optimize the storage client interface in function state rest api

[jiazhai]

In PR #2653 , actually it might be good to optimize the storage client interface, so we are able to cache the client in worker. and we don't need to initialize the client for each rest call.

[jiazhai]

#3078 is for this and merged.