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Enable load_lora_weights for StableDiffusion3InpaintPipeline
Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>

* add vid2vid pipeline for cogvideox

* make fix-copies

* update docs

* fake context parallel cache, vae encode tiling

* add test for cog vid2vid

* use video link from HF docs repo

* add copied from comments; correctly rename test class

To match the original code, 7.0 is too high

* update

* implement prompt interpolation

* make style

* resnet memory optimizations

* more memory optimizations; todo: refactor

* update

* update animatediff controlnet with latest changes

* refactor chunked inference changes

* remove print statements

* undo memory optimization changes

* update docstrings

* fix tests

* fix pia tests

* apply suggestions from review

* add tests

* update comment

update

update

* refactor 3d rope

* repeat -> expand

* refactor
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Co-authored-by: haofanwang <haofanwang.ai@gmail.com>

Update pipeline_kandinsky2_2_combined.py

Bugfix on image type check mismatch

update

* draft of embedding

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Co-authored-by: Aryan <aryan@huggingface.co>

merge now, will add/fix test next 

* break from_pretrained part i.

* part ii.

* init_kwargs

* remove _fetch_init_kwargs

* type annotation

* dtyle

* switch to _check_and_update_init_kwargs_for_missing_modules.

* remove _check_and_update_init_kwargs_for_missing_modules.

* use pipeline_loading_kwargs.

* remove _determine_current_device_map.

* remove _filter_null_components.

* device_map fix.

* fix _update_init_kwargs_with_connected_pipeline.

* better handle custom pipeline.

* explain _maybe_raise_warning_for_inpainting.

* add example for model variant.

* fix

* refactor rotary embeds

* adding jsmidt as co-author of this PR for https://github.com/huggingface/diffusers/pull/9133



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

* Added pad controlnet sdxl img2img pipeline

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

fix

* make latent upscaler accept prompt embeds

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Co-authored-by: Dhruv Nair <dhruv.nair@gmail.com>
Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
Co-authored-by: YiYi Xu <yixu310@gmail.com>

Custom sampler support Stable Cascade Decoder

add vae slicing and tiling to flux pipeline
Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>

fix

* update

* update

* update

* update

* update

* chore: Fix cpu offloading usage

* Trim trailing white space

* docs: update Kolors model link in kolors.md

If Karras is not enabled, a device inconsistency error will occur. This is due to the fact that sigmas were not moved to the specified device.

* optimize guidance creation in flux pipeline by moving it outside the loop

* use torch.full instead of torch.tensor to create a tensor with a single value

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

* refactor context parallel cache; update torch compile time benchmark

* add tiling support

* make style

* remove num_frames % 8 == 0 requirement

* update default num_frames to original value

* add explanations + refactor

* update torch compile example

* update docs

* update

* clean up if-statements

* address review comments

* add test for vae tiling

* update docs

* update docs

* update docstrings

* add modeling test for cogvideox transformer

* make style

* cnt model

* cnt model

* cnt model

* fix Loader "Copied"

* format

* txt_ids for  multiple images

* add test and format

* typo

* Update pipeline_flux_controlnet.py

* remove

* make quality

* fix copy

* Update src/diffusers/pipelines/flux/pipeline_flux_controlnet.py
Co-authored-by: Dhruv Nair <dhruv.nair@gmail.com>

* Update src/diffusers/pipelines/flux/pipeline_flux_controlnet.py
Co-authored-by: Dhruv Nair <dhruv.nair@gmail.com>

* Update src/diffusers/pipelines/flux/pipeline_flux_controlnet.py
Co-authored-by: Dhruv Nair <dhruv.nair@gmail.com>

* Update src/diffusers/pipelines/flux/pipeline_flux_controlnet.py
Co-authored-by: Dhruv Nair <dhruv.nair@gmail.com>

* Update src/diffusers/models/controlnet_flux.py
Co-authored-by: Dhruv Nair <dhruv.nair@gmail.com>

* fix

* make copies

* test

* bs

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Co-authored-by: haofanwang <haofanwang.ai@gmail.com>
Co-authored-by: haofanwang <haofan@HaofandeMBP.lan>
Co-authored-by: Dhruv Nair <dhruv.nair@gmail.com>

* add controlnet inpainting pipeline

* [SD3] add controlnet inpaint example

* update example and fix code style

* fix code style with ruff

* Update controlnet_sd3.md : add control inpaint pipeline

* Update docs/source/en/api/pipelines/controlnet_sd3.md
Co-authored-by: Aryan <contact.aryanvs@gmail.com>

* Update docs/source/en/api/pipelines/controlnet_sd3.md
Co-authored-by: Aryan <contact.aryanvs@gmail.com>

* Update docs/source/en/api/pipelines/controlnet_sd3.md
Co-authored-by: Aryan <contact.aryanvs@gmail.com>

* Update src/diffusers/pipelines/controlnet_sd3/pipeline_stable_diffusion_3_controlnet_inpainting.py
Co-authored-by: Aryan <contact.aryanvs@gmail.com>

* Update __init__.py : add sd3 control pipelines

* Update pipeline : add new param doc & check input reference.

* fix typo

* make style & make quality

* add unittest for sd3 controlnet inpaint

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Co-authored-by: 鹏徙 <linjinpeng.ljp@alibaba-inc.com>
Co-authored-by: Aryan <contact.aryanvs@gmail.com>

* add CogVideoX

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Co-authored-by: Aryan <aryan@huggingface.co>
Co-authored-by: sayakpaul <spsayakpaul@gmail.com>
Co-authored-by: Aryan <contact.aryanvs@gmail.com>
Co-authored-by: yiyixuxu <yixu310@gmail.com>
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* update

* update

* initial work draft for freenoise; needs massive cleanup

* fix freeinit bug

* add animatediff controlnet implementation

* revert attention changes

* add freenoise

* remove old helper functions

* add decode batch size param to all pipelines

* make style

* fix copied from comments

* make fix-copies

* make style

* copy animatediff controlnet implementation from #8972

* add experimental support for num_frames not perfectly fitting context length, ocntext stride

* make unet motion model lora work again based on #8995

* copy load video utils from #8972

* copied from AnimateDiff::prepare_latents

* address the case where last batch of frames does not match length of indices in prepare latents

* decode_batch_size->vae_batch_size; batch vae encode support in animatediff vid2vid

* revert sparsectrl and sdxl freenoise changes

* revert pia

* add freenoise tests

* make fix-copies

* improve docstrings

* add freenoise tests to animatediff controlnet

* update tests

* Update src/diffusers/models/unets/unet_motion_model.py

* add freenoise to animatediff pag

* address review comments

* make style

* update tests

* make fix-copies

* fix error message

* remove copied from comment

* fix imports in tests

* update

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

* txt2img pag added

* autopipe added, fixed case

* style

* apply suggestions

* added fast tests, added todo tests

* revert dummy objects for kolors

* fix pag dummies

* fix test imports

* update pag tests

* add kolor pag to docs

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

add pag sd3


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Co-authored-by: HyoungwonCho <jhw9811@korea.ac.kr>
Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
Co-authored-by: crepejung00 <jaewoojung00@naver.com>
Co-authored-by: YiYi Xu <yixu310@gmail.com>
Co-authored-by: Aryan <contact.aryanvs@gmail.com>
Co-authored-by: Aryan <aryan@huggingface.co>

Update `CLIPFeatureExtractor` to `CLIPImageProcessor` and `DPTFeatureExtractor` to `DPTImageProcessor` (#9002)

* fix: update `CLIPFeatureExtractor` to `CLIPImageProcessor` in codebase

* `make style && make quality`

* Update `DPTFeatureExtractor` to `DPTImageProcessor` in codebase

* `make style`

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Co-authored-by: Aryan <aryan@huggingface.co>

* add sentencepiece as  soft dependency for kolors

* up

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

* copy hunyuandit pipeline

* pag variant of hunyuan dit

* add tests

* update docs

* make style

* make fix-copies

* Update src/diffusers/pipelines/pag/pag_utils.py

* remove incorrect copied from

* remove pag hunyuan attn procs to resolve conflicts

* add pag attn procs again

* new implementation for pag_utils

* revert pag changes

* add pag refactor back; update pixart sigma

* update pixart pag tests

* apply suggestions from review

Co-Authored-By: yixu310@gmail.com

* make style

* update docs, fix tests

* fix tests

* fix test_components_function since list not accepted as valid __init__ param

* apply patch to fix broken tests
Co-Authored-By: Sayak Paul <spsayakpaul@gmail.com>

* make style

* fix hunyuan tests

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

* feat: lora support for Flux.

add tests

fix imports

major fixes.

* fix

fixes

final fixes?

* fix

* remove is_peft_available.

* minor documentation fixes for flux.

* clipskip

* add gist

* Fix typos

* chore: Fix typos

* chore: Update README.md for promptdiffusion example

* Trim trailing white spaces

* Fix a typo

* update number

* chore: update number

* Trim trailing white space

* Update README.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>

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