Feature proposal: check datatype of values predicted by implemented models

[Kasape]

There should be a clear interface of models expected from RepSys that will be enforced. Currently, when a developer implements a model that predicts something other than np.ndarray (like sparse csr_matrix or np.matrix), repsys crashes due to some mishapes in the following methods and it's hard to find out what went wrong.