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mc4qcd: Online Analysis Tool for Lattice QCD

机译:mc4qcd:莱迪思QCD的在线分析工具

摘要

mc4qcd is a web based collaboration tool for analysis of Lattice QCD data.Lattice QCD computations consists of a large scale Markov Chain Monte Carlo.Multiple measurements are performed at each MC step. Our system acquires thedata by uploading log files, parses them for results of measurements, filtersthe data, mines for required information by aggregating results, represents theresults as plots and histograms, and it further allows refining and interactionby fitting the results. The system computes moving averages andautocorrelations, builds bootstrap samples and bootstrap errors, and allowsmodeling the data using Bayesian correlated constrained linear and non-linearfits. It can be scripted to allow real time visualization of results form anongoing computation. The system is modular and it can be adapted to automatingthe analysis workflow of different types of MC computations.
机译:mc4qcd是用于分析莱迪思QCD数据的基于Web的协作工具。莱迪思QCD的计算由大规模的马尔可夫链蒙特卡罗方法组成。每个MC步骤均进行多次测量。我们的系统通过上传日志文件来获取数据,对它们进行分析以得到测量结果,对数据进行过滤,通过汇总结果来挖掘所需的信息,将结果表示为图和直方图,并通过拟合结果进一步完善和交互。该系统计算移动平均值和自相关,建立自举样本和自举误差,并允许使用贝叶斯相关约束线性和非线性拟合对数据建模。可以编写脚本以允许从无用计算实时显示结果。该系统是模块化的,可以适用于自动化不同类型的MC计算的分析工作流程。

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