Recovering logical structure from Charm++ event traces

Katherine E. Isaacs, A. Bhatele, J. Lifflander, David Böhme, T. Gamblin, M. Schulz, B. Hamann, P. Bremer
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引用次数: 11

Abstract

Asynchrony and non-determinism in Charm++ programs present a significant challenge in analyzing their event traces. We present a new framework to organize event traces of parallel programs written in Charm++. Our reorganization allows one to more easily explore and analyze such traces by providing context through logical structure. We describe several heuristics to compensate for missing dependencies between events that currently cannot be easily recorded. We introduce a new task ordering that recovers logical structure from the non-deterministic execution order. Using the logical structure, we define several metrics to help guide developers to performance problems. We demonstrate our approach through two proxy applications written in Charm++. Finally, we discuss the applicability of this framework to other task-based runtimes and provide guidelines for tracing to support this form of analysis.
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从Charm++事件轨迹中恢复逻辑结构
在分析charm++程序的事件轨迹时,异步性和非确定性提出了一个重大挑战。我们提出了一个新的框架来组织用charm++编写的并行程序的事件轨迹。通过通过逻辑结构提供上下文,我们的重组允许人们更容易地探索和分析这些痕迹。我们描述了几种启发式方法,以补偿当前无法轻松记录的事件之间缺失的依赖关系。我们引入了一种新的任务排序,从不确定的执行顺序中恢复逻辑结构。使用逻辑结构,我们定义了几个指标来帮助指导开发人员解决性能问题。我们通过两个用Charm++编写的代理应用程序来演示我们的方法。最后,我们讨论了该框架对其他基于任务的运行时的适用性,并提供了支持这种分析形式的跟踪指南。
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