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Supporting Predictable Performance Guarantees for SMT Processors
Jin, Xin1; Yu, Ningmei1; Zhou, Yaoyang2; Huang, Bowen2; Yu, Zihao2; Zhan, Xusheng2; Wang, Huizhe2; Wang, Sa2; Bao, Yungang2
2020-06-01
发表期刊IEICE TRANSACTIONS ON FUNDAMENTALS OF ELECTRONICS COMMUNICATIONS AND COMPUTER SCIENCES
ISSN0916-8508
卷号E103A期号:6页码:806-820
摘要Simultaneous multithreading (SMT) technology improves CPU throughput, but also causes unpredictable performance fluctuations for co-running workloads. Although recent major SMT processors have adopted some techniques to promote hardware support for quality-of-service (QoS), achieving both precise performance guarantees and high throughput on SMT architectures is still a challenging open problem. In this paper, we demonstrate through some comprehensive investigations on a cycleaccurate simulator that not only almost all in-core resources suffer from severe contention as workloads vary but also there is a non-linear relationship between performance and available quotas of resources. We consider these observations as the fundamental reason leading to the challenging problem above. Thus, we introduce QoSMT, a novel hardware scheme that leverages a closed-loop controlling mechanism consisting of detection, prediction and adjustment to enforce precise performance guarantees for specific targets, e.g. achieving 85%, 90% or 95% of the performance of a workload running alone respectively. We implement a prototype on GEM5 simulator. Experimental results show that the average control error is only 1.4%, 0.5% and 3.6%.
关键词SMT interference data center performance predictability quality of service (QoS)
DOI10.1587/transfun.2019EAP1146
收录类别SCI
语种英语
资助项目National Key R&D Program of China[2016YFB1000201] ; National Natural Science Foundation of China[61702480] ; Primary Research & Development Plan of Shaanxi Province, China[2019TSLGY08-03] ; Youth Innovation Promotion Association of Chinese Academy of Sciences[2013073]
WOS研究方向Computer Science ; Engineering
WOS类目Computer Science, Hardware & Architecture ; Computer Science, Information Systems ; Engineering, Electrical & Electronic
WOS记录号WOS:000537799700001
出版者IEICE-INST ELECTRONICS INFORMATION COMMUNICATIONS ENG
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文献类型期刊论文
条目标识符http://119.78.100.204/handle/2XEOYT63/15260
专题中国科学院计算技术研究所期刊论文_英文
通讯作者Yu, Ningmei
作者单位1.Xian Univ Technol, Fac Automat & Informat Engn, Xian 710048, Peoples R China
2.Chinese Acad Sci, ICT, State Key Lab Comp Architecture, Beijing 100190, Peoples R China
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Jin, Xin,Yu, Ningmei,Zhou, Yaoyang,et al. Supporting Predictable Performance Guarantees for SMT Processors[J]. IEICE TRANSACTIONS ON FUNDAMENTALS OF ELECTRONICS COMMUNICATIONS AND COMPUTER SCIENCES,2020,E103A(6):806-820.
APA Jin, Xin.,Yu, Ningmei.,Zhou, Yaoyang.,Huang, Bowen.,Yu, Zihao.,...&Bao, Yungang.(2020).Supporting Predictable Performance Guarantees for SMT Processors.IEICE TRANSACTIONS ON FUNDAMENTALS OF ELECTRONICS COMMUNICATIONS AND COMPUTER SCIENCES,E103A(6),806-820.
MLA Jin, Xin,et al."Supporting Predictable Performance Guarantees for SMT Processors".IEICE TRANSACTIONS ON FUNDAMENTALS OF ELECTRONICS COMMUNICATIONS AND COMPUTER SCIENCES E103A.6(2020):806-820.
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