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Update tgate.md

* Create tgate.md

* Update _toctree.yml

* Update docs/source/en/optimization/tgate.md
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* Update docs/source/en/optimization/tgate.md
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* Update docs/source/en/optimization/tgate.md
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* Update docs/source/en/optimization/tgate.md
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* Update docs/source/en/optimization/tgate.md
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* Update docs/source/en/optimization/tgate.md
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* Update docs/source/en/optimization/tgate.md
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* Update docs/source/en/optimization/tgate.md
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* Update docs/source/en/optimization/tgate.md
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* Update docs/source/en/optimization/tgate.md
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* Update tgate.md

* Update tgate.md

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

* updates

* feedback

change to 2024

* add documentation for DeepCache

* fix typo

* add wandb url for DeepCache

* fix some typos

* add item in _toctree.yml

* update formats for arguments

* Update deepcache.md

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

* add StableDiffusionXLPipeline in doc

* Separate SDPipeline and SDXLPipeline

* Add the paper link of ablation experiments for hyper-parameters

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

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

Update and make improvements

* Fix typos, update, trim trailing whitespace

* Trim trailing whitespaces

* Update docs/source/en/optimization/memory.md
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* Update docs/source/en/optimization/memory.md
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* Update _toctree.yml

* Update adapt_a_model.md

* Reverse

* Reverse

* Reverse

* Update dreambooth.md

* Update instructpix2pix.md

* Update lora.md

* Update overview.md

* Update t2i_adapters.md

* Update text2image.md

* Update text_inversion.md

* Update create_dataset.md

* Update create_dataset.md

* Update create_dataset.md

* Update create_dataset.md

* Update coreml.md

* Delete docs/source/en/training/create_dataset.md

* Original create_dataset.md

* Update create_dataset.md

* Delete docs/source/en/training/create_dataset.md

* Add original file

* Delete docs/source/en/training/create_dataset.md

* Add original one

* Delete docs/source/en/training/text2image.md

* Delete docs/source/en/training/instructpix2pix.md

* Delete docs/source/en/training/dreambooth.md

* Add original files

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* Add Copyright info

* Fix typos, improve, update

* Update deepfloyd_if.md

* Update ldm3d_diffusion.md

* Update opt_overview.md

* chore: fix typos

* Update src/diffusers/pipelines/shap_e/renderer.py
Co-authored-by: psychedelicious <4822129+psychedelicious@users.noreply.github.com>

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Co-authored-by: psychedelicious <4822129+psychedelicious@users.noreply.github.com>

[Docs] Improve

* refactor

* update general optim sections

* update more sections

* few more updates

* benchmark code

* add safetensors flag

* apply review

* remove attention slicing

* apply feedback

* update documentation

* minor

fix typo documentation

* add openvino SD XL documentation

* add onnx SD XL integration

* rephrase

* update doc

* add images

* update model

* why mdx?

* why mdx?

* why mdx?

* no x for kandinksy either

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

* docs: first draft of BentoML integration

* Update the diffusers doc

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

* add BentoML integration guide under Optimization section

* restyle codes

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Co-authored-by: Sherlock113 <sherlockxu07@gmail.com>
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

* Update Habana Gaudi doc

* Fix typo

* doc fixes

* fix latex

* parenthesis on inside

* Fix style rendering.

* Fix typo

* add: benchmarking stats for A100 and V100.

* Apply suggestions from code review
Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>

* address patrick's comments.

* add: rtx 4090 stats

* ⚔

 benchmark reports done

* Apply suggestions from code review
Co-authored-by: Pedro Cuenca <pedro@huggingface.co>

* 3313 pr link.

* add: plots.
Co-authored-by: Pedro <pedro@huggingface.co>

* fix formattimg

* update number percent.

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Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>
Co-authored-by: Pedro Cuenca <pedro@huggingface.co>

* [docs] add notes for stateful model changes

* Update docs/source/en/optimization/fp16.mdx
Co-authored-by: Pedro Cuenca <pedro@huggingface.co>

* link to accelerate docs for discarding hooks

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Co-authored-by: Pedro Cuenca <pedro@huggingface.co>

* add document on token merging.

* fix headline.

* fix: headline.

* add some samples for comparison.

* Update Habana Gaudi doc

* Fix tables

* Initial draft of Core ML docs.

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

* Fix Core ML spelling

* Apply the rest of suggestions.

* Attempt to fix hyperlink inside Tip.

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

* Apply suggestions from code review

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

* Change the docs to use the parent DiffusionPipeline class when loading a checkpoint using from_pretrained() instead of a child class (e.g. StableDiffusionPipeline) where possible.

* Run make style to fix style issues.

* Change more docs to use DiffusionPipeline rather than a subclass.

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

* Remove suggestion to use cuDNN benchmark in docs

* removing the wrong line

* Remove warmup passes in mps tests.

* Update mps docs: no warmup pass in PyTorch 2

* Update imports.

* Update benchmark for A100, 3090, 3090 Ti, 4090.

* Link to PyTorch blog.

* Update install instructions.

Update numbers for Habana Gaudi in doc

Fix typos

Fix typos

Fix typos

* minor edits to onnx and openvino docs.

* Apply suggestions from code review
Co-authored-by: Ella Charlaix <80481427+echarlaix@users.noreply.github.com>

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Co-authored-by: Ella Charlaix <80481427+echarlaix@users.noreply.github.com>

* rename file

* rename attention

* fix more

* rename more

* up

* more deprecation imports

* fixes

* add overviews to each section

* fix typo in toctree

* apply feedbacks

* Add OpenVINO documentation

* Update docs/source/en/optimization/open_vino.mdx
Co-authored-by: YiYi Xu <yixu310@gmail.com>

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

* [Onnx] add Stable Diffusion Upscale pipeline

* add a test for the OnnxStableDiffusionUpscalePipeline

* check for VAE config before adjusting scaling factor

* update test assertions, lint fixes

* run fix-copies target

* switch test checkpoint to one hosted on huggingface

* partially restore attention mask

* reshape embeddings after running text encoder

* add longer nightly test for ONNX upscale pipeline

* use package import to fix tests

* fix scheduler compatibility and class labels dtype

* use more precise type

* remove LMS from fast tests

* lookup latent and timestamp types

* add docs for ONNX upscaling, rename lookup table

* replace deprecated pipeline names in ONNX docs