Scheduler for data-intensive workflows in public clouds

Walisson F. Pereira, L. Bittencourt, N. Fonseca
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引用次数: 6

Abstract

Data-intensive workflows can require the use of intermediary data storage in the order of terabytes. Thus, planning the execution of such workflows in the cloud considering only processing demand, regardless its data storage needs, leads to performance decrease and potential increase in costs. In this paper, we present an integer linear program scheduler that considers disk storage scheduling besides the task scheduling based on processor time. The proposed scheduler aims to achieve the lowest economic cost while serving a deadline set by the user. The results show that the scheduler can find good schedules in situations where the disk size of rented virtual machines is a limiting factor.
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用于公共云中数据密集型工作流的调度器
数据密集型工作流可能需要使用以tb为数量级的中间数据存储。因此,在云中规划这些工作流的执行时,只考虑处理需求,而不考虑其数据存储需求,会导致性能下降和潜在的成本增加。本文在考虑基于处理器时间的任务调度之外,提出了一种考虑磁盘存储调度的整数线性程序调度方法。提出的调度程序旨在实现最低的经济成本,同时服务于用户设定的最后期限。结果表明,在租用虚拟机的磁盘大小是一个限制因素的情况下,调度程序可以找到好的调度。
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