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add: missing pipelines from the spec.

* smol change to fix checkpoint saving & resuming (as done in train_dreambooth_sd3.py)

* style

* modify comment to explain reasoning behind hidden size check

* update

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

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

* enable on xpu

* add 1 more

* add one more

* enable more

* add 1 more

* add more

* enable 1

* enable more cases

* enable

* enable

* update comment

* one more

* enable 1

* add more cases

* enable xpu

* add one more caswe

* add more cases

* add 1

* add more

* add more cases

* add case

* enable

* add more

* add more

* add more

* enbale more

* add more

* update code

* update test marker

* add skip back

* update comment

* remove single files

* remove

* style

* add

* revert

* reformat

* update decorator

* update

* update

* update

* Update tests/pipelines/deepfloyd_if/test_if.py
Co-authored-by: Dhruv Nair <dhruv.nair@gmail.com>

* Update src/diffusers/utils/testing_utils.py
Co-authored-by: Dhruv Nair <dhruv.nair@gmail.com>

* Update tests/pipelines/animatediff/test_animatediff_controlnet.py
Co-authored-by: Dhruv Nair <dhruv.nair@gmail.com>

* Update tests/pipelines/animatediff/test_animatediff.py
Co-authored-by: Dhruv Nair <dhruv.nair@gmail.com>

* Update tests/pipelines/animatediff/test_animatediff_controlnet.py
Co-authored-by: Dhruv Nair <dhruv.nair@gmail.com>

* update float16

* no unitest.skipt

* update

* apply style check

* reapply format

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

* skip nan lora tests on PyTorch 2.5.1 CPU.

* cog

* use xfail

* correct xfail

* add condition

* tests

* fix

* update expected slice

* fix

* Update handle single blocks on _convert_xlabs_flux_lora_to_diffusers to fix bug on updating keys and old_state_dict


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Co-authored-by: raul_ar <raul.moreno.salinas@autoretouch.com>
Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>

* improve control net index

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

* feat: add lora support to Mochi-1.

* update

* update

* update

* update

* update

* update

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

* Fix beta and exponential sigmas + add tests

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

* add skip_layers argument to SD3 transformer model class

* add unit test for skip_layers in stable diffusion 3

* sd3: pipeline should support skip layer guidance

* up

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

* Move files to research-projects.

* docs: add IP Adapter training instructions

* Delete venv

* Update examples/ip_adapter/tutorial_train_sdxl.py
Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>

* Cherry-picked commits and re-moved files
to research_projects.

* make style.

* Update toctree and delete ip_adapter.

* Nit Fix

* Fix nit.

* Fix nit.

* Create training script for single GPU and set
model format to .safetensors

* Add sample inference script and restore _toctree

* Restore toctree.yaml

* fix spacing.

* Update toctree.yaml

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Co-authored-by: AMohamedAakhil <a.aakhilmohamed@gmail.com>
Co-authored-by: BootesVoid <78485654+AMohamedAakhil@users.noreply.github.com>
Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>

* update

* update

* update cogvideox rope implementation

* apply suggestions from review

* feat: save_lora_adapter.

* memory improvement as done here: https://github.com/huggingface/diffusers/pull/9829



* fix bug

* fix bug

* style

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

4 Notebooks for Community Scripts and minor
script improvements.

* CogVideoX1_1PatchEmbed test

* 1360 * 768

* refactor

* make style

* update docs

* add modeling tests for cogvideox 1.5

* update

* make fix-copies

* add ofs embed(for convert)

* add ofs embed(for convert)

* more resolution for cogvideox1.5-5b-i2v

* use even number of latent frames only

* update pipeline implementations

* make style

* set patch_size_t as None by default

* #skip frames 0

* refactor

* make style

* update docs

* fix ofs_embed

* update docs

* invert_scale_latents

* update

* fix

* Update docs/source/en/api/pipelines/cogvideox.md
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* Update docs/source/en/api/pipelines/cogvideox.md
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* Update docs/source/en/api/pipelines/cogvideox.md
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* Update docs/source/en/api/pipelines/cogvideox.md
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* Update src/diffusers/models/transformers/cogvideox_transformer_3d.py

* update conversion script

* remove copied from

* fix test

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

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

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

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

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

* Add server example.

* Minor updates to README.

* Add fixes after local testing.

* Apply suggestions from code review

Updates to README from code review
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* More doc updates.

* Maybe this will work to build the docs correctly?

* Fix style issues.

* Fix toc.

* Minor reformatting.

* Move docs to proper loc.

* Fix missing tick.

* Apply suggestions from code review
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* Sync docs changes back to README.

* Very minor update to docs to add space.

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

Fixed nits in docs and example script.
Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>

Add all AttnProcessor in `AttentionProcessor` type

Correct pipeline_output.py

* Modify apply_overlay for inpainting

* style

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Co-authored-by: root <root@debian>
Co-authored-by: Álvaro Somoza <asomoza@users.noreply.github.com>
Co-authored-by: yiyixuxu <yixu310@gmail.com>

update comments of load_ip_adapter function

update file paths to research_projects folder.
Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>

* Update pipeline_flux_img2img.py

Added FromSingleFileMixin to this pipeline loader like the other FLUX pipelines.

* Update pipeline_flux_img2img.py

typo

* modified:   src/diffusers/pipelines/flux/pipeline_flux_img2img.py

fix progress bar updates in SD 1.5 PAG Img2Img pipeline

* Add Notebooks on Community Scripts

* Feature IP Adapter Xformers Attention Processor: this fix error loading incorrect attention processor when setting Xformers attn after load ip adapter scale, issues: #8863 #8872

Revert "[Flux] reduce explicit device transfers and typecasting in flux. (#9817)"

This reverts commit 5588725e.

fix: gradient unscaling problem
Co-authored-by: Linoy Tsaban <57615435+linoytsaban@users.noreply.github.com>

* fix use_dora

* fix style and quality

* fix use_dora with peft version

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

* refactored

fix shutil.copy

* update

* update

* update

* update

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