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Abstraction and microarchitecture scaling in early-stage power modeling

机译:早期功率建模中的抽象和微体系结构缩放

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Early-stage, microarchitecture-level power modeling methodologies have been used in industry and academic research for a decade (or more). Such methods use cycle-accurate performance simulators and deduce active power based on utilization markers. A key question faced in this context is: what key utilization metrics to monitor, and how many are needed for accuracy? Is there a systematic way to select the “best” markers? We also pose a key follow-on question: is it possible to perform accurate scaling of an abstracted model to enable exploration of new microarchitecture features? In this paper, we address these particular questions and examine the results for a range of abstraction levels. We highlight innovative insights for intelligent abstraction and microarchitecture scaling, and point out the pitfalls of abstractions that are not based on a systematic methodology or sound theory.
机译:早期,微体系结构级功率建模方法已用于工业和学术研究十年(或以上)。此类方法使用循环准确的性能模拟器,并根据利用标记推出有源功率。在此上下文中面临的关键问题是:监控的主要利用率是什么,以及准确性需要多少?是否有系统选择“最佳”标记?我们还构成了一个关键的后续问题:是否有可能执行抽象模型的准确缩放,以便探索新的微体系结构功能?在本文中,我们解决了这些特定问题,并检查了一系列抽象级别的结果。我们突出了智能抽象和微体系结构缩放的创新见解,并指出了不基于系统方法或声音理论的抽象的陷阱。

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