可逆c++代码的自动生成及其在可伸缩动态蒙特卡罗应用中的性能

M. Schordan, T. Oppelstrup, D. Jefferson, P. Barnes, D. Quinlan
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引用次数: 18

摘要

十多年来,逆向计算已经成为大规模并行离散事件模拟(PDES)中的一个核心概念,建立任意C/ c++代码可逆性的完全自动代码生成一直是研究和工程的目标。为PDES实现的仿真模型越来越复杂,规模也越来越大,并且在构建仿真模型时需要各种语言特性来支持抽象、封装和组合。在本文中,我们重点研究了用c++编写的并行仿真模型,并提出了用c++实现的动态蒙特卡罗应用程序全自动生成可逆代码的方法和评价。尽管我们的技术引入了显著的运行时开销,但确保反向代码自动正确生成是一个巨大的胜利,它允许仿真模型开发人员使用整个c++语言编写正向事件代码,并将该代码自动转换为可逆代码,以便与Rensselaer的乐观仿真系统(ROSS)并行执行。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Automatic Generation of Reversible C++ Code and Its Performance in a Scalable Kinetic Monte-Carlo Application
The fully automatic generation of code that establishes the reversibility of arbitrary C/C++ code has been a target of research and engineering for more than a decade as reverse computation has become a central notion in large scale parallel discrete event simulation (PDES). The simulation models that are implemented for PDES are of increasing complexity and size and require various language features to support abstraction, encapsulation, and composition when building a simulation model. In this paper we focus on parallel simulation models that are written in C++ and present an approach and an evaluation for a fully automatically generated reversible code for a kinetic Monte-Carlo application implemented in C++. Although a significant runtime overhead is introduced with our technique, the assurance that the reverse code is generated automatically and correctly, is an enormous win that allows simulation model developers to write forward event code using the entire C++ language, and have that code automatically transformed into reversible code to enable parallel execution with the Rensselaer's Optimistic Simulation System (ROSS).
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