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* add paradigms parallel sampling pipeline

* linting

* ran make fix-copies

* add paradigms parallel sampling pipeline

* linting

* ran make fix-copies

* Apply suggestions from code review
Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>

* changes based on review

* add docs for paradigms

* update docs with paradigms abstract

* improve documentation, and add tests for ddim/ddpm batch_step_no_noise

* fix docs and run make fix-copies

* minor changes to docs.

* Apply suggestions from code review
Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>

* move parallel scheduler to new classes for DDPMParallelScheduler and DDIMParallelScheduler

* remove changes for scheduling_ddim, adjust licenses, credits, and commented code

* fix tensor type that is breaking tests

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

* add entry for safe stable diffusion to the sd overview page.

* add missing pipelines o the broader overview section in the pipelines.

* address PR feedback./

* refactor: readme serialized from the example when push_to_hub is True.

* fix: batch size arg.

* a bit better formatting

* minor fixes.

* add note on env.

* Apply suggestions from code review
Co-authored-by: Pedro Cuenca <pedro@huggingface.co>

* condition wandb info better

* make mixed_precision assignment in cli args explicit.

* separate inference block for sample images.

* Apply suggestions from code review
Co-authored-by: Pedro Cuenca <pedro@huggingface.co>

* address more comments.

* autocast mode.

* correct none image type problem.

* ifx: list assignment.

* minor fix.

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Co-authored-by: Pedro Cuenca <pedro@huggingface.co>

* fixed typo

* updated doc to be consistent in naming

* make style/quality

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Co-authored-by: Aflalo <estellea@isl-iam1.rr.intel.com>

* add zero snr doc

* fix image link

* apply feedback

* separate page

add note to loading from checkpoint

* manual check for checkpoints_total_limit instead of using accelerate

* remove controlnet_conditioning_embedding_out_channels

* relax tolerance slightly

* Add more tests

* upload readme

* upload readme

* Apply suggestions from code review

* Improve API Autoencoder KL

* finalize

* finalize tests

* finalize tests

* Apply suggestions from code review
Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>

* up

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

* added ldm3d pipeline and updated image processor to support depth

* added description

* added paper reference

* added docs

* fixed bug

* added test

* Update tests/pipelines/stable_diffusion/test_stable_diffusion_ldm3d.py
Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>

* Update tests/pipelines/stable_diffusion/test_stable_diffusion_ldm3d.py
Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>

* Update src/diffusers/pipelines/stable_diffusion/pipeline_stable_diffusion_ldm3d.py
Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>

* Update src/diffusers/pipelines/stable_diffusion/pipeline_stable_diffusion_ldm3d.py
Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>

* Update src/diffusers/pipelines/stable_diffusion/pipeline_stable_diffusion_ldm3d.py
Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>

* Update src/diffusers/pipelines/stable_diffusion/pipeline_stable_diffusion_ldm3d.py
Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>

* Update src/diffusers/pipelines/stable_diffusion/pipeline_stable_diffusion_ldm3d.py
Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>

* Update src/diffusers/pipelines/stable_diffusion/pipeline_stable_diffusion_ldm3d.py
Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>

* Update src/diffusers/pipelines/stable_diffusion/pipeline_stable_diffusion_ldm3d.py
Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>

* Update src/diffusers/pipelines/stable_diffusion/pipeline_stable_diffusion_ldm3d.py
Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>

* Update src/diffusers/pipelines/stable_diffusion/pipeline_stable_diffusion_ldm3d.py
Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>

* Update src/diffusers/pipelines/stable_diffusion/pipeline_stable_diffusion_ldm3d.py
Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>

* Update src/diffusers/pipelines/stable_diffusion/pipeline_stable_diffusion_ldm3d.py
Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>

* added reference in indexmdx

* reverted changes tto image processor'

* added LDM3DOutput

* Fixes with make style

* fix failing tests for make fix-copies

* aligned with our version

* Update pipeline_stable_diffusion_ldm3d.py

updated the guidance scale

* Fix for failing check_code_quality test

* Code review feedback

* Fix typo in ldm3d_diffusion.mdx

* updated the doc accordnlgy

* copyrights

* fixed test failure

* make style

* added image processor of LDM3D in the documentation:

* added ldm3d doc to toctree

* run make style && make quality

* run make fix-copies

* Update docs/source/en/api/image_processor.mdx
Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>

* Update docs/source/en/api/pipelines/stable_diffusion/ldm3d_diffusion.mdx
Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>

* Update docs/source/en/api/pipelines/stable_diffusion/ldm3d_diffusion.mdx
Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>

* updated the safety checker to accept tuple

* make style and make quality

* Update src/diffusers/pipelines/stable_diffusion/__init__.py
Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>

* Update src/diffusers/pipelines/stable_diffusion/pipeline_stable_diffusion_ldm3d.py
Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>

* Update src/diffusers/pipelines/stable_diffusion/pipeline_stable_diffusion_ldm3d.py
Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>

* Update src/diffusers/pipelines/stable_diffusion/pipeline_stable_diffusion_ldm3d.py
Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>

* LDM3D output

* up

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Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>
Co-authored-by: Aflalo <estellea@isl-gpu27.rr.intel.com>
Co-authored-by: Anahita Bhiwandiwalla <anahita.bhiwandiwalla@intel.com>
Co-authored-by: Aflalo <estellea@isl-gpu26.rr.intel.com>
Co-authored-by: Aflalo <estellea@isl-iam1.rr.intel.com>
Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
Co-authored-by: Aflalo <estellea@isl-gpu42.rr.intel.com>
Co-authored-by: Aflalo <estellea@isl-gpu43.rr.intel.com>

* feat: add PR template.

* address pr comments.

* Update .github/PULL_REQUEST_TEMPLATE.md
Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>

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

* Maintain same decoder start noise for all interp steps

* Correct comment

* use batch_size for consistency

Added `LoraLoaderMixin` to `StableDiffusionKDiffusionPipeline`

* relax tolerance slightly

* correct incorrect naming

* update reference pipeline

* update reference pipeline

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

* modify the issue template to include core maintainers.

* add: entry for audio.

* Update .github/ISSUE_TEMPLATE/bug-report.yml
Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>

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

fix colab notebook cells

* update kandinsky conversion script

* style

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Co-authored-by: yiyixuxu <yixu310@gmail,com>

Update pipeline_flax_controlnet.py

Change type of images array from jax.numpy.array to numpy.ndarray to permit in-place modification of the array when the safety checker detects a NSFW image.

* [MultiControlNet] Allow save and load

* Correct more

* [MultiControlNet] Allow save and load

* make style

* Apply suggestions from code review

relax tolerance slightly

* fix docs typos. add frame_ids argument to text2video-zero pipeline call

* make style && make quality

* add support of pytorch 2.0 scaled_dot_product_attention for CrossFrameAttnProcessor

* add chunk-by-chunk processing to text2video-zero docs

* make style && make quality

* Update docs/source/en/api/pipelines/text_to_video_zero.mdx
Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>

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

Update installation.mdx

Replace dead link to Flax documentation

Replace the dead link to the Flax installation guide by a working one: https://flax.readthedocs.io/en/latest/#installation

* Correct timestep inpaint

* make style

* Fix

* Apply suggestions from code review

* make style

clean up more

clean up more

* remove seed

* style

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Co-authored-by: yiyixuxu <yixu310@gmail,com>

* Post release

* Post release

* Fix loading

* make style

Apply deprecations

add image processor
Co-authored-by: yiyixuxu <yixu@yis-macbook-pro.lan>

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