{"title":"Squeezing performance out of Arkouda","authors":"Elliot Ronaghan","doi":"10.1109/IPDPSW50202.2020.00119","DOIUrl":null,"url":null,"abstract":"This talk will highlight optimizations made to Arkouda, a Python package backed by Chapel that provides a key subset of the popular NumPy and Pandas interfaces at HPC scales. Optimizations such as aggregating communication have significantly improved Arkouda’s performance across a wide range of architectures. Key optimizations and benchmark results will be shown on architectures including a single node server, Ethernet and InfiniBand clusters, and a 512 node Cray supercomputer.","PeriodicalId":398819,"journal":{"name":"2020 IEEE International Parallel and Distributed Processing Symposium Workshops (IPDPSW)","volume":"53 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2020-05-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2020 IEEE International Parallel and Distributed Processing Symposium Workshops (IPDPSW)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/IPDPSW50202.2020.00119","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
This talk will highlight optimizations made to Arkouda, a Python package backed by Chapel that provides a key subset of the popular NumPy and Pandas interfaces at HPC scales. Optimizations such as aggregating communication have significantly improved Arkouda’s performance across a wide range of architectures. Key optimizations and benchmark results will be shown on architectures including a single node server, Ethernet and InfiniBand clusters, and a 512 node Cray supercomputer.