Parallel-Correctness and Transferability for Conjunctive Queries under Bag Semantics

Bas Ketsman, F. Neven, Brecht Vandevoort
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引用次数: 4

Abstract

Single-round multiway join algorithms first reshuffle data over many servers and then evaluate the query at hand in a parallel and communication-free way. A key question is whether a given distribution policy for the reshuffle is adequate for computing a given query. This property is referred to as parallel-correctness. Another key problem is to detect whether the data reshuffle step can be avoided when evaluating subsequent queries. The latter problem is referred to as transfer of parallel-correctness. This paper extends the study of parallel-correctness and transfer of parallel-correctness of conjunctive queries to incorporate bag semantics. We provide semantical characterizations for both problems, obtain complexity bounds and discuss the relationship with their set semantics counterparts. Finally, we revisit both problems under a modified distribution model that takes advantage of a linear order on compute nodes and obtain tight complexity bounds.
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包语义下连接查询的并行正确性和可移植性
单轮多路连接算法首先在多个服务器上重新洗牌数据,然后以并行和无通信的方式评估手头的查询。一个关键问题是,重新洗牌的给定分布策略是否足以计算给定的查询。这个属性被称为并行正确性。另一个关键问题是在评估后续查询时检测是否可以避免数据重组步骤。后一个问题称为并行正确性的转移。本文扩展了连接查询并行正确性和并行正确性迁移的研究,将包语义纳入其中。我们给出了这两个问题的语义表征,获得了复杂度界,并讨论了它们与集合语义对应物的关系。最后,我们在一个改进的分布模型下重新讨论了这两个问题,该模型利用了计算节点的线性顺序并获得了紧密的复杂度界限。
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