diffusion: cache support

[mickqian]

[Brain97]

I would like to take this issue. Thank you!

[fy1214]

I want to check this issue too.

[fy1214]

@Brain97 @mickqian
FLUX1.dev Without cache-dit

FLUX1.dev with cache-dit