Dataflow analysis for energy-efficient scratch-pad memory management

Guangyu Chen, M. Kandemir
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引用次数: 4

Abstract

Scratch-pad memories (SPMs) are a serious alternative to conventional cache memories in embedded computing since they allow software to manage data flowing from and into memory components, resulting in a predictable behavior at runtime. The prior studies considered compiler-directed SPM management using both static and dynamic approaches. One of the assumptions under which most of the proposed approaches to data SPM management operate is that the application code is structured with regular loop nests with little or no control flow within the loops. This assumption, while it makes data SPM management relatively easy to implement, limits the applicability of those approaches to the codes involve conditional execution and complex control flows. To address this problem, this paper proposes a novel data SPM management strategy based on dataflow analysis. This analysis operates on a representation that reflects the conditional execution flow of the application and, consequently, it is applicable to a large class of embedded applications, including those with complex control flows.
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节能刮刮板内存管理的数据流分析
在嵌入式计算中,刮擦板存储器(spm)是传统缓存存储器的重要替代品,因为它们允许软件管理进出内存组件的数据流,从而在运行时产生可预测的行为。先前的研究考虑了使用静态和动态方法的编译器导向的SPM管理。大多数提出的数据SPM管理方法所依据的一个假设是,应用程序代码由规则的循环巢构成,循环中很少或没有控制流。这种假设虽然使数据SPM管理相对容易实现,但限制了这些方法对涉及条件执行和复杂控制流的代码的适用性。针对这一问题,本文提出了一种基于数据流分析的数据SPM管理策略。这种分析对反映应用程序条件执行流的表示进行操作,因此,它适用于大量嵌入式应用程序,包括那些具有复杂控制流的应用程序。
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