Title :
Co-optimisation of datapath and memory in outer loop pipelining
Author :
Turkington, Kieron ; Constantinides, George A. ; Cheung, Peter Y K ; Masselos, Konstantinos
Author_Institution :
Dept. of Electr. & Electron. Eng., Imperial Coll. London, London
Abstract :
When targeting algorithms to FPGAs both the array to memory assignment and the selection of data reuse structures should be considered to maximise performance. In this work we present an integer linear programming formulation for the combined problem of array to memory assignment and data reuse selection. We include a number of cost functions to minimise during memory optimisation and show how these optimisations can be integrated into a loop pipelining framework to iteratively update the memory subsystem during scheduling. By co-optimising the datapath and memory subsystem we are able to produce near optimal (fastest) solutions, with an upper bound on the distance from the optimal. Our results show an average speedup of up to 4x over a non-optimised memory subsystem when integrated into an existing outer loop pipelining framework.
Keywords :
field programmable gate arrays; integer programming; linear programming; pipeline processing; FPGA; data reuse structures; datapath cooptimisation; integer linear programming; memory assignment; memory optimisation; nonoptimised memory subsystem; outer loop pipelining; Computer science; Cost function; Data engineering; Digital signal processing; Educational institutions; Field programmable gate arrays; Integer linear programming; Pipeline processing; Processor scheduling; Upper bound;
Conference_Titel :
ICECE Technology, 2008. FPT 2008. International Conference on
Conference_Location :
Taipei
Print_ISBN :
978-1-4244-3783-2
Electronic_ISBN :
978-1-4244-2796-3
DOI :
10.1109/FPT.2008.4762359