不合步骤的管道收集/分散指令

Yi Ge, K. Yoda, Makiko Ito, Toshiyuki Ichiba, T. Yoshikawa, Ryota Shioya, M. Goshima
{"title":"不合步骤的管道收集/分散指令","authors":"Yi Ge, K. Yoda, Makiko Ito, Toshiyuki Ichiba, T. Yoshikawa, Ryota Shioya, M. Goshima","doi":"10.23919/DATE56975.2023.10137119","DOIUrl":null,"url":null,"abstract":"Wider SIMD units suffer from low scalability of gather/scatter instructions that appear in sparse matrix calculations. We address this problem with an out-of-step pipeline which tolerates bank conflicts of a multibank L1D by allowing element operations of SIMD instructions to proceed out of step with each other. We evaluated it with a sparse matrix-vector product kernel for matrices from HPCG and SuiteSparse Matrix Collection. The results show that, for the SIMD width of 1024 bit, it achieves 1.91 times improvement over a model of a conventional pipeline.","PeriodicalId":340349,"journal":{"name":"2023 Design, Automation & Test in Europe Conference & Exhibition (DATE)","volume":"27 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2023-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Out-of-Step Pipeline for Gather/Scatter Instructions\",\"authors\":\"Yi Ge, K. Yoda, Makiko Ito, Toshiyuki Ichiba, T. Yoshikawa, Ryota Shioya, M. Goshima\",\"doi\":\"10.23919/DATE56975.2023.10137119\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Wider SIMD units suffer from low scalability of gather/scatter instructions that appear in sparse matrix calculations. We address this problem with an out-of-step pipeline which tolerates bank conflicts of a multibank L1D by allowing element operations of SIMD instructions to proceed out of step with each other. We evaluated it with a sparse matrix-vector product kernel for matrices from HPCG and SuiteSparse Matrix Collection. The results show that, for the SIMD width of 1024 bit, it achieves 1.91 times improvement over a model of a conventional pipeline.\",\"PeriodicalId\":340349,\"journal\":{\"name\":\"2023 Design, Automation & Test in Europe Conference & Exhibition (DATE)\",\"volume\":\"27 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2023-04-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2023 Design, Automation & Test in Europe Conference & Exhibition (DATE)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.23919/DATE56975.2023.10137119\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2023 Design, Automation & Test in Europe Conference & Exhibition (DATE)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.23919/DATE56975.2023.10137119","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

较宽的SIMD单元受到稀疏矩阵计算中出现的收集/分散指令的低可伸缩性的影响。我们用一个不同步的管道来解决这个问题,该管道允许SIMD指令的元素操作彼此不同步地进行,从而容忍多银行L1D的银行冲突。我们用HPCG和SuiteSparse矩阵集合中的矩阵的稀疏矩阵向量积核来评估它。结果表明,当SIMD宽度为1024位时,该方法比传统的管道模型提高了1.91倍。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Out-of-Step Pipeline for Gather/Scatter Instructions
Wider SIMD units suffer from low scalability of gather/scatter instructions that appear in sparse matrix calculations. We address this problem with an out-of-step pipeline which tolerates bank conflicts of a multibank L1D by allowing element operations of SIMD instructions to proceed out of step with each other. We evaluated it with a sparse matrix-vector product kernel for matrices from HPCG and SuiteSparse Matrix Collection. The results show that, for the SIMD width of 1024 bit, it achieves 1.91 times improvement over a model of a conventional pipeline.
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:604180095
Book学术官方微信