A power-efficient FPGA accelerator: Systolic array with cache-coherent interface for pair-HMM algorithm

Megumi Ito, Moriyoshi Ohara
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引用次数: 29

Abstract

A systolic array is known as a parallel hardware architecture applicable to a wide range of applications. Naive implementations, however, can lead to inefficient resource usage and low power performance. In this paper, we discuss two techniques for improving the hardware resource usage: flexible multi-threading and dummy data padding. The design was implemented to accelerate a pair-HMM algorithm on an FPGA with the IBM POWER8 CAPI (Coherent Accelerator Processor Interface) feature. The CAPI feature simplifies the software design for driving the FPGA accelerator. Our experimental result indicates that the implemented FPGA accelerator executing the pair-HMM algorithm achieves 33x higher power performance than a POWER8 processor chip executing the same algorithm.
一种高能效FPGA加速器:用于成对hmm算法的缓存相干接口收缩阵列
收缩阵列是一种并行硬件架构,适用于广泛的应用。然而,幼稚的实现可能导致低效的资源使用和低功耗性能。本文讨论了提高硬件资源利用率的两种技术:灵活多线程技术和虚拟数据填充技术。该设计在具有IBM POWER8 CAPI(相干加速器处理器接口)特性的FPGA上实现,以加速一对hmm算法。CAPI功能简化了驱动FPGA加速器的软件设计。实验结果表明,执行配对hmm算法的FPGA加速器的功耗性能比执行相同算法的POWER8处理器芯片高33倍。
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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