VeriTracer: Context-enriched tracer for floating-point arithmetic analysis

Yohan Chatelain, P. D. O. Castro, E. Petit, D. Defour, J. Bieder, M. Torrent
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引用次数: 8

Abstract

VeriTracer automatically instruments a code and traces the accuracy of floating-point variables over time. VeriTracer enriches the visual traces with contextual information such as the call site path in which a value was modified. Contextual information is important to understand how the floating-point errors propagate in complex codes. VeriTracer is implemented as an LLVM compiler tool on top of Verificarlo. We demonstrate how VeriTracer can detect accuracy loss and quantify the impact of using a compensated algorithm on ABINIT, an industrial HPC application for Ab Initio quantum computation.
VeriTracer:用于浮点算术分析的上下文丰富的跟踪程序
VeriTracer自动检测代码并随时间跟踪浮点变量的准确性。VeriTracer使用上下文信息(如修改值的调用站点路径)丰富了可视化跟踪。上下文信息对于理解浮点错误如何在复杂代码中传播非常重要。VeriTracer是在Verificarlo之上实现的LLVM编译器工具。我们演示了VeriTracer如何检测精度损失并量化使用补偿算法对ABINIT(用于Ab Initio量子计算的工业高性能计算应用程序)的影响。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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