[feat] Sync shard model (#6289)

* [feat] support hybrid parallel model sync

* update consumer and producer

* update files

* update producer

* remove print

* update

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Co-authored-by: duanjunwen <935724073@qq.com>
Co-authored-by: YeAnbang <44796419+YeAnbang@users.noreply.github.com>
Co-authored-by: Tong Li <tong.li35271158@gmail.com>