通过过滤和控制消息来提高流应用程序的性能

Peng Li, J. Buhler
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引用次数: 1

摘要

在流计算应用中,可以对一些数据进行过滤,以减少计算和通信。但是,由于过滤,可能会丢失一些必要的信息。为了恢复丢失的信息,我们使用控制消息,它携带控制信息而不是输入数据。控制消息和输入数据之间的顺序必须精确,以保证正确的计算。本文研究了控制消息在抑制数据通信中的应用,以提高吞吐量。为了保证控制消息和输入数据的精确同步,我们提出了一种基于信用的协议,并证明了其正确性和安全性。结果表明,在控制消息的帮助下,应用程序的吞吐量可以与过滤比率成比例地提高。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Improving performance of streaming applications with filtering and control messages
In streaming computing applications, some data can be filtered to reduce computation and communication. Due to filtering, however, some necessary information might be lost. To recover lost information, we use control messages, which carry control information rather than input data. The order between control messages and input data must be precise to guarantee correct computations. In this paper, we study the use of control message in suppressing data communication, which improves throughput. To ensure precise synchronization between control messages and input data, we propose a credit-base protocol and prove its correctness and safety. Results show that with the help of control messages, the application throughput can be improved in proportion to filtering ratios.
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