论文标题
增值税:多级钥匙值商店的渐近成本分析
VAT: Asymptotic Cost Analysis for Multi-Level Key-Value Stores
论文作者
论文摘要
在过去的几年中,越来越多的密钥价值(KV)商店设计,每个钥匙值(KV)商店的设计都针对不同的要求进行了优化。此外,随着存储技术的发展,KV商店的设计空间变得更加复杂。最近的KV商店设计针对的是快速存储设备,例如SSD和NVM。这些设计中的大多数旨在通过利用设备特性来减少数据重组过程中的扩增。但是,直到今天,大多数对KV商店设计的分析都是实验性的,并且仅限于特定的设计点。这使得很难比较跨不同设计的权衡,找到最佳配置并指导未来的KV商店设计。在本文中,我们介绍了可变的放大吞吐量分析(VAT),以计算插入路径放大及其对多级KV商店性能的影响。我们使用VAT来表达几个现有设计点的行为,并探索无法或易于测量实验的权衡取舍。增值税表明,通过在插入路径中插入随机性,KV商店可以减少超过10倍的快速存储设备的放大。键值分离和分层压实等技术分别减少了10倍和5倍。此外,VAT预测,设备技术向NVM的进步降低了使用键值分离和分层所带来的好处。
Over the past years, there has been an increasing number of key-value (KV) store designs, each optimizing for a different set of requirements. Furthermore, with the advancements of storage technology the design space of KV stores has become even more complex. More recent KV-store designs target fast storage devices, such as SSDs and NVM. Most of these designs aim to reduce amplification during data reorganization by taking advantage of device characteristics. However, until today most analysis of KV-store designs is experimental and limited to specific design points. This makes it difficult to compare tradeoffs across different designs, find optimal configurations and guide future KV-store design. In this paper, we introduce the Variable Amplification- Throughput analysis (VAT) to calculate insert-path amplification and its impact on multi-level KV-store performance.We use VAT to express the behavior of several existing design points and to explore tradeoffs that are not possible or easy to measure experimentally. VAT indicates that by inserting randomness in the insert-path, KV stores can reduce amplification by more than 10x for fast storage devices. Techniques, such as key-value separation and tiering compaction, reduce amplification by 10x and 5x, respectively. Additionally, VAT predicts that the advancements in device technology towards NVM, reduces the benefits from both using key-value separation and tiering.