Cost-Efficient Scheduling of Workflow Applications with Deadline Constraint on IaaS Clouds

Jiahui Wang, Pengcheng Han, Jinchao Chen, Chenglie Du
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引用次数: 1

Abstract

Nowadays, the vast majority of workflow applications are deploying on clouds for fast execution. Meanwhile, the market-oriented and price-driven characteristics of cloud computing make cost become a factor that cannot be ignored and challenge traditional workflow scheduling algorithms which focus only on the optimization of finish time (a.k.a makespan). A general way to consider cost and makespan at the same time is to model the problem as a constrained optimization problem. In this paper, we study the deadline-constrained and cost-minimization workflow scheduling problem, and propose the cost-efficient scheduling with deadline constraint (CESDC) algorithm. CESDC is a typical list scheduling algorithm, and contains three scheduling phases: deadline distribution, task prioritization and service selection. CESDC firstly distributes deadline to tasks by their levels and workloads, then prioritizes tasks according to a modified upward rank, and finally assigns services to tasks which meets the sub-deadline and minimizes the cost. Experiment results demonstrate that CESDC performs better in terms of success ratio and cost than those of several state-of-the-art approaches.
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IaaS云上具有截止日期约束的工作流应用的经济高效调度
如今,为了快速执行,绝大多数工作流应用程序都部署在云上。同时,云计算的市场化和价格驱动的特点使得成本成为一个不可忽视的因素,对传统的只关注完成时间(makespan)优化的工作流调度算法提出了挑战。同时考虑成本和完工时间的一般方法是将问题建模为约束优化问题。研究了工期约束和成本最小化的工作流调度问题,提出了具有工期约束的成本高效调度算法(CESDC)。CESDC是一种典型的列表调度算法,它包含截止日期分配、任务优先级排序和服务选择三个调度阶段。CESDC首先根据任务的级别和工作量分配任务的截止日期,然后根据修改后的向上排序对任务进行优先级排序,最后将服务分配给满足子截止日期且成本最小的任务。实验结果表明,CESDC在成功率和成本方面都优于几种最先进的方法。
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