Data processing on a network on chip (‘NOC’) that includes IP blocks, routers, memory communications controllers, and network interface controllers; each IP block adapted to a router through a memory communications controller and a network interface controller; each memory communications controller controlling communication between an IP block and memory; each network interface controller controlling inter-IP block communications through routers; each IP block adapted to the network by a low latency, high bandwidth application messaging interconnect comprising an inbox and an outbox; a computer software application segmented into stages, each stage comprising a flexibly configurable module of computer program instructions identified by a stage ID with each stage executing on a thread of execution on an IP block; and at least one of the IP blocks comprising an input/output (‘I/O’) accelerator that administers at least some data communications traffic to and from the at least one IP block.