 2020-07-04 16:37:41,054 - mmaction - INFO - Epoch [79][240/470] lr: 1.000e-03, eta: 6:18:46, time: 1.432, data_time: 0.512, memory: 8471, top1_acc: 0.4266, top5_acc: 0.6391, loss_cls: 2.6423, loss: 2.6423 2020-07-04 16:38:10,336 - mmaction - INFO - Epoch [79][260/470] lr: 1.000e-03, eta: 6:18:15, time: 1.463, data_time: 0.422, memory: 8471, top1_acc: 0.4203, top5_acc: 0.6203, loss_cls: 2.6966, loss: 2.6966 2020-07-04 16:38:39,136 - mmaction - INFO - Epoch [79][280/470] lr: 1.000e-03, eta: 6:17:43, time: 1.438, data_time: 0.451, memory: 8471, top1_acc: 0.4406, top5_acc: 0.6703, loss_cls: 2.5769, loss: 2.5769 2020-07-04 16:39:07,940 - mmaction - INFO - Epoch [79][300/470] lr: 1.000e-03, eta: 6:17:12, time: 1.440, data_time: 0.174, memory: 8471, top1_acc: 0.4188, top5_acc: 0.6250, loss_cls: 2.6139, loss: 2.6139 2020-07-04 16:39:37,761 - mmaction - INFO - Epoch [79][320/470] lr: 1.000e-03, eta: 6:16:41, time: 1.486, data_time: 0.528, memory: 8471, top1_acc: 0.4313, top5_acc: 0.6500, loss_cls: 2.5684, loss: 2.5684 2020-07-04 16:40:06,670 - mmaction - INFO - Epoch [79][340/470] lr: 1.000e-03, eta: 6:16:09, time: 1.449, data_time: 0.567, memory: 8471, top1_acc: 0.3984, top5_acc: 0.6484, loss_cls: 2.6883, loss: 2.6883 2020-07-04 16:40:35,319 - mmaction - INFO - Epoch [79][360/470] lr: 1.000e-03, eta: 6:15:38, time: 1.435, data_time: 0.327, memory: 8471, top1_acc: 0.4000, top5_acc: 0.6469, loss_cls: 2.6644, loss: 2.6644 2020-07-04 16:41:04,111 - mmaction - INFO - Epoch [79][380/470] lr: 1.000e-03, eta: 6:15:06, time: 1.439, data_time: 0.462, memory: 8471, top1_acc: 0.4109, top5_acc: 0.6266, loss_cls: 2.7270, loss: 2.7270 2020-07-04 16:41:33,304 - mmaction - INFO - Epoch [79][400/470] lr: 1.000e-03, eta: 6:14:35, time: 1.460, data_time: 0.163, memory: 8471, top1_acc: 0.3937, top5_acc: 0.6469, loss_cls: 2.7766, loss: 2.7766 2020-07-04 16:42:02,326 - mmaction - INFO - Epoch [79][420/470] lr: 1.000e-03, eta: 6:14:04, time: 1.453, data_time: 0.012, memory: 8471, top1_acc: 0.4266, top5_acc: 0.6609, loss_cls: 2.6782, loss: 2.6782 2020-07-04 16:42:31,839 - mmaction - INFO - Epoch [79][440/470] lr: 1.000e-03, eta: 6:13:32, time: 1.476, data_time: 0.002, memory: 8471, top1_acc: 0.4031, top5_acc: 0.6328, loss_cls: 2.6931, loss: 2.6931 2020-07-04 16:43:01,058 - mmaction - INFO - Epoch [79][460/470] lr: 1.000e-03, eta: 6:13:01, time: 1.459, data_time: 0.003, memory: 8471, top1_acc: 0.4062, top5_acc: 0.6438, loss_cls: 2.5865, loss: 2.5865 2020-07-04 16:44:48,823 - mmaction - INFO - Epoch [80][20/470] lr: 1.000e-03, eta: 6:12:34, time: 4.659, data_time: 3.911, memory: 8471, top1_acc: 0.3984, top5_acc: 0.6578, loss_cls: 2.6422, loss: 2.6422 2020-07-04 16:45:17,158 - mmaction - INFO - Epoch [80][40/470] lr: 1.000e-03, eta: 6:12:02, time: 1.415, data_time: 0.688, memory: 8471, top1_acc: 0.4016, top5_acc: 0.6328, loss_cls: 2.6703, loss: 2.6703 2020-07-04 16:45:45,110 - mmaction - INFO - Epoch [80][60/470] lr: 1.000e-03, eta: 6:11:30, time: 1.399, data_time: 0.654, memory: 8471, top1_acc: 0.3766, top5_acc: 0.5969, loss_cls: 2.8859, loss: 2.8859 2020-07-04 16:46:14,206 - mmaction - INFO - Epoch [80][80/470] lr: 1.000e-03, eta: 6:10:59, time: 1.455, data_time: 0.355, memory: 8471, top1_acc: 0.4422, top5_acc: 0.6781, loss_cls: 2.5853, loss: 2.5853 2020-07-04 16:46:42,517 - mmaction - INFO - Epoch [80][100/470] lr: 1.000e-03, eta: 6:10:27, time: 1.413, data_time: 0.604, memory: 8471, top1_acc: 0.4266, top5_acc: 0.6516, loss_cls: 2.6115, loss: 2.6115 2020-07-04 16:47:11,149 - mmaction - INFO - Epoch [80][120/470] lr: 1.000e-03, eta: 6:09:56, time: 1.431, data_time: 0.746, memory: 8471, top1_acc: 0.4094, top5_acc: 0.6406, loss_cls: 2.6625, loss: 2.6625 2020-07-04 16:47:40,697 - mmaction - INFO - Epoch [80][140/470] lr: 1.000e-03, eta: 6:09:24, time: 1.477, data_time: 0.336, memory: 8471, top1_acc: 0.4203, top5_acc: 0.6906, loss_cls: 2.4704, loss: 2.4704 2020-07-04 16:48:09,644 - mmaction - INFO - Epoch [80][160/470] lr: 1.000e-03, eta: 6:08:53, time: 1.448, data_time: 0.075, memory: 8471, top1_acc: 0.4391, top5_acc: 0.6516, loss_cls: 2.5671, loss: 2.5671 2020-07-04 16:48:38,839 - mmaction - INFO - Epoch [80][180/470] lr: 1.000e-03, eta: 6:08:22, time: 1.461, data_time: 0.201, memory: 8471, top1_acc: 0.3906, top5_acc: 0.6484, loss_cls: 2.6255, loss: 2.6255 2020-07-04 16:49:07,808 - mmaction - INFO - Epoch [80][200/470] lr: 1.000e-03, eta: 6:07:50, time: 1.446, data_time: 0.390, memory: 8471, top1_acc: 0.4062, top5_acc: 0.6422, loss_cls: 2.6177, loss: 2.6177 2020-07-04 16:49:36,876 - mmaction - INFO - Epoch [80][220/470] lr: 1.000e-03, eta: 6:07:19, time: 1.454, data_time: 0.712, memory: 8471, top1_acc: 0.4016, top5_acc: 0.6234, loss_cls: 2.7592, loss: 2.7592 2020-07-04 16:50:05,651 - mmaction - INFO - Epoch [80][240/470] lr: 1.000e-03, eta: 6:06:47, time: 1.439, data_time: 0.656, memory: 8471, top1_acc: 0.4516, top5_acc: 0.6672, loss_cls: 2.4993, loss: 2.4993 2020-07-04 16:50:34,053 - mmaction - INFO - Epoch [80][260/470] lr: 1.000e-03, eta: 6:06:16, time: 1.422, data_time: 0.573, memory: 8471, top1_acc: 0.4266, top5_acc: 0.6687, loss_cls: 2.5960, loss: 2.5960 2020-07-04 16:51:03,179 - mmaction - INFO - Epoch [80][280/470] lr: 1.000e-03, eta: 6:05:44, time: 1.454, data_time: 0.586, memory: 8471, top1_acc: 0.4172, top5_acc: 0.6672, loss_cls: 2.6467, loss: 2.6467 2020-07-04 16:51:32,232 - mmaction - INFO - Epoch [80][300/470] lr: 1.000e-03, eta: 6:05:13, time: 1.453, data_time: 0.683, memory: 8471, top1_acc: 0.4016, top5_acc: 0.6172, loss_cls: 2.7523, loss: 2.7523 2020-07-04 16:52:00,442 - mmaction - INFO - Epoch [80][320/470] lr: 1.000e-03, eta: 6:04:41, time: 1.413, data_time: 0.546, memory: 8471, top1_acc: 0.4313, top5_acc: 0.6609, loss_cls: 2.5932, loss: 2.5932 2020-07-04 16:52:29,386 - mmaction - INFO - Epoch [80][340/470] lr: 1.000e-03, eta: 6:04:10, time: 1.446, data_time: 0.387, memory: 8471, top1_acc: 0.4109, top5_acc: 0.6484, loss_cls: 2.5819, loss: 2.5819 2020-07-04 16:52:57,925 - mmaction - INFO - Epoch [80][360/470] lr: 1.000e-03, eta: 6:03:39, time: 1.429, data_time: 0.257, memory: 8471, top1_acc: 0.3937, top5_acc: 0.6438, loss_cls: 2.6767, loss: 2.6767 2020-07-04 16:53:26,917 - mmaction - INFO - Epoch [80][380/470] lr: 1.000e-03, eta: 6:03:07, time: 1.447, data_time: 0.011, memory: 8471, top1_acc: 0.4234, top5_acc: 0.6687, loss_cls: 2.6043, loss: 2.6043 2020-07-04 16:53:56,407 - mmaction - INFO - Epoch [80][400/470] lr: 1.000e-03, eta: 6:02:36, time: 1.474, data_time: 0.206, memory: 8471, top1_acc: 0.3750, top5_acc: 0.6047, loss_cls: 2.8444, loss: 2.8444 2020-07-04 16:54:25,747 - mmaction - INFO - Epoch [80][420/470] lr: 1.000e-03, eta: 6:02:05, time: 1.467, data_time: 0.794, memory: 8471, top1_acc: 0.3969, top5_acc: 0.6578, loss_cls: 2.6237, loss: 2.6237 2020-07-04 16:54:54,622 - mmaction - INFO - Epoch [80][440/470] lr: 1.000e-03, eta: 6:01:33, time: 1.444, data_time: 0.632, memory: 8471, top1_acc: 0.4078, top5_acc: 0.6391, loss_cls: 2.6914, loss: 2.6914 2020-07-04 16:55:23,670 - mmaction - INFO - Epoch [80][460/470] lr: 1.000e-03, eta: 6:01:02, time: 1.452, data_time: 0.490, memory: 8471, top1_acc: 0.3891, top5_acc: 0.6312, loss_cls: 2.6972, loss: 2.6972 2020-07-04 16:55:41,014 - mmaction - INFO - Saving checkpoint at 80 epochs 2020-07-04 16:57:39,931 - mmaction - INFO - Evaluating top_k_accuracy... 2020-07-04 16:57:40,866 - mmaction - INFO - top1_acc 0.4703 top5_acc 0.7251 2020-07-04 16:57:40,866 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-07-04 16:57:40,932 - mmaction - INFO - mean_acc 0.4702 2020-07-04 16:57:40,940 - mmaction - INFO - Epoch [80][470/470] lr: 1.000e-03, top1_acc: 0.4703, top5_acc: 0.7251, mean_class_accuracy: 0.4702 2020-07-04 16:59:05,803 - mmaction - INFO - Epoch [81][20/470] lr: 1.000e-03, eta: 6:00:31, time: 4.242, data_time: 3.267, memory: 8471, top1_acc: 0.4078, top5_acc: 0.6609, loss_cls: 2.6703, loss: 2.6703 2020-07-04 16:59:34,595 - mmaction - INFO - Epoch [81][40/470] lr: 1.000e-03, eta: 5:59:59, time: 1.437, data_time: 0.248, memory: 8471, top1_acc: 0.4297, top5_acc: 0.6422, loss_cls: 2.6487, loss: 2.6487 2020-07-04 17:00:08,398 - mmaction - INFO - Epoch [81][60/470] lr: 1.000e-03, eta: 5:59:29, time: 1.648, data_time: 0.404, memory: 8471, top1_acc: 0.4219, top5_acc: 0.6312, loss_cls: 2.7048, loss: 2.7048 2020-07-04 17:00:37,066 - mmaction - INFO - Epoch [81][80/470] lr: 1.000e-03, eta: 5:58:58, time: 1.476, data_time: 0.434, memory: 8471, top1_acc: 0.4062, top5_acc: 0.6562, loss_cls: 2.6457, loss: 2.6457 2020-07-04 17:01:06,005 - mmaction - INFO - Epoch [81][100/470] lr: 1.000e-03, eta: 5:58:27, time: 1.445, data_time: 0.254, memory: 8471, top1_acc: 0.4281, top5_acc: 0.6609, loss_cls: 2.5661, loss: 2.5661 2020-07-04 17:01:34,753 - mmaction - INFO - Epoch [81][120/470] lr: 1.000e-03, eta: 5:57:55, time: 1.440, data_time: 0.127, memory: 8471, top1_acc: 0.3922, top5_acc: 0.6359, loss_cls: 2.7279, loss: 2.7279 2020-07-04 17:02:03,890 - mmaction - INFO - Epoch [81][140/470] lr: 1.000e-03, eta: 5:57:24, time: 1.459, data_time: 0.138, memory: 8471, top1_acc: 0.4266, top5_acc: 0.6594, loss_cls: 2.5226, loss: 2.5226 2020-07-04 17:02:32,659 - mmaction - INFO - Epoch [81][160/470] lr: 1.000e-03, eta: 5:56:52, time: 1.434, data_time: 0.007, memory: 8471, top1_acc: 0.4203, top5_acc: 0.6656, loss_cls: 2.6362, loss: 2.6362 2020-07-04 17:03:01,932 - mmaction - INFO - Epoch [81][180/470] lr: 1.000e-03, eta: 5:56:21, time: 1.462, data_time: 0.006, memory: 8471, top1_acc: 0.4047, top5_acc: 0.6766, loss_cls: 2.5866, loss: 2.5866 2020-07-04 17:03:30,128 - mmaction - INFO - Epoch [81][200/470] lr: 1.000e-03, eta: 5:55:50, time: 1.412, data_time: 0.049, memory: 8471, top1_acc: 0.4203, top5_acc: 0.6516, loss_cls: 2.6457, loss: 2.6457 2020-07-04 17:03:59,076 - mmaction - INFO - Epoch [81][220/470] lr: 1.000e-03, eta: 5:55:18, time: 1.447, data_time: 0.068, memory: 8471, top1_acc: 0.4344, top5_acc: 0.6594, loss_cls: 2.5788, loss: 2.5788 2020-07-04 17:04:27,482 - mmaction - INFO - Epoch [81][240/470] lr: 1.000e-03, eta: 5:54:47, time: 1.423, data_time: 0.388, memory: 8471, top1_acc: 0.4109, top5_acc: 0.6469, loss_cls: 2.6194, loss: 2.6194 2020-07-04 17:04:56,539 - mmaction - INFO - Epoch [81][260/470] lr: 1.000e-03, eta: 5:54:15, time: 1.450, data_time: 0.592, memory: 8471, top1_acc: 0.4250, top5_acc: 0.6562, loss_cls: 2.5515, loss: 2.5515 2020-07-04 17:05:24,566 - mmaction - INFO - Epoch [81][280/470] lr: 1.000e-03, eta: 5:53:44, time: 1.405, data_time: 0.531, memory: 8471, top1_acc: 0.4516, top5_acc: 0.6844, loss_cls: 2.4744, loss: 2.4744 2020-07-04 17:05:53,604 - mmaction - INFO - Epoch [81][300/470] lr: 1.000e-03, eta: 5:53:12, time: 1.447, data_time: 0.455, memory: 8471, top1_acc: 0.4188, top5_acc: 0.6484, loss_cls: 2.6259, loss: 2.6259 2020-07-04 17:06:22,357 - mmaction - INFO - Epoch [81][320/470] lr: 1.000e-03, eta: 5:52:41, time: 1.442, data_time: 0.594, memory: 8471, top1_acc: 0.4078, top5_acc: 0.6281, loss_cls: 2.7618, loss: 2.7618 2020-07-04 17:06:51,651 - mmaction - INFO - Epoch [81][340/470] lr: 1.000e-03, eta: 5:52:10, time: 1.462, data_time: 0.810, memory: 8471, top1_acc: 0.4141, top5_acc: 0.6500, loss_cls: 2.6251, loss: 2.6251 2020-07-04 17:07:20,615 - mmaction - INFO - Epoch [81][360/470] lr: 1.000e-03, eta: 5:51:38, time: 1.447, data_time: 0.807, memory: 8471, top1_acc: 0.4406, top5_acc: 0.6531, loss_cls: 2.5971, loss: 2.5971 2020-07-04 17:07:49,950 - mmaction - INFO - Epoch [81][380/470] lr: 1.000e-03, eta: 5:51:07, time: 1.466, data_time: 0.821, memory: 8471, top1_acc: 0.3922, top5_acc: 0.6438, loss_cls: 2.6820, loss: 2.6820 2020-07-04 17:08:19,040 - mmaction - INFO - Epoch [81][400/470] lr: 1.000e-03, eta: 5:50:36, time: 1.458, data_time: 0.822, memory: 8471, top1_acc: 0.4188, top5_acc: 0.6297, loss_cls: 2.6991, loss: 2.6991 2020-07-04 17:08:48,080 - mmaction - INFO - Epoch [81][420/470] lr: 1.000e-03, eta: 5:50:04, time: 1.450, data_time: 0.812, memory: 8471, top1_acc: 0.3969, top5_acc: 0.6641, loss_cls: 2.6153, loss: 2.6153 2020-07-04 17:09:18,704 - mmaction - INFO - Epoch [81][440/470] lr: 1.000e-03, eta: 5:49:34, time: 1.526, data_time: 0.870, memory: 8471, top1_acc: 0.3844, top5_acc: 0.6328, loss_cls: 2.6730, loss: 2.6730 2020-07-04 17:09:46,235 - mmaction - INFO - Epoch [81][460/470] lr: 1.000e-03, eta: 5:49:02, time: 1.382, data_time: 0.726, memory: 8471, top1_acc: 0.3781, top5_acc: 0.6234, loss_cls: 2.7982, loss: 2.7982 2020-07-04 17:11:42,708 - mmaction - INFO - Epoch [82][20/470] lr: 1.000e-03, eta: 5:48:34, time: 4.825, data_time: 3.555, memory: 8471, top1_acc: 0.3937, top5_acc: 0.6469, loss_cls: 2.6537, loss: 2.6537 2020-07-04 17:12:11,610 - mmaction - INFO - Epoch [82][40/470] lr: 1.000e-03, eta: 5:48:02, time: 1.442, data_time: 0.001, memory: 8471, top1_acc: 0.3937, top5_acc: 0.6516, loss_cls: 2.7117, loss: 2.7117 2020-07-04 17:12:40,669 - mmaction - INFO - Epoch [82][60/470] lr: 1.000e-03, eta: 5:47:31, time: 1.453, data_time: 0.004, memory: 8471, top1_acc: 0.3797, top5_acc: 0.6406, loss_cls: 2.7053, loss: 2.7053 2020-07-04 17:13:09,028 - mmaction - INFO - Epoch [82][80/470] lr: 1.000e-03, eta: 5:46:59, time: 1.418, data_time: 0.005, memory: 8471, top1_acc: 0.4422, top5_acc: 0.6703, loss_cls: 2.5169, loss: 2.5169 2020-07-04 17:13:37,570 - mmaction - INFO - Epoch [82][100/470] lr: 1.000e-03, eta: 5:46:28, time: 1.429, data_time: 0.004, memory: 8471, top1_acc: 0.4562, top5_acc: 0.6766, loss_cls: 2.4195, loss: 2.4195 2020-07-04 17:14:06,265 - mmaction - INFO - Epoch [82][120/470] lr: 1.000e-03, eta: 5:45:57, time: 1.432, data_time: 0.007, memory: 8471, top1_acc: 0.4156, top5_acc: 0.6422, loss_cls: 2.6316, loss: 2.6316 2020-07-04 17:14:34,720 - mmaction - INFO - Epoch [82][140/470] lr: 1.000e-03, eta: 5:45:25, time: 1.427, data_time: 0.074, memory: 8471, top1_acc: 0.4203, top5_acc: 0.6250, loss_cls: 2.7351, loss: 2.7351 2020-07-04 17:15:05,211 - mmaction - INFO - Epoch [82][160/470] lr: 1.000e-03, eta: 5:44:54, time: 1.521, data_time: 0.019, memory: 8471, top1_acc: 0.3969, top5_acc: 0.6141, loss_cls: 2.8394, loss: 2.8394 2020-07-04 17:15:36,446 - mmaction - INFO - Epoch [82][180/470] lr: 1.000e-03, eta: 5:44:23, time: 1.523, data_time: 0.004, memory: 8471, top1_acc: 0.4172, top5_acc: 0.6547, loss_cls: 2.6831, loss: 2.6831 2020-07-04 17:16:04,053 - mmaction - INFO - Epoch [82][200/470] lr: 1.000e-03, eta: 5:43:52, time: 1.423, data_time: 0.101, memory: 8471, top1_acc: 0.4359, top5_acc: 0.6594, loss_cls: 2.5518, loss: 2.5518 2020-07-04 17:16:32,846 - mmaction - INFO - Epoch [82][220/470] lr: 1.000e-03, eta: 5:43:20, time: 1.439, data_time: 0.010, memory: 8471, top1_acc: 0.4313, top5_acc: 0.6578, loss_cls: 2.6087, loss: 2.6087 2020-07-04 17:17:02,204 - mmaction - INFO - Epoch [82][240/470] lr: 1.000e-03, eta: 5:42:49, time: 1.465, data_time: 0.002, memory: 8471, top1_acc: 0.4406, top5_acc: 0.6594, loss_cls: 2.6071, loss: 2.6071 2020-07-04 17:17:30,644 - mmaction - INFO - Epoch [82][260/470] lr: 1.000e-03, eta: 5:42:18, time: 1.423, data_time: 0.006, memory: 8471, top1_acc: 0.4141, top5_acc: 0.6438, loss_cls: 2.6877, loss: 2.6877 2020-07-04 17:17:59,067 - mmaction - INFO - Epoch [82][280/470] lr: 1.000e-03, eta: 5:41:46, time: 1.424, data_time: 0.003, memory: 8471, top1_acc: 0.4188, top5_acc: 0.6281, loss_cls: 2.7561, loss: 2.7561 2020-07-04 17:18:27,418 - mmaction - INFO - Epoch [82][300/470] lr: 1.000e-03, eta: 5:41:15, time: 1.414, data_time: 0.002, memory: 8471, top1_acc: 0.4031, top5_acc: 0.6594, loss_cls: 2.6422, loss: 2.6422 2020-07-04 17:18:55,717 - mmaction - INFO - Epoch [82][320/470] lr: 1.000e-03, eta: 5:40:43, time: 1.418, data_time: 0.004, memory: 8471, top1_acc: 0.3984, top5_acc: 0.6469, loss_cls: 2.7068, loss: 2.7068 2020-07-04 17:19:23,797 - mmaction - INFO - Epoch [82][340/470] lr: 1.000e-03, eta: 5:40:11, time: 1.404, data_time: 0.195, memory: 8471, top1_acc: 0.4141, top5_acc: 0.6609, loss_cls: 2.6094, loss: 2.6094 2020-07-04 17:19:52,829 - mmaction - INFO - Epoch [82][360/470] lr: 1.000e-03, eta: 5:39:40, time: 1.452, data_time: 0.055, memory: 8471, top1_acc: 0.4031, top5_acc: 0.6500, loss_cls: 2.6916, loss: 2.6916 2020-07-04 17:20:21,975 - mmaction - INFO - Epoch [82][380/470] lr: 1.000e-03, eta: 5:39:09, time: 1.454, data_time: 0.002, memory: 8471, top1_acc: 0.3922, top5_acc: 0.6531, loss_cls: 2.6589, loss: 2.6589 2020-07-04 17:20:50,623 - mmaction - INFO - Epoch [82][400/470] lr: 1.000e-03, eta: 5:38:37, time: 1.431, data_time: 0.004, memory: 8471, top1_acc: 0.4047, top5_acc: 0.6594, loss_cls: 2.6618, loss: 2.6618 2020-07-04 17:21:18,382 - mmaction - INFO - Epoch [82][420/470] lr: 1.000e-03, eta: 5:38:06, time: 1.390, data_time: 0.006, memory: 8471, top1_acc: 0.4156, top5_acc: 0.6734, loss_cls: 2.5434, loss: 2.5434 2020-07-04 17:21:47,427 - mmaction - INFO - Epoch [82][440/470] lr: 1.000e-03, eta: 5:37:34, time: 1.454, data_time: 0.003, memory: 8471, top1_acc: 0.3906, top5_acc: 0.6297, loss_cls: 2.7741, loss: 2.7741 2020-07-04 17:22:15,858 - mmaction - INFO - Epoch [82][460/470] lr: 1.000e-03, eta: 5:37:03, time: 1.422, data_time: 0.001, memory: 8471, top1_acc: 0.3906, top5_acc: 0.6438, loss_cls: 2.6865, loss: 2.6865 2020-07-04 17:23:49,357 - mmaction - INFO - Epoch [83][20/470] lr: 1.000e-03, eta: 5:36:28, time: 3.915, data_time: 2.971, memory: 8471, top1_acc: 0.4141, top5_acc: 0.6406, loss_cls: 2.6827, loss: 2.6827 2020-07-04 17:24:18,107 - mmaction - INFO - Epoch [83][40/470] lr: 1.000e-03, eta: 5:35:56, time: 1.435, data_time: 0.640, memory: 8471, top1_acc: 0.3953, top5_acc: 0.6328, loss_cls: 2.6924, loss: 2.6924 2020-07-04 17:24:48,359 - mmaction - INFO - Epoch [83][60/470] lr: 1.000e-03, eta: 5:35:26, time: 1.513, data_time: 0.136, memory: 8471, top1_acc: 0.4359, top5_acc: 0.6672, loss_cls: 2.5945, loss: 2.5945 2020-07-04 17:25:18,322 - mmaction - INFO - Epoch [83][80/470] lr: 1.000e-03, eta: 5:34:55, time: 1.502, data_time: 0.005, memory: 8471, top1_acc: 0.4094, top5_acc: 0.6828, loss_cls: 2.5652, loss: 2.5652 2020-07-04 17:25:47,028 - mmaction - INFO - Epoch [83][100/470] lr: 1.000e-03, eta: 5:34:23, time: 1.430, data_time: 0.001, memory: 8471, top1_acc: 0.4234, top5_acc: 0.6578, loss_cls: 2.6398, loss: 2.6398 2020-07-04 17:26:15,839 - mmaction - INFO - Epoch [83][120/470] lr: 1.000e-03, eta: 5:33:52, time: 1.443, data_time: 0.006, memory: 8471, top1_acc: 0.4156, top5_acc: 0.6406, loss_cls: 2.6712, loss: 2.6712 2020-07-04 17:26:45,217 - mmaction - INFO - Epoch [83][140/470] lr: 1.000e-03, eta: 5:33:21, time: 1.467, data_time: 0.004, memory: 8471, top1_acc: 0.3953, top5_acc: 0.6453, loss_cls: 2.7504, loss: 2.7504 2020-07-04 17:27:14,185 - mmaction - INFO - Epoch [83][160/470] lr: 1.000e-03, eta: 5:32:49, time: 1.449, data_time: 0.006, memory: 8471, top1_acc: 0.4094, top5_acc: 0.6609, loss_cls: 2.6581, loss: 2.6581 2020-07-04 17:27:43,051 - mmaction - INFO - Epoch [83][180/470] lr: 1.000e-03, eta: 5:32:18, time: 1.443, data_time: 0.005, memory: 8471, top1_acc: 0.4234, top5_acc: 0.6719, loss_cls: 2.5750, loss: 2.5750 2020-07-04 17:28:12,365 - mmaction - INFO - Epoch [83][200/470] lr: 1.000e-03, eta: 5:31:47, time: 1.467, data_time: 0.007, memory: 8471, top1_acc: 0.3922, top5_acc: 0.6203, loss_cls: 2.7832, loss: 2.7832 2020-07-04 17:28:41,764 - mmaction - INFO - Epoch [83][220/470] lr: 1.000e-03, eta: 5:31:16, time: 1.470, data_time: 0.004, memory: 8471, top1_acc: 0.4141, top5_acc: 0.6719, loss_cls: 2.5661, loss: 2.5661 2020-07-04 17:29:11,583 - mmaction - INFO - Epoch [83][240/470] lr: 1.000e-03, eta: 5:30:44, time: 1.475, data_time: 0.004, memory: 8471, top1_acc: 0.4328, top5_acc: 0.6641, loss_cls: 2.5070, loss: 2.5070 2020-07-04 17:29:40,912 - mmaction - INFO - Epoch [83][260/470] lr: 1.000e-03, eta: 5:30:13, time: 1.483, data_time: 0.020, memory: 8471, top1_acc: 0.3891, top5_acc: 0.6422, loss_cls: 2.7083, loss: 2.7083 2020-07-04 17:30:09,772 - mmaction - INFO - Epoch [83][280/470] lr: 1.000e-03, eta: 5:29:42, time: 1.441, data_time: 0.004, memory: 8471, top1_acc: 0.4047, top5_acc: 0.6531, loss_cls: 2.6446, loss: 2.6446 2020-07-04 17:30:38,519 - mmaction - INFO - Epoch [83][300/470] lr: 1.000e-03, eta: 5:29:11, time: 1.438, data_time: 0.005, memory: 8471, top1_acc: 0.4031, top5_acc: 0.6562, loss_cls: 2.5906, loss: 2.5906 2020-07-04 17:31:08,350 - mmaction - INFO - Epoch [83][320/470] lr: 1.000e-03, eta: 5:28:40, time: 1.493, data_time: 0.004, memory: 8471, top1_acc: 0.3875, top5_acc: 0.6531, loss_cls: 2.7105, loss: 2.7105 2020-07-04 17:31:37,078 - mmaction - INFO - Epoch [83][340/470] lr: 1.000e-03, eta: 5:28:08, time: 1.436, data_time: 0.005, memory: 8471, top1_acc: 0.4172, top5_acc: 0.6500, loss_cls: 2.6197, loss: 2.6197 2020-07-04 17:32:05,803 - mmaction - INFO - Epoch [83][360/470] lr: 1.000e-03, eta: 5:27:37, time: 1.437, data_time: 0.003, memory: 8471, top1_acc: 0.3844, top5_acc: 0.6250, loss_cls: 2.8499, loss: 2.8499 2020-07-04 17:32:34,389 - mmaction - INFO - Epoch [83][380/470] lr: 1.000e-03, eta: 5:27:06, time: 1.428, data_time: 0.004, memory: 8471, top1_acc: 0.4250, top5_acc: 0.6516, loss_cls: 2.6388, loss: 2.6388 2020-07-04 17:33:03,434 - mmaction - INFO - Epoch [83][400/470] lr: 1.000e-03, eta: 5:26:34, time: 1.452, data_time: 0.004, memory: 8471, top1_acc: 0.4141, top5_acc: 0.6219, loss_cls: 2.7282, loss: 2.7282 2020-07-04 17:33:32,716 - mmaction - INFO - Epoch [83][420/470] lr: 1.000e-03, eta: 5:26:03, time: 1.466, data_time: 0.004, memory: 8471, top1_acc: 0.3922, top5_acc: 0.6391, loss_cls: 2.6875, loss: 2.6875 2020-07-04 17:34:00,886 - mmaction - INFO - Epoch [83][440/470] lr: 1.000e-03, eta: 5:25:32, time: 1.410, data_time: 0.002, memory: 8471, top1_acc: 0.3766, top5_acc: 0.6172, loss_cls: 2.7151, loss: 2.7151 2020-07-04 17:34:29,495 - mmaction - INFO - Epoch [83][460/470] lr: 1.000e-03, eta: 5:25:00, time: 1.429, data_time: 0.010, memory: 8471, top1_acc: 0.4219, top5_acc: 0.6531, loss_cls: 2.6463, loss: 2.6463 2020-07-04 17:36:20,992 - mmaction - INFO - Epoch [84][20/470] lr: 1.000e-03, eta: 5:24:31, time: 4.847, data_time: 4.037, memory: 8471, top1_acc: 0.4188, top5_acc: 0.6453, loss_cls: 2.6085, loss: 2.6085 2020-07-04 17:36:49,156 - mmaction - INFO - Epoch [84][40/470] lr: 1.000e-03, eta: 5:23:59, time: 1.408, data_time: 0.636, memory: 8471, top1_acc: 0.4172, top5_acc: 0.6500, loss_cls: 2.5837, loss: 2.5837 2020-07-04 17:37:17,145 - mmaction - INFO - Epoch [84][60/470] lr: 1.000e-03, eta: 5:23:27, time: 1.399, data_time: 0.549, memory: 8471, top1_acc: 0.3547, top5_acc: 0.6406, loss_cls: 2.8072, loss: 2.8072 2020-07-04 17:37:45,390 - mmaction - INFO - Epoch [84][80/470] lr: 1.000e-03, eta: 5:22:56, time: 1.411, data_time: 0.556, memory: 8471, top1_acc: 0.4188, top5_acc: 0.6375, loss_cls: 2.7098, loss: 2.7098 2020-07-04 17:38:13,643 - mmaction - INFO - Epoch [84][100/470] lr: 1.000e-03, eta: 5:22:24, time: 1.411, data_time: 0.511, memory: 8471, top1_acc: 0.3859, top5_acc: 0.6453, loss_cls: 2.7751, loss: 2.7751 2020-07-04 17:38:41,815 - mmaction - INFO - Epoch [84][120/470] lr: 1.000e-03, eta: 5:21:53, time: 1.410, data_time: 0.479, memory: 8471, top1_acc: 0.3953, top5_acc: 0.6438, loss_cls: 2.7053, loss: 2.7053 2020-07-04 17:39:10,519 - mmaction - INFO - Epoch [84][140/470] lr: 1.000e-03, eta: 5:21:21, time: 1.437, data_time: 0.418, memory: 8471, top1_acc: 0.4016, top5_acc: 0.6641, loss_cls: 2.6548, loss: 2.6548 2020-07-04 17:39:39,033 - mmaction - INFO - Epoch [84][160/470] lr: 1.000e-03, eta: 5:20:50, time: 1.425, data_time: 0.311, memory: 8471, top1_acc: 0.3844, top5_acc: 0.6547, loss_cls: 2.6392, loss: 2.6392 2020-07-04 17:40:08,083 - mmaction - INFO - Epoch [84][180/470] lr: 1.000e-03, eta: 5:20:19, time: 1.450, data_time: 0.261, memory: 8471, top1_acc: 0.3969, top5_acc: 0.6500, loss_cls: 2.6356, loss: 2.6356 2020-07-04 17:40:37,336 - mmaction - INFO - Epoch [84][200/470] lr: 1.000e-03, eta: 5:19:48, time: 1.463, data_time: 0.104, memory: 8471, top1_acc: 0.3828, top5_acc: 0.6500, loss_cls: 2.6900, loss: 2.6900 2020-07-04 17:41:06,085 - mmaction - INFO - Epoch [84][220/470] lr: 1.000e-03, eta: 5:19:16, time: 1.436, data_time: 0.004, memory: 8471, top1_acc: 0.4109, top5_acc: 0.6641, loss_cls: 2.6153, loss: 2.6153 2020-07-04 17:41:34,969 - mmaction - INFO - Epoch [84][240/470] lr: 1.000e-03, eta: 5:18:45, time: 1.447, data_time: 0.010, memory: 8471, top1_acc: 0.4406, top5_acc: 0.6625, loss_cls: 2.5464, loss: 2.5464 2020-07-04 17:42:03,338 - mmaction - INFO - Epoch [84][260/470] lr: 1.000e-03, eta: 5:18:13, time: 1.417, data_time: 0.001, memory: 8471, top1_acc: 0.4406, top5_acc: 0.6922, loss_cls: 2.4618, loss: 2.4618 2020-07-04 17:42:31,980 - mmaction - INFO - Epoch [84][280/470] lr: 1.000e-03, eta: 5:17:42, time: 1.431, data_time: 0.003, memory: 8471, top1_acc: 0.3875, top5_acc: 0.6172, loss_cls: 2.8491, loss: 2.8491 2020-07-04 17:43:01,248 - mmaction - INFO - Epoch [84][300/470] lr: 1.000e-03, eta: 5:17:11, time: 1.466, data_time: 0.005, memory: 8471, top1_acc: 0.3797, top5_acc: 0.6266, loss_cls: 2.7501, loss: 2.7501 2020-07-04 17:43:29,767 - mmaction - INFO - Epoch [84][320/470] lr: 1.000e-03, eta: 5:16:39, time: 1.425, data_time: 0.003, memory: 8471, top1_acc: 0.4016, top5_acc: 0.6453, loss_cls: 2.6826, loss: 2.6826 2020-07-04 17:43:58,899 - mmaction - INFO - Epoch [84][340/470] lr: 1.000e-03, eta: 5:16:08, time: 1.455, data_time: 0.003, memory: 8471, top1_acc: 0.4031, top5_acc: 0.6531, loss_cls: 2.6636, loss: 2.6636 2020-07-04 17:44:26,919 - mmaction - INFO - Epoch [84][360/470] lr: 1.000e-03, eta: 5:15:37, time: 1.402, data_time: 0.008, memory: 8471, top1_acc: 0.3844, top5_acc: 0.6266, loss_cls: 2.7331, loss: 2.7331 2020-07-04 17:44:56,126 - mmaction - INFO - Epoch [84][380/470] lr: 1.000e-03, eta: 5:15:05, time: 1.460, data_time: 0.005, memory: 8471, top1_acc: 0.4469, top5_acc: 0.6906, loss_cls: 2.5507, loss: 2.5507 2020-07-04 17:45:24,705 - mmaction - INFO - Epoch [84][400/470] lr: 1.000e-03, eta: 5:14:34, time: 1.427, data_time: 0.004, memory: 8471, top1_acc: 0.4156, top5_acc: 0.6344, loss_cls: 2.6917, loss: 2.6917 2020-07-04 17:45:53,683 - mmaction - INFO - Epoch [84][420/470] lr: 1.000e-03, eta: 5:14:03, time: 1.453, data_time: 0.006, memory: 8471, top1_acc: 0.4125, top5_acc: 0.6672, loss_cls: 2.5815, loss: 2.5815 2020-07-04 17:46:23,151 - mmaction - INFO - Epoch [84][440/470] lr: 1.000e-03, eta: 5:13:32, time: 1.470, data_time: 0.001, memory: 8471, top1_acc: 0.4125, top5_acc: 0.6625, loss_cls: 2.5732, loss: 2.5732 2020-07-04 17:46:52,362 - mmaction - INFO - Epoch [84][460/470] lr: 1.000e-03, eta: 5:13:01, time: 1.462, data_time: 0.005, memory: 8471, top1_acc: 0.3937, top5_acc: 0.6406, loss_cls: 2.6985, loss: 2.6985 2020-07-04 17:48:35,954 - mmaction - INFO - Epoch [85][20/470] lr: 1.000e-03, eta: 5:12:27, time: 4.416, data_time: 3.655, memory: 8471, top1_acc: 0.4062, top5_acc: 0.6469, loss_cls: 2.7046, loss: 2.7046 2020-07-04 17:49:05,258 - mmaction - INFO - Epoch [85][40/470] lr: 1.000e-03, eta: 5:11:56, time: 1.464, data_time: 0.705, memory: 8471, top1_acc: 0.4531, top5_acc: 0.6828, loss_cls: 2.5140, loss: 2.5140 2020-07-04 17:49:33,894 - mmaction - INFO - Epoch [85][60/470] lr: 1.000e-03, eta: 5:11:25, time: 1.431, data_time: 0.759, memory: 8471, top1_acc: 0.3984, top5_acc: 0.6344, loss_cls: 2.7208, loss: 2.7208 2020-07-04 17:50:02,752 - mmaction - INFO - Epoch [85][80/470] lr: 1.000e-03, eta: 5:10:54, time: 1.444, data_time: 0.772, memory: 8471, top1_acc: 0.4062, top5_acc: 0.6438, loss_cls: 2.6643, loss: 2.6643 2020-07-04 17:50:31,871 - mmaction - INFO - Epoch [85][100/470] lr: 1.000e-03, eta: 5:10:22, time: 1.456, data_time: 0.433, memory: 8471, top1_acc: 0.4313, top5_acc: 0.6375, loss_cls: 2.7207, loss: 2.7207 2020-07-04 17:51:01,154 - mmaction - INFO - Epoch [85][120/470] lr: 1.000e-03, eta: 5:09:51, time: 1.463, data_time: 0.020, memory: 8471, top1_acc: 0.3859, top5_acc: 0.6125, loss_cls: 2.7815, loss: 2.7815 2020-07-04 17:51:29,979 - mmaction - INFO - Epoch [85][140/470] lr: 1.000e-03, eta: 5:09:20, time: 1.440, data_time: 0.116, memory: 8471, top1_acc: 0.4250, top5_acc: 0.6484, loss_cls: 2.6373, loss: 2.6373 2020-07-04 17:51:58,710 - mmaction - INFO - Epoch [85][160/470] lr: 1.000e-03, eta: 5:08:49, time: 1.438, data_time: 0.006, memory: 8471, top1_acc: 0.4109, top5_acc: 0.6766, loss_cls: 2.5483, loss: 2.5483 2020-07-04 17:52:28,188 - mmaction - INFO - Epoch [85][180/470] lr: 1.000e-03, eta: 5:08:17, time: 1.473, data_time: 0.004, memory: 8471, top1_acc: 0.3828, top5_acc: 0.6281, loss_cls: 2.7603, loss: 2.7603 2020-07-04 17:52:57,957 - mmaction - INFO - Epoch [85][200/470] lr: 1.000e-03, eta: 5:07:46, time: 1.489, data_time: 0.007, memory: 8471, top1_acc: 0.4094, top5_acc: 0.6297, loss_cls: 2.6446, loss: 2.6446 2020-07-04 17:53:26,277 - mmaction - INFO - Epoch [85][220/470] lr: 1.000e-03, eta: 5:07:15, time: 1.417, data_time: 0.003, memory: 8471, top1_acc: 0.3844, top5_acc: 0.6250, loss_cls: 2.7259, loss: 2.7259 2020-07-04 17:53:55,527 - mmaction - INFO - Epoch [85][240/470] lr: 1.000e-03, eta: 5:06:44, time: 1.462, data_time: 0.002, memory: 8471, top1_acc: 0.4297, top5_acc: 0.6656, loss_cls: 2.5787, loss: 2.5787 2020-07-04 17:54:25,063 - mmaction - INFO - Epoch [85][260/470] lr: 1.000e-03, eta: 5:06:13, time: 1.476, data_time: 0.003, memory: 8471, top1_acc: 0.3859, top5_acc: 0.6281, loss_cls: 2.8084, loss: 2.8084 2020-07-04 17:54:53,656 - mmaction - INFO - Epoch [85][280/470] lr: 1.000e-03, eta: 5:05:41, time: 1.431, data_time: 0.005, memory: 8471, top1_acc: 0.4000, top5_acc: 0.6234, loss_cls: 2.6515, loss: 2.6515 2020-07-04 17:55:21,957 - mmaction - INFO - Epoch [85][300/470] lr: 1.000e-03, eta: 5:05:10, time: 1.414, data_time: 0.003, memory: 8471, top1_acc: 0.4016, top5_acc: 0.6250, loss_cls: 2.7258, loss: 2.7258 2020-07-04 17:55:50,920 - mmaction - INFO - Epoch [85][320/470] lr: 1.000e-03, eta: 5:04:39, time: 1.448, data_time: 0.006, memory: 8471, top1_acc: 0.4000, top5_acc: 0.6656, loss_cls: 2.5791, loss: 2.5791 2020-07-04 17:56:19,731 - mmaction - INFO - Epoch [85][340/470] lr: 1.000e-03, eta: 5:04:07, time: 1.441, data_time: 0.004, memory: 8471, top1_acc: 0.4109, top5_acc: 0.6609, loss_cls: 2.6231, loss: 2.6231 2020-07-04 17:56:48,600 - mmaction - INFO - Epoch [85][360/470] lr: 1.000e-03, eta: 5:03:36, time: 1.445, data_time: 0.004, memory: 8471, top1_acc: 0.4047, top5_acc: 0.6453, loss_cls: 2.6925, loss: 2.6925 2020-07-04 17:57:17,500 - mmaction - INFO - Epoch [85][380/470] lr: 1.000e-03, eta: 5:03:05, time: 1.442, data_time: 0.002, memory: 8471, top1_acc: 0.4156, top5_acc: 0.6406, loss_cls: 2.6215, loss: 2.6215 2020-07-04 17:57:46,500 - mmaction - INFO - Epoch [85][400/470] lr: 1.000e-03, eta: 5:02:34, time: 1.454, data_time: 0.005, memory: 8471, top1_acc: 0.4156, top5_acc: 0.6438, loss_cls: 2.6525, loss: 2.6525 2020-07-04 17:58:14,784 - mmaction - INFO - Epoch [85][420/470] lr: 1.000e-03, eta: 5:02:02, time: 1.413, data_time: 0.002, memory: 8471, top1_acc: 0.4109, top5_acc: 0.6531, loss_cls: 2.6512, loss: 2.6512 2020-07-04 17:58:43,514 - mmaction - INFO - Epoch [85][440/470] lr: 1.000e-03, eta: 5:01:31, time: 1.436, data_time: 0.004, memory: 8471, top1_acc: 0.4141, top5_acc: 0.6391, loss_cls: 2.6823, loss: 2.6823 2020-07-04 17:59:11,984 - mmaction - INFO - Epoch [85][460/470] lr: 1.000e-03, eta: 5:01:00, time: 1.423, data_time: 0.003, memory: 8471, top1_acc: 0.4313, top5_acc: 0.6500, loss_cls: 2.5426, loss: 2.5426 2020-07-04 17:59:27,505 - mmaction - INFO - Saving checkpoint at 85 epochs 2020-07-04 18:01:47,037 - mmaction - INFO - Evaluating top_k_accuracy... 2020-07-04 18:01:48,004 - mmaction - INFO - top1_acc 0.4746 top5_acc 0.7263 2020-07-04 18:01:48,005 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-07-04 18:01:48,093 - mmaction - INFO - mean_acc 0.4745 2020-07-04 18:01:48,102 - mmaction - INFO - Epoch [85][470/470] lr: 1.000e-03, top1_acc: 0.4746, top5_acc: 0.7263, mean_class_accuracy: 0.4745 2020-07-04 18:03:09,491 - mmaction - INFO - Epoch [86][20/470] lr: 1.000e-03, eta: 5:00:24, time: 4.068, data_time: 3.122, memory: 8471, top1_acc: 0.3875, top5_acc: 0.6422, loss_cls: 2.6817, loss: 2.6817 2020-07-04 18:03:37,388 - mmaction - INFO - Epoch [86][40/470] lr: 1.000e-03, eta: 4:59:52, time: 1.395, data_time: 0.282, memory: 8471, top1_acc: 0.4313, top5_acc: 0.6562, loss_cls: 2.6066, loss: 2.6066 2020-07-04 18:04:05,119 - mmaction - INFO - Epoch [86][60/470] lr: 1.000e-03, eta: 4:59:21, time: 1.385, data_time: 0.192, memory: 8471, top1_acc: 0.3953, top5_acc: 0.6359, loss_cls: 2.7107, loss: 2.7107 2020-07-04 18:04:33,127 - mmaction - INFO - Epoch [86][80/470] lr: 1.000e-03, eta: 4:58:49, time: 1.399, data_time: 0.004, memory: 8471, top1_acc: 0.3609, top5_acc: 0.6203, loss_cls: 2.7814, loss: 2.7814 2020-07-04 18:05:01,000 - mmaction - INFO - Epoch [86][100/470] lr: 1.000e-03, eta: 4:58:18, time: 1.395, data_time: 0.005, memory: 8471, top1_acc: 0.3984, top5_acc: 0.6547, loss_cls: 2.6663, loss: 2.6663 2020-07-04 18:05:29,551 - mmaction - INFO - Epoch [86][120/470] lr: 1.000e-03, eta: 4:57:46, time: 1.427, data_time: 0.004, memory: 8471, top1_acc: 0.4219, top5_acc: 0.6578, loss_cls: 2.6290, loss: 2.6290 2020-07-04 18:05:57,394 - mmaction - INFO - Epoch [86][140/470] lr: 1.000e-03, eta: 4:57:15, time: 1.394, data_time: 0.004, memory: 8471, top1_acc: 0.4531, top5_acc: 0.6781, loss_cls: 2.4561, loss: 2.4561 2020-07-04 18:06:25,331 - mmaction - INFO - Epoch [86][160/470] lr: 1.000e-03, eta: 4:56:43, time: 1.398, data_time: 0.004, memory: 8471, top1_acc: 0.4219, top5_acc: 0.6734, loss_cls: 2.5445, loss: 2.5445 2020-07-04 18:06:53,287 - mmaction - INFO - Epoch [86][180/470] lr: 1.000e-03, eta: 4:56:12, time: 1.398, data_time: 0.001, memory: 8471, top1_acc: 0.3812, top5_acc: 0.6297, loss_cls: 2.7671, loss: 2.7671 2020-07-04 18:07:21,208 - mmaction - INFO - Epoch [86][200/470] lr: 1.000e-03, eta: 4:55:40, time: 1.393, data_time: 0.003, memory: 8471, top1_acc: 0.4125, top5_acc: 0.6562, loss_cls: 2.6616, loss: 2.6616 2020-07-04 18:07:49,248 - mmaction - INFO - Epoch [86][220/470] lr: 1.000e-03, eta: 4:55:09, time: 1.403, data_time: 0.005, memory: 8471, top1_acc: 0.4016, top5_acc: 0.6109, loss_cls: 2.8371, loss: 2.8371 2020-07-04 18:08:17,367 - mmaction - INFO - Epoch [86][240/470] lr: 1.000e-03, eta: 4:54:37, time: 1.403, data_time: 0.004, memory: 8471, top1_acc: 0.4266, top5_acc: 0.6469, loss_cls: 2.6182, loss: 2.6182 2020-07-04 18:08:45,215 - mmaction - INFO - Epoch [86][260/470] lr: 1.000e-03, eta: 4:54:06, time: 1.395, data_time: 0.007, memory: 8471, top1_acc: 0.4375, top5_acc: 0.6656, loss_cls: 2.5913, loss: 2.5913 2020-07-04 18:09:13,461 - mmaction - INFO - Epoch [86][280/470] lr: 1.000e-03, eta: 4:53:34, time: 1.413, data_time: 0.011, memory: 8471, top1_acc: 0.4375, top5_acc: 0.6922, loss_cls: 2.4737, loss: 2.4737 2020-07-04 18:09:41,575 - mmaction - INFO - Epoch [86][300/470] lr: 1.000e-03, eta: 4:53:03, time: 1.406, data_time: 0.003, memory: 8471, top1_acc: 0.4578, top5_acc: 0.6906, loss_cls: 2.3883, loss: 2.3883 2020-07-04 18:10:09,996 - mmaction - INFO - Epoch [86][320/470] lr: 1.000e-03, eta: 4:52:31, time: 1.423, data_time: 0.004, memory: 8471, top1_acc: 0.4250, top5_acc: 0.6391, loss_cls: 2.7008, loss: 2.7008 2020-07-04 18:10:38,640 - mmaction - INFO - Epoch [86][340/470] lr: 1.000e-03, eta: 4:52:00, time: 1.429, data_time: 0.001, memory: 8471, top1_acc: 0.4281, top5_acc: 0.6531, loss_cls: 2.6617, loss: 2.6617 2020-07-04 18:11:07,618 - mmaction - INFO - Epoch [86][360/470] lr: 1.000e-03, eta: 4:51:29, time: 1.448, data_time: 0.004, memory: 8471, top1_acc: 0.3875, top5_acc: 0.6562, loss_cls: 2.6879, loss: 2.6879 2020-07-04 18:11:35,750 - mmaction - INFO - Epoch [86][380/470] lr: 1.000e-03, eta: 4:50:57, time: 1.406, data_time: 0.006, memory: 8471, top1_acc: 0.3906, top5_acc: 0.6297, loss_cls: 2.7215, loss: 2.7215 2020-07-04 18:12:03,887 - mmaction - INFO - Epoch [86][400/470] lr: 1.000e-03, eta: 4:50:26, time: 1.398, data_time: 0.007, memory: 8471, top1_acc: 0.4203, top5_acc: 0.6734, loss_cls: 2.5390, loss: 2.5390 2020-07-04 18:12:32,026 - mmaction - INFO - Epoch [86][420/470] lr: 1.000e-03, eta: 4:49:55, time: 1.419, data_time: 0.068, memory: 8471, top1_acc: 0.4094, top5_acc: 0.6703, loss_cls: 2.5793, loss: 2.5793 2020-07-04 18:13:00,669 - mmaction - INFO - Epoch [86][440/470] lr: 1.000e-03, eta: 4:49:23, time: 1.429, data_time: 0.047, memory: 8471, top1_acc: 0.4344, top5_acc: 0.6562, loss_cls: 2.5815, loss: 2.5815 2020-07-04 18:13:29,406 - mmaction - INFO - Epoch [86][460/470] lr: 1.000e-03, eta: 4:48:52, time: 1.436, data_time: 0.192, memory: 8471, top1_acc: 0.3781, top5_acc: 0.6328, loss_cls: 2.7216, loss: 2.7216 2020-07-04 18:15:07,277 - mmaction - INFO - Epoch [87][20/470] lr: 1.000e-03, eta: 4:48:17, time: 4.203, data_time: 3.394, memory: 8471, top1_acc: 0.4062, top5_acc: 0.6719, loss_cls: 2.5891, loss: 2.5891 2020-07-04 18:15:35,907 - mmaction - INFO - Epoch [87][40/470] lr: 1.000e-03, eta: 4:47:45, time: 1.430, data_time: 0.597, memory: 8471, top1_acc: 0.4156, top5_acc: 0.6813, loss_cls: 2.5779, loss: 2.5779 2020-07-04 18:16:04,134 - mmaction - INFO - Epoch [87][60/470] lr: 1.000e-03, eta: 4:47:14, time: 1.414, data_time: 0.728, memory: 8471, top1_acc: 0.4000, top5_acc: 0.6141, loss_cls: 2.7255, loss: 2.7255 2020-07-04 18:16:32,717 - mmaction - INFO - Epoch [87][80/470] lr: 1.000e-03, eta: 4:46:42, time: 1.426, data_time: 0.657, memory: 8471, top1_acc: 0.4359, top5_acc: 0.6687, loss_cls: 2.5477, loss: 2.5477 2020-07-04 18:17:01,712 - mmaction - INFO - Epoch [87][100/470] lr: 1.000e-03, eta: 4:46:11, time: 1.449, data_time: 0.208, memory: 8471, top1_acc: 0.4016, top5_acc: 0.6281, loss_cls: 2.6472, loss: 2.6472 2020-07-04 18:17:29,787 - mmaction - INFO - Epoch [87][120/470] lr: 1.000e-03, eta: 4:45:40, time: 1.403, data_time: 0.025, memory: 8471, top1_acc: 0.4016, top5_acc: 0.6656, loss_cls: 2.5876, loss: 2.5876 2020-07-04 18:17:57,976 - mmaction - INFO - Epoch [87][140/470] lr: 1.000e-03, eta: 4:45:08, time: 1.411, data_time: 0.395, memory: 8471, top1_acc: 0.4422, top5_acc: 0.6609, loss_cls: 2.5234, loss: 2.5234 2020-07-04 18:18:25,958 - mmaction - INFO - Epoch [87][160/470] lr: 1.000e-03, eta: 4:44:37, time: 1.399, data_time: 0.613, memory: 8471, top1_acc: 0.4141, top5_acc: 0.6609, loss_cls: 2.5157, loss: 2.5157 2020-07-04 18:18:53,979 - mmaction - INFO - Epoch [87][180/470] lr: 1.000e-03, eta: 4:44:05, time: 1.402, data_time: 0.743, memory: 8471, top1_acc: 0.4281, top5_acc: 0.6500, loss_cls: 2.6055, loss: 2.6055 2020-07-04 18:19:22,566 - mmaction - INFO - Epoch [87][200/470] lr: 1.000e-03, eta: 4:43:34, time: 1.431, data_time: 0.782, memory: 8471, top1_acc: 0.4359, top5_acc: 0.6781, loss_cls: 2.5217, loss: 2.5217 2020-07-04 18:19:50,867 - mmaction - INFO - Epoch [87][220/470] lr: 1.000e-03, eta: 4:43:03, time: 1.413, data_time: 0.768, memory: 8471, top1_acc: 0.4172, top5_acc: 0.6594, loss_cls: 2.5872, loss: 2.5872 2020-07-04 18:20:19,107 - mmaction - INFO - Epoch [87][240/470] lr: 1.000e-03, eta: 4:42:31, time: 1.413, data_time: 0.759, memory: 8471, top1_acc: 0.3688, top5_acc: 0.6156, loss_cls: 2.8224, loss: 2.8224 2020-07-04 18:20:47,383 - mmaction - INFO - Epoch [87][260/470] lr: 1.000e-03, eta: 4:42:00, time: 1.414, data_time: 0.701, memory: 8471, top1_acc: 0.4016, top5_acc: 0.6203, loss_cls: 2.7391, loss: 2.7391 2020-07-04 18:21:15,632 - mmaction - INFO - Epoch [87][280/470] lr: 1.000e-03, eta: 4:41:29, time: 1.412, data_time: 0.768, memory: 8471, top1_acc: 0.4000, top5_acc: 0.6438, loss_cls: 2.7073, loss: 2.7073 2020-07-04 18:21:44,186 - mmaction - INFO - Epoch [87][300/470] lr: 1.000e-03, eta: 4:40:57, time: 1.425, data_time: 0.760, memory: 8471, top1_acc: 0.4000, top5_acc: 0.6516, loss_cls: 2.6800, loss: 2.6800 2020-07-04 18:22:12,318 - mmaction - INFO - Epoch [87][320/470] lr: 1.000e-03, eta: 4:40:26, time: 1.407, data_time: 0.544, memory: 8471, top1_acc: 0.3953, top5_acc: 0.6359, loss_cls: 2.7050, loss: 2.7050 2020-07-04 18:22:40,723 - mmaction - INFO - Epoch [87][340/470] lr: 1.000e-03, eta: 4:39:55, time: 1.421, data_time: 0.373, memory: 8471, top1_acc: 0.4094, top5_acc: 0.6438, loss_cls: 2.6511, loss: 2.6511 2020-07-04 18:23:09,963 - mmaction - INFO - Epoch [87][360/470] lr: 1.000e-03, eta: 4:39:24, time: 1.460, data_time: 0.191, memory: 8471, top1_acc: 0.3953, top5_acc: 0.6266, loss_cls: 2.7831, loss: 2.7831 2020-07-04 18:23:38,709 - mmaction - INFO - Epoch [87][380/470] lr: 1.000e-03, eta: 4:38:52, time: 1.440, data_time: 0.128, memory: 8471, top1_acc: 0.4297, top5_acc: 0.6562, loss_cls: 2.5704, loss: 2.5704 2020-07-04 18:24:08,218 - mmaction - INFO - Epoch [87][400/470] lr: 1.000e-03, eta: 4:38:21, time: 1.478, data_time: 0.021, memory: 8471, top1_acc: 0.4266, top5_acc: 0.6266, loss_cls: 2.7413, loss: 2.7413 2020-07-04 18:24:36,508 - mmaction - INFO - Epoch [87][420/470] lr: 1.000e-03, eta: 4:37:50, time: 1.414, data_time: 0.004, memory: 8471, top1_acc: 0.3984, top5_acc: 0.6594, loss_cls: 2.5978, loss: 2.5978 2020-07-04 18:25:04,905 - mmaction - INFO - Epoch [87][440/470] lr: 1.000e-03, eta: 4:37:19, time: 1.418, data_time: 0.001, memory: 8471, top1_acc: 0.4062, top5_acc: 0.6344, loss_cls: 2.7038, loss: 2.7038 2020-07-04 18:25:32,845 - mmaction - INFO - Epoch [87][460/470] lr: 1.000e-03, eta: 4:36:47, time: 1.397, data_time: 0.004, memory: 8471, top1_acc: 0.4094, top5_acc: 0.6531, loss_cls: 2.6120, loss: 2.6120 2020-07-04 18:27:20,014 - mmaction - INFO - Epoch [88][20/470] lr: 1.000e-03, eta: 4:36:14, time: 4.638, data_time: 3.025, memory: 8471, top1_acc: 0.4266, top5_acc: 0.6250, loss_cls: 2.6622, loss: 2.6622 2020-07-04 18:27:47,949 - mmaction - INFO - Epoch [88][40/470] lr: 1.000e-03, eta: 4:35:42, time: 1.397, data_time: 0.027, memory: 8471, top1_acc: 0.4047, top5_acc: 0.6531, loss_cls: 2.6672, loss: 2.6672 2020-07-04 18:28:16,744 - mmaction - INFO - Epoch [88][60/470] lr: 1.000e-03, eta: 4:35:11, time: 1.435, data_time: 0.296, memory: 8471, top1_acc: 0.4156, top5_acc: 0.6531, loss_cls: 2.6511, loss: 2.6511 2020-07-04 18:28:45,860 - mmaction - INFO - Epoch [88][80/470] lr: 1.000e-03, eta: 4:34:39, time: 1.416, data_time: 0.159, memory: 8471, top1_acc: 0.4453, top5_acc: 0.6578, loss_cls: 2.6244, loss: 2.6244 2020-07-04 18:29:13,763 - mmaction - INFO - Epoch [88][100/470] lr: 1.000e-03, eta: 4:34:08, time: 1.438, data_time: 0.080, memory: 8471, top1_acc: 0.4297, top5_acc: 0.6609, loss_cls: 2.6056, loss: 2.6056 2020-07-04 18:29:41,124 - mmaction - INFO - Epoch [88][120/470] lr: 1.000e-03, eta: 4:33:37, time: 1.369, data_time: 0.037, memory: 8471, top1_acc: 0.4281, top5_acc: 0.6672, loss_cls: 2.6305, loss: 2.6305 2020-07-04 18:30:10,077 - mmaction - INFO - Epoch [88][140/470] lr: 1.000e-03, eta: 4:33:05, time: 1.442, data_time: 0.020, memory: 8471, top1_acc: 0.4313, top5_acc: 0.6734, loss_cls: 2.5877, loss: 2.5877 2020-07-04 18:30:38,726 - mmaction - INFO - Epoch [88][160/470] lr: 1.000e-03, eta: 4:32:34, time: 1.433, data_time: 0.025, memory: 8471, top1_acc: 0.4422, top5_acc: 0.6531, loss_cls: 2.5289, loss: 2.5289 2020-07-04 18:31:07,232 - mmaction - INFO - Epoch [88][180/470] lr: 1.000e-03, eta: 4:32:03, time: 1.427, data_time: 0.135, memory: 8471, top1_acc: 0.3953, top5_acc: 0.6469, loss_cls: 2.6536, loss: 2.6536 2020-07-04 18:31:36,436 - mmaction - INFO - Epoch [88][200/470] lr: 1.000e-03, eta: 4:31:32, time: 1.462, data_time: 0.048, memory: 8471, top1_acc: 0.4062, top5_acc: 0.6484, loss_cls: 2.6278, loss: 2.6278 2020-07-04 18:32:04,529 - mmaction - INFO - Epoch [88][220/470] lr: 1.000e-03, eta: 4:31:00, time: 1.403, data_time: 0.197, memory: 8471, top1_acc: 0.4078, top5_acc: 0.6641, loss_cls: 2.5862, loss: 2.5862 2020-07-04 18:32:32,830 - mmaction - INFO - Epoch [88][240/470] lr: 1.000e-03, eta: 4:30:29, time: 1.413, data_time: 0.382, memory: 8471, top1_acc: 0.4281, top5_acc: 0.6578, loss_cls: 2.5685, loss: 2.5685 2020-07-04 18:33:01,244 - mmaction - INFO - Epoch [88][260/470] lr: 1.000e-03, eta: 4:29:58, time: 1.427, data_time: 0.317, memory: 8471, top1_acc: 0.4219, top5_acc: 0.6516, loss_cls: 2.6394, loss: 2.6394 2020-07-04 18:33:29,124 - mmaction - INFO - Epoch [88][280/470] lr: 1.000e-03, eta: 4:29:26, time: 1.393, data_time: 0.126, memory: 8471, top1_acc: 0.4391, top5_acc: 0.6797, loss_cls: 2.5622, loss: 2.5622 2020-07-04 18:33:58,093 - mmaction - INFO - Epoch [88][300/470] lr: 1.000e-03, eta: 4:28:55, time: 1.445, data_time: 0.001, memory: 8471, top1_acc: 0.4219, top5_acc: 0.6375, loss_cls: 2.6489, loss: 2.6489 2020-07-04 18:34:26,592 - mmaction - INFO - Epoch [88][320/470] lr: 1.000e-03, eta: 4:28:24, time: 1.423, data_time: 0.006, memory: 8471, top1_acc: 0.4016, top5_acc: 0.6609, loss_cls: 2.6733, loss: 2.6733 2020-07-04 18:34:55,401 - mmaction - INFO - Epoch [88][340/470] lr: 1.000e-03, eta: 4:27:53, time: 1.442, data_time: 0.008, memory: 8471, top1_acc: 0.4266, top5_acc: 0.6578, loss_cls: 2.6419, loss: 2.6419 2020-07-04 18:35:24,019 - mmaction - INFO - Epoch [88][360/470] lr: 1.000e-03, eta: 4:27:22, time: 1.428, data_time: 0.005, memory: 8471, top1_acc: 0.4172, top5_acc: 0.6453, loss_cls: 2.6284, loss: 2.6284 2020-07-04 18:35:53,256 - mmaction - INFO - Epoch [88][380/470] lr: 1.000e-03, eta: 4:26:51, time: 1.468, data_time: 0.010, memory: 8471, top1_acc: 0.4047, top5_acc: 0.6453, loss_cls: 2.6249, loss: 2.6249 2020-07-04 18:36:22,690 - mmaction - INFO - Epoch [88][400/470] lr: 1.000e-03, eta: 4:26:19, time: 1.472, data_time: 0.001, memory: 8471, top1_acc: 0.4156, top5_acc: 0.6438, loss_cls: 2.6694, loss: 2.6694 2020-07-04 18:36:52,222 - mmaction - INFO - Epoch [88][420/470] lr: 1.000e-03, eta: 4:25:48, time: 1.471, data_time: 0.003, memory: 8471, top1_acc: 0.4000, top5_acc: 0.6109, loss_cls: 2.7677, loss: 2.7677 2020-07-04 18:37:21,130 - mmaction - INFO - Epoch [88][440/470] lr: 1.000e-03, eta: 4:25:17, time: 1.447, data_time: 0.007, memory: 8471, top1_acc: 0.4125, top5_acc: 0.6359, loss_cls: 2.6977, loss: 2.6977 2020-07-04 18:37:50,739 - mmaction - INFO - Epoch [88][460/470] lr: 1.000e-03, eta: 4:24:46, time: 1.479, data_time: 0.007, memory: 8471, top1_acc: 0.4031, top5_acc: 0.6234, loss_cls: 2.6329, loss: 2.6329 2020-07-04 18:39:39,135 - mmaction - INFO - Epoch [89][20/470] lr: 1.000e-03, eta: 4:24:12, time: 4.687, data_time: 3.471, memory: 8471, top1_acc: 0.3859, top5_acc: 0.6469, loss_cls: 2.6752, loss: 2.6752 2020-07-04 18:40:06,914 - mmaction - INFO - Epoch [89][40/470] lr: 1.000e-03, eta: 4:23:41, time: 1.392, data_time: 0.641, memory: 8471, top1_acc: 0.4297, top5_acc: 0.6484, loss_cls: 2.5962, loss: 2.5962 2020-07-04 18:40:36,082 - mmaction - INFO - Epoch [89][60/470] lr: 1.000e-03, eta: 4:23:10, time: 1.459, data_time: 0.578, memory: 8471, top1_acc: 0.4219, top5_acc: 0.6500, loss_cls: 2.6264, loss: 2.6264 2020-07-04 18:41:03,977 - mmaction - INFO - Epoch [89][80/470] lr: 1.000e-03, eta: 4:22:38, time: 1.393, data_time: 0.523, memory: 8471, top1_acc: 0.4000, top5_acc: 0.6516, loss_cls: 2.6755, loss: 2.6755 2020-07-04 18:41:32,256 - mmaction - INFO - Epoch [89][100/470] lr: 1.000e-03, eta: 4:22:07, time: 1.415, data_time: 0.714, memory: 8471, top1_acc: 0.4234, top5_acc: 0.6453, loss_cls: 2.6043, loss: 2.6043 2020-07-04 18:42:00,445 - mmaction - INFO - Epoch [89][120/470] lr: 1.000e-03, eta: 4:21:36, time: 1.409, data_time: 0.777, memory: 8471, top1_acc: 0.4000, top5_acc: 0.6406, loss_cls: 2.6544, loss: 2.6544 2020-07-04 18:42:28,713 - mmaction - INFO - Epoch [89][140/470] lr: 1.000e-03, eta: 4:21:04, time: 1.411, data_time: 0.675, memory: 8471, top1_acc: 0.3922, top5_acc: 0.6406, loss_cls: 2.7138, loss: 2.7138 2020-07-04 18:42:57,505 - mmaction - INFO - Epoch [89][160/470] lr: 1.000e-03, eta: 4:20:33, time: 1.442, data_time: 0.228, memory: 8471, top1_acc: 0.3906, top5_acc: 0.6281, loss_cls: 2.7489, loss: 2.7489 2020-07-04 18:43:26,210 - mmaction - INFO - Epoch [89][180/470] lr: 1.000e-03, eta: 4:20:02, time: 1.434, data_time: 0.254, memory: 8471, top1_acc: 0.4062, top5_acc: 0.6562, loss_cls: 2.6491, loss: 2.6491 2020-07-04 18:43:54,308 - mmaction - INFO - Epoch [89][200/470] lr: 1.000e-03, eta: 4:19:30, time: 1.404, data_time: 0.142, memory: 8471, top1_acc: 0.3891, top5_acc: 0.6297, loss_cls: 2.7690, loss: 2.7690 2020-07-04 18:44:22,860 - mmaction - INFO - Epoch [89][220/470] lr: 1.000e-03, eta: 4:18:59, time: 1.427, data_time: 0.266, memory: 8471, top1_acc: 0.4172, top5_acc: 0.6625, loss_cls: 2.6986, loss: 2.6986 2020-07-04 18:44:51,050 - mmaction - INFO - Epoch [89][240/470] lr: 1.000e-03, eta: 4:18:28, time: 1.412, data_time: 0.518, memory: 8471, top1_acc: 0.4219, top5_acc: 0.6297, loss_cls: 2.6708, loss: 2.6708 2020-07-04 18:45:19,389 - mmaction - INFO - Epoch [89][260/470] lr: 1.000e-03, eta: 4:17:57, time: 1.413, data_time: 0.567, memory: 8471, top1_acc: 0.4344, top5_acc: 0.6625, loss_cls: 2.5594, loss: 2.5594 2020-07-04 18:45:47,756 - mmaction - INFO - Epoch [89][280/470] lr: 1.000e-03, eta: 4:17:25, time: 1.420, data_time: 0.648, memory: 8471, top1_acc: 0.4281, top5_acc: 0.6375, loss_cls: 2.6568, loss: 2.6568 2020-07-04 18:46:16,372 - mmaction - INFO - Epoch [89][300/470] lr: 1.000e-03, eta: 4:16:54, time: 1.432, data_time: 0.745, memory: 8471, top1_acc: 0.4078, top5_acc: 0.6562, loss_cls: 2.6012, loss: 2.6012 2020-07-04 18:46:44,439 - mmaction - INFO - Epoch [89][320/470] lr: 1.000e-03, eta: 4:16:23, time: 1.402, data_time: 0.629, memory: 8471, top1_acc: 0.3656, top5_acc: 0.6484, loss_cls: 2.7594, loss: 2.7594 2020-07-04 18:47:13,761 - mmaction - INFO - Epoch [89][340/470] lr: 1.000e-03, eta: 4:15:52, time: 1.470, data_time: 0.232, memory: 8471, top1_acc: 0.4109, top5_acc: 0.6578, loss_cls: 2.7037, loss: 2.7037 2020-07-04 18:47:42,394 - mmaction - INFO - Epoch [89][360/470] lr: 1.000e-03, eta: 4:15:21, time: 1.431, data_time: 0.021, memory: 8471, top1_acc: 0.4172, top5_acc: 0.6422, loss_cls: 2.6045, loss: 2.6045 2020-07-04 18:48:10,913 - mmaction - INFO - Epoch [89][380/470] lr: 1.000e-03, eta: 4:14:49, time: 1.427, data_time: 0.003, memory: 8471, top1_acc: 0.4141, top5_acc: 0.6594, loss_cls: 2.5384, loss: 2.5384 2020-07-04 18:48:39,163 - mmaction - INFO - Epoch [89][400/470] lr: 1.000e-03, eta: 4:14:18, time: 1.412, data_time: 0.008, memory: 8471, top1_acc: 0.4250, top5_acc: 0.6203, loss_cls: 2.6387, loss: 2.6387 2020-07-04 18:49:07,916 - mmaction - INFO - Epoch [89][420/470] lr: 1.000e-03, eta: 4:13:47, time: 1.438, data_time: 0.001, memory: 8471, top1_acc: 0.4250, top5_acc: 0.6344, loss_cls: 2.6835, loss: 2.6835 2020-07-04 18:49:35,629 - mmaction - INFO - Epoch [89][440/470] lr: 1.000e-03, eta: 4:13:16, time: 1.384, data_time: 0.006, memory: 8471, top1_acc: 0.4188, top5_acc: 0.6516, loss_cls: 2.6252, loss: 2.6252 2020-07-04 18:50:04,282 - mmaction - INFO - Epoch [89][460/470] lr: 1.000e-03, eta: 4:12:44, time: 1.433, data_time: 0.056, memory: 8471, top1_acc: 0.4016, top5_acc: 0.6484, loss_cls: 2.7124, loss: 2.7124 2020-07-04 18:51:50,467 - mmaction - INFO - Epoch [90][20/470] lr: 1.000e-03, eta: 4:12:09, time: 4.573, data_time: 3.641, memory: 8471, top1_acc: 0.4531, top5_acc: 0.6687, loss_cls: 2.4897, loss: 2.4897 2020-07-04 18:52:18,192 - mmaction - INFO - Epoch [90][40/470] lr: 1.000e-03, eta: 4:11:38, time: 1.388, data_time: 0.779, memory: 8471, top1_acc: 0.4297, top5_acc: 0.6562, loss_cls: 2.5267, loss: 2.5267 2020-07-04 18:52:45,942 - mmaction - INFO - Epoch [90][60/470] lr: 1.000e-03, eta: 4:11:06, time: 1.387, data_time: 0.702, memory: 8471, top1_acc: 0.3906, top5_acc: 0.6422, loss_cls: 2.6651, loss: 2.6651 2020-07-04 18:53:13,765 - mmaction - INFO - Epoch [90][80/470] lr: 1.000e-03, eta: 4:10:35, time: 1.388, data_time: 0.657, memory: 8471, top1_acc: 0.4172, top5_acc: 0.6484, loss_cls: 2.6758, loss: 2.6758 2020-07-04 18:53:41,989 - mmaction - INFO - Epoch [90][100/470] lr: 1.000e-03, eta: 4:10:03, time: 1.414, data_time: 0.323, memory: 8471, top1_acc: 0.4297, top5_acc: 0.6531, loss_cls: 2.6188, loss: 2.6188 2020-07-04 18:54:10,043 - mmaction - INFO - Epoch [90][120/470] lr: 1.000e-03, eta: 4:09:32, time: 1.403, data_time: 0.252, memory: 8471, top1_acc: 0.4109, top5_acc: 0.6594, loss_cls: 2.6353, loss: 2.6353 2020-07-04 18:54:37,956 - mmaction - INFO - Epoch [90][140/470] lr: 1.000e-03, eta: 4:09:01, time: 1.392, data_time: 0.399, memory: 8471, top1_acc: 0.4297, top5_acc: 0.6844, loss_cls: 2.4649, loss: 2.4649 2020-07-04 18:55:06,050 - mmaction - INFO - Epoch [90][160/470] lr: 1.000e-03, eta: 4:08:29, time: 1.403, data_time: 0.672, memory: 8471, top1_acc: 0.4375, top5_acc: 0.6594, loss_cls: 2.5901, loss: 2.5901 2020-07-04 18:55:34,054 - mmaction - INFO - Epoch [90][180/470] lr: 1.000e-03, eta: 4:07:58, time: 1.403, data_time: 0.765, memory: 8471, top1_acc: 0.4297, top5_acc: 0.6891, loss_cls: 2.4858, loss: 2.4858 2020-07-04 18:56:02,524 - mmaction - INFO - Epoch [90][200/470] lr: 1.000e-03, eta: 4:07:27, time: 1.422, data_time: 0.781, memory: 8471, top1_acc: 0.4156, top5_acc: 0.6516, loss_cls: 2.6354, loss: 2.6354 2020-07-04 18:56:31,043 - mmaction - INFO - Epoch [90][220/470] lr: 1.000e-03, eta: 4:06:56, time: 1.425, data_time: 0.691, memory: 8471, top1_acc: 0.4141, top5_acc: 0.6391, loss_cls: 2.6772, loss: 2.6772 2020-07-04 18:56:59,070 - mmaction - INFO - Epoch [90][240/470] lr: 1.000e-03, eta: 4:06:24, time: 1.404, data_time: 0.383, memory: 8471, top1_acc: 0.4281, top5_acc: 0.6656, loss_cls: 2.5832, loss: 2.5832 2020-07-04 18:57:27,293 - mmaction - INFO - Epoch [90][260/470] lr: 1.000e-03, eta: 4:05:53, time: 1.408, data_time: 0.248, memory: 8471, top1_acc: 0.4141, top5_acc: 0.6453, loss_cls: 2.6445, loss: 2.6445 2020-07-04 18:57:55,177 - mmaction - INFO - Epoch [90][280/470] lr: 1.000e-03, eta: 4:05:22, time: 1.400, data_time: 0.264, memory: 8471, top1_acc: 0.4078, top5_acc: 0.6422, loss_cls: 2.6446, loss: 2.6446 2020-07-04 18:58:23,060 - mmaction - INFO - Epoch [90][300/470] lr: 1.000e-03, eta: 4:04:50, time: 1.393, data_time: 0.211, memory: 8471, top1_acc: 0.4422, top5_acc: 0.6594, loss_cls: 2.5271, loss: 2.5271 2020-07-04 18:58:51,242 - mmaction - INFO - Epoch [90][320/470] lr: 1.000e-03, eta: 4:04:19, time: 1.410, data_time: 0.485, memory: 8471, top1_acc: 0.4250, top5_acc: 0.6641, loss_cls: 2.6446, loss: 2.6446 2020-07-04 18:59:19,578 - mmaction - INFO - Epoch [90][340/470] lr: 1.000e-03, eta: 4:03:48, time: 1.414, data_time: 0.452, memory: 8471, top1_acc: 0.4000, top5_acc: 0.6297, loss_cls: 2.7684, loss: 2.7684 2020-07-04 18:59:48,006 - mmaction - INFO - Epoch [90][360/470] lr: 1.000e-03, eta: 4:03:17, time: 1.420, data_time: 0.458, memory: 8471, top1_acc: 0.3781, top5_acc: 0.6266, loss_cls: 2.7272, loss: 2.7272 2020-07-04 19:00:20,237 - mmaction - INFO - Epoch [90][380/470] lr: 1.000e-03, eta: 4:02:46, time: 1.606, data_time: 0.243, memory: 8471, top1_acc: 0.4344, top5_acc: 0.6547, loss_cls: 2.5808, loss: 2.5808 2020-07-04 19:00:50,726 - mmaction - INFO - Epoch [90][400/470] lr: 1.000e-03, eta: 4:02:16, time: 1.534, data_time: 0.092, memory: 8471, top1_acc: 0.4203, top5_acc: 0.6687, loss_cls: 2.5637, loss: 2.5637 2020-07-04 19:01:19,191 - mmaction - INFO - Epoch [90][420/470] lr: 1.000e-03, eta: 4:01:44, time: 1.419, data_time: 0.002, memory: 8471, top1_acc: 0.4469, top5_acc: 0.6953, loss_cls: 2.4372, loss: 2.4372 2020-07-04 19:01:48,303 - mmaction - INFO - Epoch [90][440/470] lr: 1.000e-03, eta: 4:01:13, time: 1.460, data_time: 0.006, memory: 8471, top1_acc: 0.4094, top5_acc: 0.6219, loss_cls: 2.7237, loss: 2.7237 2020-07-04 19:02:17,755 - mmaction - INFO - Epoch [90][460/470] lr: 1.000e-03, eta: 4:00:42, time: 1.471, data_time: 0.002, memory: 8471, top1_acc: 0.4000, top5_acc: 0.6484, loss_cls: 2.7364, loss: 2.7364 2020-07-04 19:02:43,513 - mmaction - INFO - Saving checkpoint at 90 epochs 2020-07-04 19:05:10,289 - mmaction - INFO - Evaluating top_k_accuracy... 2020-07-04 19:05:11,266 - mmaction - INFO - top1_acc 0.4770 top5_acc 0.7299 2020-07-04 19:05:11,267 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-07-04 19:05:11,346 - mmaction - INFO - mean_acc 0.4770 2020-07-04 19:05:11,354 - mmaction - INFO - Epoch [90][470/470] lr: 1.000e-03, top1_acc: 0.4770, top5_acc: 0.7299, mean_class_accuracy: 0.4770 2020-07-04 19:07:00,126 - mmaction - INFO - Epoch [91][20/470] lr: 1.000e-03, eta: 4:00:10, time: 5.436, data_time: 4.187, memory: 8471, top1_acc: 0.3984, top5_acc: 0.6609, loss_cls: 2.6501, loss: 2.6501 2020-07-04 19:07:32,747 - mmaction - INFO - Epoch [91][40/470] lr: 1.000e-03, eta: 3:59:40, time: 1.633, data_time: 0.004, memory: 8471, top1_acc: 0.4031, top5_acc: 0.6562, loss_cls: 2.6323, loss: 2.6323 2020-07-04 19:08:04,916 - mmaction - INFO - Epoch [91][60/470] lr: 1.000e-03, eta: 3:59:09, time: 1.609, data_time: 0.003, memory: 8471, top1_acc: 0.4234, top5_acc: 0.6594, loss_cls: 2.5357, loss: 2.5357 2020-07-04 19:08:37,349 - mmaction - INFO - Epoch [91][80/470] lr: 1.000e-03, eta: 3:58:39, time: 1.617, data_time: 0.003, memory: 8471, top1_acc: 0.4313, top5_acc: 0.6328, loss_cls: 2.6540, loss: 2.6540 2020-07-04 19:09:09,280 - mmaction - INFO - Epoch [91][100/470] lr: 1.000e-03, eta: 3:58:09, time: 1.595, data_time: 0.006, memory: 8471, top1_acc: 0.4094, top5_acc: 0.6531, loss_cls: 2.6762, loss: 2.6762 2020-07-04 19:09:40,930 - mmaction - INFO - Epoch [91][120/470] lr: 1.000e-03, eta: 3:57:38, time: 1.584, data_time: 0.010, memory: 8471, top1_acc: 0.4328, top5_acc: 0.6891, loss_cls: 2.4564, loss: 2.4564 2020-07-04 19:10:14,633 - mmaction - INFO - Epoch [91][140/470] lr: 1.000e-03, eta: 3:57:08, time: 1.689, data_time: 0.007, memory: 8471, top1_acc: 0.4125, top5_acc: 0.6672, loss_cls: 2.5473, loss: 2.5473 2020-07-04 19:10:46,851 - mmaction - INFO - Epoch [91][160/470] lr: 1.000e-03, eta: 3:56:38, time: 1.609, data_time: 0.006, memory: 8471, top1_acc: 0.4078, top5_acc: 0.6516, loss_cls: 2.6461, loss: 2.6461 2020-07-04 19:11:18,850 - mmaction - INFO - Epoch [91][180/470] lr: 1.000e-03, eta: 3:56:07, time: 1.598, data_time: 0.003, memory: 8471, top1_acc: 0.3953, top5_acc: 0.6375, loss_cls: 2.7134, loss: 2.7134 2020-07-04 19:11:50,234 - mmaction - INFO - Epoch [91][200/470] lr: 1.000e-03, eta: 3:55:37, time: 1.568, data_time: 0.005, memory: 8471, top1_acc: 0.4031, top5_acc: 0.6531, loss_cls: 2.6296, loss: 2.6296 2020-07-04 19:12:21,621 - mmaction - INFO - Epoch [91][220/470] lr: 1.000e-03, eta: 3:55:06, time: 1.574, data_time: 0.006, memory: 8471, top1_acc: 0.3937, top5_acc: 0.6438, loss_cls: 2.6032, loss: 2.6032 2020-07-04 19:12:51,617 - mmaction - INFO - Epoch [91][240/470] lr: 1.000e-03, eta: 3:54:35, time: 1.496, data_time: 0.001, memory: 8471, top1_acc: 0.4266, top5_acc: 0.6484, loss_cls: 2.6502, loss: 2.6502 2020-07-04 19:13:22,443 - mmaction - INFO - Epoch [91][260/470] lr: 1.000e-03, eta: 3:54:04, time: 1.541, data_time: 0.058, memory: 8471, top1_acc: 0.4313, top5_acc: 0.6453, loss_cls: 2.6283, loss: 2.6283 2020-07-04 19:13:53,436 - mmaction - INFO - Epoch [91][280/470] lr: 1.000e-03, eta: 3:53:34, time: 1.554, data_time: 0.493, memory: 8471, top1_acc: 0.4156, top5_acc: 0.6391, loss_cls: 2.6281, loss: 2.6281 2020-07-04 19:14:25,002 - mmaction - INFO - Epoch [91][300/470] lr: 1.000e-03, eta: 3:53:03, time: 1.573, data_time: 0.356, memory: 8471, top1_acc: 0.4125, top5_acc: 0.6438, loss_cls: 2.6550, loss: 2.6550 2020-07-04 19:14:56,732 - mmaction - INFO - Epoch [91][320/470] lr: 1.000e-03, eta: 3:52:33, time: 1.587, data_time: 0.280, memory: 8471, top1_acc: 0.4375, top5_acc: 0.6813, loss_cls: 2.4965, loss: 2.4965 2020-07-04 19:15:26,588 - mmaction - INFO - Epoch [91][340/470] lr: 1.000e-03, eta: 3:52:02, time: 1.497, data_time: 0.616, memory: 8471, top1_acc: 0.4172, top5_acc: 0.6500, loss_cls: 2.6362, loss: 2.6362 2020-07-04 19:15:58,275 - mmaction - INFO - Epoch [91][360/470] lr: 1.000e-03, eta: 3:51:31, time: 1.580, data_time: 0.908, memory: 8471, top1_acc: 0.4125, top5_acc: 0.6188, loss_cls: 2.6633, loss: 2.6633 2020-07-04 19:16:29,119 - mmaction - INFO - Epoch [91][380/470] lr: 1.000e-03, eta: 3:51:00, time: 1.546, data_time: 0.903, memory: 8471, top1_acc: 0.3875, top5_acc: 0.6188, loss_cls: 2.8028, loss: 2.8028 2020-07-04 19:17:00,417 - mmaction - INFO - Epoch [91][400/470] lr: 1.000e-03, eta: 3:50:30, time: 1.563, data_time: 0.899, memory: 8471, top1_acc: 0.3953, top5_acc: 0.6344, loss_cls: 2.6727, loss: 2.6727 2020-07-04 19:17:31,149 - mmaction - INFO - Epoch [91][420/470] lr: 1.000e-03, eta: 3:49:59, time: 1.537, data_time: 0.621, memory: 8471, top1_acc: 0.4172, top5_acc: 0.6375, loss_cls: 2.7473, loss: 2.7473 2020-07-04 19:18:02,419 - mmaction - INFO - Epoch [91][440/470] lr: 1.000e-03, eta: 3:49:28, time: 1.563, data_time: 0.363, memory: 8471, top1_acc: 0.3953, top5_acc: 0.6344, loss_cls: 2.6463, loss: 2.6463 2020-07-04 19:18:33,715 - mmaction - INFO - Epoch [91][460/470] lr: 1.000e-03, eta: 3:48:58, time: 1.567, data_time: 0.074, memory: 8471, top1_acc: 0.4328, top5_acc: 0.6609, loss_cls: 2.5759, loss: 2.5759 2020-07-04 19:20:25,709 - mmaction - INFO - Epoch [92][20/470] lr: 1.000e-03, eta: 3:48:22, time: 4.759, data_time: 3.925, memory: 8471, top1_acc: 0.3781, top5_acc: 0.6375, loss_cls: 2.6922, loss: 2.6922 2020-07-04 19:20:56,117 - mmaction - INFO - Epoch [92][40/470] lr: 1.000e-03, eta: 3:47:51, time: 1.524, data_time: 0.447, memory: 8471, top1_acc: 0.4359, top5_acc: 0.6781, loss_cls: 2.5422, loss: 2.5422 2020-07-04 19:21:27,545 - mmaction - INFO - Epoch [92][60/470] lr: 1.000e-03, eta: 3:47:21, time: 1.567, data_time: 0.204, memory: 8471, top1_acc: 0.4078, top5_acc: 0.6453, loss_cls: 2.7051, loss: 2.7051 2020-07-04 19:21:58,435 - mmaction - INFO - Epoch [92][80/470] lr: 1.000e-03, eta: 3:46:50, time: 1.549, data_time: 0.012, memory: 8471, top1_acc: 0.4016, top5_acc: 0.6203, loss_cls: 2.6935, loss: 2.6935 2020-07-04 19:22:30,446 - mmaction - INFO - Epoch [92][100/470] lr: 1.000e-03, eta: 3:46:19, time: 1.595, data_time: 0.003, memory: 8471, top1_acc: 0.4328, top5_acc: 0.6359, loss_cls: 2.7005, loss: 2.7005 2020-07-04 19:23:00,989 - mmaction - INFO - Epoch [92][120/470] lr: 1.000e-03, eta: 3:45:49, time: 1.531, data_time: 0.008, memory: 8471, top1_acc: 0.4062, top5_acc: 0.6250, loss_cls: 2.7612, loss: 2.7612 2020-07-04 19:23:31,950 - mmaction - INFO - Epoch [92][140/470] lr: 1.000e-03, eta: 3:45:18, time: 1.551, data_time: 0.004, memory: 8471, top1_acc: 0.4172, top5_acc: 0.6516, loss_cls: 2.6636, loss: 2.6636 2020-07-04 19:24:03,008 - mmaction - INFO - Epoch [92][160/470] lr: 1.000e-03, eta: 3:44:47, time: 1.550, data_time: 0.001, memory: 8471, top1_acc: 0.4062, top5_acc: 0.6312, loss_cls: 2.6835, loss: 2.6835 2020-07-04 19:24:33,392 - mmaction - INFO - Epoch [92][180/470] lr: 1.000e-03, eta: 3:44:16, time: 1.521, data_time: 0.005, memory: 8471, top1_acc: 0.4266, top5_acc: 0.6547, loss_cls: 2.6134, loss: 2.6134 2020-07-04 19:25:04,924 - mmaction - INFO - Epoch [92][200/470] lr: 1.000e-03, eta: 3:43:46, time: 1.575, data_time: 0.002, memory: 8471, top1_acc: 0.4313, top5_acc: 0.6562, loss_cls: 2.5596, loss: 2.5596 2020-07-04 19:25:35,110 - mmaction - INFO - Epoch [92][220/470] lr: 1.000e-03, eta: 3:43:15, time: 1.510, data_time: 0.003, memory: 8471, top1_acc: 0.4297, top5_acc: 0.6500, loss_cls: 2.6093, loss: 2.6093 2020-07-04 19:26:06,696 - mmaction - INFO - Epoch [92][240/470] lr: 1.000e-03, eta: 3:42:44, time: 1.582, data_time: 0.005, memory: 8471, top1_acc: 0.4141, top5_acc: 0.6469, loss_cls: 2.6885, loss: 2.6885 2020-07-04 19:26:38,086 - mmaction - INFO - Epoch [92][260/470] lr: 1.000e-03, eta: 3:42:14, time: 1.565, data_time: 0.057, memory: 8471, top1_acc: 0.4125, top5_acc: 0.6641, loss_cls: 2.5724, loss: 2.5724 2020-07-04 19:27:08,960 - mmaction - INFO - Epoch [92][280/470] lr: 1.000e-03, eta: 3:41:43, time: 1.543, data_time: 0.007, memory: 8471, top1_acc: 0.4734, top5_acc: 0.6750, loss_cls: 2.4370, loss: 2.4370 2020-07-04 19:27:39,862 - mmaction - INFO - Epoch [92][300/470] lr: 1.000e-03, eta: 3:41:12, time: 1.547, data_time: 0.007, memory: 8471, top1_acc: 0.4203, top5_acc: 0.6594, loss_cls: 2.5793, loss: 2.5793 2020-07-04 19:28:11,421 - mmaction - INFO - Epoch [92][320/470] lr: 1.000e-03, eta: 3:40:42, time: 1.577, data_time: 0.005, memory: 8471, top1_acc: 0.4125, top5_acc: 0.6281, loss_cls: 2.7406, loss: 2.7406 2020-07-04 19:28:42,102 - mmaction - INFO - Epoch [92][340/470] lr: 1.000e-03, eta: 3:40:11, time: 1.536, data_time: 0.005, memory: 8471, top1_acc: 0.4219, top5_acc: 0.6594, loss_cls: 2.6126, loss: 2.6126 2020-07-04 19:29:12,856 - mmaction - INFO - Epoch [92][360/470] lr: 1.000e-03, eta: 3:39:40, time: 1.539, data_time: 0.003, memory: 8471, top1_acc: 0.3812, top5_acc: 0.6312, loss_cls: 2.7488, loss: 2.7488 2020-07-04 19:29:43,257 - mmaction - INFO - Epoch [92][380/470] lr: 1.000e-03, eta: 3:39:09, time: 1.519, data_time: 0.003, memory: 8471, top1_acc: 0.4219, top5_acc: 0.6500, loss_cls: 2.5894, loss: 2.5894 2020-07-04 19:30:15,104 - mmaction - INFO - Epoch [92][400/470] lr: 1.000e-03, eta: 3:38:39, time: 1.593, data_time: 0.003, memory: 8471, top1_acc: 0.4141, top5_acc: 0.6422, loss_cls: 2.6998, loss: 2.6998 2020-07-04 19:30:45,799 - mmaction - INFO - Epoch [92][420/470] lr: 1.000e-03, eta: 3:38:08, time: 1.534, data_time: 0.002, memory: 8471, top1_acc: 0.4125, top5_acc: 0.6297, loss_cls: 2.6743, loss: 2.6743 2020-07-04 19:31:16,005 - mmaction - INFO - Epoch [92][440/470] lr: 1.000e-03, eta: 3:37:37, time: 1.509, data_time: 0.004, memory: 8471, top1_acc: 0.4313, top5_acc: 0.6672, loss_cls: 2.5230, loss: 2.5230 2020-07-04 19:31:46,736 - mmaction - INFO - Epoch [92][460/470] lr: 1.000e-03, eta: 3:37:06, time: 1.534, data_time: 0.006, memory: 8471, top1_acc: 0.4500, top5_acc: 0.6672, loss_cls: 2.5649, loss: 2.5649 2020-07-04 19:33:21,024 - mmaction - INFO - Epoch [93][20/470] lr: 1.000e-03, eta: 3:36:26, time: 3.941, data_time: 2.727, memory: 8471, top1_acc: 0.4141, top5_acc: 0.6594, loss_cls: 2.5714, loss: 2.5714 2020-07-04 19:33:52,587 - mmaction - INFO - Epoch [93][40/470] lr: 1.000e-03, eta: 3:35:56, time: 1.576, data_time: 0.144, memory: 8471, top1_acc: 0.4188, top5_acc: 0.6516, loss_cls: 2.5917, loss: 2.5917 2020-07-04 19:34:23,047 - mmaction - INFO - Epoch [93][60/470] lr: 1.000e-03, eta: 3:35:25, time: 1.523, data_time: 0.005, memory: 8471, top1_acc: 0.3922, top5_acc: 0.6297, loss_cls: 2.7130, loss: 2.7130 2020-07-04 19:34:54,053 - mmaction - INFO - Epoch [93][80/470] lr: 1.000e-03, eta: 3:34:54, time: 1.551, data_time: 0.003, memory: 8471, top1_acc: 0.4062, top5_acc: 0.6328, loss_cls: 2.6769, loss: 2.6769 2020-07-04 19:35:26,350 - mmaction - INFO - Epoch [93][100/470] lr: 1.000e-03, eta: 3:34:24, time: 1.617, data_time: 0.004, memory: 8471, top1_acc: 0.3875, top5_acc: 0.6203, loss_cls: 2.7128, loss: 2.7128 2020-07-04 19:35:58,045 - mmaction - INFO - Epoch [93][120/470] lr: 1.000e-03, eta: 3:33:53, time: 1.583, data_time: 0.001, memory: 8471, top1_acc: 0.4406, top5_acc: 0.6562, loss_cls: 2.5629, loss: 2.5629 2020-07-04 19:36:27,612 - mmaction - INFO - Epoch [93][140/470] lr: 1.000e-03, eta: 3:33:22, time: 1.479, data_time: 0.005, memory: 8471, top1_acc: 0.4234, top5_acc: 0.6453, loss_cls: 2.6205, loss: 2.6205 2020-07-04 19:36:59,296 - mmaction - INFO - Epoch [93][160/470] lr: 1.000e-03, eta: 3:32:52, time: 1.585, data_time: 0.004, memory: 8471, top1_acc: 0.4313, top5_acc: 0.6672, loss_cls: 2.5384, loss: 2.5384 2020-07-04 19:37:29,673 - mmaction - INFO - Epoch [93][180/470] lr: 1.000e-03, eta: 3:32:21, time: 1.516, data_time: 0.002, memory: 8471, top1_acc: 0.4516, top5_acc: 0.6797, loss_cls: 2.4768, loss: 2.4768 2020-07-04 19:38:01,258 - mmaction - INFO - Epoch [93][200/470] lr: 1.000e-03, eta: 3:31:50, time: 1.580, data_time: 0.004, memory: 8471, top1_acc: 0.3922, top5_acc: 0.6406, loss_cls: 2.6342, loss: 2.6342 2020-07-04 19:38:32,364 - mmaction - INFO - Epoch [93][220/470] lr: 1.000e-03, eta: 3:31:19, time: 1.558, data_time: 0.006, memory: 8471, top1_acc: 0.4016, top5_acc: 0.6516, loss_cls: 2.6124, loss: 2.6124 2020-07-04 19:39:02,304 - mmaction - INFO - Epoch [93][240/470] lr: 1.000e-03, eta: 3:30:48, time: 1.492, data_time: 0.001, memory: 8471, top1_acc: 0.3969, top5_acc: 0.6344, loss_cls: 2.7414, loss: 2.7414 2020-07-04 19:39:33,935 - mmaction - INFO - Epoch [93][260/470] lr: 1.000e-03, eta: 3:30:18, time: 1.582, data_time: 0.007, memory: 8471, top1_acc: 0.3922, top5_acc: 0.6391, loss_cls: 2.6400, loss: 2.6400 2020-07-04 19:40:04,501 - mmaction - INFO - Epoch [93][280/470] lr: 1.000e-03, eta: 3:29:47, time: 1.528, data_time: 0.007, memory: 8471, top1_acc: 0.4375, top5_acc: 0.6656, loss_cls: 2.5998, loss: 2.5998 2020-07-04 19:40:34,932 - mmaction - INFO - Epoch [93][300/470] lr: 1.000e-03, eta: 3:29:16, time: 1.525, data_time: 0.004, memory: 8471, top1_acc: 0.4469, top5_acc: 0.6469, loss_cls: 2.6068, loss: 2.6068 2020-07-04 19:41:04,964 - mmaction - INFO - Epoch [93][320/470] lr: 1.000e-03, eta: 3:28:45, time: 1.502, data_time: 0.001, memory: 8471, top1_acc: 0.4250, top5_acc: 0.6594, loss_cls: 2.5513, loss: 2.5513 2020-07-04 19:41:35,347 - mmaction - INFO - Epoch [93][340/470] lr: 1.000e-03, eta: 3:28:14, time: 1.516, data_time: 0.008, memory: 8471, top1_acc: 0.4125, top5_acc: 0.6203, loss_cls: 2.7381, loss: 2.7381 2020-07-04 19:42:05,926 - mmaction - INFO - Epoch [93][360/470] lr: 1.000e-03, eta: 3:27:44, time: 1.532, data_time: 0.004, memory: 8471, top1_acc: 0.4094, top5_acc: 0.6547, loss_cls: 2.6378, loss: 2.6378 2020-07-04 19:42:36,399 - mmaction - INFO - Epoch [93][380/470] lr: 1.000e-03, eta: 3:27:13, time: 1.522, data_time: 0.002, memory: 8471, top1_acc: 0.3969, top5_acc: 0.6516, loss_cls: 2.6740, loss: 2.6740 2020-07-04 19:43:06,200 - mmaction - INFO - Epoch [93][400/470] lr: 1.000e-03, eta: 3:26:42, time: 1.491, data_time: 0.002, memory: 8471, top1_acc: 0.4234, top5_acc: 0.6484, loss_cls: 2.5969, loss: 2.5969 2020-07-04 19:43:36,532 - mmaction - INFO - Epoch [93][420/470] lr: 1.000e-03, eta: 3:26:11, time: 1.518, data_time: 0.003, memory: 8471, top1_acc: 0.4203, top5_acc: 0.6484, loss_cls: 2.6186, loss: 2.6186 2020-07-04 19:44:06,967 - mmaction - INFO - Epoch [93][440/470] lr: 1.000e-03, eta: 3:25:40, time: 1.518, data_time: 0.001, memory: 8471, top1_acc: 0.3937, top5_acc: 0.6656, loss_cls: 2.5401, loss: 2.5401 2020-07-04 19:44:38,574 - mmaction - INFO - Epoch [93][460/470] lr: 1.000e-03, eta: 3:25:09, time: 1.581, data_time: 0.004, memory: 8471, top1_acc: 0.4000, top5_acc: 0.6641, loss_cls: 2.6270, loss: 2.6270 2020-07-04 19:46:29,750 - mmaction - INFO - Epoch [94][20/470] lr: 1.000e-03, eta: 3:24:32, time: 4.691, data_time: 3.147, memory: 8471, top1_acc: 0.4172, top5_acc: 0.6562, loss_cls: 2.5799, loss: 2.5799 2020-07-04 19:46:59,697 - mmaction - INFO - Epoch [94][40/470] lr: 1.000e-03, eta: 3:24:01, time: 1.494, data_time: 0.003, memory: 8471, top1_acc: 0.4281, top5_acc: 0.6703, loss_cls: 2.4921, loss: 2.4921 2020-07-04 19:47:29,816 - mmaction - INFO - Epoch [94][60/470] lr: 1.000e-03, eta: 3:23:30, time: 1.506, data_time: 0.012, memory: 8471, top1_acc: 0.4156, top5_acc: 0.6687, loss_cls: 2.5590, loss: 2.5590 2020-07-04 19:48:00,121 - mmaction - INFO - Epoch [94][80/470] lr: 1.000e-03, eta: 3:22:59, time: 1.515, data_time: 0.016, memory: 8471, top1_acc: 0.4437, top5_acc: 0.6719, loss_cls: 2.4784, loss: 2.4784 2020-07-04 19:48:30,713 - mmaction - INFO - Epoch [94][100/470] lr: 1.000e-03, eta: 3:22:28, time: 1.534, data_time: 0.005, memory: 8471, top1_acc: 0.3906, top5_acc: 0.6156, loss_cls: 2.7684, loss: 2.7684 2020-07-04 19:49:00,483 - mmaction - INFO - Epoch [94][120/470] lr: 1.000e-03, eta: 3:21:57, time: 1.488, data_time: 0.001, memory: 8471, top1_acc: 0.4109, top5_acc: 0.6672, loss_cls: 2.6217, loss: 2.6217 2020-07-04 19:49:30,941 - mmaction - INFO - Epoch [94][140/470] lr: 1.000e-03, eta: 3:21:27, time: 1.517, data_time: 0.014, memory: 8471, top1_acc: 0.4437, top5_acc: 0.6922, loss_cls: 2.4325, loss: 2.4325 2020-07-04 19:50:00,500 - mmaction - INFO - Epoch [94][160/470] lr: 1.000e-03, eta: 3:20:56, time: 1.480, data_time: 0.386, memory: 8471, top1_acc: 0.3969, top5_acc: 0.6484, loss_cls: 2.7431, loss: 2.7431 2020-07-04 19:50:29,904 - mmaction - INFO - Epoch [94][180/470] lr: 1.000e-03, eta: 3:20:24, time: 1.470, data_time: 0.525, memory: 8471, top1_acc: 0.4688, top5_acc: 0.6906, loss_cls: 2.3914, loss: 2.3914 2020-07-04 19:51:00,371 - mmaction - INFO - Epoch [94][200/470] lr: 1.000e-03, eta: 3:19:54, time: 1.524, data_time: 0.287, memory: 8471, top1_acc: 0.4062, top5_acc: 0.6687, loss_cls: 2.5465, loss: 2.5465 2020-07-04 19:51:30,581 - mmaction - INFO - Epoch [94][220/470] lr: 1.000e-03, eta: 3:19:23, time: 1.510, data_time: 0.263, memory: 8471, top1_acc: 0.4219, top5_acc: 0.6609, loss_cls: 2.6590, loss: 2.6590 2020-07-04 19:52:00,494 - mmaction - INFO - Epoch [94][240/470] lr: 1.000e-03, eta: 3:18:52, time: 1.497, data_time: 0.646, memory: 8471, top1_acc: 0.4172, top5_acc: 0.6391, loss_cls: 2.6568, loss: 2.6568 2020-07-04 19:52:29,874 - mmaction - INFO - Epoch [94][260/470] lr: 1.000e-03, eta: 3:18:21, time: 1.470, data_time: 0.288, memory: 8471, top1_acc: 0.4078, top5_acc: 0.6672, loss_cls: 2.6026, loss: 2.6026 2020-07-04 19:53:01,268 - mmaction - INFO - Epoch [94][280/470] lr: 1.000e-03, eta: 3:17:50, time: 1.563, data_time: 0.372, memory: 8471, top1_acc: 0.3844, top5_acc: 0.6078, loss_cls: 2.7770, loss: 2.7770 2020-07-04 19:53:31,487 - mmaction - INFO - Epoch [94][300/470] lr: 1.000e-03, eta: 3:17:19, time: 1.517, data_time: 0.449, memory: 8471, top1_acc: 0.4000, top5_acc: 0.6141, loss_cls: 2.6807, loss: 2.6807 2020-07-04 19:54:01,433 - mmaction - INFO - Epoch [94][320/470] lr: 1.000e-03, eta: 3:16:48, time: 1.495, data_time: 0.251, memory: 8471, top1_acc: 0.4141, top5_acc: 0.6453, loss_cls: 2.6354, loss: 2.6354 2020-07-04 19:54:31,937 - mmaction - INFO - Epoch [94][340/470] lr: 1.000e-03, eta: 3:16:17, time: 1.524, data_time: 0.294, memory: 8471, top1_acc: 0.3984, top5_acc: 0.6516, loss_cls: 2.6823, loss: 2.6823 2020-07-04 19:55:02,349 - mmaction - INFO - Epoch [94][360/470] lr: 1.000e-03, eta: 3:15:47, time: 1.519, data_time: 0.451, memory: 8471, top1_acc: 0.4125, top5_acc: 0.6672, loss_cls: 2.5871, loss: 2.5871 2020-07-04 19:55:32,772 - mmaction - INFO - Epoch [94][380/470] lr: 1.000e-03, eta: 3:15:16, time: 1.522, data_time: 0.602, memory: 8471, top1_acc: 0.4313, top5_acc: 0.6703, loss_cls: 2.5544, loss: 2.5544 2020-07-04 19:56:03,305 - mmaction - INFO - Epoch [94][400/470] lr: 1.000e-03, eta: 3:14:45, time: 1.523, data_time: 0.485, memory: 8471, top1_acc: 0.4641, top5_acc: 0.6859, loss_cls: 2.4870, loss: 2.4870 2020-07-04 19:56:33,942 - mmaction - INFO - Epoch [94][420/470] lr: 1.000e-03, eta: 3:14:14, time: 1.533, data_time: 0.714, memory: 8471, top1_acc: 0.4000, top5_acc: 0.6547, loss_cls: 2.6971, loss: 2.6971 2020-07-04 19:57:04,739 - mmaction - INFO - Epoch [94][440/470] lr: 1.000e-03, eta: 3:13:43, time: 1.542, data_time: 0.547, memory: 8471, top1_acc: 0.4313, top5_acc: 0.6531, loss_cls: 2.5924, loss: 2.5924 2020-07-04 19:57:34,280 - mmaction - INFO - Epoch [94][460/470] lr: 1.000e-03, eta: 3:13:12, time: 1.474, data_time: 0.720, memory: 8471, top1_acc: 0.4016, top5_acc: 0.6531, loss_cls: 2.6552, loss: 2.6552 2020-07-04 19:59:19,168 - mmaction - INFO - Epoch [95][20/470] lr: 1.000e-03, eta: 3:12:34, time: 4.532, data_time: 2.679, memory: 8471, top1_acc: 0.4078, top5_acc: 0.6500, loss_cls: 2.6704, loss: 2.6704 2020-07-04 19:59:50,308 - mmaction - INFO - Epoch [95][40/470] lr: 1.000e-03, eta: 3:12:03, time: 1.557, data_time: 0.002, memory: 8471, top1_acc: 0.3953, top5_acc: 0.6344, loss_cls: 2.7112, loss: 2.7112 2020-07-04 20:00:26,008 - mmaction - INFO - Epoch [95][60/470] lr: 1.000e-03, eta: 3:11:33, time: 1.778, data_time: 0.214, memory: 8471, top1_acc: 0.4328, top5_acc: 0.6781, loss_cls: 2.5110, loss: 2.5110 2020-07-04 20:00:55,843 - mmaction - INFO - Epoch [95][80/470] lr: 1.000e-03, eta: 3:11:02, time: 1.499, data_time: 0.716, memory: 8471, top1_acc: 0.3859, top5_acc: 0.6422, loss_cls: 2.6648, loss: 2.6648 2020-07-04 20:01:26,178 - mmaction - INFO - Epoch [95][100/470] lr: 1.000e-03, eta: 3:10:31, time: 1.517, data_time: 0.451, memory: 8471, top1_acc: 0.3625, top5_acc: 0.6125, loss_cls: 2.8796, loss: 2.8796 2020-07-04 20:01:59,821 - mmaction - INFO - Epoch [95][120/470] lr: 1.000e-03, eta: 3:10:01, time: 1.664, data_time: 0.475, memory: 8471, top1_acc: 0.4125, top5_acc: 0.6375, loss_cls: 2.6656, loss: 2.6656 2020-07-04 20:02:27,418 - mmaction - INFO - Epoch [95][140/470] lr: 1.000e-03, eta: 3:09:29, time: 1.397, data_time: 0.346, memory: 8471, top1_acc: 0.4313, top5_acc: 0.6500, loss_cls: 2.6046, loss: 2.6046 2020-07-04 20:02:58,893 - mmaction - INFO - Epoch [95][160/470] lr: 1.000e-03, eta: 3:08:59, time: 1.570, data_time: 0.065, memory: 8471, top1_acc: 0.4391, top5_acc: 0.6797, loss_cls: 2.5405, loss: 2.5405 2020-07-04 20:03:30,255 - mmaction - INFO - Epoch [95][180/470] lr: 1.000e-03, eta: 3:08:28, time: 1.570, data_time: 0.005, memory: 8471, top1_acc: 0.4141, top5_acc: 0.6562, loss_cls: 2.6290, loss: 2.6290 2020-07-04 20:04:00,524 - mmaction - INFO - Epoch [95][200/470] lr: 1.000e-03, eta: 3:07:57, time: 1.514, data_time: 0.004, memory: 8471, top1_acc: 0.3781, top5_acc: 0.6609, loss_cls: 2.6467, loss: 2.6467 2020-07-04 20:04:32,263 - mmaction - INFO - Epoch [95][220/470] lr: 1.000e-03, eta: 3:07:26, time: 1.584, data_time: 0.004, memory: 8471, top1_acc: 0.4297, top5_acc: 0.6672, loss_cls: 2.5821, loss: 2.5821 2020-07-04 20:05:02,843 - mmaction - INFO - Epoch [95][240/470] lr: 1.000e-03, eta: 3:06:55, time: 1.529, data_time: 0.007, memory: 8471, top1_acc: 0.4281, top5_acc: 0.6516, loss_cls: 2.5912, loss: 2.5912 2020-07-04 20:05:33,386 - mmaction - INFO - Epoch [95][260/470] lr: 1.000e-03, eta: 3:06:25, time: 1.530, data_time: 0.031, memory: 8471, top1_acc: 0.4297, top5_acc: 0.6531, loss_cls: 2.6453, loss: 2.6453 2020-07-04 20:06:03,717 - mmaction - INFO - Epoch [95][280/470] lr: 1.000e-03, eta: 3:05:54, time: 1.518, data_time: 0.005, memory: 8471, top1_acc: 0.4266, top5_acc: 0.6609, loss_cls: 2.5497, loss: 2.5497 2020-07-04 20:06:34,426 - mmaction - INFO - Epoch [95][300/470] lr: 1.000e-03, eta: 3:05:23, time: 1.534, data_time: 0.001, memory: 8471, top1_acc: 0.4250, top5_acc: 0.6531, loss_cls: 2.6369, loss: 2.6369 2020-07-04 20:07:04,696 - mmaction - INFO - Epoch [95][320/470] lr: 1.000e-03, eta: 3:04:52, time: 1.511, data_time: 0.005, memory: 8471, top1_acc: 0.4422, top5_acc: 0.6703, loss_cls: 2.5427, loss: 2.5427 2020-07-04 20:07:35,523 - mmaction - INFO - Epoch [95][340/470] lr: 1.000e-03, eta: 3:04:21, time: 1.542, data_time: 0.005, memory: 8471, top1_acc: 0.4672, top5_acc: 0.6969, loss_cls: 2.4297, loss: 2.4297 2020-07-04 20:08:05,690 - mmaction - INFO - Epoch [95][360/470] lr: 1.000e-03, eta: 3:03:50, time: 1.511, data_time: 0.004, memory: 8471, top1_acc: 0.4297, top5_acc: 0.6672, loss_cls: 2.5427, loss: 2.5427 2020-07-04 20:08:35,844 - mmaction - INFO - Epoch [95][380/470] lr: 1.000e-03, eta: 3:03:19, time: 1.508, data_time: 0.003, memory: 8471, top1_acc: 0.3812, top5_acc: 0.6125, loss_cls: 2.8433, loss: 2.8433 2020-07-04 20:09:06,679 - mmaction - INFO - Epoch [95][400/470] lr: 1.000e-03, eta: 3:02:49, time: 1.542, data_time: 0.001, memory: 8471, top1_acc: 0.4016, top5_acc: 0.6500, loss_cls: 2.6464, loss: 2.6464 2020-07-04 20:09:39,319 - mmaction - INFO - Epoch [95][420/470] lr: 1.000e-03, eta: 3:02:18, time: 1.626, data_time: 0.002, memory: 8471, top1_acc: 0.3969, top5_acc: 0.6375, loss_cls: 2.6409, loss: 2.6409 2020-07-04 20:10:10,004 - mmaction - INFO - Epoch [95][440/470] lr: 1.000e-03, eta: 3:01:47, time: 1.536, data_time: 0.006, memory: 8471, top1_acc: 0.4359, top5_acc: 0.6703, loss_cls: 2.4697, loss: 2.4697 2020-07-04 20:10:41,477 - mmaction - INFO - Epoch [95][460/470] lr: 1.000e-03, eta: 3:01:16, time: 1.571, data_time: 0.005, memory: 8471, top1_acc: 0.4437, top5_acc: 0.6984, loss_cls: 2.3762, loss: 2.3762 2020-07-04 20:11:04,534 - mmaction - INFO - Saving checkpoint at 95 epochs 2020-07-04 20:13:18,705 - mmaction - INFO - Evaluating top_k_accuracy... 2020-07-04 20:13:19,660 - mmaction - INFO - top1_acc 0.4795 top5_acc 0.7302 2020-07-04 20:13:19,660 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-07-04 20:13:19,738 - mmaction - INFO - mean_acc 0.4794 2020-07-04 20:13:19,746 - mmaction - INFO - Epoch [95][470/470] lr: 1.000e-03, top1_acc: 0.4795, top5_acc: 0.7302, mean_class_accuracy: 0.4794 2020-07-04 20:14:47,689 - mmaction - INFO - Epoch [96][20/470] lr: 1.000e-03, eta: 3:00:37, time: 4.395, data_time: 3.672, memory: 8471, top1_acc: 0.4078, top5_acc: 0.6453, loss_cls: 2.6561, loss: 2.6561 2020-07-04 20:15:17,080 - mmaction - INFO - Epoch [96][40/470] lr: 1.000e-03, eta: 3:00:06, time: 1.468, data_time: 0.657, memory: 8471, top1_acc: 0.3734, top5_acc: 0.6359, loss_cls: 2.7567, loss: 2.7567 2020-07-04 20:15:47,479 - mmaction - INFO - Epoch [96][60/470] lr: 1.000e-03, eta: 2:59:35, time: 1.520, data_time: 0.689, memory: 8471, top1_acc: 0.4234, top5_acc: 0.6406, loss_cls: 2.6463, loss: 2.6463 2020-07-04 20:16:16,835 - mmaction - INFO - Epoch [96][80/470] lr: 1.000e-03, eta: 2:59:04, time: 1.470, data_time: 0.822, memory: 8471, top1_acc: 0.4266, top5_acc: 0.6594, loss_cls: 2.6055, loss: 2.6055 2020-07-04 20:16:47,025 - mmaction - INFO - Epoch [96][100/470] lr: 1.000e-03, eta: 2:58:33, time: 1.505, data_time: 0.674, memory: 8471, top1_acc: 0.4000, top5_acc: 0.6328, loss_cls: 2.6491, loss: 2.6491 2020-07-04 20:17:16,484 - mmaction - INFO - Epoch [96][120/470] lr: 1.000e-03, eta: 2:58:02, time: 1.474, data_time: 0.412, memory: 8471, top1_acc: 0.4391, top5_acc: 0.6578, loss_cls: 2.5691, loss: 2.5691 2020-07-04 20:17:46,952 - mmaction - INFO - Epoch [96][140/470] lr: 1.000e-03, eta: 2:57:31, time: 1.527, data_time: 0.244, memory: 8471, top1_acc: 0.4281, top5_acc: 0.6922, loss_cls: 2.5580, loss: 2.5580 2020-07-04 20:18:16,055 - mmaction - INFO - Epoch [96][160/470] lr: 1.000e-03, eta: 2:57:00, time: 1.454, data_time: 0.167, memory: 8471, top1_acc: 0.4250, top5_acc: 0.6453, loss_cls: 2.6574, loss: 2.6574 2020-07-04 20:18:46,040 - mmaction - INFO - Epoch [96][180/470] lr: 1.000e-03, eta: 2:56:29, time: 1.498, data_time: 0.210, memory: 8471, top1_acc: 0.4203, top5_acc: 0.6406, loss_cls: 2.6201, loss: 2.6201 2020-07-04 20:19:16,865 - mmaction - INFO - Epoch [96][200/470] lr: 1.000e-03, eta: 2:55:58, time: 1.476, data_time: 0.370, memory: 8471, top1_acc: 0.3906, top5_acc: 0.6641, loss_cls: 2.6218, loss: 2.6218 2020-07-04 20:19:46,875 - mmaction - INFO - Epoch [96][220/470] lr: 1.000e-03, eta: 2:55:27, time: 1.563, data_time: 0.557, memory: 8471, top1_acc: 0.4281, top5_acc: 0.6625, loss_cls: 2.5120, loss: 2.5120 2020-07-04 20:20:16,943 - mmaction - INFO - Epoch [96][240/470] lr: 1.000e-03, eta: 2:54:56, time: 1.505, data_time: 0.099, memory: 8471, top1_acc: 0.4281, top5_acc: 0.6562, loss_cls: 2.6015, loss: 2.6015 2020-07-04 20:20:47,134 - mmaction - INFO - Epoch [96][260/470] lr: 1.000e-03, eta: 2:54:25, time: 1.510, data_time: 0.013, memory: 8471, top1_acc: 0.4328, top5_acc: 0.6844, loss_cls: 2.4768, loss: 2.4768 2020-07-04 20:21:17,390 - mmaction - INFO - Epoch [96][280/470] lr: 1.000e-03, eta: 2:53:54, time: 1.512, data_time: 0.005, memory: 8471, top1_acc: 0.3531, top5_acc: 0.5953, loss_cls: 2.8815, loss: 2.8815 2020-07-04 20:21:47,290 - mmaction - INFO - Epoch [96][300/470] lr: 1.000e-03, eta: 2:53:23, time: 1.497, data_time: 0.005, memory: 8471, top1_acc: 0.4188, top5_acc: 0.6594, loss_cls: 2.6356, loss: 2.6356 2020-07-04 20:22:16,899 - mmaction - INFO - Epoch [96][320/470] lr: 1.000e-03, eta: 2:52:52, time: 1.480, data_time: 0.005, memory: 8471, top1_acc: 0.4344, top5_acc: 0.6531, loss_cls: 2.6349, loss: 2.6349 2020-07-04 20:22:48,429 - mmaction - INFO - Epoch [96][340/470] lr: 1.000e-03, eta: 2:52:22, time: 1.570, data_time: 0.089, memory: 8471, top1_acc: 0.4250, top5_acc: 0.6484, loss_cls: 2.5864, loss: 2.5864 2020-07-04 20:23:17,902 - mmaction - INFO - Epoch [96][360/470] lr: 1.000e-03, eta: 2:51:51, time: 1.479, data_time: 0.009, memory: 8471, top1_acc: 0.4047, top5_acc: 0.6234, loss_cls: 2.7140, loss: 2.7140 2020-07-04 20:23:47,163 - mmaction - INFO - Epoch [96][380/470] lr: 1.000e-03, eta: 2:51:19, time: 1.461, data_time: 0.033, memory: 8471, top1_acc: 0.4375, top5_acc: 0.6687, loss_cls: 2.5487, loss: 2.5487 2020-07-04 20:24:16,946 - mmaction - INFO - Epoch [96][400/470] lr: 1.000e-03, eta: 2:50:49, time: 1.490, data_time: 0.122, memory: 8471, top1_acc: 0.4219, top5_acc: 0.6656, loss_cls: 2.5875, loss: 2.5875 2020-07-04 20:24:46,694 - mmaction - INFO - Epoch [96][420/470] lr: 1.000e-03, eta: 2:50:18, time: 1.488, data_time: 0.391, memory: 8471, top1_acc: 0.4188, top5_acc: 0.6500, loss_cls: 2.6270, loss: 2.6270 2020-07-04 20:25:15,959 - mmaction - INFO - Epoch [96][440/470] lr: 1.000e-03, eta: 2:49:46, time: 1.461, data_time: 0.681, memory: 8471, top1_acc: 0.4141, top5_acc: 0.6687, loss_cls: 2.5714, loss: 2.5714 2020-07-04 20:25:44,940 - mmaction - INFO - Epoch [96][460/470] lr: 1.000e-03, eta: 2:49:15, time: 1.451, data_time: 0.580, memory: 8471, top1_acc: 0.4297, top5_acc: 0.6750, loss_cls: 2.5025, loss: 2.5025 2020-07-04 20:28:02,828 - mmaction - INFO - Epoch [97][20/470] lr: 1.000e-03, eta: 2:48:40, time: 6.157, data_time: 4.617, memory: 8471, top1_acc: 0.4313, top5_acc: 0.6656, loss_cls: 2.5669, loss: 2.5669 2020-07-04 20:28:32,640 - mmaction - INFO - Epoch [97][40/470] lr: 1.000e-03, eta: 2:48:09, time: 1.486, data_time: 0.007, memory: 8471, top1_acc: 0.4219, top5_acc: 0.6594, loss_cls: 2.5854, loss: 2.5854 2020-07-04 20:29:02,457 - mmaction - INFO - Epoch [97][60/470] lr: 1.000e-03, eta: 2:47:38, time: 1.497, data_time: 0.009, memory: 8471, top1_acc: 0.4156, top5_acc: 0.6516, loss_cls: 2.6078, loss: 2.6078 2020-07-04 20:29:32,019 - mmaction - INFO - Epoch [97][80/470] lr: 1.000e-03, eta: 2:47:07, time: 1.478, data_time: 0.002, memory: 8471, top1_acc: 0.4406, top5_acc: 0.6359, loss_cls: 2.6610, loss: 2.6610 2020-07-04 20:30:03,233 - mmaction - INFO - Epoch [97][100/470] lr: 1.000e-03, eta: 2:46:36, time: 1.554, data_time: 0.045, memory: 8471, top1_acc: 0.4469, top5_acc: 0.6578, loss_cls: 2.5086, loss: 2.5086 2020-07-04 20:30:32,832 - mmaction - INFO - Epoch [97][120/470] lr: 1.000e-03, eta: 2:46:05, time: 1.484, data_time: 0.007, memory: 8471, top1_acc: 0.4062, top5_acc: 0.6609, loss_cls: 2.6736, loss: 2.6736 2020-07-04 20:31:02,850 - mmaction - INFO - Epoch [97][140/470] lr: 1.000e-03, eta: 2:45:34, time: 1.499, data_time: 0.004, memory: 8471, top1_acc: 0.4297, top5_acc: 0.6469, loss_cls: 2.5689, loss: 2.5689 2020-07-04 20:31:33,104 - mmaction - INFO - Epoch [97][160/470] lr: 1.000e-03, eta: 2:45:04, time: 1.512, data_time: 0.005, memory: 8471, top1_acc: 0.4531, top5_acc: 0.6625, loss_cls: 2.5469, loss: 2.5469 2020-07-04 20:32:02,828 - mmaction - INFO - Epoch [97][180/470] lr: 1.000e-03, eta: 2:44:33, time: 1.488, data_time: 0.007, memory: 8471, top1_acc: 0.4266, top5_acc: 0.6469, loss_cls: 2.5719, loss: 2.5719 2020-07-04 20:32:31,968 - mmaction - INFO - Epoch [97][200/470] lr: 1.000e-03, eta: 2:44:01, time: 1.453, data_time: 0.004, memory: 8471, top1_acc: 0.4234, top5_acc: 0.6891, loss_cls: 2.5269, loss: 2.5269 2020-07-04 20:33:01,172 - mmaction - INFO - Epoch [97][220/470] lr: 1.000e-03, eta: 2:43:30, time: 1.462, data_time: 0.008, memory: 8471, top1_acc: 0.4109, top5_acc: 0.6594, loss_cls: 2.5867, loss: 2.5867 2020-07-04 20:33:31,459 - mmaction - INFO - Epoch [97][240/470] lr: 1.000e-03, eta: 2:42:59, time: 1.518, data_time: 0.008, memory: 8471, top1_acc: 0.4313, top5_acc: 0.6687, loss_cls: 2.6162, loss: 2.6162 2020-07-04 20:34:01,289 - mmaction - INFO - Epoch [97][260/470] lr: 1.000e-03, eta: 2:42:28, time: 1.490, data_time: 0.002, memory: 8471, top1_acc: 0.4609, top5_acc: 0.6875, loss_cls: 2.4737, loss: 2.4737 2020-07-04 20:34:31,504 - mmaction - INFO - Epoch [97][280/470] lr: 1.000e-03, eta: 2:41:57, time: 1.508, data_time: 0.005, memory: 8471, top1_acc: 0.4203, top5_acc: 0.6516, loss_cls: 2.5873, loss: 2.5873 2020-07-04 20:35:00,805 - mmaction - INFO - Epoch [97][300/470] lr: 1.000e-03, eta: 2:41:26, time: 1.461, data_time: 0.006, memory: 8471, top1_acc: 0.3859, top5_acc: 0.6562, loss_cls: 2.6464, loss: 2.6464 2020-07-04 20:35:30,643 - mmaction - INFO - Epoch [97][320/470] lr: 1.000e-03, eta: 2:40:55, time: 1.501, data_time: 0.011, memory: 8471, top1_acc: 0.4141, top5_acc: 0.6687, loss_cls: 2.5857, loss: 2.5857 2020-07-04 20:36:00,902 - mmaction - INFO - Epoch [97][340/470] lr: 1.000e-03, eta: 2:40:24, time: 1.510, data_time: 0.001, memory: 8471, top1_acc: 0.4172, top5_acc: 0.6469, loss_cls: 2.6823, loss: 2.6823 2020-07-04 20:36:30,722 - mmaction - INFO - Epoch [97][360/470] lr: 1.000e-03, eta: 2:39:54, time: 1.491, data_time: 0.006, memory: 8471, top1_acc: 0.4188, top5_acc: 0.6641, loss_cls: 2.5846, loss: 2.5846 2020-07-04 20:37:00,213 - mmaction - INFO - Epoch [97][380/470] lr: 1.000e-03, eta: 2:39:22, time: 1.473, data_time: 0.004, memory: 8471, top1_acc: 0.4328, top5_acc: 0.6719, loss_cls: 2.4745, loss: 2.4745 2020-07-04 20:37:29,900 - mmaction - INFO - Epoch [97][400/470] lr: 1.000e-03, eta: 2:38:51, time: 1.485, data_time: 0.005, memory: 8471, top1_acc: 0.4031, top5_acc: 0.6172, loss_cls: 2.7513, loss: 2.7513 2020-07-04 20:37:59,280 - mmaction - INFO - Epoch [97][420/470] lr: 1.000e-03, eta: 2:38:20, time: 1.469, data_time: 0.007, memory: 8471, top1_acc: 0.4250, top5_acc: 0.6469, loss_cls: 2.6043, loss: 2.6043 2020-07-04 20:38:28,742 - mmaction - INFO - Epoch [97][440/470] lr: 1.000e-03, eta: 2:37:49, time: 1.474, data_time: 0.005, memory: 8471, top1_acc: 0.4281, top5_acc: 0.6641, loss_cls: 2.5263, loss: 2.5263 2020-07-04 20:38:58,838 - mmaction - INFO - Epoch [97][460/470] lr: 1.000e-03, eta: 2:37:18, time: 1.505, data_time: 0.006, memory: 8471, top1_acc: 0.4422, top5_acc: 0.6594, loss_cls: 2.5360, loss: 2.5360 2020-07-04 20:41:10,193 - mmaction - INFO - Epoch [98][20/470] lr: 1.000e-03, eta: 2:36:41, time: 5.807, data_time: 4.934, memory: 8471, top1_acc: 0.4344, top5_acc: 0.6703, loss_cls: 2.5543, loss: 2.5543 2020-07-04 20:41:39,560 - mmaction - INFO - Epoch [98][40/470] lr: 1.000e-03, eta: 2:36:10, time: 1.466, data_time: 0.346, memory: 8471, top1_acc: 0.4156, top5_acc: 0.6672, loss_cls: 2.6640, loss: 2.6640 2020-07-04 20:42:09,075 - mmaction - INFO - Epoch [98][60/470] lr: 1.000e-03, eta: 2:35:39, time: 1.449, data_time: 0.404, memory: 8471, top1_acc: 0.4266, top5_acc: 0.6422, loss_cls: 2.6366, loss: 2.6366 2020-07-04 20:42:38,325 - mmaction - INFO - Epoch [98][80/470] lr: 1.000e-03, eta: 2:35:08, time: 1.491, data_time: 0.493, memory: 8471, top1_acc: 0.4484, top5_acc: 0.6859, loss_cls: 2.4342, loss: 2.4342 2020-07-04 20:43:06,962 - mmaction - INFO - Epoch [98][100/470] lr: 1.000e-03, eta: 2:34:37, time: 1.431, data_time: 0.400, memory: 8471, top1_acc: 0.4047, top5_acc: 0.6578, loss_cls: 2.6479, loss: 2.6479 2020-07-04 20:43:35,786 - mmaction - INFO - Epoch [98][120/470] lr: 1.000e-03, eta: 2:34:06, time: 1.440, data_time: 0.651, memory: 8471, top1_acc: 0.4375, top5_acc: 0.6672, loss_cls: 2.5117, loss: 2.5117 2020-07-04 20:44:05,372 - mmaction - INFO - Epoch [98][140/470] lr: 1.000e-03, eta: 2:33:35, time: 1.481, data_time: 0.257, memory: 8471, top1_acc: 0.3891, top5_acc: 0.6547, loss_cls: 2.6921, loss: 2.6921 2020-07-04 20:44:34,810 - mmaction - INFO - Epoch [98][160/470] lr: 1.000e-03, eta: 2:33:04, time: 1.474, data_time: 0.048, memory: 8471, top1_acc: 0.4281, top5_acc: 0.6766, loss_cls: 2.5647, loss: 2.5647 2020-07-04 20:45:03,529 - mmaction - INFO - Epoch [98][180/470] lr: 1.000e-03, eta: 2:32:33, time: 1.436, data_time: 0.029, memory: 8471, top1_acc: 0.4234, top5_acc: 0.6687, loss_cls: 2.5268, loss: 2.5268 2020-07-04 20:45:32,759 - mmaction - INFO - Epoch [98][200/470] lr: 1.000e-03, eta: 2:32:02, time: 1.457, data_time: 0.023, memory: 8471, top1_acc: 0.4375, top5_acc: 0.6609, loss_cls: 2.4737, loss: 2.4737 2020-07-04 20:46:01,660 - mmaction - INFO - Epoch [98][220/470] lr: 1.000e-03, eta: 2:31:30, time: 1.447, data_time: 0.253, memory: 8471, top1_acc: 0.4109, top5_acc: 0.6500, loss_cls: 2.6480, loss: 2.6480 2020-07-04 20:46:31,270 - mmaction - INFO - Epoch [98][240/470] lr: 1.000e-03, eta: 2:30:59, time: 1.482, data_time: 0.136, memory: 8471, top1_acc: 0.4562, top5_acc: 0.6687, loss_cls: 2.4598, loss: 2.4598 2020-07-04 20:47:00,578 - mmaction - INFO - Epoch [98][260/470] lr: 1.000e-03, eta: 2:30:28, time: 1.466, data_time: 0.002, memory: 8471, top1_acc: 0.4266, top5_acc: 0.6516, loss_cls: 2.5815, loss: 2.5815 2020-07-04 20:47:28,980 - mmaction - INFO - Epoch [98][280/470] lr: 1.000e-03, eta: 2:29:57, time: 1.418, data_time: 0.002, memory: 8471, top1_acc: 0.4219, top5_acc: 0.6531, loss_cls: 2.6399, loss: 2.6399 2020-07-04 20:47:58,504 - mmaction - INFO - Epoch [98][300/470] lr: 1.000e-03, eta: 2:29:26, time: 1.474, data_time: 0.003, memory: 8471, top1_acc: 0.4156, top5_acc: 0.6547, loss_cls: 2.6480, loss: 2.6480 2020-07-04 20:48:28,072 - mmaction - INFO - Epoch [98][320/470] lr: 1.000e-03, eta: 2:28:55, time: 1.480, data_time: 0.005, memory: 8471, top1_acc: 0.4391, top5_acc: 0.6578, loss_cls: 2.5788, loss: 2.5788 2020-07-04 20:48:57,565 - mmaction - INFO - Epoch [98][340/470] lr: 1.000e-03, eta: 2:28:24, time: 1.475, data_time: 0.011, memory: 8471, top1_acc: 0.4000, top5_acc: 0.6328, loss_cls: 2.6816, loss: 2.6816 2020-07-04 20:49:25,588 - mmaction - INFO - Epoch [98][360/470] lr: 1.000e-03, eta: 2:27:53, time: 1.402, data_time: 0.003, memory: 8471, top1_acc: 0.4313, top5_acc: 0.6672, loss_cls: 2.5864, loss: 2.5864 2020-07-04 20:49:55,172 - mmaction - INFO - Epoch [98][380/470] lr: 1.000e-03, eta: 2:27:22, time: 1.480, data_time: 0.002, memory: 8471, top1_acc: 0.4234, top5_acc: 0.6750, loss_cls: 2.6133, loss: 2.6133 2020-07-04 20:50:24,070 - mmaction - INFO - Epoch [98][400/470] lr: 1.000e-03, eta: 2:26:51, time: 1.442, data_time: 0.001, memory: 8471, top1_acc: 0.4281, top5_acc: 0.6609, loss_cls: 2.5797, loss: 2.5797 2020-07-04 20:50:53,512 - mmaction - INFO - Epoch [98][420/470] lr: 1.000e-03, eta: 2:26:20, time: 1.469, data_time: 0.005, memory: 8471, top1_acc: 0.4578, top5_acc: 0.6922, loss_cls: 2.4400, loss: 2.4400 2020-07-04 20:51:22,859 - mmaction - INFO - Epoch [98][440/470] lr: 1.000e-03, eta: 2:25:49, time: 1.469, data_time: 0.007, memory: 8471, top1_acc: 0.4656, top5_acc: 0.6656, loss_cls: 2.4722, loss: 2.4722 2020-07-04 20:51:52,177 - mmaction - INFO - Epoch [98][460/470] lr: 1.000e-03, eta: 2:25:18, time: 1.469, data_time: 0.007, memory: 8471, top1_acc: 0.4016, top5_acc: 0.6547, loss_cls: 2.6534, loss: 2.6534 2020-07-04 20:54:02,912 - mmaction - INFO - Epoch [99][20/470] lr: 1.000e-03, eta: 2:24:40, time: 5.770, data_time: 4.916, memory: 8471, top1_acc: 0.4109, top5_acc: 0.6562, loss_cls: 2.6823, loss: 2.6823 2020-07-04 20:54:32,990 - mmaction - INFO - Epoch [99][40/470] lr: 1.000e-03, eta: 2:24:09, time: 1.504, data_time: 0.486, memory: 8471, top1_acc: 0.4344, top5_acc: 0.6766, loss_cls: 2.5329, loss: 2.5329 2020-07-04 20:55:03,126 - mmaction - INFO - Epoch [99][60/470] lr: 1.000e-03, eta: 2:23:38, time: 1.507, data_time: 0.074, memory: 8471, top1_acc: 0.4203, top5_acc: 0.6562, loss_cls: 2.5652, loss: 2.5652 2020-07-04 20:55:32,583 - mmaction - INFO - Epoch [99][80/470] lr: 1.000e-03, eta: 2:23:07, time: 1.473, data_time: 0.015, memory: 8471, top1_acc: 0.4047, top5_acc: 0.6391, loss_cls: 2.6535, loss: 2.6535 2020-07-04 20:56:02,544 - mmaction - INFO - Epoch [99][100/470] lr: 1.000e-03, eta: 2:22:36, time: 1.496, data_time: 0.252, memory: 8471, top1_acc: 0.4031, top5_acc: 0.6281, loss_cls: 2.7018, loss: 2.7018 2020-07-04 20:56:31,904 - mmaction - INFO - Epoch [99][120/470] lr: 1.000e-03, eta: 2:22:05, time: 1.474, data_time: 0.390, memory: 8471, top1_acc: 0.3891, top5_acc: 0.6422, loss_cls: 2.7605, loss: 2.7605 2020-07-04 20:57:01,370 - mmaction - INFO - Epoch [99][140/470] lr: 1.000e-03, eta: 2:21:34, time: 1.470, data_time: 0.455, memory: 8471, top1_acc: 0.4219, top5_acc: 0.6469, loss_cls: 2.6302, loss: 2.6302 2020-07-04 20:57:31,591 - mmaction - INFO - Epoch [99][160/470] lr: 1.000e-03, eta: 2:21:03, time: 1.512, data_time: 0.460, memory: 8471, top1_acc: 0.4328, top5_acc: 0.6672, loss_cls: 2.5705, loss: 2.5705 2020-07-04 20:58:00,771 - mmaction - INFO - Epoch [99][180/470] lr: 1.000e-03, eta: 2:20:32, time: 1.457, data_time: 0.081, memory: 8471, top1_acc: 0.3859, top5_acc: 0.6141, loss_cls: 2.7977, loss: 2.7977 2020-07-04 20:58:30,391 - mmaction - INFO - Epoch [99][200/470] lr: 1.000e-03, eta: 2:20:01, time: 1.484, data_time: 0.361, memory: 8471, top1_acc: 0.4344, top5_acc: 0.6484, loss_cls: 2.5049, loss: 2.5049 2020-07-04 20:59:00,390 - mmaction - INFO - Epoch [99][220/470] lr: 1.000e-03, eta: 2:19:30, time: 1.500, data_time: 0.834, memory: 8471, top1_acc: 0.4547, top5_acc: 0.6672, loss_cls: 2.5549, loss: 2.5549 2020-07-04 20:59:29,478 - mmaction - INFO - Epoch [99][240/470] lr: 1.000e-03, eta: 2:18:58, time: 1.455, data_time: 0.748, memory: 8471, top1_acc: 0.4016, top5_acc: 0.6344, loss_cls: 2.6365, loss: 2.6365 2020-07-04 20:59:59,080 - mmaction - INFO - Epoch [99][260/470] lr: 1.000e-03, eta: 2:18:27, time: 1.478, data_time: 0.644, memory: 8471, top1_acc: 0.4031, top5_acc: 0.6484, loss_cls: 2.6502, loss: 2.6502 2020-07-04 21:00:34,869 - mmaction - INFO - Epoch [99][280/470] lr: 1.000e-03, eta: 2:17:57, time: 1.788, data_time: 0.549, memory: 8471, top1_acc: 0.4000, top5_acc: 0.6344, loss_cls: 2.7332, loss: 2.7332 2020-07-04 21:01:04,113 - mmaction - INFO - Epoch [99][300/470] lr: 1.000e-03, eta: 2:17:26, time: 1.464, data_time: 0.470, memory: 8471, top1_acc: 0.4391, top5_acc: 0.6719, loss_cls: 2.4730, loss: 2.4730 2020-07-04 21:01:33,291 - mmaction - INFO - Epoch [99][320/470] lr: 1.000e-03, eta: 2:16:55, time: 1.461, data_time: 0.069, memory: 8471, top1_acc: 0.4078, top5_acc: 0.6453, loss_cls: 2.6737, loss: 2.6737 2020-07-04 21:02:02,235 - mmaction - INFO - Epoch [99][340/470] lr: 1.000e-03, eta: 2:16:24, time: 1.447, data_time: 0.003, memory: 8471, top1_acc: 0.4016, top5_acc: 0.6266, loss_cls: 2.7582, loss: 2.7582 2020-07-04 21:02:30,988 - mmaction - INFO - Epoch [99][360/470] lr: 1.000e-03, eta: 2:15:53, time: 1.439, data_time: 0.002, memory: 8471, top1_acc: 0.4437, top5_acc: 0.6625, loss_cls: 2.5227, loss: 2.5227 2020-07-04 21:03:00,023 - mmaction - INFO - Epoch [99][380/470] lr: 1.000e-03, eta: 2:15:22, time: 1.448, data_time: 0.002, memory: 8471, top1_acc: 0.4094, top5_acc: 0.6406, loss_cls: 2.7300, loss: 2.7300 2020-07-04 21:03:28,773 - mmaction - INFO - Epoch [99][400/470] lr: 1.000e-03, eta: 2:14:50, time: 1.441, data_time: 0.005, memory: 8471, top1_acc: 0.4281, top5_acc: 0.6484, loss_cls: 2.6452, loss: 2.6452 2020-07-04 21:03:58,200 - mmaction - INFO - Epoch [99][420/470] lr: 1.000e-03, eta: 2:14:19, time: 1.472, data_time: 0.001, memory: 8471, top1_acc: 0.4297, top5_acc: 0.6641, loss_cls: 2.5085, loss: 2.5085 2020-07-04 21:04:27,109 - mmaction - INFO - Epoch [99][440/470] lr: 1.000e-03, eta: 2:13:48, time: 1.444, data_time: 0.002, memory: 8471, top1_acc: 0.4281, top5_acc: 0.6766, loss_cls: 2.4841, loss: 2.4841 2020-07-04 21:04:56,342 - mmaction - INFO - Epoch [99][460/470] lr: 1.000e-03, eta: 2:13:17, time: 1.463, data_time: 0.002, memory: 8471, top1_acc: 0.4313, top5_acc: 0.6656, loss_cls: 2.5188, loss: 2.5188 2020-07-04 21:06:51,801 - mmaction - INFO - Epoch [100][20/470] lr: 1.000e-03, eta: 2:12:36, time: 4.764, data_time: 4.045, memory: 8471, top1_acc: 0.4156, top5_acc: 0.6469, loss_cls: 2.6079, loss: 2.6079 2020-07-04 21:07:19,835 - mmaction - INFO - Epoch [100][40/470] lr: 1.000e-03, eta: 2:12:05, time: 1.401, data_time: 0.579, memory: 8471, top1_acc: 0.4141, top5_acc: 0.6719, loss_cls: 2.6295, loss: 2.6295 2020-07-04 21:07:47,595 - mmaction - INFO - Epoch [100][60/470] lr: 1.000e-03, eta: 2:11:34, time: 1.386, data_time: 0.727, memory: 8471, top1_acc: 0.4172, top5_acc: 0.6391, loss_cls: 2.7055, loss: 2.7055 2020-07-04 21:08:16,161 - mmaction - INFO - Epoch [100][80/470] lr: 1.000e-03, eta: 2:11:03, time: 1.431, data_time: 0.539, memory: 8471, top1_acc: 0.4219, top5_acc: 0.6500, loss_cls: 2.5639, loss: 2.5639 2020-07-04 21:08:44,282 - mmaction - INFO - Epoch [100][100/470] lr: 1.000e-03, eta: 2:10:32, time: 1.404, data_time: 0.241, memory: 8471, top1_acc: 0.4531, top5_acc: 0.6953, loss_cls: 2.4474, loss: 2.4474 2020-07-04 21:09:13,450 - mmaction - INFO - Epoch [100][120/470] lr: 1.000e-03, eta: 2:10:00, time: 1.461, data_time: 0.137, memory: 8471, top1_acc: 0.4234, top5_acc: 0.6641, loss_cls: 2.6012, loss: 2.6012 2020-07-04 21:09:42,729 - mmaction - INFO - Epoch [100][140/470] lr: 1.000e-03, eta: 2:09:29, time: 1.464, data_time: 0.013, memory: 8471, top1_acc: 0.3859, top5_acc: 0.6281, loss_cls: 2.6869, loss: 2.6869 2020-07-04 21:10:10,850 - mmaction - INFO - Epoch [100][160/470] lr: 1.000e-03, eta: 2:08:58, time: 1.402, data_time: 0.044, memory: 8471, top1_acc: 0.4156, top5_acc: 0.6578, loss_cls: 2.6164, loss: 2.6164 2020-07-04 21:10:39,797 - mmaction - INFO - Epoch [100][180/470] lr: 1.000e-03, eta: 2:08:27, time: 1.450, data_time: 0.071, memory: 8471, top1_acc: 0.3906, top5_acc: 0.6266, loss_cls: 2.7284, loss: 2.7284 2020-07-04 21:11:08,350 - mmaction - INFO - Epoch [100][200/470] lr: 1.000e-03, eta: 2:07:56, time: 1.426, data_time: 0.004, memory: 8471, top1_acc: 0.4016, top5_acc: 0.6531, loss_cls: 2.6663, loss: 2.6663 2020-07-04 21:11:37,268 - mmaction - INFO - Epoch [100][220/470] lr: 1.000e-03, eta: 2:07:25, time: 1.446, data_time: 0.004, memory: 8471, top1_acc: 0.3984, top5_acc: 0.6359, loss_cls: 2.7336, loss: 2.7336 2020-07-04 21:12:06,492 - mmaction - INFO - Epoch [100][240/470] lr: 1.000e-03, eta: 2:06:54, time: 1.458, data_time: 0.004, memory: 8471, top1_acc: 0.4062, top5_acc: 0.6531, loss_cls: 2.6276, loss: 2.6276 2020-07-04 21:12:35,708 - mmaction - INFO - Epoch [100][260/470] lr: 1.000e-03, eta: 2:06:23, time: 1.466, data_time: 0.009, memory: 8471, top1_acc: 0.3859, top5_acc: 0.6344, loss_cls: 2.7640, loss: 2.7640 2020-07-04 21:13:04,309 - mmaction - INFO - Epoch [100][280/470] lr: 1.000e-03, eta: 2:05:52, time: 1.429, data_time: 0.002, memory: 8471, top1_acc: 0.4141, top5_acc: 0.6484, loss_cls: 2.6431, loss: 2.6431 2020-07-04 21:13:33,602 - mmaction - INFO - Epoch [100][300/470] lr: 1.000e-03, eta: 2:05:21, time: 1.465, data_time: 0.115, memory: 8471, top1_acc: 0.4000, top5_acc: 0.6250, loss_cls: 2.7184, loss: 2.7184 2020-07-04 21:14:02,650 - mmaction - INFO - Epoch [100][320/470] lr: 1.000e-03, eta: 2:04:49, time: 1.453, data_time: 0.008, memory: 8471, top1_acc: 0.4062, top5_acc: 0.6250, loss_cls: 2.6820, loss: 2.6820 2020-07-04 21:14:31,661 - mmaction - INFO - Epoch [100][340/470] lr: 1.000e-03, eta: 2:04:18, time: 1.450, data_time: 0.004, memory: 8471, top1_acc: 0.4141, top5_acc: 0.6750, loss_cls: 2.5152, loss: 2.5152 2020-07-04 21:15:01,074 - mmaction - INFO - Epoch [100][360/470] lr: 1.000e-03, eta: 2:03:47, time: 1.472, data_time: 0.002, memory: 8471, top1_acc: 0.4359, top5_acc: 0.6641, loss_cls: 2.5722, loss: 2.5722 2020-07-04 21:15:29,563 - mmaction - INFO - Epoch [100][380/470] lr: 1.000e-03, eta: 2:03:16, time: 1.420, data_time: 0.006, memory: 8471, top1_acc: 0.4250, top5_acc: 0.6687, loss_cls: 2.5471, loss: 2.5471 2020-07-04 21:15:58,855 - mmaction - INFO - Epoch [100][400/470] lr: 1.000e-03, eta: 2:02:45, time: 1.470, data_time: 0.008, memory: 8471, top1_acc: 0.4328, top5_acc: 0.6672, loss_cls: 2.5899, loss: 2.5899 2020-07-04 21:16:27,517 - mmaction - INFO - Epoch [100][420/470] lr: 1.000e-03, eta: 2:02:14, time: 1.428, data_time: 0.001, memory: 8471, top1_acc: 0.4203, top5_acc: 0.6469, loss_cls: 2.6340, loss: 2.6340 2020-07-04 21:16:55,990 - mmaction - INFO - Epoch [100][440/470] lr: 1.000e-03, eta: 2:01:43, time: 1.425, data_time: 0.005, memory: 8471, top1_acc: 0.4000, top5_acc: 0.6297, loss_cls: 2.7057, loss: 2.7057 2020-07-04 21:17:25,262 - mmaction - INFO - Epoch [100][460/470] lr: 1.000e-03, eta: 2:01:12, time: 1.467, data_time: 0.004, memory: 8471, top1_acc: 0.4547, top5_acc: 0.6687, loss_cls: 2.5677, loss: 2.5677 2020-07-04 21:17:39,023 - mmaction - INFO - Saving checkpoint at 100 epochs 2020-07-04 21:20:00,417 - mmaction - INFO - Evaluating top_k_accuracy... 2020-07-04 21:20:01,349 - mmaction - INFO - top1_acc 0.4818 top5_acc 0.7299 2020-07-04 21:20:01,349 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-07-04 21:20:01,410 - mmaction - INFO - mean_acc 0.4817 2020-07-04 21:20:01,426 - mmaction - INFO - Epoch [100][470/470] lr: 1.000e-03, top1_acc: 0.4818, top5_acc: 0.7299, mean_class_accuracy: 0.4817 2020-07-04 21:21:28,074 - mmaction - INFO - Epoch [101][20/470] lr: 1.000e-04, eta: 2:00:30, time: 4.328, data_time: 3.423, memory: 8471, top1_acc: 0.4141, top5_acc: 0.6250, loss_cls: 2.7169, loss: 2.7169 2020-07-04 21:21:55,965 - mmaction - INFO - Epoch [101][40/470] lr: 1.000e-04, eta: 1:59:58, time: 1.398, data_time: 0.619, memory: 8471, top1_acc: 0.4391, top5_acc: 0.6375, loss_cls: 2.6344, loss: 2.6344 2020-07-04 21:22:24,281 - mmaction - INFO - Epoch [101][60/470] lr: 1.000e-04, eta: 1:59:27, time: 1.405, data_time: 0.494, memory: 8471, top1_acc: 0.3922, top5_acc: 0.6203, loss_cls: 2.7240, loss: 2.7240 2020-07-04 21:22:53,320 - mmaction - INFO - Epoch [101][80/470] lr: 1.000e-04, eta: 1:58:56, time: 1.463, data_time: 0.470, memory: 8471, top1_acc: 0.4031, top5_acc: 0.6516, loss_cls: 2.6805, loss: 2.6805 2020-07-04 21:23:22,601 - mmaction - INFO - Epoch [101][100/470] lr: 1.000e-04, eta: 1:58:25, time: 1.460, data_time: 0.491, memory: 8471, top1_acc: 0.4266, top5_acc: 0.6766, loss_cls: 2.5227, loss: 2.5227 2020-07-04 21:23:51,200 - mmaction - INFO - Epoch [101][120/470] lr: 1.000e-04, eta: 1:57:54, time: 1.427, data_time: 0.472, memory: 8471, top1_acc: 0.4156, top5_acc: 0.6375, loss_cls: 2.7263, loss: 2.7263 2020-07-04 21:24:19,375 - mmaction - INFO - Epoch [101][140/470] lr: 1.000e-04, eta: 1:57:23, time: 1.413, data_time: 0.270, memory: 8471, top1_acc: 0.4453, top5_acc: 0.6750, loss_cls: 2.4649, loss: 2.4649 2020-07-04 21:24:50,095 - mmaction - INFO - Epoch [101][160/470] lr: 1.000e-04, eta: 1:56:52, time: 1.523, data_time: 0.227, memory: 8471, top1_acc: 0.4641, top5_acc: 0.6656, loss_cls: 2.5132, loss: 2.5132 2020-07-04 21:25:17,619 - mmaction - INFO - Epoch [101][180/470] lr: 1.000e-04, eta: 1:56:21, time: 1.388, data_time: 0.459, memory: 8471, top1_acc: 0.4562, top5_acc: 0.6969, loss_cls: 2.4889, loss: 2.4889 2020-07-04 21:25:46,514 - mmaction - INFO - Epoch [101][200/470] lr: 1.000e-04, eta: 1:55:50, time: 1.447, data_time: 0.536, memory: 8471, top1_acc: 0.4188, top5_acc: 0.6453, loss_cls: 2.6292, loss: 2.6292 2020-07-04 21:26:16,475 - mmaction - INFO - Epoch [101][220/470] lr: 1.000e-04, eta: 1:55:19, time: 1.496, data_time: 0.291, memory: 8471, top1_acc: 0.4422, top5_acc: 0.6766, loss_cls: 2.4734, loss: 2.4734 2020-07-04 21:26:45,278 - mmaction - INFO - Epoch [101][240/470] lr: 1.000e-04, eta: 1:54:48, time: 1.441, data_time: 0.360, memory: 8471, top1_acc: 0.4219, top5_acc: 0.6625, loss_cls: 2.6207, loss: 2.6207 2020-07-04 21:27:14,288 - mmaction - INFO - Epoch [101][260/470] lr: 1.000e-04, eta: 1:54:17, time: 1.453, data_time: 0.341, memory: 8471, top1_acc: 0.4156, top5_acc: 0.6625, loss_cls: 2.5859, loss: 2.5859 2020-07-04 21:27:43,126 - mmaction - INFO - Epoch [101][280/470] lr: 1.000e-04, eta: 1:53:45, time: 1.438, data_time: 0.270, memory: 8471, top1_acc: 0.3891, top5_acc: 0.6562, loss_cls: 2.6549, loss: 2.6549 2020-07-04 21:28:11,352 - mmaction - INFO - Epoch [101][300/470] lr: 1.000e-04, eta: 1:53:14, time: 1.416, data_time: 0.380, memory: 8471, top1_acc: 0.4359, top5_acc: 0.6422, loss_cls: 2.6015, loss: 2.6015 2020-07-04 21:28:40,402 - mmaction - INFO - Epoch [101][320/470] lr: 1.000e-04, eta: 1:52:43, time: 1.449, data_time: 0.709, memory: 8471, top1_acc: 0.4109, top5_acc: 0.6594, loss_cls: 2.5709, loss: 2.5709 2020-07-04 21:29:09,485 - mmaction - INFO - Epoch [101][340/470] lr: 1.000e-04, eta: 1:52:12, time: 1.453, data_time: 0.628, memory: 8471, top1_acc: 0.4359, top5_acc: 0.6562, loss_cls: 2.5756, loss: 2.5756 2020-07-04 21:29:38,486 - mmaction - INFO - Epoch [101][360/470] lr: 1.000e-04, eta: 1:51:41, time: 1.451, data_time: 0.370, memory: 8471, top1_acc: 0.4188, top5_acc: 0.6797, loss_cls: 2.6075, loss: 2.6075 2020-07-04 21:30:06,632 - mmaction - INFO - Epoch [101][380/470] lr: 1.000e-04, eta: 1:51:10, time: 1.410, data_time: 0.188, memory: 8471, top1_acc: 0.4375, top5_acc: 0.6641, loss_cls: 2.5580, loss: 2.5580 2020-07-04 21:30:35,604 - mmaction - INFO - Epoch [101][400/470] lr: 1.000e-04, eta: 1:50:39, time: 1.449, data_time: 0.101, memory: 8471, top1_acc: 0.3906, top5_acc: 0.6875, loss_cls: 2.5681, loss: 2.5681 2020-07-04 21:31:05,174 - mmaction - INFO - Epoch [101][420/470] lr: 1.000e-04, eta: 1:50:08, time: 1.420, data_time: 0.009, memory: 8471, top1_acc: 0.3969, top5_acc: 0.6281, loss_cls: 2.7011, loss: 2.7011 2020-07-04 21:31:34,436 - mmaction - INFO - Epoch [101][440/470] lr: 1.000e-04, eta: 1:49:37, time: 1.516, data_time: 0.317, memory: 8471, top1_acc: 0.4344, top5_acc: 0.6406, loss_cls: 2.6207, loss: 2.6207 2020-07-04 21:32:02,689 - mmaction - INFO - Epoch [101][460/470] lr: 1.000e-04, eta: 1:49:06, time: 1.415, data_time: 0.217, memory: 8471, top1_acc: 0.3672, top5_acc: 0.6281, loss_cls: 2.7818, loss: 2.7818 2020-07-04 21:33:51,664 - mmaction - INFO - Epoch [102][20/470] lr: 1.000e-04, eta: 1:48:24, time: 4.672, data_time: 3.743, memory: 8471, top1_acc: 0.4094, top5_acc: 0.6438, loss_cls: 2.6223, loss: 2.6223 2020-07-04 21:34:20,131 - mmaction - INFO - Epoch [102][40/470] lr: 1.000e-04, eta: 1:47:53, time: 1.423, data_time: 0.430, memory: 8471, top1_acc: 0.4156, top5_acc: 0.6625, loss_cls: 2.6737, loss: 2.6737 2020-07-04 21:34:48,928 - mmaction - INFO - Epoch [102][60/470] lr: 1.000e-04, eta: 1:47:21, time: 1.439, data_time: 0.444, memory: 8471, top1_acc: 0.4531, top5_acc: 0.6828, loss_cls: 2.4428, loss: 2.4428 2020-07-04 21:35:17,338 - mmaction - INFO - Epoch [102][80/470] lr: 1.000e-04, eta: 1:46:50, time: 1.418, data_time: 0.404, memory: 8471, top1_acc: 0.4484, top5_acc: 0.6625, loss_cls: 2.5807, loss: 2.5807 2020-07-04 21:35:46,138 - mmaction - INFO - Epoch [102][100/470] lr: 1.000e-04, eta: 1:46:19, time: 1.441, data_time: 0.374, memory: 8471, top1_acc: 0.4141, top5_acc: 0.6359, loss_cls: 2.6318, loss: 2.6318 2020-07-04 21:36:15,211 - mmaction - INFO - Epoch [102][120/470] lr: 1.000e-04, eta: 1:45:48, time: 1.452, data_time: 0.234, memory: 8471, top1_acc: 0.4266, top5_acc: 0.6516, loss_cls: 2.5644, loss: 2.5644 2020-07-04 21:36:43,829 - mmaction - INFO - Epoch [102][140/470] lr: 1.000e-04, eta: 1:45:17, time: 1.433, data_time: 0.357, memory: 8471, top1_acc: 0.4078, top5_acc: 0.6250, loss_cls: 2.7242, loss: 2.7242 2020-07-04 21:37:12,303 - mmaction - INFO - Epoch [102][160/470] lr: 1.000e-04, eta: 1:44:46, time: 1.426, data_time: 0.287, memory: 8471, top1_acc: 0.4078, top5_acc: 0.6312, loss_cls: 2.7387, loss: 2.7387 2020-07-04 21:37:41,430 - mmaction - INFO - Epoch [102][180/470] lr: 1.000e-04, eta: 1:44:15, time: 1.457, data_time: 0.138, memory: 8471, top1_acc: 0.3906, top5_acc: 0.6438, loss_cls: 2.6419, loss: 2.6419 2020-07-04 21:38:10,438 - mmaction - INFO - Epoch [102][200/470] lr: 1.000e-04, eta: 1:43:44, time: 1.446, data_time: 0.043, memory: 8471, top1_acc: 0.4203, top5_acc: 0.6531, loss_cls: 2.5458, loss: 2.5458 2020-07-04 21:38:39,075 - mmaction - INFO - Epoch [102][220/470] lr: 1.000e-04, eta: 1:43:13, time: 1.433, data_time: 0.136, memory: 8471, top1_acc: 0.4078, top5_acc: 0.6469, loss_cls: 2.6501, loss: 2.6501 2020-07-04 21:39:07,468 - mmaction - INFO - Epoch [102][240/470] lr: 1.000e-04, eta: 1:42:42, time: 1.419, data_time: 0.313, memory: 8471, top1_acc: 0.4437, top5_acc: 0.6672, loss_cls: 2.5286, loss: 2.5286 2020-07-04 21:39:35,384 - mmaction - INFO - Epoch [102][260/470] lr: 1.000e-04, eta: 1:42:11, time: 1.399, data_time: 0.664, memory: 8471, top1_acc: 0.4109, top5_acc: 0.6312, loss_cls: 2.6123, loss: 2.6123 2020-07-04 21:40:03,699 - mmaction - INFO - Epoch [102][280/470] lr: 1.000e-04, eta: 1:41:40, time: 1.415, data_time: 0.711, memory: 8471, top1_acc: 0.4609, top5_acc: 0.6703, loss_cls: 2.4512, loss: 2.4512 2020-07-04 21:40:32,641 - mmaction - INFO - Epoch [102][300/470] lr: 1.000e-04, eta: 1:41:08, time: 1.446, data_time: 0.355, memory: 8471, top1_acc: 0.4562, top5_acc: 0.6859, loss_cls: 2.4019, loss: 2.4019 2020-07-04 21:41:01,375 - mmaction - INFO - Epoch [102][320/470] lr: 1.000e-04, eta: 1:40:37, time: 1.435, data_time: 0.655, memory: 8471, top1_acc: 0.3984, top5_acc: 0.6734, loss_cls: 2.5465, loss: 2.5465 2020-07-04 21:41:30,645 - mmaction - INFO - Epoch [102][340/470] lr: 1.000e-04, eta: 1:40:06, time: 1.463, data_time: 0.704, memory: 8471, top1_acc: 0.4437, top5_acc: 0.6797, loss_cls: 2.5123, loss: 2.5123 2020-07-04 21:41:58,736 - mmaction - INFO - Epoch [102][360/470] lr: 1.000e-04, eta: 1:39:35, time: 1.407, data_time: 0.550, memory: 8471, top1_acc: 0.4313, top5_acc: 0.6719, loss_cls: 2.5677, loss: 2.5677 2020-07-04 21:42:27,260 - mmaction - INFO - Epoch [102][380/470] lr: 1.000e-04, eta: 1:39:04, time: 1.427, data_time: 0.654, memory: 8471, top1_acc: 0.3953, top5_acc: 0.6906, loss_cls: 2.5023, loss: 2.5023 2020-07-04 21:42:56,031 - mmaction - INFO - Epoch [102][400/470] lr: 1.000e-04, eta: 1:38:33, time: 1.438, data_time: 0.662, memory: 8471, top1_acc: 0.4344, top5_acc: 0.6453, loss_cls: 2.6450, loss: 2.6450 2020-07-04 21:43:25,162 - mmaction - INFO - Epoch [102][420/470] lr: 1.000e-04, eta: 1:38:02, time: 1.454, data_time: 0.386, memory: 8471, top1_acc: 0.4094, top5_acc: 0.6500, loss_cls: 2.6345, loss: 2.6345 2020-07-04 21:43:53,685 - mmaction - INFO - Epoch [102][440/470] lr: 1.000e-04, eta: 1:37:31, time: 1.427, data_time: 0.636, memory: 8471, top1_acc: 0.4562, top5_acc: 0.6562, loss_cls: 2.5276, loss: 2.5276 2020-07-04 21:44:22,220 - mmaction - INFO - Epoch [102][460/470] lr: 1.000e-04, eta: 1:37:00, time: 1.426, data_time: 0.774, memory: 8471, top1_acc: 0.4313, top5_acc: 0.7109, loss_cls: 2.4236, loss: 2.4236 2020-07-04 21:46:19,687 - mmaction - INFO - Epoch [103][20/470] lr: 1.000e-04, eta: 1:36:18, time: 5.112, data_time: 3.838, memory: 8471, top1_acc: 0.3969, top5_acc: 0.6406, loss_cls: 2.7138, loss: 2.7138 2020-07-04 21:46:48,215 - mmaction - INFO - Epoch [103][40/470] lr: 1.000e-04, eta: 1:35:47, time: 1.424, data_time: 0.002, memory: 8471, top1_acc: 0.4281, top5_acc: 0.6687, loss_cls: 2.5359, loss: 2.5359 2020-07-04 21:47:17,761 - mmaction - INFO - Epoch [103][60/470] lr: 1.000e-04, eta: 1:35:16, time: 1.479, data_time: 0.004, memory: 8471, top1_acc: 0.4047, top5_acc: 0.6500, loss_cls: 2.6115, loss: 2.6115 2020-07-04 21:47:45,842 - mmaction - INFO - Epoch [103][80/470] lr: 1.000e-04, eta: 1:34:45, time: 1.404, data_time: 0.003, memory: 8471, top1_acc: 0.4078, top5_acc: 0.6359, loss_cls: 2.6566, loss: 2.6566 2020-07-04 21:48:14,202 - mmaction - INFO - Epoch [103][100/470] lr: 1.000e-04, eta: 1:34:14, time: 1.418, data_time: 0.001, memory: 8471, top1_acc: 0.4313, top5_acc: 0.6391, loss_cls: 2.6699, loss: 2.6699 2020-07-04 21:48:43,013 - mmaction - INFO - Epoch [103][120/470] lr: 1.000e-04, eta: 1:33:43, time: 1.437, data_time: 0.003, memory: 8471, top1_acc: 0.4250, top5_acc: 0.6469, loss_cls: 2.6150, loss: 2.6150 2020-07-04 21:49:11,621 - mmaction - INFO - Epoch [103][140/470] lr: 1.000e-04, eta: 1:33:12, time: 1.433, data_time: 0.007, memory: 8471, top1_acc: 0.3906, top5_acc: 0.6422, loss_cls: 2.7391, loss: 2.7391 2020-07-04 21:49:41,111 - mmaction - INFO - Epoch [103][160/470] lr: 1.000e-04, eta: 1:32:41, time: 1.471, data_time: 0.026, memory: 8471, top1_acc: 0.4172, top5_acc: 0.6656, loss_cls: 2.5139, loss: 2.5139 2020-07-04 21:50:10,179 - mmaction - INFO - Epoch [103][180/470] lr: 1.000e-04, eta: 1:32:10, time: 1.455, data_time: 0.010, memory: 8471, top1_acc: 0.4281, top5_acc: 0.6562, loss_cls: 2.5987, loss: 2.5987 2020-07-04 21:50:39,199 - mmaction - INFO - Epoch [103][200/470] lr: 1.000e-04, eta: 1:31:39, time: 1.451, data_time: 0.008, memory: 8471, top1_acc: 0.3875, top5_acc: 0.6234, loss_cls: 2.7442, loss: 2.7442 2020-07-04 21:51:08,237 - mmaction - INFO - Epoch [103][220/470] lr: 1.000e-04, eta: 1:31:08, time: 1.451, data_time: 0.004, memory: 8471, top1_acc: 0.3891, top5_acc: 0.6453, loss_cls: 2.6705, loss: 2.6705 2020-07-04 21:51:37,485 - mmaction - INFO - Epoch [103][240/470] lr: 1.000e-04, eta: 1:30:37, time: 1.463, data_time: 0.005, memory: 8471, top1_acc: 0.4406, top5_acc: 0.6969, loss_cls: 2.4797, loss: 2.4797 2020-07-04 21:52:06,431 - mmaction - INFO - Epoch [103][260/470] lr: 1.000e-04, eta: 1:30:05, time: 1.447, data_time: 0.004, memory: 8471, top1_acc: 0.4578, top5_acc: 0.6547, loss_cls: 2.5179, loss: 2.5179 2020-07-04 21:52:35,040 - mmaction - INFO - Epoch [103][280/470] lr: 1.000e-04, eta: 1:29:34, time: 1.431, data_time: 0.005, memory: 8471, top1_acc: 0.4344, top5_acc: 0.6641, loss_cls: 2.5299, loss: 2.5299 2020-07-04 21:53:03,970 - mmaction - INFO - Epoch [103][300/470] lr: 1.000e-04, eta: 1:29:03, time: 1.449, data_time: 0.005, memory: 8471, top1_acc: 0.4219, top5_acc: 0.6172, loss_cls: 2.6109, loss: 2.6109 2020-07-04 21:53:33,334 - mmaction - INFO - Epoch [103][320/470] lr: 1.000e-04, eta: 1:28:32, time: 1.468, data_time: 0.001, memory: 8471, top1_acc: 0.4578, top5_acc: 0.6875, loss_cls: 2.5003, loss: 2.5003 2020-07-04 21:54:01,622 - mmaction - INFO - Epoch [103][340/470] lr: 1.000e-04, eta: 1:28:01, time: 1.413, data_time: 0.001, memory: 8471, top1_acc: 0.4562, top5_acc: 0.6813, loss_cls: 2.4913, loss: 2.4913 2020-07-04 21:54:31,052 - mmaction - INFO - Epoch [103][360/470] lr: 1.000e-04, eta: 1:27:30, time: 1.473, data_time: 0.004, memory: 8471, top1_acc: 0.3984, top5_acc: 0.6547, loss_cls: 2.6432, loss: 2.6432 2020-07-04 21:55:00,508 - mmaction - INFO - Epoch [103][380/470] lr: 1.000e-04, eta: 1:26:59, time: 1.471, data_time: 0.003, memory: 8471, top1_acc: 0.4000, top5_acc: 0.6234, loss_cls: 2.7514, loss: 2.7514 2020-07-04 21:55:29,366 - mmaction - INFO - Epoch [103][400/470] lr: 1.000e-04, eta: 1:26:28, time: 1.444, data_time: 0.003, memory: 8471, top1_acc: 0.4469, top5_acc: 0.6609, loss_cls: 2.5278, loss: 2.5278 2020-07-04 21:55:59,279 - mmaction - INFO - Epoch [103][420/470] lr: 1.000e-04, eta: 1:25:57, time: 1.490, data_time: 0.004, memory: 8471, top1_acc: 0.4062, top5_acc: 0.6453, loss_cls: 2.6600, loss: 2.6600 2020-07-04 21:56:29,237 - mmaction - INFO - Epoch [103][440/470] lr: 1.000e-04, eta: 1:25:26, time: 1.499, data_time: 0.008, memory: 8471, top1_acc: 0.4266, top5_acc: 0.6781, loss_cls: 2.5482, loss: 2.5482 2020-07-04 21:56:58,062 - mmaction - INFO - Epoch [103][460/470] lr: 1.000e-04, eta: 1:24:55, time: 1.443, data_time: 0.008, memory: 8471, top1_acc: 0.4156, top5_acc: 0.6359, loss_cls: 2.7345, loss: 2.7345 2020-07-04 21:58:44,417 - mmaction - INFO - Epoch [104][20/470] lr: 1.000e-04, eta: 1:24:12, time: 4.582, data_time: 2.608, memory: 8471, top1_acc: 0.4344, top5_acc: 0.6969, loss_cls: 2.5566, loss: 2.5566 2020-07-04 21:59:13,298 - mmaction - INFO - Epoch [104][40/470] lr: 1.000e-04, eta: 1:23:41, time: 1.440, data_time: 0.091, memory: 8471, top1_acc: 0.4094, top5_acc: 0.6484, loss_cls: 2.6061, loss: 2.6061 2020-07-04 21:59:41,614 - mmaction - INFO - Epoch [104][60/470] lr: 1.000e-04, eta: 1:23:10, time: 1.415, data_time: 0.135, memory: 8471, top1_acc: 0.4031, top5_acc: 0.6797, loss_cls: 2.5280, loss: 2.5280 2020-07-04 22:00:14,792 - mmaction - INFO - Epoch [104][80/470] lr: 1.000e-04, eta: 1:22:39, time: 1.655, data_time: 0.083, memory: 8471, top1_acc: 0.4437, top5_acc: 0.6969, loss_cls: 2.4577, loss: 2.4577 2020-07-04 22:00:44,112 - mmaction - INFO - Epoch [104][100/470] lr: 1.000e-04, eta: 1:22:08, time: 1.474, data_time: 0.014, memory: 8471, top1_acc: 0.4172, top5_acc: 0.6500, loss_cls: 2.6574, loss: 2.6574 2020-07-04 22:01:13,829 - mmaction - INFO - Epoch [104][120/470] lr: 1.000e-04, eta: 1:21:37, time: 1.406, data_time: 0.002, memory: 8471, top1_acc: 0.4125, top5_acc: 0.6484, loss_cls: 2.6803, loss: 2.6803 2020-07-04 22:01:42,139 - mmaction - INFO - Epoch [104][140/470] lr: 1.000e-04, eta: 1:21:06, time: 1.492, data_time: 0.201, memory: 8471, top1_acc: 0.4359, top5_acc: 0.6828, loss_cls: 2.5427, loss: 2.5427 2020-07-04 22:02:11,028 - mmaction - INFO - Epoch [104][160/470] lr: 1.000e-04, eta: 1:20:35, time: 1.446, data_time: 0.029, memory: 8471, top1_acc: 0.4062, top5_acc: 0.6687, loss_cls: 2.6603, loss: 2.6603 2020-07-04 22:02:40,397 - mmaction - INFO - Epoch [104][180/470] lr: 1.000e-04, eta: 1:20:04, time: 1.465, data_time: 0.014, memory: 8471, top1_acc: 0.4313, top5_acc: 0.6797, loss_cls: 2.5699, loss: 2.5699 2020-07-04 22:03:08,808 - mmaction - INFO - Epoch [104][200/470] lr: 1.000e-04, eta: 1:19:33, time: 1.425, data_time: 0.007, memory: 8471, top1_acc: 0.4266, top5_acc: 0.6641, loss_cls: 2.4892, loss: 2.4892 2020-07-04 22:03:38,659 - mmaction - INFO - Epoch [104][220/470] lr: 1.000e-04, eta: 1:19:02, time: 1.488, data_time: 0.001, memory: 8471, top1_acc: 0.4016, top5_acc: 0.6531, loss_cls: 2.6513, loss: 2.6513 2020-07-04 22:04:07,938 - mmaction - INFO - Epoch [104][240/470] lr: 1.000e-04, eta: 1:18:31, time: 1.459, data_time: 0.006, memory: 8471, top1_acc: 0.4359, top5_acc: 0.6875, loss_cls: 2.5010, loss: 2.5010 2020-07-04 22:04:36,769 - mmaction - INFO - Epoch [104][260/470] lr: 1.000e-04, eta: 1:18:00, time: 1.443, data_time: 0.011, memory: 8471, top1_acc: 0.4562, top5_acc: 0.6984, loss_cls: 2.4058, loss: 2.4058 2020-07-04 22:05:05,199 - mmaction - INFO - Epoch [104][280/470] lr: 1.000e-04, eta: 1:17:29, time: 1.426, data_time: 0.010, memory: 8471, top1_acc: 0.4375, top5_acc: 0.6484, loss_cls: 2.6136, loss: 2.6136 2020-07-04 22:05:34,055 - mmaction - INFO - Epoch [104][300/470] lr: 1.000e-04, eta: 1:16:58, time: 1.446, data_time: 0.006, memory: 8471, top1_acc: 0.4000, top5_acc: 0.6656, loss_cls: 2.5845, loss: 2.5845 2020-07-04 22:06:02,927 - mmaction - INFO - Epoch [104][320/470] lr: 1.000e-04, eta: 1:16:27, time: 1.439, data_time: 0.003, memory: 8471, top1_acc: 0.4156, top5_acc: 0.6500, loss_cls: 2.5352, loss: 2.5352 2020-07-04 22:06:31,747 - mmaction - INFO - Epoch [104][340/470] lr: 1.000e-04, eta: 1:15:56, time: 1.440, data_time: 0.007, memory: 8471, top1_acc: 0.4031, top5_acc: 0.6484, loss_cls: 2.6716, loss: 2.6716 2020-07-04 22:07:00,306 - mmaction - INFO - Epoch [104][360/470] lr: 1.000e-04, eta: 1:15:25, time: 1.432, data_time: 0.009, memory: 8471, top1_acc: 0.4234, top5_acc: 0.6609, loss_cls: 2.5909, loss: 2.5909 2020-07-04 22:07:28,952 - mmaction - INFO - Epoch [104][380/470] lr: 1.000e-04, eta: 1:14:54, time: 1.433, data_time: 0.002, memory: 8471, top1_acc: 0.4297, top5_acc: 0.6922, loss_cls: 2.4530, loss: 2.4530 2020-07-04 22:07:57,561 - mmaction - INFO - Epoch [104][400/470] lr: 1.000e-04, eta: 1:14:23, time: 1.426, data_time: 0.003, memory: 8471, top1_acc: 0.4328, top5_acc: 0.6641, loss_cls: 2.5492, loss: 2.5492 2020-07-04 22:08:26,154 - mmaction - INFO - Epoch [104][420/470] lr: 1.000e-04, eta: 1:13:52, time: 1.429, data_time: 0.007, memory: 8471, top1_acc: 0.4078, top5_acc: 0.6391, loss_cls: 2.6376, loss: 2.6376 2020-07-04 22:08:54,997 - mmaction - INFO - Epoch [104][440/470] lr: 1.000e-04, eta: 1:13:21, time: 1.446, data_time: 0.011, memory: 8471, top1_acc: 0.4125, top5_acc: 0.6375, loss_cls: 2.7128, loss: 2.7128 2020-07-04 22:09:24,556 - mmaction - INFO - Epoch [104][460/470] lr: 1.000e-04, eta: 1:12:50, time: 1.479, data_time: 0.077, memory: 8471, top1_acc: 0.4203, top5_acc: 0.6750, loss_cls: 2.5411, loss: 2.5411 2020-07-04 22:11:27,229 - mmaction - INFO - Epoch [105][20/470] lr: 1.000e-04, eta: 1:12:07, time: 5.068, data_time: 4.009, memory: 8471, top1_acc: 0.4266, top5_acc: 0.6359, loss_cls: 2.6390, loss: 2.6390 2020-07-04 22:11:56,385 - mmaction - INFO - Epoch [105][40/470] lr: 1.000e-04, eta: 1:11:36, time: 1.458, data_time: 0.156, memory: 8471, top1_acc: 0.4406, top5_acc: 0.6797, loss_cls: 2.4648, loss: 2.4648 2020-07-04 22:12:25,561 - mmaction - INFO - Epoch [105][60/470] lr: 1.000e-04, eta: 1:11:05, time: 1.453, data_time: 0.001, memory: 8471, top1_acc: 0.4234, top5_acc: 0.6469, loss_cls: 2.5602, loss: 2.5602 2020-07-04 22:12:54,672 - mmaction - INFO - Epoch [105][80/470] lr: 1.000e-04, eta: 1:10:34, time: 1.457, data_time: 0.008, memory: 8471, top1_acc: 0.4578, top5_acc: 0.6656, loss_cls: 2.5166, loss: 2.5166 2020-07-04 22:13:23,481 - mmaction - INFO - Epoch [105][100/470] lr: 1.000e-04, eta: 1:10:03, time: 1.438, data_time: 0.007, memory: 8471, top1_acc: 0.4031, top5_acc: 0.6469, loss_cls: 2.6684, loss: 2.6684 2020-07-04 22:13:52,567 - mmaction - INFO - Epoch [105][120/470] lr: 1.000e-04, eta: 1:09:32, time: 1.460, data_time: 0.009, memory: 8471, top1_acc: 0.4359, top5_acc: 0.6625, loss_cls: 2.5668, loss: 2.5668 2020-07-04 22:14:21,870 - mmaction - INFO - Epoch [105][140/470] lr: 1.000e-04, eta: 1:09:01, time: 1.465, data_time: 0.005, memory: 8471, top1_acc: 0.4094, top5_acc: 0.6375, loss_cls: 2.6823, loss: 2.6823 2020-07-04 22:14:51,847 - mmaction - INFO - Epoch [105][160/470] lr: 1.000e-04, eta: 1:08:30, time: 1.499, data_time: 0.003, memory: 8471, top1_acc: 0.4203, top5_acc: 0.6641, loss_cls: 2.5808, loss: 2.5808 2020-07-04 22:15:20,492 - mmaction - INFO - Epoch [105][180/470] lr: 1.000e-04, eta: 1:07:59, time: 1.431, data_time: 0.004, memory: 8471, top1_acc: 0.4062, top5_acc: 0.6469, loss_cls: 2.6899, loss: 2.6899 2020-07-04 22:15:49,459 - mmaction - INFO - Epoch [105][200/470] lr: 1.000e-04, eta: 1:07:28, time: 1.453, data_time: 0.005, memory: 8471, top1_acc: 0.4156, top5_acc: 0.6625, loss_cls: 2.6220, loss: 2.6220 2020-07-04 22:16:17,451 - mmaction - INFO - Epoch [105][220/470] lr: 1.000e-04, eta: 1:06:57, time: 1.395, data_time: 0.002, memory: 8471, top1_acc: 0.4453, top5_acc: 0.6719, loss_cls: 2.5192, loss: 2.5192 2020-07-04 22:16:46,219 - mmaction - INFO - Epoch [105][240/470] lr: 1.000e-04, eta: 1:06:26, time: 1.442, data_time: 0.005, memory: 8471, top1_acc: 0.4078, top5_acc: 0.6625, loss_cls: 2.6534, loss: 2.6534 2020-07-04 22:17:15,540 - mmaction - INFO - Epoch [105][260/470] lr: 1.000e-04, eta: 1:05:55, time: 1.464, data_time: 0.006, memory: 8471, top1_acc: 0.4250, top5_acc: 0.6813, loss_cls: 2.5327, loss: 2.5327 2020-07-04 22:17:44,544 - mmaction - INFO - Epoch [105][280/470] lr: 1.000e-04, eta: 1:05:24, time: 1.448, data_time: 0.004, memory: 8471, top1_acc: 0.4359, top5_acc: 0.6516, loss_cls: 2.5585, loss: 2.5585 2020-07-04 22:18:13,882 - mmaction - INFO - Epoch [105][300/470] lr: 1.000e-04, eta: 1:04:53, time: 1.468, data_time: 0.006, memory: 8471, top1_acc: 0.4281, top5_acc: 0.6562, loss_cls: 2.5254, loss: 2.5254 2020-07-04 22:18:42,968 - mmaction - INFO - Epoch [105][320/470] lr: 1.000e-04, eta: 1:04:22, time: 1.453, data_time: 0.012, memory: 8471, top1_acc: 0.4125, top5_acc: 0.6500, loss_cls: 2.6081, loss: 2.6081 2020-07-04 22:19:12,043 - mmaction - INFO - Epoch [105][340/470] lr: 1.000e-04, eta: 1:03:51, time: 1.456, data_time: 0.006, memory: 8471, top1_acc: 0.4250, top5_acc: 0.6766, loss_cls: 2.5842, loss: 2.5842 2020-07-04 22:19:41,539 - mmaction - INFO - Epoch [105][360/470] lr: 1.000e-04, eta: 1:03:20, time: 1.473, data_time: 0.010, memory: 8471, top1_acc: 0.4344, top5_acc: 0.6687, loss_cls: 2.5696, loss: 2.5696 2020-07-04 22:20:10,241 - mmaction - INFO - Epoch [105][380/470] lr: 1.000e-04, eta: 1:02:49, time: 1.437, data_time: 0.005, memory: 8471, top1_acc: 0.4141, top5_acc: 0.6344, loss_cls: 2.6642, loss: 2.6642 2020-07-04 22:20:40,173 - mmaction - INFO - Epoch [105][400/470] lr: 1.000e-04, eta: 1:02:18, time: 1.495, data_time: 0.005, memory: 8471, top1_acc: 0.4437, top5_acc: 0.6781, loss_cls: 2.5543, loss: 2.5543 2020-07-04 22:21:08,972 - mmaction - INFO - Epoch [105][420/470] lr: 1.000e-04, eta: 1:01:47, time: 1.441, data_time: 0.006, memory: 8471, top1_acc: 0.4016, top5_acc: 0.6328, loss_cls: 2.7110, loss: 2.7110 2020-07-04 22:21:38,145 - mmaction - INFO - Epoch [105][440/470] lr: 1.000e-04, eta: 1:01:16, time: 1.458, data_time: 0.005, memory: 8471, top1_acc: 0.3844, top5_acc: 0.6609, loss_cls: 2.6354, loss: 2.6354 2020-07-04 22:22:07,022 - mmaction - INFO - Epoch [105][460/470] lr: 1.000e-04, eta: 1:00:45, time: 1.445, data_time: 0.004, memory: 8471, top1_acc: 0.4125, top5_acc: 0.6484, loss_cls: 2.6011, loss: 2.6011 2020-07-04 22:22:21,418 - mmaction - INFO - Saving checkpoint at 105 epochs 2020-07-04 22:24:12,833 - mmaction - INFO - Evaluating top_k_accuracy... 2020-07-04 22:24:13,793 - mmaction - INFO - top1_acc 0.4837 top5_acc 0.7360 2020-07-04 22:24:13,794 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-07-04 22:24:13,901 - mmaction - INFO - mean_acc 0.4836 2020-07-04 22:24:13,908 - mmaction - INFO - Epoch [105][470/470] lr: 1.000e-04, top1_acc: 0.4837, top5_acc: 0.7360, mean_class_accuracy: 0.4836 2020-07-04 22:25:28,324 - mmaction - INFO - Epoch [106][20/470] lr: 1.000e-04, eta: 1:00:00, time: 3.718, data_time: 2.259, memory: 8471, top1_acc: 0.4234, top5_acc: 0.6875, loss_cls: 2.5052, loss: 2.5052 2020-07-04 22:25:56,852 - mmaction - INFO - Epoch [106][40/470] lr: 1.000e-04, eta: 0:59:29, time: 1.428, data_time: 0.330, memory: 8471, top1_acc: 0.4344, top5_acc: 0.6891, loss_cls: 2.4647, loss: 2.4647 2020-07-04 22:26:25,924 - mmaction - INFO - Epoch [106][60/470] lr: 1.000e-04, eta: 0:58:58, time: 1.449, data_time: 0.331, memory: 8471, top1_acc: 0.4297, top5_acc: 0.6453, loss_cls: 2.6402, loss: 2.6402 2020-07-04 22:26:54,830 - mmaction - INFO - Epoch [106][80/470] lr: 1.000e-04, eta: 0:58:27, time: 1.444, data_time: 0.153, memory: 8471, top1_acc: 0.4125, top5_acc: 0.6484, loss_cls: 2.6627, loss: 2.6627 2020-07-04 22:27:23,782 - mmaction - INFO - Epoch [106][100/470] lr: 1.000e-04, eta: 0:57:56, time: 1.446, data_time: 0.371, memory: 8471, top1_acc: 0.4516, top5_acc: 0.6641, loss_cls: 2.5494, loss: 2.5494 2020-07-04 22:27:52,111 - mmaction - INFO - Epoch [106][120/470] lr: 1.000e-04, eta: 0:57:25, time: 1.418, data_time: 0.186, memory: 8471, top1_acc: 0.3766, top5_acc: 0.6438, loss_cls: 2.6786, loss: 2.6786 2020-07-04 22:28:20,445 - mmaction - INFO - Epoch [106][140/470] lr: 1.000e-04, eta: 0:56:54, time: 1.418, data_time: 0.149, memory: 8471, top1_acc: 0.4188, top5_acc: 0.6641, loss_cls: 2.5763, loss: 2.5763 2020-07-04 22:28:48,832 - mmaction - INFO - Epoch [106][160/470] lr: 1.000e-04, eta: 0:56:23, time: 1.419, data_time: 0.007, memory: 8471, top1_acc: 0.4328, top5_acc: 0.6641, loss_cls: 2.5958, loss: 2.5958 2020-07-04 22:29:17,085 - mmaction - INFO - Epoch [106][180/470] lr: 1.000e-04, eta: 0:55:52, time: 1.413, data_time: 0.005, memory: 8471, top1_acc: 0.4109, top5_acc: 0.6797, loss_cls: 2.5433, loss: 2.5433 2020-07-04 22:29:45,173 - mmaction - INFO - Epoch [106][200/470] lr: 1.000e-04, eta: 0:55:21, time: 1.405, data_time: 0.393, memory: 8471, top1_acc: 0.4313, top5_acc: 0.6641, loss_cls: 2.5895, loss: 2.5895 2020-07-04 22:30:13,631 - mmaction - INFO - Epoch [106][220/470] lr: 1.000e-04, eta: 0:54:50, time: 1.422, data_time: 0.684, memory: 8471, top1_acc: 0.4203, top5_acc: 0.6500, loss_cls: 2.6665, loss: 2.6665 2020-07-04 22:30:42,238 - mmaction - INFO - Epoch [106][240/470] lr: 1.000e-04, eta: 0:54:19, time: 1.428, data_time: 0.505, memory: 8471, top1_acc: 0.4234, top5_acc: 0.6609, loss_cls: 2.6438, loss: 2.6438 2020-07-04 22:31:10,316 - mmaction - INFO - Epoch [106][260/470] lr: 1.000e-04, eta: 0:53:48, time: 1.407, data_time: 0.681, memory: 8471, top1_acc: 0.3984, top5_acc: 0.6406, loss_cls: 2.7166, loss: 2.7166 2020-07-04 22:31:38,834 - mmaction - INFO - Epoch [106][280/470] lr: 1.000e-04, eta: 0:53:17, time: 1.426, data_time: 0.679, memory: 8471, top1_acc: 0.3844, top5_acc: 0.6312, loss_cls: 2.6040, loss: 2.6040 2020-07-04 22:32:07,679 - mmaction - INFO - Epoch [106][300/470] lr: 1.000e-04, eta: 0:52:46, time: 1.443, data_time: 0.345, memory: 8471, top1_acc: 0.4203, top5_acc: 0.6641, loss_cls: 2.5699, loss: 2.5699 2020-07-04 22:32:35,915 - mmaction - INFO - Epoch [106][320/470] lr: 1.000e-04, eta: 0:52:15, time: 1.410, data_time: 0.592, memory: 8471, top1_acc: 0.4531, top5_acc: 0.6937, loss_cls: 2.4402, loss: 2.4402 2020-07-04 22:33:04,606 - mmaction - INFO - Epoch [106][340/470] lr: 1.000e-04, eta: 0:51:44, time: 1.434, data_time: 0.808, memory: 8471, top1_acc: 0.4219, top5_acc: 0.6672, loss_cls: 2.4537, loss: 2.4537 2020-07-04 22:33:33,016 - mmaction - INFO - Epoch [106][360/470] lr: 1.000e-04, eta: 0:51:13, time: 1.421, data_time: 0.654, memory: 8471, top1_acc: 0.4094, top5_acc: 0.6312, loss_cls: 2.7285, loss: 2.7285 2020-07-04 22:34:01,821 - mmaction - INFO - Epoch [106][380/470] lr: 1.000e-04, eta: 0:50:42, time: 1.439, data_time: 0.497, memory: 8471, top1_acc: 0.4203, top5_acc: 0.6453, loss_cls: 2.6660, loss: 2.6660 2020-07-04 22:34:30,583 - mmaction - INFO - Epoch [106][400/470] lr: 1.000e-04, eta: 0:50:11, time: 1.442, data_time: 0.736, memory: 8471, top1_acc: 0.3891, top5_acc: 0.6359, loss_cls: 2.7143, loss: 2.7143 2020-07-04 22:34:59,407 - mmaction - INFO - Epoch [106][420/470] lr: 1.000e-04, eta: 0:49:40, time: 1.440, data_time: 0.788, memory: 8471, top1_acc: 0.4094, top5_acc: 0.6281, loss_cls: 2.6604, loss: 2.6604 2020-07-04 22:35:28,457 - mmaction - INFO - Epoch [106][440/470] lr: 1.000e-04, eta: 0:49:09, time: 1.452, data_time: 0.749, memory: 8471, top1_acc: 0.4359, top5_acc: 0.6813, loss_cls: 2.5277, loss: 2.5277 2020-07-04 22:35:57,545 - mmaction - INFO - Epoch [106][460/470] lr: 1.000e-04, eta: 0:48:38, time: 1.454, data_time: 0.425, memory: 8471, top1_acc: 0.4500, top5_acc: 0.6781, loss_cls: 2.5358, loss: 2.5358 2020-07-04 22:37:48,425 - mmaction - INFO - Epoch [107][20/470] lr: 1.000e-04, eta: 0:47:54, time: 4.795, data_time: 3.783, memory: 8471, top1_acc: 0.4344, top5_acc: 0.6438, loss_cls: 2.6292, loss: 2.6292 2020-07-04 22:38:17,307 - mmaction - INFO - Epoch [107][40/470] lr: 1.000e-04, eta: 0:47:23, time: 1.446, data_time: 0.115, memory: 8471, top1_acc: 0.4328, top5_acc: 0.6359, loss_cls: 2.6501, loss: 2.6501 2020-07-04 22:38:47,239 - mmaction - INFO - Epoch [107][60/470] lr: 1.000e-04, eta: 0:46:52, time: 1.494, data_time: 0.001, memory: 8471, top1_acc: 0.4234, top5_acc: 0.6469, loss_cls: 2.6039, loss: 2.6039 2020-07-04 22:39:17,047 - mmaction - INFO - Epoch [107][80/470] lr: 1.000e-04, eta: 0:46:21, time: 1.489, data_time: 0.005, memory: 8471, top1_acc: 0.4203, top5_acc: 0.6813, loss_cls: 2.5573, loss: 2.5573 2020-07-04 22:39:46,990 - mmaction - INFO - Epoch [107][100/470] lr: 1.000e-04, eta: 0:45:50, time: 1.501, data_time: 0.006, memory: 8471, top1_acc: 0.4281, top5_acc: 0.6922, loss_cls: 2.5292, loss: 2.5292 2020-07-04 22:40:16,263 - mmaction - INFO - Epoch [107][120/470] lr: 1.000e-04, eta: 0:45:19, time: 1.457, data_time: 0.003, memory: 8471, top1_acc: 0.3969, top5_acc: 0.6562, loss_cls: 2.7395, loss: 2.7395 2020-07-04 22:40:45,149 - mmaction - INFO - Epoch [107][140/470] lr: 1.000e-04, eta: 0:44:48, time: 1.445, data_time: 0.010, memory: 8471, top1_acc: 0.4672, top5_acc: 0.6656, loss_cls: 2.4986, loss: 2.4986 2020-07-04 22:41:14,514 - mmaction - INFO - Epoch [107][160/470] lr: 1.000e-04, eta: 0:44:17, time: 1.471, data_time: 0.009, memory: 8471, top1_acc: 0.4437, top5_acc: 0.6922, loss_cls: 2.4399, loss: 2.4399 2020-07-04 22:41:44,461 - mmaction - INFO - Epoch [107][180/470] lr: 1.000e-04, eta: 0:43:46, time: 1.500, data_time: 0.006, memory: 8471, top1_acc: 0.4062, top5_acc: 0.6750, loss_cls: 2.5682, loss: 2.5682 2020-07-04 22:42:14,529 - mmaction - INFO - Epoch [107][200/470] lr: 1.000e-04, eta: 0:43:15, time: 1.500, data_time: 0.004, memory: 8471, top1_acc: 0.4047, top5_acc: 0.6594, loss_cls: 2.5974, loss: 2.5974 2020-07-04 22:42:43,266 - mmaction - INFO - Epoch [107][220/470] lr: 1.000e-04, eta: 0:42:44, time: 1.435, data_time: 0.006, memory: 8471, top1_acc: 0.4625, top5_acc: 0.6953, loss_cls: 2.3835, loss: 2.3835 2020-07-04 22:43:12,797 - mmaction - INFO - Epoch [107][240/470] lr: 1.000e-04, eta: 0:42:13, time: 1.483, data_time: 0.008, memory: 8471, top1_acc: 0.4437, top5_acc: 0.7000, loss_cls: 2.5146, loss: 2.5146 2020-07-04 22:43:42,021 - mmaction - INFO - Epoch [107][260/470] lr: 1.000e-04, eta: 0:41:42, time: 1.458, data_time: 0.003, memory: 8471, top1_acc: 0.4266, top5_acc: 0.6687, loss_cls: 2.5151, loss: 2.5151 2020-07-04 22:44:12,426 - mmaction - INFO - Epoch [107][280/470] lr: 1.000e-04, eta: 0:41:11, time: 1.522, data_time: 0.004, memory: 8471, top1_acc: 0.4031, top5_acc: 0.6391, loss_cls: 2.7334, loss: 2.7334 2020-07-04 22:44:40,655 - mmaction - INFO - Epoch [107][300/470] lr: 1.000e-04, eta: 0:40:40, time: 1.405, data_time: 0.002, memory: 8471, top1_acc: 0.4000, top5_acc: 0.6438, loss_cls: 2.6810, loss: 2.6810 2020-07-04 22:45:09,935 - mmaction - INFO - Epoch [107][320/470] lr: 1.000e-04, eta: 0:40:09, time: 1.468, data_time: 0.010, memory: 8471, top1_acc: 0.4234, top5_acc: 0.6547, loss_cls: 2.5648, loss: 2.5648 2020-07-04 22:45:38,707 - mmaction - INFO - Epoch [107][340/470] lr: 1.000e-04, eta: 0:39:38, time: 1.439, data_time: 0.005, memory: 8471, top1_acc: 0.4359, top5_acc: 0.6453, loss_cls: 2.6359, loss: 2.6359 2020-07-04 22:46:07,526 - mmaction - INFO - Epoch [107][360/470] lr: 1.000e-04, eta: 0:39:07, time: 1.440, data_time: 0.005, memory: 8471, top1_acc: 0.4109, top5_acc: 0.6469, loss_cls: 2.5727, loss: 2.5727 2020-07-04 22:46:36,494 - mmaction - INFO - Epoch [107][380/470] lr: 1.000e-04, eta: 0:38:36, time: 1.452, data_time: 0.007, memory: 8471, top1_acc: 0.4297, top5_acc: 0.6484, loss_cls: 2.5566, loss: 2.5566 2020-07-04 22:47:05,598 - mmaction - INFO - Epoch [107][400/470] lr: 1.000e-04, eta: 0:38:05, time: 1.453, data_time: 0.062, memory: 8471, top1_acc: 0.4313, top5_acc: 0.6703, loss_cls: 2.5787, loss: 2.5787 2020-07-04 22:47:34,208 - mmaction - INFO - Epoch [107][420/470] lr: 1.000e-04, eta: 0:37:35, time: 1.429, data_time: 0.168, memory: 8471, top1_acc: 0.4219, top5_acc: 0.6719, loss_cls: 2.5154, loss: 2.5154 2020-07-04 22:48:02,907 - mmaction - INFO - Epoch [107][440/470] lr: 1.000e-04, eta: 0:37:04, time: 1.436, data_time: 0.536, memory: 8471, top1_acc: 0.4344, top5_acc: 0.6484, loss_cls: 2.6315, loss: 2.6315 2020-07-04 22:48:31,953 - mmaction - INFO - Epoch [107][460/470] lr: 1.000e-04, eta: 0:36:33, time: 1.450, data_time: 0.592, memory: 8471, top1_acc: 0.4375, top5_acc: 0.6672, loss_cls: 2.5177, loss: 2.5177 2020-07-04 22:50:16,129 - mmaction - INFO - Epoch [108][20/470] lr: 1.000e-04, eta: 0:35:48, time: 4.482, data_time: 3.552, memory: 8471, top1_acc: 0.4391, top5_acc: 0.6625, loss_cls: 2.4978, loss: 2.4978 2020-07-04 22:50:44,276 - mmaction - INFO - Epoch [108][40/470] lr: 1.000e-04, eta: 0:35:17, time: 1.409, data_time: 0.316, memory: 8471, top1_acc: 0.4281, top5_acc: 0.6719, loss_cls: 2.5989, loss: 2.5989 2020-07-04 22:51:12,147 - mmaction - INFO - Epoch [108][60/470] lr: 1.000e-04, eta: 0:34:46, time: 1.391, data_time: 0.468, memory: 8471, top1_acc: 0.4344, top5_acc: 0.6625, loss_cls: 2.4860, loss: 2.4860 2020-07-04 22:51:40,991 - mmaction - INFO - Epoch [108][80/470] lr: 1.000e-04, eta: 0:34:15, time: 1.444, data_time: 0.458, memory: 8471, top1_acc: 0.4234, top5_acc: 0.6562, loss_cls: 2.5215, loss: 2.5215 2020-07-04 22:52:09,861 - mmaction - INFO - Epoch [108][100/470] lr: 1.000e-04, eta: 0:33:44, time: 1.443, data_time: 0.317, memory: 8471, top1_acc: 0.4391, top5_acc: 0.6984, loss_cls: 2.4850, loss: 2.4850 2020-07-04 22:52:38,273 - mmaction - INFO - Epoch [108][120/470] lr: 1.000e-04, eta: 0:33:13, time: 1.419, data_time: 0.262, memory: 8471, top1_acc: 0.4031, top5_acc: 0.6531, loss_cls: 2.6063, loss: 2.6063 2020-07-04 22:53:05,800 - mmaction - INFO - Epoch [108][140/470] lr: 1.000e-04, eta: 0:32:42, time: 1.378, data_time: 0.526, memory: 8471, top1_acc: 0.4062, top5_acc: 0.6656, loss_cls: 2.6521, loss: 2.6521 2020-07-04 22:53:34,290 - mmaction - INFO - Epoch [108][160/470] lr: 1.000e-04, eta: 0:32:11, time: 1.424, data_time: 0.487, memory: 8471, top1_acc: 0.4297, top5_acc: 0.6687, loss_cls: 2.5051, loss: 2.5051 2020-07-04 22:54:02,643 - mmaction - INFO - Epoch [108][180/470] lr: 1.000e-04, eta: 0:31:40, time: 1.415, data_time: 0.406, memory: 8471, top1_acc: 0.3922, top5_acc: 0.6094, loss_cls: 2.7012, loss: 2.7012 2020-07-04 22:54:30,847 - mmaction - INFO - Epoch [108][200/470] lr: 1.000e-04, eta: 0:31:09, time: 1.411, data_time: 0.548, memory: 8471, top1_acc: 0.4375, top5_acc: 0.6719, loss_cls: 2.5376, loss: 2.5376 2020-07-04 22:54:59,466 - mmaction - INFO - Epoch [108][220/470] lr: 1.000e-04, eta: 0:30:38, time: 1.427, data_time: 0.741, memory: 8471, top1_acc: 0.4297, top5_acc: 0.6453, loss_cls: 2.5644, loss: 2.5644 2020-07-04 22:55:28,374 - mmaction - INFO - Epoch [108][240/470] lr: 1.000e-04, eta: 0:30:07, time: 1.448, data_time: 0.433, memory: 8471, top1_acc: 0.4531, top5_acc: 0.6922, loss_cls: 2.4588, loss: 2.4588 2020-07-04 22:55:57,205 - mmaction - INFO - Epoch [108][260/470] lr: 1.000e-04, eta: 0:29:36, time: 1.440, data_time: 0.289, memory: 8471, top1_acc: 0.4375, top5_acc: 0.6797, loss_cls: 2.4577, loss: 2.4577 2020-07-04 22:56:25,247 - mmaction - INFO - Epoch [108][280/470] lr: 1.000e-04, eta: 0:29:05, time: 1.405, data_time: 0.354, memory: 8471, top1_acc: 0.4406, top5_acc: 0.6656, loss_cls: 2.5084, loss: 2.5084 2020-07-04 22:56:54,743 - mmaction - INFO - Epoch [108][300/470] lr: 1.000e-04, eta: 0:28:34, time: 1.473, data_time: 0.472, memory: 8471, top1_acc: 0.4234, top5_acc: 0.6672, loss_cls: 2.5550, loss: 2.5550 2020-07-04 22:57:22,703 - mmaction - INFO - Epoch [108][320/470] lr: 1.000e-04, eta: 0:28:03, time: 1.399, data_time: 0.064, memory: 8471, top1_acc: 0.4188, top5_acc: 0.6875, loss_cls: 2.5447, loss: 2.5447 2020-07-04 22:57:50,691 - mmaction - INFO - Epoch [108][340/470] lr: 1.000e-04, eta: 0:27:32, time: 1.401, data_time: 0.207, memory: 8471, top1_acc: 0.4000, top5_acc: 0.6609, loss_cls: 2.6107, loss: 2.6107 2020-07-04 22:58:18,827 - mmaction - INFO - Epoch [108][360/470] lr: 1.000e-04, eta: 0:27:01, time: 1.408, data_time: 0.256, memory: 8471, top1_acc: 0.4281, top5_acc: 0.6516, loss_cls: 2.6177, loss: 2.6177 2020-07-04 22:58:47,037 - mmaction - INFO - Epoch [108][380/470] lr: 1.000e-04, eta: 0:26:30, time: 1.407, data_time: 0.124, memory: 8471, top1_acc: 0.4453, top5_acc: 0.6969, loss_cls: 2.4246, loss: 2.4246 2020-07-04 22:59:15,519 - mmaction - INFO - Epoch [108][400/470] lr: 1.000e-04, eta: 0:25:59, time: 1.424, data_time: 0.287, memory: 8471, top1_acc: 0.4313, top5_acc: 0.6875, loss_cls: 2.5037, loss: 2.5037 2020-07-04 22:59:44,043 - mmaction - INFO - Epoch [108][420/470] lr: 1.000e-04, eta: 0:25:28, time: 1.429, data_time: 0.041, memory: 8471, top1_acc: 0.4406, top5_acc: 0.6781, loss_cls: 2.5274, loss: 2.5274 2020-07-04 23:00:17,352 - mmaction - INFO - Epoch [108][440/470] lr: 1.000e-04, eta: 0:24:58, time: 1.656, data_time: 0.018, memory: 8471, top1_acc: 0.4594, top5_acc: 0.6891, loss_cls: 2.5004, loss: 2.5004 2020-07-04 23:00:45,173 - mmaction - INFO - Epoch [108][460/470] lr: 1.000e-04, eta: 0:24:27, time: 1.400, data_time: 0.231, memory: 8471, top1_acc: 0.4375, top5_acc: 0.6797, loss_cls: 2.5566, loss: 2.5566 2020-07-04 23:02:44,557 - mmaction - INFO - Epoch [109][20/470] lr: 1.000e-04, eta: 0:23:41, time: 4.985, data_time: 4.151, memory: 8471, top1_acc: 0.4188, top5_acc: 0.6875, loss_cls: 2.5100, loss: 2.5100 2020-07-04 23:03:12,615 - mmaction - INFO - Epoch [109][40/470] lr: 1.000e-04, eta: 0:23:10, time: 1.401, data_time: 0.617, memory: 8471, top1_acc: 0.4250, top5_acc: 0.6734, loss_cls: 2.5451, loss: 2.5451 2020-07-04 23:03:40,450 - mmaction - INFO - Epoch [109][60/470] lr: 1.000e-04, eta: 0:22:39, time: 1.392, data_time: 0.510, memory: 8471, top1_acc: 0.3875, top5_acc: 0.6250, loss_cls: 2.7323, loss: 2.7323 2020-07-04 23:04:08,161 - mmaction - INFO - Epoch [109][80/470] lr: 1.000e-04, eta: 0:22:08, time: 1.384, data_time: 0.485, memory: 8471, top1_acc: 0.3984, top5_acc: 0.6359, loss_cls: 2.6733, loss: 2.6733 2020-07-04 23:04:36,172 - mmaction - INFO - Epoch [109][100/470] lr: 1.000e-04, eta: 0:21:37, time: 1.403, data_time: 0.640, memory: 8471, top1_acc: 0.4297, top5_acc: 0.6672, loss_cls: 2.5410, loss: 2.5410 2020-07-04 23:05:04,432 - mmaction - INFO - Epoch [109][120/470] lr: 1.000e-04, eta: 0:21:06, time: 1.413, data_time: 0.531, memory: 8471, top1_acc: 0.4437, top5_acc: 0.6687, loss_cls: 2.5363, loss: 2.5363 2020-07-04 23:05:32,404 - mmaction - INFO - Epoch [109][140/470] lr: 1.000e-04, eta: 0:20:36, time: 1.396, data_time: 0.518, memory: 8471, top1_acc: 0.4437, top5_acc: 0.6859, loss_cls: 2.4675, loss: 2.4675 2020-07-04 23:06:01,137 - mmaction - INFO - Epoch [109][160/470] lr: 1.000e-04, eta: 0:20:05, time: 1.438, data_time: 0.380, memory: 8471, top1_acc: 0.4094, top5_acc: 0.6656, loss_cls: 2.5831, loss: 2.5831 2020-07-04 23:06:29,703 - mmaction - INFO - Epoch [109][180/470] lr: 1.000e-04, eta: 0:19:34, time: 1.427, data_time: 0.209, memory: 8471, top1_acc: 0.4000, top5_acc: 0.6453, loss_cls: 2.6621, loss: 2.6621 2020-07-04 23:06:58,569 - mmaction - INFO - Epoch [109][200/470] lr: 1.000e-04, eta: 0:19:03, time: 1.442, data_time: 0.227, memory: 8471, top1_acc: 0.4203, top5_acc: 0.6828, loss_cls: 2.5649, loss: 2.5649 2020-07-04 23:07:27,305 - mmaction - INFO - Epoch [109][220/470] lr: 1.000e-04, eta: 0:18:32, time: 1.436, data_time: 0.156, memory: 8471, top1_acc: 0.4328, top5_acc: 0.6547, loss_cls: 2.6220, loss: 2.6220 2020-07-04 23:07:55,782 - mmaction - INFO - Epoch [109][240/470] lr: 1.000e-04, eta: 0:18:01, time: 1.429, data_time: 0.072, memory: 8471, top1_acc: 0.4266, top5_acc: 0.6734, loss_cls: 2.5278, loss: 2.5278 2020-07-04 23:08:24,603 - mmaction - INFO - Epoch [109][260/470] lr: 1.000e-04, eta: 0:17:30, time: 1.442, data_time: 0.090, memory: 8471, top1_acc: 0.3984, top5_acc: 0.6687, loss_cls: 2.6040, loss: 2.6040 2020-07-04 23:08:53,207 - mmaction - INFO - Epoch [109][280/470] lr: 1.000e-04, eta: 0:16:59, time: 1.431, data_time: 0.173, memory: 8471, top1_acc: 0.4172, top5_acc: 0.6734, loss_cls: 2.5942, loss: 2.5942 2020-07-04 23:09:21,472 - mmaction - INFO - Epoch [109][300/470] lr: 1.000e-04, eta: 0:16:28, time: 1.412, data_time: 0.336, memory: 8471, top1_acc: 0.4000, top5_acc: 0.6453, loss_cls: 2.6782, loss: 2.6782 2020-07-04 23:09:50,364 - mmaction - INFO - Epoch [109][320/470] lr: 1.000e-04, eta: 0:15:57, time: 1.445, data_time: 0.256, memory: 8471, top1_acc: 0.4094, top5_acc: 0.6312, loss_cls: 2.7459, loss: 2.7459 2020-07-04 23:10:19,144 - mmaction - INFO - Epoch [109][340/470] lr: 1.000e-04, eta: 0:15:26, time: 1.437, data_time: 0.193, memory: 8471, top1_acc: 0.4781, top5_acc: 0.6969, loss_cls: 2.3619, loss: 2.3619 2020-07-04 23:10:48,084 - mmaction - INFO - Epoch [109][360/470] lr: 1.000e-04, eta: 0:14:55, time: 1.450, data_time: 0.117, memory: 8471, top1_acc: 0.4297, top5_acc: 0.6578, loss_cls: 2.5327, loss: 2.5327 2020-07-04 23:11:16,719 - mmaction - INFO - Epoch [109][380/470] lr: 1.000e-04, eta: 0:14:24, time: 1.425, data_time: 0.002, memory: 8471, top1_acc: 0.4156, top5_acc: 0.6516, loss_cls: 2.7057, loss: 2.7057 2020-07-04 23:11:45,535 - mmaction - INFO - Epoch [109][400/470] lr: 1.000e-04, eta: 0:13:54, time: 1.442, data_time: 0.008, memory: 8471, top1_acc: 0.4531, top5_acc: 0.6734, loss_cls: 2.4993, loss: 2.4993 2020-07-04 23:12:13,476 - mmaction - INFO - Epoch [109][420/470] lr: 1.000e-04, eta: 0:13:23, time: 1.400, data_time: 0.007, memory: 8471, top1_acc: 0.3984, top5_acc: 0.6422, loss_cls: 2.6024, loss: 2.6024 2020-07-04 23:12:41,582 - mmaction - INFO - Epoch [109][440/470] lr: 1.000e-04, eta: 0:12:52, time: 1.404, data_time: 0.020, memory: 8471, top1_acc: 0.4453, top5_acc: 0.6781, loss_cls: 2.4944, loss: 2.4944 2020-07-04 23:13:10,105 - mmaction - INFO - Epoch [109][460/470] lr: 1.000e-04, eta: 0:12:21, time: 1.427, data_time: 0.005, memory: 8471, top1_acc: 0.4313, top5_acc: 0.6344, loss_cls: 2.5654, loss: 2.5654 2020-07-04 23:15:02,421 - mmaction - INFO - Epoch [110][20/470] lr: 1.000e-04, eta: 0:11:35, time: 4.753, data_time: 3.024, memory: 8471, top1_acc: 0.4344, top5_acc: 0.6453, loss_cls: 2.6147, loss: 2.6147 2020-07-04 23:15:31,116 - mmaction - INFO - Epoch [110][40/470] lr: 1.000e-04, eta: 0:11:04, time: 1.433, data_time: 0.008, memory: 8471, top1_acc: 0.4625, top5_acc: 0.6953, loss_cls: 2.4437, loss: 2.4437 2020-07-04 23:15:59,392 - mmaction - INFO - Epoch [110][60/470] lr: 1.000e-04, eta: 0:10:33, time: 1.413, data_time: 0.012, memory: 8471, top1_acc: 0.4375, top5_acc: 0.6641, loss_cls: 2.5609, loss: 2.5609 2020-07-04 23:16:27,884 - mmaction - INFO - Epoch [110][80/470] lr: 1.000e-04, eta: 0:10:02, time: 1.426, data_time: 0.005, memory: 8471, top1_acc: 0.4422, top5_acc: 0.6828, loss_cls: 2.4971, loss: 2.4971 2020-07-04 23:16:56,116 - mmaction - INFO - Epoch [110][100/470] lr: 1.000e-04, eta: 0:09:31, time: 1.414, data_time: 0.005, memory: 8471, top1_acc: 0.4578, top5_acc: 0.6703, loss_cls: 2.4681, loss: 2.4681 2020-07-04 23:17:24,794 - mmaction - INFO - Epoch [110][120/470] lr: 1.000e-04, eta: 0:09:00, time: 1.433, data_time: 0.002, memory: 8471, top1_acc: 0.4344, top5_acc: 0.6703, loss_cls: 2.5482, loss: 2.5482 2020-07-04 23:17:54,095 - mmaction - INFO - Epoch [110][140/470] lr: 1.000e-04, eta: 0:08:29, time: 1.458, data_time: 0.002, memory: 8471, top1_acc: 0.4062, top5_acc: 0.6672, loss_cls: 2.5780, loss: 2.5780 2020-07-04 23:18:22,476 - mmaction - INFO - Epoch [110][160/470] lr: 1.000e-04, eta: 0:07:58, time: 1.426, data_time: 0.010, memory: 8471, top1_acc: 0.4078, top5_acc: 0.6391, loss_cls: 2.7020, loss: 2.7020 2020-07-04 23:18:50,570 - mmaction - INFO - Epoch [110][180/470] lr: 1.000e-04, eta: 0:07:28, time: 1.404, data_time: 0.001, memory: 8471, top1_acc: 0.4297, top5_acc: 0.6312, loss_cls: 2.7032, loss: 2.7032 2020-07-04 23:19:18,718 - mmaction - INFO - Epoch [110][200/470] lr: 1.000e-04, eta: 0:06:57, time: 1.408, data_time: 0.036, memory: 8471, top1_acc: 0.4000, top5_acc: 0.6453, loss_cls: 2.6969, loss: 2.6969 2020-07-04 23:19:47,108 - mmaction - INFO - Epoch [110][220/470] lr: 1.000e-04, eta: 0:06:26, time: 1.419, data_time: 0.002, memory: 8471, top1_acc: 0.4047, top5_acc: 0.6484, loss_cls: 2.6634, loss: 2.6634 2020-07-04 23:20:15,901 - mmaction - INFO - Epoch [110][240/470] lr: 1.000e-04, eta: 0:05:55, time: 1.438, data_time: 0.001, memory: 8471, top1_acc: 0.4141, top5_acc: 0.6328, loss_cls: 2.6478, loss: 2.6478 2020-07-04 23:20:44,433 - mmaction - INFO - Epoch [110][260/470] lr: 1.000e-04, eta: 0:05:24, time: 1.426, data_time: 0.002, memory: 8471, top1_acc: 0.4719, top5_acc: 0.7078, loss_cls: 2.3751, loss: 2.3751 2020-07-04 23:21:12,975 - mmaction - INFO - Epoch [110][280/470] lr: 1.000e-04, eta: 0:04:53, time: 1.427, data_time: 0.003, memory: 8471, top1_acc: 0.4109, top5_acc: 0.6672, loss_cls: 2.6199, loss: 2.6199 2020-07-04 23:21:41,344 - mmaction - INFO - Epoch [110][300/470] lr: 1.000e-04, eta: 0:04:22, time: 1.419, data_time: 0.004, memory: 8471, top1_acc: 0.4266, top5_acc: 0.6531, loss_cls: 2.6489, loss: 2.6489 2020-07-04 23:22:09,902 - mmaction - INFO - Epoch [110][320/470] lr: 1.000e-04, eta: 0:03:51, time: 1.429, data_time: 0.002, memory: 8471, top1_acc: 0.3937, top5_acc: 0.6484, loss_cls: 2.5917, loss: 2.5917 2020-07-04 23:22:38,600 - mmaction - INFO - Epoch [110][340/470] lr: 1.000e-04, eta: 0:03:20, time: 1.435, data_time: 0.001, memory: 8471, top1_acc: 0.4281, top5_acc: 0.6797, loss_cls: 2.5464, loss: 2.5464 2020-07-04 23:23:06,795 - mmaction - INFO - Epoch [110][360/470] lr: 1.000e-04, eta: 0:02:49, time: 1.404, data_time: 0.001, memory: 8471, top1_acc: 0.4172, top5_acc: 0.6547, loss_cls: 2.7029, loss: 2.7029 2020-07-04 23:23:35,866 - mmaction - INFO - Epoch [110][380/470] lr: 1.000e-04, eta: 0:02:18, time: 1.459, data_time: 0.007, memory: 8471, top1_acc: 0.4578, top5_acc: 0.6891, loss_cls: 2.5057, loss: 2.5057 2020-07-04 23:24:03,573 - mmaction - INFO - Epoch [110][400/470] lr: 1.000e-04, eta: 0:01:48, time: 1.382, data_time: 0.068, memory: 8471, top1_acc: 0.3859, top5_acc: 0.6312, loss_cls: 2.7635, loss: 2.7635 2020-07-04 23:24:32,393 - mmaction - INFO - Epoch [110][420/470] lr: 1.000e-04, eta: 0:01:17, time: 1.439, data_time: 0.004, memory: 8471, top1_acc: 0.4234, top5_acc: 0.6250, loss_cls: 2.6531, loss: 2.6531 2020-07-04 23:25:00,768 - mmaction - INFO - Epoch [110][440/470] lr: 1.000e-04, eta: 0:00:46, time: 1.419, data_time: 0.089, memory: 8471, top1_acc: 0.4141, top5_acc: 0.6594, loss_cls: 2.5574, loss: 2.5574 2020-07-04 23:25:29,775 - mmaction - INFO - Epoch [110][460/470] lr: 1.000e-04, eta: 0:00:15, time: 1.451, data_time: 0.146, memory: 8471, top1_acc: 0.4328, top5_acc: 0.6641, loss_cls: 2.5907, loss: 2.5907 2020-07-04 23:25:42,880 - mmaction - INFO - Saving checkpoint at 110 epochs 2020-07-04 23:27:45,377 - mmaction - INFO - Evaluating top_k_accuracy... 2020-07-04 23:27:46,339 - mmaction - INFO - top1_acc 0.4860 top5_acc 0.7363 2020-07-04 23:27:46,340 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-07-04 23:27:46,437 - mmaction - INFO - mean_acc 0.4859 2020-07-04 23:27:46,445 - mmaction - INFO - Epoch [110][470/470] lr: 1.000e-04, top1_acc: 0.4860, top5_acc: 0.7363, mean_class_accuracy: 0.4859