新的64位ARM上的计算瓶颈

Adam Jundt, Allyson Cauble-Chantrenne, Ananta Tiwari, Joshua Peraza, M. Laurenzano, L. Carrington
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引用次数: 14

摘要

性能、性能和可编程性这三方面的优势激发了人们对64位ARMv8平台的极大兴趣。这些新系统提供了能源效率、传统的CPU编程模型,当有足够多的核心被投入到问题中时,还具有高性能的潜力。然而,ARM架构作为高性能计算市场设计点的表现如何仍不明朗。在本文中,我们描述并研究了影响当前ARMv8产品(X-Gene 1)和英特尔Sandy Bridge处理器功率和性能的关键架构因素。通过主成分分析、多元线性回归模型和变量重要性分析,我们得出结论,CPU前端对X-Gene和Sandy Bridge处理器的性能影响最大。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Compute bottlenecks on the new 64-bit ARM
The trifecta of power, performance and programmability has spurred significant interest in the 64-bit ARMv8 platform. These new systems provide energy efficiency, a traditional CPU programming model, and the potential of high performance when enough cores are thrown at the problem. However, it remains unclear how well the ARM architecture will work as a design point for the High Performance Computing market. In this paper, we characterize and investigate the key architectural factors that impact power and performance on a current ARMv8 offering (X-Gene 1) and Intel's Sandy Bridge processor. Using Principal Component Analysis, multiple linear regression models, and variable importance analysis we conclude that the CPU frontend has the biggest impact on performance on both the X-Gene and Sandy Bridge processors.
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