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Commit Graph

40 Commits

Author SHA1 Message Date
Sayak Paul
d176f61fcf [core] support sage attention + FA2 through kernels (#12439)
* up

* support automatic dispatch.

* disable compile support for now./

* up

* flash too.

* document.

* up

* up

* up

* up
2025-11-24 16:58:07 +05:30
Sayak Paul
ab71f3c864 [core] Refactor hub attn kernels (#12475)
* refactor how attention kernels from hub are used.

* up

* refactor according to Dhruv's ideas.

Co-authored-by: Dhruv Nair <dhruv@huggingface.co>

* empty

Co-authored-by: Dhruv Nair <dhruv@huggingface.co>

* empty

Co-authored-by: Dhruv Nair <dhruv@huggingface.co>

* empty

Co-authored-by: dn6 <dhruv@huggingface.co>

* up

---------

Co-authored-by: Dhruv Nair <dhruv@huggingface.co>
Co-authored-by: Dhruv Nair <dhruv.nair@gmail.com>
2025-11-19 08:19:00 +05:30
Mikko Lauri
250f5cb53d Add AITER attention backend (#12549)
* add aiter attention backend

* Apply style fixes

---------

Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>
2025-10-27 20:25:02 +05:30
Sayak Paul
ccdd96ca52 [tests] Test attention backends (#12388)
* add a lightweight test suite for attention backends.

* up

* up

* Apply suggestions from code review

* formatting
2025-10-23 15:09:41 +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
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
a4df8dbc40 Update more licenses to 2025 (#11746)
update
2025-06-19 07:46:01 +05:30
Sayak Paul
62cce3045d [chore] change to 2025 licensing for remaining (#11741)
change to 2025 licensing for remaining
2025-06-18 20:56:00 +05:30
Sayak Paul
5b27f8aba8 fix consisid imports (#11254)
* fix consisid imports

* fix opencv import

* fix
2025-04-09 18:49:32 +05:30
Dhruv Nair
edc154da09 Update Ruff to latest Version (#10919)
* update

* update

* update

* update
2025-04-09 16:51:34 +05:30
Yao Matrix
c51b6bd837 introduce compute arch specific expectations and fix test_sd3_img2img_inference failure (#11227)
* add arch specfic expectations support, to support different arch's numerical characteristics

Signed-off-by: YAO Matrix <matrix.yao@intel.com>

* fix typo

Signed-off-by: YAO Matrix <matrix.yao@intel.com>

* Apply suggestions from code review

* Apply style fixes

* Update src/diffusers/utils/testing_utils.py

---------

Signed-off-by: YAO Matrix <matrix.yao@intel.com>
Co-authored-by: hlky <hlky@hlky.ac>
Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>
2025-04-08 14:57:49 +01:00
Sayak Paul
f550745a2b [Utils] add utilities for checking if certain utilities are properly documented (#7763)
* add; utility to check if attn_procs,norms,acts are properly documented.

* add support listing to the workflows.

* change to 2024.

* small fixes.

* does adding detailed docstrings help?

* uncomment image processor check

* quality

* fix, thanks to @mishig.

* Apply suggestions from code review

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

* style

* JointAttnProcessor2_0

* fixes

* fixes

* fixes

* fixes

* fixes

* fixes

* Update docs/source/en/api/normalization.md

Co-authored-by: hlky <hlky@hlky.ac>

---------

Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>
Co-authored-by: hlky <hlky@hlky.ac>
2025-02-20 12:37:00 +05:30
hlky
bf9a641f1a Fix EMAModel test_from_pretrained (#10325) 2024-12-21 14:10:44 +00:00
SahilCarterr
f55f1f7ee5 Fixes EMAModel "from_pretrained" method (#9779)
* fix from_pretrained and added test

* make style

---------

Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
2024-11-01 09:20:19 +05:30
vincedovy
a536e775fb Fix json WindowsPath crash (#8662)
* Add check for WindowsPath in to_json_string

On Windows, os.path.join returns a WindowsPath. to_json_string does not convert this from a WindowsPath to a string. Added check for WindowsPath to to_json_saveable.

* Remove extraneous convert to string in test_check_path_types (tests/others/test_config.py)

* Fix style issues in tests/others/test_config.py

* Add unit test to test_config.py to verify that PosixPath and WindowsPath (depending on system) both work when converted to JSON

* Remove distinction between PosixPath and WindowsPath in ConfigMixIn.to_json_string(). Conditional now tests for Path, and uses Path.as_posix() to convert to string.

---------

Co-authored-by: Vincent Dovydaitis <vincedovy@gmail.com>
Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
2024-06-27 10:30:55 +05:30
drhead
2ada094bff Add extra performance features for EMAModel, torch._foreach operations and better support for non-blocking CPU offloading (#7685)
* Add support for _foreach operations and non-blocking to EMAModel

* default foreach to false

* add non-blocking EMA offloading to SD1.5 T2I example script

* fix whitespace

* move foreach to cli argument

* linting

* Update README.md re: EMA weight training

* correct args.foreach_ema

* add tests for foreach ema

* code quality

* add foreach to from_pretrained

* default foreach false

* fix linting

---------

Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
Co-authored-by: drhead <a@a.a>
2024-06-24 14:03:47 +05:30
Mark Van Aken
be4afa0bb4 #7535 Update FloatTensor type hints to Tensor (#7883)
* find & replace all FloatTensors to Tensor

* apply formatting

* Update torch.FloatTensor to torch.Tensor in the remaining files

* formatting

* Fix the rest of the places where FloatTensor is used as well as in documentation

* formatting

* Update new file from FloatTensor to Tensor
2024-05-10 09:53:31 -10:00
Sayak Paul
04f4bd54ea [Core] introduce videoprocessor. (#7776)
* introduce videoprocessor.

* fix quality

* address yiyi's feedback

* fix preprocess_video call.

* video_processor -> image_processor

* fix

* fix more.

* quality

* image_processor -> video_processor

* support List[List[PIL.Image.Image]]

* change to video_processor.

* documentation

* Apply suggestions from code review

* changes

* remove print.

* refactor video processor (part # 7776) (#7861)

* update

* update remove deprecate

* Update src/diffusers/video_processor.py

* update

* Apply suggestions from code review

* deprecate list of 5d for video and list of 4d for image + apply other feedbacks

* up

---------

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

* add doc.

* tensor2vid -> postprocess_video.

* refactor preprocess with preprocess_video

* set default values.

* empty commit

* more refactoring of prepare_latents in animatediff vid2vid

* checking documentation

* remove documentation for now.

* fix animatediff sdxl

* fix test failure [part of video processor PR] (#7905)

up

* remove preceed_with_frames.

* doc

* fix

* fix

* remove video input as a single-frame video.

---------

Co-authored-by: YiYi Xu <yixu310@gmail.com>
2024-05-10 21:02:36 +02:00
Sayak Paul
3c67864c5a Remove distutils (#7455)
* strtobool

* replace Command from setuptools.
2024-03-25 06:44:53 +05:30
M. Tolga Cangöz
916d9812a8 Update loading of config from a file in test_config.py (#7344)
Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
2024-03-18 11:47:36 -10:00
M. Tolga Cangöz
e97a633b63 Update access of configuration attributes (#7343)
Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
2024-03-18 08:53:29 -10:00
Sayak Paul
30e5e81d58 change to 2024 in the license (#6902)
change to 2024
2024-02-08 08:19:31 -10:00
Sayak Paul
d4c7ab7bf1 [Hub] feat: explicitly tag to diffusers when using push_to_hub (#6678)
* feat: explicitly tag to diffusers when using push_to_hub

* remove tags.

* reset repo.

* Apply suggestions from code review

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

* fix: tests

* fix: push_to_hub behaviour for tagging from save_pretrained

* Apply suggestions from code review

Co-authored-by: Lucain <lucainp@gmail.com>

* Apply suggestions from code review

Co-authored-by: Lucain <lucainp@gmail.com>

* import fixes.

* add library name to existing model card.

* add: standalone test for generate_model_card

* fix tests for standalone method

* moved library_name to a better place.

* merge create_model_card and generate_model_card.

* fix test

* address lucain's comments

* fix return identation

* Apply suggestions from code review

Co-authored-by: Lucain <lucainp@gmail.com>

* address further comments.

* Update src/diffusers/pipelines/pipeline_utils.py

Co-authored-by: Lucain <lucainp@gmail.com>

---------

Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>
Co-authored-by: Lucain <lucainp@gmail.com>
2024-01-26 23:01:48 +05:30
Kashif Rasul
6b04d61cf6 [Styling] stylify using ruff (#5841)
* ruff format

* not need to use doc-builder's black styling as the doc is styled in ruff

* make fix-copies

* comment

* use run_ruff
2023-11-20 11:48:34 +01:00
Bowen Bao
c7617e482a Register BaseOutput subclasses as supported torch.utils._pytree nodes (#5459)
* Register BaseOutput subclasses as supported torch.utils._pytree nodes

* lint

---------

Co-authored-by: Dhruv Nair <dhruv.nair@gmail.com>
2023-10-24 15:01:47 +05:30
Charles Bensimon
9cfd4ef074 Make BaseOutput dataclasses picklable (#5234)
* Make BaseOutput dataclasses picklable

* make style

* Test

* Empty commit

* Simpler and safer
2023-09-29 16:35:16 +02:00
Anh71me
28254c79b6 Fix type annotation (#5146)
* Fix type annotation on Scheduler.from_pretrained

* Fix type annotation on PIL.Image
2023-09-25 19:26:39 +02:00
Nikhil Gajendrakumar
8ccb619416 VaeImageProcessor: Allow image resizing also for torch and numpy inputs (#4832)
Co-authored-by: Nikhil Gajendrakumar <nikhilkatte@gmail.com>
Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>
2023-08-29 22:45:05 +02:00
YiYi Xu
b7b1a30bc4 refactor prepare_mask_and_masked_image with VaeImageProcessor (#4444)
* refactor image processor for mask
---------

Co-authored-by: yiyixuxu <yixu310@gmail,com>
2023-08-25 08:18:48 -10:00
Sayak Paul
15782fd506 [Pipeline utils] feat: implement push_to_hub for standalone models, schedulers as well as pipelines (#4128)
* feat: implement push_to_hub for standalone models.

* address PR feedback.

* Apply suggestions from code review

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

* remove max_shard_size.

* add: support for scheduler push_to_hub

* enable push_to_hub support for flax schedulers.

* enable push_to_hub for pipelines.

* Apply suggestions from code review

Co-authored-by: Lucain <lucainp@gmail.com>

* reflect pr feedback.

* address another round of deedback.

* better handling of kwargs.

* add: tests

* Apply suggestions from code review

Co-authored-by: Lucain <lucainp@gmail.com>

* setting hub staging to False for now.

* incorporate staging test as a separate job.

Co-authored-by: ydshieh <2521628+ydshieh@users.noreply.github.com>

* fix: tokenizer loading.

* fix: json dumping.

* move is_staging_test to a better location.

* better treatment to tokens.

* define repo_id to better handle concurrency

* style

* explicitly set token

* Empty-Commit

* move SUER, TOKEN to test

* collate org_repo_id

* delete repo

---------

Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>
Co-authored-by: Lucain <lucainp@gmail.com>
Co-authored-by: ydshieh <2521628+ydshieh@users.noreply.github.com>
2023-08-15 07:39:22 +05:30
Steven Liu
16ad13b61d [docs] Clean scheduler api (#4204)
* clean scheduler mixin

* up to dpmsolvermultistep

* finish cleaning

* first draft

* fix overview table

* apply feedback

* update reference code
2023-08-09 09:00:35 -07:00
Sayak Paul
7d0d073261 [Tests] add test for pipeline import. (#4276)
* add test for pipeline import.

* Update tests/others/test_dependencies.py

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

* address suggestions

---------

Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>
2023-07-28 00:08:15 +05:30
oOraph
5e704a2c71 keep _use_default_values as a list type (#4040)
Signed-off-by: Raphael <oOraph@users.noreply.github.com>
Co-authored-by: Raphael <oOraph@users.noreply.github.com>
2023-07-11 18:21:08 +02:00
Patrick von Platen
bc9a8cef6f [SD-XL] Add new pipelines (#3859)
* Add new text encoder

* add transformers depth

* More

* Correct conversion script

* Fix more

* Fix more

* Correct more

* correct text encoder

* Finish all

* proof that in works in run local xl

* clean up

* Get refiner to work

* Add red castle

* Fix batch size

* Improve pipelines more

* Finish text2image tests

* Add img2img test

* Fix more

* fix import

* Fix embeddings for classic models (#3888)

Fix embeddings for classic SD models.

* Allow multiple prompts to be passed to the refiner (#3895)

* finish more

* Apply suggestions from code review

* add watermarker

* Model offload (#3889)

* Model offload.

* Model offload for refiner / img2img

* Hardcode encoder offload on img2img vae encode

Saves some GPU RAM in img2img / refiner tasks so it remains below 8 GB.

---------

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

* correct

* fix

* clean print

* Update install warning for `invisible-watermark`

* add: missing docstrings.

* fix and simplify the usage example in img2img.

* fix setup for watermarking.

* Revert "fix setup for watermarking."

This reverts commit 491bc9f5a6.

* fix: watermarking setup.

* fix: op.

* run make fix-copies.

* make sure tests pass

* improve convert

* make tests pass

* make tests pass

* better error message

* fiinsh

* finish

* Fix final test

---------

Co-authored-by: Pedro Cuenca <pedro@huggingface.co>
Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
2023-07-06 13:37:27 +02:00
Pedro Cuenca
07c9a08e67 Add timestep_spacing and steps_offset to schedulers (#3947)
* Add timestep_spacing to DDPM, LMSDiscrete, PNDM.

* Remove spurious line.

* More easy schedulers.

* Add `linspace` to DDIM

* Noise sigma for `trailing`.

* Add timestep_spacing to DEISMultistepScheduler.

Not sure the range is the way it was intended.

* Fix: remove line used to debug.

* Support timestep_spacing in DPMSolverMultistep, DPMSolverSDE, UniPC

* Fix: convert to numpy.

* Use sched. defaults when instantiating from_config

For params not present in the original configuration.

This makes it possible to switch pipeline schedulers even if they use
different timestep_spacing (or any other param).

* Apply suggestions from code review

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

* Missing args in DPMSolverMultistep

* Test: default args not in config

* Style

* Fix scheduler name in test

* Remove duplicated entries

* Add test for solver_type

This test currently fails in main. When switching from DEIS to UniPC,
solver_type is "logrho" (the default value from DEIS), which gets
translated to "bh1" by UniPC. This is different to the default value for
UniPC: "bh2". This is where the translation happens: 36d22d0709/src/diffusers/schedulers/scheduling_unipc_multistep.py (L171)

* UniPC: use same default for solver_type

Fixes a bug when switching from UniPC from another scheduler (i.e.,
DEIS) that uses a different solver type. The solver is now the same as
if we had instantiated the scheduler directly.

* do not save use default values

* fix more

* fix all

* fix schedulers

* fix more

* finish for real

* finish for real

* flaky tests

* Update tests/pipelines/stable_diffusion/test_stable_diffusion_pix2pix_zero.py

* Default steps_offset to 0.

* Add missing docstrings

* Apply suggestions from code review

---------

Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>
2023-07-05 15:49:30 +02:00
Sayak Paul
49949f321d [Tests] add test for checking soft dependencies. (#3847)
* add test for checking soft dependencies.

* address patrick's comments.

* dependency tests should not run twice.

* debugging.

* up.
2023-06-28 22:05:25 +05:30
Patrick von Platen
51843fd7d0 Refactor full determinism (#3485)
* up

* fix more

* Apply suggestions from code review

* fix more

* fix more

* Check it

* Remove 16:8

* fix more

* fix more

* fix more

* up

* up

* Test only stable diffusion

* Test only two files

* up

* Try out spinning up processes that can be killed

* up

* Apply suggestions from code review

* up

* up
2023-05-22 11:15:11 +01:00
Sayak Paul
90f5f3c4d4 [Tests] better determinism (#3374)
* enable deterministic pytorch and cuda operations.

* disable manual seeding.

* make style && make quality for unet_2d tests.

* enable determinism for the unet2dconditional model.

* add CUBLAS_WORKSPACE_CONFIG for better reproducibility.

* relax tolerance (very weird issue, though).

* revert to torch manual_seed() where needed.

* relax more tolerance.

* better placement of the cuda variable and relax more tolerance.

* enable determinism for 3d condition model.

* relax tolerance.

* add: determinism to alt_diffusion.

* relax tolerance for alt diffusion.

* dance diffusion.

* dance diffusion is flaky.

* test_dict_tuple_outputs_equivalent edit.

* fix two more tests.

* fix more ddim tests.

* fix: argument.

* change to diff in place of difference.

* fix: test_save_load call.

* test_save_load_float16 call.

* fix: expected_max_diff

* fix: paint by example.

* relax tolerance.

* add determinism to 1d unet model.

* torch 2.0 regressions seem to be brutal

* determinism to vae.

* add reason to skipping.

* up tolerance.

* determinism to vq.

* determinism to cuda.

* determinism to the generic test pipeline file.

* refactor general pipelines testing a bit.

* determinism to alt diffusion i2i

* up tolerance for alt diff i2i and audio diff

* up tolerance.

* determinism to audioldm

* increase tolerance for audioldm lms.

* increase tolerance for paint by paint.

* increase tolerance for repaint.

* determinism to cycle diffusion and sd 1.

* relax tol for cycle diffusion 🚲

* relax tol for sd 1.0

* relax tol for controlnet.

* determinism to img var.

* relax tol for img variation.

* tolerance to i2i sd

* make style

* determinism to inpaint.

* relax tolerance for inpaiting.

* determinism for inpainting legacy

* relax tolerance.

* determinism to instruct pix2pix

* determinism to model editing.

* model editing tolerance.

* panorama determinism

* determinism to pix2pix zero.

* determinism to sag.

* sd 2. determinism

* sd. tolerance

* disallow tf32 matmul.

* relax tolerance is all you need.

* make style and determinism to sd 2 depth

* relax tolerance for depth.

* tolerance to diffedit.

* tolerance to sd 2 inpaint.

* up tolerance.

* determinism in upscaling.

* tolerance in upscaler.

* more tolerance relaxation.

* determinism to v pred.

* up tol for v_pred

* unclip determinism

* determinism to unclip img2img

* determinism to text to video.

* determinism to last set of tests

* up tol.

* vq cumsum doesn't have a deterministic kernel

* relax tol

* relax tol
2023-05-11 16:38:14 +01:00
YiYi Xu
a7f25b4a88 Postprocessing refactor img2img (#3268)
* refactor img2img VaeImageProcessor.postprocess

* remove copy from for init, run_safety_checker, decode_latents

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

---------

Co-authored-by: yiyixuxu <yixu@yis-macbook-pro.lan>
Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
2023-05-01 07:54:09 -10:00
Patrick von Platen
3a9d7d9758 [Tests] parallelize (#3078)
* [Tests] parallelize

* finish folder structuring

* Parallelize tests more

* Correct saving of pipelines

* make sure logging level is correct

* try again

* Apply suggestions from code review

Co-authored-by: Pedro Cuenca <pedro@huggingface.co>

---------

Co-authored-by: Pedro Cuenca <pedro@huggingface.co>
2023-04-13 13:32:57 +01:00