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* Fix typos, improve, update

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

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

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

* Update philosophy.md

* Update philosophy.md

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

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

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

* Remove e.g.; some Grammarly fixes

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

* Update contribution.md

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

document trust remote code.

* kandinsky 2.1 first draft

* add kandinsky 2.2

* fix identical section headers

* try hfoptions syntax

* add img2img

* add inpaint

* add interpolate

* fix tag

* more cleanups

* typo

* update hfoptions id

* align hfoptions tags

* Fix typos, improve, update

* Update autopipeline.md

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

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

* Update docs/source/en/tutorials/using_peft_for_inference.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>

* Add Copyright info

* Fix typos, improve, update

* Update deepfloyd_if.md

* Update ldm3d_diffusion.md

* Update opt_overview.md

* first draft

* make fix-copies

* add peft section

* manual fix

* make fix-copies again

* manually revert changes to other files

* first draft

* feedback

* feedback

* chore: fix typos

* Update src/diffusers/pipelines/shap_e/renderer.py
Co-authored-by: psychedelicious <4822129+psychedelicious@users.noreply.github.com>

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Co-authored-by: psychedelicious <4822129+psychedelicious@users.noreply.github.com>

minor fixes

fix: StableDiffusionXLImg2ImgPipeline creation in sdxl tutorial

add mask making section

tiny fixes

* start

* finish draft

* add section

* edits

* feedback

* make fix-copies

* rebase

* ✨ Added Fourier filter function to upsample blocks

* 🔧 Update Fourier_filter for float16 support

* ✨ Added UNetFreeUConfig to UNet model for FreeU adaptation 🛠

️

* move unet to its original form and add fourier_filter to torch_utils.

* implement freeU enable mechanism

* implement disable mechanism

* resolution index.

* correct resolution idx condition.

* fix copies.

* no need to use resolution_idx in vae.

* spell out the kwargs

* proper config property

* fix attribution setting

* place unet hasattr properly.

* fix: attribute access.

* proper disable

* remove validation method.

* debug

* debug

* debug

* debug

* debug

* debug

* potential fix.

* add: doc.

* fix copies

* add: tests.

* add: support freeU in SDXL.

* set default value of resolution idx.

* set default values for resolution_idx.

* fix copies

* fix rest.

* fix copies

* address PR comments.

* run fix-copies

* move apply_free_u to utils and other minors.

* introduce support for video (unet3D)

* minor ups

* consistent fix-copies.

* consistent stuff

* fix-copies

* add: rest

* add: docs.

* fix: tests

* fix: doc path

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

* style up

* move to techniques.

* add: slow test for sd freeu.

* add: slow test for sd freeu.

* add: slow test for sd freeu.

* add: slow test for sd freeu.

* add: slow test for sd freeu.

* add: slow test for sd freeu.

* add: slow test for video with freeu

* add: slow test for video with freeu

* add: slow test for video with freeu

* style

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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: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* first draft

* edits

* feedback

* finish first draft

* feedback

* feedback

* [SDXL, Docs] Textual inversion

* Update docs/source/en/using-diffusers/sdxl.md

* finish

* Apply suggestions from code review
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>

* refactor

* update general optim sections

* update more sections

* few more updates

* benchmark code

* initial commit

* move modules to import struct

* add dummy objects and _LazyModule

* add lazy import to schedulers

* clean up unused imports

* lazy import on models module

* lazy import for schedulers module

* add lazy import to pipelines module

* lazy import altdiffusion

* lazy import audio diffusion

* lazy import audioldm

* lazy import consistency model

* lazy import controlnet

* lazy import dance diffusion ddim ddpm

* lazy import deepfloyd

* lazy import kandinksy

* lazy imports

* lazy import semantic diffusion

* lazy imports

* lazy import stable diffusion

* move sd output to its own module

* clean up

* lazy import t2iadapter

* lazy import unclip

* lazy import versatile and vq diffsuion

* lazy import vq diffusion

* helper to fetch objects from modules

* lazy import sdxl

* lazy import txt2vid

* lazy import stochastic karras

* fix model imports

* fix bug

* lazy import

* clean up

* clean up

* fixes for tests

* fixes for tests

* clean up

* remove import of torch_utils from utils module

* clean up

* clean up

* fix mistake import statement

* dedicated modules for exporting and loading

* remove testing utils from utils module

* fixes from  merge conflicts

* Update src/diffusers/pipelines/kandinsky2_2/__init__.py

* fix docs

* fix alt diffusion copied from

* fix check dummies

* fix more docs

* remove accelerate import from utils module

* add type checking

* make style

* fix check dummies

* remove torch import from xformers check

* clean up error message

* fixes after upstream merges

* dummy objects fix

* fix tests

* remove unused module import

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

Fix typo by replacing init_image_arr and repainted_image_arr with init_image and repainted_image, respectively.

* add size warning

* feedback

* first draft

* fixes

* more fixes

* fix toctree

* first draft

* minor edits

* Initial code to add force_unmasked_unchanged argument to StableDiffusionInpaintPipeline.__call__.

* Try to improve StableDiffusionInpaintPipelineFastTests.get_dummy_inputs.

* Use original mask to preserve unmasked pixels in pixel space rather than latent space.

* make style

* start working on note in docs to force unmasked area to be unchanged

* Add example of forcing the unmasked area to remain unchanged.

* Revert "make style"

This reverts commit fa7759293af916c665f683387a52fd789ed10531.

* Revert "Use original mask to preserve unmasked pixels in pixel space rather than latent space."

This reverts commit 092bd0e9e9628f02ff917aafb2a5c9252776b6e9.

* Revert "Try to improve StableDiffusionInpaintPipelineFastTests.get_dummy_inputs."

This reverts commit ff41cf43c5a820057289e0852fb41b3e2074d86d.

* Revert "Initial code to add force_unmasked_unchanged argument to StableDiffusionInpaintPipeline.__call__."

This reverts commit 989979752a1c9e6e16e92d8f1b3d14b70829fbb5.

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Co-authored-by: Will Berman <wlbberman@gmail.com>

* first draft

* finish first draft

* feedback and remove sections from API pages

* clean docstrings

* add full code example

* first draft

* reorg toctree

* note about minsdxl

* feedback

* fix

* micro-conditionings

* add tip

* fix section levels

* d'oh fix pipeline names

* feedback

* remove old section

* empty PR

* init

* changes

* starting with the pipeline

* stable diff

* prev

* more things, getting started

* more functions

* makeing it more readable

* almost done testing

* var changes

* testing

* device

* device support

* maybe

* device malfunctions

* new new

* register

* testing

* exec does not work

* float

* change info

* change of architecture

* might work

* testing with colab

* more attn atuff

* stupid additions

* documenting and testing

* writing tests

* more docs

* tests and docs

* remove test

* empty PR

* init

* changes

* starting with the pipeline

* stable diff

* prev

* more things, getting started

* more functions

* makeing it more readable

* almost done testing

* var changes

* testing

* device

* device support

* maybe

* device malfunctions

* new new

* register

* testing

* exec does not work

* float

* change info

* change of architecture

* might work

* testing with colab

* more attn atuff

* stupid additions

* documenting and testing

* writing tests

* more docs

* tests and docs

* remove test

* change cross attention

* revert back

* tests

* reverting back to orig

* changes

* test passing

* pipeline changes

* before quality

* quality checks pass

* remove print statements

* doc fixes

* __init__ error something

* update docs, working on dim

* working on encoding

* doc fix

* more fixes

* no more dependent on 512*512

* update docs

* fixes

* test passing

* remove comment

* fixes and migration

* simpler tests

* doc changes

* green CI

* changes

* more docs

* changes

* new images

* to community examples

* selete

* more fixes

* changes

* fix

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

* fix syntax

* update image

* push to hub docs

* fix typo

* feedback

* make style

* fix links in the controlling generation doc.

* more fixes.

fix typo in git-lfs command

added missing hyphen. "git lfs" is not a command

* add: utility for image grid.

* add: return type.

* change necessary places.

* add to utility page.

* add safetensors flag

* apply review

* add more weighting/blend/conjunction

* finish blend/conjunction

* add textual inversion example

* add dreambooth

changed code that converts tensors to PIL images

* add sdxl to prompt weighting

* Update docs/source/en/using-diffusers/weighted_prompts.md

* Update docs/source/en/using-diffusers/weighted_prompts.md

* add sdxl to prompt weighting

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

* Apply suggestions from code review

* Update docs/source/en/using-diffusers/weighted_prompts.md

* Apply suggestions from code review

* correct

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