{
  "id": "diffusers",
  "name": "Diffusers",
  "category": "images_video",
  "tags": [
    "Python",
    "image generation",
    "video",
    "inpainting",
    "developer library"
  ],
  "description": "A Python library for wiring diffusion models into image, video and audio applications.",
  "useCases": [
    "Prototype a text-to-image feature in your own app with a selected model and repeatable parameters.",
    "Build a masked image-editing workflow that replaces selected regions and compares the results."
  ],
  "repoUrl": "https://github.com/huggingface/diffusers",
  "docsUrl": "https://huggingface.co/docs/diffusers/",
  "demo": {
    "url": "https://huggingface.co/docs/diffusers/en/using-diffusers/inpaint",
    "label": "Official inpainting walkthrough",
    "evidenceType": "official_examples",
    "note": "The documentation supplies code, input masks and generated example images. These are publisher examples, not our test results."
  },
  "license": {
    "code": "Apache-2.0",
    "weights": "Varies by checkpoint",
    "caveat": "Diffusers is a library, not a single permissively licensed model. Review the chosen model card and its terms.",
    "url": "https://github.com/huggingface/diffusers/blob/main/LICENSE"
  },
  "pricing": {
    "summary": "No library license fee; compute is your responsibility.",
    "caveat": "Local GPU time, rented GPUs and any hosted inference endpoint can cost money. Some gated models require an account and accepted terms."
  },
  "platforms": [
    "Linux",
    "Windows",
    "macOS with supported PyTorch hardware"
  ],
  "setupDifficulty": "advanced",
  "setup": {
    "summary": "Requires Python, PyTorch, a compatible pipeline and downloaded model weights; this is a programming library rather than a turnkey editor.",
    "hardware": "GPU memory and accelerator support vary by model; offloading and quantization can reduce memory use with tradeoffs."
  },
  "limitations": [
    "You must choose compatible models, schedulers, adapters and hardware.",
    "Output quality, safety restrictions and commercial rights depend on the selected model; inpainting may also alter unmasked areas."
  ],
  "evidenceCheckedDate": "2026-10-14",
  "testStatus": "not_tested",
  "sources": [
    {
      "title": "Official repository",
      "url": "https://github.com/huggingface/diffusers",
      "claims": [
        "library purpose",
        "tasks"
      ],
      "evidenceCheckedDate": "2026-10-14"
    },
    {
      "title": "Library license",
      "url": "https://github.com/huggingface/diffusers/blob/main/LICENSE",
      "claims": [
        "Apache-2.0"
      ],
      "evidenceCheckedDate": "2026-10-14"
    },
    {
      "title": "Official quickstart",
      "url": "https://huggingface.co/docs/diffusers/en/quicktour",
      "claims": [
        "model loading",
        "gated models",
        "optimization"
      ],
      "evidenceCheckedDate": "2026-10-14"
    },
    {
      "title": "Installation guide",
      "url": "https://huggingface.co/docs/diffusers/en/installation",
      "claims": [
        "Python and PyTorch setup"
      ],
      "evidenceCheckedDate": "2026-10-14"
    },
    {
      "title": "Inpainting examples",
      "url": "https://huggingface.co/docs/diffusers/en/using-diffusers/inpaint",
      "claims": [
        "masked editing",
        "examples",
        "unmasked-area caveat"
      ],
      "evidenceCheckedDate": "2026-10-14"
    }
  ],
  "categoryLabel": "Images & Video",
  "card": {
    "cost": "Local or rented compute",
    "setup": "Python + model pipeline"
  },
  "setupRequirements": [
    "Requires Python, PyTorch, a compatible pipeline and downloaded model weights; this is a programming library rather than a turnkey editor.",
    "GPU memory and accelerator support vary by model; offloading and quantization can reduce memory use with tradeoffs."
  ],
  "evidence": {
    "status": "documentation_reviewed",
    "demoType": "official_examples",
    "independentlyTested": false,
    "note": "Official source documentation reviewed; no repository installed or executed."
  },
  "releaseDate": null,
  "releaseDateNote": "Not researched; the evidence check date does not indicate a recent release."
}