### _Why are the changes needed?_
close#5423
### _How was this patch tested?_
- [x] Add some test cases that check the changes thoroughly including negative and positive cases if possible
- [ ] Add screenshots for manual tests if appropriate
- [ ] [Run test](https://kyuubi.readthedocs.io/en/master/contributing/code/testing.html#running-tests) locally before make a pull request
### _Was this patch authored or co-authored using generative AI tooling?_
NO
Closes#5485 from lsm1/branch-5423.
Closes#5423
0bd3b0233 [senmiaoliu] mention in the migration guide
dddafeb9b [senmiaoliu] support multi session conf advisor
Authored-by: senmiaoliu <senmiaoliu@trip.com>
Signed-off-by: ulyssesyou <ulyssesyou@apache.org>