GitLab

* 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>

* update

* update

* update cogvideox rope implementation

* apply suggestions from review

* feat: save_lora_adapter.

* 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>

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 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

* 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.

* refactored

fix shutil.copy

* update

* update

* update

* update

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

reduce explicit device transfers and typecasting in flux.

* move vae flax module.

* controlnet module.

* prepare for PR.

* revert a commit

* gracefully deprecate controlnet deps.

* fix

* fix doc path

* fix-copies

* fix path

* style

* style

* conflicts

* fix

* fix-copies

* sparsectrl.

* updates

* fix

* updates

* updates

* updates

* fix

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

* update

* udpate

* update transformer

* make style

* fix

* add conversion script

* update

* fix

* update

* fix

* update

* fixes

* make style

* update

* update

* update

* init

* update

* update

* add

* up

* up

* up

* update

* mochi transformer

* remove original implementation

* make style

* update inits

* update conversion script

* docs

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

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

* fix docs

* pipeline fixes

* make style

* invert sigmas in scheduler; fix pipeline

* fix pipeline num_frames

* flip proj and gate in swiglu

* make style

* fix

* make style

* fix tests

* latent mean and std fix

* update

* cherry-pick 1069d210e1b9e84a366cdc7a13965626ea258178

* remove additional sigma already handled by flow match scheduler

* fix

* remove hardcoded value

* replace conv1x1 with linear

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

* framewise decoding and conv_cache

* make style

* Apply suggestions from code review

* mochi vae encoder changes

* rebase correctly

* Update scripts/convert_mochi_to_diffusers.py

* fix tests

* fixes

* make style

* update

* make style

* update

* add framewise and tiled encoding

* make style

* make original vae implementation behaviour the default; note: framewise encoding does not work

* remove framewise encoding implementation due to presence of attn layers

* fight test 1

* fight test 2

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Co-authored-by: Dhruv Nair <dhruv.nair@gmail.com>
Co-authored-by: yiyixuxu <yixu310@gmail.com>

* Refac training utils.py

* quality

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

* add first draft.

* fix

* updates.

* updates.

* updates

* updates

* updates.

* fix-copies

* lora constants.

* add tests

* Apply suggestions from code review
Co-authored-by: Benjamin Bossan <BenjaminBossan@users.noreply.github.com>

* docstrings.

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

* fix from_pretrained and added test

* make style

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

* NPU implementation for FLUX

* NPU implementation for FLUX

* NPU implementation for FLUX

* NPU implementation for FLUX

* NPU implementation for FLUX

* NPU implementation for FLUX

* NPU implementation for FLUX

* NPU implementation for FLUX

* NPU implementation for FLUX

* NPU implementation for FLUX

* NPU implementation for FLUX

* NPU implementation for FLUX

* NPU implementation for FLUX

* NPU implementation for FLUX

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Co-authored-by: 蒋硕 <jiangshuo9@h-partners.com>

Revert "[LoRA] fix: lora loading when using with a device_mapped model. (#9449)"

This reverts commit 41e4779d.

* fix: lora loading when using with a device_mapped model.

* better attibutung

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

* Apply suggestions from code review
Co-authored-by: Marc Sun <57196510+SunMarc@users.noreply.github.com>

* minors

* better error messages.

* fix-copies

* add: tests, docs.

* add hardware note.

* quality

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

* fixes

* skip properly.

* fixes

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Co-authored-by: Benjamin Bossan <BenjaminBossan@users.noreply.github.com>
Co-authored-by: Marc Sun <57196510+SunMarc@users.noreply.github.com>
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* add a marker for big gpu tests

* update

* trigger on PRs temporarily.

* onnx

* fix

* total memory

* fixes

* reduce memory threshold.

* bigger gpu

* empty

* g6e

* Apply suggestions from code review

* address comments.

* fix

* fix

* fix

* fix

* fix

* okay

* further reduce.

* updates

* remove

* updates

* updates

* updates

* updates

* fixes

* fixes

* updates.

* fix

* workflow fixes.

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

fix

* update

* refactor transformer part 1

* refactor part 2

* refactor part 3

* make style

* refactor part 4; modeling tests

* make style

* refactor part 5

* refactor part 6

* gradient checkpointing

* pipeline tests (broken atm)

* update

* add coauthor
Co-Authored-By: Huan Yang <hyang@fastmail.com>

* refactor part 7

* add docs

* make style

* add coauthor
Co-Authored-By: YiYi Xu <yixu310@gmail.com>

* make fix-copies

* undo unrelated change

* revert changes to embeddings, normalization, transformer

* refactor part 8

* make style

* refactor part 9

* make style

* fix

* apply suggestions from review

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

* update example

* remove attention mask for self-attention

* update

* copied from

* update

* update

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Co-authored-by: Huan Yang <hyang@fastmail.com>
Co-authored-by: YiYi Xu <yixu310@gmail.com>
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* added xlabs support

* flux pipline: readability enhancement.

* Improve NPU performance

* Improve NPU performance

* Improve NPU performance

* Improve NPU performance

* [bugfix] bugfix for npu free memory

* [bugfix] bugfix for npu free memory

* [bugfix] bugfix for npu free memory

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Co-authored-by: 蒋硕 <jiangshuo9@h-partners.com>
Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>

* fix docstring typo in SD3 pipeline

* fix docstring typo in SD3 pipeline

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

* initial proposal

* style

fix bug