Get a main coon.
They are very adept mousers, and their hunting instincts are almost entirely ground based.
They pretty much ignore birds and fish.
Or try cornmeal.
Not sure about the chipmunks lol..
But if you fill a very tall bucket with a little cornmeal rats and mice jump to get it and usually can't get back out.