Throughput-memory footprint trade-off in synthesis of streaming software on embedded multiprocessors

Matin Hashemi, Mohammad H. Foroozannejad, S. Ghiasi
{"title":"Throughput-memory footprint trade-off in synthesis of streaming software on embedded multiprocessors","authors":"Matin Hashemi, Mohammad H. Foroozannejad, S. Ghiasi","doi":"10.1145/2539036.2539042","DOIUrl":null,"url":null,"abstract":"We study the trade-off between throughput and memory footprint of embedded software that is synthesized from acyclic static dataflow (task graph) specifications targeting distributed memory multiprocessors. We identify iteration overlapping as a knob in the synthesis process by which one can trade application throughput for its memory requirement. Given an initial processor assignment and non-overlapped task schedule, we formally present underlying properties of the problem, such as constraints on a valid iteration overlapping, maximum possible throughput, and minimum memory footprint. Moreover, we develop an effective algorithm for generation of a rich set of design points that provide a range of trade-off options. Experimental results on a number of applications and architectures validate the effectiveness of our approach.","PeriodicalId":183677,"journal":{"name":"ACM Trans. Embed. Comput. Syst.","volume":"46 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2013-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"8","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"ACM Trans. Embed. Comput. Syst.","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1145/2539036.2539042","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 8

Abstract

We study the trade-off between throughput and memory footprint of embedded software that is synthesized from acyclic static dataflow (task graph) specifications targeting distributed memory multiprocessors. We identify iteration overlapping as a knob in the synthesis process by which one can trade application throughput for its memory requirement. Given an initial processor assignment and non-overlapped task schedule, we formally present underlying properties of the problem, such as constraints on a valid iteration overlapping, maximum possible throughput, and minimum memory footprint. Moreover, we develop an effective algorithm for generation of a rich set of design points that provide a range of trade-off options. Experimental results on a number of applications and architectures validate the effectiveness of our approach.
查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
嵌入式多处理器上流软件合成的吞吐量-内存占用权衡
我们研究了针对分布式内存多处理器的嵌入式软件的吞吐量和内存占用之间的权衡,该软件由非循环静态数据流(任务图)规范合成。我们将迭代重叠识别为合成过程中的一个旋钮,通过它可以交换应用程序吞吐量以满足其内存需求。给定初始处理器分配和非重叠任务调度,我们正式地给出问题的底层属性,例如对有效迭代重叠的约束、最大可能吞吐量和最小内存占用。此外,我们开发了一种有效的算法来生成丰富的设计点集,这些设计点提供了一系列的权衡选择。在许多应用程序和体系结构上的实验结果验证了我们方法的有效性。
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 去求助
来源期刊
自引率
0.00%
发文量
0
期刊最新文献
Hardware Acceleration for Embedded Keyword Spotting: Tutorial and Survey Adaptive Computation Reuse for Energy-Efficient Training of Deep Neural Networks Horizontal Auto-Scaling for Multi-Access Edge Computing Using Safe Reinforcement Learning IoT-Fog-Cloud Centric Earthquake Monitoring and Prediction Horizontal Side-Channel Vulnerabilities of Post-Quantum Key Exchange and Encapsulation Protocols
×
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
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 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 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1