Stable Diffusion XL on Mac with Advanced Core ML Quantization
Stable Diffusion XL now runs locally on Mac. No cloud, no latency, no monthly bills.

Why it matters
Core ML quantization brings state-of-the-art image generation to consumer hardware, expanding the addressable market for generative AI from cloud-dependent to edge-native deployment. This signals a critical shift: AI capability is decoupling from centralized inference infrastructure.
The key facts
9 to knowStable Diffusion XL ported to Core ML
Advanced quantization techniques enable Mac-native inference
Published July 27, 2023 on Hugging Face
Eliminates cloud dependency for image generation workflows
Targets developer and creator adoption on consumer hardware
Advanced quantization techniques for Mac inference
On-device execution without external GPU dependency
Published July 2023 on Hugging Face
Enables privacy-first image generation on Apple silicon
Go to the source
Hugging Face Bloghuggingface.co