FastRTC: Real-Time Communication Library for Python Functions
Summary
FastRTC is a powerful Python library designed for real-time communication, enabling developers to transform any Python function into an audio and video stream over WebRTC or WebSockets. It simplifies the creation of interactive, real-time applications, particularly in the AI domain, by handling complex streaming logistics. This library offers robust features for building conversational AI, live video analysis, and more.
Repository Info
Tags
Click on any tag to explore related repositories
Introduction
FastRTC, developed by gradio-app, is a cutting-edge Python library that revolutionizes real-time communication. It allows you to effortlessly turn any Python function into a dynamic audio and video stream, leveraging the power of WebRTC and WebSockets. This library is ideal for building interactive applications, especially those involving AI, speech processing, and live video analysis.
Installation
Getting started with FastRTC is straightforward. You can install the core library using pip:
pip install fastrtc
For advanced features like built-in pause detection and text-to-speech capabilities, install with the vad and tts extras:
pip install "fastrtc[vad, tts]"
Examples
FastRTC provides a rich set of examples to demonstrate its versatility. Some notable use cases include:
- LLM Voice Chat: Create real-time conversational AI interfaces with large language models.
- Webcam Stream: Easily set up and manipulate live video feeds from a webcam.
- Object Detection: Integrate real-time object detection models, such as YOLOv10, directly into video streams.
- Speech Transcription: Utilize models like Whisper for real-time speech-to-text transcription.
For a comprehensive collection of examples and practical recipes, explore the official Cookbook.
Why Use FastRTC
FastRTC stands out with its robust feature set, designed to streamline real-time application development:
- Automatic Voice Detection and Turn Taking: Focus on your application logic, as FastRTC handles conversational flow.
- Automatic UI: Launch a built-in, WebRTC-enabled Gradio UI with a single method call for quick testing and sharing.
- WebRTC and Websocket Support: Seamlessly integrate real-time streams into your existing FastAPI applications.
- Automatic Telephone Support: Get a temporary phone number to connect to your stream, enabling voice-only interactions.
- Completely Customizable Backend: Mount your
Streamon a FastAPI app, offering full flexibility for production environments and custom frontends.