{"title":"Leveraging Interconnect QoS Capabilities for Congestion-Aware MPI Communication","authors":"M. Khalilov, Aliaksei Slinka, Q. Zhang","doi":"10.1109/ExaMPI54564.2021.00006","DOIUrl":null,"url":null,"abstract":"Resource sharing between job allocations on production supercomputers often leads to traffic interference between MPI applications. Network congestion, a side effect of such resource sharing, results in substantial MPI latency degradation, making application performance unpredictable. We consider the traffic isolation capabilities of modern RDMA interconnects and propose a generic Priority Assignment algorithm that associates a priority with each network Send operation using information about the network latency in the past. Our implementation of Priority Assignment algorithm in UCX framework shows up to the 22 x GPCNeT benchmark improvement on 64 node cluster with InfiniBand EDR and OpenMPI in comparison to the reference UCX implementation. Packet-level simulation shows that proposed Priority Assignment algorithm helps to mitigate the effects of network congestion scaling up to the 512 nodes.","PeriodicalId":222289,"journal":{"name":"2021 Workshop on Exascale MPI (ExaMPI)","volume":"146 3","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2021-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"1","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2021 Workshop on Exascale MPI (ExaMPI)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ExaMPI54564.2021.00006","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 1
Abstract
Resource sharing between job allocations on production supercomputers often leads to traffic interference between MPI applications. Network congestion, a side effect of such resource sharing, results in substantial MPI latency degradation, making application performance unpredictable. We consider the traffic isolation capabilities of modern RDMA interconnects and propose a generic Priority Assignment algorithm that associates a priority with each network Send operation using information about the network latency in the past. Our implementation of Priority Assignment algorithm in UCX framework shows up to the 22 x GPCNeT benchmark improvement on 64 node cluster with InfiniBand EDR and OpenMPI in comparison to the reference UCX implementation. Packet-level simulation shows that proposed Priority Assignment algorithm helps to mitigate the effects of network congestion scaling up to the 512 nodes.