移动异构计算:软件视角

T. Mitra
{"title":"移动异构计算:软件视角","authors":"T. Mitra","doi":"10.1145/3139315.3151619","DOIUrl":null,"url":null,"abstract":"Mobile heterogeneous computing, materialized in the form of multiprocessor system-on-chips (MPSoC) comprising of various processing elements such as general-purpose cores with differing characteristics, GPUs, DSPs, non-programmable accelerators, and reconfigurable computing, are expected to dominate the current and the future mobile platform landscape. The heterogeneity enables a computational kernel with specific requirements to be paired with the processing element(s) ideally suited to perform that computation, leading to substantially improved performance and energy-efficiency. While heterogeneous computing is an attractive proposition in theory, considerable software support at all levels is essential to fully realize its promises. The system software needs to orchestrate the different on-chip compute resources in a synergistic manner with minimal engagement from the application developers. The current state-of-the-art is inadequate in the software dimension despite tremendous progress and success in designing heterogeneous MPSoCs for mobile devices. This talk will put the spotlight on the software perspective of mobile heterogeneous computing, especially in the context of popular emerging applications, such as 3D gaming, multimedia processing and analytics. The talk will introduce the technology trends driving the mobile heterogeneous computing revolution, provide an overview of computationally and performance divergent compute elements, and present efforts at compiler and run-time management layers to unleash its potential towards high-performance energy-efficient computing.","PeriodicalId":208026,"journal":{"name":"Proceedings of the 15th IEEE/ACM Symposium on Embedded Systems for Real-Time Multimedia","volume":"12 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2017-10-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Mobile heterogeneous computing: a software perspective\",\"authors\":\"T. Mitra\",\"doi\":\"10.1145/3139315.3151619\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Mobile heterogeneous computing, materialized in the form of multiprocessor system-on-chips (MPSoC) comprising of various processing elements such as general-purpose cores with differing characteristics, GPUs, DSPs, non-programmable accelerators, and reconfigurable computing, are expected to dominate the current and the future mobile platform landscape. The heterogeneity enables a computational kernel with specific requirements to be paired with the processing element(s) ideally suited to perform that computation, leading to substantially improved performance and energy-efficiency. While heterogeneous computing is an attractive proposition in theory, considerable software support at all levels is essential to fully realize its promises. The system software needs to orchestrate the different on-chip compute resources in a synergistic manner with minimal engagement from the application developers. The current state-of-the-art is inadequate in the software dimension despite tremendous progress and success in designing heterogeneous MPSoCs for mobile devices. This talk will put the spotlight on the software perspective of mobile heterogeneous computing, especially in the context of popular emerging applications, such as 3D gaming, multimedia processing and analytics. The talk will introduce the technology trends driving the mobile heterogeneous computing revolution, provide an overview of computationally and performance divergent compute elements, and present efforts at compiler and run-time management layers to unleash its potential towards high-performance energy-efficient computing.\",\"PeriodicalId\":208026,\"journal\":{\"name\":\"Proceedings of the 15th IEEE/ACM Symposium on Embedded Systems for Real-Time Multimedia\",\"volume\":\"12 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2017-10-15\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Proceedings of the 15th IEEE/ACM Symposium on Embedded Systems for Real-Time Multimedia\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1145/3139315.3151619\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Proceedings of the 15th IEEE/ACM Symposium on Embedded Systems for Real-Time Multimedia","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1145/3139315.3151619","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0

摘要

移动异构计算以多处理器片上系统(MPSoC)的形式实现,包括各种处理元素,如具有不同特性的通用核心、gpu、dsp、不可编程加速器和可重构计算,预计将主导当前和未来的移动平台格局。异构性使具有特定需求的计算内核能够与理想地适合执行该计算的处理元素配对,从而大大提高了性能和能源效率。虽然异构计算在理论上是一个有吸引力的命题,但要充分实现其承诺,各级软件的大量支持是必不可少的。系统软件需要以一种协同的方式协调不同的片上计算资源,同时尽量减少应用程序开发人员的参与。尽管在为移动设备设计异构mpsoc方面取得了巨大的进展和成功,但目前的技术水平在软件方面还不够。本讲座将聚焦于移动异构计算的软件视角,特别是在流行的新兴应用的背景下,如3D游戏,多媒体处理和分析。讲座将介绍推动移动异构计算革命的技术趋势,概述计算和性能不同的计算元素,并介绍编译器和运行时管理层的努力,以释放其向高性能节能计算的潜力。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Mobile heterogeneous computing: a software perspective
Mobile heterogeneous computing, materialized in the form of multiprocessor system-on-chips (MPSoC) comprising of various processing elements such as general-purpose cores with differing characteristics, GPUs, DSPs, non-programmable accelerators, and reconfigurable computing, are expected to dominate the current and the future mobile platform landscape. The heterogeneity enables a computational kernel with specific requirements to be paired with the processing element(s) ideally suited to perform that computation, leading to substantially improved performance and energy-efficiency. While heterogeneous computing is an attractive proposition in theory, considerable software support at all levels is essential to fully realize its promises. The system software needs to orchestrate the different on-chip compute resources in a synergistic manner with minimal engagement from the application developers. The current state-of-the-art is inadequate in the software dimension despite tremendous progress and success in designing heterogeneous MPSoCs for mobile devices. This talk will put the spotlight on the software perspective of mobile heterogeneous computing, especially in the context of popular emerging applications, such as 3D gaming, multimedia processing and analytics. The talk will introduce the technology trends driving the mobile heterogeneous computing revolution, provide an overview of computationally and performance divergent compute elements, and present efforts at compiler and run-time management layers to unleash its potential towards high-performance energy-efficient computing.
求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
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