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Incremental Continuous Query Processing over Streams and Relations with Isolation Guarantees

机译:递增持续查询处理流和孤立担保的流和关系

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Stream processing has become an important research issue with the increase in stream data sources. Many stream processing systems need to reference non-streaming resources such as database relations to answer real world queries. Since database relation is a shared entity, it may be updated during the continuous query (CQ) execution by other database clients resulting in inconsistent query results (partly using the relation before update and partly after update). For this problem, an isolation model is needed to define the way in which these updates are reflected in the output of the stream-relation join. In this work we propose an incremental CQ processing approach with isolation guarantees which makes use of a monitor operator to transform the relational updates into stream tuples. Since database relations tend to be large, an in-memory T*-Tree index is used to increase the stream-relation join efficiency. Experiments are performed to prove that guaranteeing isolation solves the inconsistency problem and to show that the incremental computation and indexing improves the query throughput significantly.
机译:流处理已成为流数据源增加的重要研究问题。许多流处理系统需要引用非流化资源,例如数据库关系以回答现实世界查询。由于数据库关系是共享实体,因此可以在其他数据库客户端的连续查询(CQ)执行期间更新它,导致查询结果不一致(部分使用更新之前的关系)。对于此问题,需要一个隔离模型来定义这些更新在流关系连接的输出中反映的方式。在这项工作中,我们提出了一种具有孤立保证的增量CQ处理方法,该方法利用监视器运算符将关系更新转换为流元组。由于数据库关系往往很大,因此内存中的T * -tree索引用于增加流关系加入效率。进行实验以证明保证隔离解决了不一致问题,并表明增量计算和索引显着提高了查询吞吐量。

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