HeMPS MPSoC平台的并行编程范式研究

Geaninne Lopes, A. Mello, Ewerson Carvalho, César Marcon
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引用次数: 0

摘要

这项工作调查了并行编程范例在针对多处理器片上系统(MPSoC)的应用程序开发中的使用。我们在主从模式、流水线模式和分治模式下实现了矩阵乘法、图像处理和高级加密标准(AES)应用程序,并将执行时间和功耗作为评估应用程序在MPSoC架构上执行的性能的标准。得到的结果使我们得出结论,存在最佳的应用-范式关系。流水线为图像处理应用提供了更短的执行时间和更低的功耗;而主从算法在矩阵乘法和AES应用中表现更好。但是,当应用程序的输入大小增加时,分而治之范式倾向于最小化Matrix Multiplication应用程序的执行时间。这项工作的主要贡献是开发应用程序,考虑不同的范式,以及这些范式对MPSoC架构的影响评估。
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Investigating Parallel Programming Paradigms in HeMPS MPSoC Platform
This work investigates the use of parallel programming paradigms in the development of applications targeting a Multiprocessor System-on-Chip (MPSoC). We implemented Matrix Multiplication, Image Manipulation and Advanced Encryption Standard (AES) applications in the Master-Slave, Pipeline and Divide-and-Conquer paradigms, and applied execution time and power dissipation as criteria for evaluating the performance of the applications executing according to the paradigms on an MPSoC architecture. The obtained results allowed ​us to conclude that there are optimal application-paradigm relations. Pipeline presents lower execution time and lower power dissipation for the Image Manipulation application; whereas, Master-Slave performs better for the Matrix Multiplication and AES applications. However, when the input size of the applications increases, the Divide-and-Conquer paradigm tends to minimize the execution time for Matrix Multiplication application. ​The main contributions of this work are the development of applications, considering different paradigms, and the impact evaluation of these paradigms on MPSoC architecture.
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