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

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

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

diffusers#7426 fix stable diffusion xl inference on MPS when dtypes shift unexpectedly due to pytorch bugs (#7446)

* mps: fix XL pipeline inference at training time due to upstream pytorch bug

* Update src/diffusers/pipelines/stable_diffusion_xl/pipeline_stable_diffusion_xl.py
Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>

* apply the safe-guarding logic elsewhere.

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

* Fix typos

* Add docstring to `decode` method in `ConsistencyDecoderVAE`

* Fix tiling

* Enable tiled VAE decoding with customizable tile sample size and overlap factor

* Revert "Enable tiled VAE decoding with customizable tile sample size and overlap factor"

This reverts commit 181049675e83cea7b33ae2bbeba2aff7ae1b1761.

* Add VAE tiling test for `ConsistencyDecoderVAE`

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

* add kohya conversion dict.

* update readme

* typo

* add filename

you cannot specify `type="bool"` and `action="store_true"` at the same time.
remove excessive and buggy `type=bool`.
Co-authored-by: Linoy Tsaban <57615435+linoytsaban@users.noreply.github.com>

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

* feat: support dora loras from community

* safe-guard dora operations under peft version.

* pop use_dora when False

* make dora lora from kohya work.

* fix: kohya conversion utils.

* add a fast test for DoRA compatibility..

* add a nightly test.

skip dynamo tests when python is 3.12.

* fixed typo

* updated doc to be consistent in naming

* make style/quality

* preprocessing for 4 channels and not 6

* make style

* test for 4c

* make style/quality

* fixed test on cpu

* fixed doc typo

* changed default ckpt to 4c

* Update pipeline_stable_diffusion_ldm3d.py

* fix bug

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Co-authored-by: Aflalo <estellea@isl-iam1.rr.intel.com>
Co-authored-by: Aflalo <estellea@isl-gpu33.rr.intel.com>
Co-authored-by: Aflalo <estellea@isl-gpu38.rr.intel.com>

* Update test_lora_layers_peft.py

* Update utils.py

* Fix typos

* Fix typos

* Fix typos

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

update

* update

* update

* update

* barebones orpo

* remove reference model.

* full implementation

* change default of beta_orpo

* add a training command.

* fix: dataloading issues.

* interpreting the formulation.

* revert styling

* add: wds full blown version

* fix: per_gpu_batch_siz

* start debuggin

* debugging

* remove print

* fix

* remove filter keys.

* turn on non-blocking calls.

* device_placement

* let's see.

* add bigger training run command

* reinitialize generator for fair repro

* add: detailed readme and requirements

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Co-authored-by: Sayak Paul <sayakpaul@Sayaks-MacBook-Pro-2.local>

[`IP-Adapter`] Fix IP-Adapter Support and Refactor Callback for `StableDiffusionPanoramaPipeline` (#7262)

* Add properties and `IPAdapterTesterMixin` tests for `StableDiffusionPanoramaPipeline`

* Update torch manual seed to use `torch.Generator(device=device)`

* Refactor 📞🔙 to support `callback_on_step_end`

* make fix-copies

* strtobool

* replace Command from setuptools.

* fix freeinit impl

* fix progress bar

* fix progress bar and remove old code

* fix num_inference_steps==1 case for freeinit by atleast running 1 step when fast sampling enabled

* add: space for calculating memory usahe.

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

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

* add

* add tiling

* fix

* fix

* fix

* give community script its own readme

* Update examples/community/README_community_scripts.md
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* Update examples/community/README_community_scripts.md
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* Update examples/community/README_community_scripts.md
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* Update examples/community/README_community_scripts.md

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Co-authored-by: Alexis Rolland <alexis.rolland@ubisoft.com>
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

add missing output image

This reverts commit 78990dd9.

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

* Fix typos

* Fix typo in SVD.md

* checking to improve pipelines.

* more fixes.

* add: tip to encourage the usage of revision

* Apply suggestions from code review

* retrigger ci

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

* cleanse and refactor lora testing suite.

* more cleanup.

* make check_if_lora_correctly_set a utility function

* fix: typo

* retrigger ci

* style

* clean dep installation step in push_tests

* fix: deps

* add: four names to citations.

* add: steven

update

* Change path to posix

* running isort

* run style and quality checks

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

* Fix ControlNetModel.from_unet do not load add_embedding

* delete white space in blank line

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

* Update pipeline_controlnet_sd_xl_img2img.py

fix: safetensors load error

* fix for pass test

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

Fix issue with prompt embeds and latents in SD Cascade Decoder with multiple image embeddings for a single prompt.  (#7381)

* fix

* update

* update

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

* debugging

* let's see the numbers

* let's see the numbers

* let's see the numbers

* restrict tolerance.

* increase inference steps.

* shallow copy of cross_attentionkwargs

* remove print

* fix

* fix

* add a tests

* fix

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

* Correction for non-integral image resolutions with quantizations other than float32.

* Support for training, and use of diffusers-style casting.

* add missing copied from statements in tcd scheduler

* update docstring

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

* update

* fix