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integrations/ltx-098
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Author SHA1 Message Date
Aryan
01dae7492b Merge branch 'main' into integrations/ltx-098 2025-09-10 05:12:54 +05:30
kaixuanliu
4067d6c4b6 adjust criteria for marigold-intrinsics example on XPU (#12290) 
adjust criteria for XPU

Signed-off-by: Liu, Kaixuan <kaixuan.liu@intel.com>
Co-authored-by: Aryan <aryan@huggingface.co>
 2025-09-10 03:06:03 +05:30
calcuis
28106fcac4 gguf new quant type support (with demo) (#12076) 
* Update utils.py

not perfect but works

engine:
https://github.com/calcuis/gguf-connector/blob/main/src/gguf_connector/quant2c.py


inference example(s):
https://github.com/calcuis/gguf-connector/blob/main/src/gguf_connector/k6.py
https://github.com/calcuis/gguf-connector/blob/main/src/gguf_connector/k5.py

gguf file sample(s):
https://huggingface.co/calcuis/kontext-gguf/tree/main
https://huggingface.co/calcuis/krea-gguf/tree/main

* Apply style fixes

---------

Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>
 2025-09-09 17:10:21 +05:30
Leo Jiang
c222570a9b DeepSpeed adaption for flux-kontext (#12240) 
Co-authored-by: J石页 <jiangshuo9@h-partners.com>
Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
 2025-09-09 12:58:08 +05:30
Frank (Haofan) Wang
4e36bb0d23 Support ControlNet-Inpainting for Qwen-Image (#12301) 
* add qwen-image-cn-inpaint


---------

Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>
Co-authored-by: yiyixuxu <yixu310@gmail.com>
 2025-09-08 14:59:26 -10:00
YiYi Xu
f50b18eec7 [Modular] Qwen (#12220) 
* add qwen modular
 2025-09-08 00:27:02 -10:00
Steven Liu
fc337d5853 [docs] Models (#12248) 
* init

* fix

* feedback

* feedback
 2025-09-05 11:52:09 -07:00
Steven Liu
32798bf242 [docs] Inference section cleanup (#12281) 
init

Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
 2025-09-05 09:34:37 -07:00
Steven Liu
c2e5ece08b [docs] Sharing pipelines/models (#12280) 
init
 2025-09-04 11:43:47 -07:00
co63oc
764b62473a fix some typos (#12265) 
Signed-off-by: co63oc <co63oc@users.noreply.github.com>
 2025-09-03 21:28:24 +05:30
Ju Hoon Park
6682956333 Add AttentionMixin to WanVACETransformer3DModel (#12268) 
* Add AttentionMixin to WanVACETransformer3DModel

to enable methods like `set_attn_processor()`.

* Import AttentionMixin in transformer_wan_vace.py

Special thanks to @tolgacangoz 🙇‍♂️
 2025-09-03 15:05:41 +05:30
Sayak Paul
ffc8c0c1e1 [tests] feat: add AoT compilation tests (#12203) 
* feat: add a test for aot.

* up
 2025-09-03 11:15:27 +05:30
Ishan Modi
4acbfbf13b [Quantization] Add TRT-ModelOpt as a Backend (#11173) 
* initial commit

* update

* updates

* update

* update

* update

* update

* update

* update

* addressed PR comments

* update

* addressed PR comments

* update

* update

* update

* update

* update

* update

* updates

* update

* update

* addressed PR comments

* updates

* code formatting

* update

* addressed PR comments

* addressed PR comments

* addressed PR comments

* addressed PR comments

* fix docs and dependencies

* fixed dependency test

---------

Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
 2025-09-03 10:14:52 +05:30
Steven Liu
6549b04ec6 [docs] AutoPipeline (#12160) 
* refresh

* feedback

* feedback

* supported models

* fix
 2025-09-02 21:06:26 -07:00
Sayak Paul
130fd8df54 [core] use kernels to support _flash_3_hub attention backend (#12236) 
* feat: try loading fa3 using kernels when available.

* up

* change to Hub.

* up

* up

* up

* switch env var.

* up

* up

* up

* up

* up

* up
 2025-09-03 08:48:07 +05:30
Dhruv Nair
bcd4d77ba6 [CI] Remove big accelerator requirements from Quanto Tests (#12266) 
update
 2025-09-03 08:29:31 +05:30
Linoy Tsaban
006d092751 [Flux LoRA] fix for prior preservation and mixed precision sampling, follow up on #11873 (#12264) 
* propagate fixes from https://github.com/huggingface/diffusers/pull/11873/ to flux script

* propagate fixes from https://github.com/huggingface/diffusers/pull/11873/ to flux script

* propagate fixes from https://github.com/huggingface/diffusers/pull/11873/ to flux script

* Apply style fixes

---------

Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>
 2025-09-02 11:30:33 +03:00
Ziheng Zhang
9e4a75b142 [docs] Fix VAE scale factor calculation in distributed inference docs (#12259) 
docs: Fix VAE scale factor calculation
 2025-09-01 16:34:16 -10:00
Bulat Akhmatov
0ff1aa910c [fix] fix for prior preservation and mixed precision sampling (#11873) 
Co-authored-by: Linoy Tsaban <57615435+linoytsaban@users.noreply.github.com>
Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
 2025-09-01 14:12:14 +03:00
apolinário
901da9dccc Fix lora conversion function for ai-toolkit Qwen Image LoRAs (#12261) 
* Fix lora conversion function for ai-toolkit Qwen Image LoRAs

* add forgotten parenthesis

* remove space new line

* update pipeline

* detect if arrow or letter

* remove whitespaces

* style

* apply suggestion

* apply suggestion

* apply suggestion

---------

Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
 2025-09-01 14:24:38 +05:30
Nguyễn Trọng Tuấn
67ffa7031e Add Qwen-Image-Edit Inpainting pipeline (#12225) 
* add qwenimage-edit inpaint feature

* stay up to date with main branch

* fix style

* fix docs

* copies

* fix

* again

* copies

---------

Co-authored-by: “Trgtuan10” <“tuannguyentrong.402@gmail.com”>
Co-authored-by: TuanNT-ZenAI <tuannt.zenai@gmail.com>
Co-authored-by: yiyixuxu <yixu310@gmail.com>
 2025-08-30 19:49:15 -10:00
Leo Jiang
827fad66a0 Improve performance of NPU FA (#12260) 
Co-authored-by: J石页 <jiangshuo9@h-partners.com>
Co-authored-by: Aryan <aryan@huggingface.co>
 2025-08-31 01:48:51 +05:30
Nguyễn Trọng Tuấn
9b721db205 [QwenImageEditPipeline] Add image entry in __call__ function (#12254) 
add  entry

Co-authored-by: TuanNT-ZenAI <tuannt.zenai@gmail.com>
 2025-08-29 20:16:43 -10:00
Dhruv Nair
ba0e732eb0 [Modular] Consolidate load_default_components into load_components (#12217) 
* update

* Apply style fixes

* update

* update

---------

Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>
 2025-08-28 19:55:02 +05:30
Dhruv Nair
b2da59b197 [Modular] Provide option to disable custom code loading globally via env variable (#12177) 
* update

* update

* update

* update
 2025-08-28 19:54:32 +05:30
Dhruv Nair
7aa6af1138 [Refactor] Move testing utils out of src (#12238) 
* update

* update

* update

* update

* update

* merge main

* Revert "merge main"

This reverts commit 65efbcead5.
 2025-08-28 19:53:02 +05:30
Aryan
87b800e154 [modular diffusers] Fix AutoGuidance validation (#12247) 
fix
 2025-08-28 15:23:26 +05:30
YiYi Xu
e58711e73c [Modular] support standard repo (#11944) 
* make modular pipeline work with model_index.json

* up

* style

* up

* up

* style

* up more

* Fix MultiControlNet import (#12118)

fix

---------

Co-authored-by: Álvaro Somoza <asomoza@users.noreply.github.com>
Co-authored-by: Dhruv Nair <dhruv.nair@gmail.com>
 2025-08-28 10:18:07 +02:00
Steven Liu
cbecc33570 [docs] Reproducibility (#12237) 
* init

* dupe

* feedback
 2025-08-27 11:35:31 -07:00
Steven Liu
5237a82a35 [docs] Remove Flax (#12244) 
* remove flax

* toctree

* feedback
 2025-08-27 11:11:07 -07:00
Parag Ekbote
513dbdb2f3 Fix Table Rendering in ReadME (#12245) 
fix table rendering readme issue in readme.
 2025-08-27 10:44:49 -07:00
YiYi Xu
865ba102b3 [Qwen-Image] adding validation for guidance_scale, true_cfg_scale and negative_prompt (#12223) 
* up
 2025-08-27 01:04:33 -10:00
Manith Ratnayake
552c127c05 docs: correct typos in using-diffusers/other-formats (#12243) 2025-08-26 08:48:05 -07:00
Tianqi Tang
4b7fe044e3 Fix typos and inconsistencies (#12204) 
Fix typos and test assertions

Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
 2025-08-26 07:58:08 -07:00
Sayak Paul
532f41c999 Deprecate Flax support (#12151) 
* start removing flax stuff.

* add deprecation warning.

* add warning messages.

* more warnings.

* remove dockerfiles.

* remove more.

* Update src/diffusers/models/attention_flax.py

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

* up

---------

Co-authored-by: Dhruv Nair <dhruv.nair@gmail.com>
 2025-08-26 09:58:16 +02:00
Tolga Cangöz
5fcd5f560f Propose to update & upgrade SkyReels-V2 (#12167) 
* fix: update SkyReels-V2 documentation and moving into attn dispatcher

* Refactors SkyReelsV2's attention implementation

* style

* up

* 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

* up

* up

* Update model_id in SkyReels-V2 documentation

* up

* 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
 2025-08-26 12:54:19 +05:30
Leo Jiang
0fd7ee79ea NPU attention refactor for FLUX (#12209) 
* NPU attention refactor for FLUX transformer

* Apply style fixes

---------

Co-authored-by: J石页 <jiangshuo9@h-partners.com>
Co-authored-by: Aryan <aryan@huggingface.co>
Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>
 2025-08-26 12:53:55 +05:30
sqt
0d1c5b0c3e Fix typo: 'will ge generated' -> 'will be generated' (#12231) 2025-08-25 12:47:52 -07:00
Meta
0e46c55931 Update README.md (#12193) 2025-08-25 11:35:56 -07:00
Manith Ratnayake
8f8888a76e [docs] typo : corrected 'compile regions' to 'compile_regions' (#12199) 
[docs] typo: corrected 'compile regions' to 'compile_regions'
 2025-08-25 11:35:48 -07:00
Cyan
afc9721898 Fix typo in LoRA (#12228) 
Fix formatting in using_peft_for_inference.md
 2025-08-25 11:19:55 -07:00
Steven Liu
2c4ee10b77 [docs] Diffusion pipeline (#12148) 
* init

* refactor

* refresh

* fix?

* fix?

* fix

* fix-copies

* feedback

* feedback

* fix

* feedback
 2025-08-25 11:06:12 -07:00
Sayak Paul
cf1ca728ea fix title for compile + offload quantized models (#12233) 
* up

* up

* Apply suggestions from code review

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

---------

Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>
 2025-08-25 17:42:06 +02:00
Sayak Paul
144e6e2540 [docs] change wan2.1 -> wan (#12230) 
* change wan2.1 -> wan

* up
 2025-08-25 17:30:12 +02:00
Sadhvi
22b229ba66 added a fast test for Qwen-Image Controlnet Pipeline (#12226) 
* added test qwen image controlnet

* Apply style fixes

* added test qwenimage multicontrolnet

* Apply style fixes

---------

Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>
 2025-08-24 15:58:21 -10:00
Aryan
a840c39ad8 [refactor] Make guiders return their inputs (#12213) 
* update

* update

* apply review suggestions

* remove guider inputs

* fix tests
 2025-08-23 06:48:55 -10:00
Aishwarya Badlani
9a7ae77a4e Fix PyTorch 2.3.1 compatibility: add version guard for torch.library.… (#12206) 
* Fix PyTorch 2.3.1 compatibility: add version guard for torch.library.custom_op

- Add hasattr() check for torch.library.custom_op and register_fake
- These functions were added in PyTorch 2.4, causing import failures in 2.3.1
- Both decorators and functions are now properly guarded with version checks
- Maintains backward compatibility while preserving functionality

Fixes #12195

* Use dummy decorators approach for PyTorch version compatibility

- Replace hasattr check with version string comparison
- Add no-op decorator functions for PyTorch < 2.4.0
- Follows pattern from #11941 as suggested by reviewer
- Maintains cleaner code structure without indentation changes

* Update src/diffusers/models/attention_dispatch.py

Update all the decorator usages

Co-authored-by: Aryan <contact.aryanvs@gmail.com>

* Update src/diffusers/models/attention_dispatch.py

Co-authored-by: Aryan <contact.aryanvs@gmail.com>

* Update src/diffusers/models/attention_dispatch.py

Co-authored-by: Aryan <contact.aryanvs@gmail.com>

* Update src/diffusers/models/attention_dispatch.py

Co-authored-by: Aryan <contact.aryanvs@gmail.com>

* Move version check to top of file and use private naming as requested

* Apply style fixes

---------

Co-authored-by: Aryan <contact.aryanvs@gmail.com>
Co-authored-by: Aryan <aryan@huggingface.co>
Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>
 2025-08-23 12:52:09 +05:30
Sayak Paul
673d4357ff add attentionmixin to qwen image (#12219) 2025-08-23 04:48:32 +05:30
Frank (Haofan) Wang
561ab54de3 Support ControlNet for Qwen-Image (#12215) 
* support qwen-image-cn-union


---------

Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>
Co-authored-by: YiYi Xu <yixu310@gmail.com>
 2025-08-22 11:00:01 -10:00
Steven Liu
b60faf456b [docs] Pipeline callbacks (#12212) 
* init

* review
 2025-08-22 13:01:24 -07:00