Near Data Processing: Impact and Optimization of 3D Memory System Architecture on the Uncore

S. M. Hassan, S. Yalamanchili, S. Mukhopadhyay
{"title":"Near Data Processing: Impact and Optimization of 3D Memory System Architecture on the Uncore","authors":"S. M. Hassan, S. Yalamanchili, S. Mukhopadhyay","doi":"10.1145/2818950.2818952","DOIUrl":null,"url":null,"abstract":"A promising recent development that can provide continued scaling of performance is the ability to stack multiple DRAM layers on a multi-core processor die. This paper analyzes the interaction between the interconnection network and the memory hierarchy in such systems, and its impact on system performance. We explore the design considerations of a 3D system with DRAM-on-processor stacking and note that full advantages of 3D can only be achieved by configuring the memory with high number of channels. This significantly increases memory level parallelism which results in decreasing the traffic per DRAM bank, reducing their queuing delays, but increasing it on the interconnection network, making remote accesses expensive. To reduce the latency and traffic on the network, we propose restructuring the memory hierarchy to a memory-side cache organization and also explore the effects of various address translations and OS page allocation strategies. Our results indicate that a carefully designed 3D memory system can already improve performance by 25-35% without looking towards new sophisticated techniques.","PeriodicalId":389462,"journal":{"name":"Proceedings of the 2015 International Symposium on Memory Systems","volume":"52 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2015-10-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"33","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Proceedings of the 2015 International Symposium on Memory Systems","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1145/2818950.2818952","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 33

Abstract

A promising recent development that can provide continued scaling of performance is the ability to stack multiple DRAM layers on a multi-core processor die. This paper analyzes the interaction between the interconnection network and the memory hierarchy in such systems, and its impact on system performance. We explore the design considerations of a 3D system with DRAM-on-processor stacking and note that full advantages of 3D can only be achieved by configuring the memory with high number of channels. This significantly increases memory level parallelism which results in decreasing the traffic per DRAM bank, reducing their queuing delays, but increasing it on the interconnection network, making remote accesses expensive. To reduce the latency and traffic on the network, we propose restructuring the memory hierarchy to a memory-side cache organization and also explore the effects of various address translations and OS page allocation strategies. Our results indicate that a carefully designed 3D memory system can already improve performance by 25-35% without looking towards new sophisticated techniques.
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
近数据处理:3D存储系统架构对Uncore的影响与优化
最近有一个很有前途的发展,可以提供持续的性能扩展,即在多核处理器芯片上堆叠多个DRAM层的能力。本文分析了互连网络与存储层之间的相互作用及其对系统性能的影响。我们探讨了具有DRAM-on-processor堆叠的3D系统的设计考虑因素,并注意到3D的全部优势只能通过配置具有大量通道的存储器来实现。这显著提高了内存级别的并行性,从而降低了每个DRAM组的流量,减少了它们的排队延迟,但增加了互连网络上的流量,使远程访问变得昂贵。为了减少网络上的延迟和流量,我们建议将内存层次结构重组为内存端缓存组织,并探讨了各种地址转换和操作系统页面分配策略的影响。我们的研究结果表明,一个精心设计的3D存储系统已经可以提高25-35%的性能,而无需寻求新的复杂技术。
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
MEMST: Cloning Memory Behavior using Stochastic Traces Dynamic Memory Pressure Aware Ballooning Another Trip to the Wall: How Much Will Stacked DRAM Benefit HPC? E-ECC: Low Power Erasure and Error Correction Schemes for Increasing Reliability of Commodity DRAM Systems Inefficiencies in the Cache Hierarchy: A Sensitivity Study of Cacheline Size with Mobile Workloads
×
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