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Development and Application of a Hybrid Programming Environment on an ARM/DSP System for High Performance Computing

机译:高性能计算ARM / DSP系统上混合编程环境的开发和应用

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The nCore Brown-Dwarf system has a unique architecture where each node is comprised of two different low-power System-on-Chip (LPSoC) processors from Texas Instruments; the ARM/DSP Keystone II SoC and the DSP based Keystone I SoC. These LPSoC processors have, through use of the C66x multi-core DSP, been shown to be capable of running floating-point intensive HPC application codes. However, it is non-trivial to run such codes across all processing elements of a node simultaneously. This paper demonstrates a hybrid programming environment that combines OpenMP, OpenCL and MPI to enable application execution across multiple Brown-Dwarf nodes. This environment is evaluated using two diverse application codes. The first is Level-3 BLAS matrix multiplication (GEMM), which is a standard HPC floating-point intensive benchmark. The second is a unique real-world scientific code for biostructure based drug design developed by the Southwest Research Institute called Rhodium. Performance and energy-efficiency of Rhodium is presented alongside comparisons with conventional x86 based HPC systems with attached accelerators. Results indicate that the Brown-Dwarf system remains competitive with contemporary systems for memory-bound computations.
机译:nCore Brown-Dwarf系统具有独特的架构,其中每个节点由德州仪器(TI)的两个不同低功耗片上系统(LPSoC)处理器组成; ARM / DSP Keystone II SoC和基于DSP的Keystone I SoC。通过使用C66x多核DSP,这些LPSoC处理器已被证明能够运行浮点密集型HPC应用程序代码。然而,在节点的所有处理元件上同时运行这样的代码并非易事。本文演示了一种混合编程环境,该环境结合了OpenMP,OpenCL和MPI,可以跨多个Brown-Dwarf节点执行应用程序。使用两个不同的应用程序代码评估此环境。第一个是Level-3 BLAS矩阵乘法(GEMM),它是标准的HPC浮点密集型基准。第二个是由西南研究所开发的独特的现实世界科学代码,用于基于生物结构的药物设计,称为铑。展示了Rhodium的性能和能效,并与带有附加加速器的传统基于x86的HPC系统进行了比较。结果表明,Brown-Dwarf系统与现代系统相比在内存绑定计算方面仍然具有竞争力。

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