Analysis of job arrival patterns and parallel scheduling performance

被引:19
|
作者
Squillante, MS [1 ]
Yao, DD
Zhang, L
机构
[1] IBM Corp, Thomas J Watson Res Ctr, Yorktown Hts, NY 10598 USA
[2] Chinese Univ Hong Kong, SEEM Dept, Shatin, NT, Peoples R China
关键词
parallel scheduling; traffic modeling; queueing analysis; heavy-tail distributions; parallel and distributed systems;
D O I
10.1016/S0166-5316(99)00035-8
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper we present a study of the job arrival patterns from a parallel computing system and the impact of such arrival patterns on the performance of parallel scheduling strategies. Using workload data from the Cornell Theory Center, we develop a class of traffic models to characterize these arrival patterns. Our analysis of the job arrival data illustrates traffic patterns that exhibit heavy-tailed behavior and other characteristics which are quite different from the arrival processes used in previous studies of parallel scheduling. We then investigate the impact of these arrival traffic patterns on the performance of parallel space-sharing strategies, including the derivation of some scheduling optimality results. (C) 1999 Published by Elsevier Science B.V. All rights reserved.
引用
收藏
页码:137 / 163
页数:27
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