# PaddleX实现口罩检测 **Repository Path**: guochen1104/mask-detection-with-pad-x ## Basic Information - **Project Name**: PaddleX实现口罩检测 - **Description**: PaddleX实现口罩检测 - **Primary Language**: Unknown - **License**: MulanPSL-2.0 - **Default Branch**: master - **Homepage**: None - **GVP Project**: No ## Statistics - **Stars**: 0 - **Forks**: 0 - **Created**: 2021-08-13 - **Last Updated**: 2022-10-26 ## Categories & Tags **Categories**: Uncategorized **Tags**: None ## README ```python # 安装PaddleX !pip install paddlex ``` Looking in indexes: https://mirror.baidu.com/pypi/simple/ Requirement already satisfied: paddlex in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (1.3.11) Requirement already satisfied: sklearn in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from paddlex) (0.0) Requirement already satisfied: pycocotools; platform_system != "Windows" in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from paddlex) (2.0.2) Requirement already satisfied: tqdm in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from paddlex) (4.36.1) Requirement already satisfied: paddleslim==1.1.1 in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from paddlex) (1.1.1) Requirement already satisfied: psutil in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from paddlex) (5.7.2) Requirement already satisfied: paddlehub==2.1.0 in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from paddlex) (2.1.0) Requirement already satisfied: flask-cors in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from paddlex) (3.0.8) Requirement already satisfied: pyyaml in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from paddlex) (5.1.2) Requirement already satisfied: xlwt in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from paddlex) (1.3.0) Requirement already satisfied: colorama in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from paddlex) (0.4.4) Requirement already satisfied: shapely>=1.7.0 in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from paddlex) (1.7.1) Requirement already satisfied: opencv-python in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from paddlex) (4.1.1.26) Requirement already satisfied: visualdl>=2.0.0 in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from paddlex) (2.2.0) Requirement already satisfied: scikit-learn in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from sklearn->paddlex) (0.24.2) Requirement already satisfied: matplotlib>=2.1.0 in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from pycocotools; platform_system != "Windows"->paddlex) (2.2.3) Requirement already satisfied: setuptools>=18.0 in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from pycocotools; platform_system != "Windows"->paddlex) (56.2.0) Requirement already satisfied: cython>=0.27.3 in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from pycocotools; platform_system != "Windows"->paddlex) (0.29) Requirement already satisfied: pyzmq in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from paddleslim==1.1.1->paddlex) (18.1.1) Requirement already satisfied: rarfile in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from paddlehub==2.1.0->paddlex) (3.1) Requirement already satisfied: colorlog in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from paddlehub==2.1.0->paddlex) (4.1.0) Requirement already satisfied: numpy in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from paddlehub==2.1.0->paddlex) (1.20.3) Requirement already satisfied: gunicorn>=19.10.0; 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python_version < "3.8" in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from pre-commit->visualdl>=2.0.0->paddlex) (0.23) Requirement already satisfied: aspy.yaml in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from pre-commit->visualdl>=2.0.0->paddlex) (1.3.0) Requirement already satisfied: nodeenv>=0.11.1 in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from pre-commit->visualdl>=2.0.0->paddlex) (1.3.4) Requirement already satisfied: cfgv>=2.0.0 in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from pre-commit->visualdl>=2.0.0->paddlex) (2.0.1) Requirement already satisfied: identify>=1.0.0 in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from pre-commit->visualdl>=2.0.0->paddlex) (1.4.10) Requirement already satisfied: Babel>=2.3 in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from Flask-Babel>=1.0.0->visualdl>=2.0.0->paddlex) (2.8.0) Requirement already satisfied: pycodestyle<2.7.0,>=2.6.0a1 in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from flake8>=3.7.9->visualdl>=2.0.0->paddlex) (2.6.0) Requirement already satisfied: pyflakes<2.3.0,>=2.2.0 in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from flake8>=3.7.9->visualdl>=2.0.0->paddlex) (2.2.0) Requirement already satisfied: mccabe<0.7.0,>=0.6.0 in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from flake8>=3.7.9->visualdl>=2.0.0->paddlex) (0.6.1) Requirement already satisfied: pycryptodome>=3.8.0 in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from bce-python-sdk->visualdl>=2.0.0->paddlex) (3.9.9) Requirement already satisfied: future>=0.6.0 in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from bce-python-sdk->visualdl>=2.0.0->paddlex) (0.18.0) Requirement already satisfied: dill>=0.3.3 in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from multiprocess->paddlenlp>=2.0.0rc5->paddlehub==2.1.0->paddlex) (0.3.3) Requirement already satisfied: MarkupSafe>=0.23 in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from Jinja2>=2.10.1->flask>=1.1.0->paddlehub==2.1.0->paddlex) (1.1.1) Requirement already satisfied: smmap<4,>=3.0.1 in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from gitdb<5,>=4.0.1->gitpython->paddlehub==2.1.0->paddlex) (3.0.5) Requirement already satisfied: zipp>=0.5 in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from importlib-metadata; python_version < "3.8"->pre-commit->visualdl>=2.0.0->paddlex) (0.6.0) Requirement already satisfied: more-itertools in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from zipp>=0.5->importlib-metadata; python_version < "3.8"->pre-commit->visualdl>=2.0.0->paddlex) (7.2.0) # PaddleX实现口罩检测 使用paddlex训练口罩检测模型 # 一、项目背景 检测行人是否佩戴口罩 # 二、数据集简介 使用的数据集地址[目标检测数据集合集](https://aistudio.baidu.com/aistudio/datasetdetail/103743)，本项目只使用其中的口罩检测部分的数据 ## 1.数据加载和预处理 ```python # 解压数据集 #!unzip -oq /home/aistudio/data/data103743/objDataset.zip ``` ```python from paddlex.det import transforms train_transforms = transforms.Compose([ transforms.MixupImage(mixup_epoch=250), transforms.RandomDistort(), transforms.RandomExpand(), transforms.RandomCrop(), transforms.Resize(target_size=608, interp='RANDOM'), transforms.RandomHorizontalFlip(), transforms.Normalize(), ]) eval_transforms = transforms.Compose([ transforms.Resize(target_size=608, interp='CUBIC'), transforms.Normalize(), ]) ``` ```python # 划分数据集 !paddlex --split_dataset --format VOC --dataset_dir objDataset/facemask --val_value 0.2 --test_value 0.1 ``` Dataset Split Done. Train samples: 598 Eval samples: 170 Test samples: 85 Split files saved in objDataset/facemask ```python # 数据加载 import paddlex as pdx train_dataset = pdx.datasets.VOCDetection( data_dir='objDataset/facemask', file_list='objDataset/facemask/train_list.txt', label_list='objDataset/facemask/labels.txt', transforms=train_transforms, shuffle=True) eval_dataset = pdx.datasets.VOCDetection( data_dir='objDataset/facemask', file_list='objDataset/facemask/val_list.txt', label_list='objDataset/facemask/labels.txt', transforms=eval_transforms) test_dataset = pdx.datasets.VOCDetection( data_dir='objDataset/facemask', file_list='objDataset/facemask/test_list.txt', label_list='objDataset/facemask/labels.txt', transforms=eval_transforms) ``` 2021-08-13 11:36:08 [INFO] Starting to read file list from dataset... 2021-08-13 11:36:10 [INFO] 598 samples in file objDataset/facemask/train_list.txt creating index... index created! 2021-08-13 11:36:10 [INFO] Starting to read file list from dataset... 2021-08-13 11:36:11 [INFO] 170 samples in file objDataset/facemask/val_list.txt creating index... index created! 2021-08-13 11:36:11 [INFO] Starting to read file list from dataset... 2021-08-13 11:36:11 [INFO] 85 samples in file objDataset/facemask/test_list.txt creating index... index created! # 三、模型选择和开发 ## 1.模型组网(MobileNetV1) ![](https://ai-studio-static-online.cdn.bcebos.com/c08a0e95b3394a2cabca5d7d516bc5369ea68eabe2aa490d9ffcc318a9dd7650) ```python model = pdx.det.YOLOv3(num_classes=len(train_dataset.labels), backbone='MobileNetV1') ``` ## 2.模型训练 ```python model.train( num_epochs=270, train_dataset=train_dataset, train_batch_size=16, eval_dataset=eval_dataset, learning_rate=0.000125, lr_decay_epochs=[210, 240], save_dir='output/yolov3_mobilenetv1') ``` /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages/paddle/fluid/framework.py:706: DeprecationWarning: `np.bool` is a deprecated alias for the builtin `bool`. To silence this warning, use `bool` by itself. Doing this will not modify any behavior and is safe. If you specifically wanted the numpy scalar type, use `np.bool_` here. Deprecated in NumPy 1.20; for more details and guidance: https://numpy.org/devdocs/release/1.20.0-notes.html#deprecations elif dtype == np.bool: 2021-08-13 11:36:59 [INFO] Decompressing output/yolov3_mobilenetv1/pretrain/MobileNetV1_pretrained.tar... 2021-08-13 11:37:00 [INFO] Load pretrain weights from output/yolov3_mobilenetv1/pretrain/MobileNetV1_pretrained. 2021-08-13 11:37:03 [INFO] There are 135 varaibles in output/yolov3_mobilenetv1/pretrain/MobileNetV1_pretrained are loaded. 2021-08-13 11:37:09 [INFO] [TRAIN] Epoch=1/270, Step=2/37, loss=5810.462891, lr=0.0, time_each_step=3.23s, eta=9:5:19 2021-08-13 11:37:10 [INFO] [TRAIN] Epoch=1/270, Step=4/37, loss=5706.948242, lr=0.0, time_each_step=1.81s, eta=5:5:3 2021-08-13 11:37:12 [INFO] [TRAIN] Epoch=1/270, Step=6/37, loss=8309.639648, lr=1e-06, time_each_step=1.49s, eta=4:11:6 2021-08-13 11:37:12 [INFO] [TRAIN] Epoch=1/270, Step=8/37, loss=5392.240723, lr=1e-06, time_each_step=1.18s, eta=3:18:51 2021-08-13 11:37:13 [INFO] [TRAIN] Epoch=1/270, Step=10/37, loss=3712.026367, lr=1e-06, time_each_step=1.04s, eta=2:54:58 2021-08-13 11:37:14 [INFO] [TRAIN] Epoch=1/270, Step=12/37, loss=2290.55542, lr=1e-06, time_each_step=0.93s, eta=2:37:50 2021-08-13 11:37:15 [INFO] [TRAIN] Epoch=1/270, Step=14/37, loss=3709.791992, lr=2e-06, time_each_step=0.9s, eta=2:31:15 2021-08-13 11:37:16 [INFO] [TRAIN] Epoch=1/270, Step=16/37, loss=971.033264, lr=2e-06, time_each_step=0.83s, eta=2:20:29 2021-08-13 11:37:18 [INFO] [TRAIN] Epoch=1/270, Step=18/37, loss=1456.582764, lr=2e-06, time_each_step=0.82s, eta=2:17:59 2021-08-13 11:37:19 [INFO] [TRAIN] Epoch=1/270, Step=20/37, loss=594.300293, lr=2e-06, time_each_step=0.79s, eta=2:12:35 2021-08-13 11:37:20 [INFO] [TRAIN] Epoch=1/270, Step=22/37, loss=392.746796, lr=3e-06, time_each_step=0.51s, eta=1:26:52 2021-08-13 11:37:21 [INFO] [TRAIN] Epoch=1/270, Step=24/37, loss=224.058701, lr=3e-06, time_each_step=0.52s, eta=1:28:31 2021-08-13 11:37:22 [INFO] [TRAIN] Epoch=1/270, Step=26/37, loss=132.922791, lr=3e-06, time_each_step=0.49s, eta=1:21:50 2021-08-13 11:37:23 [INFO] [TRAIN] Epoch=1/270, Step=28/37, loss=169.507065, lr=3e-06, time_each_step=0.53s, eta=1:29:21 2021-08-13 11:37:24 [INFO] [TRAIN] Epoch=1/270, Step=30/37, loss=123.855865, lr=4e-06, time_each_step=0.53s, eta=1:29:49 2021-08-13 11:37:25 [INFO] [TRAIN] Epoch=1/270, Step=32/37, loss=86.495712, lr=4e-06, time_each_step=0.54s, eta=1:31:0 2021-08-13 11:37:26 [INFO] [TRAIN] Epoch=1/270, Step=34/37, loss=103.470551, lr=4e-06, time_each_step=0.52s, eta=1:27:27 2021-08-13 11:37:27 [INFO] [TRAIN] Epoch=1/270, Step=36/37, loss=81.154007, lr=4e-06, time_each_step=0.54s, eta=1:30:18 2021-08-13 11:37:28 [INFO] [TRAIN] Epoch 1 finished, loss=2367.830566, lr=2e-06 . 2021-08-13 11:37:33 [INFO] [TRAIN] Epoch=2/270, Step=1/37, loss=75.089928, lr=5e-06, time_each_step=0.76s, eta=1:52:21 2021-08-13 11:37:34 [INFO] [TRAIN] Epoch=2/270, Step=3/37, loss=65.768059, lr=5e-06, time_each_step=0.76s, eta=1:52:20 2021-08-13 11:37:35 [INFO] [TRAIN] Epoch=2/270, Step=5/37, loss=71.17807, lr=5e-06, time_each_step=0.77s, eta=1:52:20 2021-08-13 11:37:36 [INFO] [TRAIN] Epoch=2/270, Step=7/37, loss=118.834747, lr=5e-06, time_each_step=0.78s, eta=1:52:19 2021-08-13 11:37:37 [INFO] [TRAIN] Epoch=2/270, Step=9/37, loss=67.242889, lr=6e-06, time_each_step=0.78s, eta=1:52:19 2021-08-13 11:37:38 [INFO] [TRAIN] Epoch=2/270, Step=11/37, loss=86.960815, lr=6e-06, time_each_step=0.76s, eta=1:52:13 2021-08-13 11:37:39 [INFO] [TRAIN] Epoch=2/270, Step=13/37, loss=69.777748, lr=6e-06, time_each_step=0.78s, eta=1:52:15 2021-08-13 11:37:41 [INFO] [TRAIN] Epoch=2/270, Step=15/37, loss=70.843613, lr=6e-06, time_each_step=0.78s, eta=1:52:15 2021-08-13 11:37:41 [INFO] [TRAIN] Epoch=2/270, Step=17/37, loss=57.642307, lr=7e-06, time_each_step=0.77s, eta=1:52:11 2021-08-13 11:37:43 [INFO] [TRAIN] Epoch=2/270, Step=19/37, loss=70.576462, lr=7e-06, time_each_step=0.78s, eta=1:52:11 2021-08-13 11:37:44 [INFO] [TRAIN] Epoch=2/270, Step=21/37, loss=65.042442, lr=7e-06, time_each_step=0.55s, eta=1:51:30 2021-08-13 11:37:45 [INFO] [TRAIN] Epoch=2/270, Step=23/37, loss=36.013447, lr=7e-06, time_each_step=0.58s, eta=1:51:34 2021-08-13 11:37:47 [INFO] [TRAIN] Epoch=2/270, Step=25/37, loss=57.951393, lr=8e-06, time_each_step=0.58s, eta=1:51:33 2021-08-13 11:37:48 [INFO] [TRAIN] Epoch=2/270, Step=27/37, loss=75.274162, lr=8e-06, time_each_step=0.58s, eta=1:51:33 2021-08-13 11:37:49 [INFO] [TRAIN] Epoch=2/270, Step=29/37, loss=43.720093, lr=8e-06, time_each_step=0.58s, eta=1:51:30 2021-08-13 11:37:49 [INFO] [TRAIN] Epoch=2/270, Step=31/37, loss=58.571381, lr=8e-06, time_each_step=0.57s, eta=1:51:27 2021-08-13 11:37:50 [INFO] [TRAIN] Epoch=2/270, Step=33/37, loss=74.440475, lr=9e-06, time_each_step=0.53s, eta=1:51:21 2021-08-13 11:37:50 [INFO] [TRAIN] Epoch=2/270, Step=35/37, loss=70.65213, lr=9e-06, time_each_step=0.49s, eta=1:51:12 2021-08-13 11:37:51 [INFO] [TRAIN] Epoch=2/270, Step=37/37, loss=50.798111, lr=9e-06, time_each_step=0.47s, eta=1:51:9 2021-08-13 11:37:51 [INFO] [TRAIN] Epoch 2 finished, loss=67.336243, lr=7e-06 . 2021-08-13 11:37:57 [INFO] [TRAIN] Epoch=3/270, Step=2/37, loss=61.909195, lr=9e-06, time_each_step=0.72s, eta=1:45:2 2021-08-13 11:37:58 [INFO] [TRAIN] Epoch=3/270, Step=4/37, loss=84.141899, lr=1e-05, time_each_step=0.72s, eta=1:45:0 2021-08-13 11:38:00 [INFO] [TRAIN] Epoch=3/270, Step=6/37, loss=63.70253, lr=1e-05, time_each_step=0.71s, eta=1:44:56 2021-08-13 11:38:01 [INFO] [TRAIN] Epoch=3/270, Step=8/37, loss=77.596352, lr=1e-05, time_each_step=0.71s, eta=1:44:55 2021-08-13 11:38:02 [INFO] [TRAIN] Epoch=3/270, Step=10/37, loss=46.899017, lr=1e-05, time_each_step=0.68s, eta=1:44:49 2021-08-13 11:38:02 [INFO] [TRAIN] Epoch=3/270, Step=12/37, loss=65.785324, lr=1.1e-05, time_each_step=0.67s, eta=1:44:46 2021-08-13 11:38:03 [INFO] [TRAIN] Epoch=3/270, Step=14/37, loss=68.200401, lr=1.1e-05, time_each_step=0.68s, eta=1:44:46 2021-08-13 11:38:04 [INFO] [TRAIN] Epoch=3/270, Step=16/37, loss=75.066879, lr=1.1e-05, time_each_step=0.71s, eta=1:44:49 2021-08-13 11:38:06 [INFO] [TRAIN] Epoch=3/270, Step=18/37, loss=62.752621, lr=1.1e-05, time_each_step=0.76s, eta=1:44:57 2021-08-13 11:38:07 [INFO] [TRAIN] Epoch=3/270, Step=20/37, loss=95.942841, lr=1.2e-05, time_each_step=0.81s, eta=1:45:3 2021-08-13 11:38:08 [INFO] [TRAIN] Epoch=3/270, Step=22/37, loss=99.037994, lr=1.2e-05, time_each_step=0.55s, eta=1:44:18 2021-08-13 11:38:09 [INFO] [TRAIN] Epoch=3/270, Step=24/37, loss=88.668472, lr=1.2e-05, time_each_step=0.53s, eta=1:44:14 2021-08-13 11:38:10 [INFO] [TRAIN] Epoch=3/270, Step=26/37, loss=76.598114, lr=1.2e-05, time_each_step=0.52s, eta=1:44:12 2021-08-13 11:38:11 [INFO] [TRAIN] Epoch=3/270, Step=28/37, loss=48.555832, lr=1.3e-05, time_each_step=0.52s, eta=1:44:10 2021-08-13 11:38:12 [INFO] [TRAIN] Epoch=3/270, Step=30/37, loss=44.524178, lr=1.3e-05, time_each_step=0.54s, eta=1:44:11 2021-08-13 11:38:13 [INFO] [TRAIN] Epoch=3/270, Step=32/37, loss=52.807182, lr=1.3e-05, time_each_step=0.54s, eta=1:44:11 2021-08-13 11:38:14 [INFO] [TRAIN] Epoch=3/270, Step=34/37, loss=63.209393, lr=1.3e-05, time_each_step=0.53s, eta=1:44:8 2021-08-13 11:38:14 [INFO] [TRAIN] Epoch=3/270, Step=36/37, loss=44.444008, lr=1.4e-05, time_each_step=0.49s, eta=1:44:1 2021-08-13 11:38:14 [INFO] [TRAIN] Epoch 3 finished, loss=64.102768, lr=1.2e-05 . 2021-08-13 11:38:19 [INFO] [TRAIN] Epoch=4/270, Step=1/37, loss=57.280922, lr=1.4e-05, time_each_step=0.65s, eta=1:46:46 2021-08-13 11:38:20 [INFO] [TRAIN] Epoch=4/270, Step=3/37, loss=66.533508, lr=1.4e-05, time_each_step=0.68s, eta=1:46:50 2021-08-13 11:38:21 [INFO] [TRAIN] Epoch=4/270, Step=5/37, loss=65.984482, lr=1.4e-05, time_each_step=0.65s, eta=1:46:43 2021-08-13 11:38:22 [INFO] [TRAIN] Epoch=4/270, Step=7/37, loss=44.987961, lr=1.5e-05, time_each_step=0.66s, eta=1:46:45 2021-08-13 11:38:24 [INFO] [TRAIN] Epoch=4/270, Step=9/37, loss=52.536591, lr=1.5e-05, time_each_step=0.67s, eta=1:46:45 2021-08-13 11:38:24 [INFO] [TRAIN] Epoch=4/270, Step=11/37, loss=45.625694, lr=1.5e-05, time_each_step=0.66s, eta=1:46:41 2021-08-13 11:38:25 [INFO] [TRAIN] Epoch=4/270, Step=13/37, loss=36.096436, lr=1.5e-05, time_each_step=0.64s, eta=1:46:36 2021-08-13 11:38:26 [INFO] [TRAIN] Epoch=4/270, Step=15/37, loss=35.943581, lr=1.6e-05, time_each_step=0.64s, eta=1:46:36 2021-08-13 11:38:27 [INFO] [TRAIN] Epoch=4/270, Step=17/37, loss=67.012848, lr=1.6e-05, time_each_step=0.67s, eta=1:46:38 2021-08-13 11:38:28 [INFO] [TRAIN] Epoch=4/270, Step=19/37, loss=58.213272, lr=1.6e-05, time_each_step=0.69s, eta=1:46:42 2021-08-13 11:38:29 [INFO] [TRAIN] Epoch=4/270, Step=21/37, loss=70.615936, lr=1.6e-05, time_each_step=0.52s, eta=1:46:12 2021-08-13 11:38:30 [INFO] [TRAIN] Epoch=4/270, Step=23/37, loss=35.55983, lr=1.7e-05, time_each_step=0.47s, eta=1:46:2 2021-08-13 11:38:31 [INFO] [TRAIN] Epoch=4/270, Step=25/37, loss=82.557365, lr=1.7e-05, time_each_step=0.48s, eta=1:46:2 2021-08-13 11:38:32 [INFO] [TRAIN] Epoch=4/270, Step=27/37, loss=53.368484, lr=1.7e-05, time_each_step=0.49s, eta=1:46:3 2021-08-13 11:38:33 [INFO] [TRAIN] Epoch=4/270, Step=29/37, loss=59.814304, lr=1.7e-05, time_each_step=0.45s, eta=1:45:56 2021-08-13 11:38:33 [INFO] [TRAIN] Epoch=4/270, Step=31/37, loss=52.639664, lr=1.8e-05, time_each_step=0.46s, eta=1:45:55 2021-08-13 11:38:34 [INFO] [TRAIN] Epoch=4/270, Step=33/37, loss=82.97229, lr=1.8e-05, time_each_step=0.44s, eta=1:45:53 2021-08-13 11:38:34 [INFO] [TRAIN] Epoch=4/270, Step=35/37, loss=50.595192, lr=1.8e-05, time_each_step=0.41s, eta=1:45:47 2021-08-13 11:38:35 [INFO] [TRAIN] Epoch=4/270, Step=37/37, loss=58.075985, lr=1.8e-05, time_each_step=0.4s, eta=1:45:44 2021-08-13 11:38:35 [INFO] [TRAIN] Epoch 4 finished, loss=54.54771, lr=1.6e-05 . 2021-08-13 11:38:41 [INFO] [TRAIN] Epoch=5/270, Step=2/37, loss=56.232368, lr=1.9e-05, time_each_step=0.64s, eta=1:33:8 2021-08-13 11:38:42 [INFO] [TRAIN] Epoch=5/270, Step=4/37, loss=78.596893, lr=1.9e-05, time_each_step=0.65s, eta=1:33:9 2021-08-13 11:38:43 [INFO] [TRAIN] Epoch=5/270, Step=6/37, loss=58.887032, lr=1.9e-05, time_each_step=0.66s, eta=1:33:10 2021-08-13 11:38:45 [INFO] [TRAIN] Epoch=5/270, Step=8/37, loss=47.815876, lr=1.9e-05, time_each_step=0.7s, eta=1:33:14 2021-08-13 11:38:46 [INFO] [TRAIN] Epoch=5/270, Step=10/37, loss=53.938972, lr=2e-05, time_each_step=0.68s, eta=1:33:11 2021-08-13 11:38:47 [INFO] [TRAIN] Epoch=5/270, Step=12/37, loss=62.263161, lr=2e-05, time_each_step=0.72s, eta=1:33:16 2021-08-13 11:38:48 [INFO] [TRAIN] Epoch=5/270, Step=14/37, loss=65.455696, lr=2e-05, time_each_step=0.74s, eta=1:33:18 2021-08-13 11:38:49 [INFO] [TRAIN] Epoch=5/270, Step=16/37, loss=57.499611, lr=2e-05, time_each_step=0.76s, eta=1:33:21 2021-08-13 11:38:50 [INFO] [TRAIN] Epoch=5/270, Step=18/37, loss=42.240017, lr=2.1e-05, time_each_step=0.79s, eta=1:33:25 2021-08-13 11:38:51 [INFO] [TRAIN] Epoch=5/270, Step=20/37, loss=67.018585, lr=2.1e-05, time_each_step=0.82s, eta=1:33:27 2021-08-13 11:38:52 [INFO] [TRAIN] Epoch=5/270, Step=22/37, loss=64.093262, lr=2.1e-05, time_each_step=0.58s, eta=1:32:45 2021-08-13 11:38:53 [INFO] [TRAIN] Epoch=5/270, Step=24/37, loss=43.623177, lr=2.1e-05, time_each_step=0.56s, eta=1:32:41 2021-08-13 11:38:54 [INFO] [TRAIN] Epoch=5/270, Step=26/37, loss=55.27951, lr=2.2e-05, time_each_step=0.56s, eta=1:32:39 2021-08-13 11:38:55 [INFO] [TRAIN] Epoch=5/270, Step=28/37, loss=42.647156, lr=2.2e-05, time_each_step=0.53s, eta=1:32:33 2021-08-13 11:38:56 [INFO] [TRAIN] Epoch=5/270, Step=30/37, loss=37.212807, lr=2.2e-05, time_each_step=0.51s, eta=1:32:29 2021-08-13 11:38:57 [INFO] [TRAIN] Epoch=5/270, Step=32/37, loss=61.087761, lr=2.2e-05, time_each_step=0.48s, eta=1:32:23 2021-08-13 11:38:57 [INFO] [TRAIN] Epoch=5/270, Step=34/37, loss=52.55648, lr=2.3e-05, time_each_step=0.43s, eta=1:32:15 2021-08-13 11:38:57 [INFO] [TRAIN] Epoch=5/270, Step=36/37, loss=44.933483, lr=2.3e-05, time_each_step=0.41s, eta=1:32:11 2021-08-13 11:38:58 [INFO] [TRAIN] Epoch 5 finished, loss=52.841267, lr=2.1e-05 . 2021-08-13 11:39:03 [INFO] [TRAIN] Epoch=6/270, Step=1/37, loss=43.672253, lr=2.3e-05, time_each_step=0.62s, eta=1:41:40 2021-08-13 11:39:04 [INFO] [TRAIN] Epoch=6/270, Step=3/37, loss=53.437195, lr=2.3e-05, time_each_step=0.64s, eta=1:41:42 2021-08-13 11:39:06 [INFO] [TRAIN] Epoch=6/270, Step=5/37, loss=32.162563, lr=2.4e-05, time_each_step=0.67s, eta=1:41:46 2021-08-13 11:39:07 [INFO] [TRAIN] Epoch=6/270, Step=7/37, loss=54.010086, lr=2.4e-05, time_each_step=0.67s, eta=1:41:45 2021-08-13 11:39:08 [INFO] [TRAIN] Epoch=6/270, Step=9/37, loss=36.990829, lr=2.4e-05, time_each_step=0.67s, eta=1:41:43 2021-08-13 11:39:08 [INFO] [TRAIN] Epoch=6/270, Step=11/37, loss=63.547173, lr=2.4e-05, time_each_step=0.66s, eta=1:41:41 2021-08-13 11:39:09 [INFO] [TRAIN] Epoch=6/270, Step=13/37, loss=44.086929, lr=2.5e-05, time_each_step=0.65s, eta=1:41:38 2021-08-13 11:39:10 [INFO] [TRAIN] Epoch=6/270, Step=15/37, loss=45.728119, lr=2.5e-05, time_each_step=0.69s, eta=1:41:43 2021-08-13 11:39:11 [INFO] [TRAIN] Epoch=6/270, Step=17/37, loss=76.363708, lr=2.5e-05, time_each_step=0.72s, eta=1:41:47 2021-08-13 11:39:12 [INFO] [TRAIN] Epoch=6/270, Step=19/37, loss=55.390949, lr=2.5e-05, time_each_step=0.72s, eta=1:41:46 2021-08-13 11:39:13 [INFO] [TRAIN] Epoch=6/270, Step=21/37, loss=54.428383, lr=2.6e-05, time_each_step=0.5s, eta=1:41:7 2021-08-13 11:39:14 [INFO] [TRAIN] Epoch=6/270, Step=23/37, loss=36.939178, lr=2.6e-05, time_each_step=0.49s, eta=1:41:4 2021-08-13 11:39:15 [INFO] [TRAIN] Epoch=6/270, Step=25/37, loss=39.268856, lr=2.6e-05, time_each_step=0.45s, eta=1:40:56 2021-08-13 11:39:15 [INFO] [TRAIN] Epoch=6/270, Step=27/37, loss=31.188263, lr=2.6e-05, time_each_step=0.43s, eta=1:40:52 2021-08-13 11:39:17 [INFO] [TRAIN] Epoch=6/270, Step=29/37, loss=53.763668, lr=2.7e-05, time_each_step=0.45s, eta=1:40:54 2021-08-13 11:39:18 [INFO] [TRAIN] Epoch=6/270, Step=31/37, loss=38.212433, lr=2.7e-05, time_each_step=0.47s, eta=1:40:56 2021-08-13 11:39:19 [INFO] [TRAIN] Epoch=6/270, Step=33/37, loss=71.649673, lr=2.7e-05, time_each_step=0.48s, eta=1:40:58 2021-08-13 11:39:19 [INFO] [TRAIN] Epoch=6/270, Step=35/37, loss=51.064419, lr=2.7e-05, time_each_step=0.45s, eta=1:40:51 2021-08-13 11:39:21 [INFO] [TRAIN] Epoch=6/270, Step=37/37, loss=52.051346, lr=2.8e-05, time_each_step=0.47s, eta=1:40:54 2021-08-13 11:39:21 [INFO] [TRAIN] Epoch 6 finished, loss=51.308434, lr=2.5e-05 . 2021-08-13 11:39:27 [INFO] [TRAIN] Epoch=7/270, Step=2/37, loss=54.4571, lr=2.8e-05, time_each_step=0.73s, eta=1:44:1 2021-08-13 11:39:28 [INFO] [TRAIN] Epoch=7/270, Step=4/37, loss=56.490067, lr=2.8e-05, time_each_step=0.74s, eta=1:44:2 2021-08-13 11:39:29 [INFO] [TRAIN] Epoch=7/270, Step=6/37, loss=42.670311, lr=2.8e-05, time_each_step=0.73s, eta=1:43:59 2021-08-13 11:39:30 [INFO] [TRAIN] Epoch=7/270, Step=8/37, loss=42.017834, lr=2.9e-05, time_each_step=0.74s, eta=1:43:59 2021-08-13 11:39:31 [INFO] [TRAIN] Epoch=7/270, Step=10/37, loss=43.529179, lr=2.9e-05, time_each_step=0.76s, eta=1:44:1 2021-08-13 11:39:32 [INFO] [TRAIN] Epoch=7/270, Step=12/37, loss=47.353798, lr=2.9e-05, time_each_step=0.75s, eta=1:43:58 2021-08-13 11:39:33 [INFO] [TRAIN] Epoch=7/270, Step=14/37, loss=47.110184, lr=2.9e-05, time_each_step=0.74s, eta=1:43:55 2021-08-13 11:39:33 [INFO] [TRAIN] Epoch=7/270, Step=16/37, loss=45.164948, lr=3e-05, time_each_step=0.73s, eta=1:43:51 2021-08-13 11:39:35 [INFO] [TRAIN] Epoch=7/270, Step=18/37, loss=62.518711, lr=3e-05, time_each_step=0.76s, eta=1:43:56 2021-08-13 11:39:36 [INFO] [TRAIN] Epoch=7/270, Step=20/37, loss=64.549377, lr=3e-05, time_each_step=0.74s, eta=1:43:50 2021-08-13 11:39:36 [INFO] [TRAIN] Epoch=7/270, Step=22/37, loss=33.954674, lr=3e-05, time_each_step=0.49s, eta=1:43:6 2021-08-13 11:39:37 [INFO] [TRAIN] Epoch=7/270, Step=24/37, loss=55.125332, lr=3.1e-05, time_each_step=0.49s, eta=1:43:7 2021-08-13 11:39:38 [INFO] [TRAIN] Epoch=7/270, Step=26/37, loss=40.521912, lr=3.1e-05, time_each_step=0.47s, eta=1:43:1 2021-08-13 11:39:39 [INFO] [TRAIN] Epoch=7/270, Step=28/37, loss=43.740944, lr=3.1e-05, time_each_step=0.47s, eta=1:43:0 2021-08-13 11:39:40 [INFO] [TRAIN] Epoch=7/270, Step=30/37, loss=68.671516, lr=3.1e-05, time_each_step=0.46s, eta=1:42:58 2021-08-13 11:39:41 [INFO] [TRAIN] Epoch=7/270, Step=32/37, loss=45.374962, lr=3.2e-05, time_each_step=0.44s, eta=1:42:55 2021-08-13 11:39:41 [INFO] [TRAIN] Epoch=7/270, Step=34/37, loss=53.866196, lr=3.2e-05, time_each_step=0.41s, eta=1:42:49 2021-08-13 11:39:41 [INFO] [TRAIN] Epoch=7/270, Step=36/37, loss=35.869087, lr=3.2e-05, time_each_step=0.39s, eta=1:42:45 2021-08-13 11:39:41 [INFO] [TRAIN] Epoch 7 finished, loss=48.91066, lr=3e-05 . 2021-08-13 11:39:47 [INFO] [TRAIN] Epoch=8/270, Step=1/37, loss=51.93335, lr=3.2e-05, time_each_step=0.6s, eta=1:31:42 2021-08-13 11:39:48 [INFO] [TRAIN] Epoch=8/270, Step=3/37, loss=56.029114, lr=3.3e-05, time_each_step=0.6s, eta=1:31:42 2021-08-13 11:39:48 [INFO] [TRAIN] Epoch=8/270, Step=5/37, loss=30.954319, lr=3.3e-05, time_each_step=0.61s, eta=1:31:42 2021-08-13 11:39:50 [INFO] [TRAIN] Epoch=8/270, Step=7/37, loss=35.106411, lr=3.3e-05, time_each_step=0.62s, eta=1:31:43 2021-08-13 11:39:51 [INFO] [TRAIN] Epoch=8/270, Step=9/37, loss=44.208683, lr=3.3e-05, time_each_step=0.66s, eta=1:31:48 2021-08-13 11:39:52 [INFO] [TRAIN] Epoch=8/270, Step=11/37, loss=61.309639, lr=3.4e-05, time_each_step=0.65s, eta=1:31:46 2021-08-13 11:39:53 [INFO] [TRAIN] Epoch=8/270, Step=13/37, loss=37.490517, lr=3.4e-05, time_each_step=0.66s, eta=1:31:46 2021-08-13 11:39:54 [INFO] [TRAIN] Epoch=8/270, Step=15/37, loss=43.377907, lr=3.4e-05, time_each_step=0.68s, eta=1:31:49 2021-08-13 11:39:56 [INFO] [TRAIN] Epoch=8/270, Step=17/37, loss=49.542439, lr=3.4e-05, time_each_step=0.74s, eta=1:31:57 2021-08-13 11:39:56 [INFO] [TRAIN] Epoch=8/270, Step=19/37, loss=47.485031, lr=3.5e-05, time_each_step=0.77s, eta=1:32:0 2021-08-13 11:39:58 [INFO] [TRAIN] Epoch=8/270, Step=21/37, loss=42.598003, lr=3.5e-05, time_each_step=0.57s, eta=1:31:25 2021-08-13 11:39:59 [INFO] [TRAIN] Epoch=8/270, Step=23/37, loss=39.540058, lr=3.5e-05, time_each_step=0.58s, eta=1:31:26 2021-08-13 11:40:00 [INFO] [TRAIN] Epoch=8/270, Step=25/37, loss=50.601406, lr=3.5e-05, time_each_step=0.57s, eta=1:31:24 2021-08-13 11:40:01 [INFO] [TRAIN] Epoch=8/270, Step=27/37, loss=34.050144, lr=3.6e-05, time_each_step=0.55s, eta=1:31:19 2021-08-13 11:40:02 [INFO] [TRAIN] Epoch=8/270, Step=29/37, loss=34.647148, lr=3.6e-05, time_each_step=0.53s, eta=1:31:15 2021-08-13 11:40:02 [INFO] [TRAIN] Epoch=8/270, Step=31/37, loss=63.22179, lr=3.6e-05, time_each_step=0.51s, eta=1:31:9 2021-08-13 11:40:03 [INFO] [TRAIN] Epoch=8/270, Step=33/37, loss=52.999584, lr=3.6e-05, time_each_step=0.49s, eta=1:31:7 2021-08-13 11:40:04 [INFO] [TRAIN] Epoch=8/270, Step=35/37, loss=70.87252, lr=3.7e-05, time_each_step=0.46s, eta=1:31:1 2021-08-13 11:40:04 [INFO] [TRAIN] Epoch=8/270, Step=37/37, loss=62.595024, lr=3.7e-05, time_each_step=0.44s, eta=1:30:57 2021-08-13 11:40:05 [INFO] [TRAIN] Epoch 8 finished, loss=45.346333, lr=3.5e-05 . 2021-08-13 11:40:11 [INFO] [TRAIN] Epoch=9/270, Step=2/37, loss=45.108093, lr=3.7e-05, time_each_step=0.71s, eta=1:42:59 2021-08-13 11:40:12 [INFO] [TRAIN] Epoch=9/270, Step=4/37, loss=29.556484, lr=3.7e-05, time_each_step=0.69s, eta=1:42:55 2021-08-13 11:40:14 [INFO] [TRAIN] Epoch=9/270, Step=6/37, loss=56.462406, lr=3.8e-05, time_each_step=0.72s, eta=1:42:58 2021-08-13 11:40:14 [INFO] [TRAIN] Epoch=9/270, Step=8/37, loss=33.544247, lr=3.8e-05, time_each_step=0.71s, eta=1:42:55 2021-08-13 11:40:16 [INFO] [TRAIN] Epoch=9/270, Step=10/37, loss=39.579369, lr=3.8e-05, time_each_step=0.74s, eta=1:42:59 2021-08-13 11:40:16 [INFO] [TRAIN] Epoch=9/270, Step=12/37, loss=52.091759, lr=3.8e-05, time_each_step=0.73s, eta=1:42:56 2021-08-13 11:40:18 [INFO] [TRAIN] Epoch=9/270, Step=14/37, loss=34.026516, lr=3.9e-05, time_each_step=0.76s, eta=1:43:0 2021-08-13 11:40:19 [INFO] [TRAIN] Epoch=9/270, Step=16/37, loss=69.701935, lr=3.9e-05, time_each_step=0.78s, eta=1:43:3 2021-08-13 11:40:20 [INFO] [TRAIN] Epoch=9/270, Step=18/37, loss=66.162521, lr=3.9e-05, time_each_step=0.81s, eta=1:43:6 2021-08-13 11:40:21 [INFO] [TRAIN] Epoch=9/270, Step=20/37, loss=35.6241, lr=3.9e-05, time_each_step=0.81s, eta=1:43:4 2021-08-13 11:40:22 [INFO] [TRAIN] Epoch=9/270, Step=22/37, loss=50.26405, lr=4e-05, time_each_step=0.54s, eta=1:42:17 2021-08-13 11:40:23 [INFO] [TRAIN] Epoch=9/270, Step=24/37, loss=45.360451, lr=4e-05, time_each_step=0.55s, eta=1:42:17 2021-08-13 11:40:24 [INFO] [TRAIN] Epoch=9/270, Step=26/37, loss=59.771919, lr=4e-05, time_each_step=0.5s, eta=1:42:8 2021-08-13 11:40:24 [INFO] [TRAIN] Epoch=9/270, Step=28/37, loss=39.440075, lr=4e-05, time_each_step=0.51s, eta=1:42:8 2021-08-13 11:40:25 [INFO] [TRAIN] Epoch=9/270, Step=30/37, loss=36.352848, lr=4.1e-05, time_each_step=0.46s, eta=1:41:59 2021-08-13 11:40:25 [INFO] [TRAIN] Epoch=9/270, Step=32/37, loss=71.908112, lr=4.1e-05, time_each_step=0.45s, eta=1:41:56 2021-08-13 11:40:26 [INFO] [TRAIN] Epoch=9/270, Step=34/37, loss=36.388508, lr=4.1e-05, time_each_step=0.41s, eta=1:41:49 2021-08-13 11:40:26 [INFO] [TRAIN] Epoch=9/270, Step=36/37, loss=72.539497, lr=4.1e-05, time_each_step=0.38s, eta=1:41:45 2021-08-13 11:40:27 [INFO] [TRAIN] Epoch 9 finished, loss=47.892822, lr=3.9e-05 . 2021-08-13 11:40:31 [INFO] [TRAIN] Epoch=10/270, Step=1/37, loss=38.785919, lr=4.2e-05, time_each_step=0.54s, eta=1:38:12 2021-08-13 11:40:33 [INFO] [TRAIN] Epoch=10/270, Step=3/37, loss=37.636211, lr=4.2e-05, time_each_step=0.62s, eta=1:38:26 2021-08-13 11:40:34 [INFO] [TRAIN] Epoch=10/270, Step=5/37, loss=30.999474, lr=4.2e-05, time_each_step=0.63s, eta=1:38:26 2021-08-13 11:40:35 [INFO] [TRAIN] Epoch=10/270, Step=7/37, loss=66.454575, lr=4.2e-05, time_each_step=0.62s, eta=1:38:23 2021-08-13 11:40:37 [INFO] [TRAIN] Epoch=10/270, Step=9/37, loss=68.901245, lr=4.3e-05, time_each_step=0.64s, eta=1:38:26 2021-08-13 11:40:37 [INFO] [TRAIN] Epoch=10/270, Step=11/37, loss=40.271675, lr=4.3e-05, time_each_step=0.65s, eta=1:38:25 2021-08-13 11:40:39 [INFO] [TRAIN] Epoch=10/270, Step=13/37, loss=49.402496, lr=4.3e-05, time_each_step=0.69s, eta=1:38:31 2021-08-13 11:40:40 [INFO] [TRAIN] Epoch=10/270, Step=15/37, loss=46.971806, lr=4.3e-05, time_each_step=0.71s, eta=1:38:33 2021-08-13 11:40:41 [INFO] [TRAIN] Epoch=10/270, Step=17/37, loss=54.736187, lr=4.4e-05, time_each_step=0.74s, eta=1:38:38 2021-08-13 11:40:41 [INFO] [TRAIN] Epoch=10/270, Step=19/37, loss=43.179413, lr=4.4e-05, time_each_step=0.74s, eta=1:38:37 2021-08-13 11:40:43 [INFO] [TRAIN] Epoch=10/270, Step=21/37, loss=37.080299, lr=4.4e-05, time_each_step=0.59s, eta=1:38:10 2021-08-13 11:40:44 [INFO] [TRAIN] Epoch=10/270, Step=23/37, loss=34.292767, lr=4.4e-05, time_each_step=0.53s, eta=1:37:57 2021-08-13 11:40:44 [INFO] [TRAIN] Epoch=10/270, Step=25/37, loss=35.540077, lr=4.5e-05, time_each_step=0.51s, eta=1:37:54 2021-08-13 11:40:45 [INFO] [TRAIN] Epoch=10/270, Step=27/37, loss=47.245037, lr=4.5e-05, time_each_step=0.5s, eta=1:37:51 2021-08-13 11:40:46 [INFO] [TRAIN] Epoch=10/270, Step=29/37, loss=51.236176, lr=4.5e-05, time_each_step=0.48s, eta=1:37:47 2021-08-13 11:40:47 [INFO] [TRAIN] Epoch=10/270, Step=31/37, loss=34.356438, lr=4.5e-05, time_each_step=0.48s, eta=1:37:45 2021-08-13 11:40:48 [INFO] [TRAIN] Epoch=10/270, Step=33/37, loss=34.89423, lr=4.6e-05, time_each_step=0.45s, eta=1:37:40 2021-08-13 11:40:48 [INFO] [TRAIN] Epoch=10/270, Step=35/37, loss=45.222797, lr=4.6e-05, time_each_step=0.42s, eta=1:37:34 2021-08-13 11:40:48 [INFO] [TRAIN] Epoch=10/270, Step=37/37, loss=37.09256, lr=4.6e-05, time_each_step=0.38s, eta=1:37:27 2021-08-13 11:40:48 [INFO] [TRAIN] Epoch 10 finished, loss=43.627804, lr=4.4e-05 . 2021-08-13 11:40:55 [INFO] [TRAIN] Epoch=11/270, Step=2/37, loss=56.905846, lr=4.6e-05, time_each_step=0.66s, eta=1:35:0 2021-08-13 11:40:56 [INFO] [TRAIN] Epoch=11/270, Step=4/37, loss=39.957268, lr=4.7e-05, time_each_step=0.66s, eta=1:35:0 2021-08-13 11:40:57 [INFO] [TRAIN] Epoch=11/270, Step=6/37, loss=33.996666, lr=4.7e-05, time_each_step=0.66s, eta=1:34:58 2021-08-13 11:40:58 [INFO] [TRAIN] Epoch=11/270, Step=8/37, loss=42.419079, lr=4.7e-05, time_each_step=0.66s, eta=1:34:57 2021-08-13 11:40:59 [INFO] [TRAIN] Epoch=11/270, Step=10/37, loss=39.817455, lr=4.7e-05, time_each_step=0.69s, eta=1:35:1 2021-08-13 11:41:00 [INFO] [TRAIN] Epoch=11/270, Step=12/37, loss=37.340828, lr=4.8e-05, time_each_step=0.69s, eta=1:34:59 2021-08-13 11:41:01 [INFO] [TRAIN] Epoch=11/270, Step=14/37, loss=34.447594, lr=4.8e-05, time_each_step=0.72s, eta=1:35:3 2021-08-13 11:41:02 [INFO] [TRAIN] Epoch=11/270, Step=16/37, loss=29.809935, lr=4.8e-05, time_each_step=0.71s, eta=1:35:0 2021-08-13 11:41:03 [INFO] [TRAIN] Epoch=11/270, Step=18/37, loss=35.540024, lr=4.8e-05, time_each_step=0.77s, eta=1:35:9 2021-08-13 11:41:05 [INFO] [TRAIN] Epoch=11/270, Step=20/37, loss=48.974686, lr=4.9e-05, time_each_step=0.81s, eta=1:35:14 2021-08-13 11:41:05 [INFO] [TRAIN] Epoch=11/270, Step=22/37, loss=24.080267, lr=4.9e-05, time_each_step=0.54s, eta=1:34:27 2021-08-13 11:41:06 [INFO] [TRAIN] Epoch=11/270, Step=24/37, loss=39.680733, lr=4.9e-05, time_each_step=0.51s, eta=1:34:22 2021-08-13 11:41:07 [INFO] [TRAIN] Epoch=11/270, Step=26/37, loss=38.952538, lr=4.9e-05, time_each_step=0.51s, eta=1:34:19 2021-08-13 11:41:08 [INFO] [TRAIN] Epoch=11/270, Step=28/37, loss=23.833088, lr=5e-05, time_each_step=0.51s, eta=1:34:18 2021-08-13 11:41:09 [INFO] [TRAIN] Epoch=11/270, Step=30/37, loss=52.337902, lr=5e-05, time_each_step=0.46s, eta=1:34:10 2021-08-13 11:41:10 [INFO] [TRAIN] Epoch=11/270, Step=32/37, loss=70.777954, lr=5e-05, time_each_step=0.48s, eta=1:34:12 2021-08-13 11:41:10 [INFO] [TRAIN] Epoch=11/270, Step=34/37, loss=41.46888, lr=5e-05, time_each_step=0.46s, eta=1:34:7 2021-08-13 11:41:11 [INFO] [TRAIN] Epoch=11/270, Step=36/37, loss=27.09684, lr=5.1e-05, time_each_step=0.45s, eta=1:34:5 2021-08-13 11:41:11 [INFO] [TRAIN] Epoch 11 finished, loss=42.375648, lr=4.9e-05 . 2021-08-13 11:41:16 [INFO] [TRAIN] Epoch=12/270, Step=1/37, loss=38.074886, lr=5.1e-05, time_each_step=0.61s, eta=1:38:59 2021-08-13 11:41:17 [INFO] [TRAIN] Epoch=12/270, Step=3/37, loss=38.494644, lr=5.1e-05, time_each_step=0.6s, eta=1:38:57 2021-08-13 11:41:17 [INFO] [TRAIN] Epoch=12/270, Step=5/37, loss=32.159504, lr=5.1e-05, time_each_step=0.6s, eta=1:38:56 2021-08-13 11:41:19 [INFO] [TRAIN] Epoch=12/270, Step=7/37, loss=58.688736, lr=5.2e-05, time_each_step=0.62s, eta=1:38:58 2021-08-13 11:41:20 [INFO] [TRAIN] Epoch=12/270, Step=9/37, loss=46.124329, lr=5.2e-05, time_each_step=0.63s, eta=1:38:59 2021-08-13 11:41:21 [INFO] [TRAIN] Epoch=12/270, Step=11/37, loss=51.777523, lr=5.2e-05, time_each_step=0.65s, eta=1:39:1 2021-08-13 11:41:22 [INFO] [TRAIN] Epoch=12/270, Step=13/37, loss=22.187859, lr=5.2e-05, time_each_step=0.67s, eta=1:39:3 2021-08-13 11:41:23 [INFO] [TRAIN] Epoch=12/270, Step=15/37, loss=48.738869, lr=5.3e-05, time_each_step=0.67s, eta=1:39:1 2021-08-13 11:41:24 [INFO] [TRAIN] Epoch=12/270, Step=17/37, loss=41.213997, lr=5.3e-05, time_each_step=0.7s, eta=1:39:6 2021-08-13 11:41:25 [INFO] [TRAIN] Epoch=12/270, Step=19/37, loss=34.869858, lr=5.3e-05, time_each_step=0.73s, eta=1:39:9 2021-08-13 11:41:26 [INFO] [TRAIN] Epoch=12/270, Step=21/37, loss=31.466717, lr=5.3e-05, time_each_step=0.54s, eta=1:38:36 2021-08-13 11:41:27 [INFO] [TRAIN] Epoch=12/270, Step=23/37, loss=58.656521, lr=5.4e-05, time_each_step=0.54s, eta=1:38:35 2021-08-13 11:41:29 [INFO] [TRAIN] Epoch=12/270, Step=25/37, loss=43.868847, lr=5.4e-05, time_each_step=0.57s, eta=1:38:38 2021-08-13 11:41:29 [INFO] [TRAIN] Epoch=12/270, Step=27/37, loss=39.9907, lr=5.4e-05, time_each_step=0.53s, eta=1:38:31 2021-08-13 11:41:30 [INFO] [TRAIN] Epoch=12/270, Step=29/37, loss=35.328129, lr=5.4e-05, time_each_step=0.53s, eta=1:38:30 2021-08-13 11:41:31 [INFO] [TRAIN] Epoch=12/270, Step=31/37, loss=34.399162, lr=5.5e-05, time_each_step=0.52s, eta=1:38:26 2021-08-13 11:41:32 [INFO] [TRAIN] Epoch=12/270, Step=33/37, loss=31.917875, lr=5.5e-05, time_each_step=0.49s, eta=1:38:21 2021-08-13 11:41:32 [INFO] [TRAIN] Epoch=12/270, Step=35/37, loss=34.054031, lr=5.5e-05, time_each_step=0.47s, eta=1:38:17 2021-08-13 11:41:33 [INFO] [TRAIN] Epoch=12/270, Step=37/37, loss=32.656414, lr=5.5e-05, time_each_step=0.43s, eta=1:38:10 2021-08-13 11:41:33 [INFO] [TRAIN] Epoch 12 finished, loss=39.617374, lr=5.3e-05 . 2021-08-13 11:41:38 [INFO] [TRAIN] Epoch=13/270, Step=2/37, loss=65.401619, lr=5.6e-05, time_each_step=0.6s, eta=1:36:52 2021-08-13 11:41:40 [INFO] [TRAIN] Epoch=13/270, Step=4/37, loss=32.134987, lr=5.6e-05, time_each_step=0.66s, eta=1:37:2 2021-08-13 11:41:41 [INFO] [TRAIN] Epoch=13/270, Step=6/37, loss=30.440771, lr=5.6e-05, time_each_step=0.65s, eta=1:36:58 2021-08-13 11:41:42 [INFO] [TRAIN] Epoch=13/270, Step=8/37, loss=42.932362, lr=5.6e-05, time_each_step=0.64s, eta=1:36:55 2021-08-13 11:41:43 [INFO] [TRAIN] Epoch=13/270, Step=10/37, loss=33.610367, lr=5.7e-05, time_each_step=0.67s, eta=1:37:0 2021-08-13 11:41:44 [INFO] [TRAIN] Epoch=13/270, Step=12/37, loss=36.533737, lr=5.7e-05, time_each_step=0.67s, eta=1:36:59 2021-08-13 11:41:45 [INFO] [TRAIN] Epoch=13/270, Step=14/37, loss=52.48827, lr=5.7e-05, time_each_step=0.69s, eta=1:37:1 2021-08-13 11:41:46 [INFO] [TRAIN] Epoch=13/270, Step=16/37, loss=32.213158, lr=5.7e-05, time_each_step=0.73s, eta=1:37:6 2021-08-13 11:41:47 [INFO] [TRAIN] Epoch=13/270, Step=18/37, loss=28.036026, lr=5.8e-05, time_each_step=0.75s, eta=1:37:8 2021-08-13 11:41:49 [INFO] [TRAIN] Epoch=13/270, Step=20/37, loss=57.128311, lr=5.8e-05, time_each_step=0.79s, eta=1:37:14 2021-08-13 11:41:50 [INFO] [TRAIN] Epoch=13/270, Step=22/37, loss=54.799675, lr=5.8e-05, time_each_step=0.61s, eta=1:36:41 2021-08-13 11:41:51 [INFO] [TRAIN] Epoch=13/270, Step=24/37, loss=49.948418, lr=5.8e-05, time_each_step=0.57s, eta=1:36:33 2021-08-13 11:41:52 [INFO] [TRAIN] Epoch=13/270, Step=26/37, loss=59.777752, lr=5.9e-05, time_each_step=0.57s, eta=1:36:32 2021-08-13 11:41:53 [INFO] [TRAIN] Epoch=13/270, Step=28/37, loss=35.06208, lr=5.9e-05, time_each_step=0.56s, eta=1:36:29 2021-08-13 11:41:54 [INFO] [TRAIN] Epoch=13/270, Step=30/37, loss=38.035126, lr=5.9e-05, time_each_step=0.54s, eta=1:36:25 2021-08-13 11:41:54 [INFO] [TRAIN] Epoch=13/270, Step=32/37, loss=38.166786, lr=5.9e-05, time_each_step=0.51s, eta=1:36:20 2021-08-13 11:41:55 [INFO] [TRAIN] Epoch=13/270, Step=34/37, loss=46.649143, lr=6e-05, time_each_step=0.47s, eta=1:36:12 2021-08-13 11:41:55 [INFO] [TRAIN] Epoch=13/270, Step=36/37, loss=47.09642, lr=6e-05, time_each_step=0.43s, eta=1:36:5 2021-08-13 11:41:55 [INFO] [TRAIN] Epoch 13 finished, loss=42.107235, lr=5.8e-05 . 2021-08-13 11:42:00 [INFO] [TRAIN] Epoch=14/270, Step=1/37, loss=45.925278, lr=6e-05, time_each_step=0.63s, eta=1:36:15 2021-08-13 11:42:01 [INFO] [TRAIN] Epoch=14/270, Step=3/37, loss=38.821922, lr=6e-05, time_each_step=0.61s, eta=1:36:10 2021-08-13 11:42:02 [INFO] [TRAIN] Epoch=14/270, Step=5/37, loss=36.661545, lr=6.1e-05, time_each_step=0.61s, eta=1:36:9 2021-08-13 11:42:04 [INFO] [TRAIN] Epoch=14/270, Step=7/37, loss=41.027103, lr=6.1e-05, time_each_step=0.64s, eta=1:36:12 2021-08-13 11:42:05 [INFO] [TRAIN] Epoch=14/270, Step=9/37, loss=26.964109, lr=6.1e-05, time_each_step=0.65s, eta=1:36:14 2021-08-13 11:42:06 [INFO] [TRAIN] Epoch=14/270, Step=11/37, loss=51.551727, lr=6.1e-05, time_each_step=0.66s, eta=1:36:14 2021-08-13 11:42:07 [INFO] [TRAIN] Epoch=14/270, Step=13/37, loss=26.713554, lr=6.2e-05, time_each_step=0.66s, eta=1:36:13 2021-08-13 11:42:08 [INFO] [TRAIN] Epoch=14/270, Step=15/37, loss=46.837677, lr=6.2e-05, time_each_step=0.69s, eta=1:36:16 2021-08-13 11:42:09 [INFO] [TRAIN] Epoch=14/270, Step=17/37, loss=33.710678, lr=6.2e-05, time_each_step=0.74s, eta=1:36:24 2021-08-13 11:42:10 [INFO] [TRAIN] Epoch=14/270, Step=19/37, loss=40.882874, lr=6.2e-05, time_each_step=0.77s, eta=1:36:27 2021-08-13 11:42:12 [INFO] [TRAIN] Epoch=14/270, Step=21/37, loss=32.496208, lr=6.3e-05, time_each_step=0.57s, eta=1:35:52 2021-08-13 11:42:13 [INFO] [TRAIN] Epoch=14/270, Step=23/37, loss=36.442394, lr=6.3e-05, time_each_step=0.57s, eta=1:35:51 2021-08-13 11:42:14 [INFO] [TRAIN] Epoch=14/270, Step=25/37, loss=29.108597, lr=6.3e-05, time_each_step=0.58s, eta=1:35:51 2021-08-13 11:42:14 [INFO] [TRAIN] Epoch=14/270, Step=27/37, loss=51.184906, lr=6.3e-05, time_each_step=0.53s, eta=1:35:42 2021-08-13 11:42:15 [INFO] [TRAIN] Epoch=14/270, Step=29/37, loss=30.662495, lr=6.4e-05, time_each_step=0.5s, eta=1:35:37 2021-08-13 11:42:16 [INFO] [TRAIN] Epoch=14/270, Step=31/37, loss=40.062275, lr=6.4e-05, time_each_step=0.49s, eta=1:35:34 2021-08-13 11:42:16 [INFO] [TRAIN] Epoch=14/270, Step=33/37, loss=40.827362, lr=6.4e-05, time_each_step=0.46s, eta=1:35:28 2021-08-13 11:42:17 [INFO] [TRAIN] Epoch=14/270, Step=35/37, loss=56.975956, lr=6.4e-05, time_each_step=0.43s, eta=1:35:23 2021-08-13 11:42:17 [INFO] [TRAIN] Epoch=14/270, Step=37/37, loss=36.130409, lr=6.5e-05, time_each_step=0.38s, eta=1:35:14 2021-08-13 11:42:17 [INFO] [TRAIN] Epoch 14 finished, loss=39.729931, lr=6.2e-05 . 2021-08-13 11:42:23 [INFO] [TRAIN] Epoch=15/270, Step=2/37, loss=45.097, lr=6.5e-05, time_each_step=0.65s, eta=1:35:16 2021-08-13 11:42:24 [INFO] [TRAIN] Epoch=15/270, Step=4/37, loss=34.10862, lr=6.5e-05, time_each_step=0.63s, eta=1:35:11 2021-08-13 11:42:25 [INFO] [TRAIN] Epoch=15/270, Step=6/37, loss=36.451084, lr=6.5e-05, time_each_step=0.63s, eta=1:35:9 2021-08-13 11:42:26 [INFO] [TRAIN] Epoch=15/270, Step=8/37, loss=36.936249, lr=6.6e-05, time_each_step=0.64s, eta=1:35:10 2021-08-13 11:42:27 [INFO] [TRAIN] Epoch=15/270, Step=10/37, loss=35.745049, lr=6.6e-05, time_each_step=0.64s, eta=1:35:9 2021-08-13 11:42:29 [INFO] [TRAIN] Epoch=15/270, Step=12/37, loss=37.843967, lr=6.6e-05, time_each_step=0.67s, eta=1:35:14 2021-08-13 11:42:29 [INFO] [TRAIN] Epoch=15/270, Step=14/37, loss=40.740799, lr=6.6e-05, time_each_step=0.67s, eta=1:35:13 2021-08-13 11:42:30 [INFO] [TRAIN] Epoch=15/270, Step=16/37, loss=37.178551, lr=6.7e-05, time_each_step=0.71s, eta=1:35:17 2021-08-13 11:42:32 [INFO] [TRAIN] Epoch=15/270, Step=18/37, loss=39.972816, lr=6.7e-05, time_each_step=0.75s, eta=1:35:23 2021-08-13 11:42:33 [INFO] [TRAIN] Epoch=15/270, Step=20/37, loss=48.596062, lr=6.7e-05, time_each_step=0.79s, eta=1:35:29 2021-08-13 11:42:34 [INFO] [TRAIN] Epoch=15/270, Step=22/37, loss=50.243076, lr=6.7e-05, time_each_step=0.52s, eta=1:34:42 2021-08-13 11:42:35 [INFO] [TRAIN] Epoch=15/270, Step=24/37, loss=39.879147, lr=6.8e-05, time_each_step=0.55s, eta=1:34:45 2021-08-13 11:42:36 [INFO] [TRAIN] Epoch=15/270, Step=26/37, loss=43.39185, lr=6.8e-05, time_each_step=0.53s, eta=1:34:41 2021-08-13 11:42:37 [INFO] [TRAIN] Epoch=15/270, Step=28/37, loss=34.177116, lr=6.8e-05, time_each_step=0.53s, eta=1:34:41 2021-08-13 11:42:37 [INFO] [TRAIN] Epoch=15/270, Step=30/37, loss=49.012749, lr=6.8e-05, time_each_step=0.51s, eta=1:34:36 2021-08-13 11:42:38 [INFO] [TRAIN] Epoch=15/270, Step=32/37, loss=34.413353, lr=6.9e-05, time_each_step=0.47s, eta=1:34:27 2021-08-13 11:42:39 [INFO] [TRAIN] Epoch=15/270, Step=34/37, loss=25.968739, lr=6.9e-05, time_each_step=0.46s, eta=1:34:25 2021-08-13 11:42:39 [INFO] [TRAIN] Epoch=15/270, Step=36/37, loss=31.240614, lr=6.9e-05, time_each_step=0.43s, eta=1:34:20 2021-08-13 11:42:40 [INFO] [TRAIN] Epoch 15 finished, loss=38.520458, lr=6.7e-05 . 2021-08-13 11:42:43 [INFO] [TRAIN] Epoch=16/270, Step=1/37, loss=30.858496, lr=6.9e-05, time_each_step=0.56s, eta=1:37:32 2021-08-13 11:42:46 [INFO] [TRAIN] Epoch=16/270, Step=3/37, loss=27.524225, lr=7e-05, time_each_step=0.64s, eta=1:37:45 2021-08-13 11:42:47 [INFO] [TRAIN] Epoch=16/270, Step=5/37, loss=39.829357, lr=7e-05, time_each_step=0.65s, eta=1:37:46 2021-08-13 11:42:48 [INFO] [TRAIN] Epoch=16/270, Step=7/37, loss=47.659687, lr=7e-05, time_each_step=0.64s, eta=1:37:43 2021-08-13 11:42:49 [INFO] [TRAIN] Epoch=16/270, Step=9/37, loss=41.01804, lr=7e-05, time_each_step=0.65s, eta=1:37:44 2021-08-13 11:42:50 [INFO] [TRAIN] Epoch=16/270, Step=11/37, loss=36.069901, lr=7.1e-05, time_each_step=0.65s, eta=1:37:42 2021-08-13 11:42:51 [INFO] [TRAIN] Epoch=16/270, Step=13/37, loss=33.059444, lr=7.1e-05, time_each_step=0.67s, eta=1:37:44 2021-08-13 11:42:52 [INFO] [TRAIN] Epoch=16/270, Step=15/37, loss=30.399622, lr=7.1e-05, time_each_step=0.71s, eta=1:37:51 2021-08-13 11:42:54 [INFO] [TRAIN] Epoch=16/270, Step=17/37, loss=50.889637, lr=7.1e-05, time_each_step=0.75s, eta=1:37:56 2021-08-13 11:42:55 [INFO] [TRAIN] Epoch=16/270, Step=19/37, loss=42.351822, lr=7.2e-05, time_each_step=0.78s, eta=1:38:0 2021-08-13 11:42:56 [INFO] [TRAIN] Epoch=16/270, Step=21/37, loss=42.194588, lr=7.2e-05, time_each_step=0.65s, eta=1:37:35 2021-08-13 11:42:57 [INFO] [TRAIN] Epoch=16/270, Step=23/37, loss=33.457409, lr=7.2e-05, time_each_step=0.56s, eta=1:37:20 2021-08-13 11:42:58 [INFO] [TRAIN] Epoch=16/270, Step=25/37, loss=36.29232, lr=7.2e-05, time_each_step=0.56s, eta=1:37:18 2021-08-13 11:42:59 [INFO] [TRAIN] Epoch=16/270, Step=27/37, loss=41.22197, lr=7.3e-05, time_each_step=0.55s, eta=1:37:15 2021-08-13 11:43:00 [INFO] [TRAIN] Epoch=16/270, Step=29/37, loss=27.461823, lr=7.3e-05, time_each_step=0.56s, eta=1:37:16 2021-08-13 11:43:01 [INFO] [TRAIN] Epoch=16/270, Step=31/37, loss=29.562315, lr=7.3e-05, time_each_step=0.53s, eta=1:37:10 2021-08-13 11:43:02 [INFO] [TRAIN] Epoch=16/270, Step=33/37, loss=28.79409, lr=7.3e-05, time_each_step=0.53s, eta=1:37:9 2021-08-13 11:43:02 [INFO] [TRAIN] Epoch=16/270, Step=35/37, loss=41.280418, lr=7.4e-05, time_each_step=0.5s, eta=1:37:3 2021-08-13 11:43:03 [INFO] [TRAIN] Epoch=16/270, Step=37/37, loss=19.589691, lr=7.4e-05, time_each_step=0.44s, eta=1:36:53 2021-08-13 11:43:03 [INFO] [TRAIN] Epoch 16 finished, loss=37.529762, lr=7.2e-05 . 2021-08-13 11:43:09 [INFO] [TRAIN] Epoch=17/270, Step=2/37, loss=37.740719, lr=7.4e-05, time_each_step=0.71s, eta=1:38:38 2021-08-13 11:43:10 [INFO] [TRAIN] Epoch=17/270, Step=4/37, loss=29.718643, lr=7.4e-05, time_each_step=0.71s, eta=1:38:35 2021-08-13 11:43:11 [INFO] [TRAIN] Epoch=17/270, Step=6/37, loss=40.163315, lr=7.5e-05, time_each_step=0.71s, eta=1:38:34 2021-08-13 11:43:12 [INFO] [TRAIN] Epoch=17/270, Step=8/37, loss=50.980644, lr=7.5e-05, time_each_step=0.71s, eta=1:38:33 2021-08-13 11:43:13 [INFO] [TRAIN] Epoch=17/270, Step=10/37, loss=41.349457, lr=7.5e-05, time_each_step=0.72s, eta=1:38:33 2021-08-13 11:43:14 [INFO] [TRAIN] Epoch=17/270, Step=12/37, loss=40.209618, lr=7.5e-05, time_each_step=0.72s, eta=1:38:31 2021-08-13 11:43:15 [INFO] [TRAIN] Epoch=17/270, Step=14/37, loss=39.230171, lr=7.6e-05, time_each_step=0.74s, eta=1:38:33 2021-08-13 11:43:17 [INFO] [TRAIN] Epoch=17/270, Step=16/37, loss=41.118614, lr=7.6e-05, time_each_step=0.76s, eta=1:38:35 2021-08-13 11:43:18 [INFO] [TRAIN] Epoch=17/270, Step=18/37, loss=54.904369, lr=7.6e-05, time_each_step=0.8s, eta=1:38:41 2021-08-13 11:43:19 [INFO] [TRAIN] Epoch=17/270, Step=20/37, loss=35.308037, lr=7.6e-05, time_each_step=0.83s, eta=1:38:46 2021-08-13 11:43:20 [INFO] [TRAIN] Epoch=17/270, Step=22/37, loss=47.213158, lr=7.7e-05, time_each_step=0.53s, eta=1:37:53 2021-08-13 11:43:21 [INFO] [TRAIN] Epoch=17/270, Step=24/37, loss=37.544701, lr=7.7e-05, time_each_step=0.54s, eta=1:37:52 2021-08-13 11:43:22 [INFO] [TRAIN] Epoch=17/270, Step=26/37, loss=34.858704, lr=7.7e-05, time_each_step=0.52s, eta=1:37:49 2021-08-13 11:43:22 [INFO] [TRAIN] Epoch=17/270, Step=28/37, loss=23.591877, lr=7.7e-05, time_each_step=0.5s, eta=1:37:44 2021-08-13 11:43:23 [INFO] [TRAIN] Epoch=17/270, Step=30/37, loss=32.085907, lr=7.8e-05, time_each_step=0.51s, eta=1:37:44 2021-08-13 11:43:24 [INFO] [TRAIN] Epoch=17/270, Step=32/37, loss=20.115807, lr=7.8e-05, time_each_step=0.49s, eta=1:37:40 2021-08-13 11:43:25 [INFO] [TRAIN] Epoch=17/270, Step=34/37, loss=21.363705, lr=7.8e-05, time_each_step=0.47s, eta=1:37:36 2021-08-13 11:43:25 [INFO] [TRAIN] Epoch=17/270, Step=36/37, loss=38.565311, lr=7.8e-05, time_each_step=0.43s, eta=1:37:29 2021-08-13 11:43:25 [INFO] [TRAIN] Epoch 17 finished, loss=36.926704, lr=7.6e-05 . 2021-08-13 11:43:31 [INFO] [TRAIN] Epoch=18/270, Step=1/37, loss=29.34557, lr=7.9e-05, time_each_step=0.62s, eta=1:37:52 2021-08-13 11:43:32 [INFO] [TRAIN] Epoch=18/270, Step=3/37, loss=22.729664, lr=7.9e-05, time_each_step=0.64s, eta=1:37:54 2021-08-13 11:43:33 [INFO] [TRAIN] Epoch=18/270, Step=5/37, loss=40.428299, lr=7.9e-05, time_each_step=0.68s, eta=1:37:59 2021-08-13 11:43:35 [INFO] [TRAIN] Epoch=18/270, Step=7/37, loss=26.07888, lr=7.9e-05, time_each_step=0.69s, eta=1:38:0 2021-08-13 11:43:36 [INFO] [TRAIN] Epoch=18/270, Step=9/37, loss=32.178116, lr=8e-05, time_each_step=0.69s, eta=1:37:58 2021-08-13 11:43:37 [INFO] [TRAIN] Epoch=18/270, Step=11/37, loss=34.532104, lr=8e-05, time_each_step=0.71s, eta=1:38:1 2021-08-13 11:43:38 [INFO] [TRAIN] Epoch=18/270, Step=13/37, loss=40.758125, lr=8e-05, time_each_step=0.7s, eta=1:37:59 2021-08-13 11:43:39 [INFO] [TRAIN] Epoch=18/270, Step=15/37, loss=34.729733, lr=8e-05, time_each_step=0.72s, eta=1:38:1 2021-08-13 11:43:39 [INFO] [TRAIN] Epoch=18/270, Step=17/37, loss=37.818439, lr=8.1e-05, time_each_step=0.73s, eta=1:38:0 2021-08-13 11:43:41 [INFO] [TRAIN] Epoch=18/270, Step=19/37, loss=40.020859, lr=8.1e-05, time_each_step=0.77s, eta=1:38:5 2021-08-13 11:43:42 [INFO] [TRAIN] Epoch=18/270, Step=21/37, loss=35.857147, lr=8.1e-05, time_each_step=0.55s, eta=1:37:26 2021-08-13 11:43:43 [INFO] [TRAIN] Epoch=18/270, Step=23/37, loss=40.67794, lr=8.1e-05, time_each_step=0.53s, eta=1:37:22 2021-08-13 11:43:43 [INFO] [TRAIN] Epoch=18/270, Step=25/37, loss=37.526058, lr=8.2e-05, time_each_step=0.51s, eta=1:37:17 2021-08-13 11:43:44 [INFO] [TRAIN] Epoch=18/270, Step=27/37, loss=44.906235, lr=8.2e-05, time_each_step=0.48s, eta=1:37:12 2021-08-13 11:43:45 [INFO] [TRAIN] Epoch=18/270, Step=29/37, loss=36.357422, lr=8.2e-05, time_each_step=0.49s, eta=1:37:12 2021-08-13 11:43:46 [INFO] [TRAIN] Epoch=18/270, Step=31/37, loss=30.664833, lr=8.2e-05, time_each_step=0.48s, eta=1:37:10 2021-08-13 11:43:46 [INFO] [TRAIN] Epoch=18/270, Step=33/37, loss=33.457787, lr=8.3e-05, time_each_step=0.44s, eta=1:37:3 2021-08-13 11:43:47 [INFO] [TRAIN] Epoch=18/270, Step=35/37, loss=52.684586, lr=8.3e-05, time_each_step=0.41s, eta=1:36:57 2021-08-13 11:43:47 [INFO] [TRAIN] Epoch=18/270, Step=37/37, loss=23.3927, lr=8.3e-05, time_each_step=0.38s, eta=1:36:52 2021-08-13 11:43:47 [INFO] [TRAIN] Epoch 18 finished, loss=37.186085, lr=8.1e-05 . 2021-08-13 11:43:52 [INFO] [TRAIN] Epoch=19/270, Step=2/37, loss=31.277718, lr=8.3e-05, time_each_step=0.59s, eta=1:32:15 2021-08-13 11:43:54 [INFO] [TRAIN] Epoch=19/270, Step=4/37, loss=26.555416, lr=8.4e-05, time_each_step=0.6s, eta=1:32:16 2021-08-13 11:43:55 [INFO] [TRAIN] Epoch=19/270, Step=6/37, loss=37.168404, lr=8.4e-05, time_each_step=0.59s, eta=1:32:14 2021-08-13 11:43:55 [INFO] [TRAIN] Epoch=19/270, Step=8/37, loss=29.929937, lr=8.4e-05, time_each_step=0.59s, eta=1:32:12 2021-08-13 11:43:56 [INFO] [TRAIN] Epoch=19/270, Step=10/37, loss=34.107632, lr=8.4e-05, time_each_step=0.6s, eta=1:32:13 2021-08-13 11:43:57 [INFO] [TRAIN] Epoch=19/270, Step=12/37, loss=31.491152, lr=8.5e-05, time_each_step=0.59s, eta=1:32:10 2021-08-13 11:43:58 [INFO] [TRAIN] Epoch=19/270, Step=14/37, loss=37.955856, lr=8.5e-05, time_each_step=0.6s, eta=1:32:10 2021-08-13 11:44:00 [INFO] [TRAIN] Epoch=19/270, Step=16/37, loss=48.155907, lr=8.5e-05, time_each_step=0.66s, eta=1:32:19 2021-08-13 11:44:00 [INFO] [TRAIN] Epoch=19/270, Step=18/37, loss=37.184944, lr=8.5e-05, time_each_step=0.67s, eta=1:32:20 2021-08-13 11:44:02 [INFO] [TRAIN] Epoch=19/270, Step=20/37, loss=41.305061, lr=8.6e-05, time_each_step=0.73s, eta=1:32:29 2021-08-13 11:44:03 [INFO] [TRAIN] Epoch=19/270, Step=22/37, loss=30.219971, lr=8.6e-05, time_each_step=0.51s, eta=1:31:50 2021-08-13 11:44:03 [INFO] [TRAIN] Epoch=19/270, Step=24/37, loss=23.640892, lr=8.6e-05, time_each_step=0.49s, eta=1:31:45 2021-08-13 11:44:05 [INFO] [TRAIN] Epoch=19/270, Step=26/37, loss=48.491894, lr=8.6e-05, time_each_step=0.52s, eta=1:31:49 2021-08-13 11:44:05 [INFO] [TRAIN] Epoch=19/270, Step=28/37, loss=33.629971, lr=8.7e-05, time_each_step=0.51s, eta=1:31:47 2021-08-13 11:44:07 [INFO] [TRAIN] Epoch=19/270, Step=30/37, loss=38.842339, lr=8.7e-05, time_each_step=0.51s, eta=1:31:47 2021-08-13 11:44:07 [INFO] [TRAIN] Epoch=19/270, Step=32/37, loss=26.421364, lr=8.7e-05, time_each_step=0.5s, eta=1:31:44 2021-08-13 11:44:08 [INFO] [TRAIN] Epoch=19/270, Step=34/37, loss=34.505768, lr=8.7e-05, time_each_step=0.48s, eta=1:31:39 2021-08-13 11:44:08 [INFO] [TRAIN] Epoch=19/270, Step=36/37, loss=39.951202, lr=8.8e-05, time_each_step=0.43s, eta=1:31:31 2021-08-13 11:44:08 [INFO] [TRAIN] Epoch 19 finished, loss=36.031445, lr=8.6e-05 . 2021-08-13 11:44:14 [INFO] [TRAIN] Epoch=20/270, Step=1/37, loss=44.96183, lr=8.8e-05, time_each_step=0.67s, eta=1:31:4 2021-08-13 11:44:15 [INFO] [TRAIN] Epoch=20/270, Step=3/37, loss=38.691521, lr=8.8e-05, time_each_step=0.66s, eta=1:31:0 2021-08-13 11:44:17 [INFO] [TRAIN] Epoch=20/270, Step=5/37, loss=26.80201, lr=8.8e-05, time_each_step=0.7s, eta=1:31:7 2021-08-13 11:44:17 [INFO] [TRAIN] Epoch=20/270, Step=7/37, loss=23.450142, lr=8.9e-05, time_each_step=0.7s, eta=1:31:6 2021-08-13 11:44:19 [INFO] [TRAIN] Epoch=20/270, Step=9/37, loss=31.964371, lr=8.9e-05, time_each_step=0.69s, eta=1:31:3 2021-08-13 11:44:20 [INFO] [TRAIN] Epoch=20/270, Step=11/37, loss=25.526257, lr=8.9e-05, time_each_step=0.71s, eta=1:31:4 2021-08-13 11:44:21 [INFO] [TRAIN] Epoch=20/270, Step=13/37, loss=48.496162, lr=8.9e-05, time_each_step=0.69s, eta=1:31:0 2021-08-13 11:44:22 [INFO] [TRAIN] Epoch=20/270, Step=15/37, loss=31.589985, lr=9e-05, time_each_step=0.71s, eta=1:31:3 2021-08-13 11:44:23 [INFO] [TRAIN] Epoch=20/270, Step=17/37, loss=20.913536, lr=9e-05, time_each_step=0.75s, eta=1:31:7 2021-08-13 11:44:24 [INFO] [TRAIN] Epoch=20/270, Step=19/37, loss=51.167099, lr=9e-05, time_each_step=0.79s, eta=1:31:13 2021-08-13 11:44:25 [INFO] [TRAIN] Epoch=20/270, Step=21/37, loss=29.856548, lr=9e-05, time_each_step=0.57s, eta=1:30:34 2021-08-13 11:44:26 [INFO] [TRAIN] Epoch=20/270, Step=23/37, loss=37.257946, lr=9.1e-05, time_each_step=0.56s, eta=1:30:30 2021-08-13 11:44:27 [INFO] [TRAIN] Epoch=20/270, Step=25/37, loss=34.591583, lr=9.1e-05, time_each_step=0.53s, eta=1:30:25 2021-08-13 11:44:28 [INFO] [TRAIN] Epoch=20/270, Step=27/37, loss=34.015083, lr=9.1e-05, time_each_step=0.53s, eta=1:30:24 2021-08-13 11:44:29 [INFO] [TRAIN] Epoch=20/270, Step=29/37, loss=46.147594, lr=9.1e-05, time_each_step=0.51s, eta=1:30:20 2021-08-13 11:44:29 [INFO] [TRAIN] Epoch=20/270, Step=31/37, loss=42.960327, lr=9.2e-05, time_each_step=0.49s, eta=1:30:15 2021-08-13 11:44:30 [INFO] [TRAIN] Epoch=20/270, Step=33/37, loss=23.84577, lr=9.2e-05, time_each_step=0.47s, eta=1:30:12 2021-08-13 11:44:30 [INFO] [TRAIN] Epoch=20/270, Step=35/37, loss=42.65332, lr=9.2e-05, time_each_step=0.44s, eta=1:30:6 2021-08-13 11:44:31 [INFO] [TRAIN] Epoch=20/270, Step=37/37, loss=38.973015, lr=9.2e-05, time_each_step=0.41s, eta=1:30:0 2021-08-13 11:44:31 [INFO] [TRAIN] Epoch 20 finished, loss=35.546982, lr=9e-05 . 2021-08-13 11:44:31 [INFO] Start to evaluating(total_samples=170, total_steps=11)... 100%|██████████| 11/11 [00:06<00:00, 1.60it/s] 2021-08-13 11:44:38 [INFO] [EVAL] Finished, Epoch=20, bbox_map=8.473686 . 2021-08-13 11:44:41 [INFO] Model saved in output/yolov3_mobilenetv1/best_model. 2021-08-13 11:44:43 [INFO] Model saved in output/yolov3_mobilenetv1/epoch_20. 2021-08-13 11:44:43 [INFO] Current evaluated best model in eval_dataset is epoch_20, bbox_map=8.473686298050112 2021-08-13 11:44:48 [INFO] [TRAIN] Epoch=21/270, Step=2/37, loss=48.538395, lr=9.3e-05, time_each_step=0.59s, eta=1:36:31 2021-08-13 11:44:49 [INFO] [TRAIN] Epoch=21/270, Step=4/37, loss=17.024281, lr=9.3e-05, time_each_step=0.61s, eta=1:36:31 2021-08-13 11:44:51 [INFO] [TRAIN] Epoch=21/270, Step=6/37, loss=36.017754, lr=9.3e-05, time_each_step=0.65s, eta=1:36:31 2021-08-13 11:44:52 [INFO] [TRAIN] Epoch=21/270, Step=8/37, loss=42.097549, lr=9.3e-05, time_each_step=0.65s, eta=1:36:30 2021-08-13 11:44:53 [INFO] [TRAIN] Epoch=21/270, Step=10/37, loss=28.567661, lr=9.4e-05, time_each_step=0.64s, eta=1:36:28 2021-08-13 11:44:54 [INFO] [TRAIN] Epoch=21/270, Step=12/37, loss=34.020168, lr=9.4e-05, time_each_step=0.65s, eta=1:36:27 2021-08-13 11:44:55 [INFO] [TRAIN] Epoch=21/270, Step=14/37, loss=33.100155, lr=9.4e-05, time_each_step=0.67s, eta=1:36:26 2021-08-13 11:44:56 [INFO] [TRAIN] Epoch=21/270, Step=16/37, loss=47.011543, lr=9.4e-05, time_each_step=0.71s, eta=1:36:26 2021-08-13 11:44:57 [INFO] [TRAIN] Epoch=21/270, Step=18/37, loss=33.414581, lr=9.5e-05, time_each_step=0.74s, eta=1:36:25 2021-08-13 11:44:58 [INFO] [TRAIN] Epoch=21/270, Step=20/37, loss=29.689966, lr=9.5e-05, time_each_step=0.77s, eta=1:36:24 2021-08-13 11:44:59 [INFO] [TRAIN] Epoch=21/270, Step=22/37, loss=44.969986, lr=9.5e-05, time_each_step=0.57s, eta=1:36:19 2021-08-13 11:45:00 [INFO] [TRAIN] Epoch=21/270, Step=24/37, loss=40.305698, lr=9.5e-05, time_each_step=0.53s, eta=1:36:18 2021-08-13 11:45:01 [INFO] [TRAIN] Epoch=21/270, Step=26/37, loss=24.805733, lr=9.6e-05, time_each_step=0.51s, eta=1:36:16 2021-08-13 11:45:02 [INFO] [TRAIN] Epoch=21/270, Step=28/37, loss=31.279497, lr=9.6e-05, time_each_step=0.51s, eta=1:36:15 2021-08-13 11:45:03 [INFO] [TRAIN] Epoch=21/270, Step=30/37, loss=23.745811, lr=9.6e-05, time_each_step=0.51s, eta=1:36:14 2021-08-13 11:45:04 [INFO] [TRAIN] Epoch=21/270, Step=32/37, loss=31.388973, lr=9.6e-05, time_each_step=0.49s, eta=1:36:13 2021-08-13 11:45:04 [INFO] [TRAIN] Epoch=21/270, Step=34/37, loss=29.358521, lr=9.7e-05, time_each_step=0.47s, eta=1:36:12 2021-08-13 11:45:04 [INFO] [TRAIN] Epoch=21/270, Step=36/37, loss=32.147327, lr=9.7e-05, time_each_step=0.42s, eta=1:36:11 2021-08-13 11:45:05 [INFO] [TRAIN] Epoch 21 finished, loss=34.160633, lr=9.5e-05 . 2021-08-13 11:45:10 [INFO] [TRAIN] Epoch=22/270, Step=1/37, loss=28.061638, lr=9.7e-05, time_each_step=0.64s, eta=1:34:5 2021-08-13 11:45:11 [INFO] [TRAIN] Epoch=22/270, Step=3/37, loss=39.579815, lr=9.7e-05, time_each_step=0.65s, eta=1:34:4 2021-08-13 11:45:13 [INFO] [TRAIN] Epoch=22/270, Step=5/37, loss=39.482746, lr=9.8e-05, time_each_step=0.69s, eta=1:34:4 2021-08-13 11:45:14 [INFO] [TRAIN] Epoch=22/270, Step=7/37, loss=33.894691, lr=9.8e-05, time_each_step=0.7s, eta=1:34:3 2021-08-13 11:45:15 [INFO] [TRAIN] Epoch=22/270, Step=9/37, loss=39.96611, lr=9.8e-05, time_each_step=0.68s, eta=1:34:1 2021-08-13 11:45:16 [INFO] [TRAIN] Epoch=22/270, Step=11/37, loss=55.351772, lr=9.8e-05, time_each_step=0.69s, eta=1:34:0 2021-08-13 11:45:17 [INFO] [TRAIN] Epoch=22/270, Step=13/37, loss=28.041113, lr=9.9e-05, time_each_step=0.7s, eta=1:33:58 2021-08-13 11:45:18 [INFO] [TRAIN] Epoch=22/270, Step=15/37, loss=31.055962, lr=9.9e-05, time_each_step=0.71s, eta=1:33:57 2021-08-13 11:45:20 [INFO] [TRAIN] Epoch=22/270, Step=17/37, loss=51.041672, lr=9.9e-05, time_each_step=0.78s, eta=1:33:57 2021-08-13 11:45:21 [INFO] [TRAIN] Epoch=22/270, Step=19/37, loss=43.20491, lr=9.9e-05, time_each_step=0.82s, eta=1:33:56 2021-08-13 11:45:22 [INFO] [TRAIN] Epoch=22/270, Step=21/37, loss=16.229954, lr=0.0001, time_each_step=0.63s, eta=1:33:52 2021-08-13 11:45:23 [INFO] [TRAIN] Epoch=22/270, Step=23/37, loss=18.959911, lr=0.0001, time_each_step=0.61s, eta=1:33:50 2021-08-13 11:45:24 [INFO] [TRAIN] Epoch=22/270, Step=25/37, loss=31.236809, lr=0.0001, time_each_step=0.57s, eta=1:33:48 2021-08-13 11:45:25 [INFO] [TRAIN] Epoch=22/270, Step=27/37, loss=22.714844, lr=0.0001, time_each_step=0.57s, eta=1:33:47 2021-08-13 11:45:26 [INFO] [TRAIN] Epoch=22/270, Step=29/37, loss=44.117573, lr=0.000101, time_each_step=0.56s, eta=1:33:46 2021-08-13 11:45:27 [INFO] [TRAIN] Epoch=22/270, Step=31/37, loss=43.865665, lr=0.000101, time_each_step=0.54s, eta=1:33:45 2021-08-13 11:45:27 [INFO] [TRAIN] Epoch=22/270, Step=33/37, loss=37.681641, lr=0.000101, time_each_step=0.53s, eta=1:33:44 2021-08-13 11:45:28 [INFO] [TRAIN] Epoch=22/270, Step=35/37, loss=30.687407, lr=0.000101, time_each_step=0.5s, eta=1:33:43 2021-08-13 11:45:28 [INFO] [TRAIN] Epoch=22/270, Step=37/37, loss=33.977333, lr=0.000102, time_each_step=0.42s, eta=1:33:42 2021-08-13 11:45:28 [INFO] [TRAIN] Epoch 22 finished, loss=35.968632, lr=9.9e-05 . 2021-08-13 11:45:34 [INFO] [TRAIN] Epoch=23/270, Step=2/37, loss=41.741882, lr=0.000102, time_each_step=0.66s, eta=1:39:33 2021-08-13 11:45:35 [INFO] [TRAIN] Epoch=23/270, Step=4/37, loss=28.873951, lr=0.000102, time_each_step=0.63s, eta=1:39:31 2021-08-13 11:45:37 [INFO] [TRAIN] Epoch=23/270, Step=6/37, loss=45.399376, lr=0.000102, time_each_step=0.68s, eta=1:39:31 2021-08-13 11:45:39 [INFO] [TRAIN] Epoch=23/270, Step=8/37, loss=25.045197, lr=0.000103, time_each_step=0.72s, eta=1:39:31 2021-08-13 11:45:39 [INFO] [TRAIN] Epoch=23/270, Step=10/37, loss=27.531317, lr=0.000103, time_each_step=0.71s, eta=1:39:29 2021-08-13 11:45:41 [INFO] [TRAIN] Epoch=23/270, Step=12/37, loss=30.246731, lr=0.000103, time_each_step=0.74s, eta=1:39:28 2021-08-13 11:45:42 [INFO] [TRAIN] Epoch=23/270, Step=14/37, loss=47.197952, lr=0.000103, time_each_step=0.75s, eta=1:39:27 2021-08-13 11:45:43 [INFO] [TRAIN] Epoch=23/270, Step=16/37, loss=37.096527, lr=0.000104, time_each_step=0.78s, eta=1:39:26 2021-08-13 11:45:44 [INFO] [TRAIN] Epoch=23/270, Step=18/37, loss=39.907066, lr=0.000104, time_each_step=0.81s, eta=1:39:25 2021-08-13 11:45:45 [INFO] [TRAIN] Epoch=23/270, Step=20/37, loss=21.121929, lr=0.000104, time_each_step=0.83s, eta=1:39:24 2021-08-13 11:45:46 [INFO] [TRAIN] Epoch=23/270, Step=22/37, loss=31.300776, lr=0.000104, time_each_step=0.59s, eta=1:39:18 2021-08-13 11:45:47 [INFO] [TRAIN] Epoch=23/270, Step=24/37, loss=31.384197, lr=0.000105, time_each_step=0.6s, eta=1:39:17 2021-08-13 11:45:48 [INFO] [TRAIN] Epoch=23/270, Step=26/37, loss=38.188385, lr=0.000105, time_each_step=0.55s, eta=1:39:16 2021-08-13 11:45:49 [INFO] [TRAIN] Epoch=23/270, Step=28/37, loss=37.749489, lr=0.000105, time_each_step=0.51s, eta=1:39:14 2021-08-13 11:45:50 [INFO] [TRAIN] Epoch=23/270, Step=30/37, loss=45.562729, lr=0.000105, time_each_step=0.52s, eta=1:39:13 2021-08-13 11:45:50 [INFO] [TRAIN] Epoch=23/270, Step=32/37, loss=30.343042, lr=0.000106, time_each_step=0.47s, eta=1:39:12 2021-08-13 11:45:51 [INFO] [TRAIN] Epoch=23/270, Step=34/37, loss=36.080601, lr=0.000106, time_each_step=0.44s, eta=1:39:11 2021-08-13 11:45:51 [INFO] [TRAIN] Epoch=23/270, Step=36/37, loss=36.723381, lr=0.000106, time_each_step=0.39s, eta=1:39:10 2021-08-13 11:45:51 [INFO] [TRAIN] Epoch 23 finished, loss=34.752087, lr=0.000104 . 2021-08-13 11:45:56 [INFO] [TRAIN] Epoch=24/270, Step=1/37, loss=30.395157, lr=0.000106, time_each_step=0.62s, eta=1:37:12 2021-08-13 11:45:57 [INFO] [TRAIN] Epoch=24/270, Step=3/37, loss=29.146196, lr=0.000107, time_each_step=0.62s, eta=1:37:12 2021-08-13 11:45:58 [INFO] [TRAIN] Epoch=24/270, Step=5/37, loss=28.494377, lr=0.000107, time_each_step=0.63s, eta=1:37:10 2021-08-13 11:46:00 [INFO] [TRAIN] Epoch=24/270, Step=7/37, loss=30.762741, lr=0.000107, time_each_step=0.62s, eta=1:37:9 2021-08-13 11:46:00 [INFO] [TRAIN] Epoch=24/270, Step=9/37, loss=26.066677, lr=0.000107, time_each_step=0.61s, eta=1:37:8 2021-08-13 11:46:02 [INFO] [TRAIN] Epoch=24/270, Step=11/37, loss=31.525667, lr=0.000108, time_each_step=0.64s, eta=1:37:7 2021-08-13 11:46:02 [INFO] [TRAIN] Epoch=24/270, Step=13/37, loss=38.934357, lr=0.000108, time_each_step=0.62s, eta=1:37:5 2021-08-13 11:46:03 [INFO] [TRAIN] Epoch=24/270, Step=15/37, loss=35.422291, lr=0.000108, time_each_step=0.64s, eta=1:37:4 2021-08-13 11:46:04 [INFO] [TRAIN] Epoch=24/270, Step=17/37, loss=38.396675, lr=0.000108, time_each_step=0.66s, eta=1:37:3 2021-08-13 11:46:05 [INFO] [TRAIN] Epoch=24/270, Step=19/37, loss=37.967506, lr=0.000109, time_each_step=0.69s, eta=1:37:3 2021-08-13 11:46:05 [INFO] [TRAIN] Epoch=24/270, Step=21/37, loss=30.596663, lr=0.000109, time_each_step=0.45s, eta=1:36:57 2021-08-13 11:46:06 [INFO] [TRAIN] Epoch=24/270, Step=23/37, loss=54.192554, lr=0.000109, time_each_step=0.44s, eta=1:36:56 2021-08-13 11:46:07 [INFO] [TRAIN] Epoch=24/270, Step=25/37, loss=31.457508, lr=0.000109, time_each_step=0.43s, eta=1:36:55 2021-08-13 11:46:08 [INFO] [TRAIN] Epoch=24/270, Step=27/37, loss=30.770554, lr=0.00011, time_each_step=0.42s, eta=1:36:54 2021-08-13 11:46:09 [INFO] [TRAIN] Epoch=24/270, Step=29/37, loss=27.456425, lr=0.00011, time_each_step=0.43s, eta=1:36:54 2021-08-13 11:46:10 [INFO] [TRAIN] Epoch=24/270, Step=31/37, loss=27.237045, lr=0.00011, time_each_step=0.41s, eta=1:36:53 2021-08-13 11:46:10 [INFO] [TRAIN] Epoch=24/270, Step=33/37, loss=26.329706, lr=0.00011, time_each_step=0.4s, eta=1:36:52 2021-08-13 11:46:11 [INFO] [TRAIN] Epoch=24/270, Step=35/37, loss=34.487888, lr=0.000111, time_each_step=0.38s, eta=1:36:51 2021-08-13 11:46:12 [INFO] [TRAIN] Epoch=24/270, Step=37/37, loss=43.226986, lr=0.000111, time_each_step=0.41s, eta=1:36:50 2021-08-13 11:46:12 [INFO] [TRAIN] Epoch 24 finished, loss=34.084831, lr=0.000109 . 2021-08-13 11:46:18 [INFO] [TRAIN] Epoch=25/270, Step=2/37, loss=47.071434, lr=0.000111, time_each_step=0.68s, eta=1:28:32 2021-08-13 11:46:20 [INFO] [TRAIN] Epoch=25/270, Step=4/37, loss=33.894173, lr=0.000111, time_each_step=0.73s, eta=1:28:33 2021-08-13 11:46:21 [INFO] [TRAIN] Epoch=25/270, Step=6/37, loss=23.147141, lr=0.000112, time_each_step=0.73s, eta=1:28:31 2021-08-13 11:46:22 [INFO] [TRAIN] Epoch=25/270, Step=8/37, loss=32.996552, lr=0.000112, time_each_step=0.73s, eta=1:28:30 2021-08-13 11:46:23 [INFO] [TRAIN] Epoch=25/270, Step=10/37, loss=26.061394, lr=0.000112, time_each_step=0.75s, eta=1:28:29 2021-08-13 11:46:24 [INFO] [TRAIN] Epoch=25/270, Step=12/37, loss=37.983551, lr=0.000112, time_each_step=0.76s, eta=1:28:28 2021-08-13 11:46:25 [INFO] [TRAIN] Epoch=25/270, Step=14/37, loss=27.368883, lr=0.000113, time_each_step=0.76s, eta=1:28:26 2021-08-13 11:46:26 [INFO] [TRAIN] Epoch=25/270, Step=16/37, loss=32.562954, lr=0.000113, time_each_step=0.81s, eta=1:28:26 2021-08-13 11:46:28 [INFO] [TRAIN] Epoch=25/270, Step=18/37, loss=34.265869, lr=0.000113, time_each_step=0.84s, eta=1:28:25 2021-08-13 11:46:29 [INFO] [TRAIN] Epoch=25/270, Step=20/37, loss=36.357273, lr=0.000113, time_each_step=0.83s, eta=1:28:23 2021-08-13 11:46:30 [INFO] [TRAIN] Epoch=25/270, Step=22/37, loss=33.818535, lr=0.000114, time_each_step=0.58s, eta=1:28:17 2021-08-13 11:46:31 [INFO] [TRAIN] Epoch=25/270, Step=24/37, loss=46.815514, lr=0.000114, time_each_step=0.57s, eta=1:28:16 2021-08-13 11:46:33 [INFO] [TRAIN] Epoch=25/270, Step=26/37, loss=31.482624, lr=0.000114, time_each_step=0.6s, eta=1:28:15 2021-08-13 11:46:34 [INFO] [TRAIN] Epoch=25/270, Step=28/37, loss=23.924143, lr=0.000114, time_each_step=0.61s, eta=1:28:14 2021-08-13 11:46:35 [INFO] [TRAIN] Epoch=25/270, Step=30/37, loss=26.47473, lr=0.000115, time_each_step=0.58s, eta=1:28:13 2021-08-13 11:46:35 [INFO] [TRAIN] Epoch=25/270, Step=32/37, loss=29.605957, lr=0.000115, time_each_step=0.54s, eta=1:28:11 2021-08-13 11:46:36 [INFO] [TRAIN] Epoch=25/270, Step=34/37, loss=25.090586, lr=0.000115, time_each_step=0.53s, eta=1:28:10 2021-08-13 11:46:36 [INFO] [TRAIN] Epoch=25/270, Step=36/37, loss=30.428017, lr=0.000115, time_each_step=0.49s, eta=1:28:9 2021-08-13 11:46:36 [INFO] [TRAIN] Epoch 25 finished, loss=31.677771, lr=0.000113 . 2021-08-13 11:46:41 [INFO] [TRAIN] Epoch=26/270, Step=1/37, loss=32.841404, lr=0.000116, time_each_step=0.68s, eta=1:41:10 2021-08-13 11:46:43 [INFO] [TRAIN] Epoch=26/270, Step=3/37, loss=41.634899, lr=0.000116, time_each_step=0.7s, eta=1:41:9 2021-08-13 11:46:44 [INFO] [TRAIN] Epoch=26/270, Step=5/37, loss=27.035948, lr=0.000116, time_each_step=0.7s, eta=1:41:8 2021-08-13 11:46:45 [INFO] [TRAIN] Epoch=26/270, Step=7/37, loss=30.896702, lr=0.000116, time_each_step=0.68s, eta=1:41:6 2021-08-13 11:46:46 [INFO] [TRAIN] Epoch=26/270, Step=9/37, loss=34.015213, lr=0.000117, time_each_step=0.65s, eta=1:41:4 2021-08-13 11:46:47 [INFO] [TRAIN] Epoch=26/270, Step=11/37, loss=25.081125, lr=0.000117, time_each_step=0.67s, eta=1:41:3 2021-08-13 11:46:48 [INFO] [TRAIN] Epoch=26/270, Step=13/37, loss=31.246138, lr=0.000117, time_each_step=0.68s, eta=1:41:2 2021-08-13 11:46:49 [INFO] [TRAIN] Epoch=26/270, Step=15/37, loss=24.630358, lr=0.000117, time_each_step=0.7s, eta=1:41:1 2021-08-13 11:46:50 [INFO] [TRAIN] Epoch=26/270, Step=17/37, loss=39.731262, lr=0.000118, time_each_step=0.72s, eta=1:41:0 2021-08-13 11:46:52 [INFO] [TRAIN] Epoch=26/270, Step=19/37, loss=29.376347, lr=0.000118, time_each_step=0.77s, eta=1:40:59 2021-08-13 11:46:53 [INFO] [TRAIN] Epoch=26/270, Step=21/37, loss=21.670834, lr=0.000118, time_each_step=0.57s, eta=1:40:54 2021-08-13 11:46:54 [INFO] [TRAIN] Epoch=26/270, Step=23/37, loss=39.089924, lr=0.000118, time_each_step=0.54s, eta=1:40:53 2021-08-13 11:46:55 [INFO] [TRAIN] Epoch=26/270, Step=25/37, loss=25.814442, lr=0.000119, time_each_step=0.53s, eta=1:40:52 2021-08-13 11:46:55 [INFO] [TRAIN] Epoch=26/270, Step=27/37, loss=44.387508, lr=0.000119, time_each_step=0.53s, eta=1:40:51 2021-08-13 11:46:56 [INFO] [TRAIN] Epoch=26/270, Step=29/37, loss=30.082376, lr=0.000119, time_each_step=0.52s, eta=1:40:50 2021-08-13 11:46:57 [INFO] [TRAIN] Epoch=26/270, Step=31/37, loss=27.377581, lr=0.000119, time_each_step=0.49s, eta=1:40:48 2021-08-13 11:46:57 [INFO] [TRAIN] Epoch=26/270, Step=33/37, loss=46.700733, lr=0.00012, time_each_step=0.46s, eta=1:40:47 2021-08-13 11:46:58 [INFO] [TRAIN] Epoch=26/270, Step=35/37, loss=21.45579, lr=0.00012, time_each_step=0.44s, eta=1:40:46 2021-08-13 11:46:58 [INFO] [TRAIN] Epoch=26/270, Step=37/37, loss=31.252129, lr=0.00012, time_each_step=0.41s, eta=1:40:45 2021-08-13 11:46:58 [INFO] [TRAIN] Epoch 26 finished, loss=32.908409, lr=0.000118 . 2021-08-13 11:47:04 [INFO] [TRAIN] Epoch=27/270, Step=2/37, loss=32.955421, lr=0.00012, time_each_step=0.63s, eta=1:32:36 2021-08-13 11:47:05 [INFO] [TRAIN] Epoch=27/270, Step=4/37, loss=32.950348, lr=0.000121, time_each_step=0.61s, eta=1:32:34 2021-08-13 11:47:06 [INFO] [TRAIN] Epoch=27/270, Step=6/37, loss=20.942434, lr=0.000121, time_each_step=0.62s, eta=1:32:33 2021-08-13 11:47:07 [INFO] [TRAIN] Epoch=27/270, Step=8/37, loss=32.112328, lr=0.000121, time_each_step=0.62s, eta=1:32:32 2021-08-13 11:47:08 [INFO] [TRAIN] Epoch=27/270, Step=10/37, loss=53.163177, lr=0.000121, time_each_step=0.62s, eta=1:32:31 2021-08-13 11:47:09 [INFO] [TRAIN] Epoch=27/270, Step=12/37, loss=39.172104, lr=0.000122, time_each_step=0.64s, eta=1:32:30 2021-08-13 11:47:10 [INFO] [TRAIN] Epoch=27/270, Step=14/37, loss=45.915031, lr=0.000122, time_each_step=0.64s, eta=1:32:28 2021-08-13 11:47:11 [INFO] [TRAIN] Epoch=27/270, Step=16/37, loss=35.899117, lr=0.000122, time_each_step=0.67s, eta=1:32:28 2021-08-13 11:47:12 [INFO] [TRAIN] Epoch=27/270, Step=18/37, loss=31.342188, lr=0.000122, time_each_step=0.7s, eta=1:32:27 2021-08-13 11:47:13 [INFO] [TRAIN] Epoch=27/270, Step=20/37, loss=36.183624, lr=0.000123, time_each_step=0.75s, eta=1:32:26 2021-08-13 11:47:14 [INFO] [TRAIN] Epoch=27/270, Step=22/37, loss=28.815342, lr=0.000123, time_each_step=0.49s, eta=1:32:21 2021-08-13 11:47:15 [INFO] [TRAIN] Epoch=27/270, Step=24/37, loss=26.019642, lr=0.000123, time_each_step=0.51s, eta=1:32:20 2021-08-13 11:47:16 [INFO] [TRAIN] Epoch=27/270, Step=26/37, loss=45.375607, lr=0.000123, time_each_step=0.51s, eta=1:32:19 2021-08-13 11:47:17 [INFO] [TRAIN] Epoch=27/270, Step=28/37, loss=31.311569, lr=0.000124, time_each_step=0.49s, eta=1:32:18 2021-08-13 11:47:18 [INFO] [TRAIN] Epoch=27/270, Step=30/37, loss=26.982033, lr=0.000124, time_each_step=0.48s, eta=1:32:17 2021-08-13 11:47:18 [INFO] [TRAIN] Epoch=27/270, Step=32/37, loss=28.857868, lr=0.000124, time_each_step=0.46s, eta=1:32:16 2021-08-13 11:47:19 [INFO] [TRAIN] Epoch=27/270, Step=34/37, loss=36.90535, lr=0.000124, time_each_step=0.44s, eta=1:32:15 2021-08-13 11:47:19 [INFO] [TRAIN] Epoch=27/270, Step=36/37, loss=47.392666, lr=0.000125, time_each_step=0.41s, eta=1:32:14 2021-08-13 11:47:19 [INFO] [TRAIN] Epoch 27 finished, loss=34.549026, lr=0.000123 . 2021-08-13 11:47:25 [INFO] [TRAIN] Epoch=28/270, Step=1/37, loss=33.502647, lr=0.000125, time_each_step=0.64s, eta=1:27:23 2021-08-13 11:47:26 [INFO] [TRAIN] Epoch=28/270, Step=3/37, loss=34.118576, lr=0.000125, time_each_step=0.62s, eta=1:27:22 2021-08-13 11:47:27 [INFO] [TRAIN] Epoch=28/270, Step=5/37, loss=49.846817, lr=0.000125, time_each_step=0.65s, eta=1:27:21 2021-08-13 11:47:29 [INFO] [TRAIN] Epoch=28/270, Step=7/37, loss=20.658352, lr=0.000125, time_each_step=0.67s, eta=1:27:21 2021-08-13 11:47:30 [INFO] [TRAIN] Epoch=28/270, Step=9/37, loss=28.99971, lr=0.000125, time_each_step=0.67s, eta=1:27:19 2021-08-13 11:47:31 [INFO] [TRAIN] Epoch=28/270, Step=11/37, loss=20.112852, lr=0.000125, time_each_step=0.7s, eta=1:27:19 2021-08-13 11:47:32 [INFO] [TRAIN] Epoch=28/270, Step=13/37, loss=24.362928, lr=0.000125, time_each_step=0.7s, eta=1:27:17 2021-08-13 11:47:33 [INFO] [TRAIN] Epoch=28/270, Step=15/37, loss=39.579632, lr=0.000125, time_each_step=0.74s, eta=1:27:17 2021-08-13 11:47:35 [INFO] [TRAIN] Epoch=28/270, Step=17/37, loss=32.155506, lr=0.000125, time_each_step=0.82s, eta=1:27:17 2021-08-13 11:47:36 [INFO] [TRAIN] Epoch=28/270, Step=19/37, loss=37.218254, lr=0.000125, time_each_step=0.84s, eta=1:27:16 2021-08-13 11:47:37 [INFO] [TRAIN] Epoch=28/270, Step=21/37, loss=36.634693, lr=0.000125, time_each_step=0.64s, eta=1:27:11 2021-08-13 11:47:39 [INFO] [TRAIN] Epoch=28/270, Step=23/37, loss=35.827057, lr=0.000125, time_each_step=0.64s, eta=1:27:9 2021-08-13 11:47:40 [INFO] [TRAIN] Epoch=28/270, Step=25/37, loss=34.384468, lr=0.000125, time_each_step=0.62s, eta=1:27:8 2021-08-13 11:47:41 [INFO] [TRAIN] Epoch=28/270, Step=27/37, loss=25.325123, lr=0.000125, time_each_step=0.6s, eta=1:27:6 2021-08-13 11:47:41 [INFO] [TRAIN] Epoch=28/270, Step=29/37, loss=25.917297, lr=0.000125, time_each_step=0.59s, eta=1:27:5 2021-08-13 11:47:42 [INFO] [TRAIN] Epoch=28/270, Step=31/37, loss=36.324623, lr=0.000125, time_each_step=0.55s, eta=1:27:4 2021-08-13 11:47:42 [INFO] [TRAIN] Epoch=28/270, Step=33/37, loss=30.105854, lr=0.000125, time_each_step=0.54s, eta=1:27:3 2021-08-13 11:47:43 [INFO] [TRAIN] Epoch=28/270, Step=35/37, loss=24.131897, lr=0.000125, time_each_step=0.5s, eta=1:27:1 2021-08-13 11:47:44 [INFO] [TRAIN] Epoch=28/270, Step=37/37, loss=32.62365, lr=0.000125, time_each_step=0.42s, eta=1:27:0 2021-08-13 11:47:44 [INFO] [TRAIN] Epoch 28 finished, loss=32.952812, lr=0.000125 . 2021-08-13 11:47:50 [INFO] [TRAIN] Epoch=29/270, Step=2/37, loss=38.82769, lr=0.000125, time_each_step=0.7s, eta=1:40:14 2021-08-13 11:47:51 [INFO] [TRAIN] Epoch=29/270, Step=4/37, loss=34.323261, lr=0.000125, time_each_step=0.7s, eta=1:40:13 2021-08-13 11:47:53 [INFO] [TRAIN] Epoch=29/270, Step=6/37, loss=40.025036, lr=0.000125, time_each_step=0.71s, eta=1:40:12 2021-08-13 11:47:54 [INFO] [TRAIN] Epoch=29/270, Step=8/37, loss=26.62221, lr=0.000125, time_each_step=0.69s, eta=1:40:10 2021-08-13 11:47:54 [INFO] [TRAIN] Epoch=29/270, Step=10/37, loss=34.521885, lr=0.000125, time_each_step=0.68s, eta=1:40:8 2021-08-13 11:47:56 [INFO] [TRAIN] Epoch=29/270, Step=12/37, loss=38.656754, lr=0.000125, time_each_step=0.7s, eta=1:40:7 2021-08-13 11:47:57 [INFO] [TRAIN] Epoch=29/270, Step=14/37, loss=22.213116, lr=0.000125, time_each_step=0.73s, eta=1:40:6 2021-08-13 11:47:57 [INFO] [TRAIN] Epoch=29/270, Step=16/37, loss=17.444031, lr=0.000125, time_each_step=0.75s, eta=1:40:5 2021-08-13 11:47:58 [INFO] [TRAIN] Epoch=29/270, Step=18/37, loss=29.346945, lr=0.000125, time_each_step=0.76s, eta=1:40:4 2021-08-13 11:47:59 [INFO] [TRAIN] Epoch=29/270, Step=20/37, loss=35.039413, lr=0.000125, time_each_step=0.77s, eta=1:40:3 2021-08-13 11:48:00 [INFO] [TRAIN] Epoch=29/270, Step=22/37, loss=27.961082, lr=0.000125, time_each_step=0.51s, eta=1:39:57 2021-08-13 11:48:01 [INFO] [TRAIN] Epoch=29/270, Step=24/37, loss=34.921673, lr=0.000125, time_each_step=0.48s, eta=1:39:56 2021-08-13 11:48:02 [INFO] [TRAIN] Epoch=29/270, Step=26/37, loss=47.577091, lr=0.000125, time_each_step=0.47s, eta=1:39:55 2021-08-13 11:48:03 [INFO] [TRAIN] Epoch=29/270, Step=28/37, loss=36.147453, lr=0.000125, time_each_step=0.48s, eta=1:39:54 2021-08-13 11:48:04 [INFO] [TRAIN] Epoch=29/270, Step=30/37, loss=30.40596, lr=0.000125, time_each_step=0.48s, eta=1:39:53 2021-08-13 11:48:04 [INFO] [TRAIN] Epoch=29/270, Step=32/37, loss=52.784416, lr=0.000125, time_each_step=0.44s, eta=1:39:52 2021-08-13 11:48:05 [INFO] [TRAIN] Epoch=29/270, Step=34/37, loss=21.994789, lr=0.000125, time_each_step=0.41s, eta=1:39:51 2021-08-13 11:48:05 [INFO] [TRAIN] Epoch=29/270, Step=36/37, loss=40.643791, lr=0.000125, time_each_step=0.4s, eta=1:39:50 2021-08-13 11:48:06 [INFO] [TRAIN] Epoch 29 finished, loss=32.84441, lr=0.000125 . 2021-08-13 11:48:12 [INFO] [TRAIN] Epoch=30/270, Step=1/37, loss=18.179237, lr=0.000125, time_each_step=0.66s, eta=1:31:40 2021-08-13 11:48:13 [INFO] [TRAIN] Epoch=30/270, Step=3/37, loss=35.504894, lr=0.000125, time_each_step=0.68s, eta=1:31:39 2021-08-13 11:48:14 [INFO] [TRAIN] Epoch=30/270, Step=5/37, loss=29.841358, lr=0.000125, time_each_step=0.66s, eta=1:31:37 2021-08-13 11:48:15 [INFO] [TRAIN] Epoch=30/270, Step=7/37, loss=28.683075, lr=0.000125, time_each_step=0.67s, eta=1:31:36 2021-08-13 11:48:15 [INFO] [TRAIN] Epoch=30/270, Step=9/37, loss=20.067461, lr=0.000125, time_each_step=0.65s, eta=1:31:34 2021-08-13 11:48:17 [INFO] [TRAIN] Epoch=30/270, Step=11/37, loss=22.782207, lr=0.000125, time_each_step=0.67s, eta=1:31:33 2021-08-13 11:48:18 [INFO] [TRAIN] Epoch=30/270, Step=13/37, loss=26.510323, lr=0.000125, time_each_step=0.69s, eta=1:31:33 2021-08-13 11:48:18 [INFO] [TRAIN] Epoch=30/270, Step=15/37, loss=21.666435, lr=0.000125, time_each_step=0.7s, eta=1:31:31 2021-08-13 11:48:19 [INFO] [TRAIN] Epoch=30/270, Step=17/37, loss=25.081072, lr=0.000125, time_each_step=0.72s, eta=1:31:31 2021-08-13 11:48:21 [INFO] [TRAIN] Epoch=30/270, Step=19/37, loss=27.528944, lr=0.000125, time_each_step=0.76s, eta=1:31:30 2021-08-13 11:48:22 [INFO] [TRAIN] Epoch=30/270, Step=21/37, loss=31.344318, lr=0.000125, time_each_step=0.49s, eta=1:31:24 2021-08-13 11:48:23 [INFO] [TRAIN] Epoch=30/270, Step=23/37, loss=35.269104, lr=0.000125, time_each_step=0.51s, eta=1:31:23 2021-08-13 11:48:24 [INFO] [TRAIN] Epoch=30/270, Step=25/37, loss=28.770023, lr=0.000125, time_each_step=0.5s, eta=1:31:22 2021-08-13 11:48:25 [INFO] [TRAIN] Epoch=30/270, Step=27/37, loss=20.227474, lr=0.000125, time_each_step=0.49s, eta=1:31:21 2021-08-13 11:48:26 [INFO] [TRAIN] Epoch=30/270, Step=29/37, loss=29.201559, lr=0.000125, time_each_step=0.5s, eta=1:31:20 2021-08-13 11:48:26 [INFO] [TRAIN] Epoch=30/270, Step=31/37, loss=36.828442, lr=0.000125, time_each_step=0.48s, eta=1:31:19 2021-08-13 11:48:27 [INFO] [TRAIN] Epoch=30/270, Step=33/37, loss=25.29357, lr=0.000125, time_each_step=0.44s, eta=1:31:18 2021-08-13 11:48:27 [INFO] [TRAIN] Epoch=30/270, Step=35/37, loss=27.845459, lr=0.000125, time_each_step=0.43s, eta=1:31:17 2021-08-13 11:48:28 [INFO] [TRAIN] Epoch=30/270, Step=37/37, loss=35.872768, lr=0.000125, time_each_step=0.42s, eta=1:31:16 2021-08-13 11:48:28 [INFO] [TRAIN] Epoch 30 finished, loss=30.213171, lr=0.000125 . 2021-08-13 11:48:34 [INFO] [TRAIN] Epoch=31/270, Step=2/37, loss=27.655193, lr=0.000125, time_each_step=0.67s, eta=1:30:36 2021-08-13 11:48:35 [INFO] [TRAIN] Epoch=31/270, Step=4/37, loss=36.235222, lr=0.000125, time_each_step=0.7s, eta=1:30:36 2021-08-13 11:48:36 [INFO] [TRAIN] Epoch=31/270, Step=6/37, loss=27.192215, lr=0.000125, time_each_step=0.67s, eta=1:30:34 2021-08-13 11:48:38 [INFO] [TRAIN] Epoch=31/270, Step=8/37, loss=22.66814, lr=0.000125, time_each_step=0.7s, eta=1:30:33 2021-08-13 11:48:39 [INFO] [TRAIN] Epoch=31/270, Step=10/37, loss=49.35611, lr=0.000125, time_each_step=0.7s, eta=1:30:32 2021-08-13 11:48:39 [INFO] [TRAIN] Epoch=31/270, Step=12/37, loss=27.168869, lr=0.000125, time_each_step=0.68s, eta=1:30:30 2021-08-13 11:48:40 [INFO] [TRAIN] Epoch=31/270, Step=14/37, loss=31.806572, lr=0.000125, time_each_step=0.7s, eta=1:30:29 2021-08-13 11:48:42 [INFO] [TRAIN] Epoch=31/270, Step=16/37, loss=39.708202, lr=0.000125, time_each_step=0.77s, eta=1:30:29 2021-08-13 11:48:43 [INFO] [TRAIN] Epoch=31/270, Step=18/37, loss=30.383053, lr=0.000125, time_each_step=0.81s, eta=1:30:28 2021-08-13 11:48:44 [INFO] [TRAIN] Epoch=31/270, Step=20/37, loss=35.097412, lr=0.000125, time_each_step=0.81s, eta=1:30:27 2021-08-13 11:48:45 [INFO] [TRAIN] Epoch=31/270, Step=22/37, loss=27.976236, lr=0.000125, time_each_step=0.54s, eta=1:30:21 2021-08-13 11:48:46 [INFO] [TRAIN] Epoch=31/270, Step=24/37, loss=44.15123, lr=0.000125, time_each_step=0.54s, eta=1:30:20 2021-08-13 11:48:47 [INFO] [TRAIN] Epoch=31/270, Step=26/37, loss=26.807573, lr=0.000125, time_each_step=0.56s, eta=1:30:19 2021-08-13 11:48:49 [INFO] [TRAIN] Epoch=31/270, Step=28/37, loss=40.77224, lr=0.000125, time_each_step=0.54s, eta=1:30:18 2021-08-13 11:48:50 [INFO] [TRAIN] Epoch=31/270, Step=30/37, loss=41.600159, lr=0.000125, time_each_step=0.55s, eta=1:30:17 2021-08-13 11:48:50 [INFO] [TRAIN] Epoch=31/270, Step=32/37, loss=31.822762, lr=0.000125, time_each_step=0.55s, eta=1:30:16 2021-08-13 11:48:51 [INFO] [TRAIN] Epoch=31/270, Step=34/37, loss=21.009838, lr=0.000125, time_each_step=0.53s, eta=1:30:15 2021-08-13 11:48:51 [INFO] [TRAIN] Epoch=31/270, Step=36/37, loss=32.812759, lr=0.000125, time_each_step=0.46s, eta=1:30:14 2021-08-13 11:48:51 [INFO] [TRAIN] Epoch 31 finished, loss=32.852795, lr=0.000125 . 2021-08-13 11:48:56 [INFO] [TRAIN] Epoch=32/270, Step=1/37, loss=33.473972, lr=0.000125, time_each_step=0.65s, eta=1:36:9 2021-08-13 11:48:58 [INFO] [TRAIN] Epoch=32/270, Step=3/37, loss=32.702477, lr=0.000125, time_each_step=0.69s, eta=1:36:8 2021-08-13 11:48:59 [INFO] [TRAIN] Epoch=32/270, Step=5/37, loss=31.629604, lr=0.000125, time_each_step=0.71s, eta=1:36:8 2021-08-13 11:49:01 [INFO] [TRAIN] Epoch=32/270, Step=7/37, loss=29.13343, lr=0.000125, time_each_step=0.71s, eta=1:36:6 2021-08-13 11:49:01 [INFO] [TRAIN] Epoch=32/270, Step=9/37, loss=37.753948, lr=0.000125, time_each_step=0.69s, eta=1:36:4 2021-08-13 11:49:02 [INFO] [TRAIN] Epoch=32/270, Step=11/37, loss=22.674782, lr=0.000125, time_each_step=0.68s, eta=1:36:3 2021-08-13 11:49:04 [INFO] [TRAIN] Epoch=32/270, Step=13/37, loss=34.085823, lr=0.000125, time_each_step=0.7s, eta=1:36:2 2021-08-13 11:49:04 [INFO] [TRAIN] Epoch=32/270, Step=15/37, loss=30.057419, lr=0.000125, time_each_step=0.71s, eta=1:36:1 2021-08-13 11:49:05 [INFO] [TRAIN] Epoch=32/270, Step=17/37, loss=33.336502, lr=0.000125, time_each_step=0.72s, eta=1:35:59 2021-08-13 11:49:06 [INFO] [TRAIN] Epoch=32/270, Step=19/37, loss=30.195919, lr=0.000125, time_each_step=0.76s, eta=1:35:59 2021-08-13 11:49:07 [INFO] [TRAIN] Epoch=32/270, Step=21/37, loss=33.054329, lr=0.000125, time_each_step=0.56s, eta=1:35:54 2021-08-13 11:49:08 [INFO] [TRAIN] Epoch=32/270, Step=23/37, loss=34.832199, lr=0.000125, time_each_step=0.53s, eta=1:35:52 2021-08-13 11:49:09 [INFO] [TRAIN] Epoch=32/270, Step=25/37, loss=37.34544, lr=0.000125, time_each_step=0.5s, eta=1:35:51 2021-08-13 11:49:10 [INFO] [TRAIN] Epoch=32/270, Step=27/37, loss=27.592455, lr=0.000125, time_each_step=0.47s, eta=1:35:50 2021-08-13 11:49:11 [INFO] [TRAIN] Epoch=32/270, Step=29/37, loss=25.454018, lr=0.000125, time_each_step=0.47s, eta=1:35:49 2021-08-13 11:49:11 [INFO] [TRAIN] Epoch=32/270, Step=31/37, loss=36.294403, lr=0.000125, time_each_step=0.46s, eta=1:35:48 2021-08-13 11:49:12 [INFO] [TRAIN] Epoch=32/270, Step=33/37, loss=20.412853, lr=0.000125, time_each_step=0.42s, eta=1:35:47 2021-08-13 11:49:13 [INFO] [TRAIN] Epoch=32/270, Step=35/37, loss=51.610081, lr=0.000125, time_each_step=0.4s, eta=1:35:46 2021-08-13 11:49:14 [INFO] [TRAIN] Epoch=32/270, Step=37/37, loss=31.725172, lr=0.000125, time_each_step=0.41s, eta=1:35:45 2021-08-13 11:49:14 [INFO] [TRAIN] Epoch 32 finished, loss=31.84267, lr=0.000125 . 2021-08-13 11:49:23 [INFO] [TRAIN] Epoch=33/270, Step=2/37, loss=40.808311, lr=0.000125, time_each_step=0.8s, eta=1:31:8 2021-08-13 11:49:24 [INFO] [TRAIN] Epoch=33/270, Step=4/37, loss=37.31918, lr=0.000125, time_each_step=0.81s, eta=1:31:6 2021-08-13 11:49:24 [INFO] [TRAIN] Epoch=33/270, Step=6/37, loss=43.877037, lr=0.000125, time_each_step=0.8s, eta=1:31:4 2021-08-13 11:49:26 [INFO] [TRAIN] Epoch=33/270, Step=8/37, loss=60.68692, lr=0.000125, time_each_step=0.83s, eta=1:31:4 2021-08-13 11:49:27 [INFO] [TRAIN] Epoch=33/270, Step=10/37, loss=25.488142, lr=0.000125, time_each_step=0.83s, eta=1:31:2 2021-08-13 11:49:28 [INFO] [TRAIN] Epoch=33/270, Step=12/37, loss=24.862806, lr=0.000125, time_each_step=0.85s, eta=1:31:1 2021-08-13 11:49:28 [INFO] [TRAIN] Epoch=33/270, Step=14/37, loss=33.531464, lr=0.000125, time_each_step=0.85s, eta=1:30:59 2021-08-13 11:49:29 [INFO] [TRAIN] Epoch=33/270, Step=16/37, loss=29.867931, lr=0.000125, time_each_step=0.86s, eta=1:30:58 2021-08-13 11:49:30 [INFO] [TRAIN] Epoch=33/270, Step=18/37, loss=27.290543, lr=0.000125, time_each_step=0.9s, eta=1:30:56 2021-08-13 11:49:31 [INFO] [TRAIN] Epoch=33/270, Step=20/37, loss=26.5243, lr=0.000125, time_each_step=0.89s, eta=1:30:55 2021-08-13 11:49:32 [INFO] [TRAIN] Epoch=33/270, Step=22/37, loss=23.991091, lr=0.000125, time_each_step=0.49s, eta=1:30:47 2021-08-13 11:49:34 [INFO] [TRAIN] Epoch=33/270, Step=24/37, loss=26.941994, lr=0.000125, time_each_step=0.49s, eta=1:30:46 2021-08-13 11:49:34 [INFO] [TRAIN] Epoch=33/270, Step=26/37, loss=34.357681, lr=0.000125, time_each_step=0.5s, eta=1:30:45 2021-08-13 11:49:35 [INFO] [TRAIN] Epoch=33/270, Step=28/37, loss=23.516273, lr=0.000125, time_each_step=0.46s, eta=1:30:43 2021-08-13 11:49:36 [INFO] [TRAIN] Epoch=33/270, Step=30/37, loss=30.764721, lr=0.000125, time_each_step=0.46s, eta=1:30:43 2021-08-13 11:49:37 [INFO] [TRAIN] Epoch=33/270, Step=32/37, loss=21.867235, lr=0.000125, time_each_step=0.44s, eta=1:30:42 2021-08-13 11:49:37 [INFO] [TRAIN] Epoch=33/270, Step=34/37, loss=23.044941, lr=0.000125, time_each_step=0.44s, eta=1:30:41 2021-08-13 11:49:37 [INFO] [TRAIN] Epoch=33/270, Step=36/37, loss=43.487774, lr=0.000125, time_each_step=0.41s, eta=1:30:40 2021-08-13 11:49:38 [INFO] [TRAIN] Epoch 33 finished, loss=31.49732, lr=0.000125 . 2021-08-13 11:49:43 [INFO] [TRAIN] Epoch=34/270, Step=1/37, loss=43.281502, lr=0.000125, time_each_step=0.62s, eta=1:38:46 2021-08-13 11:49:45 [INFO] [TRAIN] Epoch=34/270, Step=3/37, loss=32.278027, lr=0.000125, time_each_step=0.65s, eta=1:38:46 2021-08-13 11:49:46 [INFO] [TRAIN] Epoch=34/270, Step=5/37, loss=22.796148, lr=0.000125, time_each_step=0.66s, eta=1:38:45 2021-08-13 11:49:47 [INFO] [TRAIN] Epoch=34/270, Step=7/37, loss=36.646416, lr=0.000125, time_each_step=0.66s, eta=1:38:44 2021-08-13 11:49:47 [INFO] [TRAIN] Epoch=34/270, Step=9/37, loss=47.981079, lr=0.000125, time_each_step=0.64s, eta=1:38:42 2021-08-13 11:49:48 [INFO] [TRAIN] Epoch=34/270, Step=11/37, loss=28.180708, lr=0.000125, time_each_step=0.66s, eta=1:38:41 2021-08-13 11:49:49 [INFO] [TRAIN] Epoch=34/270, Step=13/37, loss=21.790375, lr=0.000125, time_each_step=0.68s, eta=1:38:41 2021-08-13 11:49:50 [INFO] [TRAIN] Epoch=34/270, Step=15/37, loss=45.406834, lr=0.000125, time_each_step=0.68s, eta=1:38:39 2021-08-13 11:49:52 [INFO] [TRAIN] Epoch=34/270, Step=17/37, loss=27.858698, lr=0.000125, time_each_step=0.72s, eta=1:38:39 2021-08-13 11:49:53 [INFO] [TRAIN] Epoch=34/270, Step=19/37, loss=25.351841, lr=0.000125, time_each_step=0.76s, eta=1:38:38 2021-08-13 11:49:54 [INFO] [TRAIN] Epoch=34/270, Step=21/37, loss=45.640358, lr=0.000125, time_each_step=0.55s, eta=1:38:33 2021-08-13 11:49:55 [INFO] [TRAIN] Epoch=34/270, Step=23/37, loss=39.25111, lr=0.000125, time_each_step=0.54s, eta=1:38:32 2021-08-13 11:49:56 [INFO] [TRAIN] Epoch=34/270, Step=25/37, loss=26.575279, lr=0.000125, time_each_step=0.54s, eta=1:38:31 2021-08-13 11:49:58 [INFO] [TRAIN] Epoch=34/270, Step=27/37, loss=24.968355, lr=0.000125, time_each_step=0.55s, eta=1:38:30 2021-08-13 11:49:59 [INFO] [TRAIN] Epoch=34/270, Step=29/37, loss=22.039188, lr=0.000125, time_each_step=0.57s, eta=1:38:29 2021-08-13 11:50:00 [INFO] [TRAIN] Epoch=34/270, Step=31/37, loss=23.562166, lr=0.000125, time_each_step=0.57s, eta=1:38:28 2021-08-13 11:50:01 [INFO] [TRAIN] Epoch=34/270, Step=33/37, loss=28.637663, lr=0.000125, time_each_step=0.56s, eta=1:38:27 2021-08-13 11:50:01 [INFO] [TRAIN] Epoch=34/270, Step=35/37, loss=36.939194, lr=0.000125, time_each_step=0.55s, eta=1:38:25 2021-08-13 11:50:02 [INFO] [TRAIN] Epoch=34/270, Step=37/37, loss=26.982447, lr=0.000125, time_each_step=0.52s, eta=1:38:24 2021-08-13 11:50:02 [INFO] [TRAIN] Epoch 34 finished, loss=31.87623, lr=0.000125 . 2021-08-13 11:50:08 [INFO] [TRAIN] Epoch=35/270, Step=2/37, loss=35.364239, lr=0.000125, time_each_step=0.75s, eta=1:37:54 2021-08-13 11:50:09 [INFO] [TRAIN] Epoch=35/270, Step=4/37, loss=29.235897, lr=0.000125, time_each_step=0.75s, eta=1:37:53 2021-08-13 11:50:10 [INFO] [TRAIN] Epoch=35/270, Step=6/37, loss=26.537296, lr=0.000125, time_each_step=0.74s, eta=1:37:51 2021-08-13 11:50:11 [INFO] [TRAIN] Epoch=35/270, Step=8/37, loss=24.708336, lr=0.000125, time_each_step=0.75s, eta=1:37:50 2021-08-13 11:50:13 [INFO] [TRAIN] Epoch=35/270, Step=10/37, loss=21.353815, lr=0.000125, time_each_step=0.74s, eta=1:37:48 2021-08-13 11:50:14 [INFO] [TRAIN] Epoch=35/270, Step=12/37, loss=20.633369, lr=0.000125, time_each_step=0.75s, eta=1:37:47 2021-08-13 11:50:15 [INFO] [TRAIN] Epoch=35/270, Step=14/37, loss=28.319633, lr=0.000125, time_each_step=0.75s, eta=1:37:45 2021-08-13 11:50:16 [INFO] [TRAIN] Epoch=35/270, Step=16/37, loss=24.901762, lr=0.000125, time_each_step=0.75s, eta=1:37:44 2021-08-13 11:50:17 [INFO] [TRAIN] Epoch=35/270, Step=18/37, loss=31.975843, lr=0.000125, time_each_step=0.78s, eta=1:37:43 2021-08-13 11:50:18 [INFO] [TRAIN] Epoch=35/270, Step=20/37, loss=26.611832, lr=0.000125, time_each_step=0.79s, eta=1:37:41 2021-08-13 11:50:19 [INFO] [TRAIN] Epoch=35/270, Step=22/37, loss=45.872444, lr=0.000125, time_each_step=0.55s, eta=1:37:36 2021-08-13 11:50:20 [INFO] [TRAIN] Epoch=35/270, Step=24/37, loss=31.838631, lr=0.000125, time_each_step=0.54s, eta=1:37:35 2021-08-13 11:50:21 [INFO] [TRAIN] Epoch=35/270, Step=26/37, loss=35.348141, lr=0.000125, time_each_step=0.53s, eta=1:37:34 2021-08-13 11:50:22 [INFO] [TRAIN] Epoch=35/270, Step=28/37, loss=29.867531, lr=0.000125, time_each_step=0.51s, eta=1:37:32 2021-08-13 11:50:23 [INFO] [TRAIN] Epoch=35/270, Step=30/37, loss=30.102226, lr=0.000125, time_each_step=0.5s, eta=1:37:31 2021-08-13 11:50:23 [INFO] [TRAIN] Epoch=35/270, Step=32/37, loss=38.708687, lr=0.000125, time_each_step=0.46s, eta=1:37:30 2021-08-13 11:50:23 [INFO] [TRAIN] Epoch=35/270, Step=34/37, loss=29.555977, lr=0.000125, time_each_step=0.43s, eta=1:37:29 2021-08-13 11:50:24 [INFO] [TRAIN] Epoch=35/270, Step=36/37, loss=35.358479, lr=0.000125, time_each_step=0.42s, eta=1:37:28 2021-08-13 11:50:25 [INFO] [TRAIN] Epoch 35 finished, loss=31.190308, lr=0.000125 . 2021-08-13 11:50:32 [INFO] [TRAIN] Epoch=36/270, Step=1/37, loss=36.736172, lr=0.000125, time_each_step=0.78s, eta=1:29:51 2021-08-13 11:50:34 [INFO] [TRAIN] Epoch=36/270, Step=3/37, loss=27.830378, lr=0.000125, time_each_step=0.79s, eta=1:29:50 2021-08-13 11:50:35 [INFO] [TRAIN] Epoch=36/270, Step=5/37, loss=22.80271, lr=0.000125, time_each_step=0.81s, eta=1:29:49 2021-08-13 11:50:37 [INFO] [TRAIN] Epoch=36/270, Step=7/37, loss=24.044258, lr=0.000125, time_each_step=0.83s, eta=1:29:48 2021-08-13 11:50:38 [INFO] [TRAIN] Epoch=36/270, Step=9/37, loss=33.109715, lr=0.000125, time_each_step=0.85s, eta=1:29:47 2021-08-13 11:50:39 [INFO] [TRAIN] Epoch=36/270, Step=11/37, loss=28.617188, lr=0.000125, time_each_step=0.86s, eta=1:29:45 2021-08-13 11:50:40 [INFO] [TRAIN] Epoch=36/270, Step=13/37, loss=27.395718, lr=0.000125, time_each_step=0.86s, eta=1:29:44 2021-08-13 11:50:41 [INFO] [TRAIN] Epoch=36/270, Step=15/37, loss=36.391479, lr=0.000125, time_each_step=0.88s, eta=1:29:42 2021-08-13 11:50:42 [INFO] [TRAIN] Epoch=36/270, Step=17/37, loss=37.015469, lr=0.000125, time_each_step=0.92s, eta=1:29:41 2021-08-13 11:50:43 [INFO] [TRAIN] Epoch=36/270, Step=19/37, loss=30.677355, lr=0.000125, time_each_step=0.92s, eta=1:29:40 2021-08-13 11:50:43 [INFO] [TRAIN] Epoch=36/270, Step=21/37, loss=19.055799, lr=0.000125, time_each_step=0.55s, eta=1:29:32 2021-08-13 11:50:44 [INFO] [TRAIN] Epoch=36/270, Step=23/37, loss=30.98735, lr=0.000125, time_each_step=0.53s, eta=1:29:30 2021-08-13 11:50:46 [INFO] [TRAIN] Epoch=36/270, Step=25/37, loss=26.184959, lr=0.000125, time_each_step=0.53s, eta=1:29:29 2021-08-13 11:50:46 [INFO] [TRAIN] Epoch=36/270, Step=27/37, loss=16.663284, lr=0.000125, time_each_step=0.48s, eta=1:29:28 2021-08-13 11:50:47 [INFO] [TRAIN] Epoch=36/270, Step=29/37, loss=32.586609, lr=0.000125, time_each_step=0.48s, eta=1:29:27 2021-08-13 11:50:48 [INFO] [TRAIN] Epoch=36/270, Step=31/37, loss=38.82988, lr=0.000125, time_each_step=0.46s, eta=1:29:26 2021-08-13 11:50:48 [INFO] [TRAIN] Epoch=36/270, Step=33/37, loss=33.041721, lr=0.000125, time_each_step=0.43s, eta=1:29:25 2021-08-13 11:50:49 [INFO] [TRAIN] Epoch=36/270, Step=35/37, loss=20.740543, lr=0.000125, time_each_step=0.4s, eta=1:29:24 2021-08-13 11:50:49 [INFO] [TRAIN] Epoch=36/270, Step=37/37, loss=44.952042, lr=0.000125, time_each_step=0.37s, eta=1:29:23 2021-08-13 11:50:49 [INFO] [TRAIN] Epoch 36 finished, loss=31.25544, lr=0.000125 . 2021-08-13 11:50:55 [INFO] [TRAIN] Epoch=37/270, Step=2/37, loss=19.220112, lr=0.000125, time_each_step=0.62s, eta=1:38:31 2021-08-13 11:50:57 [INFO] [TRAIN] Epoch=37/270, Step=4/37, loss=44.667534, lr=0.000125, time_each_step=0.68s, eta=1:38:32 2021-08-13 11:50:58 [INFO] [TRAIN] Epoch=37/270, Step=6/37, loss=28.49305, lr=0.000125, time_each_step=0.67s, eta=1:38:30 2021-08-13 11:50:59 [INFO] [TRAIN] Epoch=37/270, Step=8/37, loss=49.524963, lr=0.000125, time_each_step=0.67s, eta=1:38:29 2021-08-13 11:51:00 [INFO] [TRAIN] Epoch=37/270, Step=10/37, loss=24.795059, lr=0.000125, time_each_step=0.68s, eta=1:38:28 2021-08-13 11:51:01 [INFO] [TRAIN] Epoch=37/270, Step=12/37, loss=43.6693, lr=0.000125, time_each_step=0.67s, eta=1:38:26 2021-08-13 11:51:03 [INFO] [TRAIN] Epoch=37/270, Step=14/37, loss=23.630287, lr=0.000125, time_each_step=0.74s, eta=1:38:27 2021-08-13 11:51:04 [INFO] [TRAIN] Epoch=37/270, Step=16/37, loss=34.217972, lr=0.000125, time_each_step=0.76s, eta=1:38:26 2021-08-13 11:51:05 [INFO] [TRAIN] Epoch=37/270, Step=18/37, loss=29.773994, lr=0.000125, time_each_step=0.79s, eta=1:38:24 2021-08-13 11:51:06 [INFO] [TRAIN] Epoch=37/270, Step=20/37, loss=34.697563, lr=0.000125, time_each_step=0.84s, eta=1:38:24 2021-08-13 11:51:07 [INFO] [TRAIN] Epoch=37/270, Step=22/37, loss=26.629934, lr=0.000125, time_each_step=0.6s, eta=1:38:18 2021-08-13 11:51:08 [INFO] [TRAIN] Epoch=37/270, Step=24/37, loss=38.316902, lr=0.000125, time_each_step=0.55s, eta=1:38:17 2021-08-13 11:51:09 [INFO] [TRAIN] Epoch=37/270, Step=26/37, loss=35.864838, lr=0.000125, time_each_step=0.58s, eta=1:38:16 2021-08-13 11:51:10 [INFO] [TRAIN] Epoch=37/270, Step=28/37, loss=29.080059, lr=0.000125, time_each_step=0.54s, eta=1:38:14 2021-08-13 11:51:11 [INFO] [TRAIN] Epoch=37/270, Step=30/37, loss=29.119482, lr=0.000125, time_each_step=0.56s, eta=1:38:13 2021-08-13 11:51:11 [INFO] [TRAIN] Epoch=37/270, Step=32/37, loss=27.933407, lr=0.000125, time_each_step=0.52s, eta=1:38:12 2021-08-13 11:51:12 [INFO] [TRAIN] Epoch=37/270, Step=34/37, loss=49.200676, lr=0.000125, time_each_step=0.46s, eta=1:38:11 2021-08-13 11:51:12 [INFO] [TRAIN] Epoch=37/270, Step=36/37, loss=29.877062, lr=0.000125, time_each_step=0.43s, eta=1:38:10 2021-08-13 11:51:13 [INFO] [TRAIN] Epoch 37 finished, loss=32.022251, lr=0.000125 . 2021-08-13 11:51:18 [INFO] [TRAIN] Epoch=38/270, Step=1/37, loss=27.117481, lr=0.000125, time_each_step=0.67s, eta=1:34:11 2021-08-13 11:51:20 [INFO] [TRAIN] Epoch=38/270, Step=3/37, loss=38.546009, lr=0.000125, time_each_step=0.68s, eta=1:34:11 2021-08-13 11:51:21 [INFO] [TRAIN] Epoch=38/270, Step=5/37, loss=31.183083, lr=0.000125, time_each_step=0.68s, eta=1:34:9 2021-08-13 11:51:22 [INFO] [TRAIN] Epoch=38/270, Step=7/37, loss=26.213062, lr=0.000125, time_each_step=0.68s, eta=1:34:8 2021-08-13 11:51:23 [INFO] [TRAIN] Epoch=38/270, Step=9/37, loss=33.664757, lr=0.000125, time_each_step=0.67s, eta=1:34:6 2021-08-13 11:51:24 [INFO] [TRAIN] Epoch=38/270, Step=11/37, loss=29.808104, lr=0.000125, time_each_step=0.69s, eta=1:34:5 2021-08-13 11:51:25 [INFO] [TRAIN] Epoch=38/270, Step=13/37, loss=29.397118, lr=0.000125, time_each_step=0.7s, eta=1:34:4 2021-08-13 11:51:26 [INFO] [TRAIN] Epoch=38/270, Step=15/37, loss=31.127413, lr=0.000125, time_each_step=0.74s, eta=1:34:4 2021-08-13 11:51:27 [INFO] [TRAIN] Epoch=38/270, Step=17/37, loss=23.089846, lr=0.000125, time_each_step=0.76s, eta=1:34:3 2021-08-13 11:51:29 [INFO] [TRAIN] Epoch=38/270, Step=19/37, loss=44.489307, lr=0.000125, time_each_step=0.83s, eta=1:34:2 2021-08-13 11:51:30 [INFO] [TRAIN] Epoch=38/270, Step=21/37, loss=43.781082, lr=0.000125, time_each_step=0.6s, eta=1:33:57 2021-08-13 11:51:31 [INFO] [TRAIN] Epoch=38/270, Step=23/37, loss=31.887642, lr=0.000125, time_each_step=0.58s, eta=1:33:55 2021-08-13 11:51:32 [INFO] [TRAIN] Epoch=38/270, Step=25/37, loss=47.371731, lr=0.000125, time_each_step=0.59s, eta=1:33:54 2021-08-13 11:51:33 [INFO] [TRAIN] Epoch=38/270, Step=27/37, loss=38.222309, lr=0.000125, time_each_step=0.57s, eta=1:33:53 2021-08-13 11:51:34 [INFO] [TRAIN] Epoch=38/270, Step=29/37, loss=23.867977, lr=0.000125, time_each_step=0.55s, eta=1:33:52 2021-08-13 11:51:34 [INFO] [TRAIN] Epoch=38/270, Step=31/37, loss=30.432692, lr=0.000125, time_each_step=0.53s, eta=1:33:51 2021-08-13 11:51:35 [INFO] [TRAIN] Epoch=38/270, Step=33/37, loss=21.295994, lr=0.000125, time_each_step=0.5s, eta=1:33:49 2021-08-13 11:51:36 [INFO] [TRAIN] Epoch=38/270, Step=35/37, loss=27.18322, lr=0.000125, time_each_step=0.47s, eta=1:33:48 2021-08-13 11:51:36 [INFO] [TRAIN] Epoch=38/270, Step=37/37, loss=21.918152, lr=0.000125, time_each_step=0.45s, eta=1:33:47 2021-08-13 11:51:36 [INFO] [TRAIN] Epoch 38 finished, loss=31.146557, lr=0.000125 . 2021-08-13 11:51:43 [INFO] [TRAIN] Epoch=39/270, Step=2/37, loss=28.833984, lr=0.000125, time_each_step=0.69s, eta=1:33:29 2021-08-13 11:51:44 [INFO] [TRAIN] Epoch=39/270, Step=4/37, loss=29.383398, lr=0.000125, time_each_step=0.67s, eta=1:33:26 2021-08-13 11:51:44 [INFO] [TRAIN] Epoch=39/270, Step=6/37, loss=17.897594, lr=0.000125, time_each_step=0.66s, eta=1:33:25 2021-08-13 11:51:45 [INFO] [TRAIN] Epoch=39/270, Step=8/37, loss=31.926163, lr=0.000125, time_each_step=0.65s, eta=1:33:23 2021-08-13 11:51:47 [INFO] [TRAIN] Epoch=39/270, Step=10/37, loss=27.922659, lr=0.000125, time_each_step=0.67s, eta=1:33:23 2021-08-13 11:51:48 [INFO] [TRAIN] Epoch=39/270, Step=12/37, loss=20.674686, lr=0.000125, time_each_step=0.7s, eta=1:33:22 2021-08-13 11:51:49 [INFO] [TRAIN] Epoch=39/270, Step=14/37, loss=34.117828, lr=0.000125, time_each_step=0.73s, eta=1:33:21 2021-08-13 11:51:50 [INFO] [TRAIN] Epoch=39/270, Step=16/37, loss=26.971031, lr=0.000125, time_each_step=0.74s, eta=1:33:20 2021-08-13 11:51:51 [INFO] [TRAIN] Epoch=39/270, Step=18/37, loss=21.581188, lr=0.000125, time_each_step=0.78s, eta=1:33:19 2021-08-13 11:51:53 [INFO] [TRAIN] Epoch=39/270, Step=20/37, loss=24.947178, lr=0.000125, time_each_step=0.82s, eta=1:33:18 2021-08-13 11:51:53 [INFO] [TRAIN] Epoch=39/270, Step=22/37, loss=25.37118, lr=0.000125, time_each_step=0.52s, eta=1:33:12 2021-08-13 11:51:55 [INFO] [TRAIN] Epoch=39/270, Step=24/37, loss=44.764626, lr=0.000125, time_each_step=0.56s, eta=1:33:12 2021-08-13 11:51:56 [INFO] [TRAIN] Epoch=39/270, Step=26/37, loss=23.128294, lr=0.000125, time_each_step=0.56s, eta=1:33:11 2021-08-13 11:51:56 [INFO] [TRAIN] Epoch=39/270, Step=28/37, loss=34.004089, lr=0.000125, time_each_step=0.54s, eta=1:33:9 2021-08-13 11:51:57 [INFO] [TRAIN] Epoch=39/270, Step=30/37, loss=31.865349, lr=0.000125, time_each_step=0.54s, eta=1:33:8 2021-08-13 11:51:58 [INFO] [TRAIN] Epoch=39/270, Step=32/37, loss=28.627699, lr=0.000125, time_each_step=0.5s, eta=1:33:7 2021-08-13 11:51:59 [INFO] [TRAIN] Epoch=39/270, Step=34/37, loss=31.196705, lr=0.000125, time_each_step=0.47s, eta=1:33:6 2021-08-13 11:52:00 [INFO] [TRAIN] Epoch=39/270, Step=36/37, loss=24.313946, lr=0.000125, time_each_step=0.49s, eta=1:33:5 2021-08-13 11:52:01 [INFO] [TRAIN] Epoch 39 finished, loss=29.647438, lr=0.000125 . 2021-08-13 11:52:05 [INFO] [TRAIN] Epoch=40/270, Step=1/37, loss=26.736847, lr=0.000125, time_each_step=0.65s, eta=1:36:32 2021-08-13 11:52:06 [INFO] [TRAIN] Epoch=40/270, Step=3/37, loss=23.789656, lr=0.000125, time_each_step=0.68s, eta=1:36:32 2021-08-13 11:52:08 [INFO] [TRAIN] Epoch=40/270, Step=5/37, loss=38.976124, lr=0.000125, time_each_step=0.71s, eta=1:36:32 2021-08-13 11:52:08 [INFO] [TRAIN] Epoch=40/270, Step=7/37, loss=28.310596, lr=0.000125, time_each_step=0.67s, eta=1:36:29 2021-08-13 11:52:09 [INFO] [TRAIN] Epoch=40/270, Step=9/37, loss=27.972347, lr=0.000125, time_each_step=0.68s, eta=1:36:28 2021-08-13 11:52:11 [INFO] [TRAIN] Epoch=40/270, Step=11/37, loss=27.305813, lr=0.000125, time_each_step=0.72s, eta=1:36:28 2021-08-13 11:52:12 [INFO] [TRAIN] Epoch=40/270, Step=13/37, loss=48.929409, lr=0.000125, time_each_step=0.72s, eta=1:36:26 2021-08-13 11:52:13 [INFO] [TRAIN] Epoch=40/270, Step=15/37, loss=32.797752, lr=0.000125, time_each_step=0.74s, eta=1:36:25 2021-08-13 11:52:14 [INFO] [TRAIN] Epoch=40/270, Step=17/37, loss=27.073639, lr=0.000125, time_each_step=0.74s, eta=1:36:24 2021-08-13 11:52:14 [INFO] [TRAIN] Epoch=40/270, Step=19/37, loss=29.572407, lr=0.000125, time_each_step=0.71s, eta=1:36:22 2021-08-13 11:52:16 [INFO] [TRAIN] Epoch=40/270, Step=21/37, loss=32.28347, lr=0.000125, time_each_step=0.55s, eta=1:36:18 2021-08-13 11:52:16 [INFO] [TRAIN] Epoch=40/270, Step=23/37, loss=24.921392, lr=0.000125, time_each_step=0.5s, eta=1:36:16 2021-08-13 11:52:17 [INFO] [TRAIN] Epoch=40/270, Step=25/37, loss=23.774349, lr=0.000125, time_each_step=0.49s, eta=1:36:15 2021-08-13 11:52:19 [INFO] [TRAIN] Epoch=40/270, Step=27/37, loss=26.989727, lr=0.000125, time_each_step=0.52s, eta=1:36:14 2021-08-13 11:52:19 [INFO] [TRAIN] Epoch=40/270, Step=29/37, loss=44.527561, lr=0.000125, time_each_step=0.5s, eta=1:36:13 2021-08-13 11:52:20 [INFO] [TRAIN] Epoch=40/270, Step=31/37, loss=21.398842, lr=0.000125, time_each_step=0.47s, eta=1:36:12 2021-08-13 11:52:21 [INFO] [TRAIN] Epoch=40/270, Step=33/37, loss=27.087732, lr=0.000125, time_each_step=0.46s, eta=1:36:11 2021-08-13 11:52:22 [INFO] [TRAIN] Epoch=40/270, Step=35/37, loss=45.08535, lr=0.000125, time_each_step=0.47s, eta=1:36:10 2021-08-13 11:52:24 [INFO] [TRAIN] Epoch=40/270, Step=37/37, loss=29.689766, lr=0.000125, time_each_step=0.5s, eta=1:36:9 2021-08-13 11:52:24 [INFO] [TRAIN] Epoch 40 finished, loss=29.223553, lr=0.000125 . 2021-08-13 11:52:24 [INFO] Start to evaluating(total_samples=170, total_steps=11)... 100%|██████████| 11/11 [00:06<00:00, 1.63it/s] 2021-08-13 11:52:31 [INFO] [EVAL] Finished, Epoch=40, bbox_map=19.895516 . 2021-08-13 11:52:33 [INFO] Model saved in output/yolov3_mobilenetv1/best_model. 2021-08-13 11:52:35 [INFO] Model saved in output/yolov3_mobilenetv1/epoch_40. 2021-08-13 11:52:35 [INFO] Current evaluated best model in eval_dataset is epoch_40, bbox_map=19.895515566076508 2021-08-13 11:52:39 [INFO] [TRAIN] Epoch=41/270, Step=2/37, loss=31.854618, lr=0.000125, time_each_step=0.7s, eta=1:31:51 2021-08-13 11:52:40 [INFO] [TRAIN] Epoch=41/270, Step=4/37, loss=30.150043, lr=0.000125, time_each_step=0.69s, eta=1:31:49 2021-08-13 11:52:41 [INFO] [TRAIN] Epoch=41/270, Step=6/37, loss=21.63204, lr=0.000125, time_each_step=0.67s, eta=1:31:47 2021-08-13 11:52:42 [INFO] [TRAIN] Epoch=41/270, Step=8/37, loss=27.560795, lr=0.000125, time_each_step=0.69s, eta=1:31:47 2021-08-13 11:52:44 [INFO] [TRAIN] Epoch=41/270, Step=10/37, loss=21.546181, lr=0.000125, time_each_step=0.7s, eta=1:31:46 2021-08-13 11:52:45 [INFO] [TRAIN] Epoch=41/270, Step=12/37, loss=23.128956, lr=0.000125, time_each_step=0.73s, eta=1:31:45 2021-08-13 11:52:46 [INFO] [TRAIN] Epoch=41/270, Step=14/37, loss=33.593666, lr=0.000125, time_each_step=0.72s, eta=1:31:43 2021-08-13 11:52:47 [INFO] [TRAIN] Epoch=41/270, Step=16/37, loss=28.265799, lr=0.000125, time_each_step=0.74s, eta=1:31:42 2021-08-13 11:52:48 [INFO] [TRAIN] Epoch=41/270, Step=18/37, loss=32.461834, lr=0.000125, time_each_step=0.76s, eta=1:31:41 2021-08-13 11:52:50 [INFO] [TRAIN] Epoch=41/270, Step=20/37, loss=28.650465, lr=0.000125, time_each_step=0.75s, eta=1:31:39 2021-08-13 11:52:51 [INFO] [TRAIN] Epoch=41/270, Step=22/37, loss=20.608242, lr=0.000125, time_each_step=0.57s, eta=1:31:35 2021-08-13 11:52:52 [INFO] [TRAIN] Epoch=41/270, Step=24/37, loss=33.347408, lr=0.000125, time_each_step=0.57s, eta=1:31:34 2021-08-13 11:52:53 [INFO] [TRAIN] Epoch=41/270, Step=26/37, loss=18.202082, lr=0.000125, time_each_step=0.6s, eta=1:31:33 2021-08-13 11:52:54 [INFO] [TRAIN] Epoch=41/270, Step=28/37, loss=40.390709, lr=0.000125, time_each_step=0.57s, eta=1:31:32 2021-08-13 11:52:54 [INFO] [TRAIN] Epoch=41/270, Step=30/37, loss=36.863224, lr=0.000125, time_each_step=0.52s, eta=1:31:30 2021-08-13 11:52:55 [INFO] [TRAIN] Epoch=41/270, Step=32/37, loss=34.498901, lr=0.000125, time_each_step=0.49s, eta=1:31:29 2021-08-13 11:52:55 [INFO] [TRAIN] Epoch=41/270, Step=34/37, loss=27.807636, lr=0.000125, time_each_step=0.48s, eta=1:31:28 2021-08-13 11:52:56 [INFO] [TRAIN] Epoch=41/270, Step=36/37, loss=33.325668, lr=0.000125, time_each_step=0.46s, eta=1:31:27 2021-08-13 11:52:57 [INFO] [TRAIN] Epoch 41 finished, loss=29.49708, lr=0.000125 . 2021-08-13 11:53:02 [INFO] [TRAIN] Epoch=42/270, Step=1/37, loss=24.844997, lr=0.000125, time_each_step=0.68s, eta=1:25:50 2021-08-13 11:53:04 [INFO] [TRAIN] Epoch=42/270, Step=3/37, loss=32.169075, lr=0.000125, time_each_step=0.69s, eta=1:25:49 2021-08-13 11:53:05 [INFO] [TRAIN] Epoch=42/270, Step=5/37, loss=43.916836, lr=0.000125, time_each_step=0.72s, eta=1:25:48 2021-08-13 11:53:06 [INFO] [TRAIN] Epoch=42/270, Step=7/37, loss=24.293129, lr=0.000125, time_each_step=0.7s, eta=1:25:46 2021-08-13 11:53:07 [INFO] [TRAIN] Epoch=42/270, Step=9/37, loss=32.189323, lr=0.000125, time_each_step=0.7s, eta=1:25:45 2021-08-13 11:53:08 [INFO] [TRAIN] Epoch=42/270, Step=11/37, loss=25.948677, lr=0.000125, time_each_step=0.69s, eta=1:25:43 2021-08-13 11:53:08 [INFO] [TRAIN] Epoch=42/270, Step=13/37, loss=36.822021, lr=0.000125, time_each_step=0.71s, eta=1:25:42 2021-08-13 11:53:10 [INFO] [TRAIN] Epoch=42/270, Step=15/37, loss=33.91885, lr=0.000125, time_each_step=0.74s, eta=1:25:41 2021-08-13 11:53:11 [INFO] [TRAIN] Epoch=42/270, Step=17/37, loss=17.490559, lr=0.000125, time_each_step=0.77s, eta=1:25:40 2021-08-13 11:53:12 [INFO] [TRAIN] Epoch=42/270, Step=19/37, loss=25.295155, lr=0.000125, time_each_step=0.81s, eta=1:25:40 2021-08-13 11:53:13 [INFO] [TRAIN] Epoch=42/270, Step=21/37, loss=29.677116, lr=0.000125, time_each_step=0.56s, eta=1:25:34 2021-08-13 11:53:14 [INFO] [TRAIN] Epoch=42/270, Step=23/37, loss=43.0998, lr=0.000125, time_each_step=0.53s, eta=1:25:33 2021-08-13 11:53:15 [INFO] [TRAIN] Epoch=42/270, Step=25/37, loss=33.296345, lr=0.000125, time_each_step=0.51s, eta=1:25:31 2021-08-13 11:53:16 [INFO] [TRAIN] Epoch=42/270, Step=27/37, loss=21.191757, lr=0.000125, time_each_step=0.52s, eta=1:25:30 2021-08-13 11:53:17 [INFO] [TRAIN] Epoch=42/270, Step=29/37, loss=21.393818, lr=0.000125, time_each_step=0.51s, eta=1:25:29 2021-08-13 11:53:18 [INFO] [TRAIN] Epoch=42/270, Step=31/37, loss=35.464146, lr=0.000125, time_each_step=0.51s, eta=1:25:28 2021-08-13 11:53:18 [INFO] [TRAIN] Epoch=42/270, Step=33/37, loss=37.599056, lr=0.000125, time_each_step=0.49s, eta=1:25:27 2021-08-13 11:53:18 [INFO] [TRAIN] Epoch=42/270, Step=35/37, loss=36.593685, lr=0.000125, time_each_step=0.43s, eta=1:25:26 2021-08-13 11:53:19 [INFO] [TRAIN] Epoch=42/270, Step=37/37, loss=27.361185, lr=0.000125, time_each_step=0.4s, eta=1:25:25 2021-08-13 11:53:19 [INFO] [TRAIN] Epoch 42 finished, loss=30.317623, lr=0.000125 . 2021-08-13 11:53:25 [INFO] [TRAIN] Epoch=43/270, Step=2/37, loss=22.811558, lr=0.000125, time_each_step=0.64s, eta=1:26:41 2021-08-13 11:53:27 [INFO] [TRAIN] Epoch=43/270, Step=4/37, loss=22.726522, lr=0.000125, time_each_step=0.71s, eta=1:26:42 2021-08-13 11:53:29 [INFO] [TRAIN] Epoch=43/270, Step=6/37, loss=35.564846, lr=0.000125, time_each_step=0.71s, eta=1:26:41 2021-08-13 11:53:30 [INFO] [TRAIN] Epoch=43/270, Step=8/37, loss=24.698149, lr=0.000125, time_each_step=0.71s, eta=1:26:39 2021-08-13 11:53:31 [INFO] [TRAIN] Epoch=43/270, Step=10/37, loss=19.380051, lr=0.000125, time_each_step=0.74s, eta=1:26:39 2021-08-13 11:53:33 [INFO] [TRAIN] Epoch=43/270, Step=12/37, loss=25.658392, lr=0.000125, time_each_step=0.76s, eta=1:26:38 2021-08-13 11:53:33 [INFO] [TRAIN] Epoch=43/270, Step=14/37, loss=56.214294, lr=0.000125, time_each_step=0.79s, eta=1:26:37 2021-08-13 11:53:34 [INFO] [TRAIN] Epoch=43/270, Step=16/37, loss=39.112076, lr=0.000125, time_each_step=0.81s, eta=1:26:36 2021-08-13 11:53:36 [INFO] [TRAIN] Epoch=43/270, Step=18/37, loss=33.927078, lr=0.000125, time_each_step=0.86s, eta=1:26:35 2021-08-13 11:53:37 [INFO] [TRAIN] Epoch=43/270, Step=20/37, loss=30.290592, lr=0.000125, time_each_step=0.89s, eta=1:26:34 2021-08-13 11:53:38 [INFO] [TRAIN] Epoch=43/270, Step=22/37, loss=42.752525, lr=0.000125, time_each_step=0.63s, eta=1:26:28 2021-08-13 11:53:39 [INFO] [TRAIN] Epoch=43/270, Step=24/37, loss=19.318777, lr=0.000125, time_each_step=0.58s, eta=1:26:26 2021-08-13 11:53:40 [INFO] [TRAIN] Epoch=43/270, Step=26/37, loss=35.570408, lr=0.000125, time_each_step=0.57s, eta=1:26:25 2021-08-13 11:53:41 [INFO] [TRAIN] Epoch=43/270, Step=28/37, loss=20.800423, lr=0.000125, time_each_step=0.55s, eta=1:26:24 2021-08-13 11:53:42 [INFO] [TRAIN] Epoch=43/270, Step=30/37, loss=29.671749, lr=0.000125, time_each_step=0.52s, eta=1:26:22 2021-08-13 11:53:42 [INFO] [TRAIN] Epoch=43/270, Step=32/37, loss=20.647951, lr=0.000125, time_each_step=0.49s, eta=1:26:21 2021-08-13 11:53:43 [INFO] [TRAIN] Epoch=43/270, Step=34/37, loss=32.998451, lr=0.000125, time_each_step=0.45s, eta=1:26:20 2021-08-13 11:53:43 [INFO] [TRAIN] Epoch=43/270, Step=36/37, loss=23.545204, lr=0.000125, time_each_step=0.41s, eta=1:26:19 2021-08-13 11:53:43 [INFO] [TRAIN] Epoch 43 finished, loss=29.144756, lr=0.000125 . 2021-08-13 11:53:47 [INFO] [TRAIN] Epoch=44/270, Step=1/37, loss=29.288076, lr=0.000125, time_each_step=0.56s, eta=1:32:53 2021-08-13 11:53:49 [INFO] [TRAIN] Epoch=44/270, Step=3/37, loss=19.846569, lr=0.000125, time_each_step=0.59s, eta=1:32:52 2021-08-13 11:53:50 [INFO] [TRAIN] Epoch=44/270, Step=5/37, loss=38.09903, lr=0.000125, time_each_step=0.59s, eta=1:32:51 2021-08-13 11:53:51 [INFO] [TRAIN] Epoch=44/270, Step=7/37, loss=29.8456, lr=0.000125, time_each_step=0.59s, eta=1:32:50 2021-08-13 11:53:52 [INFO] [TRAIN] Epoch=44/270, Step=9/37, loss=23.324749, lr=0.000125, time_each_step=0.59s, eta=1:32:49 2021-08-13 11:53:52 [INFO] [TRAIN] Epoch=44/270, Step=11/37, loss=26.252842, lr=0.000125, time_each_step=0.59s, eta=1:32:48 2021-08-13 11:53:54 [INFO] [TRAIN] Epoch=44/270, Step=13/37, loss=36.661736, lr=0.000125, time_each_step=0.6s, eta=1:32:47 2021-08-13 11:53:55 [INFO] [TRAIN] Epoch=44/270, Step=15/37, loss=35.403107, lr=0.000125, time_each_step=0.63s, eta=1:32:46 2021-08-13 11:53:56 [INFO] [TRAIN] Epoch=44/270, Step=17/37, loss=34.203243, lr=0.000125, time_each_step=0.69s, eta=1:32:46 2021-08-13 11:53:57 [INFO] [TRAIN] Epoch=44/270, Step=19/37, loss=22.389793, lr=0.000125, time_each_step=0.71s, eta=1:32:45 2021-08-13 11:53:58 [INFO] [TRAIN] Epoch=44/270, Step=21/37, loss=35.069813, lr=0.000125, time_each_step=0.56s, eta=1:32:41 2021-08-13 11:53:59 [INFO] [TRAIN] Epoch=44/270, Step=23/37, loss=18.415493, lr=0.000125, time_each_step=0.53s, eta=1:32:40 2021-08-13 11:54:00 [INFO] [TRAIN] Epoch=44/270, Step=25/37, loss=33.252007, lr=0.000125, time_each_step=0.51s, eta=1:32:39 2021-08-13 11:54:01 [INFO] [TRAIN] Epoch=44/270, Step=27/37, loss=25.505394, lr=0.000125, time_each_step=0.51s, eta=1:32:38 2021-08-13 11:54:02 [INFO] [TRAIN] Epoch=44/270, Step=29/37, loss=56.227432, lr=0.000125, time_each_step=0.49s, eta=1:32:36 2021-08-13 11:54:02 [INFO] [TRAIN] Epoch=44/270, Step=31/37, loss=24.145252, lr=0.000125, time_each_step=0.5s, eta=1:32:35 2021-08-13 11:54:03 [INFO] [TRAIN] Epoch=44/270, Step=33/37, loss=22.664833, lr=0.000125, time_each_step=0.47s, eta=1:32:34 2021-08-13 11:54:03 [INFO] [TRAIN] Epoch=44/270, Step=35/37, loss=18.558193, lr=0.000125, time_each_step=0.43s, eta=1:32:33 2021-08-13 11:54:04 [INFO] [TRAIN] Epoch=44/270, Step=37/37, loss=28.411907, lr=0.000125, time_each_step=0.37s, eta=1:32:32 2021-08-13 11:54:04 [INFO] [TRAIN] Epoch 44 finished, loss=30.077194, lr=0.000125 . 2021-08-13 11:54:10 [INFO] [TRAIN] Epoch=45/270, Step=2/37, loss=27.971985, lr=0.000125, time_each_step=0.66s, eta=1:20:15 2021-08-13 11:54:11 [INFO] [TRAIN] Epoch=45/270, Step=4/37, loss=35.10593, lr=0.000125, time_each_step=0.67s, eta=1:20:14 2021-08-13 11:54:12 [INFO] [TRAIN] Epoch=45/270, Step=6/37, loss=29.938293, lr=0.000125, time_each_step=0.65s, eta=1:20:12 2021-08-13 11:54:13 [INFO] [TRAIN] Epoch=45/270, Step=8/37, loss=32.777382, lr=0.000125, time_each_step=0.66s, eta=1:20:11 2021-08-13 11:54:14 [INFO] [TRAIN] Epoch=45/270, Step=10/37, loss=37.217457, lr=0.000125, time_each_step=0.66s, eta=1:20:9 2021-08-13 11:54:15 [INFO] [TRAIN] Epoch=45/270, Step=12/37, loss=35.49852, lr=0.000125, time_each_step=0.67s, eta=1:20:8 2021-08-13 11:54:16 [INFO] [TRAIN] Epoch=45/270, Step=14/37, loss=42.473763, lr=0.000125, time_each_step=0.69s, eta=1:20:8 2021-08-13 11:54:17 [INFO] [TRAIN] Epoch=45/270, Step=16/37, loss=33.855133, lr=0.000125, time_each_step=0.72s, eta=1:20:7 2021-08-13 11:54:19 [INFO] [TRAIN] Epoch=45/270, Step=18/37, loss=23.94281, lr=0.000125, time_each_step=0.76s, eta=1:20:6 2021-08-13 11:54:19 [INFO] [TRAIN] Epoch=45/270, Step=20/37, loss=23.820007, lr=0.000125, time_each_step=0.78s, eta=1:20:5 2021-08-13 11:54:20 [INFO] [TRAIN] Epoch=45/270, Step=22/37, loss=33.153893, lr=0.000125, time_each_step=0.49s, eta=1:19:59 2021-08-13 11:54:21 [INFO] [TRAIN] Epoch=45/270, Step=24/37, loss=38.359558, lr=0.000125, time_each_step=0.5s, eta=1:19:58 2021-08-13 11:54:23 [INFO] [TRAIN] Epoch=45/270, Step=26/37, loss=54.70319, lr=0.000125, time_each_step=0.52s, eta=1:19:57 2021-08-13 11:54:24 [INFO] [TRAIN] Epoch=45/270, Step=28/37, loss=21.071243, lr=0.000125, time_each_step=0.52s, eta=1:19:56 2021-08-13 11:54:24 [INFO] [TRAIN] Epoch=45/270, Step=30/37, loss=26.765079, lr=0.000125, time_each_step=0.51s, eta=1:19:55 2021-08-13 11:54:25 [INFO] [TRAIN] Epoch=45/270, Step=32/37, loss=26.105396, lr=0.000125, time_each_step=0.48s, eta=1:19:54 2021-08-13 11:54:25 [INFO] [TRAIN] Epoch=45/270, Step=34/37, loss=22.721409, lr=0.000125, time_each_step=0.44s, eta=1:19:53 2021-08-13 11:54:26 [INFO] [TRAIN] Epoch=45/270, Step=36/37, loss=34.099411, lr=0.000125, time_each_step=0.41s, eta=1:19:52 2021-08-13 11:54:26 [INFO] [TRAIN] Epoch 45 finished, loss=31.111872, lr=0.000125 . 2021-08-13 11:54:31 [INFO] [TRAIN] Epoch=46/270, Step=1/37, loss=49.570778, lr=0.000125, time_each_step=0.64s, eta=1:25:2 2021-08-13 11:54:32 [INFO] [TRAIN] Epoch=46/270, Step=3/37, loss=23.941063, lr=0.000125, time_each_step=0.65s, eta=1:25:1 2021-08-13 11:54:34 [INFO] [TRAIN] Epoch=46/270, Step=5/37, loss=30.625181, lr=0.000125, time_each_step=0.7s, eta=1:25:2 2021-08-13 11:54:35 [INFO] [TRAIN] Epoch=46/270, Step=7/37, loss=31.324543, lr=0.000125, time_each_step=0.69s, eta=1:25:0 2021-08-13 11:54:36 [INFO] [TRAIN] Epoch=46/270, Step=9/37, loss=21.398647, lr=0.000125, time_each_step=0.68s, eta=1:24:58 2021-08-13 11:54:37 [INFO] [TRAIN] Epoch=46/270, Step=11/37, loss=26.43898, lr=0.000125, time_each_step=0.69s, eta=1:24:57 2021-08-13 11:54:39 [INFO] [TRAIN] Epoch=46/270, Step=13/37, loss=26.993431, lr=0.000125, time_each_step=0.71s, eta=1:24:56 2021-08-13 11:54:40 [INFO] [TRAIN] Epoch=46/270, Step=15/37, loss=32.929333, lr=0.000125, time_each_step=0.74s, eta=1:24:56 2021-08-13 11:54:41 [INFO] [TRAIN] Epoch=46/270, Step=17/37, loss=26.642645, lr=0.000125, time_each_step=0.79s, eta=1:24:55 2021-08-13 11:54:42 [INFO] [TRAIN] Epoch=46/270, Step=19/37, loss=33.204109, lr=0.000125, time_each_step=0.84s, eta=1:24:54 2021-08-13 11:54:43 [INFO] [TRAIN] Epoch=46/270, Step=21/37, loss=35.850391, lr=0.000125, time_each_step=0.59s, eta=1:24:49 2021-08-13 11:54:44 [INFO] [TRAIN] Epoch=46/270, Step=23/37, loss=36.65847, lr=0.000125, time_each_step=0.58s, eta=1:24:47 2021-08-13 11:54:45 [INFO] [TRAIN] Epoch=46/270, Step=25/37, loss=27.394505, lr=0.000125, time_each_step=0.55s, eta=1:24:46 2021-08-13 11:54:46 [INFO] [TRAIN] Epoch=46/270, Step=27/37, loss=39.747826, lr=0.000125, time_each_step=0.54s, eta=1:24:45 2021-08-13 11:54:47 [INFO] [TRAIN] Epoch=46/270, Step=29/37, loss=33.82185, lr=0.000125, time_each_step=0.54s, eta=1:24:44 2021-08-13 11:54:48 [INFO] [TRAIN] Epoch=46/270, Step=31/37, loss=23.976627, lr=0.000125, time_each_step=0.55s, eta=1:24:42 2021-08-13 11:54:49 [INFO] [TRAIN] Epoch=46/270, Step=33/37, loss=39.045528, lr=0.000125, time_each_step=0.52s, eta=1:24:41 2021-08-13 11:54:49 [INFO] [TRAIN] Epoch=46/270, Step=35/37, loss=26.030804, lr=0.000125, time_each_step=0.48s, eta=1:24:40 2021-08-13 11:54:50 [INFO] [TRAIN] Epoch=46/270, Step=37/37, loss=41.032524, lr=0.000125, time_each_step=0.44s, eta=1:24:39 2021-08-13 11:54:50 [INFO] [TRAIN] Epoch 46 finished, loss=29.290798, lr=0.000125 . 2021-08-13 11:54:54 [INFO] [TRAIN] Epoch=47/270, Step=2/37, loss=28.661428, lr=0.000125, time_each_step=0.57s, eta=1:31:23 2021-08-13 11:54:56 [INFO] [TRAIN] Epoch=47/270, Step=4/37, loss=39.73835, lr=0.000125, time_each_step=0.62s, eta=1:31:23 2021-08-13 11:54:57 [INFO] [TRAIN] Epoch=47/270, Step=6/37, loss=27.157015, lr=0.000125, time_each_step=0.67s, eta=1:31:24 2021-08-13 11:54:58 [INFO] [TRAIN] Epoch=47/270, Step=8/37, loss=27.242624, lr=0.000125, time_each_step=0.67s, eta=1:31:23 2021-08-13 11:54:59 [INFO] [TRAIN] Epoch=47/270, Step=10/37, loss=27.833836, lr=0.000125, time_each_step=0.67s, eta=1:31:21 2021-08-13 11:55:00 [INFO] [TRAIN] Epoch=47/270, Step=12/37, loss=28.129032, lr=0.000125, time_each_step=0.67s, eta=1:31:20 2021-08-13 11:55:02 [INFO] [TRAIN] Epoch=47/270, Step=14/37, loss=39.631565, lr=0.000125, time_each_step=0.67s, eta=1:31:19 2021-08-13 11:55:03 [INFO] [TRAIN] Epoch=47/270, Step=16/37, loss=24.690861, lr=0.000125, time_each_step=0.68s, eta=1:31:17 2021-08-13 11:55:04 [INFO] [TRAIN] Epoch=47/270, Step=18/37, loss=19.894865, lr=0.000125, time_each_step=0.71s, eta=1:31:17 2021-08-13 11:55:04 [INFO] [TRAIN] Epoch=47/270, Step=20/37, loss=26.611094, lr=0.000125, time_each_step=0.74s, eta=1:31:16 2021-08-13 11:55:06 [INFO] [TRAIN] Epoch=47/270, Step=22/37, loss=28.749954, lr=0.000125, time_each_step=0.6s, eta=1:31:12 2021-08-13 11:55:07 [INFO] [TRAIN] Epoch=47/270, Step=24/37, loss=23.13916, lr=0.000125, time_each_step=0.56s, eta=1:31:10 2021-08-13 11:55:08 [INFO] [TRAIN] Epoch=47/270, Step=26/37, loss=39.258888, lr=0.000125, time_each_step=0.52s, eta=1:31:9 2021-08-13 11:55:09 [INFO] [TRAIN] Epoch=47/270, Step=28/37, loss=41.982361, lr=0.000125, time_each_step=0.51s, eta=1:31:8 2021-08-13 11:55:09 [INFO] [TRAIN] Epoch=47/270, Step=30/37, loss=29.839275, lr=0.000125, time_each_step=0.5s, eta=1:31:7 2021-08-13 11:55:10 [INFO] [TRAIN] Epoch=47/270, Step=32/37, loss=18.973942, lr=0.000125, time_each_step=0.47s, eta=1:31:5 2021-08-13 11:55:10 [INFO] [TRAIN] Epoch=47/270, Step=34/37, loss=25.808849, lr=0.000125, time_each_step=0.43s, eta=1:31:4 2021-08-13 11:55:11 [INFO] [TRAIN] Epoch=47/270, Step=36/37, loss=31.680382, lr=0.000125, time_each_step=0.41s, eta=1:31:4 2021-08-13 11:55:11 [INFO] [TRAIN] Epoch 47 finished, loss=28.201149, lr=0.000125 . 2021-08-13 11:55:17 [INFO] [TRAIN] Epoch=48/270, Step=1/37, loss=45.733482, lr=0.000125, time_each_step=0.68s, eta=1:21:25 2021-08-13 11:55:18 [INFO] [TRAIN] Epoch=48/270, Step=3/37, loss=31.20076, lr=0.000125, time_each_step=0.7s, eta=1:21:25 2021-08-13 11:55:20 [INFO] [TRAIN] Epoch=48/270, Step=5/37, loss=25.239508, lr=0.000125, time_each_step=0.69s, eta=1:21:23 2021-08-13 11:55:21 [INFO] [TRAIN] Epoch=48/270, Step=7/37, loss=22.09598, lr=0.000125, time_each_step=0.7s, eta=1:21:22 2021-08-13 11:55:22 [INFO] [TRAIN] Epoch=48/270, Step=9/37, loss=50.708939, lr=0.000125, time_each_step=0.69s, eta=1:21:20 2021-08-13 11:55:22 [INFO] [TRAIN] Epoch=48/270, Step=11/37, loss=22.199684, lr=0.000125, time_each_step=0.68s, eta=1:21:19 2021-08-13 11:55:24 [INFO] [TRAIN] Epoch=48/270, Step=13/37, loss=25.287819, lr=0.000125, time_each_step=0.71s, eta=1:21:18 2021-08-13 11:55:24 [INFO] [TRAIN] Epoch=48/270, Step=15/37, loss=29.64212, lr=0.000125, time_each_step=0.73s, eta=1:21:17 2021-08-13 11:55:26 [INFO] [TRAIN] Epoch=48/270, Step=17/37, loss=40.519661, lr=0.000125, time_each_step=0.76s, eta=1:21:16 2021-08-13 11:55:26 [INFO] [TRAIN] Epoch=48/270, Step=19/37, loss=31.003649, lr=0.000125, time_each_step=0.78s, eta=1:21:15 2021-08-13 11:55:27 [INFO] [TRAIN] Epoch=48/270, Step=21/37, loss=23.433582, lr=0.000125, time_each_step=0.52s, eta=1:21:9 2021-08-13 11:55:29 [INFO] [TRAIN] Epoch=48/270, Step=23/37, loss=32.312874, lr=0.000125, time_each_step=0.5s, eta=1:21:8 2021-08-13 11:55:30 [INFO] [TRAIN] Epoch=48/270, Step=25/37, loss=34.056477, lr=0.000125, time_each_step=0.51s, eta=1:21:7 2021-08-13 11:55:31 [INFO] [TRAIN] Epoch=48/270, Step=27/37, loss=20.623291, lr=0.000125, time_each_step=0.49s, eta=1:21:6 2021-08-13 11:55:31 [INFO] [TRAIN] Epoch=48/270, Step=29/37, loss=25.339756, lr=0.000125, time_each_step=0.48s, eta=1:21:5 2021-08-13 11:55:32 [INFO] [TRAIN] Epoch=48/270, Step=31/37, loss=35.253967, lr=0.000125, time_each_step=0.48s, eta=1:21:4 2021-08-13 11:55:33 [INFO] [TRAIN] Epoch=48/270, Step=33/37, loss=20.955803, lr=0.000125, time_each_step=0.46s, eta=1:21:3 2021-08-13 11:55:33 [INFO] [TRAIN] Epoch=48/270, Step=35/37, loss=25.73333, lr=0.000125, time_each_step=0.43s, eta=1:21:2 2021-08-13 11:55:33 [INFO] [TRAIN] Epoch=48/270, Step=37/37, loss=30.408266, lr=0.000125, time_each_step=0.39s, eta=1:21:1 2021-08-13 11:55:33 [INFO] [TRAIN] Epoch 48 finished, loss=29.267532, lr=0.000125 . 2021-08-13 11:55:39 [INFO] [TRAIN] Epoch=49/270, Step=2/37, loss=32.466072, lr=0.000125, time_each_step=0.65s, eta=1:24:59 2021-08-13 11:55:40 [INFO] [TRAIN] Epoch=49/270, Step=4/37, loss=25.594906, lr=0.000125, time_each_step=0.63s, eta=1:24:57 2021-08-13 11:55:41 [INFO] [TRAIN] Epoch=49/270, Step=6/37, loss=18.328781, lr=0.000125, time_each_step=0.64s, eta=1:24:56 2021-08-13 11:55:42 [INFO] [TRAIN] Epoch=49/270, Step=8/37, loss=21.472137, lr=0.000125, time_each_step=0.63s, eta=1:24:55 2021-08-13 11:55:43 [INFO] [TRAIN] Epoch=49/270, Step=10/37, loss=38.423302, lr=0.000125, time_each_step=0.63s, eta=1:24:53 2021-08-13 11:55:44 [INFO] [TRAIN] Epoch=49/270, Step=12/37, loss=28.981867, lr=0.000125, time_each_step=0.64s, eta=1:24:52 2021-08-13 11:55:45 [INFO] [TRAIN] Epoch=49/270, Step=14/37, loss=25.785021, lr=0.000125, time_each_step=0.64s, eta=1:24:51 2021-08-13 11:55:46 [INFO] [TRAIN] Epoch=49/270, Step=16/37, loss=29.882454, lr=0.000125, time_each_step=0.64s, eta=1:24:50 2021-08-13 11:55:47 [INFO] [TRAIN] Epoch=49/270, Step=18/37, loss=23.64188, lr=0.000125, time_each_step=0.68s, eta=1:24:49 2021-08-13 11:55:48 [INFO] [TRAIN] Epoch=49/270, Step=20/37, loss=32.550743, lr=0.000125, time_each_step=0.72s, eta=1:24:49 2021-08-13 11:55:49 [INFO] [TRAIN] Epoch=49/270, Step=22/37, loss=27.046425, lr=0.000125, time_each_step=0.46s, eta=1:24:43 2021-08-13 11:55:51 [INFO] [TRAIN] Epoch=49/270, Step=24/37, loss=43.985321, lr=0.000125, time_each_step=0.52s, eta=1:24:43 2021-08-13 11:55:52 [INFO] [TRAIN] Epoch=49/270, Step=26/37, loss=30.67556, lr=0.000125, time_each_step=0.53s, eta=1:24:42 2021-08-13 11:55:53 [INFO] [TRAIN] Epoch=49/270, Step=28/37, loss=38.195641, lr=0.000125, time_each_step=0.52s, eta=1:24:41 2021-08-13 11:55:54 [INFO] [TRAIN] Epoch=49/270, Step=30/37, loss=31.416298, lr=0.000125, time_each_step=0.52s, eta=1:24:40 2021-08-13 11:55:55 [INFO] [TRAIN] Epoch=49/270, Step=32/37, loss=30.463005, lr=0.000125, time_each_step=0.53s, eta=1:24:39 2021-08-13 11:55:55 [INFO] [TRAIN] Epoch=49/270, Step=34/37, loss=28.655544, lr=0.000125, time_each_step=0.51s, eta=1:24:38 2021-08-13 11:55:56 [INFO] [TRAIN] Epoch=49/270, Step=36/37, loss=21.247778, lr=0.000125, time_each_step=0.51s, eta=1:24:37 2021-08-13 11:55:57 [INFO] [TRAIN] Epoch 49 finished, loss=28.340876, lr=0.000125 . 2021-08-13 11:56:01 [INFO] [TRAIN] Epoch=50/270, Step=1/37, loss=23.606203, lr=0.000125, time_each_step=0.72s, eta=1:29:8 2021-08-13 11:56:03 [INFO] [TRAIN] Epoch=50/270, Step=3/37, loss=21.609058, lr=0.000125, time_each_step=0.76s, eta=1:29:8 2021-08-13 11:56:04 [INFO] [TRAIN] Epoch=50/270, Step=5/37, loss=30.036587, lr=0.000125, time_each_step=0.77s, eta=1:29:6 2021-08-13 11:56:05 [INFO] [TRAIN] Epoch=50/270, Step=7/37, loss=34.503265, lr=0.000125, time_each_step=0.71s, eta=1:29:3 2021-08-13 11:56:06 [INFO] [TRAIN] Epoch=50/270, Step=9/37, loss=34.118355, lr=0.000125, time_each_step=0.7s, eta=1:29:1 2021-08-13 11:56:07 [INFO] [TRAIN] Epoch=50/270, Step=11/37, loss=72.02713, lr=0.000125, time_each_step=0.7s, eta=1:29:0 2021-08-13 11:56:08 [INFO] [TRAIN] Epoch=50/270, Step=13/37, loss=25.943859, lr=0.000125, time_each_step=0.72s, eta=1:28:59 2021-08-13 11:56:09 [INFO] [TRAIN] Epoch=50/270, Step=15/37, loss=24.523037, lr=0.000125, time_each_step=0.7s, eta=1:28:57 2021-08-13 11:56:10 [INFO] [TRAIN] Epoch=50/270, Step=17/37, loss=15.959791, lr=0.000125, time_each_step=0.73s, eta=1:28:56 2021-08-13 11:56:11 [INFO] [TRAIN] Epoch=50/270, Step=19/37, loss=24.604122, lr=0.000125, time_each_step=0.74s, eta=1:28:55 2021-08-13 11:56:12 [INFO] [TRAIN] Epoch=50/270, Step=21/37, loss=24.944098, lr=0.000125, time_each_step=0.54s, eta=1:28:50 2021-08-13 11:56:13 [INFO] [TRAIN] Epoch=50/270, Step=23/37, loss=27.585796, lr=0.000125, time_each_step=0.49s, eta=1:28:49 2021-08-13 11:56:14 [INFO] [TRAIN] Epoch=50/270, Step=25/37, loss=47.063721, lr=0.000125, time_each_step=0.5s, eta=1:28:48 2021-08-13 11:56:15 [INFO] [TRAIN] Epoch=50/270, Step=27/37, loss=30.573318, lr=0.000125, time_each_step=0.49s, eta=1:28:47 2021-08-13 11:56:16 [INFO] [TRAIN] Epoch=50/270, Step=29/37, loss=22.921181, lr=0.000125, time_each_step=0.5s, eta=1:28:46 2021-08-13 11:56:17 [INFO] [TRAIN] Epoch=50/270, Step=31/37, loss=37.564529, lr=0.000125, time_each_step=0.5s, eta=1:28:45 2021-08-13 11:56:17 [INFO] [TRAIN] Epoch=50/270, Step=33/37, loss=23.970911, lr=0.000125, time_each_step=0.48s, eta=1:28:44 2021-08-13 11:56:18 [INFO] [TRAIN] Epoch=50/270, Step=35/37, loss=28.369164, lr=0.000125, time_each_step=0.46s, eta=1:28:43 2021-08-13 11:56:19 [INFO] [TRAIN] Epoch=50/270, Step=37/37, loss=27.763023, lr=0.000125, time_each_step=0.45s, eta=1:28:42 2021-08-13 11:56:19 [INFO] [TRAIN] Epoch 50 finished, loss=29.992197, lr=0.000125 . 2021-08-13 11:56:25 [INFO] [TRAIN] Epoch=51/270, Step=2/37, loss=29.28434, lr=0.000125, time_each_step=0.72s, eta=1:22:12 2021-08-13 11:56:27 [INFO] [TRAIN] Epoch=51/270, Step=4/37, loss=24.497595, lr=0.000125, time_each_step=0.74s, eta=1:22:11 2021-08-13 11:56:28 [INFO] [TRAIN] Epoch=51/270, Step=6/37, loss=26.784262, lr=0.000125, time_each_step=0.74s, eta=1:22:10 2021-08-13 11:56:29 [INFO] [TRAIN] Epoch=51/270, Step=8/37, loss=28.962084, lr=0.000125, time_each_step=0.72s, eta=1:22:8 2021-08-13 11:56:30 [INFO] [TRAIN] Epoch=51/270, Step=10/37, loss=28.91292, lr=0.000125, time_each_step=0.74s, eta=1:22:7 2021-08-13 11:56:31 [INFO] [TRAIN] Epoch=51/270, Step=12/37, loss=30.458742, lr=0.000125, time_each_step=0.73s, eta=1:22:5 2021-08-13 11:56:32 [INFO] [TRAIN] Epoch=51/270, Step=14/37, loss=25.063183, lr=0.000125, time_each_step=0.75s, eta=1:22:4 2021-08-13 11:56:33 [INFO] [TRAIN] Epoch=51/270, Step=16/37, loss=25.522318, lr=0.000125, time_each_step=0.75s, eta=1:22:3 2021-08-13 11:56:33 [INFO] [TRAIN] Epoch=51/270, Step=18/37, loss=22.22863, lr=0.000125, time_each_step=0.77s, eta=1:22:2 2021-08-13 11:56:34 [INFO] [TRAIN] Epoch=51/270, Step=20/37, loss=27.908775, lr=0.000125, time_each_step=0.78s, eta=1:22:0 2021-08-13 11:56:36 [INFO] [TRAIN] Epoch=51/270, Step=22/37, loss=28.40448, lr=0.000125, time_each_step=0.53s, eta=1:21:55 2021-08-13 11:56:37 [INFO] [TRAIN] Epoch=51/270, Step=24/37, loss=31.889906, lr=0.000125, time_each_step=0.52s, eta=1:21:54 2021-08-13 11:56:38 [INFO] [TRAIN] Epoch=51/270, Step=26/37, loss=29.80084, lr=0.000125, time_each_step=0.51s, eta=1:21:53 2021-08-13 11:56:39 [INFO] [TRAIN] Epoch=51/270, Step=28/37, loss=21.949818, lr=0.000125, time_each_step=0.51s, eta=1:21:52 2021-08-13 11:56:40 [INFO] [TRAIN] Epoch=51/270, Step=30/37, loss=27.713209, lr=0.000125, time_each_step=0.49s, eta=1:21:50 2021-08-13 11:56:41 [INFO] [TRAIN] Epoch=51/270, Step=32/37, loss=19.498043, lr=0.000125, time_each_step=0.49s, eta=1:21:49 2021-08-13 11:56:41 [INFO] [TRAIN] Epoch=51/270, Step=34/37, loss=22.238811, lr=0.000125, time_each_step=0.44s, eta=1:21:48 2021-08-13 11:56:41 [INFO] [TRAIN] Epoch=51/270, Step=36/37, loss=32.219887, lr=0.000125, time_each_step=0.42s, eta=1:21:47 2021-08-13 11:56:41 [INFO] [TRAIN] Epoch 51 finished, loss=27.63303, lr=0.000125 . 2021-08-13 11:56:47 [INFO] [TRAIN] Epoch=52/270, Step=1/37, loss=36.335133, lr=0.000125, time_each_step=0.65s, eta=1:24:18 2021-08-13 11:56:48 [INFO] [TRAIN] Epoch=52/270, Step=3/37, loss=30.675728, lr=0.000125, time_each_step=0.68s, eta=1:24:17 2021-08-13 11:56:49 [INFO] [TRAIN] Epoch=52/270, Step=5/37, loss=22.604212, lr=0.000125, time_each_step=0.67s, eta=1:24:16 2021-08-13 11:56:51 [INFO] [TRAIN] Epoch=52/270, Step=7/37, loss=26.287125, lr=0.000125, time_each_step=0.69s, eta=1:24:15 2021-08-13 11:56:52 [INFO] [TRAIN] Epoch=52/270, Step=9/37, loss=21.293077, lr=0.000125, time_each_step=0.7s, eta=1:24:14 2021-08-13 11:56:53 [INFO] [TRAIN] Epoch=52/270, Step=11/37, loss=18.054375, lr=0.000125, time_each_step=0.7s, eta=1:24:12 2021-08-13 11:56:54 [INFO] [TRAIN] Epoch=52/270, Step=13/37, loss=33.147125, lr=0.000125, time_each_step=0.71s, eta=1:24:11 2021-08-13 11:56:55 [INFO] [TRAIN] Epoch=52/270, Step=15/37, loss=36.42709, lr=0.000125, time_each_step=0.72s, eta=1:24:10 2021-08-13 11:56:56 [INFO] [TRAIN] Epoch=52/270, Step=17/37, loss=28.925421, lr=0.000125, time_each_step=0.76s, eta=1:24:9 2021-08-13 11:56:57 [INFO] [TRAIN] Epoch=52/270, Step=19/37, loss=29.528044, lr=0.000125, time_each_step=0.8s, eta=1:24:9 2021-08-13 11:56:58 [INFO] [TRAIN] Epoch=52/270, Step=21/37, loss=36.561554, lr=0.000125, time_each_step=0.58s, eta=1:24:4 2021-08-13 11:56:59 [INFO] [TRAIN] Epoch=52/270, Step=23/37, loss=36.945877, lr=0.000125, time_each_step=0.56s, eta=1:24:2 2021-08-13 11:57:00 [INFO] [TRAIN] Epoch=52/270, Step=25/37, loss=26.844374, lr=0.000125, time_each_step=0.56s, eta=1:24:1 2021-08-13 11:57:01 [INFO] [TRAIN] Epoch=52/270, Step=27/37, loss=28.511906, lr=0.000125, time_each_step=0.52s, eta=1:23:59 2021-08-13 11:57:02 [INFO] [TRAIN] Epoch=52/270, Step=29/37, loss=24.626255, lr=0.000125, time_each_step=0.53s, eta=1:23:58 2021-08-13 11:57:03 [INFO] [TRAIN] Epoch=52/270, Step=31/37, loss=34.764061, lr=0.000125, time_each_step=0.52s, eta=1:23:57 2021-08-13 11:57:04 [INFO] [TRAIN] Epoch=52/270, Step=33/37, loss=29.582317, lr=0.000125, time_each_step=0.49s, eta=1:23:56 2021-08-13 11:57:04 [INFO] [TRAIN] Epoch=52/270, Step=35/37, loss=26.422726, lr=0.000125, time_each_step=0.45s, eta=1:23:55 2021-08-13 11:57:04 [INFO] [TRAIN] Epoch=52/270, Step=37/37, loss=23.551571, lr=0.000125, time_each_step=0.42s, eta=1:23:54 2021-08-13 11:57:05 [INFO] [TRAIN] Epoch 52 finished, loss=29.269413, lr=0.000125 . 2021-08-13 11:57:09 [INFO] [TRAIN] Epoch=53/270, Step=2/37, loss=37.408012, lr=0.000125, time_each_step=0.61s, eta=1:26:30 2021-08-13 11:57:11 [INFO] [TRAIN] Epoch=53/270, Step=4/37, loss=36.813591, lr=0.000125, time_each_step=0.64s, eta=1:26:29 2021-08-13 11:57:12 [INFO] [TRAIN] Epoch=53/270, Step=6/37, loss=27.880095, lr=0.000125, time_each_step=0.64s, eta=1:26:28 2021-08-13 11:57:14 [INFO] [TRAIN] Epoch=53/270, Step=8/37, loss=31.485161, lr=0.000125, time_each_step=0.65s, eta=1:26:27 2021-08-13 11:57:15 [INFO] [TRAIN] Epoch=53/270, Step=10/37, loss=25.76878, lr=0.000125, time_each_step=0.67s, eta=1:26:26 2021-08-13 11:57:15 [INFO] [TRAIN] Epoch=53/270, Step=12/37, loss=26.352222, lr=0.000125, time_each_step=0.63s, eta=1:26:24 2021-08-13 11:57:17 [INFO] [TRAIN] Epoch=53/270, Step=14/37, loss=20.444111, lr=0.000125, time_each_step=0.67s, eta=1:26:24 2021-08-13 11:57:18 [INFO] [TRAIN] Epoch=53/270, Step=16/37, loss=20.509426, lr=0.000125, time_each_step=0.69s, eta=1:26:23 2021-08-13 11:57:19 [INFO] [TRAIN] Epoch=53/270, Step=18/37, loss=32.292442, lr=0.000125, time_each_step=0.73s, eta=1:26:22 2021-08-13 11:57:20 [INFO] [TRAIN] Epoch=53/270, Step=20/37, loss=21.035, lr=0.000125, time_each_step=0.75s, eta=1:26:21 2021-08-13 11:57:20 [INFO] [TRAIN] Epoch=53/270, Step=22/37, loss=20.585228, lr=0.000125, time_each_step=0.53s, eta=1:26:16 2021-08-13 11:57:22 [INFO] [TRAIN] Epoch=53/270, Step=24/37, loss=35.404625, lr=0.000125, time_each_step=0.52s, eta=1:26:15 2021-08-13 11:57:22 [INFO] [TRAIN] Epoch=53/270, Step=26/37, loss=28.9415, lr=0.000125, time_each_step=0.5s, eta=1:26:14 2021-08-13 11:57:23 [INFO] [TRAIN] Epoch=53/270, Step=28/37, loss=22.164206, lr=0.000125, time_each_step=0.48s, eta=1:26:13 2021-08-13 11:57:24 [INFO] [TRAIN] Epoch=53/270, Step=30/37, loss=27.353487, lr=0.000125, time_each_step=0.47s, eta=1:26:12 2021-08-13 11:57:25 [INFO] [TRAIN] Epoch=53/270, Step=32/37, loss=33.553043, lr=0.000125, time_each_step=0.46s, eta=1:26:11 2021-08-13 11:57:25 [INFO] [TRAIN] Epoch=53/270, Step=34/37, loss=44.026276, lr=0.000125, time_each_step=0.43s, eta=1:26:10 2021-08-13 11:57:26 [INFO] [TRAIN] Epoch=53/270, Step=36/37, loss=29.427179, lr=0.000125, time_each_step=0.4s, eta=1:26:9 2021-08-13 11:57:26 [INFO] [TRAIN] Epoch 53 finished, loss=30.525093, lr=0.000125 . 2021-08-13 11:57:31 [INFO] [TRAIN] Epoch=54/270, Step=1/37, loss=32.560944, lr=0.000125, time_each_step=0.61s, eta=1:19:49 2021-08-13 11:57:33 [INFO] [TRAIN] Epoch=54/270, Step=3/37, loss=47.692272, lr=0.000125, time_each_step=0.65s, eta=1:19:49 2021-08-13 11:57:34 [INFO] [TRAIN] Epoch=54/270, Step=5/37, loss=27.90666, lr=0.000125, time_each_step=0.68s, eta=1:19:48 2021-08-13 11:57:35 [INFO] [TRAIN] Epoch=54/270, Step=7/37, loss=29.296009, lr=0.000125, time_each_step=0.65s, eta=1:19:46 2021-08-13 11:57:36 [INFO] [TRAIN] Epoch=54/270, Step=9/37, loss=45.758041, lr=0.000125, time_each_step=0.66s, eta=1:19:45 2021-08-13 11:57:36 [INFO] [TRAIN] Epoch=54/270, Step=11/37, loss=34.251389, lr=0.000125, time_each_step=0.65s, eta=1:19:44 2021-08-13 11:57:37 [INFO] [TRAIN] Epoch=54/270, Step=13/37, loss=21.350437, lr=0.000125, time_each_step=0.66s, eta=1:19:42 2021-08-13 11:57:39 [INFO] [TRAIN] Epoch=54/270, Step=15/37, loss=23.726702, lr=0.000125, time_each_step=0.7s, eta=1:19:42 2021-08-13 11:57:40 [INFO] [TRAIN] Epoch=54/270, Step=17/37, loss=24.410572, lr=0.000125, time_each_step=0.71s, eta=1:19:41 2021-08-13 11:57:40 [INFO] [TRAIN] Epoch=54/270, Step=19/37, loss=41.182827, lr=0.000125, time_each_step=0.73s, eta=1:19:40 2021-08-13 11:57:41 [INFO] [TRAIN] Epoch=54/270, Step=21/37, loss=18.58322, lr=0.000125, time_each_step=0.52s, eta=1:19:35 2021-08-13 11:57:43 [INFO] [TRAIN] Epoch=54/270, Step=23/37, loss=49.62661, lr=0.000125, time_each_step=0.51s, eta=1:19:34 2021-08-13 11:57:44 [INFO] [TRAIN] Epoch=54/270, Step=25/37, loss=22.461918, lr=0.000125, time_each_step=0.51s, eta=1:19:33 2021-08-13 11:57:45 [INFO] [TRAIN] Epoch=54/270, Step=27/37, loss=54.466011, lr=0.000125, time_each_step=0.51s, eta=1:19:32 2021-08-13 11:57:46 [INFO] [TRAIN] Epoch=54/270, Step=29/37, loss=25.131699, lr=0.000125, time_each_step=0.51s, eta=1:19:31 2021-08-13 11:57:47 [INFO] [TRAIN] Epoch=54/270, Step=31/37, loss=26.780888, lr=0.000125, time_each_step=0.51s, eta=1:19:30 2021-08-13 11:57:48 [INFO] [TRAIN] Epoch=54/270, Step=33/37, loss=31.278831, lr=0.000125, time_each_step=0.52s, eta=1:19:29 2021-08-13 11:57:49 [INFO] [TRAIN] Epoch=54/270, Step=35/37, loss=33.979389, lr=0.000125, time_each_step=0.5s, eta=1:19:28 2021-08-13 11:57:50 [INFO] [TRAIN] Epoch=54/270, Step=37/37, loss=21.458689, lr=0.000125, time_each_step=0.52s, eta=1:19:27 2021-08-13 11:57:50 [INFO] [TRAIN] Epoch 54 finished, loss=30.671576, lr=0.000125 . 2021-08-13 11:57:57 [INFO] [TRAIN] Epoch=55/270, Step=2/37, loss=18.726854, lr=0.000125, time_each_step=0.81s, eta=1:28:54 2021-08-13 11:57:57 [INFO] [TRAIN] Epoch=55/270, Step=4/37, loss=20.916473, lr=0.000125, time_each_step=0.79s, eta=1:28:51 2021-08-13 11:57:58 [INFO] [TRAIN] Epoch=55/270, Step=6/37, loss=34.765221, lr=0.000125, time_each_step=0.74s, eta=1:28:48 2021-08-13 11:57:59 [INFO] [TRAIN] Epoch=55/270, Step=8/37, loss=40.659645, lr=0.000125, time_each_step=0.75s, eta=1:28:47 2021-08-13 11:58:00 [INFO] [TRAIN] Epoch=55/270, Step=10/37, loss=28.305946, lr=0.000125, time_each_step=0.77s, eta=1:28:46 2021-08-13 11:58:02 [INFO] [TRAIN] Epoch=55/270, Step=12/37, loss=38.768131, lr=0.000125, time_each_step=0.79s, eta=1:28:45 2021-08-13 11:58:03 [INFO] [TRAIN] Epoch=55/270, Step=14/37, loss=25.812984, lr=0.000125, time_each_step=0.78s, eta=1:28:43 2021-08-13 11:58:04 [INFO] [TRAIN] Epoch=55/270, Step=16/37, loss=28.721918, lr=0.000125, time_each_step=0.79s, eta=1:28:42 2021-08-13 11:58:05 [INFO] [TRAIN] Epoch=55/270, Step=18/37, loss=20.470587, lr=0.000125, time_each_step=0.79s, eta=1:28:40 2021-08-13 11:58:06 [INFO] [TRAIN] Epoch=55/270, Step=20/37, loss=26.014515, lr=0.000125, time_each_step=0.77s, eta=1:28:38 2021-08-13 11:58:07 [INFO] [TRAIN] Epoch=55/270, Step=22/37, loss=28.940399, lr=0.000125, time_each_step=0.51s, eta=1:28:33 2021-08-13 11:58:08 [INFO] [TRAIN] Epoch=55/270, Step=24/37, loss=21.520533, lr=0.000125, time_each_step=0.53s, eta=1:28:32 2021-08-13 11:58:09 [INFO] [TRAIN] Epoch=55/270, Step=26/37, loss=26.721233, lr=0.000125, time_each_step=0.54s, eta=1:28:31 2021-08-13 11:58:10 [INFO] [TRAIN] Epoch=55/270, Step=28/37, loss=39.797504, lr=0.000125, time_each_step=0.54s, eta=1:28:30 2021-08-13 11:58:11 [INFO] [TRAIN] Epoch=55/270, Step=30/37, loss=22.989368, lr=0.000125, time_each_step=0.52s, eta=1:28:29 2021-08-13 11:58:11 [INFO] [TRAIN] Epoch=55/270, Step=32/37, loss=28.703899, lr=0.000125, time_each_step=0.48s, eta=1:28:28 2021-08-13 11:58:12 [INFO] [TRAIN] Epoch=55/270, Step=34/37, loss=28.202971, lr=0.000125, time_each_step=0.46s, eta=1:28:27 2021-08-13 11:58:12 [INFO] [TRAIN] Epoch=55/270, Step=36/37, loss=31.638485, lr=0.000125, time_each_step=0.42s, eta=1:28:26 2021-08-13 11:58:13 [INFO] [TRAIN] Epoch 55 finished, loss=28.382816, lr=0.000125 . 2021-08-13 11:58:18 [INFO] [TRAIN] Epoch=56/270, Step=1/37, loss=38.795319, lr=0.000125, time_each_step=0.64s, eta=1:22:55 2021-08-13 11:58:19 [INFO] [TRAIN] Epoch=56/270, Step=3/37, loss=31.041039, lr=0.000125, time_each_step=0.65s, eta=1:22:54 2021-08-13 11:58:20 [INFO] [TRAIN] Epoch=56/270, Step=5/37, loss=41.943825, lr=0.000125, time_each_step=0.64s, eta=1:22:52 2021-08-13 11:58:21 [INFO] [TRAIN] Epoch=56/270, Step=7/37, loss=21.929859, lr=0.000125, time_each_step=0.63s, eta=1:22:51 2021-08-13 11:58:22 [INFO] [TRAIN] Epoch=56/270, Step=9/37, loss=24.205254, lr=0.000125, time_each_step=0.63s, eta=1:22:49 2021-08-13 11:58:23 [INFO] [TRAIN] Epoch=56/270, Step=11/37, loss=37.048931, lr=0.000125, time_each_step=0.64s, eta=1:22:48 2021-08-13 11:58:24 [INFO] [TRAIN] Epoch=56/270, Step=13/37, loss=24.939289, lr=0.000125, time_each_step=0.63s, eta=1:22:47 2021-08-13 11:58:25 [INFO] [TRAIN] Epoch=56/270, Step=15/37, loss=32.089584, lr=0.000125, time_each_step=0.66s, eta=1:22:46 2021-08-13 11:58:26 [INFO] [TRAIN] Epoch=56/270, Step=17/37, loss=25.44709, lr=0.000125, time_each_step=0.69s, eta=1:22:45 2021-08-13 11:58:27 [INFO] [TRAIN] Epoch=56/270, Step=19/37, loss=25.390766, lr=0.000125, time_each_step=0.73s, eta=1:22:45 2021-08-13 11:58:28 [INFO] [TRAIN] Epoch=56/270, Step=21/37, loss=32.658493, lr=0.000125, time_each_step=0.52s, eta=1:22:40 2021-08-13 11:58:29 [INFO] [TRAIN] Epoch=56/270, Step=23/37, loss=29.595299, lr=0.000125, time_each_step=0.5s, eta=1:22:39 2021-08-13 11:58:30 [INFO] [TRAIN] Epoch=56/270, Step=25/37, loss=23.448526, lr=0.000125, time_each_step=0.49s, eta=1:22:38 2021-08-13 11:58:30 [INFO] [TRAIN] Epoch=56/270, Step=27/37, loss=23.356272, lr=0.000125, time_each_step=0.48s, eta=1:22:36 2021-08-13 11:58:31 [INFO] [TRAIN] Epoch=56/270, Step=29/37, loss=30.549921, lr=0.000125, time_each_step=0.47s, eta=1:22:35 2021-08-13 11:58:32 [INFO] [TRAIN] Epoch=56/270, Step=31/37, loss=18.316908, lr=0.000125, time_each_step=0.45s, eta=1:22:34 2021-08-13 11:58:33 [INFO] [TRAIN] Epoch=56/270, Step=33/37, loss=18.200619, lr=0.000125, time_each_step=0.44s, eta=1:22:33 2021-08-13 11:58:33 [INFO] [TRAIN] Epoch=56/270, Step=35/37, loss=46.268166, lr=0.000125, time_each_step=0.43s, eta=1:22:32 2021-08-13 11:58:34 [INFO] [TRAIN] Epoch=56/270, Step=37/37, loss=47.532631, lr=0.000125, time_each_step=0.4s, eta=1:22:32 2021-08-13 11:58:34 [INFO] [TRAIN] Epoch 56 finished, loss=29.385729, lr=0.000125 . 2021-08-13 11:58:40 [INFO] [TRAIN] Epoch=57/270, Step=2/37, loss=41.85313, lr=0.000125, time_each_step=0.64s, eta=1:17:30 2021-08-13 11:58:41 [INFO] [TRAIN] Epoch=57/270, Step=4/37, loss=32.383335, lr=0.000125, time_each_step=0.66s, eta=1:17:29 2021-08-13 11:58:42 [INFO] [TRAIN] Epoch=57/270, Step=6/37, loss=27.129255, lr=0.000125, time_each_step=0.66s, eta=1:17:28 2021-08-13 11:58:43 [INFO] [TRAIN] Epoch=57/270, Step=8/37, loss=20.165565, lr=0.000125, time_each_step=0.68s, eta=1:17:27 2021-08-13 11:58:44 [INFO] [TRAIN] Epoch=57/270, Step=10/37, loss=30.838661, lr=0.000125, time_each_step=0.67s, eta=1:17:26 2021-08-13 11:58:45 [INFO] [TRAIN] Epoch=57/270, Step=12/37, loss=25.579285, lr=0.000125, time_each_step=0.71s, eta=1:17:25 2021-08-13 11:58:46 [INFO] [TRAIN] Epoch=57/270, Step=14/37, loss=18.080669, lr=0.000125, time_each_step=0.72s, eta=1:17:24 2021-08-13 11:58:47 [INFO] [TRAIN] Epoch=57/270, Step=16/37, loss=23.896391, lr=0.000125, time_each_step=0.73s, eta=1:17:23 2021-08-13 11:58:49 [INFO] [TRAIN] Epoch=57/270, Step=18/37, loss=32.498371, lr=0.000125, time_each_step=0.77s, eta=1:17:22 2021-08-13 11:58:50 [INFO] [TRAIN] Epoch=57/270, Step=20/37, loss=20.585531, lr=0.000125, time_each_step=0.8s, eta=1:17:21 2021-08-13 11:58:51 [INFO] [TRAIN] Epoch=57/270, Step=22/37, loss=39.883751, lr=0.000125, time_each_step=0.54s, eta=1:17:15 2021-08-13 11:58:52 [INFO] [TRAIN] Epoch=57/270, Step=24/37, loss=28.962765, lr=0.000125, time_each_step=0.55s, eta=1:17:15 2021-08-13 11:58:53 [INFO] [TRAIN] Epoch=57/270, Step=26/37, loss=26.002174, lr=0.000125, time_each_step=0.55s, eta=1:17:13 2021-08-13 11:58:54 [INFO] [TRAIN] Epoch=57/270, Step=28/37, loss=27.612835, lr=0.000125, time_each_step=0.56s, eta=1:17:12 2021-08-13 11:58:55 [INFO] [TRAIN] Epoch=57/270, Step=30/37, loss=50.24691, lr=0.000125, time_each_step=0.57s, eta=1:17:11 2021-08-13 11:58:56 [INFO] [TRAIN] Epoch=57/270, Step=32/37, loss=23.395622, lr=0.000125, time_each_step=0.52s, eta=1:17:10 2021-08-13 11:58:56 [INFO] [TRAIN] Epoch=57/270, Step=34/37, loss=32.263428, lr=0.000125, time_each_step=0.5s, eta=1:17:9 2021-08-13 11:58:57 [INFO] [TRAIN] Epoch=57/270, Step=36/37, loss=26.201702, lr=0.000125, time_each_step=0.47s, eta=1:17:8 2021-08-13 11:58:57 [INFO] [TRAIN] Epoch 57 finished, loss=28.826702, lr=0.000125 . 2021-08-13 11:59:03 [INFO] [TRAIN] Epoch=58/270, Step=1/37, loss=42.316559, lr=0.000125, time_each_step=0.71s, eta=1:23:54 2021-08-13 11:59:04 [INFO] [TRAIN] Epoch=58/270, Step=3/37, loss=27.960258, lr=0.000125, time_each_step=0.71s, eta=1:23:53 2021-08-13 11:59:05 [INFO] [TRAIN] Epoch=58/270, Step=5/37, loss=28.569706, lr=0.000125, time_each_step=0.72s, eta=1:23:52 2021-08-13 11:59:06 [INFO] [TRAIN] Epoch=58/270, Step=7/37, loss=28.017942, lr=0.000125, time_each_step=0.72s, eta=1:23:50 2021-08-13 11:59:07 [INFO] [TRAIN] Epoch=58/270, Step=9/37, loss=38.294121, lr=0.000125, time_each_step=0.73s, eta=1:23:49 2021-08-13 11:59:08 [INFO] [TRAIN] Epoch=58/270, Step=11/37, loss=25.074024, lr=0.000125, time_each_step=0.7s, eta=1:23:47 2021-08-13 11:59:09 [INFO] [TRAIN] Epoch=58/270, Step=13/37, loss=27.358814, lr=0.000125, time_each_step=0.7s, eta=1:23:45 2021-08-13 11:59:11 [INFO] [TRAIN] Epoch=58/270, Step=15/37, loss=33.209007, lr=0.000125, time_each_step=0.74s, eta=1:23:45 2021-08-13 11:59:11 [INFO] [TRAIN] Epoch=58/270, Step=17/37, loss=22.836786, lr=0.000125, time_each_step=0.76s, eta=1:23:44 2021-08-13 11:59:12 [INFO] [TRAIN] Epoch=58/270, Step=19/37, loss=26.149216, lr=0.000125, time_each_step=0.79s, eta=1:23:43 2021-08-13 11:59:13 [INFO] [TRAIN] Epoch=58/270, Step=21/37, loss=23.762674, lr=0.000125, time_each_step=0.53s, eta=1:23:37 2021-08-13 11:59:14 [INFO] [TRAIN] Epoch=58/270, Step=23/37, loss=34.432663, lr=0.000125, time_each_step=0.51s, eta=1:23:36 2021-08-13 11:59:15 [INFO] [TRAIN] Epoch=58/270, Step=25/37, loss=25.5226, lr=0.000125, time_each_step=0.5s, eta=1:23:35 2021-08-13 11:59:17 [INFO] [TRAIN] Epoch=58/270, Step=27/37, loss=19.858475, lr=0.000125, time_each_step=0.51s, eta=1:23:34 2021-08-13 11:59:17 [INFO] [TRAIN] Epoch=58/270, Step=29/37, loss=17.878569, lr=0.000125, time_each_step=0.48s, eta=1:23:33 2021-08-13 11:59:18 [INFO] [TRAIN] Epoch=58/270, Step=31/37, loss=48.695717, lr=0.000125, time_each_step=0.49s, eta=1:23:32 2021-08-13 11:59:19 [INFO] [TRAIN] Epoch=58/270, Step=33/37, loss=19.876671, lr=0.000125, time_each_step=0.46s, eta=1:23:31 2021-08-13 11:59:19 [INFO] [TRAIN] Epoch=58/270, Step=35/37, loss=25.709057, lr=0.000125, time_each_step=0.41s, eta=1:23:30 2021-08-13 11:59:20 [INFO] [TRAIN] Epoch=58/270, Step=37/37, loss=31.30434, lr=0.000125, time_each_step=0.45s, eta=1:23:29 2021-08-13 11:59:20 [INFO] [TRAIN] Epoch 58 finished, loss=29.045135, lr=0.000125 . 2021-08-13 11:59:29 [INFO] [TRAIN] Epoch=59/270, Step=2/37, loss=20.12262, lr=0.000125, time_each_step=0.8s, eta=1:25:47 2021-08-13 11:59:30 [INFO] [TRAIN] Epoch=59/270, Step=4/37, loss=27.457689, lr=0.000125, time_each_step=0.81s, eta=1:25:45 2021-08-13 11:59:31 [INFO] [TRAIN] Epoch=59/270, Step=6/37, loss=24.63224, lr=0.000125, time_each_step=0.82s, eta=1:25:44 2021-08-13 11:59:32 [INFO] [TRAIN] Epoch=59/270, Step=8/37, loss=24.036814, lr=0.000125, time_each_step=0.85s, eta=1:25:43 2021-08-13 11:59:33 [INFO] [TRAIN] Epoch=59/270, Step=10/37, loss=83.063217, lr=0.000125, time_each_step=0.81s, eta=1:25:40 2021-08-13 11:59:34 [INFO] [TRAIN] Epoch=59/270, Step=12/37, loss=20.561714, lr=0.000125, time_each_step=0.83s, eta=1:25:39 2021-08-13 11:59:35 [INFO] [TRAIN] Epoch=59/270, Step=14/37, loss=36.915707, lr=0.000125, time_each_step=0.83s, eta=1:25:38 2021-08-13 11:59:36 [INFO] [TRAIN] Epoch=59/270, Step=16/37, loss=26.31144, lr=0.000125, time_each_step=0.86s, eta=1:25:37 2021-08-13 11:59:37 [INFO] [TRAIN] Epoch=59/270, Step=18/37, loss=31.353664, lr=0.000125, time_each_step=0.89s, eta=1:25:35 2021-08-13 11:59:38 [INFO] [TRAIN] Epoch=59/270, Step=20/37, loss=26.895891, lr=0.000125, time_each_step=0.86s, eta=1:25:33 2021-08-13 11:59:38 [INFO] [TRAIN] Epoch=59/270, Step=22/37, loss=25.170292, lr=0.000125, time_each_step=0.49s, eta=1:25:26 2021-08-13 11:59:40 [INFO] [TRAIN] Epoch=59/270, Step=24/37, loss=37.665092, lr=0.000125, time_each_step=0.5s, eta=1:25:25 2021-08-13 11:59:41 [INFO] [TRAIN] Epoch=59/270, Step=26/37, loss=36.006042, lr=0.000125, time_each_step=0.51s, eta=1:25:24 2021-08-13 11:59:42 [INFO] [TRAIN] Epoch=59/270, Step=28/37, loss=22.034847, lr=0.000125, time_each_step=0.5s, eta=1:25:23 2021-08-13 11:59:44 [INFO] [TRAIN] Epoch=59/270, Step=30/37, loss=20.369307, lr=0.000125, time_each_step=0.53s, eta=1:25:22 2021-08-13 11:59:44 [INFO] [TRAIN] Epoch=59/270, Step=32/37, loss=30.296936, lr=0.000125, time_each_step=0.51s, eta=1:25:21 2021-08-13 11:59:45 [INFO] [TRAIN] Epoch=59/270, Step=34/37, loss=30.728088, lr=0.000125, time_each_step=0.49s, eta=1:25:20 2021-08-13 11:59:45 [INFO] [TRAIN] Epoch=59/270, Step=36/37, loss=29.074123, lr=0.000125, time_each_step=0.45s, eta=1:25:19 2021-08-13 11:59:45 [INFO] [TRAIN] Epoch 59 finished, loss=29.481491, lr=0.000125 . 2021-08-13 11:59:51 [INFO] [TRAIN] Epoch=60/270, Step=1/37, loss=49.9688, lr=0.000125, time_each_step=0.7s, eta=1:29:10 2021-08-13 11:59:52 [INFO] [TRAIN] Epoch=60/270, Step=3/37, loss=28.890297, lr=0.000125, time_each_step=0.7s, eta=1:29:8 2021-08-13 11:59:53 [INFO] [TRAIN] Epoch=60/270, Step=5/37, loss=22.888329, lr=0.000125, time_each_step=0.74s, eta=1:29:8 2021-08-13 11:59:55 [INFO] [TRAIN] Epoch=60/270, Step=7/37, loss=25.128746, lr=0.000125, time_each_step=0.74s, eta=1:29:7 2021-08-13 11:59:56 [INFO] [TRAIN] Epoch=60/270, Step=9/37, loss=16.930477, lr=0.000125, time_each_step=0.73s, eta=1:29:5 2021-08-13 11:59:56 [INFO] [TRAIN] Epoch=60/270, Step=11/37, loss=24.617313, lr=0.000125, time_each_step=0.71s, eta=1:29:3 2021-08-13 11:59:57 [INFO] [TRAIN] Epoch=60/270, Step=13/37, loss=28.924156, lr=0.000125, time_each_step=0.68s, eta=1:29:1 2021-08-13 11:59:59 [INFO] [TRAIN] Epoch=60/270, Step=15/37, loss=27.868044, lr=0.000125, time_each_step=0.73s, eta=1:29:1 2021-08-13 12:00:00 [INFO] [TRAIN] Epoch=60/270, Step=17/37, loss=31.021309, lr=0.000125, time_each_step=0.77s, eta=1:29:0 2021-08-13 12:00:01 [INFO] [TRAIN] Epoch=60/270, Step=19/37, loss=26.901129, lr=0.000125, time_each_step=0.81s, eta=1:28:59 2021-08-13 12:00:02 [INFO] [TRAIN] Epoch=60/270, Step=21/37, loss=24.808096, lr=0.000125, time_each_step=0.57s, eta=1:28:54 2021-08-13 12:00:03 [INFO] [TRAIN] Epoch=60/270, Step=23/37, loss=26.363146, lr=0.000125, time_each_step=0.57s, eta=1:28:53 2021-08-13 12:00:04 [INFO] [TRAIN] Epoch=60/270, Step=25/37, loss=21.823441, lr=0.000125, time_each_step=0.53s, eta=1:28:51 2021-08-13 12:00:05 [INFO] [TRAIN] Epoch=60/270, Step=27/37, loss=25.510195, lr=0.000125, time_each_step=0.51s, eta=1:28:50 2021-08-13 12:00:06 [INFO] [TRAIN] Epoch=60/270, Step=29/37, loss=32.079376, lr=0.000125, time_each_step=0.5s, eta=1:28:49 2021-08-13 12:00:06 [INFO] [TRAIN] Epoch=60/270, Step=31/37, loss=32.353428, lr=0.000125, time_each_step=0.48s, eta=1:28:48 2021-08-13 12:00:06 [INFO] [TRAIN] Epoch=60/270, Step=33/37, loss=17.558403, lr=0.000125, time_each_step=0.46s, eta=1:28:46 2021-08-13 12:00:07 [INFO] [TRAIN] Epoch=60/270, Step=35/37, loss=32.019642, lr=0.000125, time_each_step=0.4s, eta=1:28:45 2021-08-13 12:00:08 [INFO] [TRAIN] Epoch=60/270, Step=37/37, loss=24.797047, lr=0.000125, time_each_step=0.4s, eta=1:28:45 2021-08-13 12:00:08 [INFO] [TRAIN] Epoch 60 finished, loss=28.490131, lr=0.000125 . 2021-08-13 12:00:08 [INFO] Start to evaluating(total_samples=170, total_steps=11)... 100%|██████████| 11/11 [00:06<00:00, 1.62it/s] 2021-08-13 12:00:15 [INFO] [EVAL] Finished, Epoch=60, bbox_map=25.621047 . 2021-08-13 12:00:17 [INFO] Model saved in output/yolov3_mobilenetv1/best_model. 2021-08-13 12:00:19 [INFO] Model saved in output/yolov3_mobilenetv1/epoch_60. 2021-08-13 12:00:19 [INFO] Current evaluated best model in eval_dataset is epoch_60, bbox_map=25.621046993390724 2021-08-13 12:00:24 [INFO] [TRAIN] Epoch=61/270, Step=2/37, loss=28.041664, lr=0.000125, time_each_step=0.59s, eta=1:21:40 2021-08-13 12:00:25 [INFO] [TRAIN] Epoch=61/270, Step=4/37, loss=39.603699, lr=0.000125, time_each_step=0.6s, eta=1:21:39 2021-08-13 12:00:26 [INFO] [TRAIN] Epoch=61/270, Step=6/37, loss=25.129459, lr=0.000125, time_each_step=0.61s, eta=1:21:38 2021-08-13 12:00:28 [INFO] [TRAIN] Epoch=61/270, Step=8/37, loss=31.046833, lr=0.000125, time_each_step=0.67s, eta=1:21:39 2021-08-13 12:00:29 [INFO] [TRAIN] Epoch=61/270, Step=10/37, loss=25.934076, lr=0.000125, time_each_step=0.66s, eta=1:21:37 2021-08-13 12:00:29 [INFO] [TRAIN] Epoch=61/270, Step=12/37, loss=30.514963, lr=0.000125, time_each_step=0.66s, eta=1:21:36 2021-08-13 12:00:31 [INFO] [TRAIN] Epoch=61/270, Step=14/37, loss=27.915297, lr=0.000125, time_each_step=0.71s, eta=1:21:35 2021-08-13 12:00:32 [INFO] [TRAIN] Epoch=61/270, Step=16/37, loss=16.44063, lr=0.000125, time_each_step=0.73s, eta=1:21:35 2021-08-13 12:00:33 [INFO] [TRAIN] Epoch=61/270, Step=18/37, loss=21.901175, lr=0.000125, time_each_step=0.78s, eta=1:21:34 2021-08-13 12:00:35 [INFO] [TRAIN] Epoch=61/270, Step=20/37, loss=26.299822, lr=0.000125, time_each_step=0.79s, eta=1:21:33 2021-08-13 12:00:35 [INFO] [TRAIN] Epoch=61/270, Step=22/37, loss=37.852806, lr=0.000125, time_each_step=0.58s, eta=1:21:28 2021-08-13 12:00:36 [INFO] [TRAIN] Epoch=61/270, Step=24/37, loss=19.655432, lr=0.000125, time_each_step=0.57s, eta=1:21:27 2021-08-13 12:00:37 [INFO] [TRAIN] Epoch=61/270, Step=26/37, loss=30.457327, lr=0.000125, time_each_step=0.58s, eta=1:21:25 2021-08-13 12:00:38 [INFO] [TRAIN] Epoch=61/270, Step=28/37, loss=24.118856, lr=0.000125, time_each_step=0.52s, eta=1:21:24 2021-08-13 12:00:39 [INFO] [TRAIN] Epoch=61/270, Step=30/37, loss=49.808689, lr=0.000125, time_each_step=0.52s, eta=1:21:23 2021-08-13 12:00:40 [INFO] [TRAIN] Epoch=61/270, Step=32/37, loss=19.290695, lr=0.000125, time_each_step=0.51s, eta=1:21:22 2021-08-13 12:00:40 [INFO] [TRAIN] Epoch=61/270, Step=34/37, loss=24.57679, lr=0.000125, time_each_step=0.46s, eta=1:21:21 2021-08-13 12:00:40 [INFO] [TRAIN] Epoch=61/270, Step=36/37, loss=15.014574, lr=0.000125, time_each_step=0.43s, eta=1:21:20 2021-08-13 12:00:41 [INFO] [TRAIN] Epoch 61 finished, loss=28.118992, lr=0.000125 . 2021-08-13 12:00:46 [INFO] [TRAIN] Epoch=62/270, Step=1/37, loss=23.423876, lr=0.000125, time_each_step=0.64s, eta=1:20:1 2021-08-13 12:00:48 [INFO] [TRAIN] Epoch=62/270, Step=3/37, loss=29.899561, lr=0.000125, time_each_step=0.64s, eta=1:20:0 2021-08-13 12:00:49 [INFO] [TRAIN] Epoch=62/270, Step=5/37, loss=30.60173, lr=0.000125, time_each_step=0.67s, eta=1:20:0 2021-08-13 12:00:50 [INFO] [TRAIN] Epoch=62/270, Step=7/37, loss=48.460205, lr=0.000125, time_each_step=0.67s, eta=1:19:58 2021-08-13 12:00:51 [INFO] [TRAIN] Epoch=62/270, Step=9/37, loss=24.592661, lr=0.000125, time_each_step=0.67s, eta=1:19:57 2021-08-13 12:00:52 [INFO] [TRAIN] Epoch=62/270, Step=11/37, loss=35.236347, lr=0.000125, time_each_step=0.67s, eta=1:19:55 2021-08-13 12:00:53 [INFO] [TRAIN] Epoch=62/270, Step=13/37, loss=28.687574, lr=0.000125, time_each_step=0.69s, eta=1:19:55 2021-08-13 12:00:54 [INFO] [TRAIN] Epoch=62/270, Step=15/37, loss=30.576855, lr=0.000125, time_each_step=0.69s, eta=1:19:53 2021-08-13 12:00:55 [INFO] [TRAIN] Epoch=62/270, Step=17/37, loss=28.57806, lr=0.000125, time_each_step=0.74s, eta=1:19:53 2021-08-13 12:00:56 [INFO] [TRAIN] Epoch=62/270, Step=19/37, loss=35.08902, lr=0.000125, time_each_step=0.77s, eta=1:19:52 2021-08-13 12:00:57 [INFO] [TRAIN] Epoch=62/270, Step=21/37, loss=50.396156, lr=0.000125, time_each_step=0.54s, eta=1:19:47 2021-08-13 12:00:58 [INFO] [TRAIN] Epoch=62/270, Step=23/37, loss=32.729774, lr=0.000125, time_each_step=0.51s, eta=1:19:45 2021-08-13 12:00:59 [INFO] [TRAIN] Epoch=62/270, Step=25/37, loss=37.50629, lr=0.000125, time_each_step=0.51s, eta=1:19:44 2021-08-13 12:01:00 [INFO] [TRAIN] Epoch=62/270, Step=27/37, loss=31.844849, lr=0.000125, time_each_step=0.52s, eta=1:19:43 2021-08-13 12:01:01 [INFO] [TRAIN] Epoch=62/270, Step=29/37, loss=31.500504, lr=0.000125, time_each_step=0.52s, eta=1:19:42 2021-08-13 12:01:02 [INFO] [TRAIN] Epoch=62/270, Step=31/37, loss=30.226021, lr=0.000125, time_each_step=0.51s, eta=1:19:41 2021-08-13 12:01:03 [INFO] [TRAIN] Epoch=62/270, Step=33/37, loss=12.827715, lr=0.000125, time_each_step=0.5s, eta=1:19:40 2021-08-13 12:01:03 [INFO] [TRAIN] Epoch=62/270, Step=35/37, loss=27.699348, lr=0.000125, time_each_step=0.49s, eta=1:19:39 2021-08-13 12:01:04 [INFO] [TRAIN] Epoch=62/270, Step=37/37, loss=25.651182, lr=0.000125, time_each_step=0.44s, eta=1:19:38 2021-08-13 12:01:04 [INFO] [TRAIN] Epoch 62 finished, loss=29.834116, lr=0.000125 . 2021-08-13 12:01:11 [INFO] [TRAIN] Epoch=63/270, Step=2/37, loss=28.737644, lr=0.000125, time_each_step=0.74s, eta=1:21:42 2021-08-13 12:01:12 [INFO] [TRAIN] Epoch=63/270, Step=4/37, loss=25.311834, lr=0.000125, time_each_step=0.73s, eta=1:21:41 2021-08-13 12:01:13 [INFO] [TRAIN] Epoch=63/270, Step=6/37, loss=25.630917, lr=0.000125, time_each_step=0.74s, eta=1:21:40 2021-08-13 12:01:14 [INFO] [TRAIN] Epoch=63/270, Step=8/37, loss=30.098343, lr=0.000125, time_each_step=0.76s, eta=1:21:39 2021-08-13 12:01:15 [INFO] [TRAIN] Epoch=63/270, Step=10/37, loss=27.325157, lr=0.000125, time_each_step=0.75s, eta=1:21:37 2021-08-13 12:01:16 [INFO] [TRAIN] Epoch=63/270, Step=12/37, loss=41.176304, lr=0.000125, time_each_step=0.73s, eta=1:21:35 2021-08-13 12:01:17 [INFO] [TRAIN] Epoch=63/270, Step=14/37, loss=21.630302, lr=0.000125, time_each_step=0.75s, eta=1:21:34 2021-08-13 12:01:18 [INFO] [TRAIN] Epoch=63/270, Step=16/37, loss=15.908287, lr=0.000125, time_each_step=0.76s, eta=1:21:33 2021-08-13 12:01:19 [INFO] [TRAIN] Epoch=63/270, Step=18/37, loss=21.56657, lr=0.000125, time_each_step=0.79s, eta=1:21:32 2021-08-13 12:01:21 [INFO] [TRAIN] Epoch=63/270, Step=20/37, loss=26.957874, lr=0.000125, time_each_step=0.83s, eta=1:21:31 2021-08-13 12:01:21 [INFO] [TRAIN] Epoch=63/270, Step=22/37, loss=22.114273, lr=0.000125, time_each_step=0.53s, eta=1:21:25 2021-08-13 12:01:22 [INFO] [TRAIN] Epoch=63/270, Step=24/37, loss=28.349361, lr=0.000125, time_each_step=0.53s, eta=1:21:23 2021-08-13 12:01:23 [INFO] [TRAIN] Epoch=63/270, Step=26/37, loss=27.914957, lr=0.000125, time_each_step=0.52s, eta=1:21:22 2021-08-13 12:01:24 [INFO] [TRAIN] Epoch=63/270, Step=28/37, loss=17.793726, lr=0.000125, time_each_step=0.5s, eta=1:21:21 2021-08-13 12:01:25 [INFO] [TRAIN] Epoch=63/270, Step=30/37, loss=38.424366, lr=0.000125, time_each_step=0.48s, eta=1:21:20 2021-08-13 12:01:26 [INFO] [TRAIN] Epoch=63/270, Step=32/37, loss=38.981781, lr=0.000125, time_each_step=0.47s, eta=1:21:19 2021-08-13 12:01:26 [INFO] [TRAIN] Epoch=63/270, Step=34/37, loss=26.231409, lr=0.000125, time_each_step=0.43s, eta=1:21:18 2021-08-13 12:01:27 [INFO] [TRAIN] Epoch=63/270, Step=36/37, loss=35.368755, lr=0.000125, time_each_step=0.42s, eta=1:21:17 2021-08-13 12:01:28 [INFO] [TRAIN] Epoch 63 finished, loss=26.5788, lr=0.000125 . 2021-08-13 12:01:31 [INFO] [TRAIN] Epoch=64/270, Step=1/37, loss=28.578501, lr=0.000125, time_each_step=0.6s, eta=1:22:46 2021-08-13 12:01:33 [INFO] [TRAIN] Epoch=64/270, Step=3/37, loss=21.020502, lr=0.000125, time_each_step=0.63s, eta=1:22:45 2021-08-13 12:01:35 [INFO] [TRAIN] Epoch=64/270, Step=5/37, loss=34.480427, lr=0.000125, time_each_step=0.66s, eta=1:22:45 2021-08-13 12:01:35 [INFO] [TRAIN] Epoch=64/270, Step=7/37, loss=25.98354, lr=0.000125, time_each_step=0.66s, eta=1:22:44 2021-08-13 12:01:36 [INFO] [TRAIN] Epoch=64/270, Step=9/37, loss=21.427597, lr=0.000125, time_each_step=0.65s, eta=1:22:42 2021-08-13 12:01:38 [INFO] [TRAIN] Epoch=64/270, Step=11/37, loss=22.225155, lr=0.000125, time_each_step=0.67s, eta=1:22:41 2021-08-13 12:01:39 [INFO] [TRAIN] Epoch=64/270, Step=13/37, loss=49.868896, lr=0.000125, time_each_step=0.68s, eta=1:22:40 2021-08-13 12:01:40 [INFO] [TRAIN] Epoch=64/270, Step=15/37, loss=19.676781, lr=0.000125, time_each_step=0.7s, eta=1:22:39 2021-08-13 12:01:41 [INFO] [TRAIN] Epoch=64/270, Step=17/37, loss=36.49456, lr=0.000125, time_each_step=0.74s, eta=1:22:39 2021-08-13 12:01:42 [INFO] [TRAIN] Epoch=64/270, Step=19/37, loss=25.993107, lr=0.000125, time_each_step=0.76s, eta=1:22:38 2021-08-13 12:01:43 [INFO] [TRAIN] Epoch=64/270, Step=21/37, loss=31.771612, lr=0.000125, time_each_step=0.57s, eta=1:22:33 2021-08-13 12:01:44 [INFO] [TRAIN] Epoch=64/270, Step=23/37, loss=27.577995, lr=0.000125, time_each_step=0.54s, eta=1:22:31 2021-08-13 12:01:45 [INFO] [TRAIN] Epoch=64/270, Step=25/37, loss=30.661749, lr=0.000125, time_each_step=0.5s, eta=1:22:30 2021-08-13 12:01:46 [INFO] [TRAIN] Epoch=64/270, Step=27/37, loss=31.33497, lr=0.000125, time_each_step=0.53s, eta=1:22:29 2021-08-13 12:01:47 [INFO] [TRAIN] Epoch=64/270, Step=29/37, loss=16.634361, lr=0.000125, time_each_step=0.53s, eta=1:22:28 2021-08-13 12:01:47 [INFO] [TRAIN] Epoch=64/270, Step=31/37, loss=20.136705, lr=0.000125, time_each_step=0.5s, eta=1:22:27 2021-08-13 12:01:48 [INFO] [TRAIN] Epoch=64/270, Step=33/37, loss=45.481998, lr=0.000125, time_each_step=0.47s, eta=1:22:26 2021-08-13 12:01:48 [INFO] [TRAIN] Epoch=64/270, Step=35/37, loss=24.94025, lr=0.000125, time_each_step=0.43s, eta=1:22:25 2021-08-13 12:01:49 [INFO] [TRAIN] Epoch=64/270, Step=37/37, loss=27.254385, lr=0.000125, time_each_step=0.39s, eta=1:22:24 2021-08-13 12:01:49 [INFO] [TRAIN] Epoch 64 finished, loss=29.062603, lr=0.000125 . 2021-08-13 12:01:54 [INFO] [TRAIN] Epoch=65/270, Step=2/37, loss=24.393066, lr=0.000125, time_each_step=0.62s, eta=1:14:13 2021-08-13 12:01:56 [INFO] [TRAIN] Epoch=65/270, Step=4/37, loss=18.3286, lr=0.000125, time_each_step=0.65s, eta=1:14:12 2021-08-13 12:01:57 [INFO] [TRAIN] Epoch=65/270, Step=6/37, loss=33.139061, lr=0.000125, time_each_step=0.63s, eta=1:14:10 2021-08-13 12:01:58 [INFO] [TRAIN] Epoch=65/270, Step=8/37, loss=21.656855, lr=0.000125, time_each_step=0.64s, eta=1:14:10 2021-08-13 12:01:58 [INFO] [TRAIN] Epoch=65/270, Step=10/37, loss=34.44466, lr=0.000125, time_each_step=0.61s, eta=1:14:8 2021-08-13 12:01:59 [INFO] [TRAIN] Epoch=65/270, Step=12/37, loss=30.541798, lr=0.000125, time_each_step=0.63s, eta=1:14:7 2021-08-13 12:02:00 [INFO] [TRAIN] Epoch=65/270, Step=14/37, loss=26.408089, lr=0.000125, time_each_step=0.62s, eta=1:14:5 2021-08-13 12:02:01 [INFO] [TRAIN] Epoch=65/270, Step=16/37, loss=44.621643, lr=0.000125, time_each_step=0.66s, eta=1:14:5 2021-08-13 12:02:02 [INFO] [TRAIN] Epoch=65/270, Step=18/37, loss=31.89142, lr=0.000125, time_each_step=0.68s, eta=1:14:4 2021-08-13 12:02:03 [INFO] [TRAIN] Epoch=65/270, Step=20/37, loss=25.205116, lr=0.000125, time_each_step=0.75s, eta=1:14:4 2021-08-13 12:02:04 [INFO] [TRAIN] Epoch=65/270, Step=22/37, loss=29.835821, lr=0.000125, time_each_step=0.49s, eta=1:13:58 2021-08-13 12:02:05 [INFO] [TRAIN] Epoch=65/270, Step=24/37, loss=26.643965, lr=0.000125, time_each_step=0.46s, eta=1:13:57 2021-08-13 12:02:07 [INFO] [TRAIN] Epoch=65/270, Step=26/37, loss=33.239326, lr=0.000125, time_each_step=0.5s, eta=1:13:56 2021-08-13 12:02:08 [INFO] [TRAIN] Epoch=65/270, Step=28/37, loss=32.469311, lr=0.000125, time_each_step=0.52s, eta=1:13:56 2021-08-13 12:02:09 [INFO] [TRAIN] Epoch=65/270, Step=30/37, loss=35.190563, lr=0.000125, time_each_step=0.52s, eta=1:13:55 2021-08-13 12:02:09 [INFO] [TRAIN] Epoch=65/270, Step=32/37, loss=20.670616, lr=0.000125, time_each_step=0.49s, eta=1:13:53 2021-08-13 12:02:10 [INFO] [TRAIN] Epoch=65/270, Step=34/37, loss=23.198601, lr=0.000125, time_each_step=0.51s, eta=1:13:52 2021-08-13 12:02:11 [INFO] [TRAIN] Epoch=65/270, Step=36/37, loss=27.783302, lr=0.000125, time_each_step=0.48s, eta=1:13:51 2021-08-13 12:02:11 [INFO] [TRAIN] Epoch 65 finished, loss=27.816235, lr=0.000125 . 2021-08-13 12:02:17 [INFO] [TRAIN] Epoch=66/270, Step=1/37, loss=40.479599, lr=0.000125, time_each_step=0.75s, eta=1:19:40 2021-08-13 12:02:18 [INFO] [TRAIN] Epoch=66/270, Step=3/37, loss=27.393261, lr=0.000125, time_each_step=0.72s, eta=1:19:37 2021-08-13 12:02:19 [INFO] [TRAIN] Epoch=66/270, Step=5/37, loss=25.6649, lr=0.000125, time_each_step=0.75s, eta=1:19:37 2021-08-13 12:02:21 [INFO] [TRAIN] Epoch=66/270, Step=7/37, loss=34.893448, lr=0.000125, time_each_step=0.79s, eta=1:19:37 2021-08-13 12:02:22 [INFO] [TRAIN] Epoch=66/270, Step=9/37, loss=17.04048, lr=0.000125, time_each_step=0.75s, eta=1:19:34 2021-08-13 12:02:23 [INFO] [TRAIN] Epoch=66/270, Step=11/37, loss=24.931576, lr=0.000125, time_each_step=0.74s, eta=1:19:32 2021-08-13 12:02:24 [INFO] [TRAIN] Epoch=66/270, Step=13/37, loss=28.532593, lr=0.000125, time_each_step=0.74s, eta=1:19:31 2021-08-13 12:02:25 [INFO] [TRAIN] Epoch=66/270, Step=15/37, loss=14.857061, lr=0.000125, time_each_step=0.78s, eta=1:19:30 2021-08-13 12:02:26 [INFO] [TRAIN] Epoch=66/270, Step=17/37, loss=20.443768, lr=0.000125, time_each_step=0.78s, eta=1:19:28 2021-08-13 12:02:27 [INFO] [TRAIN] Epoch=66/270, Step=19/37, loss=20.544785, lr=0.000125, time_each_step=0.8s, eta=1:19:27 2021-08-13 12:02:28 [INFO] [TRAIN] Epoch=66/270, Step=21/37, loss=24.414782, lr=0.000125, time_each_step=0.55s, eta=1:19:22 2021-08-13 12:02:29 [INFO] [TRAIN] Epoch=66/270, Step=23/37, loss=45.118511, lr=0.000125, time_each_step=0.55s, eta=1:19:21 2021-08-13 12:02:30 [INFO] [TRAIN] Epoch=66/270, Step=25/37, loss=26.24194, lr=0.000125, time_each_step=0.53s, eta=1:19:19 2021-08-13 12:02:31 [INFO] [TRAIN] Epoch=66/270, Step=27/37, loss=29.622351, lr=0.000125, time_each_step=0.5s, eta=1:19:18 2021-08-13 12:02:31 [INFO] [TRAIN] Epoch=66/270, Step=29/37, loss=25.303541, lr=0.000125, time_each_step=0.49s, eta=1:19:17 2021-08-13 12:02:32 [INFO] [TRAIN] Epoch=66/270, Step=31/37, loss=20.705853, lr=0.000125, time_each_step=0.45s, eta=1:19:16 2021-08-13 12:02:33 [INFO] [TRAIN] Epoch=66/270, Step=33/37, loss=34.283249, lr=0.000125, time_each_step=0.46s, eta=1:19:15 2021-08-13 12:02:33 [INFO] [TRAIN] Epoch=66/270, Step=35/37, loss=32.546173, lr=0.000125, time_each_step=0.42s, eta=1:19:14 2021-08-13 12:02:34 [INFO] [TRAIN] Epoch=66/270, Step=37/37, loss=32.571785, lr=0.000125, time_each_step=0.4s, eta=1:19:13 2021-08-13 12:02:34 [INFO] [TRAIN] Epoch 66 finished, loss=28.608177, lr=0.000125 . 2021-08-13 12:02:39 [INFO] [TRAIN] Epoch=67/270, Step=2/37, loss=25.92981, lr=0.000125, time_each_step=0.59s, eta=1:17:52 2021-08-13 12:02:40 [INFO] [TRAIN] Epoch=67/270, Step=4/37, loss=35.800606, lr=0.000125, time_each_step=0.61s, eta=1:17:51 2021-08-13 12:02:41 [INFO] [TRAIN] Epoch=67/270, Step=6/37, loss=20.775743, lr=0.000125, time_each_step=0.63s, eta=1:17:51 2021-08-13 12:02:43 [INFO] [TRAIN] Epoch=67/270, Step=8/37, loss=39.334892, lr=0.000125, time_each_step=0.66s, eta=1:17:50 2021-08-13 12:02:44 [INFO] [TRAIN] Epoch=67/270, Step=10/37, loss=23.524662, lr=0.000125, time_each_step=0.65s, eta=1:17:49 2021-08-13 12:02:45 [INFO] [TRAIN] Epoch=67/270, Step=12/37, loss=16.844151, lr=0.000125, time_each_step=0.67s, eta=1:17:48 2021-08-13 12:02:46 [INFO] [TRAIN] Epoch=67/270, Step=14/37, loss=40.918663, lr=0.000125, time_each_step=0.69s, eta=1:17:47 2021-08-13 12:02:47 [INFO] [TRAIN] Epoch=67/270, Step=16/37, loss=23.819172, lr=0.000125, time_each_step=0.7s, eta=1:17:46 2021-08-13 12:02:48 [INFO] [TRAIN] Epoch=67/270, Step=18/37, loss=24.001793, lr=0.000125, time_each_step=0.73s, eta=1:17:45 2021-08-13 12:02:49 [INFO] [TRAIN] Epoch=67/270, Step=20/37, loss=21.088432, lr=0.000125, time_each_step=0.76s, eta=1:17:44 2021-08-13 12:02:50 [INFO] [TRAIN] Epoch=67/270, Step=22/37, loss=19.528074, lr=0.000125, time_each_step=0.55s, eta=1:17:40 2021-08-13 12:02:51 [INFO] [TRAIN] Epoch=67/270, Step=24/37, loss=23.184986, lr=0.000125, time_each_step=0.53s, eta=1:17:38 2021-08-13 12:02:52 [INFO] [TRAIN] Epoch=67/270, Step=26/37, loss=24.973845, lr=0.000125, time_each_step=0.51s, eta=1:17:37 2021-08-13 12:02:53 [INFO] [TRAIN] Epoch=67/270, Step=28/37, loss=46.47076, lr=0.000125, time_each_step=0.49s, eta=1:17:36 2021-08-13 12:02:54 [INFO] [TRAIN] Epoch=67/270, Step=30/37, loss=21.74122, lr=0.000125, time_each_step=0.52s, eta=1:17:35 2021-08-13 12:02:55 [INFO] [TRAIN] Epoch=67/270, Step=32/37, loss=24.556614, lr=0.000125, time_each_step=0.49s, eta=1:17:34 2021-08-13 12:02:56 [INFO] [TRAIN] Epoch=67/270, Step=34/37, loss=24.751537, lr=0.000125, time_each_step=0.48s, eta=1:17:33 2021-08-13 12:02:56 [INFO] [TRAIN] Epoch=67/270, Step=36/37, loss=25.448246, lr=0.000125, time_each_step=0.46s, eta=1:17:32 2021-08-13 12:02:56 [INFO] [TRAIN] Epoch 67 finished, loss=27.459911, lr=0.000125 . 2021-08-13 12:03:02 [INFO] [TRAIN] Epoch=68/270, Step=1/37, loss=28.750292, lr=0.000125, time_each_step=0.69s, eta=1:18:28 2021-08-13 12:03:03 [INFO] [TRAIN] Epoch=68/270, Step=3/37, loss=24.227222, lr=0.000125, time_each_step=0.71s, eta=1:18:27 2021-08-13 12:03:04 [INFO] [TRAIN] Epoch=68/270, Step=5/37, loss=31.253914, lr=0.000125, time_each_step=0.73s, eta=1:18:26 2021-08-13 12:03:06 [INFO] [TRAIN] Epoch=68/270, Step=7/37, loss=33.396263, lr=0.000125, time_each_step=0.76s, eta=1:18:26 2021-08-13 12:03:07 [INFO] [TRAIN] Epoch=68/270, Step=9/37, loss=30.051563, lr=0.000125, time_each_step=0.74s, eta=1:18:24 2021-08-13 12:03:08 [INFO] [TRAIN] Epoch=68/270, Step=11/37, loss=15.858978, lr=0.000125, time_each_step=0.73s, eta=1:18:22 2021-08-13 12:03:08 [INFO] [TRAIN] Epoch=68/270, Step=13/37, loss=46.292229, lr=0.000125, time_each_step=0.7s, eta=1:18:20 2021-08-13 12:03:09 [INFO] [TRAIN] Epoch=68/270, Step=15/37, loss=28.708807, lr=0.000125, time_each_step=0.72s, eta=1:18:19 2021-08-13 12:03:10 [INFO] [TRAIN] Epoch=68/270, Step=17/37, loss=26.338032, lr=0.000125, time_each_step=0.71s, eta=1:18:17 2021-08-13 12:03:11 [INFO] [TRAIN] Epoch=68/270, Step=19/37, loss=31.881311, lr=0.000125, time_each_step=0.74s, eta=1:18:16 2021-08-13 12:03:12 [INFO] [TRAIN] Epoch=68/270, Step=21/37, loss=18.210478, lr=0.000125, time_each_step=0.51s, eta=1:18:11 2021-08-13 12:03:13 [INFO] [TRAIN] Epoch=68/270, Step=23/37, loss=25.400627, lr=0.000125, time_each_step=0.5s, eta=1:18:10 2021-08-13 12:03:14 [INFO] [TRAIN] Epoch=68/270, Step=25/37, loss=27.889828, lr=0.000125, time_each_step=0.5s, eta=1:18:9 2021-08-13 12:03:15 [INFO] [TRAIN] Epoch=68/270, Step=27/37, loss=45.800804, lr=0.000125, time_each_step=0.47s, eta=1:18:8 2021-08-13 12:03:16 [INFO] [TRAIN] Epoch=68/270, Step=29/37, loss=22.560165, lr=0.000125, time_each_step=0.48s, eta=1:18:7 2021-08-13 12:03:17 [INFO] [TRAIN] Epoch=68/270, Step=31/37, loss=29.879742, lr=0.000125, time_each_step=0.49s, eta=1:18:6 2021-08-13 12:03:18 [INFO] [TRAIN] Epoch=68/270, Step=33/37, loss=21.198586, lr=0.000125, time_each_step=0.48s, eta=1:18:5 2021-08-13 12:03:18 [INFO] [TRAIN] Epoch=68/270, Step=35/37, loss=20.929031, lr=0.000125, time_each_step=0.46s, eta=1:18:4 2021-08-13 12:03:19 [INFO] [TRAIN] Epoch=68/270, Step=37/37, loss=22.837894, lr=0.000125, time_each_step=0.48s, eta=1:18:3 2021-08-13 12:03:20 [INFO] [TRAIN] Epoch 68 finished, loss=28.857147, lr=0.000125 . 2021-08-13 12:03:25 [INFO] [TRAIN] Epoch=69/270, Step=2/37, loss=28.474026, lr=0.000125, time_each_step=0.72s, eta=1:20:32 2021-08-13 12:03:27 [INFO] [TRAIN] Epoch=69/270, Step=4/37, loss=42.701515, lr=0.000125, time_each_step=0.76s, eta=1:20:32 2021-08-13 12:03:28 [INFO] [TRAIN] Epoch=69/270, Step=6/37, loss=29.653887, lr=0.000125, time_each_step=0.75s, eta=1:20:30 2021-08-13 12:03:29 [INFO] [TRAIN] Epoch=69/270, Step=8/37, loss=47.284775, lr=0.000125, time_each_step=0.74s, eta=1:20:29 2021-08-13 12:03:30 [INFO] [TRAIN] Epoch=69/270, Step=10/37, loss=37.091946, lr=0.000125, time_each_step=0.75s, eta=1:20:27 2021-08-13 12:03:31 [INFO] [TRAIN] Epoch=69/270, Step=12/37, loss=36.41827, lr=0.000125, time_each_step=0.75s, eta=1:20:26 2021-08-13 12:03:32 [INFO] [TRAIN] Epoch=69/270, Step=14/37, loss=29.496532, lr=0.000125, time_each_step=0.73s, eta=1:20:24 2021-08-13 12:03:33 [INFO] [TRAIN] Epoch=69/270, Step=16/37, loss=25.072735, lr=0.000125, time_each_step=0.76s, eta=1:20:23 2021-08-13 12:03:34 [INFO] [TRAIN] Epoch=69/270, Step=18/37, loss=31.141813, lr=0.000125, time_each_step=0.8s, eta=1:20:22 2021-08-13 12:03:35 [INFO] [TRAIN] Epoch=69/270, Step=20/37, loss=24.098274, lr=0.000125, time_each_step=0.78s, eta=1:20:20 2021-08-13 12:03:37 [INFO] [TRAIN] Epoch=69/270, Step=22/37, loss=21.037292, lr=0.000125, time_each_step=0.56s, eta=1:20:15 2021-08-13 12:03:38 [INFO] [TRAIN] Epoch=69/270, Step=24/37, loss=34.051369, lr=0.000125, time_each_step=0.51s, eta=1:20:14 2021-08-13 12:03:39 [INFO] [TRAIN] Epoch=69/270, Step=26/37, loss=22.487034, lr=0.000125, time_each_step=0.52s, eta=1:20:13 2021-08-13 12:03:39 [INFO] [TRAIN] Epoch=69/270, Step=28/37, loss=36.875072, lr=0.000125, time_each_step=0.5s, eta=1:20:12 2021-08-13 12:03:40 [INFO] [TRAIN] Epoch=69/270, Step=30/37, loss=25.915257, lr=0.000125, time_each_step=0.49s, eta=1:20:10 2021-08-13 12:03:41 [INFO] [TRAIN] Epoch=69/270, Step=32/37, loss=21.384354, lr=0.000125, time_each_step=0.48s, eta=1:20:9 2021-08-13 12:03:42 [INFO] [TRAIN] Epoch=69/270, Step=34/37, loss=33.850906, lr=0.000125, time_each_step=0.47s, eta=1:20:8 2021-08-13 12:03:42 [INFO] [TRAIN] Epoch=69/270, Step=36/37, loss=35.549118, lr=0.000125, time_each_step=0.45s, eta=1:20:7 2021-08-13 12:03:42 [INFO] [TRAIN] Epoch 69 finished, loss=28.968077, lr=0.000125 . 2021-08-13 12:03:46 [INFO] [TRAIN] Epoch=70/270, Step=1/37, loss=31.830145, lr=0.000125, time_each_step=0.58s, eta=1:17:35 2021-08-13 12:03:48 [INFO] [TRAIN] Epoch=70/270, Step=3/37, loss=31.541964, lr=0.000125, time_each_step=0.65s, eta=1:17:36 2021-08-13 12:03:49 [INFO] [TRAIN] Epoch=70/270, Step=5/37, loss=34.866001, lr=0.000125, time_each_step=0.61s, eta=1:17:33 2021-08-13 12:03:50 [INFO] [TRAIN] Epoch=70/270, Step=7/37, loss=21.451412, lr=0.000125, time_each_step=0.63s, eta=1:17:33 2021-08-13 12:03:51 [INFO] [TRAIN] Epoch=70/270, Step=9/37, loss=22.821222, lr=0.000125, time_each_step=0.63s, eta=1:17:32 2021-08-13 12:03:52 [INFO] [TRAIN] Epoch=70/270, Step=11/37, loss=35.382126, lr=0.000125, time_each_step=0.62s, eta=1:17:30 2021-08-13 12:03:53 [INFO] [TRAIN] Epoch=70/270, Step=13/37, loss=26.782841, lr=0.000125, time_each_step=0.63s, eta=1:17:29 2021-08-13 12:03:54 [INFO] [TRAIN] Epoch=70/270, Step=15/37, loss=40.288761, lr=0.000125, time_each_step=0.66s, eta=1:17:28 2021-08-13 12:03:55 [INFO] [TRAIN] Epoch=70/270, Step=17/37, loss=15.859274, lr=0.000125, time_each_step=0.68s, eta=1:17:28 2021-08-13 12:03:56 [INFO] [TRAIN] Epoch=70/270, Step=19/37, loss=49.434906, lr=0.000125, time_each_step=0.69s, eta=1:17:26 2021-08-13 12:03:57 [INFO] [TRAIN] Epoch=70/270, Step=21/37, loss=30.931681, lr=0.000125, time_each_step=0.54s, eta=1:17:23 2021-08-13 12:03:58 [INFO] [TRAIN] Epoch=70/270, Step=23/37, loss=18.871794, lr=0.000125, time_each_step=0.5s, eta=1:17:21 2021-08-13 12:03:59 [INFO] [TRAIN] Epoch=70/270, Step=25/37, loss=22.313663, lr=0.000125, time_each_step=0.51s, eta=1:17:20 2021-08-13 12:04:00 [INFO] [TRAIN] Epoch=70/270, Step=27/37, loss=26.336037, lr=0.000125, time_each_step=0.49s, eta=1:17:19 2021-08-13 12:04:01 [INFO] [TRAIN] Epoch=70/270, Step=29/37, loss=17.19088, lr=0.000125, time_each_step=0.5s, eta=1:17:18 2021-08-13 12:04:02 [INFO] [TRAIN] Epoch=70/270, Step=31/37, loss=21.513174, lr=0.000125, time_each_step=0.49s, eta=1:17:17 2021-08-13 12:04:03 [INFO] [TRAIN] Epoch=70/270, Step=33/37, loss=26.559708, lr=0.000125, time_each_step=0.5s, eta=1:17:16 2021-08-13 12:04:04 [INFO] [TRAIN] Epoch=70/270, Step=35/37, loss=20.486942, lr=0.000125, time_each_step=0.48s, eta=1:17:15 2021-08-13 12:04:04 [INFO] [TRAIN] Epoch=70/270, Step=37/37, loss=22.941973, lr=0.000125, time_each_step=0.46s, eta=1:17:14 2021-08-13 12:04:04 [INFO] [TRAIN] Epoch 70 finished, loss=28.382294, lr=0.000125 . 2021-08-13 12:04:11 [INFO] [TRAIN] Epoch=71/270, Step=2/37, loss=24.465487, lr=0.000125, time_each_step=0.75s, eta=1:16:28 2021-08-13 12:04:12 [INFO] [TRAIN] Epoch=71/270, Step=4/37, loss=24.557184, lr=0.000125, time_each_step=0.75s, eta=1:16:27 2021-08-13 12:04:13 [INFO] [TRAIN] Epoch=71/270, Step=6/37, loss=27.062737, lr=0.000125, time_each_step=0.75s, eta=1:16:25 2021-08-13 12:04:14 [INFO] [TRAIN] Epoch=71/270, Step=8/37, loss=17.291927, lr=0.000125, time_each_step=0.76s, eta=1:16:24 2021-08-13 12:04:15 [INFO] [TRAIN] Epoch=71/270, Step=10/37, loss=36.841236, lr=0.000125, time_each_step=0.76s, eta=1:16:22 2021-08-13 12:04:17 [INFO] [TRAIN] Epoch=71/270, Step=12/37, loss=24.932507, lr=0.000125, time_each_step=0.79s, eta=1:16:21 2021-08-13 12:04:18 [INFO] [TRAIN] Epoch=71/270, Step=14/37, loss=21.594482, lr=0.000125, time_each_step=0.8s, eta=1:16:20 2021-08-13 12:04:19 [INFO] [TRAIN] Epoch=71/270, Step=16/37, loss=34.178806, lr=0.000125, time_each_step=0.81s, eta=1:16:19 2021-08-13 12:04:21 [INFO] [TRAIN] Epoch=71/270, Step=18/37, loss=37.266212, lr=0.000125, time_each_step=0.84s, eta=1:16:18 2021-08-13 12:04:22 [INFO] [TRAIN] Epoch=71/270, Step=20/37, loss=21.584892, lr=0.000125, time_each_step=0.86s, eta=1:16:16 2021-08-13 12:04:23 [INFO] [TRAIN] Epoch=71/270, Step=22/37, loss=30.231575, lr=0.000125, time_each_step=0.58s, eta=1:16:10 2021-08-13 12:04:23 [INFO] [TRAIN] Epoch=71/270, Step=24/37, loss=48.541275, lr=0.000125, time_each_step=0.57s, eta=1:16:9 2021-08-13 12:04:24 [INFO] [TRAIN] Epoch=71/270, Step=26/37, loss=20.680271, lr=0.000125, time_each_step=0.56s, eta=1:16:8 2021-08-13 12:04:25 [INFO] [TRAIN] Epoch=71/270, Step=28/37, loss=31.824791, lr=0.000125, time_each_step=0.53s, eta=1:16:7 2021-08-13 12:04:26 [INFO] [TRAIN] Epoch=71/270, Step=30/37, loss=30.59479, lr=0.000125, time_each_step=0.53s, eta=1:16:5 2021-08-13 12:04:27 [INFO] [TRAIN] Epoch=71/270, Step=32/37, loss=28.403782, lr=0.000125, time_each_step=0.5s, eta=1:16:4 2021-08-13 12:04:27 [INFO] [TRAIN] Epoch=71/270, Step=34/37, loss=59.012306, lr=0.000125, time_each_step=0.47s, eta=1:16:3 2021-08-13 12:04:28 [INFO] [TRAIN] Epoch=71/270, Step=36/37, loss=20.78569, lr=0.000125, time_each_step=0.45s, eta=1:16:2 2021-08-13 12:04:28 [INFO] [TRAIN] Epoch 71 finished, loss=28.567366, lr=0.000125 . 2021-08-13 12:04:33 [INFO] [TRAIN] Epoch=72/270, Step=1/37, loss=35.948639, lr=0.000125, time_each_step=0.64s, eta=1:21:27 2021-08-13 12:04:35 [INFO] [TRAIN] Epoch=72/270, Step=3/37, loss=20.833437, lr=0.000125, time_each_step=0.67s, eta=1:21:27 2021-08-13 12:04:36 [INFO] [TRAIN] Epoch=72/270, Step=5/37, loss=27.17046, lr=0.000125, time_each_step=0.66s, eta=1:21:25 2021-08-13 12:04:37 [INFO] [TRAIN] Epoch=72/270, Step=7/37, loss=25.194265, lr=0.000125, time_each_step=0.66s, eta=1:21:24 2021-08-13 12:04:38 [INFO] [TRAIN] Epoch=72/270, Step=9/37, loss=33.252708, lr=0.000125, time_each_step=0.67s, eta=1:21:23 2021-08-13 12:04:39 [INFO] [TRAIN] Epoch=72/270, Step=11/37, loss=36.101269, lr=0.000125, time_each_step=0.67s, eta=1:21:21 2021-08-13 12:04:40 [INFO] [TRAIN] Epoch=72/270, Step=13/37, loss=24.369123, lr=0.000125, time_each_step=0.7s, eta=1:21:21 2021-08-13 12:04:41 [INFO] [TRAIN] Epoch=72/270, Step=15/37, loss=20.7041, lr=0.000125, time_each_step=0.71s, eta=1:21:19 2021-08-13 12:04:42 [INFO] [TRAIN] Epoch=72/270, Step=17/37, loss=25.727821, lr=0.000125, time_each_step=0.75s, eta=1:21:19 2021-08-13 12:04:43 [INFO] [TRAIN] Epoch=72/270, Step=19/37, loss=24.887825, lr=0.000125, time_each_step=0.76s, eta=1:21:17 2021-08-13 12:04:44 [INFO] [TRAIN] Epoch=72/270, Step=21/37, loss=30.024664, lr=0.000125, time_each_step=0.54s, eta=1:21:12 2021-08-13 12:04:45 [INFO] [TRAIN] Epoch=72/270, Step=23/37, loss=24.414875, lr=0.000125, time_each_step=0.51s, eta=1:21:11 2021-08-13 12:04:46 [INFO] [TRAIN] Epoch=72/270, Step=25/37, loss=27.632618, lr=0.000125, time_each_step=0.52s, eta=1:21:10 2021-08-13 12:04:48 [INFO] [TRAIN] Epoch=72/270, Step=27/37, loss=33.336643, lr=0.000125, time_each_step=0.55s, eta=1:21:9 2021-08-13 12:04:49 [INFO] [TRAIN] Epoch=72/270, Step=29/37, loss=35.427498, lr=0.000125, time_each_step=0.54s, eta=1:21:8 2021-08-13 12:04:49 [INFO] [TRAIN] Epoch=72/270, Step=31/37, loss=25.095715, lr=0.000125, time_each_step=0.54s, eta=1:21:7 2021-08-13 12:04:50 [INFO] [TRAIN] Epoch=72/270, Step=33/37, loss=20.891191, lr=0.000125, time_each_step=0.5s, eta=1:21:6 2021-08-13 12:04:50 [INFO] [TRAIN] Epoch=72/270, Step=35/37, loss=26.015388, lr=0.000125, time_each_step=0.47s, eta=1:21:5 2021-08-13 12:04:51 [INFO] [TRAIN] Epoch=72/270, Step=37/37, loss=23.571587, lr=0.000125, time_each_step=0.44s, eta=1:21:4 2021-08-13 12:04:51 [INFO] [TRAIN] Epoch 72 finished, loss=28.025337, lr=0.000125 . 2021-08-13 12:05:00 [INFO] [TRAIN] Epoch=73/270, Step=2/37, loss=19.626427, lr=0.000125, time_each_step=0.83s, eta=1:16:51 2021-08-13 12:05:01 [INFO] [TRAIN] Epoch=73/270, Step=4/37, loss=21.826794, lr=0.000125, time_each_step=0.86s, eta=1:16:50 2021-08-13 12:05:02 [INFO] [TRAIN] Epoch=73/270, Step=6/37, loss=25.523064, lr=0.000125, time_each_step=0.84s, eta=1:16:48 2021-08-13 12:05:03 [INFO] [TRAIN] Epoch=73/270, Step=8/37, loss=32.825775, lr=0.000125, time_each_step=0.84s, eta=1:16:46 2021-08-13 12:05:04 [INFO] [TRAIN] Epoch=73/270, Step=10/37, loss=26.618353, lr=0.000125, time_each_step=0.83s, eta=1:16:44 2021-08-13 12:05:05 [INFO] [TRAIN] Epoch=73/270, Step=12/37, loss=25.925419, lr=0.000125, time_each_step=0.84s, eta=1:16:43 2021-08-13 12:05:06 [INFO] [TRAIN] Epoch=73/270, Step=14/37, loss=19.457762, lr=0.000125, time_each_step=0.86s, eta=1:16:41 2021-08-13 12:05:07 [INFO] [TRAIN] Epoch=73/270, Step=16/37, loss=37.828484, lr=0.000125, time_each_step=0.86s, eta=1:16:40 2021-08-13 12:05:08 [INFO] [TRAIN] Epoch=73/270, Step=18/37, loss=32.891228, lr=0.000125, time_each_step=0.87s, eta=1:16:38 2021-08-13 12:05:09 [INFO] [TRAIN] Epoch=73/270, Step=20/37, loss=15.974322, lr=0.000125, time_each_step=0.89s, eta=1:16:37 2021-08-13 12:05:10 [INFO] [TRAIN] Epoch=73/270, Step=22/37, loss=27.64287, lr=0.000125, time_each_step=0.54s, eta=1:16:30 2021-08-13 12:05:12 [INFO] [TRAIN] Epoch=73/270, Step=24/37, loss=20.64217, lr=0.000125, time_each_step=0.51s, eta=1:16:28 2021-08-13 12:05:13 [INFO] [TRAIN] Epoch=73/270, Step=26/37, loss=20.955225, lr=0.000125, time_each_step=0.52s, eta=1:16:27 2021-08-13 12:05:14 [INFO] [TRAIN] Epoch=73/270, Step=28/37, loss=26.225771, lr=0.000125, time_each_step=0.53s, eta=1:16:26 2021-08-13 12:05:15 [INFO] [TRAIN] Epoch=73/270, Step=30/37, loss=18.769499, lr=0.000125, time_each_step=0.52s, eta=1:16:25 2021-08-13 12:05:15 [INFO] [TRAIN] Epoch=73/270, Step=32/37, loss=27.101776, lr=0.000125, time_each_step=0.5s, eta=1:16:24 2021-08-13 12:05:16 [INFO] [TRAIN] Epoch=73/270, Step=34/37, loss=20.155655, lr=0.000125, time_each_step=0.48s, eta=1:16:23 2021-08-13 12:05:16 [INFO] [TRAIN] Epoch=73/270, Step=36/37, loss=24.785896, lr=0.000125, time_each_step=0.45s, eta=1:16:22 2021-08-13 12:05:17 [INFO] [TRAIN] Epoch 73 finished, loss=26.089457, lr=0.000125 . 2021-08-13 12:05:22 [INFO] [TRAIN] Epoch=74/270, Step=1/37, loss=33.682816, lr=0.000125, time_each_step=0.73s, eta=1:27:17 2021-08-13 12:05:23 [INFO] [TRAIN] Epoch=74/270, Step=3/37, loss=20.252419, lr=0.000125, time_each_step=0.72s, eta=1:27:15 2021-08-13 12:05:24 [INFO] [TRAIN] Epoch=74/270, Step=5/37, loss=21.401175, lr=0.000125, time_each_step=0.67s, eta=1:27:12 2021-08-13 12:05:26 [INFO] [TRAIN] Epoch=74/270, Step=7/37, loss=33.323483, lr=0.000125, time_each_step=0.71s, eta=1:27:12 2021-08-13 12:05:27 [INFO] [TRAIN] Epoch=74/270, Step=9/37, loss=20.831108, lr=0.000125, time_each_step=0.7s, eta=1:27:11 2021-08-13 12:05:28 [INFO] [TRAIN] Epoch=74/270, Step=11/37, loss=22.99502, lr=0.000125, time_each_step=0.69s, eta=1:27:9 2021-08-13 12:05:29 [INFO] [TRAIN] Epoch=74/270, Step=13/37, loss=27.96978, lr=0.000125, time_each_step=0.73s, eta=1:27:8 2021-08-13 12:05:31 [INFO] [TRAIN] Epoch=74/270, Step=15/37, loss=28.589512, lr=0.000125, time_each_step=0.76s, eta=1:27:8 2021-08-13 12:05:32 [INFO] [TRAIN] Epoch=74/270, Step=17/37, loss=20.615463, lr=0.000125, time_each_step=0.78s, eta=1:27:6 2021-08-13 12:05:33 [INFO] [TRAIN] Epoch=74/270, Step=19/37, loss=34.83968, lr=0.000125, time_each_step=0.82s, eta=1:27:6 2021-08-13 12:05:34 [INFO] [TRAIN] Epoch=74/270, Step=21/37, loss=31.100023, lr=0.000125, time_each_step=0.55s, eta=1:27:0 2021-08-13 12:05:35 [INFO] [TRAIN] Epoch=74/270, Step=23/37, loss=25.360277, lr=0.000125, time_each_step=0.57s, eta=1:26:59 2021-08-13 12:05:36 [INFO] [TRAIN] Epoch=74/270, Step=25/37, loss=22.827425, lr=0.000125, time_each_step=0.59s, eta=1:26:58 2021-08-13 12:05:36 [INFO] [TRAIN] Epoch=74/270, Step=27/37, loss=22.142139, lr=0.000125, time_each_step=0.54s, eta=1:26:56 2021-08-13 12:05:37 [INFO] [TRAIN] Epoch=74/270, Step=29/37, loss=21.389336, lr=0.000125, time_each_step=0.52s, eta=1:26:55 2021-08-13 12:05:38 [INFO] [TRAIN] Epoch=74/270, Step=31/37, loss=22.639538, lr=0.000125, time_each_step=0.54s, eta=1:26:54 2021-08-13 12:05:39 [INFO] [TRAIN] Epoch=74/270, Step=33/37, loss=29.464302, lr=0.000125, time_each_step=0.49s, eta=1:26:53 2021-08-13 12:05:39 [INFO] [TRAIN] Epoch=74/270, Step=35/37, loss=43.621033, lr=0.000125, time_each_step=0.45s, eta=1:26:52 2021-08-13 12:05:40 [INFO] [TRAIN] Epoch=74/270, Step=37/37, loss=25.426489, lr=0.000125, time_each_step=0.41s, eta=1:26:51 2021-08-13 12:05:40 [INFO] [TRAIN] Epoch 74 finished, loss=27.572865, lr=0.000125 . 2021-08-13 12:05:45 [INFO] [TRAIN] Epoch=75/270, Step=2/37, loss=19.470169, lr=0.000125, time_each_step=0.64s, eta=1:15:57 2021-08-13 12:05:47 [INFO] [TRAIN] Epoch=75/270, Step=4/37, loss=37.404205, lr=0.000125, time_each_step=0.67s, eta=1:15:56 2021-08-13 12:05:48 [INFO] [TRAIN] Epoch=75/270, Step=6/37, loss=34.813553, lr=0.000125, time_each_step=0.67s, eta=1:15:55 2021-08-13 12:05:49 [INFO] [TRAIN] Epoch=75/270, Step=8/37, loss=21.48502, lr=0.000125, time_each_step=0.67s, eta=1:15:54 2021-08-13 12:05:50 [INFO] [TRAIN] Epoch=75/270, Step=10/37, loss=21.354511, lr=0.000125, time_each_step=0.69s, eta=1:15:53 2021-08-13 12:05:51 [INFO] [TRAIN] Epoch=75/270, Step=12/37, loss=33.148567, lr=0.000125, time_each_step=0.7s, eta=1:15:52 2021-08-13 12:05:52 [INFO] [TRAIN] Epoch=75/270, Step=14/37, loss=22.509809, lr=0.000125, time_each_step=0.69s, eta=1:15:50 2021-08-13 12:05:53 [INFO] [TRAIN] Epoch=75/270, Step=16/37, loss=22.576336, lr=0.000125, time_each_step=0.71s, eta=1:15:49 2021-08-13 12:05:54 [INFO] [TRAIN] Epoch=75/270, Step=18/37, loss=29.121613, lr=0.000125, time_each_step=0.74s, eta=1:15:48 2021-08-13 12:05:55 [INFO] [TRAIN] Epoch=75/270, Step=20/37, loss=21.872269, lr=0.000125, time_each_step=0.75s, eta=1:15:47 2021-08-13 12:05:56 [INFO] [TRAIN] Epoch=75/270, Step=22/37, loss=31.372204, lr=0.000125, time_each_step=0.52s, eta=1:15:42 2021-08-13 12:05:57 [INFO] [TRAIN] Epoch=75/270, Step=24/37, loss=28.763405, lr=0.000125, time_each_step=0.5s, eta=1:15:41 2021-08-13 12:05:58 [INFO] [TRAIN] Epoch=75/270, Step=26/37, loss=29.068844, lr=0.000125, time_each_step=0.48s, eta=1:15:40 2021-08-13 12:05:59 [INFO] [TRAIN] Epoch=75/270, Step=28/37, loss=27.991838, lr=0.000125, time_each_step=0.47s, eta=1:15:39 2021-08-13 12:06:00 [INFO] [TRAIN] Epoch=75/270, Step=30/37, loss=20.75036, lr=0.000125, time_each_step=0.47s, eta=1:15:38 2021-08-13 12:06:01 [INFO] [TRAIN] Epoch=75/270, Step=32/37, loss=20.48629, lr=0.000125, time_each_step=0.47s, eta=1:15:37 2021-08-13 12:06:01 [INFO] [TRAIN] Epoch=75/270, Step=34/37, loss=26.492521, lr=0.000125, time_each_step=0.46s, eta=1:15:36 2021-08-13 12:06:03 [INFO] [TRAIN] Epoch=75/270, Step=36/37, loss=28.458031, lr=0.000125, time_each_step=0.48s, eta=1:15:35 2021-08-13 12:06:03 [INFO] [TRAIN] Epoch 75 finished, loss=26.725449, lr=0.000125 . 2021-08-13 12:06:10 [INFO] [TRAIN] Epoch=76/270, Step=1/37, loss=30.071911, lr=0.000125, time_each_step=0.8s, eta=1:18:32 2021-08-13 12:06:12 [INFO] [TRAIN] Epoch=76/270, Step=3/37, loss=34.073559, lr=0.000125, time_each_step=0.84s, eta=1:18:32 2021-08-13 12:06:13 [INFO] [TRAIN] Epoch=76/270, Step=5/37, loss=25.383194, lr=0.000125, time_each_step=0.83s, eta=1:18:30 2021-08-13 12:06:14 [INFO] [TRAIN] Epoch=76/270, Step=7/37, loss=25.259583, lr=0.000125, time_each_step=0.83s, eta=1:18:28 2021-08-13 12:06:15 [INFO] [TRAIN] Epoch=76/270, Step=9/37, loss=28.472425, lr=0.000125, time_each_step=0.89s, eta=1:18:28 2021-08-13 12:06:16 [INFO] [TRAIN] Epoch=76/270, Step=11/37, loss=21.528515, lr=0.000125, time_each_step=0.89s, eta=1:18:26 2021-08-13 12:06:18 [INFO] [TRAIN] Epoch=76/270, Step=13/37, loss=16.279705, lr=0.000125, time_each_step=0.9s, eta=1:18:25 2021-08-13 12:06:19 [INFO] [TRAIN] Epoch=76/270, Step=15/37, loss=31.679293, lr=0.000125, time_each_step=0.9s, eta=1:18:23 2021-08-13 12:06:20 [INFO] [TRAIN] Epoch=76/270, Step=17/37, loss=47.161972, lr=0.000125, time_each_step=0.9s, eta=1:18:21 2021-08-13 12:06:21 [INFO] [TRAIN] Epoch=76/270, Step=19/37, loss=31.940933, lr=0.000125, time_each_step=0.89s, eta=1:18:19 2021-08-13 12:06:22 [INFO] [TRAIN] Epoch=76/270, Step=21/37, loss=30.345631, lr=0.000125, time_each_step=0.57s, eta=1:18:12 2021-08-13 12:06:23 [INFO] [TRAIN] Epoch=76/270, Step=23/37, loss=49.78347, lr=0.000125, time_each_step=0.54s, eta=1:18:11 2021-08-13 12:06:23 [INFO] [TRAIN] Epoch=76/270, Step=25/37, loss=23.682007, lr=0.000125, time_each_step=0.54s, eta=1:18:10 2021-08-13 12:06:25 [INFO] [TRAIN] Epoch=76/270, Step=27/37, loss=19.713467, lr=0.000125, time_each_step=0.55s, eta=1:18:9 2021-08-13 12:06:26 [INFO] [TRAIN] Epoch=76/270, Step=29/37, loss=26.154385, lr=0.000125, time_each_step=0.53s, eta=1:18:8 2021-08-13 12:06:27 [INFO] [TRAIN] Epoch=76/270, Step=31/37, loss=41.141235, lr=0.000125, time_each_step=0.53s, eta=1:18:7 2021-08-13 12:06:28 [INFO] [TRAIN] Epoch=76/270, Step=33/37, loss=30.363945, lr=0.000125, time_each_step=0.51s, eta=1:18:5 2021-08-13 12:06:29 [INFO] [TRAIN] Epoch=76/270, Step=35/37, loss=34.36927, lr=0.000125, time_each_step=0.5s, eta=1:18:4 2021-08-13 12:06:30 [INFO] [TRAIN] Epoch=76/270, Step=37/37, loss=32.707069, lr=0.000125, time_each_step=0.51s, eta=1:18:3 2021-08-13 12:06:30 [INFO] [TRAIN] Epoch 76 finished, loss=29.158401, lr=0.000125 . 2021-08-13 12:06:35 [INFO] [TRAIN] Epoch=77/270, Step=2/37, loss=21.826704, lr=0.000125, time_each_step=0.69s, eta=1:27:27 2021-08-13 12:06:36 [INFO] [TRAIN] Epoch=77/270, Step=4/37, loss=16.308712, lr=0.000125, time_each_step=0.71s, eta=1:27:26 2021-08-13 12:06:37 [INFO] [TRAIN] Epoch=77/270, Step=6/37, loss=19.098431, lr=0.000125, time_each_step=0.74s, eta=1:27:26 2021-08-13 12:06:39 [INFO] [TRAIN] Epoch=77/270, Step=8/37, loss=61.231709, lr=0.000125, time_each_step=0.77s, eta=1:27:25 2021-08-13 12:06:40 [INFO] [TRAIN] Epoch=77/270, Step=10/37, loss=31.485689, lr=0.000125, time_each_step=0.77s, eta=1:27:23 2021-08-13 12:06:41 [INFO] [TRAIN] Epoch=77/270, Step=12/37, loss=22.781059, lr=0.000125, time_each_step=0.75s, eta=1:27:21 2021-08-13 12:06:42 [INFO] [TRAIN] Epoch=77/270, Step=14/37, loss=30.764046, lr=0.000125, time_each_step=0.73s, eta=1:27:19 2021-08-13 12:06:43 [INFO] [TRAIN] Epoch=77/270, Step=16/37, loss=24.866863, lr=0.000125, time_each_step=0.74s, eta=1:27:18 2021-08-13 12:06:44 [INFO] [TRAIN] Epoch=77/270, Step=18/37, loss=27.813665, lr=0.000125, time_each_step=0.78s, eta=1:27:17 2021-08-13 12:06:45 [INFO] [TRAIN] Epoch=77/270, Step=20/37, loss=17.217361, lr=0.000125, time_each_step=0.77s, eta=1:27:16 2021-08-13 12:06:46 [INFO] [TRAIN] Epoch=77/270, Step=22/37, loss=19.046659, lr=0.000125, time_each_step=0.58s, eta=1:27:11 2021-08-13 12:06:47 [INFO] [TRAIN] Epoch=77/270, Step=24/37, loss=27.946568, lr=0.000125, time_each_step=0.56s, eta=1:27:10 2021-08-13 12:06:48 [INFO] [TRAIN] Epoch=77/270, Step=26/37, loss=27.811279, lr=0.000125, time_each_step=0.54s, eta=1:27:9 2021-08-13 12:06:49 [INFO] [TRAIN] Epoch=77/270, Step=28/37, loss=25.550243, lr=0.000125, time_each_step=0.52s, eta=1:27:7 2021-08-13 12:06:50 [INFO] [TRAIN] Epoch=77/270, Step=30/37, loss=21.745247, lr=0.000125, time_each_step=0.51s, eta=1:27:6 2021-08-13 12:06:51 [INFO] [TRAIN] Epoch=77/270, Step=32/37, loss=22.757103, lr=0.000125, time_each_step=0.48s, eta=1:27:5 2021-08-13 12:06:51 [INFO] [TRAIN] Epoch=77/270, Step=34/37, loss=33.560863, lr=0.000125, time_each_step=0.48s, eta=1:27:4 2021-08-13 12:06:52 [INFO] [TRAIN] Epoch=77/270, Step=36/37, loss=22.665833, lr=0.000125, time_each_step=0.44s, eta=1:27:3 2021-08-13 12:06:52 [INFO] [TRAIN] Epoch 77 finished, loss=25.52067, lr=0.000125 . 2021-08-13 12:06:57 [INFO] [TRAIN] Epoch=78/270, Step=1/37, loss=30.553793, lr=0.000125, time_each_step=0.66s, eta=1:13:22 2021-08-13 12:06:59 [INFO] [TRAIN] Epoch=78/270, Step=3/37, loss=20.90189, lr=0.000125, time_each_step=0.68s, eta=1:13:22 2021-08-13 12:07:00 [INFO] [TRAIN] Epoch=78/270, Step=5/37, loss=29.543358, lr=0.000125, time_each_step=0.69s, eta=1:13:20 2021-08-13 12:07:01 [INFO] [TRAIN] Epoch=78/270, Step=7/37, loss=31.201956, lr=0.000125, time_each_step=0.71s, eta=1:13:20 2021-08-13 12:07:02 [INFO] [TRAIN] Epoch=78/270, Step=9/37, loss=36.781567, lr=0.000125, time_each_step=0.7s, eta=1:13:18 2021-08-13 12:07:03 [INFO] [TRAIN] Epoch=78/270, Step=11/37, loss=19.59214, lr=0.000125, time_each_step=0.7s, eta=1:13:17 2021-08-13 12:07:04 [INFO] [TRAIN] Epoch=78/270, Step=13/37, loss=19.826866, lr=0.000125, time_each_step=0.71s, eta=1:13:15 2021-08-13 12:07:05 [INFO] [TRAIN] Epoch=78/270, Step=15/37, loss=27.544165, lr=0.000125, time_each_step=0.72s, eta=1:13:14 2021-08-13 12:07:06 [INFO] [TRAIN] Epoch=78/270, Step=17/37, loss=19.559484, lr=0.000125, time_each_step=0.75s, eta=1:13:13 2021-08-13 12:07:07 [INFO] [TRAIN] Epoch=78/270, Step=19/37, loss=28.864748, lr=0.000125, time_each_step=0.77s, eta=1:13:12 2021-08-13 12:07:08 [INFO] [TRAIN] Epoch=78/270, Step=21/37, loss=17.276699, lr=0.000125, time_each_step=0.53s, eta=1:13:7 2021-08-13 12:07:09 [INFO] [TRAIN] Epoch=78/270, Step=23/37, loss=29.700363, lr=0.000125, time_each_step=0.51s, eta=1:13:6 2021-08-13 12:07:10 [INFO] [TRAIN] Epoch=78/270, Step=25/37, loss=25.701122, lr=0.000125, time_each_step=0.52s, eta=1:13:5 2021-08-13 12:07:11 [INFO] [TRAIN] Epoch=78/270, Step=27/37, loss=39.00248, lr=0.000125, time_each_step=0.51s, eta=1:13:4 2021-08-13 12:07:12 [INFO] [TRAIN] Epoch=78/270, Step=29/37, loss=41.306164, lr=0.000125, time_each_step=0.5s, eta=1:13:2 2021-08-13 12:07:13 [INFO] [TRAIN] Epoch=78/270, Step=31/37, loss=26.115793, lr=0.000125, time_each_step=0.47s, eta=1:13:1 2021-08-13 12:07:13 [INFO] [TRAIN] Epoch=78/270, Step=33/37, loss=28.72333, lr=0.000125, time_each_step=0.44s, eta=1:13:0 2021-08-13 12:07:13 [INFO] [TRAIN] Epoch=78/270, Step=35/37, loss=26.916864, lr=0.000125, time_each_step=0.42s, eta=1:12:59 2021-08-13 12:07:15 [INFO] [TRAIN] Epoch=78/270, Step=37/37, loss=28.998178, lr=0.000125, time_each_step=0.42s, eta=1:12:58 2021-08-13 12:07:15 [INFO] [TRAIN] Epoch 78 finished, loss=27.418951, lr=0.000125 . 2021-08-13 12:07:20 [INFO] [TRAIN] Epoch=79/270, Step=2/37, loss=25.672083, lr=0.000125, time_each_step=0.65s, eta=1:15:21 2021-08-13 12:07:21 [INFO] [TRAIN] Epoch=79/270, Step=4/37, loss=18.091614, lr=0.000125, time_each_step=0.67s, eta=1:15:21 2021-08-13 12:07:23 [INFO] [TRAIN] Epoch=79/270, Step=6/37, loss=29.628265, lr=0.000125, time_each_step=0.67s, eta=1:15:19 2021-08-13 12:07:24 [INFO] [TRAIN] Epoch=79/270, Step=8/37, loss=35.949013, lr=0.000125, time_each_step=0.65s, eta=1:15:17 2021-08-13 12:07:24 [INFO] [TRAIN] Epoch=79/270, Step=10/37, loss=28.221378, lr=0.000125, time_each_step=0.64s, eta=1:15:16 2021-08-13 12:07:25 [INFO] [TRAIN] Epoch=79/270, Step=12/37, loss=23.742191, lr=0.000125, time_each_step=0.65s, eta=1:15:15 2021-08-13 12:07:27 [INFO] [TRAIN] Epoch=79/270, Step=14/37, loss=35.358868, lr=0.000125, time_each_step=0.68s, eta=1:15:14 2021-08-13 12:07:28 [INFO] [TRAIN] Epoch=79/270, Step=16/37, loss=28.447754, lr=0.000125, time_each_step=0.73s, eta=1:15:14 2021-08-13 12:07:29 [INFO] [TRAIN] Epoch=79/270, Step=18/37, loss=56.76313, lr=0.000125, time_each_step=0.78s, eta=1:15:13 2021-08-13 12:07:30 [INFO] [TRAIN] Epoch=79/270, Step=20/37, loss=31.325005, lr=0.000125, time_each_step=0.77s, eta=1:15:11 2021-08-13 12:07:31 [INFO] [TRAIN] Epoch=79/270, Step=22/37, loss=25.093369, lr=0.000125, time_each_step=0.55s, eta=1:15:7 2021-08-13 12:07:33 [INFO] [TRAIN] Epoch=79/270, Step=24/37, loss=23.584541, lr=0.000125, time_each_step=0.56s, eta=1:15:6 2021-08-13 12:07:34 [INFO] [TRAIN] Epoch=79/270, Step=26/37, loss=29.957037, lr=0.000125, time_each_step=0.54s, eta=1:15:4 2021-08-13 12:07:35 [INFO] [TRAIN] Epoch=79/270, Step=28/37, loss=17.352423, lr=0.000125, time_each_step=0.55s, eta=1:15:3 2021-08-13 12:07:36 [INFO] [TRAIN] Epoch=79/270, Step=30/37, loss=36.654949, lr=0.000125, time_each_step=0.56s, eta=1:15:2 2021-08-13 12:07:36 [INFO] [TRAIN] Epoch=79/270, Step=32/37, loss=21.597851, lr=0.000125, time_each_step=0.55s, eta=1:15:1 2021-08-13 12:07:38 [INFO] [TRAIN] Epoch=79/270, Step=34/37, loss=29.553043, lr=0.000125, time_each_step=0.57s, eta=1:15:0 2021-08-13 12:07:39 [INFO] [TRAIN] Epoch=79/270, Step=36/37, loss=36.745689, lr=0.000125, time_each_step=0.55s, eta=1:14:59 2021-08-13 12:07:40 [INFO] [TRAIN] Epoch 79 finished, loss=27.056509, lr=0.000125 . 2021-08-13 12:07:43 [INFO] [TRAIN] Epoch=80/270, Step=1/37, loss=20.138027, lr=0.000125, time_each_step=0.67s, eta=1:20:30 2021-08-13 12:07:45 [INFO] [TRAIN] Epoch=80/270, Step=3/37, loss=36.285431, lr=0.000125, time_each_step=0.75s, eta=1:20:31 2021-08-13 12:07:47 [INFO] [TRAIN] Epoch=80/270, Step=5/37, loss=21.130785, lr=0.000125, time_each_step=0.76s, eta=1:20:30 2021-08-13 12:07:48 [INFO] [TRAIN] Epoch=80/270, Step=7/37, loss=27.293367, lr=0.000125, time_each_step=0.75s, eta=1:20:28 2021-08-13 12:07:49 [INFO] [TRAIN] Epoch=80/270, Step=9/37, loss=55.605133, lr=0.000125, time_each_step=0.75s, eta=1:20:26 2021-08-13 12:07:50 [INFO] [TRAIN] Epoch=80/270, Step=11/37, loss=24.792479, lr=0.000125, time_each_step=0.74s, eta=1:20:25 2021-08-13 12:07:50 [INFO] [TRAIN] Epoch=80/270, Step=13/37, loss=17.460728, lr=0.000125, time_each_step=0.73s, eta=1:20:23 2021-08-13 12:07:51 [INFO] [TRAIN] Epoch=80/270, Step=15/37, loss=23.207373, lr=0.000125, time_each_step=0.74s, eta=1:20:22 2021-08-13 12:07:53 [INFO] [TRAIN] Epoch=80/270, Step=17/37, loss=27.288137, lr=0.000125, time_each_step=0.72s, eta=1:20:20 2021-08-13 12:07:54 [INFO] [TRAIN] Epoch=80/270, Step=19/37, loss=28.429216, lr=0.000125, time_each_step=0.72s, eta=1:20:18 2021-08-13 12:07:55 [INFO] [TRAIN] Epoch=80/270, Step=21/37, loss=35.045944, lr=0.000125, time_each_step=0.59s, eta=1:20:15 2021-08-13 12:07:56 [INFO] [TRAIN] Epoch=80/270, Step=23/37, loss=21.349483, lr=0.000125, time_each_step=0.52s, eta=1:20:13 2021-08-13 12:07:57 [INFO] [TRAIN] Epoch=80/270, Step=25/37, loss=28.445343, lr=0.000125, time_each_step=0.5s, eta=1:20:11 2021-08-13 12:07:58 [INFO] [TRAIN] Epoch=80/270, Step=27/37, loss=23.103542, lr=0.000125, time_each_step=0.51s, eta=1:20:11 2021-08-13 12:07:59 [INFO] [TRAIN] Epoch=80/270, Step=29/37, loss=34.608894, lr=0.000125, time_each_step=0.51s, eta=1:20:9 2021-08-13 12:07:59 [INFO] [TRAIN] Epoch=80/270, Step=31/37, loss=26.553837, lr=0.000125, time_each_step=0.48s, eta=1:20:8 2021-08-13 12:08:00 [INFO] [TRAIN] Epoch=80/270, Step=33/37, loss=37.244629, lr=0.000125, time_each_step=0.47s, eta=1:20:7 2021-08-13 12:08:00 [INFO] [TRAIN] Epoch=80/270, Step=35/37, loss=27.436073, lr=0.000125, time_each_step=0.43s, eta=1:20:6 2021-08-13 12:08:01 [INFO] [TRAIN] Epoch=80/270, Step=37/37, loss=29.148869, lr=0.000125, time_each_step=0.44s, eta=1:20:5 2021-08-13 12:08:02 [INFO] [TRAIN] Epoch 80 finished, loss=28.569675, lr=0.000125 . 2021-08-13 12:08:02 [INFO] Start to evaluating(total_samples=170, total_steps=11)... 100%|██████████| 11/11 [00:06<00:00, 1.57it/s] 2021-08-13 12:08:09 [INFO] [EVAL] Finished, Epoch=80, bbox_map=32.137422 . 2021-08-13 12:08:11 [INFO] Model saved in output/yolov3_mobilenetv1/best_model. 2021-08-13 12:08:12 [INFO] Model saved in output/yolov3_mobilenetv1/epoch_80. 2021-08-13 12:08:12 [INFO] Current evaluated best model in eval_dataset is epoch_80, bbox_map=32.13742202810899 2021-08-13 12:08:18 [INFO] [TRAIN] Epoch=81/270, Step=2/37, loss=32.344078, lr=0.000125, time_each_step=0.64s, eta=1:11:31 2021-08-13 12:08:19 [INFO] [TRAIN] Epoch=81/270, Step=4/37, loss=17.228893, lr=0.000125, time_each_step=0.66s, eta=1:11:30 2021-08-13 12:08:20 [INFO] [TRAIN] Epoch=81/270, Step=6/37, loss=23.841091, lr=0.000125, time_each_step=0.66s, eta=1:11:29 2021-08-13 12:08:21 [INFO] [TRAIN] Epoch=81/270, Step=8/37, loss=27.107662, lr=0.000125, time_each_step=0.64s, eta=1:11:27 2021-08-13 12:08:22 [INFO] [TRAIN] Epoch=81/270, Step=10/37, loss=22.037149, lr=0.000125, time_each_step=0.63s, eta=1:11:26 2021-08-13 12:08:23 [INFO] [TRAIN] Epoch=81/270, Step=12/37, loss=38.522659, lr=0.000125, time_each_step=0.66s, eta=1:11:25 2021-08-13 12:08:24 [INFO] [TRAIN] Epoch=81/270, Step=14/37, loss=21.459042, lr=0.000125, time_each_step=0.68s, eta=1:11:24 2021-08-13 12:08:25 [INFO] [TRAIN] Epoch=81/270, Step=16/37, loss=25.774771, lr=0.000125, time_each_step=0.7s, eta=1:11:23 2021-08-13 12:08:26 [INFO] [TRAIN] Epoch=81/270, Step=18/37, loss=21.112125, lr=0.000125, time_each_step=0.74s, eta=1:11:23 2021-08-13 12:08:27 [INFO] [TRAIN] Epoch=81/270, Step=20/37, loss=26.387768, lr=0.000125, time_each_step=0.73s, eta=1:11:21 2021-08-13 12:08:28 [INFO] [TRAIN] Epoch=81/270, Step=22/37, loss=41.117493, lr=0.000125, time_each_step=0.53s, eta=1:11:17 2021-08-13 12:08:29 [INFO] [TRAIN] Epoch=81/270, Step=24/37, loss=19.273148, lr=0.000125, time_each_step=0.51s, eta=1:11:15 2021-08-13 12:08:30 [INFO] [TRAIN] Epoch=81/270, Step=26/37, loss=25.111458, lr=0.000125, time_each_step=0.51s, eta=1:11:14 2021-08-13 12:08:31 [INFO] [TRAIN] Epoch=81/270, Step=28/37, loss=26.743416, lr=0.000125, time_each_step=0.51s, eta=1:11:13 2021-08-13 12:08:32 [INFO] [TRAIN] Epoch=81/270, Step=30/37, loss=21.890947, lr=0.000125, time_each_step=0.5s, eta=1:11:12 2021-08-13 12:08:32 [INFO] [TRAIN] Epoch=81/270, Step=32/37, loss=18.68063, lr=0.000125, time_each_step=0.45s, eta=1:11:11 2021-08-13 12:08:33 [INFO] [TRAIN] Epoch=81/270, Step=34/37, loss=21.748047, lr=0.000125, time_each_step=0.43s, eta=1:11:10 2021-08-13 12:08:33 [INFO] [TRAIN] Epoch=81/270, Step=36/37, loss=20.368248, lr=0.000125, time_each_step=0.41s, eta=1:11:9 2021-08-13 12:08:33 [INFO] [TRAIN] Epoch 81 finished, loss=27.080791, lr=0.000125 . 2021-08-13 12:08:38 [INFO] [TRAIN] Epoch=82/270, Step=1/37, loss=23.523949, lr=0.000125, time_each_step=0.62s, eta=1:7:13 2021-08-13 12:08:40 [INFO] [TRAIN] Epoch=82/270, Step=3/37, loss=20.456451, lr=0.000125, time_each_step=0.65s, eta=1:7:13 2021-08-13 12:08:41 [INFO] [TRAIN] Epoch=82/270, Step=5/37, loss=26.653267, lr=0.000125, time_each_step=0.64s, eta=1:7:11 2021-08-13 12:08:42 [INFO] [TRAIN] Epoch=82/270, Step=7/37, loss=19.914864, lr=0.000125, time_each_step=0.64s, eta=1:7:10 2021-08-13 12:08:43 [INFO] [TRAIN] Epoch=82/270, Step=9/37, loss=51.226501, lr=0.000125, time_each_step=0.66s, eta=1:7:9 2021-08-13 12:08:45 [INFO] [TRAIN] Epoch=82/270, Step=11/37, loss=22.370323, lr=0.000125, time_each_step=0.68s, eta=1:7:8 2021-08-13 12:08:45 [INFO] [TRAIN] Epoch=82/270, Step=13/37, loss=21.436913, lr=0.000125, time_each_step=0.68s, eta=1:7:7 2021-08-13 12:08:46 [INFO] [TRAIN] Epoch=82/270, Step=15/37, loss=26.20048, lr=0.000125, time_each_step=0.72s, eta=1:7:6 2021-08-13 12:08:47 [INFO] [TRAIN] Epoch=82/270, Step=17/37, loss=29.899227, lr=0.000125, time_each_step=0.75s, eta=1:7:5 2021-08-13 12:08:49 [INFO] [TRAIN] Epoch=82/270, Step=19/37, loss=32.764046, lr=0.000125, time_each_step=0.78s, eta=1:7:5 2021-08-13 12:08:50 [INFO] [TRAIN] Epoch=82/270, Step=21/37, loss=27.905958, lr=0.000125, time_each_step=0.58s, eta=1:7:0 2021-08-13 12:08:51 [INFO] [TRAIN] Epoch=82/270, Step=23/37, loss=30.017765, lr=0.000125, time_each_step=0.57s, eta=1:6:59 2021-08-13 12:08:52 [INFO] [TRAIN] Epoch=82/270, Step=25/37, loss=27.121956, lr=0.000125, time_each_step=0.56s, eta=1:6:57 2021-08-13 12:08:54 [INFO] [TRAIN] Epoch=82/270, Step=27/37, loss=18.224939, lr=0.000125, time_each_step=0.58s, eta=1:6:56 2021-08-13 12:08:54 [INFO] [TRAIN] Epoch=82/270, Step=29/37, loss=24.332357, lr=0.000125, time_each_step=0.54s, eta=1:6:55 2021-08-13 12:08:55 [INFO] [TRAIN] Epoch=82/270, Step=31/37, loss=20.929537, lr=0.000125, time_each_step=0.54s, eta=1:6:54 2021-08-13 12:08:56 [INFO] [TRAIN] Epoch=82/270, Step=33/37, loss=26.115362, lr=0.000125, time_each_step=0.52s, eta=1:6:53 2021-08-13 12:08:57 [INFO] [TRAIN] Epoch=82/270, Step=35/37, loss=30.309483, lr=0.000125, time_each_step=0.51s, eta=1:6:52 2021-08-13 12:08:57 [INFO] [TRAIN] Epoch=82/270, Step=37/37, loss=22.677799, lr=0.000125, time_each_step=0.49s, eta=1:6:51 2021-08-13 12:08:57 [INFO] [TRAIN] Epoch 82 finished, loss=26.979429, lr=0.000125 . 2021-08-13 12:09:03 [INFO] [TRAIN] Epoch=83/270, Step=2/37, loss=36.143055, lr=0.000125, time_each_step=0.72s, eta=1:17:37 2021-08-13 12:09:04 [INFO] [TRAIN] Epoch=83/270, Step=4/37, loss=35.060452, lr=0.000125, time_each_step=0.71s, eta=1:17:35 2021-08-13 12:09:06 [INFO] [TRAIN] Epoch=83/270, Step=6/37, loss=24.594486, lr=0.000125, time_each_step=0.71s, eta=1:17:34 2021-08-13 12:09:07 [INFO] [TRAIN] Epoch=83/270, Step=8/37, loss=23.479649, lr=0.000125, time_each_step=0.74s, eta=1:17:33 2021-08-13 12:09:08 [INFO] [TRAIN] Epoch=83/270, Step=10/37, loss=33.949162, lr=0.000125, time_each_step=0.71s, eta=1:17:31 2021-08-13 12:09:09 [INFO] [TRAIN] Epoch=83/270, Step=12/37, loss=35.432037, lr=0.000125, time_each_step=0.72s, eta=1:17:30 2021-08-13 12:09:10 [INFO] [TRAIN] Epoch=83/270, Step=14/37, loss=27.785175, lr=0.000125, time_each_step=0.71s, eta=1:17:28 2021-08-13 12:09:11 [INFO] [TRAIN] Epoch=83/270, Step=16/37, loss=26.038902, lr=0.000125, time_each_step=0.75s, eta=1:17:27 2021-08-13 12:09:12 [INFO] [TRAIN] Epoch=83/270, Step=18/37, loss=38.209209, lr=0.000125, time_each_step=0.74s, eta=1:17:26 2021-08-13 12:09:13 [INFO] [TRAIN] Epoch=83/270, Step=20/37, loss=31.797333, lr=0.000125, time_each_step=0.76s, eta=1:17:25 2021-08-13 12:09:14 [INFO] [TRAIN] Epoch=83/270, Step=22/37, loss=27.491894, lr=0.000125, time_each_step=0.53s, eta=1:17:20 2021-08-13 12:09:15 [INFO] [TRAIN] Epoch=83/270, Step=24/37, loss=28.014091, lr=0.000125, time_each_step=0.53s, eta=1:17:19 2021-08-13 12:09:16 [INFO] [TRAIN] Epoch=83/270, Step=26/37, loss=17.343079, lr=0.000125, time_each_step=0.51s, eta=1:17:17 2021-08-13 12:09:16 [INFO] [TRAIN] Epoch=83/270, Step=28/37, loss=35.845478, lr=0.000125, time_each_step=0.47s, eta=1:17:16 2021-08-13 12:09:17 [INFO] [TRAIN] Epoch=83/270, Step=30/37, loss=13.115888, lr=0.000125, time_each_step=0.47s, eta=1:17:15 2021-08-13 12:09:18 [INFO] [TRAIN] Epoch=83/270, Step=32/37, loss=33.70253, lr=0.000125, time_each_step=0.46s, eta=1:17:14 2021-08-13 12:09:19 [INFO] [TRAIN] Epoch=83/270, Step=34/37, loss=35.150475, lr=0.000125, time_each_step=0.45s, eta=1:17:13 2021-08-13 12:09:20 [INFO] [TRAIN] Epoch=83/270, Step=36/37, loss=32.859692, lr=0.000125, time_each_step=0.44s, eta=1:17:12 2021-08-13 12:09:20 [INFO] [TRAIN] Epoch 83 finished, loss=27.515667, lr=0.000125 . 2021-08-13 12:09:25 [INFO] [TRAIN] Epoch=84/270, Step=1/37, loss=19.080059, lr=0.000125, time_each_step=0.68s, eta=1:13:14 2021-08-13 12:09:27 [INFO] [TRAIN] Epoch=84/270, Step=3/37, loss=23.125328, lr=0.000125, time_each_step=0.7s, eta=1:13:13 2021-08-13 12:09:27 [INFO] [TRAIN] Epoch=84/270, Step=5/37, loss=32.728886, lr=0.000125, time_each_step=0.68s, eta=1:13:12 2021-08-13 12:09:29 [INFO] [TRAIN] Epoch=84/270, Step=7/37, loss=28.301884, lr=0.000125, time_each_step=0.69s, eta=1:13:10 2021-08-13 12:09:29 [INFO] [TRAIN] Epoch=84/270, Step=9/37, loss=39.759403, lr=0.000125, time_each_step=0.68s, eta=1:13:9 2021-08-13 12:09:31 [INFO] [TRAIN] Epoch=84/270, Step=11/37, loss=27.139008, lr=0.000125, time_each_step=0.72s, eta=1:13:8 2021-08-13 12:09:31 [INFO] [TRAIN] Epoch=84/270, Step=13/37, loss=25.349909, lr=0.000125, time_each_step=0.7s, eta=1:13:7 2021-08-13 12:09:33 [INFO] [TRAIN] Epoch=84/270, Step=15/37, loss=18.164703, lr=0.000125, time_each_step=0.73s, eta=1:13:6 2021-08-13 12:09:33 [INFO] [TRAIN] Epoch=84/270, Step=17/37, loss=16.264503, lr=0.000125, time_each_step=0.73s, eta=1:13:4 2021-08-13 12:09:34 [INFO] [TRAIN] Epoch=84/270, Step=19/37, loss=39.934761, lr=0.000125, time_each_step=0.73s, eta=1:13:3 2021-08-13 12:09:35 [INFO] [TRAIN] Epoch=84/270, Step=21/37, loss=24.640635, lr=0.000125, time_each_step=0.51s, eta=1:12:58 2021-08-13 12:09:36 [INFO] [TRAIN] Epoch=84/270, Step=23/37, loss=36.79834, lr=0.000125, time_each_step=0.49s, eta=1:12:57 2021-08-13 12:09:37 [INFO] [TRAIN] Epoch=84/270, Step=25/37, loss=23.302788, lr=0.000125, time_each_step=0.49s, eta=1:12:56 2021-08-13 12:09:38 [INFO] [TRAIN] Epoch=84/270, Step=27/37, loss=18.065235, lr=0.000125, time_each_step=0.49s, eta=1:12:55 2021-08-13 12:09:39 [INFO] [TRAIN] Epoch=84/270, Step=29/37, loss=26.075413, lr=0.000125, time_each_step=0.47s, eta=1:12:53 2021-08-13 12:09:40 [INFO] [TRAIN] Epoch=84/270, Step=31/37, loss=34.149036, lr=0.000125, time_each_step=0.44s, eta=1:12:52 2021-08-13 12:09:40 [INFO] [TRAIN] Epoch=84/270, Step=33/37, loss=27.059931, lr=0.000125, time_each_step=0.43s, eta=1:12:51 2021-08-13 12:09:41 [INFO] [TRAIN] Epoch=84/270, Step=35/37, loss=32.557541, lr=0.000125, time_each_step=0.42s, eta=1:12:51 2021-08-13 12:09:42 [INFO] [TRAIN] Epoch=84/270, Step=37/37, loss=22.674324, lr=0.000125, time_each_step=0.45s, eta=1:12:50 2021-08-13 12:09:42 [INFO] [TRAIN] Epoch 84 finished, loss=27.511108, lr=0.000125 . 2021-08-13 12:09:49 [INFO] [TRAIN] Epoch=85/270, Step=2/37, loss=30.074238, lr=0.000125, time_each_step=0.72s, eta=1:10:25 2021-08-13 12:09:50 [INFO] [TRAIN] Epoch=85/270, Step=4/37, loss=14.560961, lr=0.000125, time_each_step=0.71s, eta=1:10:23 2021-08-13 12:09:51 [INFO] [TRAIN] Epoch=85/270, Step=6/37, loss=40.437675, lr=0.000125, time_each_step=0.7s, eta=1:10:22 2021-08-13 12:09:52 [INFO] [TRAIN] Epoch=85/270, Step=8/37, loss=31.535175, lr=0.000125, time_each_step=0.72s, eta=1:10:21 2021-08-13 12:09:53 [INFO] [TRAIN] Epoch=85/270, Step=10/37, loss=21.925129, lr=0.000125, time_each_step=0.74s, eta=1:10:20 2021-08-13 12:09:54 [INFO] [TRAIN] Epoch=85/270, Step=12/37, loss=17.814926, lr=0.000125, time_each_step=0.75s, eta=1:10:19 2021-08-13 12:09:55 [INFO] [TRAIN] Epoch=85/270, Step=14/37, loss=39.392544, lr=0.000125, time_each_step=0.77s, eta=1:10:18 2021-08-13 12:09:57 [INFO] [TRAIN] Epoch=85/270, Step=16/37, loss=27.544064, lr=0.000125, time_each_step=0.82s, eta=1:10:17 2021-08-13 12:09:58 [INFO] [TRAIN] Epoch=85/270, Step=18/37, loss=35.052933, lr=0.000125, time_each_step=0.86s, eta=1:10:16 2021-08-13 12:09:59 [INFO] [TRAIN] Epoch=85/270, Step=20/37, loss=27.302315, lr=0.000125, time_each_step=0.83s, eta=1:10:14 2021-08-13 12:10:00 [INFO] [TRAIN] Epoch=85/270, Step=22/37, loss=22.131344, lr=0.000125, time_each_step=0.56s, eta=1:10:9 2021-08-13 12:10:01 [INFO] [TRAIN] Epoch=85/270, Step=24/37, loss=25.352108, lr=0.000125, time_each_step=0.59s, eta=1:10:8 2021-08-13 12:10:03 [INFO] [TRAIN] Epoch=85/270, Step=26/37, loss=31.98045, lr=0.000125, time_each_step=0.6s, eta=1:10:7 2021-08-13 12:10:04 [INFO] [TRAIN] Epoch=85/270, Step=28/37, loss=30.879948, lr=0.000125, time_each_step=0.6s, eta=1:10:6 2021-08-13 12:10:05 [INFO] [TRAIN] Epoch=85/270, Step=30/37, loss=20.724876, lr=0.000125, time_each_step=0.57s, eta=1:10:4 2021-08-13 12:10:05 [INFO] [TRAIN] Epoch=85/270, Step=32/37, loss=28.951675, lr=0.000125, time_each_step=0.56s, eta=1:10:3 2021-08-13 12:10:06 [INFO] [TRAIN] Epoch=85/270, Step=34/37, loss=40.387253, lr=0.000125, time_each_step=0.53s, eta=1:10:2 2021-08-13 12:10:07 [INFO] [TRAIN] Epoch=85/270, Step=36/37, loss=26.602139, lr=0.000125, time_each_step=0.5s, eta=1:10:1 2021-08-13 12:10:07 [INFO] [TRAIN] Epoch 85 finished, loss=28.287113, lr=0.000125 . 2021-08-13 12:10:13 [INFO] [TRAIN] Epoch=86/270, Step=1/37, loss=33.018894, lr=0.000125, time_each_step=0.71s, eta=1:18:21 2021-08-13 12:10:14 [INFO] [TRAIN] Epoch=86/270, Step=3/37, loss=25.671013, lr=0.000125, time_each_step=0.72s, eta=1:18:20 2021-08-13 12:10:14 [INFO] [TRAIN] Epoch=86/270, Step=5/37, loss=31.980732, lr=0.000125, time_each_step=0.72s, eta=1:18:19 2021-08-13 12:10:16 [INFO] [TRAIN] Epoch=86/270, Step=7/37, loss=32.223221, lr=0.000125, time_each_step=0.71s, eta=1:18:17 2021-08-13 12:10:16 [INFO] [TRAIN] Epoch=86/270, Step=9/37, loss=15.181427, lr=0.000125, time_each_step=0.69s, eta=1:18:15 2021-08-13 12:10:17 [INFO] [TRAIN] Epoch=86/270, Step=11/37, loss=24.32995, lr=0.000125, time_each_step=0.66s, eta=1:18:13 2021-08-13 12:10:18 [INFO] [TRAIN] Epoch=86/270, Step=13/37, loss=22.435816, lr=0.000125, time_each_step=0.66s, eta=1:18:11 2021-08-13 12:10:19 [INFO] [TRAIN] Epoch=86/270, Step=15/37, loss=18.879372, lr=0.000125, time_each_step=0.68s, eta=1:18:11 2021-08-13 12:10:20 [INFO] [TRAIN] Epoch=86/270, Step=17/37, loss=23.296864, lr=0.000125, time_each_step=0.73s, eta=1:18:10 2021-08-13 12:10:21 [INFO] [TRAIN] Epoch=86/270, Step=19/37, loss=39.321106, lr=0.000125, time_each_step=0.73s, eta=1:18:9 2021-08-13 12:10:22 [INFO] [TRAIN] Epoch=86/270, Step=21/37, loss=29.05257, lr=0.000125, time_each_step=0.48s, eta=1:18:3 2021-08-13 12:10:23 [INFO] [TRAIN] Epoch=86/270, Step=23/37, loss=29.386784, lr=0.000125, time_each_step=0.47s, eta=1:18:2 2021-08-13 12:10:24 [INFO] [TRAIN] Epoch=86/270, Step=25/37, loss=30.283958, lr=0.000125, time_each_step=0.49s, eta=1:18:1 2021-08-13 12:10:25 [INFO] [TRAIN] Epoch=86/270, Step=27/37, loss=24.141396, lr=0.000125, time_each_step=0.46s, eta=1:18:0 2021-08-13 12:10:26 [INFO] [TRAIN] Epoch=86/270, Step=29/37, loss=22.693092, lr=0.000125, time_each_step=0.48s, eta=1:17:59 2021-08-13 12:10:27 [INFO] [TRAIN] Epoch=86/270, Step=31/37, loss=17.683193, lr=0.000125, time_each_step=0.5s, eta=1:17:59 2021-08-13 12:10:28 [INFO] [TRAIN] Epoch=86/270, Step=33/37, loss=31.44556, lr=0.000125, time_each_step=0.49s, eta=1:17:58 2021-08-13 12:10:28 [INFO] [TRAIN] Epoch=86/270, Step=35/37, loss=21.128174, lr=0.000125, time_each_step=0.47s, eta=1:17:57 2021-08-13 12:10:31 [INFO] [TRAIN] Epoch=86/270, Step=37/37, loss=18.580194, lr=0.000125, time_each_step=0.51s, eta=1:17:56 2021-08-13 12:10:31 [INFO] [TRAIN] Epoch 86 finished, loss=24.490177, lr=0.000125 . 2021-08-13 12:10:39 [INFO] [TRAIN] Epoch=87/270, Step=2/37, loss=31.772045, lr=0.000125, time_each_step=0.88s, eta=1:13:46 2021-08-13 12:10:40 [INFO] [TRAIN] Epoch=87/270, Step=4/37, loss=22.060154, lr=0.000125, time_each_step=0.9s, eta=1:13:45 2021-08-13 12:10:42 [INFO] [TRAIN] Epoch=87/270, Step=6/37, loss=45.032364, lr=0.000125, time_each_step=0.92s, eta=1:13:44 2021-08-13 12:10:43 [INFO] [TRAIN] Epoch=87/270, Step=8/37, loss=19.888029, lr=0.000125, time_each_step=0.93s, eta=1:13:42 2021-08-13 12:10:44 [INFO] [TRAIN] Epoch=87/270, Step=10/37, loss=35.124336, lr=0.000125, time_each_step=0.95s, eta=1:13:41 2021-08-13 12:10:45 [INFO] [TRAIN] Epoch=87/270, Step=12/37, loss=21.734211, lr=0.000125, time_each_step=0.96s, eta=1:13:39 2021-08-13 12:10:46 [INFO] [TRAIN] Epoch=87/270, Step=14/37, loss=30.543037, lr=0.000125, time_each_step=0.95s, eta=1:13:37 2021-08-13 12:10:47 [INFO] [TRAIN] Epoch=87/270, Step=16/37, loss=28.948751, lr=0.000125, time_each_step=0.95s, eta=1:13:35 2021-08-13 12:10:48 [INFO] [TRAIN] Epoch=87/270, Step=18/37, loss=30.623829, lr=0.000125, time_each_step=0.96s, eta=1:13:34 2021-08-13 12:10:49 [INFO] [TRAIN] Epoch=87/270, Step=20/37, loss=35.725574, lr=0.000125, time_each_step=0.9s, eta=1:13:31 2021-08-13 12:10:49 [INFO] [TRAIN] Epoch=87/270, Step=22/37, loss=32.041855, lr=0.000125, time_each_step=0.52s, eta=1:13:23 2021-08-13 12:10:50 [INFO] [TRAIN] Epoch=87/270, Step=24/37, loss=23.947855, lr=0.000125, time_each_step=0.5s, eta=1:13:22 2021-08-13 12:10:51 [INFO] [TRAIN] Epoch=87/270, Step=26/37, loss=25.054314, lr=0.000125, time_each_step=0.48s, eta=1:13:21 2021-08-13 12:10:52 [INFO] [TRAIN] Epoch=87/270, Step=28/37, loss=32.883236, lr=0.000125, time_each_step=0.48s, eta=1:13:20 2021-08-13 12:10:53 [INFO] [TRAIN] Epoch=87/270, Step=30/37, loss=23.645063, lr=0.000125, time_each_step=0.47s, eta=1:13:19 2021-08-13 12:10:54 [INFO] [TRAIN] Epoch=87/270, Step=32/37, loss=18.335403, lr=0.000125, time_each_step=0.43s, eta=1:13:18 2021-08-13 12:10:54 [INFO] [TRAIN] Epoch=87/270, Step=34/37, loss=38.184052, lr=0.000125, time_each_step=0.41s, eta=1:13:17 2021-08-13 12:10:55 [INFO] [TRAIN] Epoch=87/270, Step=36/37, loss=18.891483, lr=0.000125, time_each_step=0.4s, eta=1:13:16 2021-08-13 12:10:56 [INFO] [TRAIN] Epoch 87 finished, loss=27.966883, lr=0.000125 . 2021-08-13 12:11:00 [INFO] [TRAIN] Epoch=88/270, Step=1/37, loss=27.811268, lr=0.000125, time_each_step=0.61s, eta=1:18:0 2021-08-13 12:11:02 [INFO] [TRAIN] Epoch=88/270, Step=3/37, loss=36.591545, lr=0.000125, time_each_step=0.64s, eta=1:18:0 2021-08-13 12:11:03 [INFO] [TRAIN] Epoch=88/270, Step=5/37, loss=20.865414, lr=0.000125, time_each_step=0.67s, eta=1:18:0 2021-08-13 12:11:04 [INFO] [TRAIN] Epoch=88/270, Step=7/37, loss=23.89049, lr=0.000125, time_each_step=0.68s, eta=1:17:59 2021-08-13 12:11:05 [INFO] [TRAIN] Epoch=88/270, Step=9/37, loss=21.314445, lr=0.000125, time_each_step=0.7s, eta=1:17:58 2021-08-13 12:11:07 [INFO] [TRAIN] Epoch=88/270, Step=11/37, loss=30.678164, lr=0.000125, time_each_step=0.7s, eta=1:17:57 2021-08-13 12:11:08 [INFO] [TRAIN] Epoch=88/270, Step=13/37, loss=26.025244, lr=0.000125, time_each_step=0.73s, eta=1:17:56 2021-08-13 12:11:09 [INFO] [TRAIN] Epoch=88/270, Step=15/37, loss=20.602829, lr=0.000125, time_each_step=0.77s, eta=1:17:55 2021-08-13 12:11:10 [INFO] [TRAIN] Epoch=88/270, Step=17/37, loss=28.131498, lr=0.000125, time_each_step=0.78s, eta=1:17:54 2021-08-13 12:11:11 [INFO] [TRAIN] Epoch=88/270, Step=19/37, loss=38.096962, lr=0.000125, time_each_step=0.79s, eta=1:17:53 2021-08-13 12:11:12 [INFO] [TRAIN] Epoch=88/270, Step=21/37, loss=38.248451, lr=0.000125, time_each_step=0.6s, eta=1:17:48 2021-08-13 12:11:13 [INFO] [TRAIN] Epoch=88/270, Step=23/37, loss=23.964212, lr=0.000125, time_each_step=0.57s, eta=1:17:46 2021-08-13 12:11:14 [INFO] [TRAIN] Epoch=88/270, Step=25/37, loss=26.304134, lr=0.000125, time_each_step=0.55s, eta=1:17:45 2021-08-13 12:11:15 [INFO] [TRAIN] Epoch=88/270, Step=27/37, loss=20.856445, lr=0.000125, time_each_step=0.54s, eta=1:17:44 2021-08-13 12:11:16 [INFO] [TRAIN] Epoch=88/270, Step=29/37, loss=35.575874, lr=0.000125, time_each_step=0.54s, eta=1:17:43 2021-08-13 12:11:17 [INFO] [TRAIN] Epoch=88/270, Step=31/37, loss=28.367807, lr=0.000125, time_each_step=0.52s, eta=1:17:42 2021-08-13 12:11:17 [INFO] [TRAIN] Epoch=88/270, Step=33/37, loss=21.007788, lr=0.000125, time_each_step=0.48s, eta=1:17:40 2021-08-13 12:11:18 [INFO] [TRAIN] Epoch=88/270, Step=35/37, loss=27.943886, lr=0.000125, time_each_step=0.43s, eta=1:17:39 2021-08-13 12:11:18 [INFO] [TRAIN] Epoch=88/270, Step=37/37, loss=22.063946, lr=0.000125, time_each_step=0.4s, eta=1:17:38 2021-08-13 12:11:18 [INFO] [TRAIN] Epoch 88 finished, loss=27.474184, lr=0.000125 . 2021-08-13 12:11:24 [INFO] [TRAIN] Epoch=89/270, Step=2/37, loss=38.770927, lr=0.000125, time_each_step=0.66s, eta=1:10:41 2021-08-13 12:11:26 [INFO] [TRAIN] Epoch=89/270, Step=4/37, loss=25.716125, lr=0.000125, time_each_step=0.71s, eta=1:10:41 2021-08-13 12:11:27 [INFO] [TRAIN] Epoch=89/270, Step=6/37, loss=27.122898, lr=0.000125, time_each_step=0.71s, eta=1:10:40 2021-08-13 12:11:28 [INFO] [TRAIN] Epoch=89/270, Step=8/37, loss=25.031401, lr=0.000125, time_each_step=0.71s, eta=1:10:38 2021-08-13 12:11:29 [INFO] [TRAIN] Epoch=89/270, Step=10/37, loss=21.849419, lr=0.000125, time_each_step=0.71s, eta=1:10:37 2021-08-13 12:11:30 [INFO] [TRAIN] Epoch=89/270, Step=12/37, loss=30.713814, lr=0.000125, time_each_step=0.71s, eta=1:10:35 2021-08-13 12:11:31 [INFO] [TRAIN] Epoch=89/270, Step=14/37, loss=15.208858, lr=0.000125, time_each_step=0.71s, eta=1:10:34 2021-08-13 12:11:32 [INFO] [TRAIN] Epoch=89/270, Step=16/37, loss=20.483231, lr=0.000125, time_each_step=0.71s, eta=1:10:33 2021-08-13 12:11:33 [INFO] [TRAIN] Epoch=89/270, Step=18/37, loss=31.008318, lr=0.000125, time_each_step=0.76s, eta=1:10:32 2021-08-13 12:11:34 [INFO] [TRAIN] Epoch=89/270, Step=20/37, loss=21.715765, lr=0.000125, time_each_step=0.79s, eta=1:10:31 2021-08-13 12:11:35 [INFO] [TRAIN] Epoch=89/270, Step=22/37, loss=19.942303, lr=0.000125, time_each_step=0.54s, eta=1:10:26 2021-08-13 12:11:36 [INFO] [TRAIN] Epoch=89/270, Step=24/37, loss=28.860195, lr=0.000125, time_each_step=0.5s, eta=1:10:24 2021-08-13 12:11:37 [INFO] [TRAIN] Epoch=89/270, Step=26/37, loss=29.225296, lr=0.000125, time_each_step=0.49s, eta=1:10:23 2021-08-13 12:11:38 [INFO] [TRAIN] Epoch=89/270, Step=28/37, loss=41.202957, lr=0.000125, time_each_step=0.49s, eta=1:10:22 2021-08-13 12:11:39 [INFO] [TRAIN] Epoch=89/270, Step=30/37, loss=24.454475, lr=0.000125, time_each_step=0.47s, eta=1:10:21 2021-08-13 12:11:39 [INFO] [TRAIN] Epoch=89/270, Step=32/37, loss=20.762581, lr=0.000125, time_each_step=0.44s, eta=1:10:20 2021-08-13 12:11:40 [INFO] [TRAIN] Epoch=89/270, Step=34/37, loss=21.417004, lr=0.000125, time_each_step=0.44s, eta=1:10:19 2021-08-13 12:11:41 [INFO] [TRAIN] Epoch=89/270, Step=36/37, loss=12.723017, lr=0.000125, time_each_step=0.44s, eta=1:10:18 2021-08-13 12:11:41 [INFO] [TRAIN] Epoch 89 finished, loss=26.148813, lr=0.000125 . 2021-08-13 12:11:46 [INFO] [TRAIN] Epoch=90/270, Step=1/37, loss=49.533348, lr=0.000125, time_each_step=0.64s, eta=1:10:1 2021-08-13 12:11:48 [INFO] [TRAIN] Epoch=90/270, Step=3/37, loss=28.918995, lr=0.000125, time_each_step=0.7s, eta=1:10:2 2021-08-13 12:11:49 [INFO] [TRAIN] Epoch=90/270, Step=5/37, loss=30.551174, lr=0.000125, time_each_step=0.71s, eta=1:10:1 2021-08-13 12:11:50 [INFO] [TRAIN] Epoch=90/270, Step=7/37, loss=23.416933, lr=0.000125, time_each_step=0.68s, eta=1:9:59 2021-08-13 12:11:51 [INFO] [TRAIN] Epoch=90/270, Step=9/37, loss=33.558762, lr=0.000125, time_each_step=0.7s, eta=1:9:58 2021-08-13 12:11:52 [INFO] [TRAIN] Epoch=90/270, Step=11/37, loss=24.901699, lr=0.000125, time_each_step=0.69s, eta=1:9:56 2021-08-13 12:11:53 [INFO] [TRAIN] Epoch=90/270, Step=13/37, loss=23.96907, lr=0.000125, time_each_step=0.7s, eta=1:9:55 2021-08-13 12:11:54 [INFO] [TRAIN] Epoch=90/270, Step=15/37, loss=29.915627, lr=0.000125, time_each_step=0.72s, eta=1:9:54 2021-08-13 12:11:55 [INFO] [TRAIN] Epoch=90/270, Step=17/37, loss=17.132679, lr=0.000125, time_each_step=0.73s, eta=1:9:53 2021-08-13 12:11:56 [INFO] [TRAIN] Epoch=90/270, Step=19/37, loss=27.311016, lr=0.000125, time_each_step=0.74s, eta=1:9:52 2021-08-13 12:11:56 [INFO] [TRAIN] Epoch=90/270, Step=21/37, loss=28.335762, lr=0.000125, time_each_step=0.52s, eta=1:9:47 2021-08-13 12:11:58 [INFO] [TRAIN] Epoch=90/270, Step=23/37, loss=19.226004, lr=0.000125, time_each_step=0.47s, eta=1:9:45 2021-08-13 12:11:59 [INFO] [TRAIN] Epoch=90/270, Step=25/37, loss=33.729218, lr=0.000125, time_each_step=0.47s, eta=1:9:44 2021-08-13 12:12:00 [INFO] [TRAIN] Epoch=90/270, Step=27/37, loss=25.952013, lr=0.000125, time_each_step=0.5s, eta=1:9:44 2021-08-13 12:12:01 [INFO] [TRAIN] Epoch=90/270, Step=29/37, loss=15.859493, lr=0.000125, time_each_step=0.49s, eta=1:9:42 2021-08-13 12:12:01 [INFO] [TRAIN] Epoch=90/270, Step=31/37, loss=26.154442, lr=0.000125, time_each_step=0.48s, eta=1:9:41 2021-08-13 12:12:02 [INFO] [TRAIN] Epoch=90/270, Step=33/37, loss=23.40736, lr=0.000125, time_each_step=0.46s, eta=1:9:40 2021-08-13 12:12:02 [INFO] [TRAIN] Epoch=90/270, Step=35/37, loss=21.517521, lr=0.000125, time_each_step=0.43s, eta=1:9:39 2021-08-13 12:12:03 [INFO] [TRAIN] Epoch=90/270, Step=37/37, loss=21.262188, lr=0.000125, time_each_step=0.42s, eta=1:9:39 2021-08-13 12:12:03 [INFO] [TRAIN] Epoch 90 finished, loss=24.978632, lr=0.000125 . 2021-08-13 12:12:07 [INFO] [TRAIN] Epoch=91/270, Step=2/37, loss=25.715576, lr=0.000125, time_each_step=0.58s, eta=1:8:8 2021-08-13 12:12:09 [INFO] [TRAIN] Epoch=91/270, Step=4/37, loss=23.718821, lr=0.000125, time_each_step=0.6s, eta=1:8:8 2021-08-13 12:12:10 [INFO] [TRAIN] Epoch=91/270, Step=6/37, loss=39.100616, lr=0.000125, time_each_step=0.62s, eta=1:8:7 2021-08-13 12:12:11 [INFO] [TRAIN] Epoch=91/270, Step=8/37, loss=38.440731, lr=0.000125, time_each_step=0.62s, eta=1:8:6 2021-08-13 12:12:12 [INFO] [TRAIN] Epoch=91/270, Step=10/37, loss=26.922607, lr=0.000125, time_each_step=0.63s, eta=1:8:5 2021-08-13 12:12:14 [INFO] [TRAIN] Epoch=91/270, Step=12/37, loss=27.565502, lr=0.000125, time_each_step=0.64s, eta=1:8:4 2021-08-13 12:12:15 [INFO] [TRAIN] Epoch=91/270, Step=14/37, loss=19.783714, lr=0.000125, time_each_step=0.65s, eta=1:8:3 2021-08-13 12:12:16 [INFO] [TRAIN] Epoch=91/270, Step=16/37, loss=12.597502, lr=0.000125, time_each_step=0.67s, eta=1:8:2 2021-08-13 12:12:17 [INFO] [TRAIN] Epoch=91/270, Step=18/37, loss=25.62627, lr=0.000125, time_each_step=0.71s, eta=1:8:2 2021-08-13 12:12:18 [INFO] [TRAIN] Epoch=91/270, Step=20/37, loss=35.739895, lr=0.000125, time_each_step=0.74s, eta=1:8:1 2021-08-13 12:12:19 [INFO] [TRAIN] Epoch=91/270, Step=22/37, loss=20.908764, lr=0.000125, time_each_step=0.58s, eta=1:7:57 2021-08-13 12:12:20 [INFO] [TRAIN] Epoch=91/270, Step=24/37, loss=48.212517, lr=0.000125, time_each_step=0.6s, eta=1:7:56 2021-08-13 12:12:21 [INFO] [TRAIN] Epoch=91/270, Step=26/37, loss=17.673086, lr=0.000125, time_each_step=0.56s, eta=1:7:54 2021-08-13 12:12:22 [INFO] [TRAIN] Epoch=91/270, Step=28/37, loss=40.032593, lr=0.000125, time_each_step=0.56s, eta=1:7:53 2021-08-13 12:12:23 [INFO] [TRAIN] Epoch=91/270, Step=30/37, loss=22.744141, lr=0.000125, time_each_step=0.55s, eta=1:7:52 2021-08-13 12:12:24 [INFO] [TRAIN] Epoch=91/270, Step=32/37, loss=15.929358, lr=0.000125, time_each_step=0.51s, eta=1:7:51 2021-08-13 12:12:24 [INFO] [TRAIN] Epoch=91/270, Step=34/37, loss=24.333902, lr=0.000125, time_each_step=0.49s, eta=1:7:49 2021-08-13 12:12:25 [INFO] [TRAIN] Epoch=91/270, Step=36/37, loss=23.398849, lr=0.000125, time_each_step=0.46s, eta=1:7:48 2021-08-13 12:12:25 [INFO] [TRAIN] Epoch 91 finished, loss=26.834398, lr=0.000125 . 2021-08-13 12:12:30 [INFO] [TRAIN] Epoch=92/270, Step=1/37, loss=20.788467, lr=0.000125, time_each_step=0.67s, eta=1:7:29 2021-08-13 12:12:31 [INFO] [TRAIN] Epoch=92/270, Step=3/37, loss=20.943666, lr=0.000125, time_each_step=0.67s, eta=1:7:28 2021-08-13 12:12:33 [INFO] [TRAIN] Epoch=92/270, Step=5/37, loss=35.736664, lr=0.000125, time_each_step=0.72s, eta=1:7:28 2021-08-13 12:12:34 [INFO] [TRAIN] Epoch=92/270, Step=7/37, loss=24.093536, lr=0.000125, time_each_step=0.7s, eta=1:7:26 2021-08-13 12:12:35 [INFO] [TRAIN] Epoch=92/270, Step=9/37, loss=18.264828, lr=0.000125, time_each_step=0.7s, eta=1:7:25 2021-08-13 12:12:36 [INFO] [TRAIN] Epoch=92/270, Step=11/37, loss=22.073462, lr=0.000125, time_each_step=0.69s, eta=1:7:23 2021-08-13 12:12:37 [INFO] [TRAIN] Epoch=92/270, Step=13/37, loss=28.887791, lr=0.000125, time_each_step=0.68s, eta=1:7:21 2021-08-13 12:12:38 [INFO] [TRAIN] Epoch=92/270, Step=15/37, loss=17.859158, lr=0.000125, time_each_step=0.71s, eta=1:7:21 2021-08-13 12:12:39 [INFO] [TRAIN] Epoch=92/270, Step=17/37, loss=39.336063, lr=0.000125, time_each_step=0.75s, eta=1:7:20 2021-08-13 12:12:40 [INFO] [TRAIN] Epoch=92/270, Step=19/37, loss=23.549591, lr=0.000125, time_each_step=0.77s, eta=1:7:19 2021-08-13 12:12:41 [INFO] [TRAIN] Epoch=92/270, Step=21/37, loss=14.361389, lr=0.000125, time_each_step=0.56s, eta=1:7:14 2021-08-13 12:12:42 [INFO] [TRAIN] Epoch=92/270, Step=23/37, loss=34.797493, lr=0.000125, time_each_step=0.55s, eta=1:7:13 2021-08-13 12:12:43 [INFO] [TRAIN] Epoch=92/270, Step=25/37, loss=27.131994, lr=0.000125, time_each_step=0.49s, eta=1:7:11 2021-08-13 12:12:44 [INFO] [TRAIN] Epoch=92/270, Step=27/37, loss=26.410797, lr=0.000125, time_each_step=0.49s, eta=1:7:10 2021-08-13 12:12:45 [INFO] [TRAIN] Epoch=92/270, Step=29/37, loss=22.210999, lr=0.000125, time_each_step=0.49s, eta=1:7:9 2021-08-13 12:12:46 [INFO] [TRAIN] Epoch=92/270, Step=31/37, loss=37.600998, lr=0.000125, time_each_step=0.48s, eta=1:7:8 2021-08-13 12:12:46 [INFO] [TRAIN] Epoch=92/270, Step=33/37, loss=25.344917, lr=0.000125, time_each_step=0.47s, eta=1:7:7 2021-08-13 12:12:47 [INFO] [TRAIN] Epoch=92/270, Step=35/37, loss=24.808735, lr=0.000125, time_each_step=0.44s, eta=1:7:6 2021-08-13 12:12:48 [INFO] [TRAIN] Epoch=92/270, Step=37/37, loss=22.349266, lr=0.000125, time_each_step=0.42s, eta=1:7:5 2021-08-13 12:12:48 [INFO] [TRAIN] Epoch 92 finished, loss=25.933699, lr=0.000125 . 2021-08-13 12:12:55 [INFO] [TRAIN] Epoch=93/270, Step=2/37, loss=20.407637, lr=0.000125, time_each_step=0.75s, eta=1:9:12 2021-08-13 12:12:57 [INFO] [TRAIN] Epoch=93/270, Step=4/37, loss=26.296524, lr=0.000125, time_each_step=0.77s, eta=1:9:11 2021-08-13 12:12:58 [INFO] [TRAIN] Epoch=93/270, Step=6/37, loss=27.141609, lr=0.000125, time_each_step=0.78s, eta=1:9:10 2021-08-13 12:12:59 [INFO] [TRAIN] Epoch=93/270, Step=8/37, loss=18.346792, lr=0.000125, time_each_step=0.79s, eta=1:9:8 2021-08-13 12:13:00 [INFO] [TRAIN] Epoch=93/270, Step=10/37, loss=27.112957, lr=0.000125, time_each_step=0.79s, eta=1:9:7 2021-08-13 12:13:01 [INFO] [TRAIN] Epoch=93/270, Step=12/37, loss=31.742418, lr=0.000125, time_each_step=0.79s, eta=1:9:5 2021-08-13 12:13:02 [INFO] [TRAIN] Epoch=93/270, Step=14/37, loss=22.748009, lr=0.000125, time_each_step=0.8s, eta=1:9:4 2021-08-13 12:13:03 [INFO] [TRAIN] Epoch=93/270, Step=16/37, loss=28.176218, lr=0.000125, time_each_step=0.83s, eta=1:9:3 2021-08-13 12:13:04 [INFO] [TRAIN] Epoch=93/270, Step=18/37, loss=31.28314, lr=0.000125, time_each_step=0.86s, eta=1:9:2 2021-08-13 12:13:05 [INFO] [TRAIN] Epoch=93/270, Step=20/37, loss=27.029081, lr=0.000125, time_each_step=0.86s, eta=1:9:0 2021-08-13 12:13:06 [INFO] [TRAIN] Epoch=93/270, Step=22/37, loss=41.311226, lr=0.000125, time_each_step=0.53s, eta=1:8:53 2021-08-13 12:13:07 [INFO] [TRAIN] Epoch=93/270, Step=24/37, loss=19.503008, lr=0.000125, time_each_step=0.49s, eta=1:8:52 2021-08-13 12:13:08 [INFO] [TRAIN] Epoch=93/270, Step=26/37, loss=25.598822, lr=0.000125, time_each_step=0.49s, eta=1:8:51 2021-08-13 12:13:09 [INFO] [TRAIN] Epoch=93/270, Step=28/37, loss=27.551003, lr=0.000125, time_each_step=0.49s, eta=1:8:50 2021-08-13 12:13:09 [INFO] [TRAIN] Epoch=93/270, Step=30/37, loss=24.377539, lr=0.000125, time_each_step=0.46s, eta=1:8:49 2021-08-13 12:13:10 [INFO] [TRAIN] Epoch=93/270, Step=32/37, loss=29.248665, lr=0.000125, time_each_step=0.43s, eta=1:8:48 2021-08-13 12:13:11 [INFO] [TRAIN] Epoch=93/270, Step=34/37, loss=23.574314, lr=0.000125, time_each_step=0.43s, eta=1:8:47 2021-08-13 12:13:11 [INFO] [TRAIN] Epoch=93/270, Step=36/37, loss=18.790115, lr=0.000125, time_each_step=0.39s, eta=1:8:46 2021-08-13 12:13:11 [INFO] [TRAIN] Epoch 93 finished, loss=26.019987, lr=0.000125 . 2021-08-13 12:13:15 [INFO] [TRAIN] Epoch=94/270, Step=1/37, loss=33.801422, lr=0.000125, time_each_step=0.52s, eta=1:9:42 2021-08-13 12:13:16 [INFO] [TRAIN] Epoch=94/270, Step=3/37, loss=31.779087, lr=0.000125, time_each_step=0.53s, eta=1:9:41 2021-08-13 12:13:17 [INFO] [TRAIN] Epoch=94/270, Step=5/37, loss=24.504818, lr=0.000125, time_each_step=0.57s, eta=1:9:42 2021-08-13 12:13:18 [INFO] [TRAIN] Epoch=94/270, Step=7/37, loss=23.490334, lr=0.000125, time_each_step=0.56s, eta=1:9:40 2021-08-13 12:13:19 [INFO] [TRAIN] Epoch=94/270, Step=9/37, loss=24.557697, lr=0.000125, time_each_step=0.57s, eta=1:9:39 2021-08-13 12:13:20 [INFO] [TRAIN] Epoch=94/270, Step=11/37, loss=22.330671, lr=0.000125, time_each_step=0.58s, eta=1:9:38 2021-08-13 12:13:21 [INFO] [TRAIN] Epoch=94/270, Step=13/37, loss=18.873058, lr=0.000125, time_each_step=0.61s, eta=1:9:38 2021-08-13 12:13:22 [INFO] [TRAIN] Epoch=94/270, Step=15/37, loss=27.617931, lr=0.000125, time_each_step=0.63s, eta=1:9:37 2021-08-13 12:13:23 [INFO] [TRAIN] Epoch=94/270, Step=17/37, loss=36.394321, lr=0.000125, time_each_step=0.64s, eta=1:9:36 2021-08-13 12:13:24 [INFO] [TRAIN] Epoch=94/270, Step=19/37, loss=16.355103, lr=0.000125, time_each_step=0.68s, eta=1:9:36 2021-08-13 12:13:25 [INFO] [TRAIN] Epoch=94/270, Step=21/37, loss=22.265892, lr=0.000125, time_each_step=0.53s, eta=1:9:32 2021-08-13 12:13:26 [INFO] [TRAIN] Epoch=94/270, Step=23/37, loss=29.703037, lr=0.000125, time_each_step=0.54s, eta=1:9:31 2021-08-13 12:13:27 [INFO] [TRAIN] Epoch=94/270, Step=25/37, loss=43.514828, lr=0.000125, time_each_step=0.51s, eta=1:9:30 2021-08-13 12:13:28 [INFO] [TRAIN] Epoch=94/270, Step=27/37, loss=28.007757, lr=0.000125, time_each_step=0.53s, eta=1:9:29 2021-08-13 12:13:30 [INFO] [TRAIN] Epoch=94/270, Step=29/37, loss=36.528023, lr=0.000125, time_each_step=0.53s, eta=1:9:28 2021-08-13 12:13:31 [INFO] [TRAIN] Epoch=94/270, Step=31/37, loss=23.860043, lr=0.000125, time_each_step=0.51s, eta=1:9:26 2021-08-13 12:13:31 [INFO] [TRAIN] Epoch=94/270, Step=33/37, loss=21.946835, lr=0.000125, time_each_step=0.48s, eta=1:9:25 2021-08-13 12:13:32 [INFO] [TRAIN] Epoch=94/270, Step=35/37, loss=38.478455, lr=0.000125, time_each_step=0.46s, eta=1:9:24 2021-08-13 12:13:32 [INFO] [TRAIN] Epoch=94/270, Step=37/37, loss=20.966949, lr=0.000125, time_each_step=0.43s, eta=1:9:23 2021-08-13 12:13:32 [INFO] [TRAIN] Epoch 94 finished, loss=28.369642, lr=0.000125 . 2021-08-13 12:13:38 [INFO] [TRAIN] Epoch=95/270, Step=2/37, loss=24.805233, lr=0.000125, time_each_step=0.68s, eta=1:3:51 2021-08-13 12:13:39 [INFO] [TRAIN] Epoch=95/270, Step=4/37, loss=16.603558, lr=0.000125, time_each_step=0.69s, eta=1:3:49 2021-08-13 12:13:40 [INFO] [TRAIN] Epoch=95/270, Step=6/37, loss=26.143097, lr=0.000125, time_each_step=0.7s, eta=1:3:48 2021-08-13 12:13:42 [INFO] [TRAIN] Epoch=95/270, Step=8/37, loss=26.19611, lr=0.000125, time_each_step=0.74s, eta=1:3:48 2021-08-13 12:13:43 [INFO] [TRAIN] Epoch=95/270, Step=10/37, loss=31.092123, lr=0.000125, time_each_step=0.71s, eta=1:3:46 2021-08-13 12:13:44 [INFO] [TRAIN] Epoch=95/270, Step=12/37, loss=15.578663, lr=0.000125, time_each_step=0.69s, eta=1:3:44 2021-08-13 12:13:45 [INFO] [TRAIN] Epoch=95/270, Step=14/37, loss=36.420578, lr=0.000125, time_each_step=0.7s, eta=1:3:43 2021-08-13 12:13:46 [INFO] [TRAIN] Epoch=95/270, Step=16/37, loss=24.302858, lr=0.000125, time_each_step=0.73s, eta=1:3:42 2021-08-13 12:13:47 [INFO] [TRAIN] Epoch=95/270, Step=18/37, loss=19.290825, lr=0.000125, time_each_step=0.76s, eta=1:3:41 2021-08-13 12:13:48 [INFO] [TRAIN] Epoch=95/270, Step=20/37, loss=40.660866, lr=0.000125, time_each_step=0.78s, eta=1:3:40 2021-08-13 12:13:49 [INFO] [TRAIN] Epoch=95/270, Step=22/37, loss=27.047342, lr=0.000125, time_each_step=0.53s, eta=1:3:35 2021-08-13 12:13:50 [INFO] [TRAIN] Epoch=95/270, Step=24/37, loss=32.208931, lr=0.000125, time_each_step=0.55s, eta=1:3:34 2021-08-13 12:13:51 [INFO] [TRAIN] Epoch=95/270, Step=26/37, loss=46.793659, lr=0.000125, time_each_step=0.54s, eta=1:3:33 2021-08-13 12:13:52 [INFO] [TRAIN] Epoch=95/270, Step=28/37, loss=24.191357, lr=0.000125, time_each_step=0.5s, eta=1:3:31 2021-08-13 12:13:52 [INFO] [TRAIN] Epoch=95/270, Step=30/37, loss=25.196896, lr=0.000125, time_each_step=0.49s, eta=1:3:30 2021-08-13 12:13:53 [INFO] [TRAIN] Epoch=95/270, Step=32/37, loss=29.944752, lr=0.000125, time_each_step=0.48s, eta=1:3:29 2021-08-13 12:13:54 [INFO] [TRAIN] Epoch=95/270, Step=34/37, loss=22.987186, lr=0.000125, time_each_step=0.46s, eta=1:3:28 2021-08-13 12:13:55 [INFO] [TRAIN] Epoch=95/270, Step=36/37, loss=32.473328, lr=0.000125, time_each_step=0.46s, eta=1:3:27 2021-08-13 12:13:55 [INFO] [TRAIN] Epoch 95 finished, loss=28.972015, lr=0.000125 . 2021-08-13 12:14:03 [INFO] [TRAIN] Epoch=96/270, Step=1/37, loss=22.678444, lr=0.000125, time_each_step=0.8s, eta=1:9:1 2021-08-13 12:14:04 [INFO] [TRAIN] Epoch=96/270, Step=3/37, loss=18.884655, lr=0.000125, time_each_step=0.81s, eta=1:9:0 2021-08-13 12:14:05 [INFO] [TRAIN] Epoch=96/270, Step=5/37, loss=24.218239, lr=0.000125, time_each_step=0.82s, eta=1:8:58 2021-08-13 12:14:06 [INFO] [TRAIN] Epoch=96/270, Step=7/37, loss=30.965261, lr=0.000125, time_each_step=0.8s, eta=1:8:56 2021-08-13 12:14:07 [INFO] [TRAIN] Epoch=96/270, Step=9/37, loss=28.193874, lr=0.000125, time_each_step=0.78s, eta=1:8:54 2021-08-13 12:14:08 [INFO] [TRAIN] Epoch=96/270, Step=11/37, loss=21.458097, lr=0.000125, time_each_step=0.8s, eta=1:8:53 2021-08-13 12:14:09 [INFO] [TRAIN] Epoch=96/270, Step=13/37, loss=33.181862, lr=0.000125, time_each_step=0.82s, eta=1:8:52 2021-08-13 12:14:10 [INFO] [TRAIN] Epoch=96/270, Step=15/37, loss=33.356819, lr=0.000125, time_each_step=0.86s, eta=1:8:51 2021-08-13 12:14:11 [INFO] [TRAIN] Epoch=96/270, Step=17/37, loss=39.248474, lr=0.000125, time_each_step=0.87s, eta=1:8:49 2021-08-13 12:14:13 [INFO] [TRAIN] Epoch=96/270, Step=19/37, loss=25.34193, lr=0.000125, time_each_step=0.89s, eta=1:8:48 2021-08-13 12:14:13 [INFO] [TRAIN] Epoch=96/270, Step=21/37, loss=21.251564, lr=0.000125, time_each_step=0.53s, eta=1:8:41 2021-08-13 12:14:14 [INFO] [TRAIN] Epoch=96/270, Step=23/37, loss=27.134872, lr=0.000125, time_each_step=0.52s, eta=1:8:39 2021-08-13 12:14:15 [INFO] [TRAIN] Epoch=96/270, Step=25/37, loss=35.068672, lr=0.000125, time_each_step=0.51s, eta=1:8:38 2021-08-13 12:14:16 [INFO] [TRAIN] Epoch=96/270, Step=27/37, loss=30.46328, lr=0.000125, time_each_step=0.52s, eta=1:8:37 2021-08-13 12:14:17 [INFO] [TRAIN] Epoch=96/270, Step=29/37, loss=24.256041, lr=0.000125, time_each_step=0.51s, eta=1:8:36 2021-08-13 12:14:18 [INFO] [TRAIN] Epoch=96/270, Step=31/37, loss=26.937511, lr=0.000125, time_each_step=0.5s, eta=1:8:35 2021-08-13 12:14:18 [INFO] [TRAIN] Epoch=96/270, Step=33/37, loss=15.704948, lr=0.000125, time_each_step=0.48s, eta=1:8:34 2021-08-13 12:14:19 [INFO] [TRAIN] Epoch=96/270, Step=35/37, loss=29.325478, lr=0.000125, time_each_step=0.43s, eta=1:8:33 2021-08-13 12:14:19 [INFO] [TRAIN] Epoch=96/270, Step=37/37, loss=27.221367, lr=0.000125, time_each_step=0.41s, eta=1:8:32 2021-08-13 12:14:20 [INFO] [TRAIN] Epoch 96 finished, loss=27.033806, lr=0.000125 . 2021-08-13 12:14:25 [INFO] [TRAIN] Epoch=97/270, Step=2/37, loss=24.005157, lr=0.000125, time_each_step=0.6s, eta=1:13:18 2021-08-13 12:14:26 [INFO] [TRAIN] Epoch=97/270, Step=4/37, loss=21.696087, lr=0.000125, time_each_step=0.62s, eta=1:13:18 2021-08-13 12:14:27 [INFO] [TRAIN] Epoch=97/270, Step=6/37, loss=29.989033, lr=0.000125, time_each_step=0.63s, eta=1:13:17 2021-08-13 12:14:29 [INFO] [TRAIN] Epoch=97/270, Step=8/37, loss=21.652897, lr=0.000125, time_each_step=0.65s, eta=1:13:16 2021-08-13 12:14:30 [INFO] [TRAIN] Epoch=97/270, Step=10/37, loss=26.924976, lr=0.000125, time_each_step=0.67s, eta=1:13:16 2021-08-13 12:14:31 [INFO] [TRAIN] Epoch=97/270, Step=12/37, loss=27.83543, lr=0.000125, time_each_step=0.68s, eta=1:13:15 2021-08-13 12:14:32 [INFO] [TRAIN] Epoch=97/270, Step=14/37, loss=30.181501, lr=0.000125, time_each_step=0.68s, eta=1:13:13 2021-08-13 12:14:33 [INFO] [TRAIN] Epoch=97/270, Step=16/37, loss=42.083736, lr=0.000125, time_each_step=0.71s, eta=1:13:12 2021-08-13 12:14:34 [INFO] [TRAIN] Epoch=97/270, Step=18/37, loss=29.369713, lr=0.000125, time_each_step=0.75s, eta=1:13:12 2021-08-13 12:14:35 [INFO] [TRAIN] Epoch=97/270, Step=20/37, loss=27.99184, lr=0.000125, time_each_step=0.75s, eta=1:13:10 2021-08-13 12:14:36 [INFO] [TRAIN] Epoch=97/270, Step=22/37, loss=21.160315, lr=0.000125, time_each_step=0.55s, eta=1:13:6 2021-08-13 12:14:37 [INFO] [TRAIN] Epoch=97/270, Step=24/37, loss=38.500267, lr=0.000125, time_each_step=0.56s, eta=1:13:5 2021-08-13 12:14:38 [INFO] [TRAIN] Epoch=97/270, Step=26/37, loss=25.73407, lr=0.000125, time_each_step=0.53s, eta=1:13:3 2021-08-13 12:14:39 [INFO] [TRAIN] Epoch=97/270, Step=28/37, loss=27.316931, lr=0.000125, time_each_step=0.51s, eta=1:13:2 2021-08-13 12:14:39 [INFO] [TRAIN] Epoch=97/270, Step=30/37, loss=26.016541, lr=0.000125, time_each_step=0.48s, eta=1:13:1 2021-08-13 12:14:40 [INFO] [TRAIN] Epoch=97/270, Step=32/37, loss=18.204714, lr=0.000125, time_each_step=0.46s, eta=1:13:0 2021-08-13 12:14:41 [INFO] [TRAIN] Epoch=97/270, Step=34/37, loss=21.647346, lr=0.000125, time_each_step=0.43s, eta=1:12:59 2021-08-13 12:14:41 [INFO] [TRAIN] Epoch=97/270, Step=36/37, loss=23.631504, lr=0.000125, time_each_step=0.4s, eta=1:12:58 2021-08-13 12:14:41 [INFO] [TRAIN] Epoch 97 finished, loss=27.680902, lr=0.000125 . 2021-08-13 12:14:46 [INFO] [TRAIN] Epoch=98/270, Step=1/37, loss=26.918875, lr=0.000125, time_each_step=0.61s, eta=1:3:31 2021-08-13 12:14:47 [INFO] [TRAIN] Epoch=98/270, Step=3/37, loss=23.3057, lr=0.000125, time_each_step=0.63s, eta=1:3:31 2021-08-13 12:14:48 [INFO] [TRAIN] Epoch=98/270, Step=5/37, loss=35.8102, lr=0.000125, time_each_step=0.63s, eta=1:3:29 2021-08-13 12:14:49 [INFO] [TRAIN] Epoch=98/270, Step=7/37, loss=28.108021, lr=0.000125, time_each_step=0.6s, eta=1:3:27 2021-08-13 12:14:50 [INFO] [TRAIN] Epoch=98/270, Step=9/37, loss=23.129158, lr=0.000125, time_each_step=0.62s, eta=1:3:27 2021-08-13 12:14:51 [INFO] [TRAIN] Epoch=98/270, Step=11/37, loss=16.914518, lr=0.000125, time_each_step=0.63s, eta=1:3:26 2021-08-13 12:14:52 [INFO] [TRAIN] Epoch=98/270, Step=13/37, loss=21.121155, lr=0.000125, time_each_step=0.63s, eta=1:3:24 2021-08-13 12:14:53 [INFO] [TRAIN] Epoch=98/270, Step=15/37, loss=19.632156, lr=0.000125, time_each_step=0.67s, eta=1:3:24 2021-08-13 12:14:54 [INFO] [TRAIN] Epoch=98/270, Step=17/37, loss=27.332743, lr=0.000125, time_each_step=0.68s, eta=1:3:23 2021-08-13 12:14:55 [INFO] [TRAIN] Epoch=98/270, Step=19/37, loss=15.221642, lr=0.000125, time_each_step=0.7s, eta=1:3:22 2021-08-13 12:14:56 [INFO] [TRAIN] Epoch=98/270, Step=21/37, loss=24.768759, lr=0.000125, time_each_step=0.5s, eta=1:3:17 2021-08-13 12:14:57 [INFO] [TRAIN] Epoch=98/270, Step=23/37, loss=28.130215, lr=0.000125, time_each_step=0.49s, eta=1:3:16 2021-08-13 12:14:58 [INFO] [TRAIN] Epoch=98/270, Step=25/37, loss=25.809811, lr=0.000125, time_each_step=0.5s, eta=1:3:15 2021-08-13 12:15:00 [INFO] [TRAIN] Epoch=98/270, Step=27/37, loss=20.80072, lr=0.000125, time_each_step=0.53s, eta=1:3:15 2021-08-13 12:15:01 [INFO] [TRAIN] Epoch=98/270, Step=29/37, loss=19.865574, lr=0.000125, time_each_step=0.52s, eta=1:3:13 2021-08-13 12:15:01 [INFO] [TRAIN] Epoch=98/270, Step=31/37, loss=38.129333, lr=0.000125, time_each_step=0.51s, eta=1:3:12 2021-08-13 12:15:02 [INFO] [TRAIN] Epoch=98/270, Step=33/37, loss=50.640423, lr=0.000125, time_each_step=0.51s, eta=1:3:11 2021-08-13 12:15:03 [INFO] [TRAIN] Epoch=98/270, Step=35/37, loss=31.837162, lr=0.000125, time_each_step=0.46s, eta=1:3:10 2021-08-13 12:15:03 [INFO] [TRAIN] Epoch=98/270, Step=37/37, loss=27.653973, lr=0.000125, time_each_step=0.45s, eta=1:3:9 2021-08-13 12:15:03 [INFO] [TRAIN] Epoch 98 finished, loss=26.006104, lr=0.000125 . 2021-08-13 12:15:12 [INFO] [TRAIN] Epoch=99/270, Step=2/37, loss=24.829563, lr=0.000125, time_each_step=0.86s, eta=1:5:33 2021-08-13 12:15:13 [INFO] [TRAIN] Epoch=99/270, Step=4/37, loss=30.904768, lr=0.000125, time_each_step=0.83s, eta=1:5:30 2021-08-13 12:15:14 [INFO] [TRAIN] Epoch=99/270, Step=6/37, loss=24.632439, lr=0.000125, time_each_step=0.85s, eta=1:5:29 2021-08-13 12:15:16 [INFO] [TRAIN] Epoch=99/270, Step=8/37, loss=28.268429, lr=0.000125, time_each_step=0.87s, eta=1:5:28 2021-08-13 12:15:17 [INFO] [TRAIN] Epoch=99/270, Step=10/37, loss=23.004744, lr=0.000125, time_each_step=0.85s, eta=1:5:26 2021-08-13 12:15:18 [INFO] [TRAIN] Epoch=99/270, Step=12/37, loss=51.439537, lr=0.000125, time_each_step=0.86s, eta=1:5:24 2021-08-13 12:15:19 [INFO] [TRAIN] Epoch=99/270, Step=14/37, loss=23.473618, lr=0.000125, time_each_step=0.85s, eta=1:5:23 2021-08-13 12:15:20 [INFO] [TRAIN] Epoch=99/270, Step=16/37, loss=26.99839, lr=0.000125, time_each_step=0.89s, eta=1:5:22 2021-08-13 12:15:21 [INFO] [TRAIN] Epoch=99/270, Step=18/37, loss=27.637379, lr=0.000125, time_each_step=0.94s, eta=1:5:21 2021-08-13 12:15:22 [INFO] [TRAIN] Epoch=99/270, Step=20/37, loss=34.050526, lr=0.000125, time_each_step=0.95s, eta=1:5:19 2021-08-13 12:15:23 [INFO] [TRAIN] Epoch=99/270, Step=22/37, loss=37.309338, lr=0.000125, time_each_step=0.56s, eta=1:5:11 2021-08-13 12:15:24 [INFO] [TRAIN] Epoch=99/270, Step=24/37, loss=24.390638, lr=0.000125, time_each_step=0.57s, eta=1:5:10 2021-08-13 12:15:25 [INFO] [TRAIN] Epoch=99/270, Step=26/37, loss=27.064894, lr=0.000125, time_each_step=0.56s, eta=1:5:9 2021-08-13 12:15:26 [INFO] [TRAIN] Epoch=99/270, Step=28/37, loss=31.480583, lr=0.000125, time_each_step=0.52s, eta=1:5:8 2021-08-13 12:15:27 [INFO] [TRAIN] Epoch=99/270, Step=30/37, loss=19.485401, lr=0.000125, time_each_step=0.49s, eta=1:5:6 2021-08-13 12:15:27 [INFO] [TRAIN] Epoch=99/270, Step=32/37, loss=15.419132, lr=0.000125, time_each_step=0.47s, eta=1:5:5 2021-08-13 12:15:28 [INFO] [TRAIN] Epoch=99/270, Step=34/37, loss=28.385019, lr=0.000125, time_each_step=0.46s, eta=1:5:4 2021-08-13 12:15:28 [INFO] [TRAIN] Epoch=99/270, Step=36/37, loss=25.072464, lr=0.000125, time_each_step=0.4s, eta=1:5:3 2021-08-13 12:15:29 [INFO] [TRAIN] Epoch 99 finished, loss=27.603642, lr=0.000125 . 2021-08-13 12:15:35 [INFO] [TRAIN] Epoch=100/270, Step=1/37, loss=32.607647, lr=0.000125, time_each_step=0.66s, eta=1:14:52 2021-08-13 12:15:36 [INFO] [TRAIN] Epoch=100/270, Step=3/37, loss=24.569267, lr=0.000125, time_each_step=0.67s, eta=1:14:51 2021-08-13 12:15:37 [INFO] [TRAIN] Epoch=100/270, Step=5/37, loss=23.558329, lr=0.000125, time_each_step=0.69s, eta=1:14:50 2021-08-13 12:15:38 [INFO] [TRAIN] Epoch=100/270, Step=7/37, loss=39.538174, lr=0.000125, time_each_step=0.69s, eta=1:14:49 2021-08-13 12:15:40 [INFO] [TRAIN] Epoch=100/270, Step=9/37, loss=42.284279, lr=0.000125, time_each_step=0.72s, eta=1:14:48 2021-08-13 12:15:41 [INFO] [TRAIN] Epoch=100/270, Step=11/37, loss=23.724737, lr=0.000125, time_each_step=0.72s, eta=1:14:47 2021-08-13 12:15:42 [INFO] [TRAIN] Epoch=100/270, Step=13/37, loss=33.407803, lr=0.000125, time_each_step=0.78s, eta=1:14:47 2021-08-13 12:15:43 [INFO] [TRAIN] Epoch=100/270, Step=15/37, loss=22.65844, lr=0.000125, time_each_step=0.79s, eta=1:14:45 2021-08-13 12:15:44 [INFO] [TRAIN] Epoch=100/270, Step=17/37, loss=15.408491, lr=0.000125, time_each_step=0.82s, eta=1:14:45 2021-08-13 12:15:45 [INFO] [TRAIN] Epoch=100/270, Step=19/37, loss=23.207388, lr=0.000125, time_each_step=0.87s, eta=1:14:44 2021-08-13 12:15:46 [INFO] [TRAIN] Epoch=100/270, Step=21/37, loss=24.360199, lr=0.000125, time_each_step=0.59s, eta=1:14:38 2021-08-13 12:15:48 [INFO] [TRAIN] Epoch=100/270, Step=23/37, loss=21.384159, lr=0.000125, time_each_step=0.61s, eta=1:14:37 2021-08-13 12:15:49 [INFO] [TRAIN] Epoch=100/270, Step=25/37, loss=21.314384, lr=0.000125, time_each_step=0.59s, eta=1:14:35 2021-08-13 12:15:50 [INFO] [TRAIN] Epoch=100/270, Step=27/37, loss=20.707146, lr=0.000125, time_each_step=0.58s, eta=1:14:34 2021-08-13 12:15:51 [INFO] [TRAIN] Epoch=100/270, Step=29/37, loss=25.725523, lr=0.000125, time_each_step=0.54s, eta=1:14:33 2021-08-13 12:15:51 [INFO] [TRAIN] Epoch=100/270, Step=31/37, loss=31.080757, lr=0.000125, time_each_step=0.53s, eta=1:14:31 2021-08-13 12:15:52 [INFO] [TRAIN] Epoch=100/270, Step=33/37, loss=24.564646, lr=0.000125, time_each_step=0.48s, eta=1:14:30 2021-08-13 12:15:52 [INFO] [TRAIN] Epoch=100/270, Step=35/37, loss=18.57646, lr=0.000125, time_each_step=0.48s, eta=1:14:29 2021-08-13 12:15:53 [INFO] [TRAIN] Epoch=100/270, Step=37/37, loss=29.442652, lr=0.000125, time_each_step=0.43s, eta=1:14:28 2021-08-13 12:15:53 [INFO] [TRAIN] Epoch 100 finished, loss=26.334179, lr=0.000125 . 2021-08-13 12:15:53 [INFO] Start to evaluating(total_samples=170, total_steps=11)... 100%|██████████| 11/11 [00:06<00:00, 1.60it/s] 2021-08-13 12:16:00 [INFO] [EVAL] Finished, Epoch=100, bbox_map=36.887549 . 2021-08-13 12:16:02 [INFO] Model saved in output/yolov3_mobilenetv1/best_model. 2021-08-13 12:16:04 [INFO] Model saved in output/yolov3_mobilenetv1/epoch_100. 2021-08-13 12:16:04 [INFO] Current evaluated best model in eval_dataset is epoch_100, bbox_map=36.88754939278985 2021-08-13 12:16:09 [INFO] [TRAIN] Epoch=101/270, Step=2/37, loss=26.937792, lr=0.000125, time_each_step=0.64s, eta=1:9:27 2021-08-13 12:16:10 [INFO] [TRAIN] Epoch=101/270, Step=4/37, loss=19.514355, lr=0.000125, time_each_step=0.66s, eta=1:9:26 2021-08-13 12:16:11 [INFO] [TRAIN] Epoch=101/270, Step=6/37, loss=31.424431, lr=0.000125, time_each_step=0.64s, eta=1:9:24 2021-08-13 12:16:12 [INFO] [TRAIN] Epoch=101/270, Step=8/37, loss=28.503963, lr=0.000125, time_each_step=0.64s, eta=1:9:23 2021-08-13 12:16:13 [INFO] [TRAIN] Epoch=101/270, Step=10/37, loss=28.128494, lr=0.000125, time_each_step=0.64s, eta=1:9:22 2021-08-13 12:16:14 [INFO] [TRAIN] Epoch=101/270, Step=12/37, loss=23.536385, lr=0.000125, time_each_step=0.66s, eta=1:9:21 2021-08-13 12:16:15 [INFO] [TRAIN] Epoch=101/270, Step=14/37, loss=13.295485, lr=0.000125, time_each_step=0.68s, eta=1:9:20 2021-08-13 12:16:16 [INFO] [TRAIN] Epoch=101/270, Step=16/37, loss=45.622719, lr=0.000125, time_each_step=0.68s, eta=1:9:19 2021-08-13 12:16:17 [INFO] [TRAIN] Epoch=101/270, Step=18/37, loss=42.611736, lr=0.000125, time_each_step=0.7s, eta=1:9:18 2021-08-13 12:16:18 [INFO] [TRAIN] Epoch=101/270, Step=20/37, loss=23.588886, lr=0.000125, time_each_step=0.72s, eta=1:9:17 2021-08-13 12:16:19 [INFO] [TRAIN] Epoch=101/270, Step=22/37, loss=31.6448, lr=0.000125, time_each_step=0.5s, eta=1:9:12 2021-08-13 12:16:20 [INFO] [TRAIN] Epoch=101/270, Step=24/37, loss=22.852638, lr=0.000125, time_each_step=0.5s, eta=1:9:11 2021-08-13 12:16:21 [INFO] [TRAIN] Epoch=101/270, Step=26/37, loss=21.980637, lr=0.000125, time_each_step=0.5s, eta=1:9:10 2021-08-13 12:16:22 [INFO] [TRAIN] Epoch=101/270, Step=28/37, loss=28.896553, lr=0.000125, time_each_step=0.47s, eta=1:9:9 2021-08-13 12:16:23 [INFO] [TRAIN] Epoch=101/270, Step=30/37, loss=29.973686, lr=0.000125, time_each_step=0.46s, eta=1:9:8 2021-08-13 12:16:23 [INFO] [TRAIN] Epoch=101/270, Step=32/37, loss=29.271297, lr=0.000125, time_each_step=0.45s, eta=1:9:7 2021-08-13 12:16:24 [INFO] [TRAIN] Epoch=101/270, Step=34/37, loss=24.82798, lr=0.000125, time_each_step=0.42s, eta=1:9:6 2021-08-13 12:16:24 [INFO] [TRAIN] Epoch=101/270, Step=36/37, loss=34.920509, lr=0.000125, time_each_step=0.42s, eta=1:9:5 2021-08-13 12:16:25 [INFO] [TRAIN] Epoch 101 finished, loss=26.800676, lr=0.000125 . 2021-08-13 12:16:31 [INFO] [TRAIN] Epoch=102/270, Step=1/37, loss=23.81868, lr=0.000125, time_each_step=0.67s, eta=1:3:14 2021-08-13 12:16:32 [INFO] [TRAIN] Epoch=102/270, Step=3/37, loss=32.417488, lr=0.000125, time_each_step=0.68s, eta=1:3:13 2021-08-13 12:16:34 [INFO] [TRAIN] Epoch=102/270, Step=5/37, loss=18.518906, lr=0.000125, time_each_step=0.72s, eta=1:3:12 2021-08-13 12:16:34 [INFO] [TRAIN] Epoch=102/270, Step=7/37, loss=27.03064, lr=0.000125, time_each_step=0.69s, eta=1:3:10 2021-08-13 12:16:35 [INFO] [TRAIN] Epoch=102/270, Step=9/37, loss=23.633675, lr=0.000125, time_each_step=0.7s, eta=1:3:9 2021-08-13 12:16:36 [INFO] [TRAIN] Epoch=102/270, Step=11/37, loss=25.919447, lr=0.000125, time_each_step=0.72s, eta=1:3:8 2021-08-13 12:16:37 [INFO] [TRAIN] Epoch=102/270, Step=13/37, loss=29.994675, lr=0.000125, time_each_step=0.73s, eta=1:3:7 2021-08-13 12:16:38 [INFO] [TRAIN] Epoch=102/270, Step=15/37, loss=24.716284, lr=0.000125, time_each_step=0.73s, eta=1:3:5 2021-08-13 12:16:39 [INFO] [TRAIN] Epoch=102/270, Step=17/37, loss=39.434322, lr=0.000125, time_each_step=0.76s, eta=1:3:5 2021-08-13 12:16:40 [INFO] [TRAIN] Epoch=102/270, Step=19/37, loss=28.070782, lr=0.000125, time_each_step=0.77s, eta=1:3:3 2021-08-13 12:16:41 [INFO] [TRAIN] Epoch=102/270, Step=21/37, loss=19.190868, lr=0.000125, time_each_step=0.51s, eta=1:2:58 2021-08-13 12:16:42 [INFO] [TRAIN] Epoch=102/270, Step=23/37, loss=18.755878, lr=0.000125, time_each_step=0.5s, eta=1:2:56 2021-08-13 12:16:44 [INFO] [TRAIN] Epoch=102/270, Step=25/37, loss=19.259521, lr=0.000125, time_each_step=0.52s, eta=1:2:56 2021-08-13 12:16:45 [INFO] [TRAIN] Epoch=102/270, Step=27/37, loss=20.531481, lr=0.000125, time_each_step=0.55s, eta=1:2:55 2021-08-13 12:16:46 [INFO] [TRAIN] Epoch=102/270, Step=29/37, loss=18.352821, lr=0.000125, time_each_step=0.51s, eta=1:2:53 2021-08-13 12:16:46 [INFO] [TRAIN] Epoch=102/270, Step=31/37, loss=25.911932, lr=0.000125, time_each_step=0.48s, eta=1:2:52 2021-08-13 12:16:47 [INFO] [TRAIN] Epoch=102/270, Step=33/37, loss=18.249611, lr=0.000125, time_each_step=0.47s, eta=1:2:51 2021-08-13 12:16:47 [INFO] [TRAIN] Epoch=102/270, Step=35/37, loss=32.354477, lr=0.000125, time_each_step=0.46s, eta=1:2:50 2021-08-13 12:16:48 [INFO] [TRAIN] Epoch=102/270, Step=37/37, loss=20.44405, lr=0.000125, time_each_step=0.46s, eta=1:2:49 2021-08-13 12:16:49 [INFO] [TRAIN] Epoch 102 finished, loss=25.181213, lr=0.000125 . 2021-08-13 12:16:54 [INFO] [TRAIN] Epoch=103/270, Step=2/37, loss=20.640064, lr=0.000125, time_each_step=0.72s, eta=1:6:34 2021-08-13 12:16:55 [INFO] [TRAIN] Epoch=103/270, Step=4/37, loss=30.480412, lr=0.000125, time_each_step=0.71s, eta=1:6:32 2021-08-13 12:16:57 [INFO] [TRAIN] Epoch=103/270, Step=6/37, loss=19.027515, lr=0.000125, time_each_step=0.76s, eta=1:6:33 2021-08-13 12:16:58 [INFO] [TRAIN] Epoch=103/270, Step=8/37, loss=20.082237, lr=0.000125, time_each_step=0.7s, eta=1:6:29 2021-08-13 12:16:59 [INFO] [TRAIN] Epoch=103/270, Step=10/37, loss=29.739136, lr=0.000125, time_each_step=0.69s, eta=1:6:28 2021-08-13 12:17:00 [INFO] [TRAIN] Epoch=103/270, Step=12/37, loss=22.361088, lr=0.000125, time_each_step=0.69s, eta=1:6:26 2021-08-13 12:17:01 [INFO] [TRAIN] Epoch=103/270, Step=14/37, loss=24.106827, lr=0.000125, time_each_step=0.74s, eta=1:6:26 2021-08-13 12:17:02 [INFO] [TRAIN] Epoch=103/270, Step=16/37, loss=27.646566, lr=0.000125, time_each_step=0.75s, eta=1:6:25 2021-08-13 12:17:03 [INFO] [TRAIN] Epoch=103/270, Step=18/37, loss=24.796522, lr=0.000125, time_each_step=0.79s, eta=1:6:24 2021-08-13 12:17:04 [INFO] [TRAIN] Epoch=103/270, Step=20/37, loss=31.703453, lr=0.000125, time_each_step=0.78s, eta=1:6:22 2021-08-13 12:17:05 [INFO] [TRAIN] Epoch=103/270, Step=22/37, loss=29.63208, lr=0.000125, time_each_step=0.52s, eta=1:6:17 2021-08-13 12:17:06 [INFO] [TRAIN] Epoch=103/270, Step=24/37, loss=35.028687, lr=0.000125, time_each_step=0.52s, eta=1:6:16 2021-08-13 12:17:07 [INFO] [TRAIN] Epoch=103/270, Step=26/37, loss=34.029099, lr=0.000125, time_each_step=0.47s, eta=1:6:14 2021-08-13 12:17:08 [INFO] [TRAIN] Epoch=103/270, Step=28/37, loss=29.336824, lr=0.000125, time_each_step=0.5s, eta=1:6:13 2021-08-13 12:17:09 [INFO] [TRAIN] Epoch=103/270, Step=30/37, loss=21.480976, lr=0.000125, time_each_step=0.49s, eta=1:6:12 2021-08-13 12:17:10 [INFO] [TRAIN] Epoch=103/270, Step=32/37, loss=16.242996, lr=0.000125, time_each_step=0.51s, eta=1:6:12 2021-08-13 12:17:11 [INFO] [TRAIN] Epoch=103/270, Step=34/37, loss=37.282551, lr=0.000125, time_each_step=0.47s, eta=1:6:10 2021-08-13 12:17:12 [INFO] [TRAIN] Epoch=103/270, Step=36/37, loss=27.410999, lr=0.000125, time_each_step=0.49s, eta=1:6:9 2021-08-13 12:17:13 [INFO] [TRAIN] Epoch 103 finished, loss=27.247395, lr=0.000125 . 2021-08-13 12:17:17 [INFO] [TRAIN] Epoch=104/270, Step=1/37, loss=18.32626, lr=0.000125, time_each_step=0.69s, eta=1:8:16 2021-08-13 12:17:18 [INFO] [TRAIN] Epoch=104/270, Step=3/37, loss=19.947104, lr=0.000125, time_each_step=0.7s, eta=1:8:15 2021-08-13 12:17:20 [INFO] [TRAIN] Epoch=104/270, Step=5/37, loss=38.993832, lr=0.000125, time_each_step=0.73s, eta=1:8:14 2021-08-13 12:17:21 [INFO] [TRAIN] Epoch=104/270, Step=7/37, loss=27.245701, lr=0.000125, time_each_step=0.74s, eta=1:8:13 2021-08-13 12:17:21 [INFO] [TRAIN] Epoch=104/270, Step=9/37, loss=61.477562, lr=0.000125, time_each_step=0.73s, eta=1:8:11 2021-08-13 12:17:23 [INFO] [TRAIN] Epoch=104/270, Step=11/37, loss=32.814087, lr=0.000125, time_each_step=0.74s, eta=1:8:10 2021-08-13 12:17:24 [INFO] [TRAIN] Epoch=104/270, Step=13/37, loss=30.81238, lr=0.000125, time_each_step=0.74s, eta=1:8:9 2021-08-13 12:17:25 [INFO] [TRAIN] Epoch=104/270, Step=15/37, loss=17.852625, lr=0.000125, time_each_step=0.73s, eta=1:8:7 2021-08-13 12:17:26 [INFO] [TRAIN] Epoch=104/270, Step=17/37, loss=28.642986, lr=0.000125, time_each_step=0.75s, eta=1:8:6 2021-08-13 12:17:27 [INFO] [TRAIN] Epoch=104/270, Step=19/37, loss=27.205856, lr=0.000125, time_each_step=0.76s, eta=1:8:4 2021-08-13 12:17:28 [INFO] [TRAIN] Epoch=104/270, Step=21/37, loss=30.195026, lr=0.000125, time_each_step=0.55s, eta=1:8:0 2021-08-13 12:17:29 [INFO] [TRAIN] Epoch=104/270, Step=23/37, loss=43.997009, lr=0.000125, time_each_step=0.55s, eta=1:7:59 2021-08-13 12:17:30 [INFO] [TRAIN] Epoch=104/270, Step=25/37, loss=33.372948, lr=0.000125, time_each_step=0.51s, eta=1:7:57 2021-08-13 12:17:31 [INFO] [TRAIN] Epoch=104/270, Step=27/37, loss=23.407475, lr=0.000125, time_each_step=0.52s, eta=1:7:56 2021-08-13 12:17:32 [INFO] [TRAIN] Epoch=104/270, Step=29/37, loss=27.138195, lr=0.000125, time_each_step=0.53s, eta=1:7:55 2021-08-13 12:17:33 [INFO] [TRAIN] Epoch=104/270, Step=31/37, loss=25.136276, lr=0.000125, time_each_step=0.49s, eta=1:7:54 2021-08-13 12:17:33 [INFO] [TRAIN] Epoch=104/270, Step=33/37, loss=23.655275, lr=0.000125, time_each_step=0.47s, eta=1:7:53 2021-08-13 12:17:34 [INFO] [TRAIN] Epoch=104/270, Step=35/37, loss=29.515091, lr=0.000125, time_each_step=0.45s, eta=1:7:52 2021-08-13 12:17:34 [INFO] [TRAIN] Epoch=104/270, Step=37/37, loss=28.746464, lr=0.000125, time_each_step=0.42s, eta=1:7:51 2021-08-13 12:17:34 [INFO] [TRAIN] Epoch 104 finished, loss=27.556496, lr=0.000125 . 2021-08-13 12:17:41 [INFO] [TRAIN] Epoch=105/270, Step=2/37, loss=32.444763, lr=0.000125, time_each_step=0.68s, eta=1:1:31 2021-08-13 12:17:42 [INFO] [TRAIN] Epoch=105/270, Step=4/37, loss=22.444244, lr=0.000125, time_each_step=0.68s, eta=1:1:30 2021-08-13 12:17:43 [INFO] [TRAIN] Epoch=105/270, Step=6/37, loss=17.797106, lr=0.000125, time_each_step=0.67s, eta=1:1:28 2021-08-13 12:17:44 [INFO] [TRAIN] Epoch=105/270, Step=8/37, loss=26.26709, lr=0.000125, time_each_step=0.68s, eta=1:1:28 2021-08-13 12:17:45 [INFO] [TRAIN] Epoch=105/270, Step=10/37, loss=35.162434, lr=0.000125, time_each_step=0.67s, eta=1:1:26 2021-08-13 12:17:45 [INFO] [TRAIN] Epoch=105/270, Step=12/37, loss=25.747805, lr=0.000125, time_each_step=0.67s, eta=1:1:24 2021-08-13 12:17:46 [INFO] [TRAIN] Epoch=105/270, Step=14/37, loss=31.770828, lr=0.000125, time_each_step=0.69s, eta=1:1:24 2021-08-13 12:17:47 [INFO] [TRAIN] Epoch=105/270, Step=16/37, loss=25.401684, lr=0.000125, time_each_step=0.71s, eta=1:1:23 2021-08-13 12:17:49 [INFO] [TRAIN] Epoch=105/270, Step=18/37, loss=28.852566, lr=0.000125, time_each_step=0.76s, eta=1:1:22 2021-08-13 12:17:51 [INFO] [TRAIN] Epoch=105/270, Step=20/37, loss=26.477388, lr=0.000125, time_each_step=0.82s, eta=1:1:22 2021-08-13 12:17:52 [INFO] [TRAIN] Epoch=105/270, Step=22/37, loss=21.521505, lr=0.000125, time_each_step=0.56s, eta=1:1:16 2021-08-13 12:17:53 [INFO] [TRAIN] Epoch=105/270, Step=24/37, loss=23.441683, lr=0.000125, time_each_step=0.55s, eta=1:1:15 2021-08-13 12:17:54 [INFO] [TRAIN] Epoch=105/270, Step=26/37, loss=27.628265, lr=0.000125, time_each_step=0.54s, eta=1:1:14 2021-08-13 12:17:54 [INFO] [TRAIN] Epoch=105/270, Step=28/37, loss=41.547047, lr=0.000125, time_each_step=0.51s, eta=1:1:12 2021-08-13 12:17:55 [INFO] [TRAIN] Epoch=105/270, Step=30/37, loss=21.624928, lr=0.000125, time_each_step=0.51s, eta=1:1:11 2021-08-13 12:17:55 [INFO] [TRAIN] Epoch=105/270, Step=32/37, loss=54.50687, lr=0.000125, time_each_step=0.5s, eta=1:1:10 2021-08-13 12:17:56 [INFO] [TRAIN] Epoch=105/270, Step=34/37, loss=39.591084, lr=0.000125, time_each_step=0.48s, eta=1:1:9 2021-08-13 12:17:57 [INFO] [TRAIN] Epoch=105/270, Step=36/37, loss=15.250063, lr=0.000125, time_each_step=0.45s, eta=1:1:8 2021-08-13 12:17:57 [INFO] [TRAIN] Epoch 105 finished, loss=26.815142, lr=0.000125 . 2021-08-13 12:18:02 [INFO] [TRAIN] Epoch=106/270, Step=1/37, loss=19.670475, lr=0.000125, time_each_step=0.67s, eta=1:5:23 2021-08-13 12:18:04 [INFO] [TRAIN] Epoch=106/270, Step=3/37, loss=25.718477, lr=0.000125, time_each_step=0.66s, eta=1:5:21 2021-08-13 12:18:05 [INFO] [TRAIN] Epoch=106/270, Step=5/37, loss=38.586105, lr=0.000125, time_each_step=0.66s, eta=1:5:20 2021-08-13 12:18:06 [INFO] [TRAIN] Epoch=106/270, Step=7/37, loss=19.555439, lr=0.000125, time_each_step=0.65s, eta=1:5:18 2021-08-13 12:18:07 [INFO] [TRAIN] Epoch=106/270, Step=9/37, loss=26.07394, lr=0.000125, time_each_step=0.68s, eta=1:5:18 2021-08-13 12:18:09 [INFO] [TRAIN] Epoch=106/270, Step=11/37, loss=21.642582, lr=0.000125, time_each_step=0.74s, eta=1:5:18 2021-08-13 12:18:10 [INFO] [TRAIN] Epoch=106/270, Step=13/37, loss=20.013962, lr=0.000125, time_each_step=0.75s, eta=1:5:17 2021-08-13 12:18:11 [INFO] [TRAIN] Epoch=106/270, Step=15/37, loss=24.629044, lr=0.000125, time_each_step=0.76s, eta=1:5:15 2021-08-13 12:18:12 [INFO] [TRAIN] Epoch=106/270, Step=17/37, loss=20.828156, lr=0.000125, time_each_step=0.78s, eta=1:5:14 2021-08-13 12:18:13 [INFO] [TRAIN] Epoch=106/270, Step=19/37, loss=16.139727, lr=0.000125, time_each_step=0.81s, eta=1:5:13 2021-08-13 12:18:14 [INFO] [TRAIN] Epoch=106/270, Step=21/37, loss=32.161175, lr=0.000125, time_each_step=0.59s, eta=1:5:8 2021-08-13 12:18:15 [INFO] [TRAIN] Epoch=106/270, Step=23/37, loss=17.898323, lr=0.000125, time_each_step=0.57s, eta=1:5:7 2021-08-13 12:18:16 [INFO] [TRAIN] Epoch=106/270, Step=25/37, loss=34.830601, lr=0.000125, time_each_step=0.56s, eta=1:5:5 2021-08-13 12:18:17 [INFO] [TRAIN] Epoch=106/270, Step=27/37, loss=26.731825, lr=0.000125, time_each_step=0.55s, eta=1:5:4 2021-08-13 12:18:18 [INFO] [TRAIN] Epoch=106/270, Step=29/37, loss=52.637085, lr=0.000125, time_each_step=0.55s, eta=1:5:3 2021-08-13 12:18:19 [INFO] [TRAIN] Epoch=106/270, Step=31/37, loss=29.12574, lr=0.000125, time_each_step=0.5s, eta=1:5:2 2021-08-13 12:18:20 [INFO] [TRAIN] Epoch=106/270, Step=33/37, loss=17.712856, lr=0.000125, time_each_step=0.48s, eta=1:5:1 2021-08-13 12:18:20 [INFO] [TRAIN] Epoch=106/270, Step=35/37, loss=27.052959, lr=0.000125, time_each_step=0.45s, eta=1:5:0 2021-08-13 12:18:20 [INFO] [TRAIN] Epoch=106/270, Step=37/37, loss=18.011501, lr=0.000125, time_each_step=0.4s, eta=1:4:59 2021-08-13 12:18:20 [INFO] [TRAIN] Epoch 106 finished, loss=26.78327, lr=0.000125 . 2021-08-13 12:18:25 [INFO] [TRAIN] Epoch=107/270, Step=2/37, loss=28.010918, lr=0.000125, time_each_step=0.61s, eta=1:3:30 2021-08-13 12:18:27 [INFO] [TRAIN] Epoch=107/270, Step=4/37, loss=26.769455, lr=0.000125, time_each_step=0.61s, eta=1:3:29 2021-08-13 12:18:28 [INFO] [TRAIN] Epoch=107/270, Step=6/37, loss=26.361187, lr=0.000125, time_each_step=0.62s, eta=1:3:27 2021-08-13 12:18:28 [INFO] [TRAIN] Epoch=107/270, Step=8/37, loss=23.424927, lr=0.000125, time_each_step=0.6s, eta=1:3:26 2021-08-13 12:18:29 [INFO] [TRAIN] Epoch=107/270, Step=10/37, loss=22.15251, lr=0.000125, time_each_step=0.6s, eta=1:3:25 2021-08-13 12:18:30 [INFO] [TRAIN] Epoch=107/270, Step=12/37, loss=27.137634, lr=0.000125, time_each_step=0.58s, eta=1:3:23 2021-08-13 12:18:31 [INFO] [TRAIN] Epoch=107/270, Step=14/37, loss=27.186207, lr=0.000125, time_each_step=0.61s, eta=1:3:22 2021-08-13 12:18:32 [INFO] [TRAIN] Epoch=107/270, Step=16/37, loss=24.997925, lr=0.000125, time_each_step=0.64s, eta=1:3:22 2021-08-13 12:18:33 [INFO] [TRAIN] Epoch=107/270, Step=18/37, loss=45.064465, lr=0.000125, time_each_step=0.66s, eta=1:3:21 2021-08-13 12:18:34 [INFO] [TRAIN] Epoch=107/270, Step=20/37, loss=36.742867, lr=0.000125, time_each_step=0.71s, eta=1:3:20 2021-08-13 12:18:35 [INFO] [TRAIN] Epoch=107/270, Step=22/37, loss=29.348162, lr=0.000125, time_each_step=0.48s, eta=1:3:15 2021-08-13 12:18:36 [INFO] [TRAIN] Epoch=107/270, Step=24/37, loss=29.721386, lr=0.000125, time_each_step=0.47s, eta=1:3:14 2021-08-13 12:18:37 [INFO] [TRAIN] Epoch=107/270, Step=26/37, loss=37.608215, lr=0.000125, time_each_step=0.47s, eta=1:3:13 2021-08-13 12:18:38 [INFO] [TRAIN] Epoch=107/270, Step=28/37, loss=35.000397, lr=0.000125, time_each_step=0.48s, eta=1:3:13 2021-08-13 12:18:39 [INFO] [TRAIN] Epoch=107/270, Step=30/37, loss=20.02692, lr=0.000125, time_each_step=0.47s, eta=1:3:12 2021-08-13 12:18:40 [INFO] [TRAIN] Epoch=107/270, Step=32/37, loss=29.015266, lr=0.000125, time_each_step=0.47s, eta=1:3:11 2021-08-13 12:18:40 [INFO] [TRAIN] Epoch=107/270, Step=34/37, loss=37.070641, lr=0.000125, time_each_step=0.44s, eta=1:3:10 2021-08-13 12:18:40 [INFO] [TRAIN] Epoch=107/270, Step=36/37, loss=16.010212, lr=0.000125, time_each_step=0.4s, eta=1:3:9 2021-08-13 12:18:41 [INFO] [TRAIN] Epoch 107 finished, loss=28.259918, lr=0.000125 . 2021-08-13 12:18:46 [INFO] [TRAIN] Epoch=108/270, Step=1/37, loss=20.850954, lr=0.000125, time_each_step=0.65s, eta=0:58:23 2021-08-13 12:18:48 [INFO] [TRAIN] Epoch=108/270, Step=3/37, loss=26.339161, lr=0.000125, time_each_step=0.67s, eta=0:58:22 2021-08-13 12:18:48 [INFO] [TRAIN] Epoch=108/270, Step=5/37, loss=26.787893, lr=0.000125, time_each_step=0.67s, eta=0:58:21 2021-08-13 12:18:50 [INFO] [TRAIN] Epoch=108/270, Step=7/37, loss=27.182419, lr=0.000125, time_each_step=0.68s, eta=0:58:20 2021-08-13 12:18:52 [INFO] [TRAIN] Epoch=108/270, Step=9/37, loss=23.055019, lr=0.000125, time_each_step=0.71s, eta=0:58:20 2021-08-13 12:18:52 [INFO] [TRAIN] Epoch=108/270, Step=11/37, loss=34.513496, lr=0.000125, time_each_step=0.72s, eta=0:58:18 2021-08-13 12:18:53 [INFO] [TRAIN] Epoch=108/270, Step=13/37, loss=21.68441, lr=0.000125, time_each_step=0.73s, eta=0:58:17 2021-08-13 12:18:54 [INFO] [TRAIN] Epoch=108/270, Step=15/37, loss=18.538635, lr=0.000125, time_each_step=0.74s, eta=0:58:16 2021-08-13 12:18:56 [INFO] [TRAIN] Epoch=108/270, Step=17/37, loss=26.639816, lr=0.000125, time_each_step=0.79s, eta=0:58:15 2021-08-13 12:18:57 [INFO] [TRAIN] Epoch=108/270, Step=19/37, loss=22.105564, lr=0.000125, time_each_step=0.82s, eta=0:58:14 2021-08-13 12:18:58 [INFO] [TRAIN] Epoch=108/270, Step=21/37, loss=18.452026, lr=0.000125, time_each_step=0.6s, eta=0:58:9 2021-08-13 12:18:59 [INFO] [TRAIN] Epoch=108/270, Step=23/37, loss=29.082409, lr=0.000125, time_each_step=0.55s, eta=0:58:7 2021-08-13 12:19:00 [INFO] [TRAIN] Epoch=108/270, Step=25/37, loss=26.311249, lr=0.000125, time_each_step=0.56s, eta=0:58:6 2021-08-13 12:19:01 [INFO] [TRAIN] Epoch=108/270, Step=27/37, loss=35.496391, lr=0.000125, time_each_step=0.55s, eta=0:58:5 2021-08-13 12:19:01 [INFO] [TRAIN] Epoch=108/270, Step=29/37, loss=14.94525, lr=0.000125, time_each_step=0.49s, eta=0:58:4 2021-08-13 12:19:02 [INFO] [TRAIN] Epoch=108/270, Step=31/37, loss=21.285744, lr=0.000125, time_each_step=0.49s, eta=0:58:3 2021-08-13 12:19:03 [INFO] [TRAIN] Epoch=108/270, Step=33/37, loss=28.13361, lr=0.000125, time_each_step=0.48s, eta=0:58:2 2021-08-13 12:19:03 [INFO] [TRAIN] Epoch=108/270, Step=35/37, loss=19.430593, lr=0.000125, time_each_step=0.45s, eta=0:58:1 2021-08-13 12:19:04 [INFO] [TRAIN] Epoch=108/270, Step=37/37, loss=20.168957, lr=0.000125, time_each_step=0.42s, eta=0:58:0 2021-08-13 12:19:04 [INFO] [TRAIN] Epoch 108 finished, loss=24.861481, lr=0.000125 . 2021-08-13 12:19:10 [INFO] [TRAIN] Epoch=109/270, Step=2/37, loss=14.557362, lr=0.000125, time_each_step=0.67s, eta=1:4:50 2021-08-13 12:19:12 [INFO] [TRAIN] Epoch=109/270, Step=4/37, loss=27.431515, lr=0.000125, time_each_step=0.67s, eta=1:4:49 2021-08-13 12:19:13 [INFO] [TRAIN] Epoch=109/270, Step=6/37, loss=20.25071, lr=0.000125, time_each_step=0.69s, eta=1:4:48 2021-08-13 12:19:14 [INFO] [TRAIN] Epoch=109/270, Step=8/37, loss=19.614735, lr=0.000125, time_each_step=0.69s, eta=1:4:47 2021-08-13 12:19:15 [INFO] [TRAIN] Epoch=109/270, Step=10/37, loss=13.495323, lr=0.000125, time_each_step=0.69s, eta=1:4:45 2021-08-13 12:19:16 [INFO] [TRAIN] Epoch=109/270, Step=12/37, loss=33.281635, lr=0.000125, time_each_step=0.71s, eta=1:4:44 2021-08-13 12:19:17 [INFO] [TRAIN] Epoch=109/270, Step=14/37, loss=38.723103, lr=0.000125, time_each_step=0.75s, eta=1:4:44 2021-08-13 12:19:18 [INFO] [TRAIN] Epoch=109/270, Step=16/37, loss=28.161259, lr=0.000125, time_each_step=0.75s, eta=1:4:43 2021-08-13 12:19:19 [INFO] [TRAIN] Epoch=109/270, Step=18/37, loss=22.487492, lr=0.000125, time_each_step=0.78s, eta=1:4:42 2021-08-13 12:19:21 [INFO] [TRAIN] Epoch=109/270, Step=20/37, loss=29.674988, lr=0.000125, time_each_step=0.82s, eta=1:4:41 2021-08-13 12:19:22 [INFO] [TRAIN] Epoch=109/270, Step=22/37, loss=28.473249, lr=0.000125, time_each_step=0.57s, eta=1:4:35 2021-08-13 12:19:23 [INFO] [TRAIN] Epoch=109/270, Step=24/37, loss=29.80122, lr=0.000125, time_each_step=0.57s, eta=1:4:34 2021-08-13 12:19:25 [INFO] [TRAIN] Epoch=109/270, Step=26/37, loss=23.38998, lr=0.000125, time_each_step=0.59s, eta=1:4:33 2021-08-13 12:19:25 [INFO] [TRAIN] Epoch=109/270, Step=28/37, loss=27.449249, lr=0.000125, time_each_step=0.58s, eta=1:4:32 2021-08-13 12:19:26 [INFO] [TRAIN] Epoch=109/270, Step=30/37, loss=22.873619, lr=0.000125, time_each_step=0.57s, eta=1:4:31 2021-08-13 12:19:27 [INFO] [TRAIN] Epoch=109/270, Step=32/37, loss=17.423868, lr=0.000125, time_each_step=0.55s, eta=1:4:29 2021-08-13 12:19:27 [INFO] [TRAIN] Epoch=109/270, Step=34/37, loss=20.690866, lr=0.000125, time_each_step=0.49s, eta=1:4:28 2021-08-13 12:19:28 [INFO] [TRAIN] Epoch=109/270, Step=36/37, loss=21.080166, lr=0.000125, time_each_step=0.47s, eta=1:4:27 2021-08-13 12:19:28 [INFO] [TRAIN] Epoch 109 finished, loss=24.310154, lr=0.000125 . 2021-08-13 12:19:34 [INFO] [TRAIN] Epoch=110/270, Step=1/37, loss=23.477009, lr=0.000125, time_each_step=0.71s, eta=1:4:11 2021-08-13 12:19:34 [INFO] [TRAIN] Epoch=110/270, Step=3/37, loss=31.963673, lr=0.000125, time_each_step=0.68s, eta=1:4:9 2021-08-13 12:19:35 [INFO] [TRAIN] Epoch=110/270, Step=5/37, loss=23.897678, lr=0.000125, time_each_step=0.67s, eta=1:4:7 2021-08-13 12:19:37 [INFO] [TRAIN] Epoch=110/270, Step=7/37, loss=24.068388, lr=0.000125, time_each_step=0.68s, eta=1:4:6 2021-08-13 12:19:38 [INFO] [TRAIN] Epoch=110/270, Step=9/37, loss=27.752907, lr=0.000125, time_each_step=0.65s, eta=1:4:4 2021-08-13 12:19:38 [INFO] [TRAIN] Epoch=110/270, Step=11/37, loss=21.367929, lr=0.000125, time_each_step=0.64s, eta=1:4:3 2021-08-13 12:19:39 [INFO] [TRAIN] Epoch=110/270, Step=13/37, loss=36.408867, lr=0.000125, time_each_step=0.65s, eta=1:4:1 2021-08-13 12:19:40 [INFO] [TRAIN] Epoch=110/270, Step=15/37, loss=27.637005, lr=0.000125, time_each_step=0.67s, eta=1:4:1 2021-08-13 12:19:41 [INFO] [TRAIN] Epoch=110/270, Step=17/37, loss=11.009051, lr=0.000125, time_each_step=0.69s, eta=1:4:0 2021-08-13 12:19:42 [INFO] [TRAIN] Epoch=110/270, Step=19/37, loss=21.159683, lr=0.000125, time_each_step=0.71s, eta=1:3:59 2021-08-13 12:19:43 [INFO] [TRAIN] Epoch=110/270, Step=21/37, loss=32.619713, lr=0.000125, time_each_step=0.46s, eta=1:3:53 2021-08-13 12:19:44 [INFO] [TRAIN] Epoch=110/270, Step=23/37, loss=21.87933, lr=0.000125, time_each_step=0.49s, eta=1:3:53 2021-08-13 12:19:45 [INFO] [TRAIN] Epoch=110/270, Step=25/37, loss=28.332176, lr=0.000125, time_each_step=0.48s, eta=1:3:52 2021-08-13 12:19:46 [INFO] [TRAIN] Epoch=110/270, Step=27/37, loss=22.641768, lr=0.000125, time_each_step=0.46s, eta=1:3:51 2021-08-13 12:19:47 [INFO] [TRAIN] Epoch=110/270, Step=29/37, loss=22.242115, lr=0.000125, time_each_step=0.46s, eta=1:3:50 2021-08-13 12:19:47 [INFO] [TRAIN] Epoch=110/270, Step=31/37, loss=33.734646, lr=0.000125, time_each_step=0.47s, eta=1:3:49 2021-08-13 12:19:48 [INFO] [TRAIN] Epoch=110/270, Step=33/37, loss=16.090982, lr=0.000125, time_each_step=0.44s, eta=1:3:48 2021-08-13 12:19:49 [INFO] [TRAIN] Epoch=110/270, Step=35/37, loss=27.410225, lr=0.000125, time_each_step=0.43s, eta=1:3:47 2021-08-13 12:19:49 [INFO] [TRAIN] Epoch=110/270, Step=37/37, loss=35.845116, lr=0.000125, time_each_step=0.4s, eta=1:3:46 2021-08-13 12:19:49 [INFO] [TRAIN] Epoch 110 finished, loss=26.678446, lr=0.000125 . 2021-08-13 12:19:55 [INFO] [TRAIN] Epoch=111/270, Step=2/37, loss=26.850086, lr=0.000125, time_each_step=0.67s, eta=0:58:55 2021-08-13 12:19:56 [INFO] [TRAIN] Epoch=111/270, Step=4/37, loss=20.082184, lr=0.000125, time_each_step=0.67s, eta=0:58:53 2021-08-13 12:19:57 [INFO] [TRAIN] Epoch=111/270, Step=6/37, loss=24.696083, lr=0.000125, time_each_step=0.66s, eta=0:58:52 2021-08-13 12:19:59 [INFO] [TRAIN] Epoch=111/270, Step=8/37, loss=36.599358, lr=0.000125, time_each_step=0.68s, eta=0:58:51 2021-08-13 12:19:59 [INFO] [TRAIN] Epoch=111/270, Step=10/37, loss=25.706272, lr=0.000125, time_each_step=0.68s, eta=0:58:49 2021-08-13 12:20:01 [INFO] [TRAIN] Epoch=111/270, Step=12/37, loss=26.046734, lr=0.000125, time_each_step=0.71s, eta=0:58:49 2021-08-13 12:20:02 [INFO] [TRAIN] Epoch=111/270, Step=14/37, loss=28.065727, lr=0.000125, time_each_step=0.71s, eta=0:58:48 2021-08-13 12:20:03 [INFO] [TRAIN] Epoch=111/270, Step=16/37, loss=18.272221, lr=0.000125, time_each_step=0.74s, eta=0:58:47 2021-08-13 12:20:04 [INFO] [TRAIN] Epoch=111/270, Step=18/37, loss=19.814285, lr=0.000125, time_each_step=0.76s, eta=0:58:46 2021-08-13 12:20:05 [INFO] [TRAIN] Epoch=111/270, Step=20/37, loss=32.46394, lr=0.000125, time_each_step=0.8s, eta=0:58:45 2021-08-13 12:20:06 [INFO] [TRAIN] Epoch=111/270, Step=22/37, loss=34.357986, lr=0.000125, time_each_step=0.56s, eta=0:58:40 2021-08-13 12:20:07 [INFO] [TRAIN] Epoch=111/270, Step=24/37, loss=26.542137, lr=0.000125, time_each_step=0.56s, eta=0:58:38 2021-08-13 12:20:08 [INFO] [TRAIN] Epoch=111/270, Step=26/37, loss=19.823029, lr=0.000125, time_each_step=0.55s, eta=0:58:37 2021-08-13 12:20:09 [INFO] [TRAIN] Epoch=111/270, Step=28/37, loss=36.858292, lr=0.000125, time_each_step=0.53s, eta=0:58:36 2021-08-13 12:20:10 [INFO] [TRAIN] Epoch=111/270, Step=30/37, loss=41.082314, lr=0.000125, time_each_step=0.52s, eta=0:58:35 2021-08-13 12:20:11 [INFO] [TRAIN] Epoch=111/270, Step=32/37, loss=28.870384, lr=0.000125, time_each_step=0.49s, eta=0:58:34 2021-08-13 12:20:11 [INFO] [TRAIN] Epoch=111/270, Step=34/37, loss=19.00098, lr=0.000125, time_each_step=0.48s, eta=0:58:33 2021-08-13 12:20:12 [INFO] [TRAIN] Epoch=111/270, Step=36/37, loss=28.779833, lr=0.000125, time_each_step=0.46s, eta=0:58:32 2021-08-13 12:20:13 [INFO] [TRAIN] Epoch 111 finished, loss=26.736347, lr=0.000125 . 2021-08-13 12:20:18 [INFO] [TRAIN] Epoch=112/270, Step=1/37, loss=29.709816, lr=0.000125, time_each_step=0.73s, eta=1:4:11 2021-08-13 12:20:20 [INFO] [TRAIN] Epoch=112/270, Step=3/37, loss=14.797386, lr=0.000125, time_each_step=0.74s, eta=1:4:10 2021-08-13 12:20:21 [INFO] [TRAIN] Epoch=112/270, Step=5/37, loss=14.733631, lr=0.000125, time_each_step=0.71s, eta=1:4:8 2021-08-13 12:20:21 [INFO] [TRAIN] Epoch=112/270, Step=7/37, loss=20.205772, lr=0.000125, time_each_step=0.7s, eta=1:4:6 2021-08-13 12:20:22 [INFO] [TRAIN] Epoch=112/270, Step=9/37, loss=14.027374, lr=0.000125, time_each_step=0.71s, eta=1:4:4 2021-08-13 12:20:23 [INFO] [TRAIN] Epoch=112/270, Step=11/37, loss=25.498247, lr=0.000125, time_each_step=0.7s, eta=1:4:3 2021-08-13 12:20:24 [INFO] [TRAIN] Epoch=112/270, Step=13/37, loss=24.818106, lr=0.000125, time_each_step=0.71s, eta=1:4:2 2021-08-13 12:20:25 [INFO] [TRAIN] Epoch=112/270, Step=15/37, loss=40.034676, lr=0.000125, time_each_step=0.7s, eta=1:4:0 2021-08-13 12:20:25 [INFO] [TRAIN] Epoch=112/270, Step=17/37, loss=46.958473, lr=0.000125, time_each_step=0.71s, eta=1:3:59 2021-08-13 12:20:27 [INFO] [TRAIN] Epoch=112/270, Step=19/37, loss=17.142967, lr=0.000125, time_each_step=0.73s, eta=1:3:58 2021-08-13 12:20:27 [INFO] [TRAIN] Epoch=112/270, Step=21/37, loss=24.308361, lr=0.000125, time_each_step=0.45s, eta=1:3:52 2021-08-13 12:20:29 [INFO] [TRAIN] Epoch=112/270, Step=23/37, loss=24.551592, lr=0.000125, time_each_step=0.46s, eta=1:3:51 2021-08-13 12:20:30 [INFO] [TRAIN] Epoch=112/270, Step=25/37, loss=24.750916, lr=0.000125, time_each_step=0.49s, eta=1:3:51 2021-08-13 12:20:31 [INFO] [TRAIN] Epoch=112/270, Step=27/37, loss=27.587898, lr=0.000125, time_each_step=0.49s, eta=1:3:50 2021-08-13 12:20:32 [INFO] [TRAIN] Epoch=112/270, Step=29/37, loss=20.608728, lr=0.000125, time_each_step=0.49s, eta=1:3:49 2021-08-13 12:20:33 [INFO] [TRAIN] Epoch=112/270, Step=31/37, loss=27.603874, lr=0.000125, time_each_step=0.52s, eta=1:3:48 2021-08-13 12:20:34 [INFO] [TRAIN] Epoch=112/270, Step=33/37, loss=17.370232, lr=0.000125, time_each_step=0.5s, eta=1:3:47 2021-08-13 12:20:35 [INFO] [TRAIN] Epoch=112/270, Step=35/37, loss=26.109236, lr=0.000125, time_each_step=0.52s, eta=1:3:46 2021-08-13 12:20:37 [INFO] [TRAIN] Epoch=112/270, Step=37/37, loss=32.66827, lr=0.000125, time_each_step=0.57s, eta=1:3:45 2021-08-13 12:20:37 [INFO] [TRAIN] Epoch 112 finished, loss=26.2176, lr=0.000125 . 2021-08-13 12:20:46 [INFO] [TRAIN] Epoch=113/270, Step=2/37, loss=35.657307, lr=0.000125, time_each_step=0.97s, eta=1:5:8 2021-08-13 12:20:47 [INFO] [TRAIN] Epoch=113/270, Step=4/37, loss=16.223568, lr=0.000125, time_each_step=1.0s, eta=1:5:7 2021-08-13 12:20:48 [INFO] [TRAIN] Epoch=113/270, Step=6/37, loss=14.997376, lr=0.000125, time_each_step=0.96s, eta=1:5:4 2021-08-13 12:20:49 [INFO] [TRAIN] Epoch=113/270, Step=8/37, loss=23.825663, lr=0.000125, time_each_step=0.95s, eta=1:5:1 2021-08-13 12:20:50 [INFO] [TRAIN] Epoch=113/270, Step=10/37, loss=21.058815, lr=0.000125, time_each_step=0.96s, eta=1:5:0 2021-08-13 12:20:51 [INFO] [TRAIN] Epoch=113/270, Step=12/37, loss=19.036732, lr=0.000125, time_each_step=0.96s, eta=1:4:58 2021-08-13 12:20:53 [INFO] [TRAIN] Epoch=113/270, Step=14/37, loss=44.989922, lr=0.000125, time_each_step=0.96s, eta=1:4:56 2021-08-13 12:20:53 [INFO] [TRAIN] Epoch=113/270, Step=16/37, loss=28.950253, lr=0.000125, time_each_step=0.97s, eta=1:4:54 2021-08-13 12:20:54 [INFO] [TRAIN] Epoch=113/270, Step=18/37, loss=19.66386, lr=0.000125, time_each_step=0.95s, eta=1:4:52 2021-08-13 12:20:55 [INFO] [TRAIN] Epoch=113/270, Step=20/37, loss=31.850296, lr=0.000125, time_each_step=0.91s, eta=1:4:49 2021-08-13 12:20:56 [INFO] [TRAIN] Epoch=113/270, Step=22/37, loss=20.222733, lr=0.000125, time_each_step=0.5s, eta=1:4:41 2021-08-13 12:20:57 [INFO] [TRAIN] Epoch=113/270, Step=24/37, loss=25.708368, lr=0.000125, time_each_step=0.49s, eta=1:4:40 2021-08-13 12:20:58 [INFO] [TRAIN] Epoch=113/270, Step=26/37, loss=29.225901, lr=0.000125, time_each_step=0.48s, eta=1:4:39 2021-08-13 12:20:59 [INFO] [TRAIN] Epoch=113/270, Step=28/37, loss=31.035709, lr=0.000125, time_each_step=0.49s, eta=1:4:38 2021-08-13 12:21:00 [INFO] [TRAIN] Epoch=113/270, Step=30/37, loss=24.661873, lr=0.000125, time_each_step=0.48s, eta=1:4:37 2021-08-13 12:21:00 [INFO] [TRAIN] Epoch=113/270, Step=32/37, loss=23.152985, lr=0.000125, time_each_step=0.46s, eta=1:4:36 2021-08-13 12:21:01 [INFO] [TRAIN] Epoch=113/270, Step=34/37, loss=27.465492, lr=0.000125, time_each_step=0.43s, eta=1:4:35 2021-08-13 12:21:02 [INFO] [TRAIN] Epoch=113/270, Step=36/37, loss=30.165012, lr=0.000125, time_each_step=0.42s, eta=1:4:34 2021-08-13 12:21:03 [INFO] [TRAIN] Epoch 113 finished, loss=25.896673, lr=0.000125 . 2021-08-13 12:21:07 [INFO] [TRAIN] Epoch=114/270, Step=1/37, loss=11.338654, lr=0.000125, time_each_step=0.65s, eta=1:9:28 2021-08-13 12:21:08 [INFO] [TRAIN] Epoch=114/270, Step=3/37, loss=37.305458, lr=0.000125, time_each_step=0.66s, eta=1:9:27 2021-08-13 12:21:09 [INFO] [TRAIN] Epoch=114/270, Step=5/37, loss=28.282339, lr=0.000125, time_each_step=0.64s, eta=1:9:25 2021-08-13 12:21:10 [INFO] [TRAIN] Epoch=114/270, Step=7/37, loss=29.71736, lr=0.000125, time_each_step=0.66s, eta=1:9:24 2021-08-13 12:21:11 [INFO] [TRAIN] Epoch=114/270, Step=9/37, loss=34.26046, lr=0.000125, time_each_step=0.66s, eta=1:9:23 2021-08-13 12:21:12 [INFO] [TRAIN] Epoch=114/270, Step=11/37, loss=17.296335, lr=0.000125, time_each_step=0.64s, eta=1:9:21 2021-08-13 12:21:14 [INFO] [TRAIN] Epoch=114/270, Step=13/37, loss=36.091713, lr=0.000125, time_each_step=0.72s, eta=1:9:21 2021-08-13 12:21:15 [INFO] [TRAIN] Epoch=114/270, Step=15/37, loss=28.925144, lr=0.000125, time_each_step=0.73s, eta=1:9:20 2021-08-13 12:21:16 [INFO] [TRAIN] Epoch=114/270, Step=17/37, loss=20.631393, lr=0.000125, time_each_step=0.75s, eta=1:9:19 2021-08-13 12:21:17 [INFO] [TRAIN] Epoch=114/270, Step=19/37, loss=34.645744, lr=0.000125, time_each_step=0.77s, eta=1:9:18 2021-08-13 12:21:18 [INFO] [TRAIN] Epoch=114/270, Step=21/37, loss=20.177519, lr=0.000125, time_each_step=0.53s, eta=1:9:13 2021-08-13 12:21:19 [INFO] [TRAIN] Epoch=114/270, Step=23/37, loss=28.292854, lr=0.000125, time_each_step=0.52s, eta=1:9:11 2021-08-13 12:21:20 [INFO] [TRAIN] Epoch=114/270, Step=25/37, loss=28.753546, lr=0.000125, time_each_step=0.53s, eta=1:9:11 2021-08-13 12:21:21 [INFO] [TRAIN] Epoch=114/270, Step=27/37, loss=33.740437, lr=0.000125, time_each_step=0.53s, eta=1:9:9 2021-08-13 12:21:22 [INFO] [TRAIN] Epoch=114/270, Step=29/37, loss=31.01194, lr=0.000125, time_each_step=0.53s, eta=1:9:8 2021-08-13 12:21:22 [INFO] [TRAIN] Epoch=114/270, Step=31/37, loss=30.984735, lr=0.000125, time_each_step=0.53s, eta=1:9:7 2021-08-13 12:21:23 [INFO] [TRAIN] Epoch=114/270, Step=33/37, loss=25.290558, lr=0.000125, time_each_step=0.43s, eta=1:9:6 2021-08-13 12:21:24 [INFO] [TRAIN] Epoch=114/270, Step=35/37, loss=33.960258, lr=0.000125, time_each_step=0.42s, eta=1:9:5 2021-08-13 12:21:24 [INFO] [TRAIN] Epoch=114/270, Step=37/37, loss=32.078445, lr=0.000125, time_each_step=0.4s, eta=1:9:4 2021-08-13 12:21:24 [INFO] [TRAIN] Epoch 114 finished, loss=27.430983, lr=0.000125 . 2021-08-13 12:21:31 [INFO] [TRAIN] Epoch=115/270, Step=2/37, loss=28.301723, lr=0.000125, time_each_step=0.66s, eta=0:56:49 2021-08-13 12:21:32 [INFO] [TRAIN] Epoch=115/270, Step=4/37, loss=26.651463, lr=0.000125, time_each_step=0.69s, eta=0:56:49 2021-08-13 12:21:33 [INFO] [TRAIN] Epoch=115/270, Step=6/37, loss=25.602592, lr=0.000125, time_each_step=0.69s, eta=0:56:48 2021-08-13 12:21:34 [INFO] [TRAIN] Epoch=115/270, Step=8/37, loss=21.156614, lr=0.000125, time_each_step=0.7s, eta=0:56:47 2021-08-13 12:21:35 [INFO] [TRAIN] Epoch=115/270, Step=10/37, loss=30.370699, lr=0.000125, time_each_step=0.69s, eta=0:56:45 2021-08-13 12:21:35 [INFO] [TRAIN] Epoch=115/270, Step=12/37, loss=27.770552, lr=0.000125, time_each_step=0.69s, eta=0:56:43 2021-08-13 12:21:36 [INFO] [TRAIN] Epoch=115/270, Step=14/37, loss=22.144337, lr=0.000125, time_each_step=0.7s, eta=0:56:42 2021-08-13 12:21:38 [INFO] [TRAIN] Epoch=115/270, Step=16/37, loss=15.460041, lr=0.000125, time_each_step=0.73s, eta=0:56:42 2021-08-13 12:21:39 [INFO] [TRAIN] Epoch=115/270, Step=18/37, loss=24.348583, lr=0.000125, time_each_step=0.77s, eta=0:56:41 2021-08-13 12:21:40 [INFO] [TRAIN] Epoch=115/270, Step=20/37, loss=14.281066, lr=0.000125, time_each_step=0.79s, eta=0:56:40 2021-08-13 12:21:41 [INFO] [TRAIN] Epoch=115/270, Step=22/37, loss=30.751219, lr=0.000125, time_each_step=0.51s, eta=0:56:34 2021-08-13 12:21:42 [INFO] [TRAIN] Epoch=115/270, Step=24/37, loss=21.713686, lr=0.000125, time_each_step=0.51s, eta=0:56:33 2021-08-13 12:21:43 [INFO] [TRAIN] Epoch=115/270, Step=26/37, loss=31.947544, lr=0.000125, time_each_step=0.53s, eta=0:56:32 2021-08-13 12:21:44 [INFO] [TRAIN] Epoch=115/270, Step=28/37, loss=21.205954, lr=0.000125, time_each_step=0.51s, eta=0:56:31 2021-08-13 12:21:45 [INFO] [TRAIN] Epoch=115/270, Step=30/37, loss=20.143345, lr=0.000125, time_each_step=0.52s, eta=0:56:30 2021-08-13 12:21:46 [INFO] [TRAIN] Epoch=115/270, Step=32/37, loss=25.162647, lr=0.000125, time_each_step=0.52s, eta=0:56:29 2021-08-13 12:21:47 [INFO] [TRAIN] Epoch=115/270, Step=34/37, loss=15.815802, lr=0.000125, time_each_step=0.51s, eta=0:56:28 2021-08-13 12:21:47 [INFO] [TRAIN] Epoch=115/270, Step=36/37, loss=21.597191, lr=0.000125, time_each_step=0.47s, eta=0:56:27 2021-08-13 12:21:47 [INFO] [TRAIN] Epoch 115 finished, loss=24.64126, lr=0.000125 . 2021-08-13 12:21:54 [INFO] [TRAIN] Epoch=116/270, Step=1/37, loss=19.036282, lr=0.000125, time_each_step=0.75s, eta=1:1:36 2021-08-13 12:21:55 [INFO] [TRAIN] Epoch=116/270, Step=3/37, loss=31.188475, lr=0.000125, time_each_step=0.76s, eta=1:1:35 2021-08-13 12:21:57 [INFO] [TRAIN] Epoch=116/270, Step=5/37, loss=18.045425, lr=0.000125, time_each_step=0.79s, eta=1:1:34 2021-08-13 12:21:58 [INFO] [TRAIN] Epoch=116/270, Step=7/37, loss=28.526703, lr=0.000125, time_each_step=0.81s, eta=1:1:33 2021-08-13 12:22:00 [INFO] [TRAIN] Epoch=116/270, Step=9/37, loss=43.583542, lr=0.000125, time_each_step=0.82s, eta=1:1:32 2021-08-13 12:22:01 [INFO] [TRAIN] Epoch=116/270, Step=11/37, loss=47.428047, lr=0.000125, time_each_step=0.85s, eta=1:1:31 2021-08-13 12:22:02 [INFO] [TRAIN] Epoch=116/270, Step=13/37, loss=22.686481, lr=0.000125, time_each_step=0.83s, eta=1:1:29 2021-08-13 12:22:03 [INFO] [TRAIN] Epoch=116/270, Step=15/37, loss=25.986965, lr=0.000125, time_each_step=0.84s, eta=1:1:27 2021-08-13 12:22:03 [INFO] [TRAIN] Epoch=116/270, Step=17/37, loss=26.510763, lr=0.000125, time_each_step=0.84s, eta=1:1:25 2021-08-13 12:22:04 [INFO] [TRAIN] Epoch=116/270, Step=19/37, loss=29.928305, lr=0.000125, time_each_step=0.86s, eta=1:1:24 2021-08-13 12:22:05 [INFO] [TRAIN] Epoch=116/270, Step=21/37, loss=22.792725, lr=0.000125, time_each_step=0.56s, eta=1:1:18 2021-08-13 12:22:06 [INFO] [TRAIN] Epoch=116/270, Step=23/37, loss=22.054897, lr=0.000125, time_each_step=0.56s, eta=1:1:16 2021-08-13 12:22:07 [INFO] [TRAIN] Epoch=116/270, Step=25/37, loss=27.260817, lr=0.000125, time_each_step=0.54s, eta=1:1:15 2021-08-13 12:22:08 [INFO] [TRAIN] Epoch=116/270, Step=27/37, loss=24.188608, lr=0.000125, time_each_step=0.51s, eta=1:1:14 2021-08-13 12:22:09 [INFO] [TRAIN] Epoch=116/270, Step=29/37, loss=25.571136, lr=0.000125, time_each_step=0.47s, eta=1:1:12 2021-08-13 12:22:10 [INFO] [TRAIN] Epoch=116/270, Step=31/37, loss=20.951424, lr=0.000125, time_each_step=0.44s, eta=1:1:11 2021-08-13 12:22:11 [INFO] [TRAIN] Epoch=116/270, Step=33/37, loss=19.02528, lr=0.000125, time_each_step=0.45s, eta=1:1:10 2021-08-13 12:22:11 [INFO] [TRAIN] Epoch=116/270, Step=35/37, loss=28.528339, lr=0.000125, time_each_step=0.43s, eta=1:1:10 2021-08-13 12:22:12 [INFO] [TRAIN] Epoch=116/270, Step=37/37, loss=31.964447, lr=0.000125, time_each_step=0.42s, eta=1:1:9 2021-08-13 12:22:12 [INFO] [TRAIN] Epoch 116 finished, loss=27.098564, lr=0.000125 . 2021-08-13 12:22:17 [INFO] [TRAIN] Epoch=117/270, Step=2/37, loss=27.420938, lr=0.000125, time_each_step=0.64s, eta=1:4:20 2021-08-13 12:22:18 [INFO] [TRAIN] Epoch=117/270, Step=4/37, loss=27.558956, lr=0.000125, time_each_step=0.65s, eta=1:4:19 2021-08-13 12:22:19 [INFO] [TRAIN] Epoch=117/270, Step=6/37, loss=15.355936, lr=0.000125, time_each_step=0.65s, eta=1:4:18 2021-08-13 12:22:20 [INFO] [TRAIN] Epoch=117/270, Step=8/37, loss=31.41544, lr=0.000125, time_each_step=0.65s, eta=1:4:16 2021-08-13 12:22:21 [INFO] [TRAIN] Epoch=117/270, Step=10/37, loss=18.934917, lr=0.000125, time_each_step=0.64s, eta=1:4:15 2021-08-13 12:22:22 [INFO] [TRAIN] Epoch=117/270, Step=12/37, loss=19.006119, lr=0.000125, time_each_step=0.65s, eta=1:4:14 2021-08-13 12:22:23 [INFO] [TRAIN] Epoch=117/270, Step=14/37, loss=24.432693, lr=0.000125, time_each_step=0.68s, eta=1:4:13 2021-08-13 12:22:25 [INFO] [TRAIN] Epoch=117/270, Step=16/37, loss=30.234333, lr=0.000125, time_each_step=0.7s, eta=1:4:12 2021-08-13 12:22:25 [INFO] [TRAIN] Epoch=117/270, Step=18/37, loss=26.71974, lr=0.000125, time_each_step=0.71s, eta=1:4:11 2021-08-13 12:22:27 [INFO] [TRAIN] Epoch=117/270, Step=20/37, loss=21.078005, lr=0.000125, time_each_step=0.75s, eta=1:4:10 2021-08-13 12:22:27 [INFO] [TRAIN] Epoch=117/270, Step=22/37, loss=20.560301, lr=0.000125, time_each_step=0.52s, eta=1:4:5 2021-08-13 12:22:28 [INFO] [TRAIN] Epoch=117/270, Step=24/37, loss=24.458015, lr=0.000125, time_each_step=0.49s, eta=1:4:4 2021-08-13 12:22:29 [INFO] [TRAIN] Epoch=117/270, Step=26/37, loss=21.191418, lr=0.000125, time_each_step=0.5s, eta=1:4:3 2021-08-13 12:22:30 [INFO] [TRAIN] Epoch=117/270, Step=28/37, loss=34.793827, lr=0.000125, time_each_step=0.48s, eta=1:4:2 2021-08-13 12:22:31 [INFO] [TRAIN] Epoch=117/270, Step=30/37, loss=34.080856, lr=0.000125, time_each_step=0.5s, eta=1:4:1 2021-08-13 12:22:32 [INFO] [TRAIN] Epoch=117/270, Step=32/37, loss=25.323498, lr=0.000125, time_each_step=0.51s, eta=1:4:0 2021-08-13 12:22:33 [INFO] [TRAIN] Epoch=117/270, Step=34/37, loss=27.365, lr=0.000125, time_each_step=0.5s, eta=1:3:59 2021-08-13 12:22:35 [INFO] [TRAIN] Epoch=117/270, Step=36/37, loss=23.356182, lr=0.000125, time_each_step=0.5s, eta=1:3:58 2021-08-13 12:22:35 [INFO] [TRAIN] Epoch 117 finished, loss=25.951132, lr=0.000125 . 2021-08-13 12:22:41 [INFO] [TRAIN] Epoch=118/270, Step=1/37, loss=15.071902, lr=0.000125, time_each_step=0.76s, eta=1:1:26 2021-08-13 12:22:42 [INFO] [TRAIN] Epoch=118/270, Step=3/37, loss=26.041569, lr=0.000125, time_each_step=0.75s, eta=1:1:24 2021-08-13 12:22:43 [INFO] [TRAIN] Epoch=118/270, Step=5/37, loss=23.714998, lr=0.000125, time_each_step=0.79s, eta=1:1:24 2021-08-13 12:22:45 [INFO] [TRAIN] Epoch=118/270, Step=7/37, loss=22.816977, lr=0.000125, time_each_step=0.83s, eta=1:1:23 2021-08-13 12:22:46 [INFO] [TRAIN] Epoch=118/270, Step=9/37, loss=21.235266, lr=0.000125, time_each_step=0.82s, eta=1:1:21 2021-08-13 12:22:47 [INFO] [TRAIN] Epoch=118/270, Step=11/37, loss=22.914398, lr=0.000125, time_each_step=0.85s, eta=1:1:20 2021-08-13 12:22:48 [INFO] [TRAIN] Epoch=118/270, Step=13/37, loss=25.449083, lr=0.000125, time_each_step=0.85s, eta=1:1:19 2021-08-13 12:22:49 [INFO] [TRAIN] Epoch=118/270, Step=15/37, loss=24.375631, lr=0.000125, time_each_step=0.86s, eta=1:1:17 2021-08-13 12:22:50 [INFO] [TRAIN] Epoch=118/270, Step=17/37, loss=24.013636, lr=0.000125, time_each_step=0.84s, eta=1:1:15 2021-08-13 12:22:51 [INFO] [TRAIN] Epoch=118/270, Step=19/37, loss=35.636673, lr=0.000125, time_each_step=0.84s, eta=1:1:13 2021-08-13 12:22:53 [INFO] [TRAIN] Epoch=118/270, Step=21/37, loss=26.381182, lr=0.000125, time_each_step=0.6s, eta=1:1:8 2021-08-13 12:22:54 [INFO] [TRAIN] Epoch=118/270, Step=23/37, loss=21.063368, lr=0.000125, time_each_step=0.62s, eta=1:1:7 2021-08-13 12:22:55 [INFO] [TRAIN] Epoch=118/270, Step=25/37, loss=19.60906, lr=0.000125, time_each_step=0.59s, eta=1:1:5 2021-08-13 12:22:56 [INFO] [TRAIN] Epoch=118/270, Step=27/37, loss=32.910748, lr=0.000125, time_each_step=0.57s, eta=1:1:4 2021-08-13 12:22:58 [INFO] [TRAIN] Epoch=118/270, Step=29/37, loss=20.069984, lr=0.000125, time_each_step=0.6s, eta=1:1:3 2021-08-13 12:22:58 [INFO] [TRAIN] Epoch=118/270, Step=31/37, loss=35.528553, lr=0.000125, time_each_step=0.56s, eta=1:1:2 2021-08-13 12:22:59 [INFO] [TRAIN] Epoch=118/270, Step=33/37, loss=24.533169, lr=0.000125, time_each_step=0.52s, eta=1:1:0 2021-08-13 12:22:59 [INFO] [TRAIN] Epoch=118/270, Step=35/37, loss=23.839779, lr=0.000125, time_each_step=0.48s, eta=1:0:59 2021-08-13 12:22:59 [INFO] [TRAIN] Epoch=118/270, Step=37/37, loss=23.979515, lr=0.000125, time_each_step=0.45s, eta=1:0:58 2021-08-13 12:22:59 [INFO] [TRAIN] Epoch 118 finished, loss=25.412054, lr=0.000125 . 2021-08-13 12:23:06 [INFO] [TRAIN] Epoch=119/270, Step=2/37, loss=20.374798, lr=0.000125, time_each_step=0.71s, eta=1:2:50 2021-08-13 12:23:07 [INFO] [TRAIN] Epoch=119/270, Step=4/37, loss=20.618809, lr=0.000125, time_each_step=0.69s, eta=1:2:47 2021-08-13 12:23:07 [INFO] [TRAIN] Epoch=119/270, Step=6/37, loss=13.398514, lr=0.000125, time_each_step=0.67s, eta=1:2:45 2021-08-13 12:23:09 [INFO] [TRAIN] Epoch=119/270, Step=8/37, loss=27.071728, lr=0.000125, time_each_step=0.71s, eta=1:2:45 2021-08-13 12:23:10 [INFO] [TRAIN] Epoch=119/270, Step=10/37, loss=27.206423, lr=0.000125, time_each_step=0.68s, eta=1:2:43 2021-08-13 12:23:11 [INFO] [TRAIN] Epoch=119/270, Step=12/37, loss=17.546118, lr=0.000125, time_each_step=0.68s, eta=1:2:42 2021-08-13 12:23:12 [INFO] [TRAIN] Epoch=119/270, Step=14/37, loss=23.919363, lr=0.000125, time_each_step=0.7s, eta=1:2:41 2021-08-13 12:23:13 [INFO] [TRAIN] Epoch=119/270, Step=16/37, loss=18.630913, lr=0.000125, time_each_step=0.72s, eta=1:2:40 2021-08-13 12:23:14 [INFO] [TRAIN] Epoch=119/270, Step=18/37, loss=26.288689, lr=0.000125, time_each_step=0.75s, eta=1:2:39 2021-08-13 12:23:15 [INFO] [TRAIN] Epoch=119/270, Step=20/37, loss=16.436609, lr=0.000125, time_each_step=0.79s, eta=1:2:38 2021-08-13 12:23:16 [INFO] [TRAIN] Epoch=119/270, Step=22/37, loss=30.788055, lr=0.000125, time_each_step=0.51s, eta=1:2:32 2021-08-13 12:23:17 [INFO] [TRAIN] Epoch=119/270, Step=24/37, loss=38.14349, lr=0.000125, time_each_step=0.51s, eta=1:2:31 2021-08-13 12:23:18 [INFO] [TRAIN] Epoch=119/270, Step=26/37, loss=20.840935, lr=0.000125, time_each_step=0.53s, eta=1:2:30 2021-08-13 12:23:19 [INFO] [TRAIN] Epoch=119/270, Step=28/37, loss=23.524651, lr=0.000125, time_each_step=0.48s, eta=1:2:29 2021-08-13 12:23:19 [INFO] [TRAIN] Epoch=119/270, Step=30/37, loss=20.961338, lr=0.000125, time_each_step=0.47s, eta=1:2:28 2021-08-13 12:23:20 [INFO] [TRAIN] Epoch=119/270, Step=32/37, loss=40.88134, lr=0.000125, time_each_step=0.45s, eta=1:2:27 2021-08-13 12:23:21 [INFO] [TRAIN] Epoch=119/270, Step=34/37, loss=28.921257, lr=0.000125, time_each_step=0.43s, eta=1:2:26 2021-08-13 12:23:21 [INFO] [TRAIN] Epoch=119/270, Step=36/37, loss=31.302382, lr=0.000125, time_each_step=0.41s, eta=1:2:25 2021-08-13 12:23:22 [INFO] [TRAIN] Epoch 119 finished, loss=24.664064, lr=0.000125 . 2021-08-13 12:23:26 [INFO] [TRAIN] Epoch=120/270, Step=1/37, loss=35.660622, lr=0.000125, time_each_step=0.61s, eta=0:59:53 2021-08-13 12:23:27 [INFO] [TRAIN] Epoch=120/270, Step=3/37, loss=35.860069, lr=0.000125, time_each_step=0.6s, eta=0:59:52 2021-08-13 12:23:29 [INFO] [TRAIN] Epoch=120/270, Step=5/37, loss=28.843266, lr=0.000125, time_each_step=0.65s, eta=0:59:52 2021-08-13 12:23:31 [INFO] [TRAIN] Epoch=120/270, Step=7/37, loss=18.734495, lr=0.000125, time_each_step=0.68s, eta=0:59:52 2021-08-13 12:23:31 [INFO] [TRAIN] Epoch=120/270, Step=9/37, loss=20.49354, lr=0.000125, time_each_step=0.67s, eta=0:59:50 2021-08-13 12:23:32 [INFO] [TRAIN] Epoch=120/270, Step=11/37, loss=34.703426, lr=0.000125, time_each_step=0.67s, eta=0:59:49 2021-08-13 12:23:34 [INFO] [TRAIN] Epoch=120/270, Step=13/37, loss=25.977442, lr=0.000125, time_each_step=0.7s, eta=0:59:48 2021-08-13 12:23:35 [INFO] [TRAIN] Epoch=120/270, Step=15/37, loss=20.189331, lr=0.000125, time_each_step=0.72s, eta=0:59:47 2021-08-13 12:23:36 [INFO] [TRAIN] Epoch=120/270, Step=17/37, loss=25.527679, lr=0.000125, time_each_step=0.73s, eta=0:59:46 2021-08-13 12:23:37 [INFO] [TRAIN] Epoch=120/270, Step=19/37, loss=25.193138, lr=0.000125, time_each_step=0.78s, eta=0:59:45 2021-08-13 12:23:38 [INFO] [TRAIN] Epoch=120/270, Step=21/37, loss=20.998062, lr=0.000125, time_each_step=0.59s, eta=0:59:41 2021-08-13 12:23:39 [INFO] [TRAIN] Epoch=120/270, Step=23/37, loss=27.135082, lr=0.000125, time_each_step=0.57s, eta=0:59:39 2021-08-13 12:23:40 [INFO] [TRAIN] Epoch=120/270, Step=25/37, loss=21.393723, lr=0.000125, time_each_step=0.53s, eta=0:59:38 2021-08-13 12:23:41 [INFO] [TRAIN] Epoch=120/270, Step=27/37, loss=29.3918, lr=0.000125, time_each_step=0.5s, eta=0:59:36 2021-08-13 12:23:41 [INFO] [TRAIN] Epoch=120/270, Step=29/37, loss=13.707013, lr=0.000125, time_each_step=0.49s, eta=0:59:35 2021-08-13 12:23:42 [INFO] [TRAIN] Epoch=120/270, Step=31/37, loss=32.069984, lr=0.000125, time_each_step=0.47s, eta=0:59:34 2021-08-13 12:23:42 [INFO] [TRAIN] Epoch=120/270, Step=33/37, loss=23.891045, lr=0.000125, time_each_step=0.43s, eta=0:59:33 2021-08-13 12:23:43 [INFO] [TRAIN] Epoch=120/270, Step=35/37, loss=31.627342, lr=0.000125, time_each_step=0.42s, eta=0:59:32 2021-08-13 12:23:43 [INFO] [TRAIN] Epoch=120/270, Step=37/37, loss=18.324791, lr=0.000125, time_each_step=0.39s, eta=0:59:31 2021-08-13 12:23:43 [INFO] [TRAIN] Epoch 120 finished, loss=26.03553, lr=0.000125 . 2021-08-13 12:23:43 [INFO] Start to evaluating(total_samples=170, total_steps=11)... 100%|██████████| 11/11 [00:06<00:00, 1.57it/s] 2021-08-13 12:23:51 [INFO] [EVAL] Finished, Epoch=120, bbox_map=42.374597 . 2021-08-13 12:23:53 [INFO] Model saved in output/yolov3_mobilenetv1/best_model. 2021-08-13 12:23:54 [INFO] Model saved in output/yolov3_mobilenetv1/epoch_120. 2021-08-13 12:23:54 [INFO] Current evaluated best model in eval_dataset is epoch_120, bbox_map=42.374597154376254 2021-08-13 12:24:00 [INFO] [TRAIN] Epoch=121/270, Step=2/37, loss=20.931549, lr=0.000125, time_each_step=0.59s, eta=0:53:58 2021-08-13 12:24:01 [INFO] [TRAIN] Epoch=121/270, Step=4/37, loss=29.717709, lr=0.000125, time_each_step=0.59s, eta=0:53:57 2021-08-13 12:24:03 [INFO] [TRAIN] Epoch=121/270, Step=6/37, loss=25.613361, lr=0.000125, time_each_step=0.64s, eta=0:53:58 2021-08-13 12:24:03 [INFO] [TRAIN] Epoch=121/270, Step=8/37, loss=48.419254, lr=0.000125, time_each_step=0.62s, eta=0:53:56 2021-08-13 12:24:05 [INFO] [TRAIN] Epoch=121/270, Step=10/37, loss=15.354863, lr=0.000125, time_each_step=0.65s, eta=0:53:55 2021-08-13 12:24:06 [INFO] [TRAIN] Epoch=121/270, Step=12/37, loss=30.453312, lr=0.000125, time_each_step=0.66s, eta=0:53:54 2021-08-13 12:24:06 [INFO] [TRAIN] Epoch=121/270, Step=14/37, loss=26.456444, lr=0.000125, time_each_step=0.67s, eta=0:53:53 2021-08-13 12:24:08 [INFO] [TRAIN] Epoch=121/270, Step=16/37, loss=25.734077, lr=0.000125, time_each_step=0.73s, eta=0:53:53 2021-08-13 12:24:09 [INFO] [TRAIN] Epoch=121/270, Step=18/37, loss=27.212412, lr=0.000125, time_each_step=0.76s, eta=0:53:52 2021-08-13 12:24:10 [INFO] [TRAIN] Epoch=121/270, Step=20/37, loss=18.283077, lr=0.000125, time_each_step=0.79s, eta=0:53:51 2021-08-13 12:24:11 [INFO] [TRAIN] Epoch=121/270, Step=22/37, loss=26.705097, lr=0.000125, time_each_step=0.57s, eta=0:53:46 2021-08-13 12:24:12 [INFO] [TRAIN] Epoch=121/270, Step=24/37, loss=26.858463, lr=0.000125, time_each_step=0.55s, eta=0:53:45 2021-08-13 12:24:13 [INFO] [TRAIN] Epoch=121/270, Step=26/37, loss=27.482828, lr=0.000125, time_each_step=0.54s, eta=0:53:44 2021-08-13 12:24:14 [INFO] [TRAIN] Epoch=121/270, Step=28/37, loss=27.509441, lr=0.000125, time_each_step=0.54s, eta=0:53:43 2021-08-13 12:24:15 [INFO] [TRAIN] Epoch=121/270, Step=30/37, loss=24.595531, lr=0.000125, time_each_step=0.5s, eta=0:53:41 2021-08-13 12:24:15 [INFO] [TRAIN] Epoch=121/270, Step=32/37, loss=18.086683, lr=0.000125, time_each_step=0.48s, eta=0:53:40 2021-08-13 12:24:15 [INFO] [TRAIN] Epoch=121/270, Step=34/37, loss=27.612822, lr=0.000125, time_each_step=0.45s, eta=0:53:39 2021-08-13 12:24:16 [INFO] [TRAIN] Epoch=121/270, Step=36/37, loss=30.856586, lr=0.000125, time_each_step=0.39s, eta=0:53:38 2021-08-13 12:24:17 [INFO] [TRAIN] Epoch 121 finished, loss=26.321905, lr=0.000125 . 2021-08-13 12:24:22 [INFO] [TRAIN] Epoch=122/270, Step=1/37, loss=37.138908, lr=0.000125, time_each_step=0.61s, eta=0:56:57 2021-08-13 12:24:23 [INFO] [TRAIN] Epoch=122/270, Step=3/37, loss=22.307152, lr=0.000125, time_each_step=0.62s, eta=0:56:55 2021-08-13 12:24:24 [INFO] [TRAIN] Epoch=122/270, Step=5/37, loss=21.251068, lr=0.000125, time_each_step=0.63s, eta=0:56:55 2021-08-13 12:24:25 [INFO] [TRAIN] Epoch=122/270, Step=7/37, loss=20.238234, lr=0.000125, time_each_step=0.64s, eta=0:56:54 2021-08-13 12:24:26 [INFO] [TRAIN] Epoch=122/270, Step=9/37, loss=26.574577, lr=0.000125, time_each_step=0.63s, eta=0:56:52 2021-08-13 12:24:27 [INFO] [TRAIN] Epoch=122/270, Step=11/37, loss=38.182793, lr=0.000125, time_each_step=0.63s, eta=0:56:51 2021-08-13 12:24:28 [INFO] [TRAIN] Epoch=122/270, Step=13/37, loss=25.784069, lr=0.000125, time_each_step=0.67s, eta=0:56:51 2021-08-13 12:24:29 [INFO] [TRAIN] Epoch=122/270, Step=15/37, loss=28.730566, lr=0.000125, time_each_step=0.7s, eta=0:56:50 2021-08-13 12:24:31 [INFO] [TRAIN] Epoch=122/270, Step=17/37, loss=25.132902, lr=0.000125, time_each_step=0.75s, eta=0:56:50 2021-08-13 12:24:32 [INFO] [TRAIN] Epoch=122/270, Step=19/37, loss=38.132393, lr=0.000125, time_each_step=0.81s, eta=0:56:49 2021-08-13 12:24:34 [INFO] [TRAIN] Epoch=122/270, Step=21/37, loss=26.3612, lr=0.000125, time_each_step=0.6s, eta=0:56:44 2021-08-13 12:24:34 [INFO] [TRAIN] Epoch=122/270, Step=23/37, loss=28.458204, lr=0.000125, time_each_step=0.58s, eta=0:56:43 2021-08-13 12:24:35 [INFO] [TRAIN] Epoch=122/270, Step=25/37, loss=24.314949, lr=0.000125, time_each_step=0.55s, eta=0:56:41 2021-08-13 12:24:36 [INFO] [TRAIN] Epoch=122/270, Step=27/37, loss=19.896748, lr=0.000125, time_each_step=0.54s, eta=0:56:40 2021-08-13 12:24:37 [INFO] [TRAIN] Epoch=122/270, Step=29/37, loss=22.305435, lr=0.000125, time_each_step=0.55s, eta=0:56:39 2021-08-13 12:24:38 [INFO] [TRAIN] Epoch=122/270, Step=31/37, loss=30.013247, lr=0.000125, time_each_step=0.55s, eta=0:56:38 2021-08-13 12:24:38 [INFO] [TRAIN] Epoch=122/270, Step=33/37, loss=16.750031, lr=0.000125, time_each_step=0.51s, eta=0:56:37 2021-08-13 12:24:39 [INFO] [TRAIN] Epoch=122/270, Step=35/37, loss=22.781115, lr=0.000125, time_each_step=0.48s, eta=0:56:35 2021-08-13 12:24:40 [INFO] [TRAIN] Epoch=122/270, Step=37/37, loss=30.306192, lr=0.000125, time_each_step=0.45s, eta=0:56:35 2021-08-13 12:24:40 [INFO] [TRAIN] Epoch 122 finished, loss=26.241865, lr=0.000125 . 2021-08-13 12:24:46 [INFO] [TRAIN] Epoch=123/270, Step=2/37, loss=19.108715, lr=0.000125, time_each_step=0.67s, eta=0:57:57 2021-08-13 12:24:47 [INFO] [TRAIN] Epoch=123/270, Step=4/37, loss=18.3902, lr=0.000125, time_each_step=0.65s, eta=0:57:55 2021-08-13 12:24:48 [INFO] [TRAIN] Epoch=123/270, Step=6/37, loss=18.346272, lr=0.000125, time_each_step=0.69s, eta=0:57:55 2021-08-13 12:24:50 [INFO] [TRAIN] Epoch=123/270, Step=8/37, loss=24.26844, lr=0.000125, time_each_step=0.72s, eta=0:57:54 2021-08-13 12:24:50 [INFO] [TRAIN] Epoch=123/270, Step=10/37, loss=23.054552, lr=0.000125, time_each_step=0.72s, eta=0:57:52 2021-08-13 12:24:52 [INFO] [TRAIN] Epoch=123/270, Step=12/37, loss=32.687847, lr=0.000125, time_each_step=0.73s, eta=0:57:51 2021-08-13 12:24:53 [INFO] [TRAIN] Epoch=123/270, Step=14/37, loss=22.327335, lr=0.000125, time_each_step=0.73s, eta=0:57:50 2021-08-13 12:24:54 [INFO] [TRAIN] Epoch=123/270, Step=16/37, loss=18.352497, lr=0.000125, time_each_step=0.78s, eta=0:57:50 2021-08-13 12:24:55 [INFO] [TRAIN] Epoch=123/270, Step=18/37, loss=30.369608, lr=0.000125, time_each_step=0.81s, eta=0:57:48 2021-08-13 12:24:56 [INFO] [TRAIN] Epoch=123/270, Step=20/37, loss=26.373833, lr=0.000125, time_each_step=0.81s, eta=0:57:47 2021-08-13 12:24:57 [INFO] [TRAIN] Epoch=123/270, Step=22/37, loss=24.839422, lr=0.000125, time_each_step=0.54s, eta=0:57:41 2021-08-13 12:24:57 [INFO] [TRAIN] Epoch=123/270, Step=24/37, loss=27.187569, lr=0.000125, time_each_step=0.53s, eta=0:57:40 2021-08-13 12:24:58 [INFO] [TRAIN] Epoch=123/270, Step=26/37, loss=32.885399, lr=0.000125, time_each_step=0.49s, eta=0:57:39 2021-08-13 12:24:59 [INFO] [TRAIN] Epoch=123/270, Step=28/37, loss=21.960093, lr=0.000125, time_each_step=0.47s, eta=0:57:37 2021-08-13 12:25:00 [INFO] [TRAIN] Epoch=123/270, Step=30/37, loss=29.174139, lr=0.000125, time_each_step=0.46s, eta=0:57:36 2021-08-13 12:25:01 [INFO] [TRAIN] Epoch=123/270, Step=32/37, loss=22.523258, lr=0.000125, time_each_step=0.44s, eta=0:57:35 2021-08-13 12:25:01 [INFO] [TRAIN] Epoch=123/270, Step=34/37, loss=32.414253, lr=0.000125, time_each_step=0.42s, eta=0:57:34 2021-08-13 12:25:02 [INFO] [TRAIN] Epoch=123/270, Step=36/37, loss=28.556438, lr=0.000125, time_each_step=0.38s, eta=0:57:33 2021-08-13 12:25:02 [INFO] [TRAIN] Epoch 123 finished, loss=25.018791, lr=0.000125 . 2021-08-13 12:25:08 [INFO] [TRAIN] Epoch=124/270, Step=1/37, loss=19.589602, lr=0.000125, time_each_step=0.62s, eta=0:57:15 2021-08-13 12:25:09 [INFO] [TRAIN] Epoch=124/270, Step=3/37, loss=29.577539, lr=0.000125, time_each_step=0.62s, eta=0:57:14 2021-08-13 12:25:10 [INFO] [TRAIN] Epoch=124/270, Step=5/37, loss=23.648392, lr=0.000125, time_each_step=0.63s, eta=0:57:13 2021-08-13 12:25:11 [INFO] [TRAIN] Epoch=124/270, Step=7/37, loss=28.922905, lr=0.000125, time_each_step=0.64s, eta=0:57:12 2021-08-13 12:25:11 [INFO] [TRAIN] Epoch=124/270, Step=9/37, loss=18.695749, lr=0.000125, time_each_step=0.64s, eta=0:57:11 2021-08-13 12:25:13 [INFO] [TRAIN] Epoch=124/270, Step=11/37, loss=23.605247, lr=0.000125, time_each_step=0.66s, eta=0:57:10 2021-08-13 12:25:13 [INFO] [TRAIN] Epoch=124/270, Step=13/37, loss=33.271515, lr=0.000125, time_each_step=0.68s, eta=0:57:9 2021-08-13 12:25:15 [INFO] [TRAIN] Epoch=124/270, Step=15/37, loss=34.777538, lr=0.000125, time_each_step=0.68s, eta=0:57:8 2021-08-13 12:25:15 [INFO] [TRAIN] Epoch=124/270, Step=17/37, loss=17.663057, lr=0.000125, time_each_step=0.7s, eta=0:57:7 2021-08-13 12:25:17 [INFO] [TRAIN] Epoch=124/270, Step=19/37, loss=28.282001, lr=0.000125, time_each_step=0.75s, eta=0:57:7 2021-08-13 12:25:18 [INFO] [TRAIN] Epoch=124/270, Step=21/37, loss=28.571453, lr=0.000125, time_each_step=0.51s, eta=0:57:1 2021-08-13 12:25:19 [INFO] [TRAIN] Epoch=124/270, Step=23/37, loss=15.054146, lr=0.000125, time_each_step=0.53s, eta=0:57:1 2021-08-13 12:25:20 [INFO] [TRAIN] Epoch=124/270, Step=25/37, loss=15.640603, lr=0.000125, time_each_step=0.53s, eta=0:56:59 2021-08-13 12:25:21 [INFO] [TRAIN] Epoch=124/270, Step=27/37, loss=34.139919, lr=0.000125, time_each_step=0.53s, eta=0:56:58 2021-08-13 12:25:22 [INFO] [TRAIN] Epoch=124/270, Step=29/37, loss=33.136574, lr=0.000125, time_each_step=0.51s, eta=0:56:57 2021-08-13 12:25:22 [INFO] [TRAIN] Epoch=124/270, Step=31/37, loss=44.667343, lr=0.000125, time_each_step=0.5s, eta=0:56:56 2021-08-13 12:25:24 [INFO] [TRAIN] Epoch=124/270, Step=33/37, loss=16.04208, lr=0.000125, time_each_step=0.51s, eta=0:56:55 2021-08-13 12:25:24 [INFO] [TRAIN] Epoch=124/270, Step=35/37, loss=18.186012, lr=0.000125, time_each_step=0.47s, eta=0:56:54 2021-08-13 12:25:24 [INFO] [TRAIN] Epoch=124/270, Step=37/37, loss=23.935741, lr=0.000125, time_each_step=0.46s, eta=0:56:53 2021-08-13 12:25:25 [INFO] [TRAIN] Epoch 124 finished, loss=25.690546, lr=0.000125 . 2021-08-13 12:25:31 [INFO] [TRAIN] Epoch=125/270, Step=2/37, loss=31.365812, lr=0.000125, time_each_step=0.68s, eta=0:55:15 2021-08-13 12:25:32 [INFO] [TRAIN] Epoch=125/270, Step=4/37, loss=21.167366, lr=0.000125, time_each_step=0.71s, eta=0:55:15 2021-08-13 12:25:33 [INFO] [TRAIN] Epoch=125/270, Step=6/37, loss=22.500916, lr=0.000125, time_each_step=0.69s, eta=0:55:13 2021-08-13 12:25:34 [INFO] [TRAIN] Epoch=125/270, Step=8/37, loss=28.0532, lr=0.000125, time_each_step=0.71s, eta=0:55:12 2021-08-13 12:25:35 [INFO] [TRAIN] Epoch=125/270, Step=10/37, loss=34.259514, lr=0.000125, time_each_step=0.69s, eta=0:55:10 2021-08-13 12:25:36 [INFO] [TRAIN] Epoch=125/270, Step=12/37, loss=27.154018, lr=0.000125, time_each_step=0.73s, eta=0:55:10 2021-08-13 12:25:38 [INFO] [TRAIN] Epoch=125/270, Step=14/37, loss=29.342113, lr=0.000125, time_each_step=0.76s, eta=0:55:9 2021-08-13 12:25:39 [INFO] [TRAIN] Epoch=125/270, Step=16/37, loss=38.00795, lr=0.000125, time_each_step=0.78s, eta=0:55:8 2021-08-13 12:25:40 [INFO] [TRAIN] Epoch=125/270, Step=18/37, loss=27.612986, lr=0.000125, time_each_step=0.81s, eta=0:55:7 2021-08-13 12:25:41 [INFO] [TRAIN] Epoch=125/270, Step=20/37, loss=19.545658, lr=0.000125, time_each_step=0.82s, eta=0:55:5 2021-08-13 12:25:42 [INFO] [TRAIN] Epoch=125/270, Step=22/37, loss=20.206114, lr=0.000125, time_each_step=0.57s, eta=0:55:0 2021-08-13 12:25:43 [INFO] [TRAIN] Epoch=125/270, Step=24/37, loss=19.817028, lr=0.000125, time_each_step=0.55s, eta=0:54:59 2021-08-13 12:25:44 [INFO] [TRAIN] Epoch=125/270, Step=26/37, loss=19.77561, lr=0.000125, time_each_step=0.55s, eta=0:54:57 2021-08-13 12:25:45 [INFO] [TRAIN] Epoch=125/270, Step=28/37, loss=23.12579, lr=0.000125, time_each_step=0.54s, eta=0:54:56 2021-08-13 12:25:46 [INFO] [TRAIN] Epoch=125/270, Step=30/37, loss=16.786678, lr=0.000125, time_each_step=0.54s, eta=0:54:55 2021-08-13 12:25:47 [INFO] [TRAIN] Epoch=125/270, Step=32/37, loss=19.353107, lr=0.000125, time_each_step=0.51s, eta=0:54:54 2021-08-13 12:25:47 [INFO] [TRAIN] Epoch=125/270, Step=34/37, loss=26.67347, lr=0.000125, time_each_step=0.46s, eta=0:54:53 2021-08-13 12:25:48 [INFO] [TRAIN] Epoch=125/270, Step=36/37, loss=14.076571, lr=0.000125, time_each_step=0.41s, eta=0:54:52 2021-08-13 12:25:48 [INFO] [TRAIN] Epoch 125 finished, loss=24.006073, lr=0.000125 . 2021-08-13 12:25:53 [INFO] [TRAIN] Epoch=126/270, Step=1/37, loss=28.309952, lr=0.000125, time_each_step=0.65s, eta=0:57:7 2021-08-13 12:25:55 [INFO] [TRAIN] Epoch=126/270, Step=3/37, loss=37.58073, lr=0.000125, time_each_step=0.68s, eta=0:57:6 2021-08-13 12:25:56 [INFO] [TRAIN] Epoch=126/270, Step=5/37, loss=32.708817, lr=0.000125, time_each_step=0.68s, eta=0:57:5 2021-08-13 12:25:57 [INFO] [TRAIN] Epoch=126/270, Step=7/37, loss=19.378365, lr=0.000125, time_each_step=0.67s, eta=0:57:3 2021-08-13 12:25:58 [INFO] [TRAIN] Epoch=126/270, Step=9/37, loss=23.083925, lr=0.000125, time_each_step=0.7s, eta=0:57:3 2021-08-13 12:25:59 [INFO] [TRAIN] Epoch=126/270, Step=11/37, loss=23.394228, lr=0.000125, time_each_step=0.69s, eta=0:57:1 2021-08-13 12:26:00 [INFO] [TRAIN] Epoch=126/270, Step=13/37, loss=31.619137, lr=0.000125, time_each_step=0.74s, eta=0:57:1 2021-08-13 12:26:01 [INFO] [TRAIN] Epoch=126/270, Step=15/37, loss=31.208214, lr=0.000125, time_each_step=0.73s, eta=0:56:59 2021-08-13 12:26:02 [INFO] [TRAIN] Epoch=126/270, Step=17/37, loss=31.308292, lr=0.000125, time_each_step=0.76s, eta=0:56:58 2021-08-13 12:26:03 [INFO] [TRAIN] Epoch=126/270, Step=19/37, loss=21.92177, lr=0.000125, time_each_step=0.78s, eta=0:56:57 2021-08-13 12:26:04 [INFO] [TRAIN] Epoch=126/270, Step=21/37, loss=38.312778, lr=0.000125, time_each_step=0.52s, eta=0:56:52 2021-08-13 12:26:05 [INFO] [TRAIN] Epoch=126/270, Step=23/37, loss=38.525757, lr=0.000125, time_each_step=0.52s, eta=0:56:51 2021-08-13 12:26:06 [INFO] [TRAIN] Epoch=126/270, Step=25/37, loss=19.632832, lr=0.000125, time_each_step=0.51s, eta=0:56:49 2021-08-13 12:26:07 [INFO] [TRAIN] Epoch=126/270, Step=27/37, loss=27.3319, lr=0.000125, time_each_step=0.5s, eta=0:56:48 2021-08-13 12:26:08 [INFO] [TRAIN] Epoch=126/270, Step=29/37, loss=25.850405, lr=0.000125, time_each_step=0.47s, eta=0:56:47 2021-08-13 12:26:08 [INFO] [TRAIN] Epoch=126/270, Step=31/37, loss=21.368671, lr=0.000125, time_each_step=0.47s, eta=0:56:46 2021-08-13 12:26:09 [INFO] [TRAIN] Epoch=126/270, Step=33/37, loss=20.916164, lr=0.000125, time_each_step=0.43s, eta=0:56:45 2021-08-13 12:26:09 [INFO] [TRAIN] Epoch=126/270, Step=35/37, loss=37.669884, lr=0.000125, time_each_step=0.41s, eta=0:56:44 2021-08-13 12:26:10 [INFO] [TRAIN] Epoch=126/270, Step=37/37, loss=29.999678, lr=0.000125, time_each_step=0.37s, eta=0:56:43 2021-08-13 12:26:10 [INFO] [TRAIN] Epoch 126 finished, loss=25.972727, lr=0.000125 . 2021-08-13 12:26:15 [INFO] [TRAIN] Epoch=127/270, Step=2/37, loss=18.67181, lr=0.000125, time_each_step=0.58s, eta=0:54:40 2021-08-13 12:26:16 [INFO] [TRAIN] Epoch=127/270, Step=4/37, loss=40.308006, lr=0.000125, time_each_step=0.63s, eta=0:54:40 2021-08-13 12:26:17 [INFO] [TRAIN] Epoch=127/270, Step=6/37, loss=34.050568, lr=0.000125, time_each_step=0.61s, eta=0:54:39 2021-08-13 12:26:18 [INFO] [TRAIN] Epoch=127/270, Step=8/37, loss=19.020838, lr=0.000125, time_each_step=0.63s, eta=0:54:38 2021-08-13 12:26:20 [INFO] [TRAIN] Epoch=127/270, Step=10/37, loss=34.879959, lr=0.000125, time_each_step=0.64s, eta=0:54:37 2021-08-13 12:26:21 [INFO] [TRAIN] Epoch=127/270, Step=12/37, loss=38.590324, lr=0.000125, time_each_step=0.65s, eta=0:54:36 2021-08-13 12:26:22 [INFO] [TRAIN] Epoch=127/270, Step=14/37, loss=31.38084, lr=0.000125, time_each_step=0.67s, eta=0:54:35 2021-08-13 12:26:23 [INFO] [TRAIN] Epoch=127/270, Step=16/37, loss=30.770412, lr=0.000125, time_each_step=0.69s, eta=0:54:34 ## 4.模型评估测试 ### 4.1 单张图片预测 ```python import paddlex as pdx model = pdx.load_model('output/yolov3_mobilenetv1/best_model') image_name = 'objDataset/facemask/JPEGImages/maksssksksss117.png' result = model.predict(image_name) pdx.det.visualize(image_name, result, threshold=0.5, save_dir='output/yolov3_mobilenetv1') ``` ### 4.2批量预测 ```python # 进行预测操作 result = model.predict(test_dataset) # 定义画图方法 def show_img(img, predict): plt.figure() plt.title('predict: {}'.format(predict)) plt.imshow(img.reshape([28, 28]), cmap=plt.cm.binary) plt.show() # 抽样展示 indexs = [2, 15, 38, 211] for idx in indexs: show_img(eval_dataset[idx][0], np.argmax(result[0][idx])) ``` # 四、效果展示 ![](https://ai-studio-static-online.cdn.bcebos.com/f4740b960e2e41d3a135f9fea2579716ec65ae58bd1641e2a2ea40386cd8904e) 请点击[此处](https://ai.baidu.com/docs#/AIStudio_Project_Notebook/a38e5576)查看本环境基本用法.
Please click [here ](https://ai.baidu.com/docs#/AIStudio_Project_Notebook/a38e5576) for more detailed instructions. ```python ```