分布式查询处理的启发式算法

P. Bodorik, J. Riordon
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引用次数: 18

摘要

本文研究了使用广义连接处理分布式查询的启发式算法。由于这个优化问题是np困难的,启发式算法被认为是合理的。提出了一种启发式算法来形成/制定处理查询的策略。它有一个特殊的性质,它的开销是可以“控制”的:开销越高,它产生的策略就越好。查询测试平台上的建模用于证明在策略执行和表述延迟之间存在权衡。建模结果也支持这样一种观点,即许多研究人员提出的简单的贪婪启发式算法就足够了,因为它们很可能导致接近最优的策略,而增加形成策略的开销只会带来边际效益。策略制定和执行延迟都与策略指定的操作数量和部分结果的总大小有关。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Heuristic Algorithms For Distributed Query Processing
This paper examines heuristic algorithms for processing distributed queries using generalized joins. As this optimization problem is NP-hard heuristic algorithms are deemed to be justified. A heuristic algorithm to form/formulate strategies to process queries is presented. It has a special property in that its overhead can be “controlled”: The higher its overhead the better the strategies it produces. Modeling on a test-bed of queries is used to demonstrate that there is a trade-off between the strategy's execution and formulation delays. The modeling results also support the notion that simple greedy heuristic algorithms such as are proposed by many researchers are sufficient in that they are likely to lead to near-optimal strategies and that increasing the overhead in forming strategies is only marginally beneficial. Both the strategy formulation and execution delays are examined in relation to the number of operations specified by the strategy and the total size of partial results.
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