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* 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

* fix

* Fix typos, improve, update

* Update _toctree.yml

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

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

* Apply Grammarly fixes

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

* fix civitai bug

* add test

* up

* fix test

* added slow test.

* style

* Update src/diffusers/utils/peft_utils.py
Co-authored-by: Benjamin Bossan <BenjaminBossan@users.noreply.github.com>

* Update src/diffusers/utils/peft_utils.py

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Co-authored-by: Benjamin Bossan <BenjaminBossan@users.noreply.github.com>

Revert "Fix the order of width and height of original size in SDXL training script (#5382)"

This reverts commit 45db0499.

* I added a new doc string to the class. This is more flexible to understanding other developers what are doing and where it's using.

* Update src/diffusers/models/unet_2d_blocks.py

This changes suggest by maintener.
Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>

* Update src/diffusers/models/unet_2d_blocks.py

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

* Update unet_2d_blocks.py

I changed the Parameter to Args text.

* Update unet_2d_blocks.py

proper indentation set in this file.

* Update unet_2d_blocks.py

a little bit of change in the act_fun argument line.

* I run the black command to reformat style in the code

* Update unet_2d_blocks.py

similar doc-string add to have in the original diffusion repository.

* I removed the dummy variable defined in both the encoder and decoder.

* Now, I run black package to reformat my file

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

* Enable lora for sdxl adapters too.

Issue #5516

* fix: assertion values.

* Use numpy_cosine_similarity_distance on the arrays
Co-authored-by: Dhruv Nair <dhruv.nair@gmail.com>

* Use numpy_cosine_similarity_distance on the arrays
Co-authored-by: Dhruv Nair <dhruv.nair@gmail.com>

* Changed imports orders to pass tests
Co-authored-by: Dhruv Nair <dhruv.nair@gmail.com>

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Co-authored-by: Ilias A <iliasamri00@gmail.com>
Co-authored-by: Dhruv Nair <dhruv.nair@gmail.com>
Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>

* Update final model offload for more pipelines

Add test to ensure all pipeline components are returned to CPU after
execution with model offloading

* Add comment to explain early UNet offload in Text-to-Video pipeline

* Style

lu lambdas

* 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

update docker image for xformers

fix
Co-authored-by: yiyixuxu <yixu@Yis-MacBook-Pro.local>

Update constants.py

* update

* update

* update

* update

* stabilize dpmpp for sdxl by using euler at the final step

* add lu's uniform logsnr time steps

* add test

* fix check_copies

* fix tests

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

* Add realfill

* Move realfill folder

* Fix some format issues

* add peft slow tests workflow

* Update .github/workflows/push_tests.yml

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

* finish

* finish

* docs: initial pt translation

* docs: add pt build to github workflow and fix some missing translations

* fix error reported 'find_unused_parameters' running in mutiple GPUs or NPUs

* fix code check of importing module by its alphabetic order

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Co-authored-by: jiaqiw <wangjiaqi50@huawei.com>
Co-authored-by: Dhruv Nair <dhruv.nair@gmail.com>

* internal classes api

* add internal class overview

* fix toctree

* disable freeu debug

* debug

* potentially fix.

* finish

* manually remove the spaces

* remove tab

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

* upload custom remote poc

* up

* make style

* finish

* better name

* Apply suggestions from code review

* Update tests/pipelines/test_pipelines.py

* more fixes

* remove ipdb

* more fixes

* fix more

* finish tests

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

Optimize test configurations for faster execution

* [Tests] Speed up expert of mixture tests

* make style

* I added a new doc string to the class. This is more flexible to understanding other developers what are doing and where it's using.

* Update src/diffusers/models/unet_2d_blocks.py

This changes suggest by maintener.
Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>

* Update src/diffusers/models/unet_2d_blocks.py

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

* Update unet_2d_blocks.py

I changed the Parameter to Args text.

* Update unet_2d_blocks.py

proper indentation set in this file.

* Update unet_2d_blocks.py

a little bit of change in the act_fun argument line.

* I run the black command to reformat style in the code

* Update unet_2d_blocks.py

similar doc-string add to have in the original diffusion repository.

* I use a lower method in the activation function.

* Replace multiple if-else statements with a dictionary of activation functions, and call one if statement to retrieve the appropriate function.

* I am using black package to reforamted my file

* I defined the ACTIVATION_FUNCTIONS variable outside of the function

* activation function variable convert to lower case

* First, I resolved the conflict issue. Then, I ran the Black package to reformat my file.

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

* Add from_pt flag to enable model from PT

* Format the file

* Reformat the file

* first draft

* make fix-copies

* add peft section

* manual fix

* make fix-copies again

* manually revert changes to other files

fix wrong parameter

Fix missing punctuation.

* improvement: add typehints and docs to src/diffusers/models/attention_processor.py

* improvement: add typehints and docs to src/diffusers/models/vae.py

* improvement: add missing docs in src/diffusers/models/vq_model.py

* improvement: add typehints and docs to src/diffusers/models/transformer_temporal.py

* improvement: add typehints and docs to src/diffusers/models/t5_film_transformer.py

* improvement: add type hints to src/diffusers/models/unet_1d_blocks.py

* improvement: add missing type hints to src/diffusers/models/unet_2d_blocks.py

* fix: CI error (make fix-copies required)

* fix: CI error (make fix-copies required again)

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