Streamlit
1 Introduction to Streamlit
1.1 What is Streamlit?
1.2 Why use Streamlit?
1.3 Setting up the environment
1.4 Creating your first Streamlit app
2 Basic Components
2.1 Text elements
2.1 1 Displaying text
2.1 2 Formatting text
2.2 Data display elements
2.2 1 Displaying data frames
2.2 2 Displaying tables
2.3 Input widgets
2.3 1 Text input
2.3 2 Number input
2.3 3 Date input
2.3 4 Dropdown selection
2.3 5 Slider
2.3 6 Checkbox
2.3 7 Radio buttons
2.3 8 Buttons
3 Advanced Components
3.1 Interactive widgets
3.1 1 Multiselect
3.1 2 File uploader
3.1 3 Color picker
3.2 Media elements
3.2 1 Displaying images
3.2 2 Displaying videos
3.2 3 Displaying audio
3.3 Chart elements
3.3 1 Line chart
3.3 2 Bar chart
3.3 3 Area chart
3.3 4 Scatter chart
3.3 5 Map chart
4 Layout and Styling
4.1 Layout components
4.1 1 Columns
4.1 2 Tabs
4.1 3 Expander
4.2 Styling elements
4.2 1 Custom CSS
4.2 2 Theming
4.2 3 Adding custom fonts
5 State Management
5.1 Session state
5.1 1 Managing state across reruns
5.1 2 Persisting state
5.2 Caching
5.2 1 Caching functions
5.2 2 Caching data
6 Deployment
6.1 Deploying to Streamlit Sharing
6.1 1 Setting up Streamlit Sharing
6.1 2 Deploying your app
6.2 Deploying to other platforms
6.2 1 Deploying to Heroku
6.2 2 Deploying to AWS
6.2 3 Deploying to Google Cloud
7 Best Practices
7.1 Writing clean and maintainable code
7.2 Optimizing performance
7.3 Handling errors and exceptions
7.4 Version control with Git
8 Advanced Topics
8.1 Integrating with other libraries
8.1 1 Integrating with Pandas
8.1 2 Integrating with Plotly
8.1 3 Integrating with TensorFlow
8.2 Building complex apps
8.2 1 Creating multi-page apps
8.2 2 Handling authentication
8.2 3 Building interactive dashboards
8.3 Custom components
8.3 1 Creating custom widgets
8.3 2 Extending Streamlit with custom components
9 Case Studies
9.1 Building a data exploration app
9.2 Building a machine learning model deployment app
9.3 Building a real-time data visualization app
8 3 1 Creating Custom Widgets Explained

3 1 Creating Custom Widgets Explained

Key Concepts

Custom Widgets

Custom widgets are user interface elements tailored to specific needs. They allow developers to create interactive components that are not available in Streamlit's default widget library.

Streamlit Components

Streamlit Components is a framework that allows developers to integrate custom widgets into Streamlit apps. It provides a bridge between Streamlit and external JavaScript libraries, enabling the creation of complex and interactive user interfaces.

React.js

React.js is a JavaScript library for building user interfaces. It is commonly used to create custom widgets due to its component-based architecture and efficient rendering capabilities.

HTML/CSS/JavaScript

HTML, CSS, and JavaScript are the foundational technologies used to create custom widgets. HTML defines the structure, CSS styles the appearance, and JavaScript adds interactivity.

Integration

Integration involves combining custom widgets with Streamlit to enhance the app's functionality. This is achieved by embedding the custom widget code within a Streamlit component and passing data between Streamlit and the widget.

Examples

Example 1: Simple Custom Widget

import streamlit as st
import streamlit.components.v1 as components

def custom_widget():
    return "Hello from custom widget!"

components.html("""
<div>
    <h1>Custom Widget</h1>
    <p>{custom_widget()}</p>
</div>
""")
    

Example 2: React.js Custom Widget

import streamlit as st
import streamlit.components.v1 as components

components.html("""
<div id="root"></div>
<script src="https://unpkg.com/react@17/umd/react.development.js" crossorigin></script>
<script src="https://unpkg.com/react-dom@17/umd/react-dom.development.js" crossorigin></script>
<script>
    const App = () => <h1>Hello from React!</h1>;
    ReactDOM.render(<App />, document.getElementById('root'));
</script>
""")
    

Analogies

Think of custom widgets as specialized tools in a toolbox. Streamlit Components are like the mechanism that allows you to use these tools in your Streamlit app. React.js is like the blueprint for creating these tools, while HTML/CSS/JavaScript are the materials used to build them. Integration is like assembling the tools into a functional machine.

By mastering the creation of custom widgets, you can extend the capabilities of your Streamlit apps and create highly interactive and tailored user interfaces.