DocumentCode
3194004
Title
Unifying stream based and reconfigurable computing to design application accelerators
Author
Francisco, Bruno ; Pratas, Frederico ; Sousa, Leonel
Author_Institution
INESC-ID, IST TULisbon, Portugal
fYear
2010
fDate
27-29 Sept. 2010
Firstpage
408
Lastpage
413
Abstract
To facilitate the design of hardware accelerators we have proposed the adoption of the stream-based computing model and the usage of Graphics Processing Units (GPUs) as prototyping platforms. This model exposes the maximum data parallelism available in the applications and decouples computation from memory accesses. In this paper we go a step further in showing how to use the proposed methodology to accelerate a widely used MrBayes bioinformatics application. In particular, we provide design and implementation procedures and details. We analyze problems faced during the implementation such as the connectivity between the CPU and the FPGA and we provide possible solutions. Experimental results show that our mapping of the stream-based program for the GPU into hardware structures leads to real improvements in performance, scalability and cost. The hardware accelerator allows to reduce the respective processing time up to more that two hundred times while the whole bioinformatics application can run 1.44 faster than by using only the host.
Keywords
computer graphic equipment; coprocessors; field programmable gate arrays; logic design; reconfigurable architectures; CPU; FPGA; MrBayes bioinformatics application; application accelerator design; graphics processing units; hardware accelerator design; reconfigurable computing; stream based computing; Algorithm design and analysis; Computer architecture; Field programmable gate arrays; Hardware; Matrices; Process control; Random access memory;
fLanguage
English
Publisher
ieee
Conference_Titel
VLSI System on Chip Conference (VLSI-SoC), 2010 18th IEEE/IFIP
Conference_Location
Madrid
Print_ISBN
978-1-4244-6469-2
Type
conf
DOI
10.1109/VLSISOC.2010.5642696
Filename
5642696
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