Nusrat S. Islam, Xiaoyi Lu, Md. Wasi-ur-Rahman, D. Panda
{"title":"SOR-HDFS: a SEDA-based approach to maximize overlapping in RDMA-enhanced HDFS","authors":"Nusrat S. Islam, Xiaoyi Lu, Md. Wasi-ur-Rahman, D. Panda","doi":"10.1145/2600212.2600715","DOIUrl":null,"url":null,"abstract":"In this paper, we propose SOR-HDFS, a SEDA (Staged Event-Driven Architecture)-based approach to improve the performance of HDFS Write operation. This design not only incorporates RDMA-based communication over InfiniBand but also maximizes overlapping among different stages of data transfer and I/O. Performance evaluations show that, the new design improves the aggregated write throughput of Enhanced DFSIO benchmark in Intel HiBench by up to 64% and reduces the job execution time by 37% compared to IPoIB (IP over InfiniBand). Compared to the previous best RDMA-enhanced design [4], the improvements in throughput and execution time are 30% and 20%, respectively. Our design can also improve the performance of HBase Put operation by up to 53% over IPoIB and 29% compared to the previous best RDMA-enhanced HDFS. To the best of our knowledge, this is the first design of SEDA-based HDFS in the literature.","PeriodicalId":330072,"journal":{"name":"IEEE International Symposium on High-Performance Parallel Distributed Computing","volume":"5 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2014-06-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"31","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"IEEE International Symposium on High-Performance Parallel Distributed Computing","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1145/2600212.2600715","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 31
Abstract
In this paper, we propose SOR-HDFS, a SEDA (Staged Event-Driven Architecture)-based approach to improve the performance of HDFS Write operation. This design not only incorporates RDMA-based communication over InfiniBand but also maximizes overlapping among different stages of data transfer and I/O. Performance evaluations show that, the new design improves the aggregated write throughput of Enhanced DFSIO benchmark in Intel HiBench by up to 64% and reduces the job execution time by 37% compared to IPoIB (IP over InfiniBand). Compared to the previous best RDMA-enhanced design [4], the improvements in throughput and execution time are 30% and 20%, respectively. Our design can also improve the performance of HBase Put operation by up to 53% over IPoIB and 29% compared to the previous best RDMA-enhanced HDFS. To the best of our knowledge, this is the first design of SEDA-based HDFS in the literature.