High-Throughput BitPacking Compression

N. J. Lisa, T. D. A. Nguyen, Dirk Habich, Akash Kumar, Wolfgang Lehner
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引用次数: 2

Abstract

To efficiently support analytical applications from a data management perspective, in-memory column store database systems are state-of-the art. In this kind of database system, lossless lightweight integer compression schemes are crucial to keep the memory storage as low as possible and to speedup query processing. In this specific compression domain, BitPacking is one of the most frequently applied compression scheme. However, (de) compression should not come with any additional cost during run time, but should be provided transparently without compromising the overall system performance. To achieve that, we focus on acceleration of BitPacking using Field Programmable Gate Arrays (FPGAs). Therefore, we outline several FPGA designs for BitPacking in this paper. As we are going to show in our evaluation, our specific designs provide the BitPacking compression scheme with high-throughput.
高吞吐量BitPacking压缩
为了从数据管理的角度有效地支持分析应用程序,内存列存储数据库系统是最先进的。在这类数据库系统中,无损轻量级整数压缩方案对于保持尽可能低的内存存储和加速查询处理至关重要。在这个特定的压缩领域,BitPacking是最常用的压缩方案之一。但是,(de)压缩不应该在运行时带来任何额外的成本,而应该在不影响整体系统性能的情况下透明地提供。为了实现这一目标,我们专注于使用现场可编程门阵列(fpga)加速BitPacking。因此,我们在本文中概述了几种用于BitPacking的FPGA设计。正如我们将在评估中展示的那样,我们的特定设计提供了高吞吐量的BitPacking压缩方案。
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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