The algo is DP + search.
Use DP in different floor.
Use search in the same floor to make sure that no grid will visit twice.

I think my algo is O(n), although the coefficient may be a little large...

It got AC in 0.14sec.
I will continue thinking of this problem to make my pro faster:)