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Amdahl's Law for Lifetime Reliability Scaling in Heterogeneous Multicore Processors

机译:Amdahl在异构多核处理器中的终身可靠性缩放法律

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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.
机译:已经提出了异质多核处理器作为替代微架构设计,以提高性能和能源效率。使用Amdahl的法律,异构模型主要分析性能和能效方面,以证明其优于传统的均匀系统。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。我们介绍了基于Amdahl的定律的多核处理器的终身可靠性模型,包括具有强大与器件老化相关性的热估计。通过不同I)核心利用(AMDAHL的缩放因子),ii)处理器组成(大小核数)和III)螺纹调度方法进行终身可靠性。该研究表明,异构处理器可能具有严重的可靠性挑战。如果处理器是由只有一个大的核心和许多小核,应力可偏向大核心特别是当工作负载花更多的时间顺序操作。我们的研究表明,包含多个大核心可以减轻大核心的可靠性瓶颈,增强处理器寿命,但添加太多的大核心将对寿命可靠性以及性能产生不利影响。

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