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Intelligent Page Migration on Heterogeneous Memory by Using Transformer

文献类型：期刊论文

作者Pei, Songwen2,3; Qin, Wei2; Li, Jianan2; Tan, Junhao2; Tang, Jie1; Gaudiot, Jean-Luc4
刊名INTERNATIONAL JOURNAL OF PARALLEL PROGRAMMING
出版日期2024-12-01
卷号52期号:5-6页码:380-399
ISSN号0885-7458
DOI10.1007/s10766-024-00776-x
英文摘要Locality-based migration strategies are widely used in existing memory space management. Such type of strategies are consistently confronts with challenges in efficiently managing pages migration within constrained memory space, especially when new architecture such as hybrid of DRAM and NVM are emerging. Here we propose TransMigrator, an innovative predictive page migration model based on transformer architecture, which obtains a qualitative leap in the breadth and accuracy of prediction compared with traditional local-based methods. TransMigrator utilizes an end-to-end neural network to learn memory access behavior and page migration record in the long-term history and predict the most likely next page to fetch. Furthermore, a migration-management mechanism is designed to support the page-feeding from predictor, which in another way enhance the model robustness. The model achieves an average prediction accuracy better than 0.72, and saves an average of 0.24 access time overhead compared to strategies such as AC-CLOCK, THMigrator, and VC-HMM.
资助项目National Natural Science Foundation of China[61975124] ; State Key Laboratory of Computer Architecture (ICT, CAS)[CARCHA202111] ; Engineering Research Center of Software/Hardware Co-design Technology and Application, Ministry of Education East China Normal University[OP202202] ; Shanghai Natural Science Foundation[20ZR1438500]
WOS研究方向Computer Science
语种英语
WOS记录号WOS:001320804500001
出版者SPRINGER/PLENUM PUBLISHERS
源URL[http://119.78.100.204/handle/2XEOYT63/39545]  
专题中国科学院计算技术研究所期刊论文_英文
通讯作者Pei, Songwen; Qin, Wei
作者单位1.South China Univ Technol, Guangzhou 510641, Peoples R China
2.Univ Shanghai Sci & Technol, Shanghai 200093, Peoples R China
3.Chinese Acad Sci, State Key Lab Comp Architecture, Inst Comp Technol, Beijing 100190, Peoples R China
4.Univ Calif Irvine, Irvine, CA 92617 USA
推荐引用方式
GB/T 7714		 Pei, Songwen,Qin, Wei,Li, Jianan,et al. Intelligent Page Migration on Heterogeneous Memory by Using Transformer[J]. INTERNATIONAL JOURNAL OF PARALLEL PROGRAMMING,2024,52(5-6):380-399.
APA Pei, Songwen,Qin, Wei,Li, Jianan,Tan, Junhao,Tang, Jie,&Gaudiot, Jean-Luc.(2024).Intelligent Page Migration on Heterogeneous Memory by Using Transformer.INTERNATIONAL JOURNAL OF PARALLEL PROGRAMMING,52(5-6),380-399.
MLA Pei, Songwen,et al."Intelligent Page Migration on Heterogeneous Memory by Using Transformer".INTERNATIONAL JOURNAL OF PARALLEL PROGRAMMING 52.5-6(2024):380-399.

入库方式： OAI收割

来源：计算技术研究所

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