Paper Abstract and Keywords |
Presentation |
2023-06-02 15:45
Resource Allocation Optimization of Distributed Infrastructure in Big Data Analysis Systems Rina Ueno, Hitoshi Yabusaki (Hitachi) SC2023-7 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
Big data analysis systems often use distributed analysis infrastructure to accelerate processing. Minimizing resource utilization costs and maximizing processing speed are important, especially in the cloud. This paper addresses the issue of resource optimization of the distributed analysis infrastructure for a big data analysis system that allows input of data of various lengths for processing that uses distributed analysis inside the system. Assuming that Ray is used as the distributed analysis infrastructure, we propose a method to instantly determine the optimal amount of resources for each task and amount of input data, taking into account transfer delays that occur when data and processing are transferred to each node. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
Distributed Processing / Resource Allocation / Big Data / Ray / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 123, no. 61, SC2023-7, pp. 38-41, June 2023. |
Paper # |
SC2023-7 |
Date of Issue |
2023-05-26 (SC) |
ISSN |
Online edition: ISSN 2432-6380 |
Copyright and reproduction |
All rights are reserved and no part of this publication may be reproduced or transmitted in any form or by any means, electronic or mechanical, including photocopy, recording, or any information storage and retrieval system, without permission in writing from the publisher. Notwithstanding, instructors are permitted to photocopy isolated articles for noncommercial classroom use without fee. (License No.: 10GA0019/12GB0052/13GB0056/17GB0034/18GB0034) |
Download PDF |
SC2023-7 |
Conference Information |
Committee |
SC |
Conference Date |
2023-06-02 - 2023-06-03 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
UBIC 3D Theater, University of Aizu |
Topics (in Japanese) |
(See Japanese page) |
Topics (in English) |
Services for AI Technology and DX, etc general |
Paper Information |
Registration To |
SC |
Conference Code |
2023-06-SC |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
Resource Allocation Optimization of Distributed Infrastructure in Big Data Analysis Systems |
Sub Title (in English) |
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Keyword(1) |
Distributed Processing |
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Resource Allocation |
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Big Data |
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Ray |
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1st Author's Name |
Rina Ueno |
1st Author's Affiliation |
Hitachi, Ltd., Research & Development Group, Center for Technology Innovation - Digital Service Platform (Hitachi) |
2nd Author's Name |
Hitoshi Yabusaki |
2nd Author's Affiliation |
Hitachi, Ltd., Research & Development Group, Center for Technology Innovation - Digital Service Platform (Hitachi) |
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Speaker |
Author-1 |
Date Time |
2023-06-02 15:45:00 |
Presentation Time |
25 minutes |
Registration for |
SC |
Paper # |
SC2023-7 |
Volume (vol) |
vol.123 |
Number (no) |
no.61 |
Page |
pp.38-41 |
#Pages |
4 |
Date of Issue |
2023-05-26 (SC) |
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