Effective exploitation of SIMD resources in cross-ISA virtualization

Jin Wu, Jian Dong, Ruili Fang, Ziyi Zhao, Xiaoli Gong, Wenwen Wang, Decheng Zuo
{"title":"Effective exploitation of SIMD resources in cross-ISA virtualization","authors":"Jin Wu, Jian Dong, Ruili Fang, Ziyi Zhao, Xiaoli Gong, Wenwen Wang, Decheng Zuo","doi":"10.1145/3453933.3454016","DOIUrl":null,"url":null,"abstract":"System virtualization is a fundamental technology that enables many important applications. However, existing virtualization techniques suffer from a critical limitation due to their limited exploitation of host SIMD hardware resources, especially when a guest application does not have inherently fine-grained data-level parallelism. To bridge this utilization gap and unleash the full potential of host SIMD resources, this paper proposes an effective and unconventional SIMD exploitation technique. The proposed exploitation takes advantage of ample host SIMD registers and powerful host SIMD instructions to generate more efficient host binary code for guest applications even without any fine-grained data-level parallelism. It also mitigates the shortage of general-purpose registers on the host platform, as well as improves the efficiency of accessing guest registers. We have implemented the exploitation in an extensively-used virtualization platform, QEMU. Experimental results on a comprehensive list of benchmarks from PARSEC, SPEC-CPU2017, and Google Octane JavaScript benchmark suite show that an average of 2.2X performance speedup can be achieved for AArch64 binaries on an x86-64 host machine. We believe the proposed technique will provide a new perspective for our community to rethink the exploitation of SIMD hardware resources.","PeriodicalId":322034,"journal":{"name":"Proceedings of the 17th ACM SIGPLAN/SIGOPS International Conference on Virtual Execution Environments","volume":"62 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2021-04-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"6","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Proceedings of the 17th ACM SIGPLAN/SIGOPS International Conference on Virtual Execution Environments","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1145/3453933.3454016","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 6

Abstract

System virtualization is a fundamental technology that enables many important applications. However, existing virtualization techniques suffer from a critical limitation due to their limited exploitation of host SIMD hardware resources, especially when a guest application does not have inherently fine-grained data-level parallelism. To bridge this utilization gap and unleash the full potential of host SIMD resources, this paper proposes an effective and unconventional SIMD exploitation technique. The proposed exploitation takes advantage of ample host SIMD registers and powerful host SIMD instructions to generate more efficient host binary code for guest applications even without any fine-grained data-level parallelism. It also mitigates the shortage of general-purpose registers on the host platform, as well as improves the efficiency of accessing guest registers. We have implemented the exploitation in an extensively-used virtualization platform, QEMU. Experimental results on a comprehensive list of benchmarks from PARSEC, SPEC-CPU2017, and Google Octane JavaScript benchmark suite show that an average of 2.2X performance speedup can be achieved for AArch64 binaries on an x86-64 host machine. We believe the proposed technique will provide a new perspective for our community to rethink the exploitation of SIMD hardware resources.
跨isa虚拟化中SIMD资源的有效利用
系统虚拟化是支持许多重要应用程序的基础技术。但是,现有的虚拟化技术由于对主机SIMD硬件资源的利用有限而受到严重的限制,特别是当客户机应用程序没有固有的细粒度数据级并行性时。为了弥补这种利用差距并释放主机SIMD资源的全部潜力,本文提出了一种有效且非常规的SIMD开发技术。建议利用大量的主机SIMD寄存器和强大的主机SIMD指令为客户机应用程序生成更有效的主机二进制代码,即使没有任何细粒度的数据级并行性。它还缓解了主机平台上通用寄存器的不足,并提高了访问来宾寄存器的效率。我们已经在一个广泛使用的虚拟化平台QEMU中实现了这个开发。在PARSEC、SPEC-CPU2017和谷歌Octane JavaScript基准测试套件的综合基准测试列表上的实验结果表明,在x86-64主机上,AArch64二进制文件可以实现平均2.2倍的性能加速。我们相信所提出的技术将为我们的社区重新思考SIMD硬件资源的开发提供一个新的视角。
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:604180095
Book学术官方微信