Python高性能计算框架:PyTrilinos, ODIN和Seamless

K. W. Smith, W. Spotz, S. Ross-Ross
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引用次数: 1

摘要

我们介绍了三个Python软件项目:PyTrilinos,用于从Python调用Trilinos分布式内存HPC求解器;优化的分布式NumPy (ODIN),用于分布式数组计算;无缝,用于自动,即时编译Python源代码。我们认为这三个项目结合在一起为Python中的高性能计算提供了一个框架。他们通过提供必要的功能(在ODIN和Seamless的情况下)和算法(在ODIN和PyTrilinos的情况下)为用户开发HPC应用程序提供了这个框架。它们一起解决了Python应用于高性能计算时的主要限制(真实的或想象的)。对每个项目进行了高层次的概述,包括简要说明这些项目如何协同工作以造福最终用户。
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A Python HPC Framework: PyTrilinos, ODIN, and Seamless
We present three Python software projects: PyTrilinos, for calling Trilinos distributed memory HPC solvers from Python; Optimized Distributed NumPy (ODIN), for distributed array computing; and Seamless, for automatic, Just-in-time compilation of Python source code. We argue that these three projects in combination provide a framework for high-performance computing in Python. They provide this framework by supplying necessary features (in the case of ODIN and Seamless) and algorithms (in the case of ODIN and PyTrilinos) for a user to develop HPC applications. Together they address the principal limitations (real or imagined) ascribed to Python when applied to high-performance computing. A high-level overview of each project is given, including brief explanations as to how these projects work in conjunction to the benefit of end users.
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