通过重用距离分析确定基于循环的并行程序的最佳多核缓存层次结构

Meng-Ju Wu, D. Yeung
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引用次数: 18

摘要

理解多核内存行为至关重要,但由于现代cpu中使用的复杂缓存层次结构,这可能具有挑战性。在今天的层次结构中,性能是由复杂的线程交互决定的,例如共享缓存中的干扰以及私有缓存中的复制和通信。研究人员通常会进行大量的模拟来研究这些相互作用,但这可能是昂贵的,而且不是很有见地。另一种选择是多核重用距离(RD)分析,它可以提供关于多核内存行为的极其丰富的信息。在本文中,我们应用多核RD分析来更好地理解缓存系统的设计。我们的重点是基于循环的并行程序,这是一类重要的程序,RD分析提供了很高的准确性。我们提出了一个新的框架来确定最佳的多核缓存层次结构,并提取了一些新的见解。我们还描述了最优缓存层次结构如何随核心数和问题大小而变化。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Identifying optimal multicore cache hierarchies for loop-based parallel programs via reuse distance analysis
Understanding multicore memory behavior is crucial, but can be challenging due to the complex cache hierarchies employed in modern CPUs. In today's hierarchies, performance is determined by complicated thread interactions, such as interference in shared caches and replication and communication in private caches. Researchers normally perform extensive simulations to study these interactions, but this can be costly and not very insightful. An alternative is multicore reuse distance (RD) analysis, which can provide extremely rich information about multicore memory behavior. In this paper, we apply multicore RD analysis to better understand cache system design. We focus on loop-based parallel programs, an important class of programs for which RD analysis provides high accuracy. We propose a novel framework to identify optimal multicore cache hierarchies, and extract several new insights. We also characterize how the optimal cache hierarchies vary with core count and problem size.
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