A. Rumyantsev, R. Nekrasova, S. Astafiev, A. Golovin
{"title":"Distributed Regenerative Simulation of a Speed Scaling Supercomputer","authors":"A. Rumyantsev, R. Nekrasova, S. Astafiev, A. Golovin","doi":"10.1109/CITDS54976.2022.9914096","DOIUrl":null,"url":null,"abstract":"In this paper we apply regenerative simulation and distributed computing to study the energy efficiency of a supercomputer with speed scaling. We use generalized semi-Markov processes to simulate the supercomputer in steady state, and perform exhaustive search of the optimal speed scaling policy in a small-scale heterogeneous model where the per-class amount of work has a heavy-tailed distribution. The preliminary simulation results are reported, which demonstrate the capabilities of the software packages used.","PeriodicalId":271992,"journal":{"name":"2022 IEEE 2nd Conference on Information Technology and Data Science (CITDS)","volume":"29 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2022-05-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2022 IEEE 2nd Conference on Information Technology and Data Science (CITDS)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/CITDS54976.2022.9914096","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0
Abstract
In this paper we apply regenerative simulation and distributed computing to study the energy efficiency of a supercomputer with speed scaling. We use generalized semi-Markov processes to simulate the supercomputer in steady state, and perform exhaustive search of the optimal speed scaling policy in a small-scale heterogeneous model where the per-class amount of work has a heavy-tailed distribution. The preliminary simulation results are reported, which demonstrate the capabilities of the software packages used.