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What does this PR do?

Fixes #12433 Fixes Text to image training peft version

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Anyone in the community is free to review the PR once the tests have passed.
@stevhliu @sayakpaul

@HuggingFaceDocBuilderDev

The docs for this PR live here. All of your documentation changes will be reflected on that endpoint. The docs are available until 30 days after the last update.

@sayakpaul sayakpaul merged commit ce90f9b into huggingface:main Oct 6, 2025
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Documentation instructs installing diffusers from git causing version incompatibility with example requirements.txt (text to image lora)
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