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SYNCHRONIZING DATA STREAM PROCESSING

机译:同步数据流处理

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摘要

Synchronization of data stream processing has a significant impact on performance of systems where processing of long sequences of data items needs to be done simultaneously. In earlier works on stream processing, synchronization has been discussed to a limited extent or has been completely overlooked. This work describes a formal model of synchronization in a data stream processing network. We use a notation of data stream processing networks to identify circumstances that necessitate synchronization and express processing of data items in a data stream processing network in terms of database transactions. A technique similar to timestamp ordering of database transactions is used to solve the problems. A solution is presented as a set of rules that govern processing of individual data items. A proof of correctness for the strategy used is also provided.
机译:数据流处理的同步对需要同时处理较长数据序列的系统的性能产生重大影响。在早期的流处理工作中,对同步进行了有限的讨论或被完全忽略了。这项工作描述了数据流处理网络中同步的形式化模型。我们使用数据流处理网络的符号来标识需要同步的情况,并根据数据库事务来表达数据流处理网络中数据项的处理。解决该问题的技术类似于数据库事务的时间戳排序。解决方案以一组规则来表示,这些规则管理单个数据项的处理。还提供了所用策略正确性的证明。

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