[refactor] remove conv_cache from CogVideoX VAE (#9524)
* remove conv cache from the layer and pass as arg instead * make style * yiyi's cleaner implementation Co-Authored-By:YiYi Xu <yixu310@gmail.com> * sayak's compiled implementation Co-Authored-By:
Sayak Paul <spsayakpaul@gmail.com> --------- Co-authored-by:
Sayak Paul <spsayakpaul@gmail.com> Co-authored-by:
YiYi Xu <yixu310@gmail.com>
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