Title :
Convey vector personalities - FPGA acceleration with an openmp-like programming effort?
Author :
Meyer, Björn ; Schumacher, Jörn ; Plessl, Christian ; Förstner, Jens
Author_Institution :
Paderborn Center for Parallel Comput., Univ. of Paderborn, Paderborn, Germany
Abstract :
Although the benefits of FPGAs for accelerating scientific codes are widely acknowledged, the use of FPGA accelerators in scientific computing is not widespread because reaping these benefits requires knowledge of hardware design methods and tools that is typically not available with domain scientists. A promising but hardly investigated approach is to develop tool flows that keep the common languages for scientific code (C,C++, and Fortran) and allow the developer to augment the source code with OpenMP-like directives for instructing the compiler which parts of the application shall be offloaded the FPGA accelerator. In this work we study whether the promise of effective FPGA acceleration with an OpenMP-like programming effort can actually be held. Our target system is the Convey HC-1 reconfigurable computer for which an OpenMP-like programming environment exists. As case study we use an application from computational nanophotonics. Our results show that a developer without previous FPGA experience could create an FPGA-accelerated application that is competitive to an optimized OpenMP-parallelized CPU version running on a two socket quad-core server. Finally, we discuss our experiences with this tool flow and the Convey HC-1 from a productivity and economic point of view.
Keywords :
field programmable gate arrays; logic design; message passing; parallel programming; FPGA acceleration; OpenMP-like programming; computational nanophotonics; convey HC-1 reconfigurable computer; convey vector personality; hardware design methods; optimized OpenMP-parallelized CPU; scientific code acceleration; socket quad-core server; Acceleration; Computational modeling; Coprocessors; Field programmable gate arrays; Memory management; Vectors;
Conference_Titel :
Field Programmable Logic and Applications (FPL), 2012 22nd International Conference on
Conference_Location :
Oslo
Print_ISBN :
978-1-4673-2257-7
Electronic_ISBN :
978-1-4673-2255-3
DOI :
10.1109/FPL.2012.6339259