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Commit Graph

5999 Commits

Author SHA1 Message Date
toilaluan
acfebfa3f3 update docs 2025-11-17 13:21:01 +07:00
toilaluan
7238d40dd9 add stop_predicts (cooldown) 2025-11-16 05:09:44 +00:00
toilaluan
51b4318a3e allow special cache ids only 2025-11-15 05:13:33 +00:00
toilaluan
7b4ad2de63 add configurable cache, skip compute module 2025-11-14 09:09:46 +00:00
toilaluan
1099e493e6 refractor, add docs 2025-11-14 07:00:12 +00:00
toilaluan
0602044da7 still update in warmup steps 2025-11-13 17:03:35 +00:00
toilaluan
8f80072618 use logger for printing, add warmup feature 2025-11-13 13:11:29 +00:00
toilaluan
8f495b607f make compatible with any tuple size returned 2025-11-13 11:37:54 +00:00
Tran Thanh Luan
fe20f9798f Merge branch 'main' into feat-taylorseer 2025-11-13 16:46:49 +07:00
toilaluan
a4bfa451fe init taylor_seer cache 2025-11-13 15:06:36 +07:00
Sayak Paul
cd3bbe2910 skip autoencoderdl layerwise casting memory (#12647) 2025-11-13 12:56:22 +05:30
kaixuanliu
7a001c3ee2 adjust unit tests for test_save_load_float16 (#12500)
* adjust unit tests for wan pipeline

Signed-off-by: Liu, Kaixuan <kaixuan.liu@intel.com>

* update code

Signed-off-by: Liu, Kaixuan <kaixuan.liu@intel.com>

* avoid adjusting common `get_dummy_components` API

Signed-off-by: Liu, Kaixuan <kaixuan.liu@intel.com>

* use `form_pretrained` to `transformer` and `transformer_2`

Signed-off-by: Liu, Kaixuan <kaixuan.liu@intel.com>

* update code

Signed-off-by: Liu, Kaixuan <kaixuan.liu@intel.com>

* update

Signed-off-by: Liu, Kaixuan <kaixuan.liu@intel.com>

---------

Signed-off-by: Liu, Kaixuan <kaixuan.liu@intel.com>
Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
Co-authored-by: Dhruv Nair <dhruv.nair@gmail.com>
2025-11-13 11:57:12 +05:30
dg845
d8e4805816 [WIP]Add Wan2.2 Animate Pipeline (Continuation of #12442 by tolgacangoz) (#12526)
---------

Co-authored-by: Tolga Cangöz <mtcangoz@gmail.com>
Co-authored-by: Tolga Cangöz <46008593+tolgacangoz@users.noreply.github.com>
2025-11-12 16:52:31 -10:00
David El Malih
44c3101685 Improve docstrings and type hints in scheduling_amused.py (#12623)
* Improve docstrings and type hints in scheduling_amused.py

- Add complete type hints for helper functions (gumbel_noise, mask_by_random_topk)
- Enhance AmusedSchedulerOutput with proper Optional typing
- Add comprehensive docstrings for AmusedScheduler class
- Improve __init__, set_timesteps, step, and add_noise methods
- Fix type hints to match documentation conventions
- All changes follow project standards from issue #9567

* Enhance type hints and docstrings in scheduling_amused.py

- Update type hints for `prev_sample` and `pred_original_sample` in `AmusedSchedulerOutput` to reflect their tensor types.
- Improve docstring for `gumbel_noise` to specify the output tensor's dtype and device.
- Refine `AmusedScheduler` class documentation, including detailed descriptions of the masking schedule and temperature parameters.
- Adjust type hints in `set_timesteps` and `step` methods for better clarity and consistency.

* Apply review feedback on scheduling_amused.py

- Replace generic [Amused] reference with specific [`AmusedPipeline`] reference for consistency with project documentation conventions
2025-11-12 17:26:10 -08:00
YiYi Xu
d6c63bb956 [modular] add a check (#12628)
* add

* fix
2025-11-12 07:59:18 -10:00
Steven Liu
2f44d63046 [docs] Update install instructions (#12626)
remove commit

Removed specific commit reference for installation instructions.

Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
Co-authored-by: Álvaro Somoza <asomoza@users.noreply.github.com>
2025-11-12 09:21:24 -08:00
Quentin Gallouédec
f3db38c1e7 ArXiv -> HF Papers (#12583)
* Update pipeline_skyreels_v2_i2v.py

* Update README.md

* Update torch_utils.py

* Update torch_utils.py

* Update guider_utils.py

* Update pipeline_ltx.py

* Update pipeline_bria.py

* Apply suggestion from @qgallouedec

* Update autoencoder_kl_qwenimage.py

* Update pipeline_prx.py

* Update pipeline_wan_vace.py

* Update pipeline_skyreels_v2.py

* Update pipeline_skyreels_v2_diffusion_forcing.py

* Update pipeline_bria_fibo.py

* Update pipeline_skyreels_v2_diffusion_forcing_i2v.py

* Update pipeline_ltx_condition.py

* Update pipeline_ltx_image2video.py

* Update regional_prompting_stable_diffusion.py

* make style

* style

* style
2025-11-12 08:37:21 -08:00
Sayak Paul
f5e5f34823 [modular] add tests for qwen modular (#12585)
* add tests for qwenimage modular.

* qwenimage edit.

* qwenimage edit plus.

* empty

* align with the latest structure

* up

* up

* reason

* up

* fix multiple issues.

* up

* up

* fix

* up

* make it similar to the original pipeline.
2025-11-12 17:37:42 +05:30
YiYi Xu
093cd3f040 fix dispatch_attention_fn check (#12636)
* fix

* fix
2025-11-11 19:16:13 -10:00
a120092009
aecf0c53bf Add MLU Support. (#12629)
* Add MLU Support.

* fix comment.

* rename is_mlu_available to is_torch_mlu_available

* Apply style fixes

---------

Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>
2025-11-11 19:15:26 -10:00
YiYi Xu
0c7589293b fix copies (#12637)
* fix

* remoce cocpies instead
2025-11-11 15:44:55 -10:00
Charchit Sharma
ff263947ad Fix rotary positional embedding dimension mismatch in Wan and SkyReels V2 transformers (#12594)
* Fix rotary positional embedding dimension mismatch in Wan and SkyReels V2 transformers

- Store t_dim, h_dim, w_dim as instance variables in WanRotaryPosEmbed and SkyReelsV2RotaryPosEmbed __init__
- Use stored dimensions in forward() instead of recalculating with different formula
- Fixes inconsistency between init (using // 6) and forward (using // 3)
- Ensures split_sizes matches the dimensions used to create rotary embeddings

* quality fix

---------

Co-authored-by: Charchit Sharma <charchitsharma@A-267.local>
2025-11-11 11:45:36 -10:00
Dhruv Nair
66e6a0215f [CI] Remove unittest dependency from testing_utils.py (#12621)
* update

* Update tests/testing_utils.py

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

* Update tests/testing_utils.py

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

* Apply style fixes

---------

Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>
2025-11-11 16:40:39 +05:30
Cesaryuan
5a47442f92 Fix: update type hints for Tuple parameters across multiple files to support variable-length tuples (#12544)
* Fix: update type hints for Tuple parameters across multiple files to support variable-length tuples

* Apply style fixes

---------

Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>
2025-11-10 13:57:52 -08:00
Dhruv Nair
8f6328c4a4 [Modular] Clean up docs (#12604)
update

Co-authored-by: YiYi Xu <yixu310@gmail.com>
2025-11-10 23:37:29 +05:30
Dhruv Nair
8d45f219d0 Fix Context Parallel validation checks (#12446)
* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

---------

Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
2025-11-10 23:37:07 +05:30
Yashwant Bezawada
0fd58c7706 fix: correct import path for load_model_dict_into_meta in conversion scripts (#12616)
The function load_model_dict_into_meta was moved from modeling_utils.py to
model_loading_utils.py but the imports in the conversion scripts were not
updated, causing ImportError when running these scripts.

This fixes the import in 6 conversion scripts:
- scripts/convert_sd3_to_diffusers.py
- scripts/convert_stable_cascade_lite.py
- scripts/convert_stable_cascade.py
- scripts/convert_stable_audio.py
- scripts/convert_sana_to_diffusers.py
- scripts/convert_sana_controlnet_to_diffusers.py

Fixes #12606
2025-11-10 14:47:18 +05:30
Dhruv Nair
35d703310c [CI] Fix typo in uv install (#12618)
update
2025-11-10 13:22:46 +05:30
YiYi Xu
b455dc94a2 [modular] wan! (#12611)
* update, remove intermediaate_inputs

* support image2video

* revert dynamic steps to simplify

* refactor vae encoder block

* support flf2video!

* add support for wan2.2 14B

* style

* Apply suggestions from code review

* input dynamic step -> additiional input step

* up

* fix init

* update dtype
2025-11-09 21:48:50 -10:00
Jay Wu
04f9d2bf3d add ChronoEdit (#12593)
* add ChronoEdit

* add ref to  original function & remove wan2.2 logics

* Update src/diffusers/pipelines/chronoedit/pipeline_chronoedit.py

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

* Update src/diffusers/pipelines/chronoedit/pipeline_chronoedit.py

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

* add ChronoeEdit test

* add docs

* add docs

* make fix-copies

* fix chronoedit test

---------

Co-authored-by: wjay <wjay@nvidia.com>
Co-authored-by: YiYi Xu <yixu310@gmail.com>
Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
2025-11-09 22:07:00 -08:00
Dhruv Nair
bc8fd864eb [CI] Push test fix (#12617)
update
2025-11-10 09:26:14 +05:30
Wang, Yi
a9cb08af39 fix the crash in Wan-AI/Wan2.2-TI2V-5B-Diffusers if CP is enabled (#12562)
* fix the crash in Wan-AI/Wan2.2-TI2V-5B-Diffusers if CP is enabled

Signed-off-by: Wang, Yi <yi.a.wang@intel.com>

* address review comment

Signed-off-by: Wang, Yi A <yi.a.wang@intel.com>

* refine

Signed-off-by: Wang, Yi A <yi.a.wang@intel.com>

---------

Signed-off-by: Wang, Yi <yi.a.wang@intel.com>
Signed-off-by: Wang, Yi A <yi.a.wang@intel.com>
2025-11-07 20:00:13 +05:30
DefTruth
9f669e7b5d feat: enable attention dispatch for huanyuan video (#12591)
* feat: enable attention dispatch for huanyuan video

* feat: enable attention dispatch for huanyuan video
2025-11-07 11:22:41 +05:30
Dhruv Nair
8ac17cd2cb [Modular] Some clean up for Modular tests (#12579)
* update

* update

---------

Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
2025-11-07 08:19:15 +05:30
Mohammad Sadegh Salehi
e4393fa613 Fix overflow and dtype handling in rgblike_to_depthmap (NumPy + PyTorch) (#12546)
* Fix overflow in rgblike_to_depthmap by safe dtype casting (torch & NumPy)

* Fix: store original dtype and cast back after safe computation

* Apply style fixes

---------

Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>
2025-11-06 08:18:21 -10:00
Junsong Chen
b3e9dfced7 [SANA-Video] Adding 5s pre-trained 480p SANA-Video inference (#12584)
* 1. add `SanaVideoTransformer3DModel` in transformer_sana_video.py
2. add `SanaVideoPipeline` in pipeline_sana_video.py
3. add all code we need for import `SanaVideoPipeline`

* add a sample about how to use sana-video;

* code update;

* update hf model path;

* update code;

* sana-video can run now;

* 1. add aspect ratio in sana-video-pipeline;
2. add reshape function in sana-video-processor;
3. fix convert pth to safetensor bugs;

* default to use `use_resolution_binning`;

* make style;

* remove unused code;

* Update src/diffusers/models/transformers/transformer_sana_video.py

Co-authored-by: dg845 <58458699+dg845@users.noreply.github.com>

* Update src/diffusers/models/transformers/transformer_sana_video.py

Co-authored-by: dg845 <58458699+dg845@users.noreply.github.com>

* Update src/diffusers/models/transformers/transformer_sana_video.py

Co-authored-by: dg845 <58458699+dg845@users.noreply.github.com>

* Update src/diffusers/pipelines/sana/pipeline_sana_video.py

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* Update src/diffusers/models/transformers/transformer_sana_video.py

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* Update src/diffusers/models/transformers/transformer_sana_video.py

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* Update src/diffusers/models/transformers/transformer_sana_video.py

* Update src/diffusers/pipelines/sana/pipeline_sana_video.py

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* Update src/diffusers/models/transformers/transformer_sana_video.py

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* Update src/diffusers/pipelines/sana/pipeline_sana_video.py

Co-authored-by: dg845 <58458699+dg845@users.noreply.github.com>

* support `dispatch_attention_fn`

* 1. add sana-video markdown;
2. fix typos;

* add two test case for sana-video (need check)

* fix text-encoder in test-sana-video;

* Update tests/pipelines/sana/test_sana_video.py

* Update tests/pipelines/sana/test_sana_video.py

Co-authored-by: dg845 <58458699+dg845@users.noreply.github.com>

* Update tests/pipelines/sana/test_sana_video.py

Co-authored-by: dg845 <58458699+dg845@users.noreply.github.com>

* Update tests/pipelines/sana/test_sana_video.py

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* Update tests/pipelines/sana/test_sana_video.py

Co-authored-by: dg845 <58458699+dg845@users.noreply.github.com>

* Update tests/pipelines/sana/test_sana_video.py

Co-authored-by: dg845 <58458699+dg845@users.noreply.github.com>

* Update src/diffusers/pipelines/sana/pipeline_sana_video.py

Co-authored-by: dg845 <58458699+dg845@users.noreply.github.com>

* Update src/diffusers/video_processor.py

Co-authored-by: dg845 <58458699+dg845@users.noreply.github.com>

* make style
make quality
make fix-copies

* toctree yaml update;

* add sana-video-transformer3d markdown;

* Apply style fixes

---------

Co-authored-by: dg845 <58458699+dg845@users.noreply.github.com>
Co-authored-by: YiYi Xu <yixu310@gmail.com>
Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>
2025-11-05 21:08:47 -08:00
Joseph Turian
58f3771545 Add optional precision-preserving preprocessing for examples/unconditional_image_generation/train_unconditional.py (#12596)
* Add optional precision-preserving preprocessing

* Document decoder caveat for precision flag

---------

Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
2025-11-06 09:37:31 +05:30
Dhruv Nair
6198f8a12b [Modular] Allow ModularPipeline to load from revisions (#12592)
* update

* update

* update

* update

---------

Co-authored-by: YiYi Xu <yixu310@gmail.com>
2025-11-06 07:54:24 +05:30
Linoy Tsaban
dcfb18a2d3 [LoRA] add support for more Qwen LoRAs (#12581)
* fix bug when offload and cache_latents both enabled

* fix
2025-11-04 14:27:25 +02:00
Sayak Paul
ac5a1e28fc [docs] sort doc (#12586)
sort doc
2025-11-04 10:26:07 +05:30
Lev Novitskiy
325a95051b Kandinsky 5.0 Docs fixes (#12582)
* add transformer pipeline first version

* updates

* fix 5sec generation

* rewrite Kandinsky5T2VPipeline to diffusers style

* add multiprompt support

* remove prints in pipeline

* add nabla attention

* Wrap Transformer in Diffusers style

* fix license

* fix prompt type

* add gradient checkpointing and peft support

* add usage example

* Update src/diffusers/pipelines/kandinsky5/pipeline_kandinsky.py

Co-authored-by: Álvaro Somoza <asomoza@users.noreply.github.com>

* Update src/diffusers/pipelines/kandinsky5/pipeline_kandinsky.py

Co-authored-by: Álvaro Somoza <asomoza@users.noreply.github.com>

* Update src/diffusers/pipelines/kandinsky5/pipeline_kandinsky.py

Co-authored-by: Álvaro Somoza <asomoza@users.noreply.github.com>

* Update src/diffusers/pipelines/kandinsky5/pipeline_kandinsky.py

Co-authored-by: Álvaro Somoza <asomoza@users.noreply.github.com>

* Update src/diffusers/models/transformers/transformer_kandinsky.py

Co-authored-by: Álvaro Somoza <asomoza@users.noreply.github.com>

* remove unused imports

* add 10 second models support

* Update src/diffusers/pipelines/kandinsky5/pipeline_kandinsky.py

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

* remove no_grad and simplified prompt paddings

* Update src/diffusers/pipelines/kandinsky5/pipeline_kandinsky.py

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

* Update src/diffusers/pipelines/kandinsky5/pipeline_kandinsky.py

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

* moved template to __init__

* Update src/diffusers/pipelines/kandinsky5/pipeline_kandinsky.py

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* Update src/diffusers/pipelines/kandinsky5/pipeline_kandinsky.py

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

* Update src/diffusers/models/transformers/transformer_kandinsky.py

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

* moved sdps inside processor

* remove oneline function

* remove reset_dtype methods

* Transformer: move all methods to forward

* separated prompt encoding

* Update src/diffusers/models/transformers/transformer_kandinsky.py

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

* refactoring

* Update src/diffusers/models/transformers/transformer_kandinsky.py

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

* refactoring acording to acabbc0033

* Update src/diffusers/models/transformers/transformer_kandinsky.py

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

* Update src/diffusers/models/transformers/transformer_kandinsky.py

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* Update src/diffusers/models/transformers/transformer_kandinsky.py

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* Update src/diffusers/models/transformers/transformer_kandinsky.py

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* Update src/diffusers/models/transformers/transformer_kandinsky.py

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* Update src/diffusers/models/transformers/transformer_kandinsky.py

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* Update src/diffusers/models/transformers/transformer_kandinsky.py

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* Update src/diffusers/models/transformers/transformer_kandinsky.py

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* Update src/diffusers/models/transformers/transformer_kandinsky.py

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* Update src/diffusers/pipelines/kandinsky5/pipeline_kandinsky.py

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* Update src/diffusers/pipelines/kandinsky5/pipeline_kandinsky.py

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* Update src/diffusers/pipelines/kandinsky5/pipeline_kandinsky.py

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* Update src/diffusers/pipelines/kandinsky5/pipeline_kandinsky.py

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* Update src/diffusers/pipelines/kandinsky5/pipeline_kandinsky.py

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* Update src/diffusers/pipelines/kandinsky5/pipeline_kandinsky.py

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* Update src/diffusers/pipelines/kandinsky5/pipeline_kandinsky.py

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* Update src/diffusers/pipelines/kandinsky5/pipeline_kandinsky.py

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* Update src/diffusers/pipelines/kandinsky5/pipeline_kandinsky.py

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* Update src/diffusers/pipelines/kandinsky5/pipeline_kandinsky.py

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* Update src/diffusers/pipelines/kandinsky5/pipeline_kandinsky.py

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* Update src/diffusers/pipelines/kandinsky5/pipeline_kandinsky.py

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* Update src/diffusers/pipelines/kandinsky5/pipeline_kandinsky.py

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* Update src/diffusers/pipelines/kandinsky5/pipeline_kandinsky.py

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* Update src/diffusers/pipelines/kandinsky5/pipeline_kandinsky.py

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* Update src/diffusers/pipelines/kandinsky5/pipeline_kandinsky.py

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* Update src/diffusers/pipelines/kandinsky5/pipeline_kandinsky.py

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* Update src/diffusers/pipelines/kandinsky5/pipeline_kandinsky.py

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* Update src/diffusers/pipelines/kandinsky5/pipeline_kandinsky.py

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* fixed

* style +copies

* Update src/diffusers/models/transformers/transformer_kandinsky.py

Co-authored-by: Charles <charles@huggingface.co>

* more

* Apply suggestions from code review

* add lora loader doc

* add compiled Nabla Attention

* all needed changes for 10 sec models are added!

* add docs

* Apply style fixes

* update docs

* add kandinsky5 to toctree

* add tests

* fix tests

* Apply style fixes

* update tests

* minor docs refactoring

* refactor Kandinsky 5.0 Vide docs

* Update docs/source/en/_toctree.yml

---------

Co-authored-by: Álvaro Somoza <asomoza@users.noreply.github.com>
Co-authored-by: YiYi Xu <yixu310@gmail.com>
Co-authored-by: Charles <charles@huggingface.co>
Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>
2025-11-03 14:38:07 -10:00
Wang, Yi
1ec28a2c77 ulysses enabling in native attention path (#12563)
* ulysses enabling in native attention path

Signed-off-by: Wang, Yi A <yi.a.wang@intel.com>

* address review comment

Signed-off-by: Wang, Yi A <yi.a.wang@intel.com>

* add supports_context_parallel for native attention

Signed-off-by: Wang, Yi A <yi.a.wang@intel.com>

* update templated attention

Signed-off-by: Wang, Yi A <yi.a.wang@intel.com>

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Signed-off-by: Wang, Yi A <yi.a.wang@intel.com>
Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
2025-11-03 11:48:20 -10:00
YiYi Xu
de6173c683 [modular]pass hub_kwargs to load_config (#12577)
pass hub_kwargs to load_config
2025-11-03 09:44:42 -10:00
Sayak Paul
8f80dda193 [tests] add tests for flux modular (t2i, i2i, kontext) (#12566)
* start flux modular tests.

* up

* add kontext

* up

* up

* up

* Update src/diffusers/modular_pipelines/flux/denoise.py

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

* up

* up

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Co-authored-by: YiYi Xu <yixu310@gmail.com>
2025-11-02 10:51:11 +05:30
YiYi Xu
cdbf0ad883 [modular] better warn message (#12573)
better warn message
2025-11-01 18:45:09 -10:00
Dhruv Nair
5e8415a311 Fix custom code loading in Automodel (#12571)
update
2025-11-01 17:04:31 -10:00
Friedrich Schöller
051c8a1c0f Fix Stable Diffusion 3.x pooled prompt embedding with multiple images (#12306) 2025-10-31 10:25:13 -10:00
Dhruv Nair
d54622c267 [Modular] Allow custom blocks to be saved to local_dir (#12381)
update

Co-authored-by: YiYi Xu <yixu310@gmail.com>
2025-10-31 13:47:02 +05:30
Dhruv Nair
df8dd77817 [Modular] Fix for custom block kwargs (#12561)
update
2025-10-31 00:14:24 +05:30
Pavle Padjin
9f3c0fdcd8 Avoiding graph break by changing the way we infer dtype in vae.decoder (#12512)
* Changing the way we infer dtype to avoid force evaluation of lazy tensors

* changing way to infer dtype to ensure type consistency

* more robust infering of dtype

* removing the upscale dtype entirely
2025-10-30 08:39:40 +05:30