富有表现力的可重用工作流模板

Y. Gil, Paul T. Groth, V. Ratnakar, Christian Fritz
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引用次数: 38

摘要

工作流系统可以通过分布式数据处理来管理复杂的科学应用。尽管一些工作流系统可以用非常紧凑的抽象来表示数据集合,并有效地管理它们的执行,但迄今为止还没有方法来管理表达某些科学应用程序所需的应用程序组件集合。提出了一种在基本结构可重用的表达性工作流模板中处理组件和数据集合的方法。我们还提出了一种算法,可以将抽象的紧凑工作流模板精心设计成可执行的工作流,枚举所有要执行的计算。我们在Wings工作流系统中实现了该方法。我们的工作是由现实世界中复杂的科学应用程序驱动的,这些应用程序需要处理组件和数据的嵌套集合。
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Expressive Reusable Workflow Templates
Workflow systems can manage complex scientific applications with distributed data processing. Although some workflow systems can represent collections of data with very compact abstractions and manage their execution efficiently, there are no approaches to date to manage collections of application components required to express some scientific applications. We present an approach to handle collections of components and data alike in expressive workflow templates whose basic structure is reusable. We also present an algorithm that can elaborate abstract compact workflow templates into execution-ready workflows that enumerate all computations to be carried out. We implemented the proposed approach in the Wings workflow system. Our work is motivated by real-world complex scientific applications that require handling of nested collections of both components and data.
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