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A Hardware-Accelerated Solution for Hierarchical Index-Based Merge-Join

机译:基于分层索引的合并联接的硬件加速解决方案

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摘要

Hardware acceleration throughfield programmable gate arrays (FPGAs)has recently become a technique of growing interest for many data-intensive applications. Join query is one of the most fundamental database query types useful in relational database management systems. However, the available solutions so far have been beset by higher costs in comparison to other query types. In this paper, we develop a novel solution to accelerate the processing of sort-merge join queries with low match rates. Specifically, our solution makes use of hierarchical indexes to identify result-yielding regions in the solution space in order to take advantage of result sparseness. Further, in addition to one-dimensionalequi-joinquery processing, our solution supports processing of multidimensional similarity join queries. Experimental results show that our solution is superior to the best existing method in a low match rate setting; the method achieves a speedup factor of 4.8 for join queries with a match rate of 5 percent.
机译:通过 n 现场可编程门阵列(FPGA)进行的硬件加速最近已成为人们越来越感兴趣的技术许多数据密集型应用程序。联接查询是在关系数据库管理系统中有用的最基本的数据库查询类型之一。但是,到目前为止,与其他查询类型相比,可用的解决方案被更高的成本所困扰。在本文中,我们开发了一种新颖的解决方案,以加快低匹配率的排序合并联接查询的处理。具体来说,我们的解决方案利用层次索引来标识解决方案空间中的结果生成区域,以便利用结果稀疏性。此外,除了一维 n <斜体xmlns:xlink = “ http://www.w3.org/1999/xlink ”> equi-join n查询处理外,我们的解决方案还支持处理多维相似性联接查询。实验结果表明,在低匹配率设置下,我们的解决方案优于现有的最佳方法。该方法为5%的匹配率的联接查询实现了4.8的加速因子。

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