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Will keep the PR for a bit as we will need to figure out a robust way to deprecate pipelines that use custom modules like Blip Diffusion does.

Right now, we cannot do:

BlipDiffusionPipeline.from_pretrrained(...)

on the pretrained checkpoint.

Cc: @DN6

This issue has been automatically marked as stale because it has not had recent activity. If you think this still needs to be addressed please comment on this thread.

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Closing in view of #11354.