在分布式系统中协调适应

Brian Ensink, Vikram S. Adve
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引用次数: 35

摘要

分布式应用程序可以使用复杂的运行时适应策略来满足其性能或服务质量目标。除了基本应用程序中的通信之外,协调涉及多个流程的适应可能需要复杂的通信或同步。我们提出了概念上简单的高级指令和复杂的运行时算法,用于在分布式应用程序中自动透明地协调自适应。协调指令根据每个相关进程的相对计算进度指定何时进行调整。协调算法依靠简单的编译器转换来跟踪进程的进度,并在每个进程中本地异步地执行自适应更改。对两个自适应应用程序(并行PDE求解器和分布式视频跟踪代码)的自动协调算法的运行时开销的测量表明,这两个代码的开销都不到执行时间的1%,即使有相对频繁的调整,并且不随协调进程的数量而显着增长。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Coordinating adaptations in distributed systems
Distributed applications may use sophisticated runtime adaptation strategies to meet their performance or quality-of-service goals. Coordinating an adaptation that involves multiple processes can require complex communication or synchronization, in addition to communication in the base application. We propose conceptually simple high-level directives and a sophisticated runtime algorithm for coordinating adaptation automatically and transparently in distributed applications. The coordination directives specify when to adapt, in terms of the relative computational progress of each relevant process. The coordination algorithm relies on simple compiler transformations to track the progress of the processes, and performs the adaptive changes locally and asynchronously at each process. Measurements of the runtime overhead of the automatic coordination algorithm for two adaptive applications (a parallel PDE solver and a distributed video tracking code) show that the overhead is less than 1% of execution time for both these codes, even with relatively frequent adaptations, and does not grow significantly with the number of coordinating processes.
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