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remove depcreated method from lora scripts.

* Update examples/text_to_image/README.md

* Update examples/text_to_image/README.md
Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>

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

* Clean up comments in LCM(-LoRA) distillation scripts.

* Calculate predicted source noise noise_pred correctly for all prediction_types.

* make style

* apply suggestions from review

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

[advanced dreambooth lora sdxl training script] load pipeline for inference only if validation prompt is used (#6171)

* load pipeline for inference only if validation prompt is used

* move things outside

* load pipeline for inference only if validation prompt is used

* fix readme when validation prompt is used

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Co-authored-by: linoytsaban <linoy@huggingface.co>
Co-authored-by: apolinário <joaopaulo.passos@gmail.com>

* Add community pipeline: sde_drag.py

* Update README.md

* Update README.md

Update example code and visual example

* Update sde_drag.py

Update code example.

Fix typos and trim trailing whitespaces

add widget

* begin work on animatediff + controlnet pipeline

* complete todos, uncomment multicontrolnet, input checks
Co-Authored-By: EdoardoBotta <botta.edoardo@gmail.com>

* update
Co-Authored-By: EdoardoBotta <botta.edoardo@gmail.com>

* add example

* update community README

* Update examples/community/README.md

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Co-authored-by: EdoardoBotta <botta.edoardo@gmail.com>
Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>

* adapt example scripts to use PEFT

* Update examples/text_to_image/train_text_to_image_lora.py

* fix

* add for SDXL

* oops

* make sure to install peft

* fix

* fix

* fix dreambooth and lora

* more fixes

* add peft to requirements.txt

* fix

* final fix

* add peft version in requirements

* remove comment

* change variable names

* add few lines in readme

* add to reqs

* style

* fix issues

* fix lora dreambooth xl tests

* init_lora_weights to gaussian and add out proj where missing

* ammend requirements.

* ammend requirements.txt

* add correct peft versions

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

* Harmonize HF environment variables + deprecate use_auth_token

* fix import

* fix

* add cache latents

* style

* Fix SD scripts - there are only 2 items per batch

* Adjustments to make the SDXL scripts work with other datasets

* Use public webdataset dataset for examples

* make style

* Minor tweaks to the readmes.

* Stress that the database is illustrative.

* Update train_dreambooth_lora_sdxl_advanced.py

* remove global function args from dreamboothdataset class

* style

* style

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

* Update pipeline_demofusion_sdxl.py

* Update README.md

* improve help tags

* style fix

* changes token_abstraction type to string.
support multiple concepts for pivotal using a comma separated string.

* style fixup

* changed logger to warning (not yet available)

* moved the token_abstraction parsing to be in the same block as where we create the mapping of identifier to token

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Co-authored-by: Linoy <linoy@huggingface.co>

* Add files via upload

* Update README.md

* Update pipeline_demofusion_sdxl.py

* Update pipeline_demofusion_sdxl.py

* Update examples/community/README.md
Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>

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

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

* improve help tags

* style fix

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Co-authored-by: Linoy <linoy@huggingface.co>

* LLMGroundedDiffusionPipeline: inherit from DiffusionPipeline and fix peft

* Use main in the revision in the examples

* Add "Copied from" statements in comments

* Fix formatting with ruff

* Post Release: v0.24.0

* post pone deprecation

* post pone deprecation

* Add model_index.json

* Update README.md

* Update README.md

* Add files via upload

* Update README.md

* Update examples/community/README.md

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Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>

readme

[examples/advanced_diffusion_training] bug fixes and improvements for LoRA Dreambooth SDXL advanced training script (#5935)

* imports and readme bug fixes

* bug fix - ensures text_encoder params are dtype==float32 (when using pivotal tuning) even if the rest of the model is loaded in fp16

* added pivotal tuning to readme

* mapping token identifier to new inserted token in validation prompt (if used)

* correct default value of --train_text_encoder_frac

* change default value of  --adam_weight_decay_text_encoder

* validation prompt generations when using pivotal tuning bug fix

* style fix

* textual inversion embeddings name change

* style fix

* bug fix - stopping text encoder optimization halfway

* readme - will include token abstraction and new inserted tokens when using pivotal tuning
- added type to --num_new_tokens_per_abstraction

* style fix

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Co-authored-by: Linoy Tsaban <linoy@huggingface.co>

* make `requires_safety_checker` a kwarg instead of a positional argument as it's more future-proof

* apply `make style` formatting edits

* add image_encoder to arguments and pass to super constructor

* Adapt lora example scripts to use PEFT

* add to_out.0

Fix typo in output_dir argument: "text-inversion-model" → "dreambooth-model"

* bug in MultiAdapter for Inpainting

* adapter_input is a list for MultiAdapter

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

* control and custom diffusion

* dreambooth

* instructpix2pix and dreambooth ckpting

* t2i adapters.

* text to image ft

* textual inversion

* unconditional

* workflows

* import fix

* fix import

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Co-authored-by: Aflalo <estellea@isl-gpu27.rr.intel.com>
Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>
Co-authored-by: YiYi Xu <yixu310@gmail.com>

* [community pipeline] dps impl

* add type checking

* pass ruff check

* ruff formatter

fix: error on device for `lpw_stable_diffusion_xl` pipeline if `pipe.enable_sequential_cpu_offload()` enabled (#5885)

fix: set device for pipe.enable_sequential_cpu_offload()

add IPEX pipeline LoRA weights loading support

* Fix bug related to parsing unet_time_cond_proj_dim.

* Fix analogous bug in the SD-XL LCM distillation script.

Signed-off-by: Wang, Yi A <yi.a.wang@intel.com>

* add variant

* add variant

* Apply suggestions from code review

* reformat

* fix: textual_inversion.py

* fix: variant in model_info

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

readme improvement and metadata fix

* readme bug fix

* style fix

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Co-authored-by: Linoy Tsaban <linoy@huggingface.co>