Storm Watch: A Tool for Visualizing Memory System Protocols

Trishul M. Chilimbi, T. Ball, S. Eick, J. Larus
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引用次数: 20

Abstract

Recent research has offered programmers increased options for programming parallel computers by exposing system policies (e.g., memory coherence protocols) or by providing several programming paradigms (e.g. message passing and shared memory) on the same platform. Increased flexibility can lead to higher performance, but it is also a double-edged sword that demands a programmer understand his or her application and system at a more fundamental level. Our system, Tempest, allows a programmer to select or implement communication and memory coherence policies that fit an application's communication patterns. With it, we have achieved substantial performance gains without making major changes in programs. However, the process of selecting, designing, and implementing coherence protocols is difficult and time consuming, without tools to supply detailed information about an application's behavior and interaction with the memory system. StormWatch is a new visualization tool that aids a programmer through four mechanisms: tightly-coupled bidirectionally linked views, interactive filters, animation, and performance slicing. Multiple views present several aspects of program behavior simultaneously and show the same phenomenon from different perspectives. Real-time linking between views enables a programmer to explore levels of abstraction by changing a view and observing the effect on other views. Interactive filters, along with bidirectional linking, can isolate the effects of statements, loops, procedures, or files. StormWatch can also animate a program's dynamic behavior to show the evolution of program execution and communication. Finally, performance slicing captures causality among events. The examples in the paper illustrate how StormWatch helped us substantially improve the performance of two applications.
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Storm Watch:一个可视化内存系统协议的工具
最近的研究通过公开系统策略(例如,内存一致性协议)或在同一平台上提供多个编程范例(例如消息传递和共享内存),为程序员提供了更多的并行计算机编程选择。增加的灵活性可以带来更高的性能,但它也是一把双刃剑,要求程序员在更基本的层面上理解他或她的应用程序和系统。我们的系统Tempest允许程序员选择或实现适合应用程序通信模式的通信和内存一致性策略。有了它,我们在没有对程序进行重大更改的情况下实现了显著的性能提升。然而,选择、设计和实现一致性协议的过程是困难和耗时的,没有工具来提供有关应用程序行为和与内存系统交互的详细信息。StormWatch是一个新的可视化工具,它通过四种机制来帮助程序员:紧密耦合的双向链接视图、交互式过滤器、动画和性能切片。多视角同时呈现程序行为的几个方面,从不同的角度展示同一现象。视图之间的实时链接使程序员能够通过更改视图和观察对其他视图的影响来探索抽象层次。交互式过滤器以及双向链接可以隔离语句、循环、过程或文件的效果。StormWatch还可以动画程序的动态行为,以显示程序执行和通信的演变。最后,性能切片捕获事件之间的因果关系。本文中的示例说明了StormWatch如何帮助我们大幅提高两个应用程序的性能。
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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