Project Title

ml-stable-diffusion — Accelerating AI Image Generation on Apple Silicon with Core ML

Overview

ml-stable-diffusion is an open-source project that enables the deployment of Stable Diffusion models on Apple Silicon devices using Core ML. This project stands out for its ability to convert PyTorch models into Core ML format, facilitating the integration of advanced image generation capabilities into iOS and macOS applications. It leverages the computational power of Apple's hardware to provide efficient and high-performance AI-driven image generation.

Key Features

Conversion of PyTorch models to Core ML format for Apple Silicon
Integration with Hugging Face diffusers for image generation in Python
Swift package for easy deployment in Xcode projects

Use Cases

Mobile app developers can incorporate AI-powered image generation into their applications.
Creative professionals can use this technology for generating images from text prompts on their Apple devices.
Researchers and data scientists can leverage this project for deploying and testing AI models on Apple's hardware.

Advantages

Optimized for Apple Silicon, providing fast and efficient image generation.
Easy integration with existing Python and Swift development environments.
Supports the latest iOS and macOS versions, ensuring compatibility with current devices.

Limitations / Considerations

The project requires specific macOS and Xcode versions for model conversion and project build.
The performance may vary depending on the device's hardware generation and iOS/iPadOS version.
The Swift code is not fully optimized, which could introduce some overhead in execution.

Apple Core ML Tools: A suite of tools for converting machine learning models to Core ML format. ml-stable-diffusion specializes in Stable Diffusion models.
Hugging Face Diffusers: A library for diffusion models in Python. ml-stable-diffusion integrates with this library for image generation.
TensorFlow Lite for Mobile: A solution for deploying TensorFlow models on mobile devices. ml-stable-diffusion is specific to Apple's ecosystem and Core ML.

Basic Information

GitHub: https://github.com/apple/ml-stable-diffusion
Stars: 17,514
License: Unknown
Last Commit: 2025-08-03

Requirements:

macOS 13.1 or later
Python 3.8
coremltools 7.0
Xcode 14.3 or later
Swift 5.8 or later

📊 Project Information

Project Name: ml-stable-diffusion
GitHub URL: https://github.com/apple/ml-stable-diffusion
Programming Language: Python
⭐ Stars: 17,514
🍴 Forks: 1,011
📅 Created: 2022-11-16
🔄 Last Updated: 2025-08-03

🏷️ Project Topics

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ml-stable-diffusion

Project Description