Dynamic Thermal Management of 3D Memory through Rotating Low Power States and Partial Channel Closure

IF 2.8 3区 计算机科学 Q2 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE
Lokesh Siddhu, Aritra Bagchi, Rajesh Kedia, Isaar Ahmad, Shailja Pandey, Preeti Ranjan Panda
{"title":"Dynamic Thermal Management of 3D Memory through Rotating Low Power States and Partial Channel Closure","authors":"Lokesh Siddhu, Aritra Bagchi, Rajesh Kedia, Isaar Ahmad, Shailja Pandey, Preeti Ranjan Panda","doi":"10.1145/3624581","DOIUrl":null,"url":null,"abstract":"Modern high-performance and high-bandwidth three-dimensional (3D) memories are characterized by frequent heating. Prior art suggests turning off hot channels and migrating data to the background DDR memory, incurring significant performance and energy overheads. We propose three Dynamic Thermal Management (DTM) approaches for 3D memories, reducing these overheads. The first approach, Rotating-channel Low-power-state-based DTM (RL-DTM) , minimizes the energy overheads by avoiding data migration. RL-DTM places 3D memory channels into low power states instead of turning them off. Since data accesses are disallowed during low power state, RL-DTM balances each channel’s low-power-state duration. The second approach, Masked rotating-channel Low-power-state-based DTM (ML-DTM) , is a fine-grained policy that minimizes the energy-delay product (EDP) and improves the performance of RL-DTM by considering the channel access rate. The third strategy, Partial channel closure and ML-DTM , minimizes performance overheads of existing channel-level turn-off-based policies by closing a channel only partially and integrating ML-DTM, reducing the number of channels being turned off. We evaluate the proposed DTM policies using various mixes of SPEC benchmarks and multi-threaded workloads and observe them to significantly improve performance, energy, and EDP over state-of-the-art approaches for different 3D memory architectures.","PeriodicalId":50914,"journal":{"name":"ACM Transactions on Embedded Computing Systems","volume":" 43","pages":"0"},"PeriodicalIF":2.8000,"publicationDate":"2023-11-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"ACM Transactions on Embedded Computing Systems","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1145/3624581","RegionNum":3,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"COMPUTER SCIENCE, HARDWARE & ARCHITECTURE","Score":null,"Total":0}
引用次数: 0

Abstract

Modern high-performance and high-bandwidth three-dimensional (3D) memories are characterized by frequent heating. Prior art suggests turning off hot channels and migrating data to the background DDR memory, incurring significant performance and energy overheads. We propose three Dynamic Thermal Management (DTM) approaches for 3D memories, reducing these overheads. The first approach, Rotating-channel Low-power-state-based DTM (RL-DTM) , minimizes the energy overheads by avoiding data migration. RL-DTM places 3D memory channels into low power states instead of turning them off. Since data accesses are disallowed during low power state, RL-DTM balances each channel’s low-power-state duration. The second approach, Masked rotating-channel Low-power-state-based DTM (ML-DTM) , is a fine-grained policy that minimizes the energy-delay product (EDP) and improves the performance of RL-DTM by considering the channel access rate. The third strategy, Partial channel closure and ML-DTM , minimizes performance overheads of existing channel-level turn-off-based policies by closing a channel only partially and integrating ML-DTM, reducing the number of channels being turned off. We evaluate the proposed DTM policies using various mixes of SPEC benchmarks and multi-threaded workloads and observe them to significantly improve performance, energy, and EDP over state-of-the-art approaches for different 3D memory architectures.
通过旋转低功耗状态和部分通道关闭的3D存储器的动态热管理
现代高性能和高带宽三维(3D)存储器的特点是频繁加热。现有技术建议关闭热通道并将数据迁移到后台DDR内存,这会导致显著的性能和能源开销。我们提出了三种3D存储器的动态热管理(DTM)方法,以减少这些开销。第一种方法是基于旋转通道低功耗状态的DTM (RL-DTM),通过避免数据迁移将能量开销降至最低。RL-DTM将3D存储通道置于低功耗状态,而不是关闭它们。由于在低功耗状态期间不允许数据访问,因此RL-DTM平衡了每个通道的低功耗状态持续时间。第二种方法是掩膜旋转信道低功耗状态DTM (ML-DTM),它是一种细粒度策略,通过考虑信道访问速率来最小化能量延迟积(EDP)并提高RL-DTM的性能。第三种策略,部分通道关闭和ML-DTM,通过仅部分关闭通道并集成ML-DTM,减少被关闭的通道数量,将现有的基于通道级关闭策略的性能开销降至最低。我们使用各种SPEC基准测试和多线程工作负载的混合来评估建议的DTM策略,并观察它们与不同3D内存架构的最先进方法相比,显着提高了性能、能源和EDP。
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
ACM Transactions on Embedded Computing Systems
ACM Transactions on Embedded Computing Systems 工程技术-计算机:软件工程
CiteScore
3.70
自引率
0.00%
发文量
138
审稿时长
6 months
期刊介绍: The design of embedded computing systems, both the software and hardware, increasingly relies on sophisticated algorithms, analytical models, and methodologies. ACM Transactions on Embedded Computing Systems (TECS) aims to present the leading work relating to the analysis, design, behavior, and experience with embedded computing systems.
×
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