How can a non-linear function even be convex in shape? I assume you mean the whole volume below or above the function and not just the function's surface itself?
Also, what about the case where the function isn't continuous or where it's not defined everywhere (the surface has holes)?
Also, what about the case where the function isn't continuous or where it's not defined everywhere (the surface has holes)?