Efficient floating-point logarithm unit for FPGAS

Nikolaos Alachiotis*, Alexandros Stamatakis

*Corresponding author for this work

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

16 Citations (Scopus)

Abstract

As FPGAs become larger, new fabrics, in particular DSPs, allow for a wider range of applications, specifically floating-point intensive codes, to be efficiently executed. The logarithm is a widely used function in many scientific applications. We present the design of an efficient and sufficiently accurate Logarithm Approximation Unit (LAU) that uses a Look-Up Table (LUT) based approximation, in reconfigurable logic. The LAU has been verified through post place and route simulations, tested on actual FPGA, and is freely available for download. An important property of the LAU architecture is, that it only requires 2% of overall hardware resources on a medium-size FPGA (Xilinx V5SX95T) and thereby allows for easy integration with more complex architectures. Under single precision (SP) the LAU is 11 and 1.6 times faster than the GNU and Intel Math Kernel Library (MKL) implementations and up to 1.44 times faster than the FloPoCo reconfigurable logarithm unit, while occupying slightly less resources. Under double precision (DP) the LAU is 18 and 2.5 times faster than the GNU and Intel MKL implementations and up to 1.66 times faster than the FloPoCo logarithm while occupying significantly less resources. The LUT-based approximation is sufficiently accurate for our target application and provides a flexible mechanism to adapt the LAU to specific accuracy requirements.

Original languageEnglish
Title of host publicationProceedings of the 2010 IEEE International Symposium on Parallel and Distributed Processing, Workshops and Phd Forum, IPDPSW 2010
Place of PublicationPiscataway, NJ
PublisherIEEE
ISBN (Electronic)978-1-4244-6534-7, 978-1-4244-6532-3 (CD)
ISBN (Print)978-1-4244-6533-0
DOIs
Publication statusPublished - 2010
Externally publishedYes
Event2010 IEEE International Symposium on Parallel and Distributed Processing, Workshops and Phd Forum, IPDPSW 2010 - Atlanta, United States
Duration: 19 Apr 201023 Apr 2010

Conference

Conference2010 IEEE International Symposium on Parallel and Distributed Processing, Workshops and Phd Forum, IPDPSW 2010
Abbreviated titleIPDPSW 2010
Country/TerritoryUnited States
CityAtlanta
Period19/04/1023/04/10

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