Introduce cache-dit to community optimization (#12366)
* docs: introduce cache-dit to diffusers
* docs: introduce cache-dit to diffusers
* docs: introduce cache-dit to diffusers
* docs: introduce cache-dit to diffusers
* docs: introduce cache-dit to diffusers
* docs: introduce cache-dit to diffusers
* docs: introduce cache-dit to diffusers
* misc: update examples link
* misc: update examples link
* docs: introduce cache-dit to diffusers
* docs: introduce cache-dit to diffusers
* docs: introduce cache-dit to diffusers
* docs: introduce cache-dit to diffusers
* docs: introduce cache-dit to diffusers
* Refine documentation for CacheDiT features
Updated the wording for clarity and consistency in the documentation. Adjusted sections on cache acceleration, automatic block adapter, patch functor, and hybrid cache configuration.
