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Fix missing load_video documentation and load_video import in WanVideoToVideoPipeline example code (#12472)

* Update utilities.md

Update missing load_video documentation

* Update pipeline_wan_video2video.py

Fix missing load_video import in example code

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

* feat: support aobaseconfig classes.

* [docs] AOBaseConfig (#12302)

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* replace with is_torchao_version

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* slight edits to the attention backends docs.

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

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* docs: introduce cache-dit to diffusers

* docs: introduce cache-dit to diffusers

* docs: introduce cache-dit to diffusers

* docs: introduce cache-dit to diffusers

* docs: introduce cache-dit to diffusers

* docs: introduce cache-dit to diffusers

* docs: introduce cache-dit to diffusers

* misc: update examples link

* misc: update examples link

* docs: introduce cache-dit to diffusers

* docs: introduce cache-dit to diffusers

* docs: introduce cache-dit to diffusers

* docs: introduce cache-dit to diffusers

* docs: introduce cache-dit to diffusers

* Refine documentation for CacheDiT features

Updated the wording for clarity and consistency in the documentation. Adjusted sections on cache acceleration, automatic block adapter, patch functor, and hybrid cache configuration.

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Co-Authored-By: Dhruv Nair <dhruv.nair@gmail.com>

* improve test

* handle ip adapter params correctly

* fix chroma qkv fusion test

* fix fastercache implementation

* fix more tests

* fight more tests

* add back set_attention_backend

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* make ip adapter processor compatible with attention dispatcher

* refactor chroma as well

* remove rmsnorm assert

* minify and deprecate npu/xla processors

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* refactor; support flash attention 2 with cp

* fix

* support sage attention with cp

* make torch compile compatible

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* refactor

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* refactor

* refactor

* add ulysses backward

* try to make dreambooth script work; accelerator backward not playing well

* Revert "try to make dreambooth script work; accelerator backward not playing well"

This reverts commit 768d0ea6fa6a305d12df1feda2afae3ec80aa449.

* workaround compilation problems with triton when doing all-to-all

* support wan

* handle backward correctly

* support qwen

* support ltx

* make fix-copies

* Update src/diffusers/models/modeling_utils.py
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* add docstrings

* support passing parallel_config to from_pretrained

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* Update docs/source/en/api/parallel.md
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* allow non list components_to_quantize.

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* [docs] components_to_quantize (#12287)

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* feat: support group offloading at the pipeline level.

* add tests

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* [docs] Pipeline group offloading (#12286)

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* add qwen modular

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* addressed PR comments

* fix docs and dependencies

* fixed dependency test

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docs: Fix VAE scale factor calculation

* add qwenimage-edit inpaint feature

* stay up to date with main branch

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Co-authored-by: TuanNT-ZenAI <tuannt.zenai@gmail.com>
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* remove flax

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Fix typos and test assertions
Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>

* fix: update SkyReels-V2 documentation and moving into attn dispatcher

* Refactors SkyReelsV2's attention implementation

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* Fixes formatting in SkyReels-V2 documentation

Wraps the visual demonstration section in a Markdown code block.

This change corrects the rendering of ASCII diagrams and examples, improving the overall readability of the document.

* Docs: Condense example arrays in skyreels_v2 guide

Improves the readability of the `step_matrix` examples by replacing long sequences of repeated numbers with a more compact `value×count` notation.

This change makes the underlying data patterns in the examples easier to understand at a glance.

* Add _repeated_blocks attribute to SkyReelsV2Transformer3DModel

* Refactor rotary embedding calculations in SkyReelsV2 to separate cosine and sine frequencies

* Enhance SkyReels-V2 documentation: update model loading for GPU support and remove outdated notes

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* up

* Update model_id in SkyReels-V2 documentation

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* refactor: remove device_map parameter for model loading and add pipeline.to("cuda") for GPU allocation

* fix: update copyright year to 2025 in skyreels_v2.md

* docs: enhance parameter examples and formatting in skyreels_v2.md

* docs: update example formatting and add notes on LoRA support in skyreels_v2.md

* refactor: remove copied comments from transformer_wan in SkyReelsV2 classes

* Clean up comments in skyreels_v2.md

Removed comments about acceleration helpers and Flash Attention installation.

* Add deprecation warning for `SkyReelsV2AttnProcessor2_0` class

[docs] typo: corrected 'compile regions' to 'compile_regions'

Fix formatting in using_peft_for_inference.md

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

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* change wan2.1 -> wan

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* support qwen-image-cn-union


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