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

small bugfix at StableDiffusionDepth2ImgPipeline call to check_inputs and batch size calculation (#2423)

small bugfix in call to check_inputs and batch size calculation
Co-authored-by: mishka <gartsocial@gmail.com>

add: note on SDEdit

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

* remove author names.

* add: demo link to panorama.

Deprecation warning should only hit at version 0.15

* stable unclip integration tests turn on memory saving

* add note on turning on memory saving

* add xformers 0.0.16 warning message

* fix version check to check whole version string

* add index page

* update

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

Fix typo in AttnProcessor2_0 symbol.

controlling generation docs fixes

This reverts commit 024c4376.

Signed-off-by: daquexian <daquexian566@gmail.com>

* controlling generation docs

* Apply suggestions from code review
Co-authored-by: Pedro Cuenca <pedro@huggingface.co>
Co-authored-by: YiYi Xu <yixu310@gmail.com>
Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>

* up

* up

* uP

* up

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Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>
Co-authored-by: Pedro Cuenca <pedro@huggingface.co>
Co-authored-by: YiYi Xu <yixu310@gmail.com>
Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>

Fixing typos in outgoing links

* add MultiDiffusionPanorama pipeline

* fix docs naming

* update pipeline name, remove redundant tests

* apply styling.

* debugging information.

* fix: assertion values.

* fix-copies.

* update docs

* update docs

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

* add

* finish

* add tests

* add tests

* up

* up

* pull from main

* uP

* Apply suggestions from code review

* finish

* Update docs/source/en/_toctree.yml
Co-authored-by: Suraj Patil <surajp815@gmail.com>

* finish

* clean docs

* next

* next

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

* up

* up

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Co-authored-by: Suraj Patil <surajp815@gmail.com>
Co-authored-by: Pedro Cuenca <pedro@huggingface.co>

* Add semantic guidance pipeline

* Fix style

* Refactor Pipeline

* Pipeline documentation

* Add documentation

* Fix style and quality

* Fix doctree

* Add tests for SEGA

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

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

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

* Make compatible with half precision

* Change deprecation warning to throw an exception

* update

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

* add: inversion to pix2pix zero docs.

* add: comment to emphasize the use of flan to generate.

* more nits.

* add sdpa processor

* don't use it by default

* add some checks and style

* typo

* support torch sdpa in dreambooth example

* use torch attn proc by default when available

* typo

* add attn mask

* fix naming

* being doc

* doc

* Apply suggestions from code review

* polish

* torctree

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

* better name

* style

* add benchamrk table

* Update docs/source/en/optimization/torch2.0.mdx

* up

* fix example

* check if processor is None

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

* add fp32 benchmakr

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

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

* add: section on generating embeddings.

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

* apply changes from code review.

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

* Change solver_type to match the previous tests.

* Prevent warnings about scale_model_inputs

* Prevent console log about division by zero.

* [Pix2Pix] Add utility function

* improve

* update

* Apply suggestions from code review

* uP

* Update src/diffusers/pipelines/stable_diffusion/pipeline_stable_diffusion_pix2pix_zero.py

* fix: slow tests.

* retrieving the slices.

* fix: assertion.

* debugging.

* debugging.

* debugging

* debugging.

* debugging

* debugging.

* debugging.

* debugging

* debugging

* change debugging.

* change debugging.

* fix: tests for pix2pix zero.

* fix typos in the doc

* restyle the code

fix safety_checker for batch_size > 1

Revert "[Pix2Pix0] Add utility function to get edit vector (#2383)"

This reverts commit 857c04cf.

uP

* attend and excite pipeline

* update

update docstring example

remove visualization

remove the base class attention control

remove dependency on stable diffusion pipeline

always apply gaussian filter with default setting

remove run_standard_sd argument

hardcode attention_res and scale_range (related to step size)

Update docs/source/en/api/pipelines/stable_diffusion/attend_and_excite.mdx
Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>

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

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

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

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

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

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

Update tests/pipelines/stable_diffusion_2/test_stable_diffusion_attend_and_excite.py
Co-authored-by: Will Berman <wlbberman@gmail.com>

Update src/diffusers/pipelines/stable_diffusion/pipeline_stable_diffusion_attend_and_excite.py
Co-authored-by: Will Berman <wlbberman@gmail.com>

Update src/diffusers/pipelines/stable_diffusion/pipeline_stable_diffusion_attend_and_excite.py
Co-authored-by: Will Berman <wlbberman@gmail.com>

revert test_float16_inference

revert change to the batch related tests

fix test_float16_inference

handle batch

remove the deprecation message

remove None check, step_size

remove debugging logging

add slow test

indices_to_alter -> indices

add check_input

* skip mps

* style

* Apply suggestions from code review
Co-authored-by: Suraj Patil <surajp815@gmail.com>
Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>

* indices -> token_indices
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Co-authored-by: evin <evinpinarornek@gmail.com>
Co-authored-by: yiyixuxu <yixu310@gmail,com>
Co-authored-by: Suraj Patil <surajp815@gmail.com>
Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>

* [Dummy imports] Add missing if else statements for SD]

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

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