朝向可变性管理,以定制高维索引实现

V. Köppen, Martin Schäler, R. Schröter
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引用次数: 12

摘要

越来越多的复杂数据需要有效地存储和查询这些数据的解决方案。加速各种查询类型的一种可能性是应用高维索引结构。在之前的工作中,我们引入了QuEval作为平台来为用户定义的用例评估这些索引。我们的设计允许使用新的索引结构实现轻松扩展QuEval。然而,根据我们的经验,我们在为特定用例定制索引结构实现时遇到了严峻的挑战。特别是,我们面临着管理同一索引的几个类似实现变体的挑战。因此,在本文中,我们通过一个简短的评估研究,展示了它的优点和缺点,强调了定制索引结构实现的必要性。最后,我们概述了适当的可变性管理方法,以解决前面提到的缺点。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Toward variability management to tailor high dimensional index implementations
The increasing amount of complex data requires a solution to store and query these data efficiently. One possibility to speed-up various query types is the application of high dimensional index structures. In prior work, we introduced QuEval as platform to evaluate these indexes for user-defined use cases. Our design allows to easily extend QuEval with new index structure implementations. However, based on our experiences, we encountered severe challenges by tailoring index structure implementations to specific use cases. In particular, we face challenges to manage several similar implementation variants of the same index. In this paper, we consequently show benefits and drawbacks that emphasize the necessity to tailor index structure implementations with the help of a short evaluation study. Finally, we outline approaches for adequate variability management to address the aforementioned drawbacks.
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