基于OpenCL的FPGA上排序算法功耗分析

Aidan O. Mahony, E. Popovici
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引用次数: 2

摘要

随着大数据和云计算的出现,人们对使用软件或硬件进行排序的优化算法和架构产生了极大的兴趣。现场可编程门阵列(fpga)越来越多地用于高端数据服务器,它在软件的灵活性和硬件的性能优势之间架起了一座桥梁。在本文中,我们将介绍使用OpenCL实现一些最流行的排序算法,这些算法利用FPGA架构。我们根据功耗来评估这些实现,功耗是使用专用服务器功耗记录器和英特尔Arria 10硬件上的执行来测量的。我们的实验表明,利用软件fifo对功耗有显著的影响,并且需要更少的硬件和内存资源。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Power analysis of sorting algorithms on FPGA using OpenCL
With the advent of big data and cloud computing, there is tremendous interest in optimised algorithms and architectures for sorting either using software or hardware. Field Programmable Gate Arrays(FPGAs) are being increasingly used in high end data servers providing a bridge between the flexibility of software and performance benefits of hardware. In this paper we look at implementations of some of the most popular sorting algorithms using OpenCL which take advantage of FPGA architecture. We evaluate these implementations in terms of power consumption which is measured using dedicated server power loggers and execution on Intel Arria 10 hardware. Our experiments show that taking advantage of software FIFOs have a significant impact on power consumption as well as requiring less hardware and memory resources.
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