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A Cloud-aware Autonomous Workflow Engine and Its Application to Gene Regulatory Networks Inference

机译:云感知自动工作流引擎及其在基因监管网络推论中的应用

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With the recent development of commercial Cloud offers, Cloud solutions are today the obvious solution for many computing use-cases. However, high performance scientific computing is still among the few domains where Cloud still raises more issues than it solves. Notably, combining the workflow representation of complex scientific applications with the dynamic allocation of resources in a Cloud environment is still a major challenge. In the meantime, users with monolithic applications are facing challenges when trying to move from classical HPC hardware to elastic platforms. In this paper, we present the structure of an autonomous workflow manager dedicated to IaaS-based Clouds (Infrastructure as a Service) with DaaS storage services (Data as a Service). The solution proposed in this paper fully handles the execution of multiple workflows on a dynamically allocated shared platform. As a proof of concept we validate our solution through a biologic application with the WASABI workflow.
机译:随着近期商业云优惠的发展,云解决方案今天是许多计算用例的明显解决方案。然而,高性能科学计算仍然是云仍然提出更多问题的少数域名。值得注意的是,将复杂科学应用程序的工作流表示与云环境中的资源的动态分配相结合仍然是一个重大挑战。与此同时,在尝试从经典HPC硬件移动到弹性平台时,具有单片应用的用户正面临挑战。在本文中,我们介绍了专用于基于IAAS的云(基础架构作为服务)的自主工作流管理器的结构(作为服务数据)。本文提出的解决方案完全处理动态分配的共享平台上的多个工作流的执行。作为概念证明,我们通过使用WASABI工作流程通过生物应用验证我们的解决方案。

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