运行 Streamlit 应用程序中的 ExplainerDashboard

Question

我想运行 Streamlit 应用程序中的 ExplainerDashboard。有什么办法可以做到吗？我已经尝试了 ExplainerDashboard run() 功能的所有模式，但它仍然不适合我。

这是我到目前为止所做的，但它不起作用。

from sklearn.model_selection import train_test_split
import streamlit as st
import pandas as pd
from explainerdashboard import ClassifierExplainer, ExplainerDashboard
from sklearn.linear_model import LogisticRegression 
from sklearn.model_selection import train_test_split

def app():
    
    st.title("This is the machine learning page")
    st.markdown("redirect to my [app](https://github.com/prakharrathi25/data-storyteller/blob/main/app.py)")


    st.write("This is an example of a Streamlit app - machine learning")
    
    # show the same data in the machine learning page 
    data = pd.read_csv('data/iris.csv')
    st.dataframe(data)

    # Divide X and y 
    X = data[['A', 'B', 'C', 'D']]
    y = data['E']

    # Convert y to labels 
    y = y.map({'Iris-setosa': 0, 'Iris-versicolor': 1, 'Iris-virginica': 2})

    X_train, X_test, y_train, y_test = train_test_split(X, y, train_size=0.8)

    model = LogisticRegression()
    model.fit(X_train, y_train)

    st.write(model) # the code only runs till here

    explainer = ClassifierExplainer(model, X_test, y_test)
    ExplainerDashboard(explainer).run(mode='external')

    st.markdown("Check out the [explainer dashboard](http://192.168.1.3:8050/)")

Answer 1

运行仪表板正常，运行 streamlit 将仪表板的 url 加载为 iframe in streamlit 应用程序。

运行仪表板
获取本地仪表板url
运行 streamlit

Streamlit 代码

def app():
    """
    Set appearance to wide mode.
    """
    st.title("This is the machine learning page")

    dashboardurl = 'http://127.0.0.1:8050/'
    st.components.v1.iframe(dashboardurl, width=None, height=900, scrolling=True)

运行 Streamlit 应用程序中的 ExplainerDashboard

Run ExplainerDashboard inside a streamlit application

python

dataframe

visualization

streamlit

Streamlit 代码

图片