Towards automatic customization of interconnect and memory in the CoRAM abstraction (abstract only)

Abstract

When developing applications to run on FPGAs, we tend to expend great effort on crafting the custom hardware acceleration datapath---but blindly turn to the FPGA vendor tool/library to provide default solutions for on-chip interconnect and external interfaces. This often leads to ineffective communication- or memory-bound implementations since the design and tuning of the default general-purpose solutions necessarily makes design compromises for generality. This is counterproductive as the FPGA's flexible reconfigurability should afford us great opportunities for performance gain and cost reduction through extensive application-specific customization of the interconnect and interface IPs. This work presents a compiler that generates custom interconnect topology and connectivity with appropriately scaled capacity to support an application's exact communication requirements at a minimized cost. More specifically, the compiler analyzes an application developed for the CoRAM abstraction [1,2] for its connectivity and bandwidth requirements between the hardware processing kernels and external DRAM banks. The result is an extremely fine-tuned custom-topology soft-logic network-on-chip interconnect, which is enabled by the CONNECT NoC framework [3]. We perform an extensive evaluation that benchmarks two applications against the standard CoRAM implementation flow that relies on a fixed generically-tuned general-purpose soft-logic network-on-chip. Our RTL-driven evaluation shows a large opportunity for area reduction and improved efficiency (up by 48%) without any impact on application performance.