Cross-Layer Exploration of Heterogeneous Multicore Processor Configurations

S. Sarma, N. Dutt
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引用次数: 8

Abstract

Heterogeneous multicore processors (HMP) present significant advantages over homogenous multiprocessors due to their improved power, performance, and energy efficiency for a given chip/die area. However, due to their diverse and vast design space, selecting a suitable HMP configuration with different core types within a given area-power budget is an extremely challenging task. In this paper, we present a cross-layer approach for exploring and configuring a HMP for a given system goal under system level constraints (such as equal area or power budget) as an optimization problem. Unlike the state-of-the-art approaches, we jointly consider cross-layer features of the application, operating system (task allocation strategies), and hardware architecture while deploying computationally efficient predictive models (of performance and power) in configuring the HMP platform resources (number and types of cores) in an evolutionary optimization framework. Our predictive cross-layer approach enables the designer to comparatively evaluate and select the most promising (e.g., Energy and performance efficient) HMP configuration in over two order of magnitude less simulation time especially during the early design and verification stages when the design space is at its largest.
异构多核处理器配置的跨层探索
异构多核处理器(HMP)比同质多核处理器具有显著的优势,因为它们在给定的芯片/芯片面积上改进了功率、性能和能源效率。然而,由于其多样化和广阔的设计空间,在给定的面积-功率预算范围内选择具有不同核心类型的合适HMP配置是一项极具挑战性的任务。在本文中,我们提出了一种跨层方法,用于在系统级约束(如等面积或功率预算)下为给定系统目标探索和配置HMP作为优化问题。与最先进的方法不同,我们联合考虑应用程序、操作系统(任务分配策略)和硬件架构的跨层特性,同时在进化优化框架中部署计算效率的预测模型(性能和功率),以配置HMP平台资源(内核数量和类型)。我们的预测跨层方法使设计人员能够比较评估和选择最有前途的(例如,能源和性能效率)HMP配置,在超过两个数量级的模拟时间减少,特别是在设计空间最大的早期设计和验证阶段。
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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