RobuSTore: a distributed storage architecture with robust and high performance

Huaxia Xia
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引用次数: 44

Abstract

Emerging large-scale scientific applications require to access large data objects in high and robust performance. We propose RobuSTore, a storage architecture that combines erasure codes and speculative access mechanisms for parallel write and read in distributed environments. The mechanisms can effectively aggregate the bandwidth from a large number of distributed disks and statistically tolerate pear-disk performance variation. Our simulation results affirm the high and robust performance of RobuSTore in both write and read operations compared to traditional parallel storage systems. For example, for a 1GB data access using 64 disks, RobuSTore achieves average bandwidth of 186MBps for write and 400MBps for read, nearly 6x and 15x that achieved by a RAID-0 system. The standard deviation of access latency is only 0.5 second, about 9% of the write latency and 20% of the read latency, and a 5-fold improvement from RAID-0. The improvements are achieved at moderate cost: about 40% increase in I/O operations and 2x-3x increase in storage capacity utilization.
RobuSTore:一种具有鲁棒性和高性能的分布式存储架构
新兴的大规模科学应用需要以高性能和健壮的性能访问大型数据对象。我们提出了RobuSTore,这是一种结合了擦除码和推测访问机制的存储架构,用于在分布式环境中并行写入和读取。该机制可以有效地聚合来自大量分布式磁盘的带宽,并在统计上容忍梨盘性能变化。我们的仿真结果证实了与传统并行存储系统相比,RobuSTore在写和读操作方面具有较高的鲁棒性。例如,对于使用64块磁盘的1GB数据访问,RobuSTore的平均写带宽为186MBps,读带宽为400MBps,分别是RAID-0系统的近6倍和15倍。访问时延的标准差仅为0.5秒,约为写时延的9%和读时延的20%,比RAID-0提高了5倍。这些改进是以中等成本实现的:I/O操作增加了约40%,存储容量利用率提高了2 -3倍。
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