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Performance improvements for search systems using an integrated cache of lists + intersections

机译:使用列表+交叉点的集成缓存的搜索系统的性能改进

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摘要

Modern information retrieval systems use several levels of caching to speedup computation by exploiting frequent, recent or costly data used in the past. Previous studies show that the use of caching techniques is crucial in search engines, as it helps reducing query response times and processing workloads on search servers. In this work we propose and evaluate a static cache that acts simultaneously as list and intersection cache, offering a more efficient way of handling cache space. We also use a query resolution strategy that takes advantage of the existence of this cache to reorder the query execution sequence. In addition, we propose effective strategies to select the term pairs that should populate the cache. We also represent the data in cache in both raw and compressed forms and evaluate the differences between them using different configurations of cache sizes. The results show that the proposed Integrated Cache outperforms the standard posting lists cache in most of the cases, taking advantage not only of the intersection cache but also the query resolution strategy.
机译:现代信息检索系统通过利用过去使用的频繁,最近或昂贵的数据来利用多个级别的缓存来加速计算。以前的研究表明,使用缓存技术在搜索引擎中是至关重要的,因为它有助于减少查询响应时间和在搜索服务器上处理工作负载。在这项工作中,我们提出并评估了同时作为列表和交叉缓存的静态缓存,提供了更有效的处理缓存空间方式。我们还使用查询分辨率策略,该策略利用此缓存的存在来重新排序查询执行序列。此外,我们提出了有效的策略来选择应该填充缓存的术语对。我们还代表了原始和压缩表单中的缓存中的数据,并使用不同的高速缓存大小的不同配置评估它们之间的差异。结果表明,在大多数情况下,所提出的集成缓存优于标准帖子列表缓存,不仅利用交叉缓存,还利用查询分辨率策略。

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