GitLab

* update

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

* add ostris trainer to README & add cache latents of vae

* add ostris trainer to README & add cache latents of vae

* style

* readme

* add test for latent caching

* add ostris noise scheduler
https://github.com/ostris/ai-toolkit/blob/9ee1ef2a0a2a9a02b92d114a95f21312e5906e54/toolkit/samplers/custom_flowmatch_sampler.py#L95

* style

* fix import

* style

* fix tests

* style

* --change upcasting of transformer?

* update readme according to main

* add pivotal tuning for CLIP

* fix imports, encode_prompt call,add TextualInversionLoaderMixin to FluxPipeline for inference

* TextualInversionLoaderMixin support for FluxPipeline for inference

* move changes to advanced flux script, revert canonical

* add latent caching to canonical script

* revert changes to canonical script to keep it separate from https://github.com/huggingface/diffusers/pull/9160

* revert changes to canonical script to keep it separate from https://github.com/huggingface/diffusers/pull/9160

* style

* remove redundant line and change code block placement to align with logic

* add initializer_token arg

* add transformer frac for range support from pure textual inversion to the orig pivotal tuning

* support pure textual inversion - wip

* adjustments to support pure textual inversion and transformer optimization in only part of the epochs

* fix logic when using initializer token

* fix pure_textual_inversion_condition

* fix ti/pivotal loading of last validation run

* remove embeddings loading for ti in final training run (to avoid adding huggingface hub dependency)

* support pivotal for t5

* adapt pivotal for T5 encoder

* adapt pivotal for T5 encoder and support in flux pipeline

* t5 pivotal support + support fo pivotal for clip only or both

* fix param chaining

* fix param chaining

* README first draft

* readme

* readme

* readme

* style

* fix import

* style

* add fix from https://github.com/huggingface/diffusers/pull/9419



* add to readme, change function names

* te lr changes

* readme

* change concept tokens logic

* fix indices

* change arg name

* style

* dummy test

* revert dummy test

* reorder pivoting

* add warning in case the token abstraction is not the instance prompt

* experimental - wip - specific block training

* fix documentation and token abstraction processing

* remove transformer block specification feature (for now)

* style

* fix copies

* fix indexing issue when --initializer_concept has different amounts

* add if TextualInversionLoaderMixin to all flux pipelines

* style

* fix import

* fix imports

* address review comments - remove necessary prints & comments, use pin_memory=True, use free_memory utils, unify warning and prints

* style

* logger info fix

* make lora target modules configurable and change the default

* make lora target modules configurable and change the default

* style

* make lora target modules configurable and change the default, add notes to readme

* style

* add tests

* style

* fix repo id

* add updated requirements for advanced flux

* fix indices of t5 pivotal tuning embeddings

* fix path in test

* remove `pin_memory`

* fix filename of embedding

* fix filename of embedding

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

* update

* apply suggestions from review

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

* cogvideox-fun control

* make style

* make fix-copies

* karras schedulers

* Update src/diffusers/pipelines/cogvideo/pipeline_cogvideox_fun_control.py
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>

* apply suggestions from review

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

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

* log a warning when there are missing keys in the LoRA loading.

* handle missing keys and unexpected keys better.

* add tests

* fix-copies.

* updates

* tests

* concat warning.

* Add Differential Diffusion to Kolors (#9423)

* Added diff diff support for kolors img2img

* Fized relative imports

* Fized relative imports

* Added diff diff support for Kolors

* Fized import issues

* Added map

* Fized import issues

* Fixed naming issues

* Added diffdiff support for Kolors img2img pipeline

* Removed example docstrings

* Added map input

* Updated latents
Co-authored-by: Álvaro Somoza <asomoza@users.noreply.github.com>

* Updated `original_with_noise`
Co-authored-by: Álvaro Somoza <asomoza@users.noreply.github.com>

* Improved code quality

---------
Co-authored-by: Álvaro Somoza <asomoza@users.noreply.github.com>

* FluxMultiControlNetModel (#9647)

* tests

* Update src/diffusers/loaders/lora_pipeline.py
Co-authored-by: YiYi Xu <yixu310@gmail.com>

* fix

---------
Co-authored-by: M Saqlain <118016760+saqlain2204@users.noreply.github.com>
Co-authored-by: Álvaro Somoza <asomoza@users.noreply.github.com>
Co-authored-by: hlky <hlky@hlky.ac>
Co-authored-by: YiYi Xu <yixu310@gmail.com>

* gatherparams bug

* calling context lib object

* fix

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

* Add support of Xlabs Controlnets


---------
Co-authored-by: Anzhella Pankratova <son0shad@gmail.com>

* update

* update

* update

* update

* update

* add coauthor
Co-Authored-By: yuan-shenghai <963658029@qq.com>

* add coauthor
Co-Authored-By: Shenghai Yuan <140951558+SHYuanBest@users.noreply.github.com>

* update
Co-Authored-By: yuan-shenghai <963658029@qq.com>

* update

---------
Co-authored-by: yuan-shenghai <963658029@qq.com>
Co-authored-by: Shenghai Yuan <140951558+SHYuanBest@users.noreply.github.com>

* Fix some documentation in ./src/diffusers/models/adapter.py

* Update src/diffusers/models/adapter.py

* Update src/diffusers/models/adapter.py

* Update src/diffusers/models/adapter.py

* Update src/diffusers/models/adapter.py

* Update src/diffusers/models/adapter.py

* Update src/diffusers/models/adapter.py

* Update src/diffusers/models/adapter.py

* Update src/diffusers/models/adapter.py

* Update src/diffusers/models/adapter.py

* Update src/diffusers/models/adapter.py

* Update src/diffusers/models/adapter.py

* Update src/diffusers/models/adapter.py

* Update src/diffusers/models/adapter.py

* Update src/diffusers/models/adapter.py

* Update src/diffusers/models/adapter.py

* Update src/diffusers/models/adapter.py

* Update src/diffusers/models/adapter.py

* Update src/diffusers/models/adapter.py
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* Update src/diffusers/models/adapter.py
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* Update src/diffusers/models/adapter.py
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* Update src/diffusers/models/adapter.py
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* Update src/diffusers/models/adapter.py
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* Update src/diffusers/models/adapter.py
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* Update src/diffusers/models/adapter.py
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* run make style

* make style & fix

* make style : 0.1.5 version ruff

* revert changes to examples

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

* [docs] refactoring docstrings in `models/embeddings_flax.py`

* Update src/diffusers/models/embeddings_flax.py

* make style

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

* refac: docstrings in training_utils.py

* fix: manual edits

* run make style

* add docstring at cast_training_params

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

* refactor image_processor file

* changes as requested

* +1 edits

* quality fix

* indent issue

---------
Co-authored-by: Aryan <aryan@huggingface.co>
Co-authored-by: YiYi Xu <yixu310@gmail.com>

[Fix] when run load pretain with local_files_only, local variable 'cached_folder' referenced before assignment (#9376)

Fix local variable 'cached_folder' referenced before assignment in hub_utils.py

Fix when use `local_files_only=True` with `subfolder`, local variable 'cached_folder' referenced before assignment issue.
Co-authored-by: YiYi Xu <yixu310@gmail.com>

* Slight performance improvement to Euler

* Slight performance improvement to EDMEuler

* Slight performance improvement to FlowMatchHeun

* Slight performance improvement to KDPM2Ancestral

* Update KDPM2AncestralDiscreteSchedulerTest

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

Refactor SchedulerOutput and add pred_original_sample in `DPMSolverSDE`, `Heun`, `KDPM2Ancestral` and `KDPM2` (#9650)

Refactor SchedulerOutput and add pred_original_sample
Co-authored-by: YiYi Xu <yixu310@gmail.com>

Convert list/tuple of HunyuanDiT2DControlNetModel to HunyuanDiT2DMultiControlNetModel
Co-authored-by: YiYi Xu <yixu310@gmail.com>

Convert list/tuple of SD3ControlNetModel to SD3MultiControlNetModel
Co-authored-by: YiYi Xu <yixu310@gmail.com>

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

* add lora

* merge 9588

* max_shard_size="5GB" for colab running

* conversion script updates; modeling test; refactor transformer

* make fix-copies

* Update convert_cogview3_to_diffusers.py

* initial pipeline draft

* make style

* fight bugs 🐛

🪳

* add example

* add tests; refactor

* make style

* make fix-copies

* add co-author

YiYi Xu <yixu310@gmail.com>

* remove files

* add docs

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

* fight docs

* address reviews

* make style

* make model work

* remove qkv fusion

* remove qkv fusion tets

* address review comments

* fix make fix-copies error

* remove None and TODO

* for FP16(draft)

* make style

* remove dynamic cfg

* remove pooled_projection_dim as a parameter

* fix tests

---------
Co-authored-by: Aryan <aryan@huggingface.co>
Co-authored-by: YiYi Xu <yixu310@gmail.com>

* flux controlnet control_guidance_start and control_guidance_end implement

* minor fix - added docstrings, consistent controlnet scale flux and SD3

* make controlnet support interrupt

* remove white space in controlnet interrupt

* added pag to sd img2img pipeline


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

* allow loras to be loaded with low_cpu_mem_usage.

* add flux support but note https://github.com/huggingface/diffusers/pull/9510\#issuecomment-2378316687



* low_cpu_mem_usage.

* fix-copies

* fix-copies again

* tests

* _LOW_CPU_MEM_USAGE_DEFAULT_LORA

* _peft_version default.

* version checks.

* version check.

* version check.

* version check.

* require peft 0.13.1.

* explicitly specify low_cpu_mem_usage=False.

* docs.

* transformers version 4.45.2.

* update

* fix

* empty

* better name initialize_dummy_state_dict.

* doc todos.

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

* style

* fix-copies

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

Fix the bug that `joint_attention_kwargs` is not passed to the FLUX's transformer attention processors (#9517)

* Update transformer_flux.py

* Fixed local variable noise_pred_text referenced before assignment when using PAG with guidance scale and guidance rescale at the same time.

* Fixed style.

* Made returning text pred noise an argument.

* handle dora.

* print test

* debug

* fix

* fix-copies

* update logits

* add warning in the test.

* make is_dora check consistent.

* fix-copies

* Fix for use_safetensors parameters, allow use of parameter on loading submodels (#9576)

* refac: docstrings in import_utils.py

* Update import_utils.py

* fix startswith syntax in xlabs lora conversion

* Trigger CI

https://github.com/huggingface/diffusers/pull/9581#issuecomment-2395530360

* check size

* up

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

* Support bfloat16 for Upsample2D

* Add test and use is_torch_version

* Resolve comments and add decorator

* Simplify require_torch_version_greater_equal decorator

* Run make style

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

* Add pag to controlnet inpainting pipeline


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

* support kohya flux loras that have tes.

* fix: retain memory utility.

* fix

* quality

* free_memory.