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ID 64011
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Zhou, Xudong Graduate School of Natural Science and Technology, Okayama University
Funabiki, Nobuo Graduate School of Natural Science and Technology, Okayama University Kaken ID publons researchmap
Htet, Hein Graduate School of Natural Science and Technology, Okayama University
Kamoyedji, Ariel Graduate School of Natural Science and Technology, Okayama University
Anggraini, Irin Tri Graduate School of Natural Science and Technology, Okayama University
Huo, Yuanzhi Graduate School of Natural Science and Technology, Okayama University
Syaifudin, Yan Watequlis Information Technology Department, State Polytechnic of Malang
Abstract
Currently, the User-PC computingsystem (UPC) has been studied as a low-cost and high-performance distributed computing platform. It uses idling resources of personal computers (PCs) in a group. The job-worker assignment for minimizing makespan is critical to determine the performance of the UPC system. Some applications need to execute a lot of uniform jobs that use the identical program but with slightly different data, where they take the similar CPU time on a PC. Then, the total CPU time of a worker is almost linear to the number of assigned jobs. In this paper, we propose a static assignment algorithm of uniform jobs to workers in the UPC system, using simultaneous linear equations to find the lower bound on makespan, where every worker requires the same CPU time to complete the assigned jobs. For the evaluations of the proposal, we consider the uniform jobs in three applications. In OpenPose, the CNN-based keypoint estimation program runs with various images of human bodies. In OpenFOAM, the physics simulation program runs with various parameter sets. In code testing, two open-source programs run with various source codes from students for the Android programming learning assistance system (APLAS). Using the proposal, we assigned the jobs to six workers in the testbed UPC system and measured the CPU time. The results show that makespan was reduced by 10% on average, which confirms the effectiveness of the proposal.
Keywords
UPC
distributed computing platform
uniform job
static assignment
linear equations
Published Date
2022-10-07
Publication Title
Algorithms
Volume
volume15
Issue
issue10
Publisher
MDPI
Start Page
369
ISSN
1999-4893
Content Type
Journal Article
language
English
OAI-PMH Set
岡山大学
Copyright Holders
© 2022 by the authors.
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publisher
DOI
Web of Science KeyUT
Related Url
isVersionOf https://doi.org/10.3390/a15100369
License
https://creativecommons.org/licenses/by/4.0/