Low-cost microarchitectural support for improved floating-point accuracy

William R. Dieter, Akil Kaveti, Henry G. Dietz

Research output: Contribution to journalArticlepeer-review

8 Scopus citations

Abstract

Some processors designed for consumer applications, such as Graphics Processing Units (GPUs) and the CELL processor, promise outstanding floating-point performance for scientific applications at commodity prices. However, IEEE single precision is the most precise floating-point data type these processors directly support in hardware. Pairs of native floating-point numbers can be used to represent a base result and a residual term to increase accuracy, but the resulting order of magnitude slowdown dramatically reduces the price/performance advantage of these systems. By adding a few simple microarchitectural features, acceptable accuracy can be obtained with relatively little performance penalty. To reduce the cost of native-pair arithmetic, a residual register is used to hold information that would normally have been discarded after each floating-point computation. The residual register dramatically simplifies the code, providing both lower latency and better instruction-level parallelism.

Original languageEnglish
Pages (from-to)13-16
Number of pages4
JournalIEEE Computer Architecture Letters
Volume6
Issue number1
DOIs
StatePublished - Jan 2007

ASJC Scopus subject areas

  • Hardware and Architecture

Fingerprint

Dive into the research topics of 'Low-cost microarchitectural support for improved floating-point accuracy'. Together they form a unique fingerprint.

Cite this