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Commit Graph

1262 Commits

Author SHA1 Message Date
Fredy Rivera
2dc9d2af50 Add thread-safe wrappers for components in pipeline (examples/server-async/utils/requestscopedpipeline.py) (#12515)
* Basic implementation of request scheduling

* Basic editing in SD and Flux Pipelines

* Small Fix

* Fix

* Update for more pipelines

* Add examples/server-async

* Add examples/server-async

* Updated RequestScopedPipeline to handle a single tokenizer lock to avoid race conditions

* Fix

* Fix _TokenizerLockWrapper

* Fix _TokenizerLockWrapper

* Delete _TokenizerLockWrapper

* Fix tokenizer

* Update examples/server-async

* Fix server-async

* Optimizations in examples/server-async

* We keep the implementation simple in examples/server-async

* Update examples/server-async/README.md

* Update examples/server-async/README.md for changes to tokenizer locks and backward-compatible retrieve_timesteps

* The changes to the diffusers core have been undone and all logic is being moved to exmaples/server-async

* Update examples/server-async/utils/*

* Fix BaseAsyncScheduler

* Rollback in the core of the diffusers

* Update examples/server-async/README.md

* Complete rollback of diffusers core files

* Simple implementation of an asynchronous server compatible with SD3-3.5 and Flux Pipelines

* Update examples/server-async/README.md

* Fixed import errors in 'examples/server-async/serverasync.py'

* Flux Pipeline Discard

* Update examples/server-async/README.md

* Apply style fixes

* Add thread-safe wrappers for components in pipeline

Refactor requestscopedpipeline.py to add thread-safe wrappers for tokenizer, VAE, and image processor. Introduce locking mechanisms to ensure thread safety during concurrent access.

* Add wrappers.py

* Apply style fixes

---------

Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>
2026-01-09 09:43:14 -10:00
Teriks
57e57cfae0 Store vae.config.scaling_factor to prevent missing attr reference (sdxl advanced dreambooth training script) (#12346)
Store vae.config.scaling_factor to prevent missing attr reference

In sdxl advanced dreambooth training script

vae.config.scaling_factor becomes inaccessible after: del vae

when: --cache_latents, and no --validation_prompt

Co-authored-by: Teriks <Teriks@users.noreply.github.com>
Co-authored-by: Linoy Tsaban <57615435+linoytsaban@users.noreply.github.com>
Co-authored-by: YiYi Xu <yixu310@gmail.com>
2026-01-09 09:42:30 -10:00
Leo Jiang
08f8b7af9a Bugfix for dreambooth flux2 img2img2 (#12825)
Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
Co-authored-by: Linoy Tsaban <57615435+linoytsaban@users.noreply.github.com>
2026-01-09 12:34:44 +05:30
Leo Jiang
b4be29bda2 Add FSDP option for Flux2 (#12860)
* Add FSDP option for Flux2

* Apply style fixes

* Add FSDP option for Flux2

* Add FSDP option for Flux2

* Add FSDP option for Flux2

* Add FSDP option for Flux2

* Add FSDP option for Flux2

* Update examples/dreambooth/README_flux2.md

* guard accelerate import.

---------

Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>
2026-01-07 13:17:46 +05:30
Jefri Haryono
5ffb65803d Community Pipeline: Add z-image differential img2img (#12882)
* Community Pipeline: Add z-image differential img2img

* add pipeline for z-image differential img2img diffusion examples : run make style , make quality, and fix white spaces in example doc string.

---------

Co-authored-by: r4inm4ker <jefri.yeh@gmail.com>
2026-01-05 09:53:52 -03:00
Alvaro Bartolome
52766e6a69 Use T5Tokenizer instead of MT5Tokenizer (removed in Transformers v5.0+) (#12877)
Use `T5Tokenizer` instead of `MT5Tokenizer`

Given that the `MT5Tokenizer` in `transformers` is just a "re-export" of
`T5Tokenizer` as per
https://github.com/huggingface/transformers/blob/v4.57.3/src/transformers/models/mt5/tokenization_mt5.py
)on latest available stable Transformers i.e., v4.57.3), this commit
updates the imports to point to `T5Tokenizer` instead, so that those
still work with Transformers v5.0.0rc0 onwards.
2025-12-23 06:57:41 -10:00
Yuqian Hong
58519283e7 Support for control-lora (#10686)
* run control-lora on diffusers

* cannot load lora adapter

* test

* 1

* add control-lora

* 1

* 1

* 1

* fix PeftAdapterMixin

* fix module_to_save bug

* delete json print

* resolve conflits

* merged but bug

* change peft.py

* 1

* delete state_dict print

* fix alpha

* Create control_lora.py

* Add files via upload

* rename

* no need modify as peft updated

* add doc

* fix code style

* styling isn't that hard πŸ˜‰

* empty

---------

Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
2025-12-15 15:52:42 +05:30
Sayak Paul
10e820a2dd post release 0.36.0 (#12804)
* post release 0.36.0

* Apply style fixes

---------

Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>
2025-12-11 22:01:59 +05:30
Dhruv Nair
1908c47600 Deprecate upcast_vae in SDXL based pipelines (#12619)
* update

* update

* Revert "update"

This reverts commit 73906381ab.

* Revert "update"

This reverts commit 21a03f93ef.

* update

* update

* update

* update

* update
2025-12-03 15:53:23 +05:30
Ayush Sur
1b91856d0e Fix examples not loading LoRA adapter weights from checkpoint (#12690)
* Fix examples not loading LoRA adapter weights from checkpoint

* Updated lora saving logic with accelerate save_model_hook and load_model_hook

* Formatted the changes using ruff

* import and upcasting changed

---------

Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
2025-11-28 11:56:39 +05:30
Sayak Paul
94c9613f99 [docs] Correct flux2 links (#12716)
* fix links

* up
2025-11-26 10:46:51 +05:30
Andrei Filatov
ac7864624b Update script names in README for Flux2 training (#12713) 2025-11-26 07:02:18 +05:30
Sayak Paul
5ffb73d4ae let's go Flux2 πŸš€ (#12711)
* add vae

* Initial commit for Flux 2 Transformer implementation

* add pipeline part

* small edits to the pipeline and conversion

* update conversion script

* fix

* up up

* finish pipeline

* Remove Flux IP Adapter logic for now

* Remove deprecated 3D id logic

* Remove ControlNet logic for now

* Add link to ViT-22B paper as reference for parallel transformer blocks such as the Flux 2 single stream block

* update pipeline

* Don't use biases for input projs and output AdaNorm

* up

* Remove bias for double stream block text QKV projections

* Add script to convert Flux 2 transformer to diffusers

* make style and make quality

* fix a few things.

* allow sft files to go.

* fix image processor

* fix batch

* style a bit

* Fix some bugs in Flux 2 transformer implementation

* Fix dummy input preparation and fix some test bugs

* fix dtype casting in timestep guidance module.

* resolve conflicts.,

* remove ip adapter stuff.

* Fix Flux 2 transformer consistency test

* Fix bug in Flux2TransformerBlock (double stream block)

* Get remaining Flux 2 transformer tests passing

* make style; make quality; make fix-copies

* remove stuff.

* fix type annotaton.

* remove unneeded stuff from tests

* tests

* up

* up

* add sf support

* Remove unused IP Adapter and ControlNet logic from transformer (#9)

* copied from

* Apply suggestions from code review

Co-authored-by: YiYi Xu <yixu310@gmail.com>
Co-authored-by: apolinΓ‘rio <joaopaulo.passos@gmail.com>

* up

* up

* up

* up

* up

* Refactor Flux2Attention into separate classes for double stream and single stream attention

* Add _supports_qkv_fusion to AttentionModuleMixin to allow subclasses to disable QKV fusion

* Have Flux2ParallelSelfAttention inherit from AttentionModuleMixin with _supports_qkv_fusion=False

* Log debug message when calling fuse_projections on a AttentionModuleMixin subclass that does not support QKV fusion

* Address review comments

* Update src/diffusers/pipelines/flux2/pipeline_flux2.py

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

* up

* Remove maybe_allow_in_graph decorators for Flux 2 transformer blocks (#12)

* up

* support ostris loras. (#13)

* up

* update schdule

* up

* up (#17)

* add training scripts (#16)

* add training scripts

Co-authored-by: Linoy Tsaban <linoytsaban@gmail.com>

* model cpu offload in validation.

* add flux.2 readme

* add img2img and tests

* cpu offload in log validation

* Apply suggestions from code review

* fix

* up

* fixes

* remove i2i training tests for now.

---------

Co-authored-by: Linoy Tsaban <linoytsaban@gmail.com>
Co-authored-by: linoytsaban <linoy@huggingface.co>

* up

---------

Co-authored-by: yiyixuxu <yixu310@gmail.com>
Co-authored-by: Daniel Gu <dgu8957@gmail.com>
Co-authored-by: yiyi@huggingface.co <yiyi@ip-10-53-87-203.ec2.internal>
Co-authored-by: dg845 <58458699+dg845@users.noreply.github.com>
Co-authored-by: Dhruv Nair <dhruv.nair@gmail.com>
Co-authored-by: apolinΓ‘rio <joaopaulo.passos@gmail.com>
Co-authored-by: yiyi@huggingface.co <yiyi@ip-26-0-160-103.ec2.internal>
Co-authored-by: Linoy Tsaban <linoytsaban@gmail.com>
Co-authored-by: linoytsaban <linoy@huggingface.co>
2025-11-25 21:49:04 +05:30
sq
dde8754ba2 Fix variable naming typos in community FluxControlNetFillInpaintPipeline (#12701)
- Fixed variable naming typos (maskkk -> mask_fill, mask_imagee -> mask_image_fill, masked_imagee -> masked_image_fill, masked_image_latentsss -> masked_latents_fill)

These changes improve code readability without affecting functionality.
2025-11-24 15:16:11 -08:00
Pratim Dasude
d5da453de5 Community Pipeline: FluxFillControlNetInpaintPipeline for FLUX Fill-Based Inpainting with ControlNet (#12649)
* new flux fill controlnet inpaint pipline

* Delete src/diffusers/pipelines/flux/pipline_flux_fill_controlnet_Inpaint.py

deleting from main flux pipeline

* Fluc_fill_controlnet community pipline

* Update README.md

* Apply style fixes
2025-11-19 16:18:46 -03:00
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 GallouΓ©dec
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
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
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
Ali Imran
1b456bd5d5 docs: cleanup of runway model (#12503)
* cleanup of runway model

* quality fixes
2025-10-17 14:10:50 -07:00
Linoy Tsaban
1066de8c69 [Qwen LoRA training] fix bug when offloading (#12440)
* fix bug when offload and cache_latents both enabled

* fix bug when offload and cache_latents both enabled

* fix bug when offload and cache_latents both enabled

* fix bug when offload and cache_latents both enabled

* fix bug when offload and cache_latents both enabled

* fix bug when offload and cache_latents both enabled

* fix bug when offload and cache_latents both enabled

* fix bug when offload and cache_latents both enabled

* fix bug when offload and cache_latents both enabled
2025-10-07 18:27:15 +03:00
SahilCarterr
ce90f9b2db [FIX] Text to image training peft version (#12434)
Fix peft error
2025-10-06 08:24:54 +05:30
Linoy Tsaban
941ac9c3d9 [training-scripts] Make more examples UV-compatible (follow up on #12000) (#12407)
* make qwen and kontext uv compatible

* add torchvision

* add torchvision

* add datasets, bitsandbytes, prodigyopt

---------

Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
2025-10-03 17:46:47 +03:00
Steven Liu
cc5b31ffc9 [docs] Migrate syntax (#12390)
* change syntax

* make style
2025-09-30 10:11:19 -07:00
Jason Cox
c006a95df1 Fix example server install instructions (#12362)
* Upgrade huggingface-hub to version 0.35.0

Updated huggingface-hub version from 0.26.1 to 0.35.0.

* Add uvicorn and accelerate to requirements

* Fix install instructions for server
2025-09-22 08:37:17 +05:30
Fredy
eda9ff8300 Add RequestScopedPipeline for safe concurrent inference, tokenizer lock and non-mutating retrieve_timesteps (#12328)
* Basic implementation of request scheduling

* Basic editing in SD and Flux Pipelines

* Small Fix

* Fix

* Update for more pipelines

* Add examples/server-async

* Add examples/server-async

* Updated RequestScopedPipeline to handle a single tokenizer lock to avoid race conditions

* Fix

* Fix _TokenizerLockWrapper

* Fix _TokenizerLockWrapper

* Delete _TokenizerLockWrapper

* Fix tokenizer

* Update examples/server-async

* Fix server-async

* Optimizations in examples/server-async

* We keep the implementation simple in examples/server-async

* Update examples/server-async/README.md

* Update examples/server-async/README.md for changes to tokenizer locks and backward-compatible retrieve_timesteps

* The changes to the diffusers core have been undone and all logic is being moved to exmaples/server-async

* Update examples/server-async/utils/*

* Fix BaseAsyncScheduler

* Rollback in the core of the diffusers

* Update examples/server-async/README.md

* Complete rollback of diffusers core files

* Simple implementation of an asynchronous server compatible with SD3-3.5 and Flux Pipelines

* Update examples/server-async/README.md

* Fixed import errors in 'examples/server-async/serverasync.py'

* Flux Pipeline Discard

* Update examples/server-async/README.md

* Apply style fixes

---------

Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>
2025-09-18 11:33:43 +05:30
Sayak Paul
5e181eddfe Deprecate slicing and tiling methods from DiffusionPipeline (#12271)
* deprecate slicing from flux pipeline.

* propagate.

* tiling

* up

* up
2025-09-11 10:04:35 +05:30
Leo Jiang
c222570a9b DeepSpeed adaption for flux-kontext (#12240)
Co-authored-by: J石鑡 <jiangshuo9@h-partners.com>
Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
2025-09-09 12:58:08 +05:30
co63oc
764b62473a fix some typos (#12265)
Signed-off-by: co63oc <co63oc@users.noreply.github.com>
2025-09-03 21:28:24 +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
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
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
Parag Ekbote
513dbdb2f3 Fix Table Rendering in ReadME (#12245)
fix table rendering readme issue in readme.
2025-08-27 10:44:49 -07:00
Leo Jiang
0fd7ee79ea NPU attention refactor for FLUX (#12209)
* NPU attention refactor for FLUX transformer

* Apply style fixes

---------

Co-authored-by: J石鑡 <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
Sayak Paul
7a2b78bf0f post release v0.35.0 (#12184)
* post release v0.35.0

* quality
2025-08-19 22:10:08 +05:30
Taechai
3c50f0cdad Update README.md (#12182)
* Update README.md

Specify the full dir

* Update examples/dreambooth/README.md

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

---------

Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>
2025-08-18 13:02:49 -07:00
Leo Jiang
03be15e890 [Docs] typo error in qwen image (#12144)
typo error in qwen image

Co-authored-by: J石鑡 <jiangshuo9@h-partners.com>
Co-authored-by: Aryan <aryan@huggingface.co>
2025-08-18 11:55:42 +05:30
Sayak Paul
c9c8217306 [chore] complete the licensing statement. (#12001)
complete the licensing statement.
2025-08-11 22:15:15 +05:30
Sayak Paul
5937e11d85 [docs] small corrections to the example in the Qwen docs (#12068)
* up

* up
2025-08-05 09:47:21 +05:30
Sayak Paul
9c1d4e3be1 [wip] feat: support lora in qwen image and training script (#12056)
* feat: support lora in qwen image and training script

* up

* up

* up

* up

* up

* up

* add lora tests

* fix

* add tests

* fix

* reviewer feedback

* up[

* Apply suggestions from code review

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

---------

Co-authored-by: Aryan <aryan@huggingface.co>
2025-08-05 07:06:02 +05:30
Sayak Paul
20e0740b88 [training-scripts] Make pytorch examples UV-compatible (#12000)
* add uv dependencies on top of scripts.

* add uv deps.
2025-07-31 22:09:52 +05:30
Álvaro Somoza
edcbe8038b Fix huggingface-hub failing tests (#11994)
* login

* more logins

* uploads

* missed login

* another missed login

* downloads

* examples and more logins

* fix

* setup

* Apply style fixes

* fix

* Apply style fixes
2025-07-29 02:34:58 -04:00
YiYi Xu
ef1e628729 fix style (#11975)
up
2025-07-22 10:25:40 -10:00
Sam Gao
173e1b147d [Examples] Uniform notations in train_flux_lora (#10011)
[Examples] uniform naming notations

since the in parameter `size` represents `args.resolution`, I thus replace the `args.resolution` inside DreamBoothData with `size`. And revise some notations such as `center_crop`.

Co-authored-by: Linoy Tsaban <57615435+linoytsaban@users.noreply.github.com>
2025-07-22 09:14:00 -10:00
Chengxi Guo
cde02b061b Fix kontext finetune issue when batch size >1 (#11921)
set drop_last to True

Signed-off-by: mymusise <mymusise1@gmail.com>
2025-07-18 19:38:58 -04:00
Sayak Paul
9c13f86579 [training] add an offload utility that can be used as a context manager. (#11775)
* add an offload utility that can be used as a context manager.

* update

---------

Co-authored-by: Linoy Tsaban <57615435+linoytsaban@users.noreply.github.com>
2025-07-16 09:09:13 +01:00
dependabot[bot]
48a551251d Bump aiohttp from 3.10.10 to 3.12.14 in /examples/server (#11924)
Bumps [aiohttp](https://github.com/aio-libs/aiohttp) from 3.10.10 to 3.12.14.
- [Release notes](https://github.com/aio-libs/aiohttp/releases)
- [Changelog](https://github.com/aio-libs/aiohttp/blob/master/CHANGES.rst)
- [Commits](https://github.com/aio-libs/aiohttp/compare/v3.10.10...v3.12.14)

---
updated-dependencies:
- dependency-name: aiohttp
  dependency-version: 3.12.14
  dependency-type: direct:production
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
2025-07-15 09:15:57 +05:30
Hengyue-Bi
6398fbc391 Fix: Align VAE processing in ControlNet SD3 training with inference (#11909)
Fix: Apply vae_shift_factor in ControlNet SD3 training
2025-07-14 14:54:38 -04:00