Amdahl's law for lifetime reliability scaling in heterogeneous multicore processors

William J. Song, S. Mukhopadhyay, S. Yalamanchili
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引用次数: 7

Abstract

Heterogeneous multicore processors have been suggested as alternative microarchitectural designs to enhance performance and energy efficiency. Using Amdahl's Law, heterogeneous models were primarily analyzed in performance and energy efficiency aspects to demonstrate its advantage over conventional homogeneous systems. In this paper, we further extend the study to understand the lifetime reliability consequences of heterogeneous multicore processors, as reliability becomes an increasingly important constraint. We present the lifetime reliability models of multicore processors based on Amdahl's Law, including compact thermal estimation that has strong correlation with device aging. Lifetime reliability is analyzed by varying i) core utilization (Amdahl's scaling factor), ii) processor composition (number of big and small cores), and iii) thread scheduling method. The study shows that the heterogeneous processor may have a serious reliability challenge. If the processor is comprised of only one big core and many small cores, stresses can be biased to the big core especially when workloads spend more time on sequential operations. Our study reveals that incorporating multiple big cores can mitigate reliability bottleneck in big cores and enhance processor lifetime, but adding too many big cores will have an adverse impact on lifetime reliability as well as performance.
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异构多核处理器寿命可靠性扩展的Amdahl定律
异构多核处理器已被建议作为微架构设计的备选方案,以提高性能和能源效率。利用阿姆达尔定律,主要分析了异构模型的性能和能源效率方面,以证明其优于传统的同质系统。在本文中,我们进一步扩展了研究,以了解异构多核处理器的寿命可靠性后果,因为可靠性成为越来越重要的约束。我们提出了基于Amdahl定律的多核处理器寿命可靠性模型,包括与器件老化密切相关的紧凑热估计。寿命可靠性是通过改变i)核心利用率(Amdahl的比例因子),ii)处理器组成(大核和小核的数量)和iii)线程调度方法来分析的。研究表明,异构处理器可能面临严重的可靠性挑战。如果处理器仅由一个大核心和许多小核心组成,那么压力可能偏向于大核心,特别是当工作负载在顺序操作上花费更多时间时。我们的研究表明,合并多个大核可以缓解大核的可靠性瓶颈并提高处理器的使用寿命,但添加过多的大核将对寿命可靠性和性能产生不利影响。
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