Title :
Revisiting the reduction circuit: A case study for simultaneous architecture and precision optimisation
Author :
Boland, David ; Constantinides, George
Author_Institution :
Dept. of Electr. & Electron. Eng., Imperial Coll. London, London, UK
Abstract :
Word-length optimisation techniques have traditionally been used to minimise the precision in a fixed hardware datapath subject to a given error tolerance. In this paper, we discuss how using word-length optimisation techniques to structure a hardware datapath can result in designs achieving the same functionality with even less silicon area. To demonstrate this, we revisit the addition reduction circuit and its use within matrix-vector multiplication. Our results show that given freedom over how to parallelise this circuit, for a fixed error and latency budget we can obtain mean silicon area savings of 58% a typical fixed-point design. We achieve this by creating a more numerically stable parallel architecture instead of replicating the initial design. Since freedom over datapath design is common for high-level synthesis tools, we hope this will inspire word-length optimisation techniques to be applied at the same time as making structural decisions within the design flow of these tools.
Keywords :
fixed point arithmetic; high level synthesis; logic design; matrix algebra; optimisation; parallel architectures; datapath design; design flow; error tolerance; fixed error; fixed hardware datapath; fixed-point design; high-level synthesis tools; latency budget; matrix-vector multiplication; precision optimisation; reduction circuit; structural decisions; word-length optimisation techniques; Adders; Computer architecture; Field programmable gate arrays; Optimization; Parallel processing; Silicon; Vectors;
Conference_Titel :
Field-Programmable Technology (FPT), 2013 International Conference on
Conference_Location :
Kyoto
Print_ISBN :
978-1-4799-2199-7
DOI :
10.1109/FPT.2013.6718401