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Performance-Aware Data Placement in Hybrid Parallel File Systems

机译:混合并行文件系统中的性能感知数据放置

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Hybrid parallel file systems (PFS), which consist of both HDD and SSD servers, provide a promising solution for data-intensive applications. In this study, we propose a performance-aware data placement (PADP) strategy to enable efficient data layout in hybrid PFSs. The basic idea of PADP is to dispatch data on different file servers with adaptive varied-size file stripes based on the server storage performance. By using an effective data access cost model and a linear programming optimization method, the appropriate stripe sizes for each file server are determined effectively. We have implemented PADP within OrangeFS, a widely used parallel file system in HPC domain. Experimental results of representative benchmark show that PADP can significantly improve the I/O performance of hybrid PFSs.
机译:HYBRID并行文件系统(PFS)由HDD和SSD服务器组成,为数据密集型应用提供了有希望的解决方案。在本研究中,我们提出了一种性能感知数据放置(PADP)策略,以在混合PFSS中实现有效的数据布局。 PADP的基本概念是根据服务器存储性能,使用自适应变化大小的文件条带分派对不同文件服务器的数据。通过使用有效的数据访问成本模型和线性编程优化方法,有效地确定每个文件服务器的适当条带尺寸。我们在OrangeFS中实现了PACP,在HPC域中广泛使用的并行文件系统。代表性基准的实验结果表明,PADP可以显着提高混合PFSS的I / O性能。

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