A computing machine and system to provide multiple independent simultaneous memory requests is disclosed. The computing machine includes a memory. A plurality of heterogeneous computational nodes embodied in an integrated circuit are configured to make requests for memory accesses to the memory. A memory controller allows multiple independent simultaneous requests for memory accesses by the heterogeneous computational nodes to the memory.