多项式求值的快速认证代码自动生成

C. Mouilleron, G. Revy
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引用次数: 27

摘要

设计一个基于多项式求值的函数的高效浮点实现需要能够找到足够精确的求值代码,最多利用目标体系结构特性。本文介绍了CGPE,一个用于生成二元多项式求值的快速认证码的工具。首先,在概述cpe工具之前,我们讨论了评估方案组合学的基础问题。我们提出的方法包括两个步骤:一是利用一些启发式方法生成评估方案,以便快速找到一些低延迟的方案;二是选择主要是自动检查它们在给定目标上的调度并验证它们的准确性。然后,我们提出了正在进行的发展和整个过程可能改进的想法。最后,我们将在一些示例中说明CGPE的使用,并展示它如何使我们能够在几秒钟内生成快速且经过认证的代码,从而减少像FLIP这样的libm的开发时间。
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Automatic Generation of Fast and Certified Code for Polynomial Evaluation
Designing an efficient floating-point implementation of a function based on polynomial evaluation requires being able to find an accurate enough evaluation code, exploiting at most the target architecture features. This article introduces CGPE, a tool dealing with the generation of fast and certified codes for the evaluation of bivariate polynomials. First we discuss the issue underlying the evaluation scheme combinatorics before giving an overview of the CGPE tool. The approach we propose consists in two steps: the generation of evaluation schemes by using some heuristics so as to quickly find some of low latency, and the selection that mainly consists in automatically checking their scheduling on the given target and validating their accuracy. Then, we present on-going development and ideas for possible improvements of the whole process. Finally, we illustrate the use of CGPE on some examples, and show how it allows us to generate fast and certified codes in a few seconds and thus to reduce the development time of libms like FLIP.
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