Predicting Cross-Core Performance Interference on Multicore Processors with Regression Analysis
文献类型：期刊论文
| 作者 | Zhao, Jiacheng2,3; Cui, Huimin2; Xue, Jingling1; Feng, Xiaobing2 |
| 刊名 | IEEE TRANSACTIONS ON PARALLEL AND DISTRIBUTED SYSTEMS
 |
| 出版日期 | 2016-05-01 |
| 卷号 | 27期号:5页码:1443-1456 |
| 关键词 | Cross-core performance interference memory subsystems multicore processors performance analysis prediction model |
| ISSN号 | 1045-9219 |
| DOI | 10.1109/TPDS.2015.2442983 |
| 英文摘要 | Despite their widespread adoption in cloud computing, multicore processors are heavily under-utilized in terms of computing resources. To avoid the potential for negative and unpredictable interference, co-location of a latency-sensitive application with others on the same multicore processor is disallowed, leaving many cores idle and causing low machine utilization. To enable co-location while providing QoS guarantees, it is challenging but important to predict performance interference between co-located applications. We observed that the performance degradation of an application can be represented as a piecewise predictor function of the aggregate pressures on shared resources from all cores. Based on this observation, we propose to adopt regression analysis to build a predictor function for an application. Furthermore, the prediction model thus obtained for an application is able to characterize its contentiousness and sensitivity. Validation using a large number of single-threaded and multi-threaded benchmarks and nine real-world datacenter applications on two different platforms shows that our approach is also precise, with an average error not exceeding 0.4 percent. |
| 资助项目 | National High Technology Research and Development Program of China[2012AA010902] ; National High Technology Research and Development Program of China[2015AA011505] ; National Natural Science Foundation of China[61202055] ; National Natural Science Foundation of China[61221062] ; National Natural Science Foundation of China[61303053] ; National Natural Science Foundation of China[61432016] ; National Natural Science Foundation of China[61402445] ; National Basic Research Program of China[2011CB302504] ; Australian Research Council (ARC)[DP110104628] ; Australian Research Council (ARC)[DP130101970] |
| WOS研究方向 | Computer Science ; Engineering |
| 语种 | 英语 |
| WOS记录号 | WOS:000374238100016 |
| 出版者 | IEEE COMPUTER SOC |
| 源URL | [http://119.78.100.204/handle/2XEOYT63/8480]  |
| 专题 | 中国科学院计算技术研究所期刊论文_英文 |
| 通讯作者 | Zhao, Jiacheng; Cui, Huimin; Xue, Jingling; Feng, Xiaobing |
| 作者单位 | 1.Univ New S Wales, Sch Comp Sci & Engn, Sydney, NSW, Australia 2.Chinese Acad Sci, Inst Comp Technol, State Key Lab Comp Architecture, Beijing, Peoples R China 3.Univ Chinese Acad Sci, Sch Comp & Control Engn, Beijing, Peoples R China |
| 推荐引用方式 GB/T 7714 | Zhao, Jiacheng,Cui, Huimin,Xue, Jingling,et al. Predicting Cross-Core Performance Interference on Multicore Processors with Regression Analysis[J]. IEEE TRANSACTIONS ON PARALLEL AND DISTRIBUTED SYSTEMS,2016,27(5):1443-1456. |
| APA | Zhao, Jiacheng,Cui, Huimin,Xue, Jingling,&Feng, Xiaobing.(2016).Predicting Cross-Core Performance Interference on Multicore Processors with Regression Analysis.IEEE TRANSACTIONS ON PARALLEL AND DISTRIBUTED SYSTEMS,27(5),1443-1456. |
| MLA | Zhao, Jiacheng,et al."Predicting Cross-Core Performance Interference on Multicore Processors with Regression Analysis".IEEE TRANSACTIONS ON PARALLEL AND DISTRIBUTED SYSTEMS 27.5(2016):1443-1456. |
入库方式： OAI收割
来源：计算技术研究所
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