Skitter:用于分布式响应式工作流的DSL

Mathijs Saey, Joeri De Koster, W. Meuter
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引用次数: 5

摘要

编写对大量传入数据作出反应的实时应用程序是一个难题,因为传入数据的数量意味着需要在集群架构上进行分布式执行。我们设想这样一个应用程序可以被创建为一个数据处理管道,它由一组通用的、反应性的组件组成,这些组件可以在其他应用程序中重用。然而,目前还没有编程模型或框架支持在集群架构上响应式地、可伸缩地执行这种管道。我们的工作介绍了响应式工作流的概念,这是一种结合了科学工作流和响应式编程概念的技术。响应式工作流支持将这些通用组件集成到单个工作流中,该工作流可以以响应式、可扩展的方式在集群架构上执行。为了部署这些响应式工作流,我们引入了一种领域特定的语言,称为Skitter。Skitter允许开发人员编写响应式组件,并将这些组件组合成响应式工作流,这些工作流可以通过Skitter的运行时系统分布在集群上。
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Skitter: a DSL for distributed reactive workflows
Writing real-time applications that react to vast amounts of incoming data is a hard problem, as the volume of incoming data implies the need for distributed execution on a cluster architecture. We envision such an application can be created as a data processing pipeline which consists of a set of generic, reactive components, which may be reused in other applications. However, there is currently no programming model or framework that enables the reactive, scalable execution of such a pipeline on a cluster architecture. Our work introduces the notion of reactive workflows, a technique that combines concepts from scientific workflows and reactive programming. Reactive workflows enable the integration of these generic components into a single workflow that can be executed on a cluster architecture in a reactive, scalable way. To deploy these reactive workflows, we introduce a domain specific language, called Skitter. Skitter enables developers to write reactive components and compose these into reactive workflows, which can be distributed over a cluster by Skitter’s runtime system.
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