Rapid codesign of a soft vector processor and its compiler

Matthew Naylor, S. Moore
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引用次数: 3

Abstract

Despite a decade of activity in the development of soft vector processors for FPGAs, high-level language support remains thin. We attribute this problem to a design method in which the high-level vector programming interface is only really considered once the processor architecture has been perfected, by which point the designer may be committed to the time-consuming development of a complicated compiler. In this paper, we present the codesign of a soft vector processor and a lightweight compiler, which together lift the level of abstraction for the programmer while allowing a rapid compiler implementation phase.We demonstrate the effectiveness of our approach on a range of applications from digital signal processing, neuroscience, and machine learning.
软矢量处理器及其编译器的快速协同设计
尽管FPGAs软矢量处理器的开发已经进行了十年,但高级语言支持仍然很薄弱。我们将这个问题归因于一种设计方法,在这种设计方法中,高级向量编程接口只有在处理器架构完善后才会真正被考虑,此时设计师可能会投入到复杂编译器的耗时开发中。在本文中,我们提出了软矢量处理器和轻量级编译器的协同设计,它们一起提升了程序员的抽象级别,同时允许快速编译器实现阶段。我们证明了我们的方法在数字信号处理、神经科学和机器学习等一系列应用中的有效性。
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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