MPSoC memory optimization using program transformation

Author:

Bouchebaba Youcef1,Girodias Bruno1,Nicolescu Gabriela1,Aboulhamid El Mostapha2,Lavigueur Bruno3,Paulin Pierre3

Affiliation:

1. École Polytechnique de Montréal

2. Université de Montréal

3. STMicroelectronics

Abstract

Multiprocessor system-on-a-chip (MPSoC) architectures have received a lot of attention in the past years, but few advances in compilation techniques target these architectures. This is particularly true for the exploitation of data locality. Most of the compilation techniques for parallel architectures discussed in the literature are based on a single loop nest. This article presents new techniques that consist in applying loop fusion and tiling to several loop nests and to parallelize the resulting code across different processors. These two techniques reduce the number of memory accesses. However, they increase dependencies and thereby reduce the exploitable parallelism in the code. This article tries to address this contradiction. To optimize the memory space used by temporary arrays, smaller buffers are used as a replacement. Different strategies are studied to optimize the processing time spent accessing these buffers. The experiments show that these techniques yield a significant reduction in the number of data cache misses (30%) and in processing time (50%).

Publisher

Association for Computing Machinery (ACM)

Subject

Electrical and Electronic Engineering,Computer Graphics and Computer-Aided Design,Computer Science Applications

Cited by 9 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. PRESGen;Proceedings of the 2017 Workshop on Software Engineering Methods for Parallel and High Performance Applications;2017-06-26

2. An Equivalence Checking Framework for Array-Intensive Programs;Automated Technology for Verification and Analysis;2017

3. Translation validation of loop and arithmetic transformations in the presence of recurrences;ACM SIGPLAN Notices;2016-08

4. Translation validation of loop and arithmetic transformations in the presence of recurrences;Proceedings of the 17th ACM SIGPLAN/SIGBED Conference on Languages, Compilers, Tools, and Theory for Embedded Systems;2016-06-13

5. Translation Validation of Transformations of Embedded System Specifications Using Equivalence Checking;2015 IEEE Computer Society Annual Symposium on VLSI;2015-07

同舟云学术

1.学者识别学者识别

2.学术分析学术分析

3.人才评估人才评估

"同舟云学术"是以全球学者为主线,采集、加工和组织学术论文而形成的新型学术文献查询和分析系统,可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容,当前同舟云学术共收录了国内外主流学术期刊6万余种,收集的期刊论文及会议论文总量共计约1.5亿篇,并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询!咨询电话:010-8811{复制后删除}0370

www.globalauthorid.com

TOP

Copyright © 2019-2024 北京同舟云网络信息技术有限公司
京公网安备11010802033243号  京ICP备18003416号-3