Logical Aspects of Massively Parallel and Distributed Systems

F. Neven
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引用次数: 0

Abstract

Database research has witnessed a renewed interest for data processing in distributed and parallel settings. While distributed and parallel data management systems have been around for quite some time, it is the rise of cloud computing and the advent of Big Data that presents the community with new challenges. This paper highlights recent research concerning the logical foundations of massively parallel and distributed systems. The first part of the paper concerns massively parallel systems where computation proceeds in a number of synchronized rounds. Here, the focus is on evaluation algorithms for conjunctive queries as well as on reasoning about correctness and optimization of such algorithms. The second part of the paper addresses a distributed asynchronous setting where eventual consistency comes into play. Here, the focus is on coordination-free computation and its relationship to logical monotonicity and Datalog programs.
大规模并行和分布式系统的逻辑方面
数据库研究见证了对分布式和并行设置中的数据处理的新兴趣。虽然分布式和并行数据管理系统已经存在了很长一段时间,但云计算的兴起和大数据的出现给社区带来了新的挑战。本文重点介绍了最近关于大规模并行和分布式系统的逻辑基础的研究。本文的第一部分涉及大规模并行系统,其中计算在许多同步轮中进行。在这里,重点是联合查询的评估算法,以及关于这些算法的正确性和优化的推理。本文的第二部分讨论了分布式异步设置,其中最终一致性发挥了作用。这里,重点是无坐标计算及其与逻辑单调性和Datalog程序的关系。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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