集中协调科学工作流系统的数据流量优化

S. Subramanian, P. Puntervoll, P. Sztromwasser
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引用次数: 5

摘要

科学工作流系统通过以松耦合的方式集成和协调地理分布的数据和算法服务,为科学实验提供便利。大多数科学的工作流引擎使用集中式协调作为执行工作流的方法选择,要求协调器(即工作流引擎)发送和接收组件服务的所有输入和输出数据。组件服务之间的这种间接数据通信增加了协调器的数据流量,降低了工作流的性能。为了优化这一点,我们提出了一种方法,将数据流从协调器动态委派给组件服务,并在组件服务之间直接传输数据。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Optimizing the Data-Traffic of Centrally Coordinated Scientific Workflow Systems
Scientific workflow systems facilitate scientific experiments by integrating and coordinating geographically distributed data and algorithmic services in a loosely coupled manner. Most scientific workflow-engines use centralized coordination as the choice of approach for executing workflows, requiring the coordinator (i.e., workflow-engine) to send and receive all input and output data of component services. Such indirect data communication between the component services increases the data-traffic of the coordinator and weakens the performance of the workflow. To optimize this, we propose an approach where data-flow is dynamically delegated from the coordinator to the component services, with direct transportation of data between the component services.
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