Gitlab CI/CD 错误机器学习 Python

Question

我在 Modelrf 类中编写了一个 RandomForest 回归模型。 它是一个名为 RandomForest.py 的单独 python 文件

RandomForest.py 的代码：

from sklearn.ensemble import RandomForestRegressor
from sklearn.linear_model import LinearRegression
from sklearn.model_selection import train_test_split
import numpy as np

import pandas as pd


class Modelrf():

    def __init__(self, train = "train.csv", test = "test.csv"):
        self.X_train = pd.read_csv(train)
        self.X_test = pd.read_csv(test)
        self.linear_reg = LinearRegression()
        self.random_forest = RandomForestRegressor()
    def split(self):
        self.X_train.dropna(axis=0, subset=['salary'], inplace=True)
        self.X_test.dropna(axis=0, subset=['salary'], inplace=True)
        self.y_train = self.X_train.final_hourly_fee
        self.y_test = self.X_test.final_hourly_fee

    def fit(self):
        self.model = self.random_forest.fit(self.X_train, self.y_train)

    def predict(self):

        self.result = self.random_forest.predict(self.X_test)
        return self.result


if __name__ == '__main__':
    model_instance = Modelrf()
    model_instance.split()
    model_instance.fit()
    model_instance.predict()
    print(model_instance.result)
    print("Accuracy: ", model_instance.model.score(model_instance.X_test, model_instance.y_test))

    output = pd.DataFrame({'Id': model_instance.X_test.index,'Y Original': model_instance.y_test, 'Y predicted':model_instance.result})
    output.to_csv('outputTest.txt', index=False) 

现在我已经将 Modelrf 类导入到 main.py

main.py 的代码：

import pandas as pd
import numpy as np

from RandomForest import Modelrf
from RandomForest import X_test,y_test,result

if __name__ == '__main__':
    model_instance = Modelrf()
    model_instance.split()
    model_instance.fit()
    model_instance.predict()
    print(model_instance.result)
    print("Accuracy: ", model_instance.model.score(model_instance.X_test, model_instance.y_test))


    output = pd.DataFrame({'Id': model_instance.X_test.index,'Y Original': model_instance.y_test, 'Y predicted':model_instance.result})
    output.to_csv('outputTest.txt', index=False) 

我想在 gitlab 上启用 CI/CD 如何编写我的“.gitlab-ci.yml”文件代码？

Answer 1

如果我正确理解这种情况，您需要转到您的存储库：设置 > CI/CD > Runners 然后您需要决定是使用私有运行器还是共享运行器：

https://docs.gitlab.com/ee/ci/runners/