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Update pr_test_peft_backend.yml

An upcoming change to JAX will include non-local (addressable) CPU devices in jax.devices() when JAX is used multicontroller-style, where there are multiple Python processes.

This change preserves the current behavior by replacing uses of jax.devices("cpu"), which previously only returned local devices, with jax.local_devices("cpu"), which will return local devices both now and in the future.

This change is always safe (i.e., it should always preserve the previous behavior), but it may sometimes be unnecessary if code is never used in a multicontroller setting.
Co-authored-by: Peter Hawkins <phawkins@google.com>

* wip: add interpolate pipeline for lcm

* update documentation

* update documentation

* ruff format

* not need to use doc-builder's black styling as the doc is styled in ruff

* make fix-copies

* comment

* use run_ruff

fix import
Co-authored-by: Dhruv Nair <dhruv.nair@gmail.com>

* fix: UnboundLocalError with image_latents

* chore: run make style, quality, fix-copies

* revert changes from make fix-copies

* revert changes from make fix-copies

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Co-authored-by: YiYi Xu <yixu310@gmail.com>

* add also peft latest on peft CI

* up

* up

* up

* Update .github/workflows/pr_test_peft_backend.yml

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

* Update peft_utils.py

* fix bug

* make the util backwards compatible.
Co-Authored-By: Younes Belkada <49240599+younesbelkada@users.noreply.github.com>

* fix import issue

* refactor the backward compatibilty condition

* rename the conditional variable

* address comments
Co-Authored-By: Benjamin Bossan <BenjaminBossan@users.noreply.github.com>

* address comment

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Co-authored-by: Younes Belkada <49240599+younesbelkada@users.noreply.github.com>
Co-authored-by: Benjamin Bossan <BenjaminBossan@users.noreply.github.com>

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

* Set usedforsecurity=False in hashlib methods (FIPS compliance)

* update version dependency

* bump hfh version

* bump hfh version

add: japanese sdxl as a reference

* put peft in requirements

* correct peft

* correct installs

* make style

* make style

fix section title

Update and make improvements

* begin doc

* fix examples

* add in toctree

* fix toctree

* improve copy

* improve introductions

* add lcm doc

* fix filename

* Apply suggestions from code review
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* address Sayak's comments

* remove controlnet aux

* open in colab

* move to Specific pipeline examples

* update controlent and adapter examples

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Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* support lcm

* fix tests

* fix tests

* improvement: docs and type hints

* improvement: docs and type hints

minor refactor

* improvement: docs and type hints

* update with suggestions from review
Co-Authored-By: Dhruv Nair <dhruv.nair@gmail.com>

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

* Fix typos, update, add Copyright info, and trim trailing whitespace

* Update docs/source/en/api/pipelines/text_to_video_zero.md
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* 1 second is not a long video, but 6 seconds is

* Update text_to_video_zero.md

* Update text_to_video_zero.md

* Update text_to_video_zero.md

* Update wuerstchen.md

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Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

[`Docs`] Fix typos, update, and add visualizations at Using Diffusers' Pipelines for Inference Page (#5649)

* Fix typos, update, add visualizations

* Update sdxl.md

* Update controlnet.md

* Update docs/source/en/using-diffusers/shap-e.md
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* Update docs/source/en/using-diffusers/shap-e.md
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* Update diffedit.md

* Update kandinsky.md

* Update sdxl.md

* Update controlnet.md

* Update docs/source/en/using-diffusers/controlnet.md
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* Update docs/source/en/using-diffusers/controlnet.md
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* Update controlnet.md

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Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* fix: enabled num_images_per_prompt>1 for lpw_stable_diffusion_xl

* style: fixed isort

* update test

* update

Remove .to('cuda') before cpu_offload, trim trailing whitespaces

* Fixed doc for consistency decoder

* Style fix

* Update keywords; remove version cuz it changes constantly?

* Update if necessary

* Fix typos and links

* version_range_max from PyTorch's setup.py; fix typos; 1 checklist is enough?

* Fix a typo

* Fix typos

* There is already a Blank issue link at the bottom of the page; direct to Diffusers' forum

* Add 🌐

 Translating a New Language? page

* Update .github/ISSUE_TEMPLATE/translate.md
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* Update PHILOSOPHY.md
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* Update PHILOSOPHY.md
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* Update PHILOSOPHY.md

* Update PHILOSOPHY.md

* Update CONTRIBUTING.md
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* Update CONTRIBUTING.md

* Update CONTRIBUTING.md
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* Update PHILOSOPHY.md
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* Update PHILOSOPHY.md
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* Update README.md
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* Add X account link

* Update setup.py

* Update CITATION.cff

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Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* 🔧 Fix import codes in diffusers library

* ✨Refactor imports in community examples

* Fix typos, update, add Copyright info, and trim trailing whitespace

* Update alt_diffusion.md

* Remove nonoperational demo

* Update docs/source/en/api/pipelines/consistency_models.md
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* Update docs/source/en/api/pipelines/latent_consistency_models.md
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

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Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* first draft

* try hfoption syntax

* fix hfoption id

* add text2image

* fix tag

* feedback

* feedbacks

* add textual inversion

* DreamBooth

* lora

* controlnet

* instructpix2pix

* custom diffusion

* t2i

* separate training methods and models

* sdxl

* kandinsky

* wuerstchen

* light edits

* refactor loaders.py to make it cleaner and leaner.

* refactor loaders init

* inits.

* textual inversion to the init.

* inits.

* remove certain modules from the main init.

* AttnProcsLayers

* fix imports

* avoid circular import.

* fix circular import pt 2.

* address PR comments

* imports

* fix: imports.

* remove from main init for avoiding circular deps.

* remove spurious deps.

* fix-copies.

* fix imports.

* more debug

* more debug

* Apply suggestions from code review

* Apply suggestions from code review

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Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>

* does this fix things?

* attention mask use

* attention mask order

* better masking.

* add: tesrt

* remove mask_featur

* test

* debug

* fix: tests

* deprecate mask_feature

* add deprecation test

* add slow test

* add print statements to retrieve the assertion values.

* fix for the 1024 fast tes

* fix tesy

* fix the remaining

* Apply suggestions from code review

* more debug

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Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>

more debug

* Support maybe_raise_or_warn for peft

* fix by comment

* unwrap function

* feat: sdxl will be automatically detected as pipeline_class

* fix: formatting

* fix: formatting with black

* fix: import pipeline wrongly sorted

* add lora delete feature

* added tests and changed condition

* deal with corner cases

* more corner cases

* rename to `delete_adapter_layers` for consistency

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Co-authored-by: younesbelkada <younesbelkada@gmail.com>

* feat: add resolution binning
Co-authored-by: lawrence-cj <jschen@mail.dlut.edu.cn>

* rename

* debug

* add :test

* remove unused variable

* set resolution_binning to False.

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Co-authored-by: lawrence-cj <jschen@mail.dlut.edu.cn>

Fix the pipeline name in the examples for LMD+ pipeline. Add a colab link to pipeline README. (#5775)

* Fix the pipeline name in the examples for LMD+ pipeline

* Add LMD+ colab link

* Apply code formatting

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