Analysis of a heterogeneous multi-core, multi-hw-accelerator-based system designed using PREESM and SDSoC

Leonardo Suriano, Alfonso Rodríguez, K. Desnos, M. Pelcat, E. D. L. Torre
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引用次数: 14

Abstract

Nowadays, new heterogeneous system technologies are flooding the market: through the past years, it is possible to observe the move from single CPUs to multi-core devices featuring CPUs, GPUs and large FPGAs, such as Xilinx Zynq-7000 or Zynq UltraScale+ MPSoC architectures. In this context, providing developers with transparent deployment capabilities to efficiently execute different applications on such complex devices is important. In this paper, a design flow that combines, on one side, PREESM, a dataflow-based prototyping framework and, on the other side, Xilinx SDSoC, an HLS-based framework to automatically generate and manage hardware accelerators, is presented. This integration leverages the automatic, static task scheduling obtained from PREESM with asynchronous invocations that trigger the parallel execution of multiple hardware accelerators from some of their associated sequential software threads. An image processing application is used as a proof of concept, showing the interoperability possibilities of both tools, the level of design automation achieved and, for the resulting computing architecture, the good performance scalability according to the number of accelerators and sw threads.
基于PREESM和SDSoC设计的异构多核多hw加速器系统分析
如今,新的异构系统技术正在充斥市场:通过过去几年,可以观察到从单cpu到多核设备的转变,这些设备具有cpu, gpu和大型fpga,例如Xilinx Zynq-7000或Zynq UltraScale+ MPSoC架构。在这种情况下,为开发人员提供透明的部署功能,以便在如此复杂的设备上有效地执行不同的应用程序是很重要的。本文提出了一种设计流程,该流程结合了基于数据流的原型框架PREESM和基于hls的硬件加速器自动生成和管理框架Xilinx SDSoC。这种集成利用了从PREESM获得的自动、静态任务调度和异步调用,这些调用触发多个硬件加速器从它们的一些关联的顺序软件线程并行执行。一个图像处理应用程序被用作概念验证,展示了两个工具的互操作性可能性,实现的设计自动化水平,以及根据加速器和软件线程的数量产生的计算体系结构的良好性能可扩展性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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