跨PCIe总线更快:用于轻量级解压缩的GPU库:包括支持补丁压缩方案

Eyal Rozenberg, P. Boncz
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引用次数: 16

摘要

这篇短文介绍了在自由/开源软件库Giddy中实现的GPU轻量级解压缩算法集合——这是第一个提供此类功能的库。由于压缩的使用在改善PCIe数据传输瓶颈方面很重要,我们相信这个库及其组成实现可以作为gpu加速dbms以及其他数据密集型系统中有用的构建块。本文还包括对面向gpu的补丁压缩方案的初步探索。修补使压缩比对异常值具有鲁棒性,并且对于现实数据非常重要,现实数据(与许多合成基准数据集相比)表现出不均匀的数据分布和噪声。对Giddy中未打补丁和打补丁的方案进行了实验评价。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Faster across the PCIe bus: a GPU library for lightweight decompression: including support for patched compression schemes
This short paper present a collection of GPU lightweight decompression algorithms implementations within a FOSS library, Giddy - the first to be published to offer such functionality. As the use of compression is important in ameliorating PCIe data transfer bottlenecks, we believe this library and its constituent implementations can serve as useful building blocks in GPU-accelerated DBMSes --- as well as other data-intensive systems. The paper also includes an initial exploration of GPU-oriented patched compression schemes. Patching makes compression ratio robust against outliers, and is important with real-life data, which (in contrast to many synthetic benchmark datasets) exhibits non-uniform data distributions and noise. An experimental evaluation of both the unpatched and the patched schemes in Giddy is included.
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