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Diffusers · Hugging Face
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Diffusers documentation
and get access to the augmented documentation experience
Diffusers provides pretrained diffusion models and the building blocks for custom image, video, and audio workflows.
It has two main paths.
Optimizations such as offloading and quantization keep large models runnable on memory-constrained devices. If memory is not an issue, Diffusers also supports torch.compile for faster inference.
Browse trending Diffusers models on the Hub now.
If you’re a beginner, start with the Hugging Face Diffusion Models Course. It covers diffusion theory and how to generate images, fine-tune models, and more with Diffusers.
The Quickstart also includes a copyable agent setup prompt for inference.
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