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What and Who

Mixed Precision Iterative Refinement - High Accuracy Results from Low Precision Computations

Robert Strzodka
Stanford University
AG4 Group Meeting
AG 4  
AG Audience
English

Date, Time and Location

Thursday, 20 July 2006
13:00
45 Minutes
E1 4
019
Saarbrücken

Abstract

Recently evolved highly parallel architectures like GPU, FPGA, Cell offer very high single precision

floating point performance, but suffer a huge slowdown when emulating double precision operations. For the
solution of linear systems of equations mixed precision iterative refinement methods are powerful
techniques which allow to concentrate double precision operations in only very few most relevant places
and perform 99% of computations in single precision, while still obtaining the same accuracy as a full
double precision solver. Combining these methods with the fast parallel single precision co-processors
allows to exploit the superior bandwidth and computation power of these devices also in applications with
high accuracy requirements.

Contact

Bodo Rosenhahn
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Bodo Rosenhahn, 05/23/2006 11:10
Bodo Rosenhahn, 05/22/2006 12:39
Bodo Rosenhahn, 05/19/2006 09:59 -- Created document.