Experiment Management and Analysis with perfbase

Joachim Worringen
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引用次数: 10

Abstract

Achieving the desired performance with application software, middleware or operating system components on a parallel computer like a cluster is a complex task. Typically, a high-dimensional parameter space has to be reduced to a small number of core parameters, which influence the performance most significantly, but still a large number of experiments is necessary to determine how the best performance can be achieved. Keeping track of these experiments to derive the correct conclusions is a major task. This paper presents perfbase, a set of front end tools and an SQL database as backend, which together form a system for the management and analysis of the output of experiments. In this context, an experiment is an execution of an application or library on a computer system. The output of such an experiment are one or more text files containing information on the execution of the application. This output is the input for perfbase which extracts specified information to store it in the database and make it available for management and analysis purposes in a consistent, fast and flexible manner
基于perfbase的实验管理与分析
在像集群这样的并行计算机上,通过应用软件、中间件或操作系统组件实现所需的性能是一项复杂的任务。通常,高维参数空间需要缩减到少数几个对性能影响最大的核心参数,但仍然需要大量的实验来确定如何实现最佳性能。跟踪这些实验以得出正确的结论是一项主要任务。本文提出了一套前端工具perfbase和一个SQL数据库作为后端,它们共同构成了一个对实验输出进行管理和分析的系统。在这种情况下,实验是在计算机系统上执行应用程序或库。这种实验的输出是一个或多个包含应用程序执行信息的文本文件。该输出是perfbase的输入,perfbase提取指定的信息以存储在数据库中,并以一致、快速和灵活的方式将其用于管理和分析目的
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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