屋顶线模型:用于项目分析和优化的教学工具

Samuel Williams, David A. Patterson, L. Oliker, J. Shalf, Kathy Yelick
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引用次数: 26

摘要

本文由作者在会议上演讲的幻灯片集合组成。rooline模型是用于核分析和优化的直观图形。作者相信本科生会发现它在评估性能和可伸缩性限制方面很有用。它很容易扩展到其他架构范例。它很容易扩展到其他指标:性能(排序、图形、加密…)带宽(L2、PCIe…)。可以使用性能计数器来生成特定于运行时的顶线,这将极大地帮助优化。
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The roofline model: A pedagogical tool for program analysis and optimization
This article consists of a collection of slides from the authors' conference presentation. The Roofline model is a visually intuitive figure for kernel analysis and optimization. The authors believe undergraduates will find it useful in assessing performance and scalability limitations. It is easily extended to other architectural paradigms. It is easily extendable to other metrics: performance (sort, graphics, crypto...) bandwidth (L2, PCIe, ...). A performance counters could be used to generate a runtime-specific roofline that would greatly aide the optimization.
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