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[LoRA] clean up load_lora_into_text_encoder() and fuse_lora() copied from #10495

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merged 5 commits into from
Jan 9, 2025

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sayakpaul
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What does this PR do?

load_lora_into_text_encoder()

The load_lora_into_text_encoder() method is basically copied for all the pipelines that support LoRAs on their text encoders. Since the method is duplicated across the different LoRA classes, we can just factor it out to reduce the LoCs.

fuse_lora()

We should not allow the components that are not LoRA-loadable in the signature of fuse_lora() and unfuse_lora(). This wasn't caught because in the tests, we explicitly pass _lora_loadable_modules:

pipe.fuse_lora(components=self.pipeline_class._lora_loadable_modules)

TODOs

  • Run the integration tests.

@@ -297,6 +306,152 @@ def _best_guess_weight_name(
return weight_name


def _load_lora_into_text_encoder(
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Reason why it's not a part of LoRABaseMixin is because not all pipelines support text encoder LoRAs.

@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 requested review from DN6 and hlky January 9, 2025 04:08
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Integration tests for LoRA are passing.

@yiyixuxu yiyixuxu merged commit 553b138 into main Jan 9, 2025
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@yiyixuxu yiyixuxu deleted the lora-clean-up branch January 9, 2025 21:29
DN6 pushed a commit that referenced this pull request Jan 15, 2025
…ied from (#10495)

* factor out text encoder loading.

* make fix-copies

* remove copied from fuse_lora and unfuse_lora as needed.

* remove unused imports
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4 participants