[feature] implement TeaCache #12589
Description
Currently, we support PAB and FasterCache. More details: https://huggingface.co/docs/diffusers/main/en/optimization/cache.
It'd be cool to support Timestep Embedding Tells: It's Time to Cache for Video Diffusion Model as it's quite popular in the community. Code is here:
https://github.com/ali-vilab/TeaCache
Before proceeding with a PR, please propose a design first in this thread. We can take it from there.