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Commit Graph

33 Commits

Author SHA1 Message Date
Yao Matrix
7567adfc45 enable 28 GGUF test cases on XPU (#11404)
* enable gguf test cases on XPU

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

* make SD35LargeGGUFSingleFileTests::test_pipeline_inference pas

Signed-off-by: root <root@a4bf01945cfe.jf.intel.com>

* make FluxControlLoRAGGUFTests::test_lora_loading pass

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

* polish code

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

* Apply style fixes

---------

Signed-off-by: YAO Matrix <matrix.yao@intel.com>
Signed-off-by: root <root@a4bf01945cfe.jf.intel.com>
Signed-off-by: Yao Matrix <matrix.yao@intel.com>
Co-authored-by: root <root@a4bf01945cfe.jf.intel.com>
Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>
2025-04-28 21:32:04 +05:30
Yao Matrix
9ce89e2efa enable group_offload cases and quanto cases on XPU (#11405)
* enable group_offload cases and quanto cases on XPU

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

* use backend APIs

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

* fix style

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

---------

Signed-off-by: YAO Matrix <matrix.yao@intel.com>
Signed-off-by: Yao Matrix <matrix.yao@intel.com>
2025-04-28 06:37:16 +05:30
Yao Matrix
eef3d65954 enable 2 test cases on XPU (#11332)
* enable 2 test cases on XPU

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

* Apply style fixes

---------

Signed-off-by: YAO Matrix <matrix.yao@intel.com>
Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>
Co-authored-by: Dhruv Nair <dhruv.nair@gmail.com>
2025-04-17 13:27:41 -10:00
Sayak Paul
1a04812439 [bistandbytes] improve replacement warnings for bnb (#11132)
* improve replacement warnings for bnb

* updates to docs.
2025-04-08 21:18:34 +05:30
hlky
5d49b3e83b Flux quantized with lora (#10990)
* Flux quantized with lora

* fix

* changes

* Apply suggestions from code review

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

* Apply style fixes

* enable model cpu offload()

* Update src/diffusers/loaders/lora_pipeline.py

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

* update

* Apply suggestions from code review

* update

* add peft as an additional dependency for gguf

---------

Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>
Co-authored-by: Dhruv Nair <dhruv.nair@gmail.com>
2025-04-08 21:17:03 +05:30
Yao Matrix
506f39af3a enable 1 case on XPU (#11219)
enable case on XPU: 1. tests/quantization/bnb/test_mixed_int8.py::BnB8bitTrainingTests::test_training

Signed-off-by: YAO Matrix <matrix.yao@intel.com>
2025-04-07 08:24:21 +01:00
jiqing-feng
4d5a96e40a fix autocast (#11190)
Signed-off-by: jiqing-feng <jiqing.feng@intel.com>
2025-04-02 07:26:27 +01:00
Fanli Lin
5a6edac087 [tests] no hard-coded cuda (#11186)
no cuda only
2025-04-01 12:14:31 +01:00
Dhruv Nair
7dc52ea769 [Quantization] dtype fix for GGUF + fix BnB tests (#11159)
* update

* update

* update

* update
2025-03-26 22:22:16 +05:30
Fanli Lin
56f740051d [tests] enable bnb tests on xpu (#11001)
* enable bnb on xpu

* add 2 more cases

* add missing change

* add missing change

* add one more
2025-03-19 16:33:11 +00:00
Sayak Paul
cc19726f3d [Tests] add requires peft decorator. (#11037)
* add requires peft decorator.

* install peft conditionally.

* conditional deps.

Co-authored-by: DN6 <dhruv.nair@gmail.com>

---------

Co-authored-by: DN6 <dhruv.nair@gmail.com>
2025-03-15 12:56:41 +05:30
Sayak Paul
2f0f281b0d [Tests] restrict memory tests for quanto for certain schemes. (#11052)
* restrict memory tests for quanto for certain schemes.

* Apply suggestions from code review

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

* fixes

* style

---------

Co-authored-by: Dhruv Nair <dhruv.nair@gmail.com>
2025-03-14 10:35:19 +05:30
Sayak Paul
e7e6d85282 [Tests] improve quantization tests by additionally measuring the inference memory savings (#11021)
* memory usage tests

* fixes

* gguf
2025-03-10 21:42:24 +05:30
Dhruv Nair
f5edaa7894 [Quantization] Add Quanto backend (#10756)
* update

* updaet

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* Update docs/source/en/quantization/quanto.md

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

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* Update src/diffusers/quantizers/quanto/utils.py

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

* update

* update

---------

Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
2025-03-10 08:33:05 +05:30
a120092009
11d8e3ce2c [Quantization] support pass MappingType for TorchAoConfig (#10927)
* [Quantization] support pass MappingType for TorchAoConfig

* Apply style fixes

---------

Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>
2025-03-04 16:40:50 +05:30
Marc Sun
f5929e0306 [FEAT] Model loading refactor (#10604)
* first draft model loading refactor

* revert name change

* fix bnb

* revert name

* fix dduf

* fix huanyan

* style

* Update src/diffusers/models/model_loading_utils.py

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

* suggestions from reviews

* Update src/diffusers/models/modeling_utils.py

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

* remove safetensors check

* fix default value

* more fix from suggestions

* revert logic for single file

* style

* typing + fix couple of issues

* improve speed

* Update src/diffusers/models/modeling_utils.py

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

* fp8 dtype

* add tests

* rename resolved_archive_file to resolved_model_file

* format

* map_location default cpu

* add utility function

* switch to smaller model + test inference

* Apply suggestions from code review

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

* rm comment

* add log

* Apply suggestions from code review

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

* add decorator

* cosine sim instead

* fix use_keep_in_fp32_modules

* comm

---------

Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
Co-authored-by: YiYi Xu <yixu310@gmail.com>
Co-authored-by: Aryan <aryan@huggingface.co>
2025-02-19 17:34:53 +05:30
hlky
0b065c099a Move buffers to device (#10523)
* Move buffers to device

* add test

* named_buffers
2025-01-16 07:42:56 -10:00
Sayak Paul
bba59fb88b [Tests] add: test to check 8bit bnb quantized models work with lora loading. (#10576)
* add: test to check 8bit bnb quantized models work with lora loading.

* Update tests/quantization/bnb/test_mixed_int8.py

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

---------

Co-authored-by: Dhruv Nair <dhruv.nair@gmail.com>
2025-01-15 13:05:26 +05:30
Sayak Paul
2432f80ca3 [LoRA] feat: support loading loras into 4bit quantized Flux models. (#10578)
* feat: support loading loras into 4bit quantized models.

* updates

* update

* remove weight check.
2025-01-15 12:40:40 +05:30
Aryan
aa79d7da46 Test sequential cpu offload for torchao quantization (#10506)
test sequential cpu offload
2025-01-14 09:54:06 +05:30
Sayak Paul
9f06a0d1a4 [CI] Match remaining assertions from big runner (#10521)
* print

* remove print.

* print

* update slice.

* empty
2025-01-10 16:37:36 +05:30
AstraliteHeart
cb342b745a Add AuraFlow GGUF support (#10463)
* Add support for loading AuraFlow models from GGUF

https://huggingface.co/city96/AuraFlow-v0.3-gguf

* Update AuraFlow documentation for GGUF, add GGUF tests and model detection.

* Address code review comments.

* Remove unused config.

---------

Co-authored-by: hlky <hlky@hlky.ac>
2025-01-08 13:23:12 +05:30
Aryan
cd991d1e1a Fix TorchAO related bugs; revert device_map changes (#10371)
* Revert "Add support for sharded models when TorchAO quantization is enabled (#10256)"

This reverts commit 41ba8c0bf6.

* update tests

* udpate

* update

* update

* update device map tests

* apply review suggestions

* update

* make style

* fix

* update docs

* update tests

* update workflow

* update

* improve tests

* allclose tolerance

* Update src/diffusers/models/modeling_utils.py

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

* Update tests/quantization/torchao/test_torchao.py

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

* improve tests

* fix

* update correct slices

---------

Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
2024-12-25 15:37:49 +05:30
Aryan
02c777c065 [tests] Refactor TorchAO serialization fast tests (#10271)
refactor
2024-12-23 11:04:57 +05:30
Aryan
ffc0eaab6d Bump minimum TorchAO version to 0.7.0 (#10293)
* bump min torchao version to 0.7.0

* update
2024-12-23 11:03:04 +05:30
Aryan
41ba8c0bf6 Add support for sharded models when TorchAO quantization is enabled (#10256)
* add sharded + device_map check
2024-12-19 15:42:20 -10:00
Aryan
1524781b88 [tests] Remove/rename unsupported quantization torchao type (#10263)
update
2024-12-17 21:43:15 +05:30
Dhruv Nair
e24941b2a7 [Single File] Add GGUF support (#9964)
* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* Update src/diffusers/quantizers/gguf/utils.py

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

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* Update docs/source/en/quantization/gguf.md

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

* update

* update

* update

* update

---------

Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>
2024-12-17 16:09:37 +05:30
Aryan
9f00c617a0 [core] TorchAO Quantizer (#10009)
* torchao quantizer


---------

Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>
2024-12-16 13:35:40 -10:00
Sayak Paul
e8da75dff5 [bitsandbytes] allow directly CUDA placements of pipelines loaded with bnb components (#9840)
* allow device placement when using bnb quantization.

* warning.

* tests

* fixes

* docs.

* require accelerate version.

* remove print.

* revert to()

* tests

* fixes

* fix: missing AutoencoderKL lora adapter (#9807)

* fix: missing AutoencoderKL lora adapter

* fix

---------

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

* fixes

* fix condition test

* updates

* updates

* remove is_offloaded.

* fixes

* better

* empty

---------

Co-authored-by: Emmanuel Benazera <emmanuel.benazera@jolibrain.com>
2024-12-04 22:27:43 +05:30
Sayak Paul
827b6c25f9 [CI] Add quantization (#9832)
* add quantization to nightly CI.

* prep.

* fix lib name.

* remove deps that are not needed.

* fix slice.
2024-12-02 14:53:43 +05:30
Sayak Paul
60ffa84253 [bitsandbbytes] follow-ups (#9730)
* bnb follow ups.

* add a warning when dtypes mismatch.

* fx-copies

* clear cache.

* check_if_quantized_param

* add a check on shape.

* updates

* docs

* improve readability.

* resources.

* fix
2024-10-22 16:00:05 +05:30
Sayak Paul
b821f006d0 [Quantization] Add quantization support for bitsandbytes (#9213)
* quantization config.

* fix-copies

* fix

* modules_to_not_convert

* add bitsandbytes utilities.

* make progress.

* fixes

* quality

* up

* up

rotary embedding refactor 2: update comments, fix dtype for use_real=False (#9312)

fix notes and dtype

up

up

* minor

* up

* up

* fix

* provide credits where due.

* make configurations work.

* fixes

* fix

* update_missing_keys

* fix

* fix

* make it work.

* fix

* provide credits to transformers.

* empty commit

* handle to() better.

* tests

* change to bnb from bitsandbytes

* fix tests

fix slow quality tests

SD3 remark

fix

complete int4 tests

add a readme to the test files.

add model cpu offload tests

warning test

* better safeguard.

* change merging status

* courtesy to transformers.

* move  upper.

* better

* make the unused kwargs warning friendlier.

* harmonize changes with https://github.com/huggingface/transformers/pull/33122

* style

* trainin tests

* feedback part i.

* Add Flux inpainting and Flux Img2Img (#9135)

---------

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

Update `UNet2DConditionModel`'s error messages (#9230)

* refactor

[CI] Update Single file Nightly Tests (#9357)

* update

* update

feedback.

improve README for flux dreambooth lora (#9290)

* improve readme

* improve readme

* improve readme

* improve readme

fix one uncaught deprecation warning for accessing vae_latent_channels in VaeImagePreprocessor (#9372)

deprecation warning vae_latent_channels

add mixed int8 tests and more tests to nf4.

[core] Freenoise memory improvements (#9262)

* update

* implement prompt interpolation

* make style

* resnet memory optimizations

* more memory optimizations; todo: refactor

* update

* update animatediff controlnet with latest changes

* refactor chunked inference changes

* remove print statements

* update

* chunk -> split

* remove changes from incorrect conflict resolution

* remove changes from incorrect conflict resolution

* add explanation of SplitInferenceModule

* update docs

* Revert "update docs"

This reverts commit c55a50a271.

* update docstring for freenoise split inference

* apply suggestions from review

* add tests

* apply suggestions from review

quantization docs.

docs.

* Revert "Add Flux inpainting and Flux Img2Img (#9135)"

This reverts commit 5799954dd4.

* tests

* don

* Apply suggestions from code review

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

* contribution guide.

* changes

* empty

* fix tests

* harmonize with https://github.com/huggingface/transformers/pull/33546.

* numpy_cosine_distance

* config_dict modification.

* remove if config comment.

* note for load_state_dict changes.

* float8 check.

* quantizer.

* raise an error for non-True low_cpu_mem_usage values when using quant.

* low_cpu_mem_usage shenanigans when using fp32 modules.

* don't re-assign _pre_quantization_type.

* make comments clear.

* remove comments.

* handle mixed types better when moving to cpu.

* add tests to check if we're throwing warning rightly.

* better check.

* fix 8bit test_quality.

* handle dtype more robustly.

* better message when keep_in_fp32_modules.

* handle dtype casting.

* fix dtype checks in pipeline.

* fix warning message.

* Update src/diffusers/models/modeling_utils.py

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

* mitigate the confusing cpu warning

---------

Co-authored-by: Vishnu V Jaddipal <95531133+Gothos@users.noreply.github.com>
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>
Co-authored-by: YiYi Xu <yixu310@gmail.com>
2024-10-21 10:11:57 +05:30