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Data Management for the RedisDG Scientific Workflow Engine

机译:RediSDG科学工作流引擎的数据管理

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In this paper we investigate the general problem of controlling a scientic workflow service in termsof data management. We focus on the data managementproblem for the RedisDG scientific workflow engine.RedisDG is based on the Publish/Subscribe paradigmfor the interaction between the different componentsof the system, hence new issues appear for scheduling. Indeed, the Publish/Subscribe paradigm utilization introduces different challenging problems, among them the design of effective solutions for managing data, on the fly, when tasks are published. Our contributions are twofold. First we add new functionalities to the RedisDG workflow engine with scheduling decisions related to the allocation of data intensive jobs to compute units and according to an efficient management of data and second we introduce a large set of experiments tovalidate our approaches. We analyze our results and wealso sketch perspectives and insights. Experiments areconducted on the Grid'5000 testbed and the paper isa step forward to implement a 'Workflow engine as aService' (WaaS).
机译:在本文中,我们调查了数据管理中控制科学工作流程服务的一般问题。我们专注于RediSDG科学工作流引擎的数据管理问题.Redisdg是基于发布/订阅范例的不同组件之间的交互,因此新问题出现了调度。实际上,发布/订阅范式利用率引入了不同的具有挑战性问题,其中包括在发布任务时,在飞行时,为管理数据的有效解决方案的设计。我们的贡献是双重的。首先,我们向RediSDG工作流引擎添加新功能,并根据数据密集型工作分配与计算单元的调度决策,并根据数据的有效管理和第二种,我们引入了一大一组实验,以验证我们的方法。我们分析了我们的结果和威尔索素描视角和见解。实验在网格5000试验台上导致,纸质ISA向前迈出,实施“工作流引擎作为Aservice”(WAAS)。

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