探索新兴应用程序的空间局部性及其对缓存性能的影响

Martin Kämpe, F. Dahlgren
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引用次数: 13

摘要

处理器和内存之间的性能差距越来越大,使得缓存命中率对性能至关重要。研究显示还有改进的空间,尤其是在数据缓存方面。缓存的有效性由软件的位置决定,因此软件的行为指导缓存的性能。本文提出了一个研究空间局部性的框架。它侧重于空间局部性在时间和空间上的接近性特征,以获得访问的顺序数据的数量和缓存命中的可能性。通过使用该框架,我们获得了提高缓存性能的知识。我们的实验包括一个程序驱动模拟器和11个重要的应用程序。我们在数据缓存中展示了巨大的性能潜力,利用空间局部性,缺失率降低了75%。为了研究潜在瓶颈的位置,我们做了一个简单的实现方案来利用这种空间局部性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Exploration of the spatial locality on emerging applications and the consequences for cache performance
The performance gap between processors and memory is increasing, making the cache hit-rate paramount for performance. Studies show room for improvement, especially in data caches. The cache effectiveness is dictated by software locality, hence the software behavior directs the cache performance. This paper presents a framework for studying spatial locality. It focuses on the characteristics of the spatial locality in terms of closeness in time and space, to get the amount of accessed sequential data and the potential for cache hits. By using the framework we gain knowledge for improving the cache performance. Our experiment consists of a program driven simulator and 11 important applications. We show a large performance potential in the data cache with up to 75% less miss rate, exploiting spatial locality. In order to investigate where potential bottlenecks are located we make a simple implementation of a scheme to exploit this spatial locality.
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