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4fa24591a3607ab66471ebfff92885ccf79fdb2c
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Author SHA1 Message Date
Yuqian Hong
4fa24591a3 create a script to train autoencoderkl (#10605) 
* create a script to train vae

* update main.py

* update train_autoencoderkl.py

* update train_autoencoderkl.py

* add a check of --pretrained_model_name_or_path and --model_config_name_or_path

* remove the comment, remove diffusers in requiremnets.txt, add validation_image ote

* update autoencoderkl.py

* quality

---------

Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
 2025-01-27 16:41:34 +05:30
Jacob Helwig
4f3ec5364e Add sigmoid scheduler in scheduling_ddpm.py docs (#10648) 
Sigmoid scheduler in scheduling_ddpm.py docs
 2025-01-26 15:37:20 -08:00
Leo Jiang
07860f9916 NPU Adaption for Sanna (#10409) 
* NPU Adaption for Sanna


---------

Co-authored-by: J石页 <jiangshuo9@h-partners.com>
Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
 2025-01-24 09:08:52 -10:00
Wenhao Sun
87252d80c3 Add pipeline_stable_diffusion_xl_attentive_eraser (#10579) 
* add pipeline_stable_diffusion_xl_attentive_eraser

* add pipeline_stable_diffusion_xl_attentive_eraser_make_style

* make style and add example output

* update Docs

Co-authored-by: Other Contributor <a457435687@126.com>

* add Oral

Co-authored-by: Other Contributor <a457435687@126.com>

* update_review

Co-authored-by: Other Contributor <a457435687@126.com>

* update_review_ms

Co-authored-by: Other Contributor <a457435687@126.com>

---------

Co-authored-by: Other Contributor <a457435687@126.com>
 2025-01-24 13:52:45 +00:00
Sayak Paul
5897137397 [chore] add a script to extract loras from full fine-tuned models (#10631) 
* feat: add a lora extraction script.

* updates
 2025-01-24 11:50:36 +05:30
Yaniv Galron
a451c0ed14 removing redundant requires_grad = False (#10628) 
We already set the unet to requires grad false at line 506

Co-authored-by: Aryan <aryan@huggingface.co>
 2025-01-24 03:25:33 +05:30
hlky
37c9697f5b Add IP-Adapter example to Flux docs (#10633) 
* Add IP-Adapter example to Flux docs

* Apply suggestions from code review

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

---------

Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
 2025-01-23 22:15:33 +05:30
Raul Ciotescu
9684c52adf width and height are mixed-up (#10629) 
vars mixed-up
 2025-01-23 06:40:22 -10:00
Steven Liu
5483162d12 [docs] uv installation (#10622) 
* uv

* feedback
 2025-01-23 08:34:51 -08:00
Sayak Paul
d77c53b6d2 [docs] fix image path in para attention docs (#10632) 
fix image path in para attention docs
 2025-01-23 08:22:42 -08:00
Sayak Paul
78bc824729 [Tests] modify the test slices for the failing flax test (#10630) 
* fixes

* fixes

* fixes

* updates
 2025-01-23 12:10:24 +05:30
kahmed10
04d40920a7 add onnxruntime-migraphx as part of check for onnxruntime in import_utils.py (#10624) 
add onnxruntime-migraphx to import_utils.py

Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
 2025-01-23 07:49:51 +05:30
Dhruv Nair
8d6f6d6b66 [CI] Update HF_TOKEN in all workflows (#10613) 
update
 2025-01-22 20:03:41 +05:30
Aryan
ca60ad8e55 Improve TorchAO error message (#10627) 
improve error message
 2025-01-22 19:50:02 +05:30
Aryan
beacaa5528 [core] Layerwise Upcasting (#10347) 
* update

* update

* make style

* remove dynamo disable

* add coauthor

Co-Authored-By: Dhruv Nair <dhruv.nair@gmail.com>

* update

* update

* update

* update mixin

* add some basic tests

* update

* update

* non_blocking

* improvements

* update

* norm.* -> norm

* apply suggestions from review

* add example

* update hook implementation to the latest changes from pyramid attention broadcast

* deinitialize should raise an error

* update doc page

* Apply suggestions from code review

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

* update docs

* update

* refactor

* fix _always_upcast_modules for asym ae and vq_model

* fix lumina embedding forward to not depend on weight dtype

* refactor tests

* add simple lora inference tests

* _always_upcast_modules -> _precision_sensitive_module_patterns

* remove todo comments about review; revert changes to self.dtype in unets because .dtype on ModelMixin should be able to handle fp8 weight case

* check layer dtypes in lora test

* fix UNet1DModelTests::test_layerwise_upcasting_inference

* _precision_sensitive_module_patterns -> _skip_layerwise_casting_patterns based on feedback

* skip test in NCSNppModelTests

* skip tests for AutoencoderTinyTests

* skip tests for AutoencoderOobleckTests

* skip tests for UNet1DModelTests - unsupported pytorch operations

* layerwise_upcasting -> layerwise_casting

* skip tests for UNetRLModelTests; needs next pytorch release for currently unimplemented operation support

* add layerwise fp8 pipeline test

* use xfail

* Apply suggestions from code review

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

* add assertion with fp32 comparison; add tolerance to fp8-fp32 vs fp32-fp32 comparison (required for a few models' test to pass)

* add note about memory consumption on tesla CI runner for failing test

---------

Co-authored-by: Dhruv Nair <dhruv.nair@gmail.com>
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>
 2025-01-22 19:49:37 +05:30
Lucain
a647682224 Remove cache migration script (#10619) 2025-01-21 07:22:59 -10:00
YiYi Xu
a1f9a71238 fix offload gpu tests etc (#10366) 
* add

* style
 2025-01-21 18:52:36 +05:30
Fanli Lin
ec37e20972 [tests] make tests device-agnostic (part 3) (#10437) 
* initial comit

* fix empty cache

* fix one more

* fix style

* update device functions

* update

* update

* Update src/diffusers/utils/testing_utils.py

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

* Update src/diffusers/utils/testing_utils.py

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

* Update src/diffusers/utils/testing_utils.py

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

* Update tests/pipelines/controlnet/test_controlnet.py

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

* Update src/diffusers/utils/testing_utils.py

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

* Update src/diffusers/utils/testing_utils.py

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

* Update tests/pipelines/controlnet/test_controlnet.py

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

* with gc.collect

* update

* make style

* check_torch_dependencies

* add mps empty cache

* bug fix

* Apply suggestions from code review

---------

Co-authored-by: hlky <hlky@hlky.ac>
 2025-01-21 12:15:45 +00:00
Muyang Li
158a5a87fb Remove the FP32 Wrapper when evaluating (#10617) 
Remove the FP32 Wrapper

Co-authored-by: Linoy Tsaban <57615435+linoytsaban@users.noreply.github.com>
 2025-01-21 16:16:54 +05:30
jiqing-feng
012d08b1bc Enable dreambooth lora finetune example on other devices (#10602) 
* enable dreambooth_lora on other devices

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

* enable xpu

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

* check cuda device before empty cache

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

* fix comment

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

* import free_memory

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

---------

Signed-off-by: jiqing-feng <jiqing.feng@intel.com>
 2025-01-21 14:09:45 +05:30
Sayak Paul
4ace7d0483 [chore] change licensing to 2025 from 2024. (#10615) 
change licensing to 2025 from 2024.
 2025-01-20 16:57:27 -10:00
baymax591
75a636da48 bugfix for npu not support float64 (#10123) 
* bugfix for npu not support float64

* is_mps is_npu

---------

Co-authored-by: 白超 <baichao19@huawei.com>
Co-authored-by: hlky <hlky@hlky.ac>
 2025-01-20 09:35:24 -10:00
sunxunle
4842f5d8de chore: remove redundant words (#10609) 
Signed-off-by: sunxunle <sunxunle@ampere.tech>
 2025-01-20 08:15:26 -10:00
Sayak Paul
328e0d20a7 [training] set rest of the blocks with requires_grad False. (#10607) 
set rest of the blocks with requires_grad False.
 2025-01-19 19:34:53 +05:30
Shenghai Yuan
23b467c79c [core] ConsisID (#10140) 
* Update __init__.py

* add consisid

* update consisid

* update consisid

* make style

* make_style

* Update src/diffusers/pipelines/consisid/pipeline_consisid.py

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

* Update src/diffusers/pipelines/consisid/pipeline_consisid.py

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

* Update src/diffusers/pipelines/consisid/pipeline_consisid.py

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

* Update src/diffusers/pipelines/consisid/pipeline_consisid.py

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

* Update src/diffusers/pipelines/consisid/pipeline_consisid.py

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

* Update src/diffusers/pipelines/consisid/pipeline_consisid.py

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

* add doc

* make style

* Rename consisid .md to consisid.md

* Update geodiff_molecule_conformation.ipynb

* Update geodiff_molecule_conformation.ipynb

* Update geodiff_molecule_conformation.ipynb

* Update demo.ipynb

* Update pipeline_consisid.py

* make fix-copies

* Update docs/source/en/using-diffusers/consisid.md

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

* Update src/diffusers/pipelines/consisid/pipeline_consisid.py

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

* Update src/diffusers/pipelines/consisid/pipeline_consisid.py

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

* Update docs/source/en/using-diffusers/consisid.md

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

* Update docs/source/en/using-diffusers/consisid.md

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

* update doc & pipeline code

* fix typo

* make style

* update example

* Update docs/source/en/using-diffusers/consisid.md

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

* update example

* update example

* Update src/diffusers/pipelines/consisid/pipeline_consisid.py

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

* Update src/diffusers/pipelines/consisid/pipeline_consisid.py

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

* update

* add test and update

* remove some changes from docs

* refactor

* fix

* undo changes to examples

* remove save/load and fuse methods

* update

* link hf-doc-img & make test extremely small

* update

* add lora

* fix test

* update

* update

* change expected_diff_max to 0.4

* fix typo

* fix link

* fix typo

* update docs

* update

* remove consisid lora tests

---------

Co-authored-by: hlky <hlky@hlky.ac>
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>
Co-authored-by: Aryan <aryan@huggingface.co>
 2025-01-19 13:10:08 +05:30
Juan Acevedo
aeac0a00f8 implementing flux on TPUs with ptxla (#10515) 
* implementing flux on TPUs with ptxla

* add xla flux attention class

* run make style/quality

* Update src/diffusers/models/attention_processor.py

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

* Update src/diffusers/models/attention_processor.py

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

* run style and quality

---------

Co-authored-by: Juan Acevedo <jfacevedo@google.com>
Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
Co-authored-by: YiYi Xu <yixu310@gmail.com>
 2025-01-16 08:46:02 -10:00
Leo Jiang
cecada5280 NPU adaption for RMSNorm (#10534) 
* NPU adaption for RMSNorm

* NPU adaption for RMSNorm

---------

Co-authored-by: J石页 <jiangshuo9@h-partners.com>
 2025-01-16 08:45:29 -10:00
C
17d99c4d22 [Docs] Add documentation about using ParaAttention to optimize FLUX and HunyuanVideo (#10544) 
* add para_attn_flux.md and para_attn_hunyuan_video.md

* add enable_sequential_cpu_offload in para_attn_hunyuan_video.md

* add comment

* refactor

* fix

* fix

* Update docs/source/en/optimization/para_attn.md

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

* Update docs/source/en/optimization/para_attn.md

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

* Update docs/source/en/optimization/para_attn.md

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

* Update docs/source/en/optimization/para_attn.md

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

* Update docs/source/en/optimization/para_attn.md

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

* Update docs/source/en/optimization/para_attn.md

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

* Update docs/source/en/optimization/para_attn.md

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

* Update docs/source/en/optimization/para_attn.md

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

* Update docs/source/en/optimization/para_attn.md

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

* Update docs/source/en/optimization/para_attn.md

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

* fix

* update links

* Update docs/source/en/optimization/para_attn.md

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

* Update docs/source/en/optimization/para_attn.md

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

* Update docs/source/en/optimization/para_attn.md

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

* fix

* Update docs/source/en/optimization/para_attn.md

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

* Update docs/source/en/optimization/para_attn.md

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

* Update docs/source/en/optimization/para_attn.md

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

* Update docs/source/en/optimization/para_attn.md

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

* Update docs/source/en/optimization/para_attn.md

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

* Update docs/source/en/optimization/para_attn.md

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

* Update docs/source/en/optimization/para_attn.md

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

* Update docs/source/en/optimization/para_attn.md

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

---------

Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>
 2025-01-16 10:05:13 -08:00
hlky
08e62fe0c2 Scheduling fixes on MPS (#10549) 
* use np.int32 in scheduling

* test_add_noise_device

* -np.int32, fixes
 2025-01-16 07:45:03 -10:00
Daniel Regado
9e1b8a0017 [Docs] Update SD3 ip_adapter model_id to diffusers checkpoint (#10597) 
Update to diffusers ip_adapter ckpt
 2025-01-16 07:43:29 -10:00
hlky
0b065c099a Move buffers to device (#10523) 
* Move buffers to device

* add test

* named_buffers
 2025-01-16 07:42:56 -10:00
Junyu Chen
b785ddb654 [DC-AE, SANA] fix SanaMultiscaleLinearAttention apply_quadratic_attention bf16 (#10595) 
* autoencoder_dc tiling

* add tiling and slicing support in SANA pipelines

* create variables for padding length because the line becomes too long

* add tiling and slicing support in pag SANA pipelines

* revert changes to tile size

* make style

* add vae tiling test

* fix SanaMultiscaleLinearAttention apply_quadratic_attention bf16

---------

Co-authored-by: Aryan <aryan@huggingface.co>
 2025-01-16 16:49:02 +05:30
Daniel Regado
e8114bd068 IP-Adapter for StableDiffusion3Img2ImgPipeline (#10589) 
Added support for IP-Adapter
 2025-01-16 09:46:22 +00:00
Leo Jiang
b0c8973834 [Sana 4K] Add vae tiling option to avoid OOM (#10583) 
Co-authored-by: J石页 <jiangshuo9@h-partners.com>
 2025-01-16 02:06:07 +05:30
Sayak Paul
c944f0651f [Chore] fix vae annotation in mochi pipeline (#10585) 
fix vae annotation in mochi pipeline
 2025-01-15 15:19:51 +05:30
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
f9e957f011 Fix offload tests for CogVideoX and CogView3 (#10547) 
* update

* update
 2025-01-15 12:24:46 +05:30
Daniel Regado
4dec63c18e IP-Adapter for StableDiffusion3InpaintPipeline (#10581) 
* Added support for IP-Adapter

* Added joint_attention_kwargs property
 2025-01-15 06:52:23 +00:00
Junsong Chen
3d70777379 [Sana-4K] (#10537) 
* [Sana 4K]
add 4K support for Sana

* [Sana-4K] fix SanaPAGPipeline

* add VAE automatically tiling function;

* set clean_caption to False;

* add warnings for VAE OOM.

* style

---------

Co-authored-by: yiyixuxu <yixu310@gmail.com>
 2025-01-14 11:48:56 -10:00
Teriks
6b727842d7 allow passing hf_token to load_textual_inversion (#10546) 
Co-authored-by: Teriks <Teriks@users.noreply.github.com>
 2025-01-14 11:48:34 -10:00
Dhruv Nair
be62c85cd9 [CI] Update HF Token on Fast GPU Model Tests (#10570) 
update
 2025-01-14 17:00:32 +05:30
Marc Sun
fbff43acc9 [FEAT] DDUF format (#10037) 
* load and save dduf archive

* style

* switch to zip uncompressed

* updates

* Update src/diffusers/pipelines/pipeline_utils.py

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

* Update src/diffusers/pipelines/pipeline_utils.py

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

* first draft

* remove print

* switch to dduf_file for consistency

* switch to huggingface hub api

* fix log

* add a basic test

* Update src/diffusers/configuration_utils.py

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

* Update src/diffusers/pipelines/pipeline_utils.py

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

* Update src/diffusers/pipelines/pipeline_utils.py

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

* fix

* fix variant

* change saving logic

* DDUF - Load transformers components manually (#10171)

* update hfh version

* Load transformers components manually

* load encoder from_pretrained with state_dict

* working version with transformers and tokenizer !

* add generation_config case

* fix tests

* remove saving for now

* typing

* need next version from transformers

* Update src/diffusers/configuration_utils.py

Co-authored-by: Lucain <lucain@huggingface.co>

* check path corectly

* Apply suggestions from code review

Co-authored-by: Lucain <lucain@huggingface.co>

* udapte

* typing

* remove check for subfolder

* quality

* revert setup changes

* oups

* more readable condition

* add loading from the hub test

* add basic docs.

* Apply suggestions from code review

Co-authored-by: Lucain <lucain@huggingface.co>

* add example

* add

* make functions private

* Apply suggestions from code review

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

* minor.

* fixes

* fix

* change the precdence of parameterized.

* error out when custom pipeline is passed with dduf_file.

* updates

* fix

* updates

* fixes

* updates

* fix xfail condition.

* fix xfail

* fixes

* sharded checkpoint compat

* add test for sharded checkpoint

* add suggestions

* Update src/diffusers/models/model_loading_utils.py

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

* from suggestions

* add class attributes to flag dduf tests

* last one

* fix logic

* remove comment

* revert changes

---------

Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
Co-authored-by: Lucain <lucain@huggingface.co>
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>
Co-authored-by: YiYi Xu <yixu310@gmail.com>
 2025-01-14 13:21:42 +05:30
Dhruv Nair
3279751bf9 [CI] Update HF Token in Fast GPU Tests (#10568) 
update
 2025-01-14 13:04:26 +05:30
hlky
4a4afd5ece Fix batch > 1 in HunyuanVideo (#10548) 2025-01-14 10:25:06 +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
74b67524b5 [Docs] Update hunyuan_video.md to rectify the checkpoint id (#10524) 
* Update hunyuan_video.md to rectify the checkpoint id

* bfloat16

* more fixes

* don't update the checkpoint ids.

* update

* t -> T

* Apply suggestions from code review

* fix

---------

Co-authored-by: YiYi Xu <yixu310@gmail.com>
 2025-01-13 10:59:13 -10:00
Vinh H. Pham
794f7e49a9 Implement framewise encoding/decoding in LTX Video VAE (#10488) 
* add framewise decode

* add framewise encode, refactor tiled encode/decode

* add sanity test tiling for ltx

* run make style

* Update src/diffusers/models/autoencoders/autoencoder_kl_ltx.py

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

---------

Co-authored-by: Pham Hong Vinh <vinhph3@vng.com.vn>
Co-authored-by: Aryan <contact.aryanvs@gmail.com>
 2025-01-13 10:58:32 -10:00
Daniel Regado
9fc9c6dd71 Added IP-Adapter for StableDiffusion3ControlNetInpaintingPipeline (#10561) 
* Added support for IP-Adapter

* Fixed Copied inconsistency
 2025-01-13 10:15:36 -10:00
Omar Awile
df355ea2c6 Fix documentation for FluxPipeline (#10563) 
Fix argument name in 8bit quantized example

Found a tiny mistake in the documentation where the text encoder model was passed to the wrong argument in the FluxPipeline.from_pretrained function.
 2025-01-13 11:56:32 -08:00