We completely determine the spectrum (i.e. set of orders) of complete -partite graphs with at most one odd part which are decomposable into two isomorphic factors with a finite diameter. For complete -partite graphs with all parts odd we solve the spectrum problem completely for factors with diameter . As regards the remaining possible finite diameters, , we present partial results, focusing on decompositions of and for odd and .