Skip to content
Hugging Face Blog·· 2026-07-23SelectedAI score70

Bringing Nunchaku 4-bit Diffusion Inference to Diffusers

Bringing Nunchaku 4-bit Diffusion Inference to Diffusers

AI introduction

Hugging Face announced that Diffusers now natively supports Nunchaku's SVDQuant 4-bit diffusion model inference, and via the new Nunchaku Lite integration path pre-quantized checkpoints can be loaded with from_pretrained() without local CUDA compilation.

Why it matters

The article shares measured latency and memory figures for W4A4 quantization with native loading in Diffusers, helping readers assess a viable path to running large models on consumer GPUs.

A summary is available. Open the original source for the full article. Read source
Source images · Select to enlarge

Source: Hugging Face Blog · huggingface.co