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Low-cost microarchitectural support for improved floating-point accuracy

Producción científica: Articlerevisión exhaustiva

9 Citas (Scopus)

Resumen

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.

Idioma originalEnglish
Páginas (desde-hasta)13-16
Número de páginas4
PublicaciónIEEE Computer Architecture Letters
Volumen6
N.º1
DOI
EstadoPublished - ene 2007

ASJC Scopus subject areas

  • Hardware and Architecture

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