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首页> 外文期刊>Journal of Grid Computing >An Evaluation of the Cost and Performance of Scientific Workflows on Amazon EC2
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An Evaluation of the Cost and Performance of Scientific Workflows on Amazon EC2

机译:在Amazon EC2上评估科学工作流程的成本和性能

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摘要

Workflows are used to orchestrate data-intensive applications in many different scientific domains. Workflow applications typically communicate data between processing steps using intermediate files. When tasks are distributed, these files are either transferred from one computational node to another, or accessed through a shared storage system. As a result, the efficient management of data is a key factor in achieving good performance for workflow applications in distributed environments. In this paper we investigate some of the ways in which data can be managed for workflows in the cloud. We ran experiments using three typical workflow applications on Amazon’s EC2 cloud computing platform. We discuss the various storage and file systems we used, describe the issues and problems we encountered deploying them on EC2, and analyze the resulting performance and cost of the workflows.
机译:工作流用于协调许多不同科学领域中的数据密集型应用程序。工作流应用程序通常使用中间文件在处理步骤之间传递数据。分发任务时,这些文件要么从一个计算节点传输到另一个计算节点,要么通过共享存储系统进行访问。因此,数据的有效管理是在分布式环境中为工作流应用程序实现良好性能的关键因素。在本文中,我们研究了可以在云中为工作流管理数据的一些方法。我们使用Amazon EC2云计算平台上的三个典型工作流程应用程序进行了实验。我们讨论了我们使用的各种存储和文件系统,描述了在EC2上部署它们时遇到的问题和问题,并分析了由此产生的性能和工作流程成本。

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