Myths and legends in high-performance computing

IF 3.5 3区 计算机科学 Q2 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE
S. Matsuoka, Jens Domke, M. Wahib, Aleksandr Drozd, T. Hoefler
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引用次数: 5

Abstract

In this thought-provoking article, we discuss certain myths and legends that are folklore among members of the high-performance computing community. We gathered these myths from conversations at conferences and meetings, product advertisements, papers, and other communications such as tweets, blogs, and news articles within and beyond our community. We believe they represent the zeitgeist of the current era of massive change, driven by the end of many scaling laws such as Dennard scaling and Moore’s law. While some laws end, new directions are emerging, such as algorithmic scaling or novel architecture research. Nevertheless, these myths are rarely based on scientific facts, but rather on some evidence or argumentation. In fact, we believe that this is the very reason for the existence of many myths and why they cannot be answered clearly. While it feels like there should be clear answers for each, some may remain endless philosophical debates, such as whether Beethoven was better than Mozart. We would like to see our collection of myths as a discussion of possible new directions for research and industry investment.
高性能计算的神话和传说
在这篇发人深省的文章中,我们将讨论一些在高性能计算社区成员中广为流传的神话和传说。我们从会议上的对话、产品广告、论文和其他交流中收集了这些神话,比如推特、博客和社区内外的新闻文章。我们相信它们代表了当前巨大变革时代的时代精神,由许多缩放定律(如登纳德缩放定律和摩尔定律)的终结所驱动。虽然一些法律结束了,但新的方向正在出现,比如算法缩放或新颖的建筑研究。然而,这些神话很少基于科学事实,而是基于一些证据或论证。事实上,我们认为这正是许多神话存在的原因,也是它们无法得到明确回答的原因。虽然感觉每个问题都应该有明确的答案,但有些问题可能仍然是无休止的哲学辩论,比如贝多芬是否比莫扎特更好。我们希望将我们收集的神话视为对研究和工业投资可能的新方向的讨论。
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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来源期刊
International Journal of High Performance Computing Applications
International Journal of High Performance Computing Applications 工程技术-计算机:跨学科应用
CiteScore
6.10
自引率
6.50%
发文量
32
审稿时长
>12 weeks
期刊介绍: With ever increasing pressure for health services in all countries to meet rising demands, improve their quality and efficiency, and to be more accountable; the need for rigorous research and policy analysis has never been greater. The Journal of Health Services Research & Policy presents the latest scientific research, insightful overviews and reflections on underlying issues, and innovative, thought provoking contributions from leading academics and policy-makers. It provides ideas and hope for solving dilemmas that confront all countries.
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