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1480 Commits

Author SHA1 Message Date
Aryan
5df02fc171 [tests] Fix group offloading and layerwise casting test interaction (#11796)
* update

* update

* update
2025-06-24 17:33:32 +05:30
Aryan
474a248f10 [tests] Fix HunyuanVideo Framepack device tests (#11789)
update
2025-06-24 13:49:37 +05:30
Dhruv Nair
cd813499be [CI] Skip ONNX Upscale tests (#11774)
update
2025-06-23 12:14:01 +05:30
Sayak Paul
fbddf02807 [tests] properly skip tests instead of return (#11771)
model test updates
2025-06-23 11:59:59 +05:30
jiqing-feng
ee40088fe5 enable deterministic in bnb 4 bit tests (#11738)
* enable deterministic in bnb 4 bit tests

Signed-off-by: jiqing-feng <jiqing.feng@intel.com>

* fix 8bit test

Signed-off-by: jiqing-feng <jiqing.feng@intel.com>

---------

Signed-off-by: jiqing-feng <jiqing.feng@intel.com>
2025-06-23 08:17:36 +05:30
Sayak Paul
3d8d8485fc fix invalid component handling behaviour in PipelineQuantizationConfig (#11750)
* start

* updates
2025-06-20 07:54:12 +05:30
Sayak Paul
85a916bb8b make group offloading work with disk/nvme transfers (#11682)
* start implementing disk offloading in group.

* delete diff file.

* updates.patch

* offload_to_disk_path

* check if safetensors already exist.

* add test and clarify.

* updates

* update todos.

* update more docs.

* update docs
2025-06-19 18:09:30 +05:30
Dhruv Nair
3287ce2890 Fix HiDream pipeline test module (#11754)
update
2025-06-19 17:06:14 +05:30
Dhruv Nair
0c11c8c1ac [CI] Fix SANA tests (#11756)
update
2025-06-19 17:06:02 +05:30
Dhruv Nair
fc51583c8a [CI] Fix WAN VACE tests (#11757)
update
2025-06-19 17:03:12 +05:30
Sayak Paul
fb57c76aa1 [LoRA] refactor lora loading at the model-level (#11719)
* factor out stuff from load_lora_adapter().

* simplifying text encoder lora loading.

* fix peft.py

* fix logging locations.

* formatting

* fix

* update

* update

* update
2025-06-19 13:06:25 +05:30
Aryan
a4df8dbc40 Update more licenses to 2025 (#11746)
update
2025-06-19 07:46:01 +05:30
Dhruv Nair
66394bf6c7 Chroma Follow Up (#11725)
* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* updte

* update

* update

* update
2025-06-18 22:24:41 +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
05e867784d [tests] device_map tests for all models. (#11708)
* device_map tests for all models.

* updates

* Update tests/models/test_modeling_common.py

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

* fix device_map in test

---------

Co-authored-by: Aryan <aryan@huggingface.co>
2025-06-18 10:52:06 +05:30
Edna
8adc6003ba Chroma Pipeline (#11698)
* working state from hameerabbasi and iddl

* working state form hameerabbasi and iddl (transformer)

* working state (normalization)

* working state (embeddings)

* add chroma loader

* add chroma to mappings

* add chroma to transformer init

* take out variant stuff

* get decently far in changing variant stuff

* add chroma init

* make chroma output class

* add chroma transformer to dummy tp

* add chroma to init

* add chroma to init

* fix single file

* update

* update

* add chroma to auto pipeline

* add chroma to pipeline init

* change to chroma transformer

* take out variant from blocks

* swap embedder location

* remove prompt_2

* work on swapping text encoders

* remove mask function

* dont modify mask (for now)

* wrap attn mask

* no attn mask (can't get it to work)

* remove pooled prompt embeds

* change to my own unpooled embeddeer

* fix load

* take pooled projections out of transformer

* ensure correct dtype for chroma embeddings

* update

* use dn6 attn mask + fix true_cfg_scale

* use chroma pipeline output

* use DN6 embeddings

* remove guidance

* remove guidance embed (pipeline)

* remove guidance from embeddings

* don't return length

* dont change dtype

* remove unused stuff, fix up docs

* add chroma autodoc

* add .md (oops)

* initial chroma docs

* undo don't change dtype

* undo arxiv change

unsure why that happened

* fix hf papers regression in more places

* Update docs/source/en/api/pipelines/chroma.md

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

* do_cfg -> self.do_classifier_free_guidance

* Update docs/source/en/api/models/chroma_transformer.md

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

* Update chroma.md

* Move chroma layers into transformer

* Remove pruned AdaLayerNorms

* Add chroma fast tests

* (untested) batch cond and uncond

* Add # Copied from for shift

* Update # Copied from statements

* update norm imports

* Revert cond + uncond batching

* Add transformer tests

* move chroma test (oops)

* chroma init

* fix chroma pipeline fast tests

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

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

* Move Approximator and Embeddings

* Fix auto pipeline + make style, quality

* make style

* Apply style fixes

* switch to new input ids

* fix # Copied from error

* remove # Copied from on protected members

* try to fix import

* fix import

* make fix-copes

* revert style fix

* update chroma transformer params

* update chroma transformer approximator init params

* update to pad tokens

* fix batch inference

* Make more pipeline tests work

* Make most transformer tests work

* fix docs

* make style, make quality

* skip batch tests

* fix test skipping

* fix test skipping again

* fix for tests

* Fix all pipeline test

* update

* push local changes, fix docs

* add encoder test, remove pooled dim

* default proj dim

* fix tests

* fix equal size list input

* update

* push local changes, fix docs

* add encoder test, remove pooled dim

* default proj dim

* fix tests

* fix equal size list input

* Revert "fix equal size list input"

This reverts commit 3fe4ad67d5.

* update

* update

* update

* update

* update

---------

Co-authored-by: Dhruv Nair <dhruv.nair@gmail.com>
Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>
2025-06-14 06:52:56 +05:30
Aryan
9f91305f85 Cosmos Predict2 (#11695)
* support text-to-image

* update example

* make fix-copies

* support use_flow_sigmas in EDM scheduler instead of maintain cosmos-specific scheduler

* support video-to-world

* update

* rename text2image pipeline

* make fix-copies

* add t2i test

* add test for v2w pipeline

* support edm dpmsolver multistep

* update

* update

* update

* update tests

* fix tests

* safety checker

* make conversion script work without guardrail
2025-06-14 01:51:29 +05:30
Sayak Paul
368958df6f [LoRA] parse metadata from LoRA and save metadata (#11324)
* feat: parse metadata from lora state dicts.

* tests

* fix tests

* key renaming

* fix

* smol update

* smol updates

* load metadata.

* automatically save metadata in save_lora_adapter.

* propagate changes.

* changes

* add test to models too.

* tigher tests.

* updates

* fixes

* rename tests.

* sorted.

* Update src/diffusers/loaders/lora_base.py

Co-authored-by: Benjamin Bossan <BenjaminBossan@users.noreply.github.com>

* review suggestions.

* removeprefix.

* propagate changes.

* fix-copies

* sd

* docs.

* fixes

* get review ready.

* one more test to catch error.

* change to a different approach.

* fix-copies.

* todo

* sd3

* update

* revert changes in get_peft_kwargs.

* update

* fixes

* fixes

* simplify _load_sft_state_dict_metadata

* update

* style fix

* uipdate

* update

* update

* empty commit

* _pack_dict_with_prefix

* update

* TODO 1.

* todo: 2.

* todo: 3.

* update

* update

* Apply suggestions from code review

Co-authored-by: Benjamin Bossan <BenjaminBossan@users.noreply.github.com>

* reraise.

* move argument.

---------

Co-authored-by: Benjamin Bossan <BenjaminBossan@users.noreply.github.com>
Co-authored-by: Linoy Tsaban <57615435+linoytsaban@users.noreply.github.com>
2025-06-13 14:37:49 +05:30
Sayak Paul
91545666e0 [tests] model-level device_map clarifications (#11681)
* add clarity in documentation for device_map

* docs

* fix how compiler tester mixins are used.

* propagate

* more

* typo.

* fix tests

* fix order of decroators.

* clarify more.

* more test cases.

* fix doc

* fix device_map docstring in pipeline_utils.

* more examples

* more

* update

* remove code for stuff that is already supported.

* fix stuff.
2025-06-11 22:41:59 +05:30
Sayak Paul
b6f7933044 [tests] tests for compilation + quantization (bnb) (#11672)
* start adding compilation tests for quantization.

* fixes

* make common utility.

* modularize.

* add group offloading+compile

* xfail

* update

* Update tests/quantization/test_torch_compile_utils.py

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

* fixes

---------

Co-authored-by: Dhruv Nair <dhruv.nair@gmail.com>
2025-06-11 21:14:24 +05:30
Yao Matrix
33e636cea5 enable torchao test cases on XPU and switch to device agnostic APIs for test cases (#11654)
* enable torchao cases on XPU

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

* device agnostic APIs

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

* more

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

* fix style

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

* enable test_torch_compile_recompilation_and_graph_break on XPU

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

* resolve comments

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

---------

Signed-off-by: Matrix YAO <matrix.yao@intel.com>
Signed-off-by: YAO Matrix <matrix.yao@intel.com>
2025-06-11 15:17:06 +05:30
Sayak Paul
8e88495da2 [LoRA] support Flux Control LoRA with bnb 8bit. (#11655)
support Flux Control LoRA with bnb 8bit.
2025-06-11 08:32:47 +05:30
Akash Haridas
b79803fe08 Allow remote code repo names to contain "." (#11652)
* allow loading from repo with dot in name

* put new arg at the end to avoid breaking compatibility

* add test for loading repo with dot in name

---------

Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
2025-06-10 13:38:54 -10:00
Dhruv Nair
5b0dab1253 Introduce DeprecatedPipelineMixin to simplify pipeline deprecation process (#11596)
* update

* update

* update

* update

* update

* update

* update
2025-06-09 13:03:40 +05:30
Sayak Paul
7c6e9ef425 [tests] Fix how compiler mixin classes are used (#11680)
* fix how compiler tester mixins are used.

* propagate

* more
2025-06-09 09:24:45 +05:30
Aryan
73a9d5856f Wan VACE (#11582)
* initial support

* make fix-copies

* fix no split modules

* add conversion script

* refactor

* add pipeline test

* refactor

* fix bug with mask

* fix for reference images

* remove print

* update docs

* update slices

* update

* update

* update example
2025-06-06 17:53:10 +05:30
Sayak Paul
16c955c5fd [tests] add test for torch.compile + group offloading (#11670)
* add a test for group offloading + compilation.

* tests
2025-06-06 11:34:44 +05:30
jiqing-feng
0f91f2f6fc use deterministic to get stable result (#11663)
* use deterministic to get stable result

Signed-off-by: jiqing-feng <jiqing.feng@intel.com>

* add deterministic for int8 test

Signed-off-by: jiqing-feng <jiqing.feng@intel.com>

---------

Signed-off-by: jiqing-feng <jiqing.feng@intel.com>
2025-06-06 09:14:00 +05:30
Sayak Paul
20273e5503 [tests] chore: rename lora model-level tests. (#11481)
chore: rename lora model-level tests.
2025-06-02 09:21:40 -07:00
Sayak Paul
d4dc4d7654 [chore] misc changes in the bnb tests for consistency. (#11355)
misc changes in the bnb tests for consistency.
2025-06-02 08:41:10 -07:00
co63oc
8183d0f16e Fix typos in strings and comments (#11476)
* Fix typos in strings and comments

Signed-off-by: co63oc <co63oc@users.noreply.github.com>

* Update src/diffusers/hooks/hooks.py

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

* Update src/diffusers/hooks/hooks.py

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

* Update layerwise_casting.py

* Apply style fixes

* update

---------

Signed-off-by: co63oc <co63oc@users.noreply.github.com>
Co-authored-by: Aryan <contact.aryanvs@gmail.com>
Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>
2025-05-30 18:49:00 +05:30
Yao Matrix
a7aa8bf28a enable group_offloading and PipelineDeviceAndDtypeStabilityTests on XPU, all passed (#11620)
* enable group_offloading and PipelineDeviceAndDtypeStabilityTests on XPU,
all passed

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

* fix style

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

* fix

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

---------

Signed-off-by: Matrix YAO <matrix.yao@intel.com>
Co-authored-by: Aryan <aryan@huggingface.co>
2025-05-30 11:30:37 +05:30
Linoy Tsaban
28ef0165b9 [Sana Sprint] add image-to-image pipeline (#11602)
* sana sprint img2img

* fix import

* fix name

* fix image encoding

* fix image encoding

* fix image encoding

* fix image encoding

* fix image encoding

* fix image encoding

* try w/o strength

* try scaling differently

* try with strength

* revert unnecessary changes to scheduler

* revert unnecessary changes to scheduler

* Apply style fixes

* remove comment

* add copy statements

* add copy statements

* add to doc

* add to doc

* add to doc

* add to doc

* Apply style fixes

* empty commit

* fix copies

* fix copies

* fix copies

* fix copies

* fix copies

* docs

* make fix-copies.

* fix doc building error.

* initial commit - add img2img test

* initial commit - add img2img test

* fix import

* fix imports

* Apply style fixes

* empty commit

* remove

* empty commit

* test vocab size

* fix

* fix prompt missing from last commits

* small changes

* fix image processing when input is tensor

* fix order

* Apply style fixes

* empty commit

* fix shape

* remove comment

* image processing

* remove comment

* skip vae tiling test for now

* Apply style fixes

* empty commit

---------

Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>
Co-authored-by: sayakpaul <spsayakpaul@gmail.com>
2025-05-27 22:09:51 +03:00
Sayak Paul
a4da216125 [LoRA] improve LoRA fusion tests (#11274)
* improve lora fusion tests

* more improvements.

* remove comment

* update

* relax tolerance.

* num_fused_loras as a property

Co-authored-by: BenjaminBossan <benjamin.bossan@gmail.com>

* updates

* update

* fix

* fix

Co-authored-by: BenjaminBossan <benjamin.bossan@gmail.com>

* Update src/diffusers/loaders/lora_base.py

Co-authored-by: Benjamin Bossan <BenjaminBossan@users.noreply.github.com>

---------

Co-authored-by: BenjaminBossan <benjamin.bossan@gmail.com>
Co-authored-by: Benjamin Bossan <BenjaminBossan@users.noreply.github.com>
2025-05-27 09:02:12 -07:00
Dhruv Nair
826f43505d Fix mixed variant downloading (#11611)
* update

* update
2025-05-26 21:43:48 +05:30
Sayak Paul
4af76d0d7d [tests] Changes to the torch.compile() CI and tests (#11508)
* remove compile cuda docker.

* replace compile cuda docker path.

* better manage compilation cache.

* propagate similar to the pipeline tests.

* remove unneeded compile test.

* small.

* don't check for deleted files.
2025-05-26 08:31:04 -07:00
kaixuanliu
b5c2050a16 Fix bug when variant and safetensor file does not match (#11587)
* Apply style fixes

* init test

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

* adjust

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

* add the variant check when there are no component folders

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

* update related test cases

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

* update related unit test cases

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

* adjust

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

* Apply style fixes

---------

Signed-off-by: Liu, Kaixuan <kaixuan.liu@intel.com>
Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>
2025-05-26 14:18:41 +05:30
Ishan Modi
f64fa9492d [Feature] AutoModel can load components using model_index.json (#11401)
* update

* update

* update

* update

* addressed PR comments

* update

* addressed PR comments

* added tests

* addressed PR comments

* updates

* update

* addressed PR comments

* update

* fix style

---------

Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
Co-authored-by: Dhruv Nair <dhruv.nair@gmail.com>
2025-05-26 14:06:36 +05:30
Yao Matrix
049082e013 enable pipeline test cases on xpu (#11527)
* enable several pipeline integration tests on xpu

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

* fix style

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

* update per comments

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

---------

Signed-off-by: Yao Matrix <matrix.yao@intel.com>
Signed-off-by: Matrix Yao <matrix.yao@intel.com>
2025-05-26 12:49:58 +05:30
Sayak Paul
a5f4cc7f84 [LoRA] minor fix for load_lora_weights() for Flux and a test (#11595)
* fix peft delete adapters for flux.

* add test

* empty commit
2025-05-22 15:44:45 +05:30
Sayak Paul
20379d9d13 [tests] add tests for combining layerwise upcasting and groupoffloading. (#11558)
* add tests for combining layerwise upcasting and groupoffloading.

* feedback
2025-05-15 17:16:44 +05:30
Dhruv Nair
4267d8f4eb [Single File] GGUF/Single File Support for HiDream (#11550)
* update

* update

* update

* update

* update

* update

* update
2025-05-15 12:25:18 +05:30
Seokhyeon Jeong
f4fa3beee7 [tests] Add torch.compile test for UNet2DConditionModel (#11537)
Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
2025-05-14 11:26:12 +05:30
Anwesha Chowdhury
7e3353196c Fix deprecation warnings in test_ltx_image2video.py (#11538)
Fixed 2 warnings that were raised during running LTXImageToVideoPipelineFastTests

Co-authored-by: achowdhury1211@gmail.com <anwesha@LAPTOP-E5QGFMOQ>
2025-05-13 08:05:52 -10:00
Sayak Paul
b555a03723 [tests] Enable testing for HiDream transformer (#11478)
* add tests for hidream transformer model.

* fix

* Update tests/models/transformers/test_models_transformer_hidream.py

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

---------

Co-authored-by: Dhruv Nair <dhruv.nair@gmail.com>
2025-05-13 21:01:20 +05:30
Aryan
06fee551e9 LTX Video 0.9.7 (#11516)
* add upsampling pipeline

* ltx upsample pipeline conversion; pipeline fixes

* make fix-copies

* remove print

* add vae convenience methods

* update

* add tests

* support denoising strength for upscaling & video-to-video

* update docs

* update doc checkpoints

* update docs

* fix

---------

Co-authored-by: Linoy Tsaban <57615435+linoytsaban@users.noreply.github.com>
2025-05-13 14:57:03 +05:30
Zhong-Yu Li
4f438de35a Add VisualCloze (#11377)
* VisualCloze

* style quality

* add docs

* add docs

* typo

* Update docs/source/en/api/pipelines/visualcloze.md

* delete einops

* style quality

* Update src/diffusers/pipelines/visualcloze/pipeline_visualcloze.py

* reorg

* refine doc

* style quality

* typo

* typo

* Update src/diffusers/image_processor.py

* add comment

* test

* style

* Modified based on review

* style

* restore image_processor

* update example url

* style

* fix-copies

* VisualClozeGenerationPipeline

* combine

* tests docs

* remove VisualClozeUpsamplingPipeline

* style

* quality

* test examples

* quality style

* typo

* make fix-copies

* fix test_callback_cfg and test_save_load_dduf in VisualClozePipelineFastTests

* add EXAMPLE_DOC_STRING to VisualClozeGenerationPipeline

* delete maybe_free_model_hooks from pipeline_visualcloze_combined

* Apply suggestions from code review

* fix test_save_load_local test; add reason for skipping cfg test

* more save_load test fixes

* fix tests in generation pipeline tests
2025-05-13 02:46:51 +05:30
Evan Han
98cc6d05e4 [test_models_transformer_ltx.py] help us test torch.compile() for impactful models (#11512)
* Update test_models_transformer_ltx.py

* Update test_models_transformer_ltx.py

* Update test_models_transformer_ltx.py

* Update test_models_transformer_ltx.py

---------

Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
2025-05-12 19:26:15 +05:30
Yao Matrix
c3726153fd enable several pipeline integration tests on XPU (#11526)
* enable kandinsky2_2 integration test cases on XPU

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

* fix style

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

* enable latent_diffusion, dance_diffusion, musicldm, shap_e integration
uts on xpu

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>
Co-authored-by: Aryan <aryan@huggingface.co>
2025-05-12 16:51:37 +05:30
Sayak Paul
01abfc8736 [tests] add tests for framepack transformer model. (#11520)
* start.

* add tests for framepack transformer model.

* merge conflicts.

* make to square.

* fixes
2025-05-11 09:50:06 +05:30