Dark silicon aware runtime mapping for many-core systems: A patterning approach

A. Kanduri, M. Haghbayan, A. Rahmani, P. Liljeberg, A. Jantsch, H. Tenhunen
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引用次数: 45

Abstract

Limitation on power budget in many-core systems leaves a fraction of on-chip resources inactive, referred to as dark silicon. In such systems, an efficient run-time application mapping approach can considerably enhance resource utilization and mitigate the dark silicon phenomenon. In this paper, we propose a dark silicon aware runtime application mapping approach that patterns active cores alongside the inactive cores in order to evenly distribute power density across the chip. This approach leverages dark silicon to balance the temperature of active cores to provide higher power budget and better resource utilization, within a safe peak operating temperature. In contrast with exhaustive search based mapping approach, our agile heuristic approach has a negligible runtime overhead. Our patterning strategy yields a surplus power budget of up to 17% along with an improved throughput of up to 21% in comparison with other state-of-the-art run-time mapping strategies, while the surplus budget is as high as 40% compared to worst case scenarios.
多核系统的暗硅感知运行时映射:一种模式方法
在许多核心系统中,由于功率预算的限制,使得芯片上的一小部分资源处于非活动状态,称为暗硅。在这样的系统中,有效的运行时应用程序映射方法可以大大提高资源利用率并减轻暗硅现象。在本文中,我们提出了一种暗硅感知运行时应用程序映射方法,该方法将活动内核与非活动内核一起模式化,以便在整个芯片上均匀分布功率密度。这种方法利用暗硅来平衡活动内核的温度,在安全的峰值工作温度范围内提供更高的功率预算和更好的资源利用率。与基于穷举搜索的映射方法相比,我们的敏捷启发式方法的运行时开销可以忽略不计。与其他最先进的运行时映射策略相比,我们的模式策略产生了高达17%的剩余电力预算,并提高了高达21%的吞吐量,而与最坏的情况相比,剩余预算高达40%。
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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