A Decoupled Scheduling Approach for the GrADS Program Development Environment

H. Dail, H. Casanova, F. Berman
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引用次数: 75

Abstract

Program development environments are instrumental in providing users with easy and efficient access to parallel computing platforms. While a number of such environments have been widely accepted and used for traditional HPC systems, there are currently no widely used environments for Grid programming. The goal of the Grid Application Development Software (GrADS) project is to develop a coordinated set of tools, libraries and run-time execution facilities for Grid program development. In this paper, we describe a Grid scheduler component that is integrated as part of the GrADS software system. Traditionally, application-level schedulers (e.g. AppLeS) have been tightly integrated with the application itself and were not easily applied to other applications. Our design is generic: we decouple the scheduler core (the search procedure) from the application-specific (e.g. application performance models) and platform-specific (e.g. collection of resource information) components used by the search procedure. We provide experimental validation of our approach for two representative regular, iterative parallel programs in a variety of real-world Grid testbeds. Our scheduler consistently outperforms static and user-driven scheduling methods.
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梯度程序开发环境下的解耦调度方法
程序开发环境有助于为用户提供对并行计算平台的简单和有效的访问。虽然许多这样的环境已被广泛接受并用于传统的HPC系统,但目前还没有广泛使用网格编程的环境。网格应用开发软件(GrADS)项目的目标是为网格程序开发开发一套协调的工具、库和运行时执行工具。在本文中,我们描述了一个网格调度器组件,它被集成为梯度软件系统的一部分。传统上,应用程序级调度器(例如apple)与应用程序本身紧密集成,不容易应用于其他应用程序。我们的设计是通用的:我们将调度器核心(搜索过程)与搜索过程使用的特定于应用程序(例如应用程序性能模型)和平台(例如资源信息收集)组件解耦。我们在各种现实世界的网格测试平台上对我们的方法进行了两个代表性的规则迭代并行程序的实验验证。我们的调度程序始终优于静态和用户驱动的调度方法。
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