Identification and exploitation of symmetries in DSP algorithms

C. V. Eijk, E. Jacobs, B. Mesman, A. Timmer
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引用次数: 10

Abstract

In many algorithms, particularly those in the DSP domain, certain forms of symmetry can be observed. To efficiently implement such algorithms, it is often possible to exploit these symmetries. However current hardware and software compilers show deficiencies, because they cannot identify them. In this paper, we propose two techniques to automatically detect and utilize symmetry. Both techniques introduce sequence edges between operations such that the feasibility of the scheduling problem is preserved, while the symmetry is broken. In combination with existing techniques for constraint analysis, this enhances the quality of compilers considerably, as is shown by benchmark results.
识别和利用DSP算法中的对称性
在许多算法中,特别是在DSP领域中,可以观察到某些形式的对称性。为了有效地实现这样的算法,通常可以利用这些对称性。然而,当前的硬件和软件编译器显示出缺陷,因为它们无法识别它们。在本文中,我们提出了两种自动检测和利用对称性的技术。这两种技术引入边缘之间的操作序列,这样保留了调度问题的可行性,而对称性被打破。结合现有的约束分析技术,这大大提高了编译器的质量,正如基准测试结果所显示的那样。
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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