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* Convert alphas for embedders for sd-scripts to ai toolkit conversion

* Add kohya embedders conversion test

* Apply style fixes

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Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>

* Fix lora conversion function for ai-toolkit Qwen Image LoRAs

* add forgotten parenthesis

* remove space new line

* update pipeline

* detect if arrow or letter

* remove whitespaces

* style

* apply suggestion

* apply suggestion

* apply suggestion

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Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>

* add alpha

* load into 2nd transformer

* Update src/diffusers/loaders/lora_conversion_utils.py
Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>

* Update src/diffusers/loaders/lora_conversion_utils.py
Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>

* pr comments

* pr comments

* pr comments

* fix

* fix

* Apply style fixes

* fix copies

* fix

* fix copies

* Update src/diffusers/loaders/lora_pipeline.py
Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>

* revert change

* revert change

* fix copies

* up

* fix

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Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>
Co-authored-by: linoy <linoy@hf.co>

* feat: support more Qwen LoRAs from the community.

* revert unrelated changes.

* Revert "revert unrelated changes."

This reverts commit 82dea555dc9afce1fbb4dc2323be45212ded9092.

* feat: support qwen lightning lora.

* add docs.

* fix

lora_conversion_utils: replace lora up/down with a/b even if transformer. in key
Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>

* support lightx2v lora in wan

* add docsa.

* reviewer feedback

* empty

* fix

* actually, better fix

* empty commit; trigger tests again

* mark wanvace test as flaky

* initial commit

* initial commit

* initial commit

* fix import

* fix prefix

* remove print

* Apply style fixes

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Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>

update

update

* update

* make style

* Update src/diffusers/loaders/lora_conversion_utils.py

* add note explaining threshold

* start supporting kijai wan lora.

* diff_b keys.

* Apply suggestions from code review
Co-authored-by: Aryan <aryan@huggingface.co>

* merge ready

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Co-authored-by: Aryan <aryan@huggingface.co>

* support non diffusers loras for ltxv

* Update src/diffusers/loaders/lora_conversion_utils.py
Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>

* Update src/diffusers/loaders/lora_pipeline.py
Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>

* Apply style fixes

* empty commit

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Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>

* support non-diffusers hidream loras

* make fix-copies

[lora_conversion] Enhance key handling for OneTrainer components in LORA conversion utility (#11441) (#11487)

* [lora_conversion] Enhance key handling for OneTrainer components in LORA conversion utility (#11441)

* Update src/diffusers/loaders/lora_conversion_utils.py
Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>

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Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>

* Fix typos in docs and comments

* Apply style fixes

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Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>

* Kolors additional pipelines, community contrib

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Co-authored-by: Teriks <Teriks@users.noreply.github.com>
Co-authored-by: Linoy Tsaban <57615435+linoytsaban@users.noreply.github.com>

* support more SDXL loras.

* update

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Co-authored-by: hlky <hlky@hlky.ac>

* support musubi wan loras.

* Update src/diffusers/loaders/lora_conversion_utils.py
Co-authored-by: hlky <hlky@hlky.ac>

* support i2v loras from musubi too.

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Co-authored-by: hlky <hlky@hlky.ac>

* update

* update

* update

* update

* support more comyui loras.

* fix

* fixes

* revert changes in LoRA base.

* no position_embedding

* 🚨

 introduce a breaking change to let peft handle module ambiguity

* styling

* remove position embeddings.

* improvements.

* style

* make info instead of NotImplementedError

* Update src/diffusers/loaders/peft.py
Co-authored-by: hlky <hlky@hlky.ac>

* add example.

* robust checks

* updates

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Co-authored-by: hlky <hlky@hlky.ac>

feat: support non-diffusers wan t2v loras.

* support wan i2v loras from the world.

* remove copied from.

* upates

* add lora.

Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>

* feat: support non-diffusers lumina2 LoRAs.

* revert ipynb changes (but I don't know why this is required ☹

️)

* empty

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Co-authored-by: Dhruv Nair <dhruv.nair@gmail.com>
Co-authored-by: YiYi Xu <yixu310@gmail.com>

update lora support for flux.

* fix peft state dict parsing

* updates

* update

* fix make copies

* update

* add relevant markers to the integration test suite.

* add copied.

* fox-copies

* temporarily add print.

* directly place on CUDA as CPU isn't that big on the CIO.

* fixes to fuse_lora, aryan was right.

* fixes

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Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>

x-flux single-blocks lora load
Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
Co-authored-by: YiYi Xu <yixu310@gmail.com>

* update


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Co-authored-by: yiyixuxu <yixu310@gmail.com>
Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>

* Update handle single blocks on _convert_xlabs_flux_lora_to_diffusers to fix bug on updating keys and old_state_dict


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Co-authored-by: raul_ar <raul.moreno.salinas@autoretouch.com>
Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>

* fix startswith syntax in xlabs lora conversion

* Trigger CI

https://github.com/huggingface/diffusers/pull/9581#issuecomment-2395530360

* support kohya flux loras that have tes.

* Fix ```from_single_file``` for xl_inpaint

* Add basic flux inpaint pipeline

* style, quality, stray print

* Fix stray changes

* Add inpainting model support

* Change lora conversion for xlabs

* Fix stray changes

* Apply suggestions from code review

* style

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Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>

* support kohya lora in flux.

* format

* support xlabs

* diffusion_model prefix.

* Apply suggestions from code review
Co-authored-by: apolinário <joaopaulo.passos@gmail.com>

* empty commit.
Co-authored-by: Leommm-byte <leom20031@gmail.com>

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Co-authored-by: apolinário <joaopaulo.passos@gmail.com>
Co-authored-by: Leommm-byte <leom20031@gmail.com>

fix conversion utility so that lora dora loads correctly

* refactor lora conversion utility.

* remove error raises.

* add onetrainer support too.

* attempt at fixing onetrainer lora.

* fix

* feat: support dora loras from community

* safe-guard dora operations under peft version.

* pop use_dora when False

* make dora lora from kohya work.

* fix: kohya conversion utils.

* add a fast test for DoRA compatibility..

* add a nightly test.