Mapping of streaming applications considering alternative application specifications (Extended abstract)

J. Zhai, Hristo Nikolov, T. Stefanov
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引用次数: 8

Abstract

Streaming applications often require a parallel Model of Computation (MoC) to specify their application behavior and to facilitate mapping onto Multi-Processor System-on-Chip (MPSoC) platforms. Various performance requirements and resource budgets of embedded systems ask for an efficient design space exploration (DSE) approach to select the best design from a design space consisting of a large number of design choices. However, existing DSE approaches explore the design space that includes only architecture and mapping alternatives for an initial application specification given by the application designer. In this paper, we first show that a design often might not be optimal if alternative specifications of a given application are not taken into account. We further argue that the best alternative specification consists of only independent and load-balanced application tasks. Based on the Polyhedral Process Network (PPN) MoC, we present an approach to analyze and transform an initial PPN to an alternative one that contains only independent processes if possible. Finally, by prototyping real-life applications on both FPGA-based MPSoCs and desktop multi-core platforms, we demonstrate that mapping the alternative application specification results in a large performance gain compared to those approaches, in which alternative application specifications are not taken into account.
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考虑可选应用程序规范的流应用程序映射(扩展抽象)
流应用程序通常需要并行计算模型(MoC)来指定其应用程序行为,并方便映射到多处理器片上系统(MPSoC)平台。嵌入式系统的各种性能需求和资源预算要求一种有效的设计空间探索(DSE)方法,以便从大量设计选择组成的设计空间中选择最佳设计。然而,现有的DSE方法探索的设计空间只包括由应用程序设计人员给出的初始应用程序规范的体系结构和映射替代方案。在本文中,我们首先表明,如果不考虑给定应用程序的可选规范,设计通常可能不是最优的。我们进一步论证,最佳替代规范只包含独立且负载均衡的应用程序任务。基于多面体过程网络(Polyhedral Process Network, PPN) MoC,我们提出了一种方法来分析和转换一个初始的PPN,并在可能的情况下将其转换为一个只包含独立过程的备选PPN。最后,通过在基于fpga的mpsoc和桌面多核平台上对实际应用程序进行原型设计,我们证明了与不考虑替代应用程序规范的方法相比,映射替代应用程序规范可以获得较大的性能增益。
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