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MLOps-stock-by-Qlib

MLOps：stock by Qlib

github:https://github.com/qidian1029/MLOps_qlib.git

环境需求

新建python环境 版本：python==3.8

使用conda： conda create -n py3.8 python=3.8

更新pip：pip install --user --upgrade pip

方法一：cmd 命令行执行

到experiment路径下

cd /experiment

命令行执行

python gui.py

点击需求update_data、train_model、plot_result、test_model、deploy_model按钮

打开相应的yaml配置文件，修改，点击按钮：保存并执行或另存并执行

方法二：cmd 命令行执行以下内容

到experiment路径下 cd /experiment 执行下列命令

更新数据

需要更新pymongo包：pip install --ignore-installed pymongo

执行命令

python update_data.py

训练模型

修改配置文件train_lightgbm_Alpha158_stock_dates.yaml

执行命令

python train_model.py train_lightgbm_Alpha158_stock_dates.yaml

绘制图像

修改配置文件plot_lightgbm.yaml

执行命令

python plot_result.py plot_lightgbm.yaml

测试模型

修改配置文件test_lightgbm.yaml

执行命令

python test_model.py test_lightgbm.yaml

持续部署

修改配置文件deploy_lightgbm.yaml

执行命令

python deploy_model.py deploy_lightgbm.yaml

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