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[tests] add tests to check for graph breaks, recompilation, cuda syncs in pipelines during torch.compile() (#11085)

* test for better torch.compile stuff.

* fixes

* recompilation and graph break.

* clear compilation cache.

* change to modeling level test.

* allow running compilation tests during nightlies.

* Flux quantized with lora

* fix

* changes

* Apply suggestions from code review
Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>

* Apply style fixes

* enable model cpu offload()

* Update src/diffusers/loaders/lora_pipeline.py
Co-authored-by: hlky <hlky@hlky.ac>

* update

* Apply suggestions from code review

* update

* add peft as an additional dependency for gguf

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Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>
Co-authored-by: Dhruv Nair <dhruv.nair@gmail.com>

update style bot workflow

uninstall deps properly from pr gpu tests.

pin transformers version for benchmarking.

* add requires peft decorator.

* install peft conditionally.

* conditional deps.
Co-authored-by: DN6 <dhruv.nair@gmail.com>

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Co-authored-by: DN6 <dhruv.nair@gmail.com>

* update

* updaet

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* Update docs/source/en/quantization/quanto.md
Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* Update src/diffusers/quantizers/quanto/utils.py
Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>

* update

* update

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

removed synchornized.

use style bot GH action from hfh
Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>

update

* improve security for the stylebot.

* ❌

* update

* update

* update

* update

* update

* update

* update

* update

* update

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

fix
Co-authored-by: ydshieh <ydshieh@users.noreply.github.com>

* update

* update

* update

* update

* update

* update

* test

* test

* test

* test

* test

* test

* test

* test

* test

* test

* test

* test

* update

fix

template for remote vae.

* fix: run tests from a pr workflow.

* correct

* update

* checking.

* run fast gpu tests conditionally on pull requests.

* revert unneeded changes.

* simplify PR.

install accelerate transformers from .

* add; utility to check if attn_procs,norms,acts are properly documented.

* add support listing to the workflows.

* change to 2024.

* small fixes.

* does adding detailed docstrings help?

* uncomment image processor check

* quality

* fix, thanks to @mishig.

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

* style

* JointAttnProcessor2_0

* fixes

* fixes

* fixes

* fixes

* fixes

* fixes

* Update docs/source/en/api/normalization.md
Co-authored-by: hlky <hlky@hlky.ac>

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

* feat: introduce a style bot.

* updates

* Apply suggestions from code review
Co-authored-by: Guillaume LEGENDRE <glegendre01@gmail.com>

* apply suggestion

* fixes

* updates

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Co-authored-by: Guillaume LEGENDRE <glegendre01@gmail.com>

* update

* update

update

update

update

* Fix tokenizers install from main in LoRA tests

* @

* rust

* -e

* uv

* just update tokenizers

update

Update tokenizers

* update

* update

* Revert "Add support for sharded models when TorchAO quantization is enabled (#10256)"

This reverts commit 41ba8c0b

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* update tests

* udpate

* update

* update

* update device map tests

* apply review suggestions

* update

* make style

* fix

* update docs

* update tests

* update workflow

* update

* improve tests

* allclose tolerance

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

* Update tests/quantization/torchao/test_torchao.py
Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>

* improve tests

* fix

* update correct slices

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

fix

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

* Update src/diffusers/quantizers/gguf/utils.py
Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>

* update

* update

* update

* update

* update

* update

* update

* update

* update

* update

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

* update

* update

* update

* update

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

update

* Update nightly_tests.yml for TPU CI

* Update push_tests.yml

* merge peft pr workflow into the main pr workflow.

* remove latest

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

* add quantization to nightly CI.

* prep.

* fix lib name.

* remove deps that are not needed.

* fix slice.

* 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>