{
 "schema_version": 1,
 "generated": "2026-10-31",
 "repo": "huggingface/diffusers",
 "name": "diffusers",
 "owner": "huggingface",
 "slug": "huggingface-diffusers",
 "github": "https://github.com/huggingface/diffusers",
 "what": "Diffusers is Hugging Face's Python library for pretrained diffusion models that generate images, audio and even 3D molecule structures. It offers ready pipelines that run in a few lines of code, interchangeable noise schedulers that trade speed for quality, and pretrained model building blocks for your own diffusion systems, with access to more than 30,000 checkpoints on the Hub and guides for optimization and training.",
 "why": "35k stars, talked about in 2 AI sources we track",
 "language": "Python",
 "requirements": [
  "Python in a virtual environment",
  "PyTorch; install with `pip install --upgrade diffusers[torch]` or conda",
  "An NVIDIA GPU for the README examples, which call to cuda; Apple Silicon has its own guide"
 ],
 "audience_note": "Python developers and ML practitioners who want to generate, edit or upscale images in code, or train their own diffusion models.",
 "risk": "none",
 "section": "earlier",
 "weekly_rank": null,
 "category": "Content",
 "url": "https://dedupedai.com/use-cases/huggingface-diffusers/",
 "use_case_count": 3,
 "use_cases": [
  {
   "id": "huggingface-diffusers--generate-images-from-text-in-python",
   "title": "Generate images from text in a few lines of Python",
   "best": true,
   "url": "https://dedupedai.com/use-cases/huggingface-diffusers/generate-images-from-text-in-python/",
   "json": "https://dedupedai.com/use-cases/u/huggingface-diffusers/generate-images-from-text-in-python.json"
  },
  {
   "id": "huggingface-diffusers--edit-or-upscale-images-with-ready-pipelines",
   "title": "Edit, inpaint or upscale images with ready-made pipelines",
   "best": false,
   "url": "https://dedupedai.com/use-cases/huggingface-diffusers/edit-or-upscale-images-with-ready-pipelines/",
   "json": "https://dedupedai.com/use-cases/u/huggingface-diffusers/edit-or-upscale-images-with-ready-pipelines.json"
  },
  {
   "id": "huggingface-diffusers--swap-schedulers-to-tune-speed-and-quality",
   "title": "Trade speed for quality by swapping schedulers",
   "best": false,
   "url": "https://dedupedai.com/use-cases/huggingface-diffusers/swap-schedulers-to-tune-speed-and-quality/",
   "json": "https://dedupedai.com/use-cases/u/huggingface-diffusers/swap-schedulers-to-tune-speed-and-quality.json"
  }
 ],
 "disclaimer": "Third-party repos we don't own or vouch for. AI-generated use cases can be wrong: review everything and run at your own risk."
}