Comparative I/O workload characterization of two leadership class storage clusters

Raghul Gunasekaran, S. Oral, Jason Hill, Ross G. Miller, Feiyi Wang, Dustin Leverman
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引用次数: 32

Abstract

The Oak Ridge Leadership Computing Facility (OLCF) is a leader in large-scale parallel file system development, design, deployment and continuous operation. For the last decade, the OLCF has designed and deployed two large center-wide parallel file systems. The first instantiation, Spider 1, served the Jaguar supercomputer and its predecessor, Spider 2, now serves the Titan supercomputer, among many other OLCF computational resources. The OLCF has been rigorously collecting file and storage system statistics from these Spider systems since their transition to production state. In this paper we present the collected I/O workload statistics from the Spider 2 system and compare it to the Spider 1 data. Our analysis show that the Spider 2 workload is more more write-heavy I/O compared to Spider 1 (75% vs. 60%, respectively). The data also show the OLCF storage policies such as periodic purges are effectively managing the capacity resource of Spider 2. Furthermore, due to improvements in tdm_multipath and ib_srp software, we are utilizing the Spider 2 system bandwidth and latency resources more effectively. The Spider 2 bandwidth usage statistics shows that our system is working within the design specifications. However, it is also evident that our scientific applications can be more effectively served by a burst buffer storage layer. All the data has been collected by monitoring tools developed for the Spider ecosystem. We believe the observed data set and insights will help us better design the next-generation Spider file and storage system. It will also be helpful to the larger community for building more effective large-scale file and storage systems.
比较两个领导级存储集群的I/O工作负载特性
橡树岭领导计算设施(OLCF)是大规模并行文件系统开发、设计、部署和持续运行的领导者。在过去十年中,OLCF设计并部署了两个大型的中心范围的并行文件系统。第一个实例“蜘蛛1”服务于美洲虎超级计算机,它的前身“蜘蛛2”现在服务于泰坦超级计算机,以及许多其他OLCF计算资源。自从这些Spider系统转换到生产状态以来,OLCF一直严格地从它们收集文件和存储系统的统计信息。在本文中,我们展示了从Spider 2系统收集的I/O工作负载统计数据,并将其与Spider 1数据进行了比较。我们的分析表明,与Spider 1相比,Spider 2工作负载的写重I/O更多(分别为75%和60%)。数据还显示,OLCF存储策略(如定期清理)正在有效地管理Spider 2的容量资源。此外,由于tdm_multipath和ib_srp软件的改进,我们正在更有效地利用Spider 2系统带宽和延迟资源。Spider 2带宽使用统计数据表明,我们的系统在设计规范范围内工作。然而,同样明显的是,突发缓冲存储层可以更有效地服务于我们的科学应用。所有数据都是通过为蜘蛛生态系统开发的监测工具收集的。我们相信观察到的数据集和见解将帮助我们更好地设计下一代Spider文件和存储系统。它也将有助于更大的社区建立更有效的大规模文件和存储系统。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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