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Montera: A Framework for Efficient Execution of Monte Carlo Codes on Grid Infrastructures

机译:蒙特拉:有效执行网格基础结构上的蒙特卡洛代码的框架

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he objective of this work is to improve the performance of Monte Carlo codes on Grid production infrastructures. To do so, the codes and the grid sites are characterized with simple parameters to model their behaviors. Then, a new performance model for grid infrastructures is proposed, and an algorithm that employs this information is described. This algorithm dynamically calculates the number and size of tasks to execute on each site to maximize the performance and reduce makespan. Finally, a newly developed framework called Montera is presented. Montera deals with the execution of Monte Carlo codes in an unattended way, isolating the complexity of the problem from the final user. By employing two fusion Monte Carlo codes as example cases, along with the described characterizations and scheduling algorithm, a performance improvement up to 650 % over current best results is obtained on a real production infrastructure, together with enhanced stability and robustness.
机译:这项工作的目的是提高网格生产基础结构上的蒙特卡洛代码的性能。为此,使用简单的参数来表征代码和网格站点,以对它们的行为进行建模。然后,提出了一种新的网格基础设施性能模型,并描述了利用该信息的算法。该算法动态计算要在每个站点上执行的任务的数量和大小,以最大程度地提高性能并缩短制造周期。最后,介绍了一个新开发的名为Montera的框架。 Montera以无人值守的方式处理Monte Carlo代码的执行,从而将问题的复杂性与最终用户隔离开来。通过使用两个融合蒙特卡罗代码作为示例案例,以及所描述的表征和调度算法,在实际的生产基础架构上可获得比当前最佳结果高出650%的性能,同时还具有增强的稳定性和鲁棒性。

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