A domain-specific language to facilitate software defined radio parallel executable patterns deployment on heterogeneous architectures

L. Mohapi, S. Winberg, M. Inggs
{"title":"A domain-specific language to facilitate software defined radio parallel executable patterns deployment on heterogeneous architectures","authors":"L. Mohapi, S. Winberg, M. Inggs","doi":"10.1109/PCCC.2014.7017083","DOIUrl":null,"url":null,"abstract":"In this paper, we present a domain-specific language, referred to as OptiSDR, that matches high level digital signal processing (DSP) routines for software defined radio (SDR) to their generic parallel executable patterns targeted to heterogeneous computing architectures (HCAs). These HCAs includes a combination of hybrid GPU-CPU and DSP-FPGA architectures that are programmed using different programming paradigms such as C/C++, CUDA, OpenCL, and/or VHDL. OptiSDR presents an intuitive single high-level source code and near specification-level approach for optimization and facilitation of HCAs. OptiSDR uses an optimized embedded domain-specific language (DSL) compiler framework called Delite. Our focus is on the programming language expressiveness for parallel programming and optimization of typical DSP algorithms for deployment on SDR HCAs. We demonstrate the capability of OptiSDR to express the solution to the issues of parallel DSP low-level implementation complexities in the closest way to the original parallel programming of SDR systems. This paper will achieve these by focusing on three generic parallel executable patterns suitable for DSP routines such as cross-correlation, convolution in FIR filter based Hilbert transformers, and fast Fourier transforms for spectral analysis. This paper concludes with a performance analysis using DSP algorithms that tests automatically generated code against hand-crafted solutions.","PeriodicalId":105442,"journal":{"name":"2014 IEEE 33rd International Performance Computing and Communications Conference (IPCCC)","volume":"49 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2014-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"3","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2014 IEEE 33rd International Performance Computing and Communications Conference (IPCCC)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/PCCC.2014.7017083","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 3

Abstract

In this paper, we present a domain-specific language, referred to as OptiSDR, that matches high level digital signal processing (DSP) routines for software defined radio (SDR) to their generic parallel executable patterns targeted to heterogeneous computing architectures (HCAs). These HCAs includes a combination of hybrid GPU-CPU and DSP-FPGA architectures that are programmed using different programming paradigms such as C/C++, CUDA, OpenCL, and/or VHDL. OptiSDR presents an intuitive single high-level source code and near specification-level approach for optimization and facilitation of HCAs. OptiSDR uses an optimized embedded domain-specific language (DSL) compiler framework called Delite. Our focus is on the programming language expressiveness for parallel programming and optimization of typical DSP algorithms for deployment on SDR HCAs. We demonstrate the capability of OptiSDR to express the solution to the issues of parallel DSP low-level implementation complexities in the closest way to the original parallel programming of SDR systems. This paper will achieve these by focusing on three generic parallel executable patterns suitable for DSP routines such as cross-correlation, convolution in FIR filter based Hilbert transformers, and fast Fourier transforms for spectral analysis. This paper concludes with a performance analysis using DSP algorithms that tests automatically generated code against hand-crafted solutions.
促进在异构架构上部署软件定义无线电并行可执行模式的特定领域语言
在本文中,我们介绍了一种被称为 OptiSDR 的特定领域语言,它将软件定义无线电 (SDR) 的高级数字信号处理 (DSP) 例程与针对异构计算架构 (HCA) 的通用并行可执行模式相匹配。这些 HCA 包括混合 GPU-CPU 和 DSP-FPGA 架构的组合,这些架构使用不同的编程模式(如 C/C++、CUDA、OpenCL 和/或 VHDL)进行编程。OptiSDR 提供了一种直观的单一高级源代码和接近规范级的方法,用于优化和促进 HCA。OptiSDR 使用名为 Delite 的优化嵌入式特定领域语言(DSL)编译器框架。我们的重点是并行编程的编程语言表达能力和典型 DSP 算法的优化,以便在 SDR HCA 上部署。我们展示了 OptiSDR 以最接近 SDR 系统原始并行编程的方式表达并行 DSP 底层实现复杂性问题的解决方案的能力。本文将通过重点讨论适用于 DSP 例程(如交叉相关、基于希尔伯特变换器的 FIR 滤波器中的卷积以及用于频谱分析的快速傅立叶变换)的三种通用并行可执行模式来实现上述目标。最后,本文将利用 DSP 算法进行性能分析,测试自动生成的代码与手工创建的解决方案的性能。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
自引率
0.00%
发文量
0
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信