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[WIP] Add diffusers serve to CLI - #15017

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@DN6

@DN6 DN6 commented Oct 12, 2026

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What does this PR do?

  • Introduce diffusers-cli serve to serve a diffusers compatible model/pipeline based on the GMS spec.
  • Introduce diffusers-cli generate client to make it easy to send GMS compatible requests to the server.
  • Support SGLang and vLLM-omni backends

TODO:

  • Common serving optimisations related to concurrency are still not implemented.

Fixes # (issue)

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  • Was this discussed/approved via a GitHub issue or the forum? Please add a link to it if that's the case.
  • Did you make sure to update the documentation with your changes? Here are the
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  • Did you write any new necessary tests?
  • Are you the author (or part of the team) of the model/pipeline (only applicable for model/pipeline related PRs)?

Who can review?

Anyone in the community is free to review the PR once the tests have passed. Feel free to tag
members/contributors who may be interested in your PR.

@github-actions github-actions Bot added documentation Improvements or additions to documentation tests utils size/L PR with diff > 200 LOC labels Oct 12, 2026
# Conflicts:
#	docs/source/en/using-diffusers/cli.md

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