性能和节能缓存系统设计:在异构核心上同时执行多个应用程序

N. Venkateswaran, Kartik Lakshminarasimhan, A. Sridhar, P. Thinakaran, R. Hariharan, V. Srinivasan, R. Kannan, Aswinkumar Sridharan
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引用次数: 4

摘要

未来一代的超级计算集群正在努力在不牺牲能源效率的情况下实现百亿亿次的性能。在异构多核环境中同时执行多个应用程序,而不需要空间时间共享,从而实现应用程序中存在的最大并行性。这有助于达到峰值性能,也为改进资源利用率铺平了道路。这就需要一种高效的、局部感知的缓存替换方案,以满足在缓存丢失的情况下底层功能单元的大量数据需求。减少缓存丢失可以提高资源利用率,减少跨核心的数据移动,从而有助于提高性能与功率比。本文提出了一种新的应用感知缓存替换策略,该策略根据一组应用和数据状态为数据块分配权重。与传统的缓存替换启发式方法相比,我们提出的启发式方法在缓存命中方面提高了8-11%。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Performance and energy efficient cache system design: Simultaneous execution of multiple applications on heterogeneous cores
Future generation supercomputing clusters are endeavouring to achieve exascale performance without compromise on energy efficiency. Executing multiple applications simultaneously without space time sharing in a heterogeneous multi core environment brings out the utmost parallelism that exists within the applications. This helps to attain peak performance and also paves way for improved resource utilization. This necessitates the need for an efficient and locality aware cache replacement scheme to cater to the magnanimous data needs of underlying functional units in case of a cache miss. Reduced cache miss improves resource utilization and reduces data movement across the core which in turn contributes to a high performance to power ratio. This paper proposes a novel application aware cache replacement policy in which data blocks are assigned weights based on a set of application and data statuses. Our proposed heuristics have shown an 8-11% improvement in cache hit when compared against conventional cache replacement heuristics.
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