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Missing Section in Optimization Docs #10097

Description

@ParagEkbote

Describe the bug

There is a missing section in the Optimization section of the diffuser docs. Its location being here in the ReadMe:

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Web link for the main version: https://huggingface.co/docs/diffusers/main/en/optimization/opt_overview

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After viewing the docs on the stable version, the described methods are already present. They only need to be added with the overview and structured properly.

Web link for stable version: https://huggingface.co/docs/diffusers/optimization/fp16

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I'd love to resolve it to make the docs more robust and open a PR for the same.

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Who can help?

@stevhliu @sayakpaul

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