{"title":"量化可组合数据中心利用率","authors":"M. Taubenblatt, A. Tantawi","doi":"10.1109/IPDPSW55747.2022.00206","DOIUrl":null,"url":null,"abstract":"Composable data centers have been a strong topic of research interest, with potential benefits including higher resource utilization, faster and independent refresh cycles, flex-ible/optimum resource allocation and better capital and oper-ational costs. In this paper we use a discrete event simulation model to provide a quantitative assessment of the utilization ben-efits for a composable system versus conventional. We consider a simple multi-server loss queue situation as well as two more realistic scenarios: a mixed memory size demand and a mixed ratio CPU-GPU demand. In all these scenarios, composable systems can provide many tens of percent utilization advantage over more conventional hardware deployments. We also explore the impact of size of the composable resource pool on utilization.","PeriodicalId":286968,"journal":{"name":"2022 IEEE International Parallel and Distributed Processing Symposium Workshops (IPDPSW)","volume":"1 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2022-05-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Quantifying Composable Data Center Utilization\",\"authors\":\"M. Taubenblatt, A. Tantawi\",\"doi\":\"10.1109/IPDPSW55747.2022.00206\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Composable data centers have been a strong topic of research interest, with potential benefits including higher resource utilization, faster and independent refresh cycles, flex-ible/optimum resource allocation and better capital and oper-ational costs. In this paper we use a discrete event simulation model to provide a quantitative assessment of the utilization ben-efits for a composable system versus conventional. We consider a simple multi-server loss queue situation as well as two more realistic scenarios: a mixed memory size demand and a mixed ratio CPU-GPU demand. In all these scenarios, composable systems can provide many tens of percent utilization advantage over more conventional hardware deployments. We also explore the impact of size of the composable resource pool on utilization.\",\"PeriodicalId\":286968,\"journal\":{\"name\":\"2022 IEEE International Parallel and Distributed Processing Symposium Workshops (IPDPSW)\",\"volume\":\"1 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2022-05-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2022 IEEE International Parallel and Distributed Processing Symposium Workshops (IPDPSW)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/IPDPSW55747.2022.00206\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2022 IEEE International Parallel and Distributed Processing Symposium Workshops (IPDPSW)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/IPDPSW55747.2022.00206","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Composable data centers have been a strong topic of research interest, with potential benefits including higher resource utilization, faster and independent refresh cycles, flex-ible/optimum resource allocation and better capital and oper-ational costs. In this paper we use a discrete event simulation model to provide a quantitative assessment of the utilization ben-efits for a composable system versus conventional. We consider a simple multi-server loss queue situation as well as two more realistic scenarios: a mixed memory size demand and a mixed ratio CPU-GPU demand. In all these scenarios, composable systems can provide many tens of percent utilization advantage over more conventional hardware deployments. We also explore the impact of size of the composable resource pool on utilization.