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
6 2 1 Deploying to Heroku Explained

2 1 Deploying to Heroku Explained

Key Concepts

Heroku

Heroku is a cloud platform that allows you to deploy, manage, and scale applications. It supports multiple programming languages and provides a simple interface for deploying applications.

Procfile

A Procfile is a file that specifies the commands that are executed by the app on startup. For a Streamlit app, the Procfile typically contains a single line to start the Streamlit server.

web: streamlit run app.py
    

Heroku CLI

The Heroku CLI is a command-line interface for managing Heroku applications. It allows you to create, deploy, and manage your applications directly from the terminal.

heroku login
heroku create
git push heroku main
    

Git

Git is a version control system used to deploy applications to Heroku. You need to initialize a Git repository in your project directory and commit your code before deploying it to Heroku.

git init
git add .
git commit -m "Initial commit"
    

Environment Variables

Environment variables are used to securely store sensitive information like API keys and passwords. You can set environment variables using the Heroku CLI.

heroku config:set API_KEY=your_api_key
    

Examples

Deploying a Streamlit App to Heroku

# Step 1: Create a Procfile
echo "web: streamlit run app.py" > Procfile

# Step 2: Initialize a Git repository
git init
git add .
git commit -m "Initial commit"

# Step 3: Create a Heroku app
heroku create

# Step 4: Deploy the app
git push heroku main

# Step 5: Set environment variables
heroku config:set API_KEY=your_api_key
    

Analogies

Think of Heroku as a hosting service that provides a space for your application to run. The Procfile is like a set of instructions that tell Heroku how to start your app. The Heroku CLI is like a remote control that allows you to manage your app from a distance. Git is like a time machine that helps you track changes and deploy your app to Heroku. Environment variables are like secret codes that keep your sensitive information safe.

By mastering the deployment of Streamlit apps to Heroku, you can make your applications accessible to users, ensure they run smoothly, and handle increased traffic efficiently.