標題: | Two-tier project and job scheduling for SaaS cloud service providers |
作者: | Lin, Ying-Dar Thai, Minh-Tuan Wang, Chih-Chiang Lai, Yuan-Cheng 資訊工程學系 Department of Computer Science |
關鍵字: | Two-tier scheduling;SaaS scheduling;Backfilling;Slack factor |
公開日期: | 1-Jun-2015 |
摘要: | This study addresses a two-tier job scheduling problem for SaaS cloud Service providers which rely on resources leased from laaS cloud providers to achieve elasticity to computational power. In our model, a project represents a user request which consists of multiple jobs; the SaaS is obligated to complete projects using multiple resources leased from IaaS or PaaS providers. The goals are to reduce the project turn-around time and to support priority scheduling by employing suitable scheduling algorithms. We propose a set of two-tier backfilling algorithms which extend the well-known conservative backfilling algorithm with project slack-time and priority concepts. Among the proposed algorithms, Two-Tier Strict Backfilling (2TSB) does not allow preemption in job waiting queues. On the other hand, preemption is allowable in Two-tier Flexible Backfilling which has two versions: 2TFB and 2TFB-SF (slack factor). In 2TFB, a new incoming project can preempt waiting jobs but not waiting projects, while 2TFB-SF permits preemption in both job and project waiting queues. Two-Tier Priority Backfilling (2TPB) algorithm takes priority into account such that only high-priority projects can preempt the low-priority ones. The experimental results indicate that, compared with 2TSB, 2TPB could reduce the mean turn-around time of high-priority projects by more than 25%. (C) 2015 Elsevier Ltd. All rights reserved. |
URI: | http://dx.doi.org/10.1016/j.jnca.2015.02.008 http://hdl.handle.net/11536/124800 |
ISSN: | 1084-8045 |
DOI: | 10.1016/j.jnca.2015.02.008 |
期刊: | JOURNAL OF NETWORK AND COMPUTER APPLICATIONS |
Volume: | 52 |
起始頁: | 26 |
結束頁: | 36 |
Appears in Collections: | Articles |