A New Allocation Scheme for Parallel Applications with Deadline and Security Constraints on Clusters

T. Xie, X. Qin
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引用次数: 30

Abstract

Parallel applications with deadline and security constraints are emerging in various areas like education, information technology, and business. However, conventional job schedulers for clusters generally do not take security requirements of realtime parallel applications into account when making allocation decisions. In this paper, we address the issue of allocating tasks of parallel applications on clusters subject to timing and security constraints in addition to precedence relationships. A task allocation scheme, or TAPADS (task allocation for parallel applications with deadline and security constraints), is developed to find an optimal allocation that maximizes quality of security and the probability of meeting deadlines for parallel applications. In addition, we proposed mathematical models to describe a system framework, parallel applications with deadline and security constraints, and security overheads. Experimental results show that TAPADS significantly improves the performance of clusters in terms of quality of security and schedulability over three existing allocation schemes
一种簇上有时限和安全约束的并行应用分配新方案
具有最后期限和安全约束的并行应用程序正在教育、信息技术和商业等各个领域出现。然而,集群的传统作业调度器在做出分配决策时通常不会考虑实时并行应用程序的安全需求。在本文中,除了优先级关系之外,我们还解决了在集群上受时间和安全约束的并行应用程序分配任务的问题。提出了一种任务分配方案,即TAPADS(带截止日期和安全约束的并行应用程序的任务分配),以找到一种最优分配方案,使并行应用程序的安全质量和满足截止日期的概率最大化。此外,我们提出了数学模型来描述系统框架、具有截止日期和安全约束的并行应用程序以及安全开销。实验结果表明,与现有的三种分配方案相比,TAPADS在安全性和可调度性方面显著提高了集群的性能
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