SDDP.jl isn’t the right tool to use for solving a MINLP. It’s mainly intended for multistage stochastic linear problems.
There’s limited support for continuous nonlinear convex problems, for which you can use Ipopt. There’s also some limited support for integer linear problems, for which you should use Gurobi or HiGHS.
But there is no support for MINLP.