Intra- and inter-processor hybrid performance modeling for MPSoC architectures

Frank E. B. Ophelders, S. Chakraborty, H. Corporaal
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引用次数: 4

Abstract

The heterogeneity of modern MPSoC architectures, coupled with the increasing complexity of the applications mapped onto them has recently led to a lot of interest in hybrid performance modeling techniques. Here, the idea is to apply different modeling and analysis techniques to different subsystems/components of an architecture/application. Such hybrid techniques often turn out to be more efficient and accurate compared to relying on a single analysis technique for the entire system. However, the challenge associated with this approach is to combine the different analysis results effectively to obtain conservative performance estimates for the entire system. In this paper we study a hybrid scheme where certain system components are simulated (e.g. using instruction set simulators), whereas others are analyzed using a formal technique called Real-Time Calculus (RTC). The main novelty of our approach stems from our use of this hybrid technique even for multiple tasks mapped onto a single processing element. In contrast to this, previous approaches relied on either full simulation or RTC-based analysis for an entire architectural component (e.g. a processor or a bus). The techniques we develop in this paper therefore allow for both intra- and inter-processor hybrid performance modeling and show how the different analysis results can be combined to efficiently obtain tight performance estimates for complex MPSoC architectures. We demonstrate the usefulness of this approach using an MPEG-2 decoder application that is partitioned and mapped onto two processing elements connected by FIFO buffers.
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MPSoC架构的处理器内和处理器间混合性能建模
现代MPSoC架构的异构性,加上映射到它们上的应用程序的日益复杂,最近引起了人们对混合性能建模技术的极大兴趣。这里的思想是对体系结构/应用程序的不同子系统/组件应用不同的建模和分析技术。与依赖于整个系统的单一分析技术相比,这种混合技术通常更加有效和准确。然而,与此方法相关的挑战是有效地组合不同的分析结果,以获得整个系统的保守性能估计。在本文中,我们研究了一种混合方案,其中某些系统组件被模拟(例如使用指令集模拟器),而其他组件则使用称为实时微积分(RTC)的正式技术进行分析。我们的方法的主要新颖之处在于我们使用这种混合技术,甚至可以将多个任务映射到单个处理元素上。与此相反,以前的方法依赖于对整个体系结构组件(例如处理器或总线)的完全模拟或基于rtc的分析。因此,我们在本文中开发的技术允许处理器内和处理器间混合性能建模,并展示了如何将不同的分析结果结合起来,以有效地获得复杂MPSoC架构的严格性能估计。我们使用MPEG-2解码器应用程序演示了这种方法的实用性,该应用程序被划分并映射到由FIFO缓冲区连接的两个处理元素上。
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