A method and apparatus is disclosed for optimizing the mapping of processes within a parallelized software program among individual processors in a high performance, scalable computing system. The resulting mapping enhances the usage of the available inter-processor communications bandwidth and balances the computational processing load among the processors of the system, improving upon mappings generated by skilled programmers.