fix FLUX.2 context parallel#12737

yiyixuxu merged 7 commits intohuggingface:mainhuggingface/diffusers:mainfrom

xlite-dev:fix-flux2-cpxlite-dev/diffusers:fix-flux2-cpCopy head branch name to clipboard