Paper Abstract and Keywords |
Presentation |
2016-09-13 16:10
Performance Analysis of MapReduce Shuffling Harunobu Daikoku, Hideyuki Kawashima, Osamu Tatebe (Univ. Tsukuba) DE2016-15 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
This paper analyzes shuffling performance of Apache Spark, which is one of the most popular MapReduce implementations in recent years. The performance of Sort-based Shuffle and Hash-based Shuffle, which are the two shuffle implementations provided by Spark 1.6.2, are evaluated and compared in terms of network I/O and disk I/O. The evaluation results showed that, while there was little difference between those two implementations in regards to network I/O, and more frequent disk I/O operations were confirmed on Hash-based implementation compared to Sort-based implementation, Hash-based Shuffle showed better performance than Sort-based Shuffle in terms of the overall execution time. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
MapReduce / Shuffle / Apache Spark / Performance Analysis / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 116, no. 214, DE2016-15, pp. 19-24, Sept. 2016. |
Paper # |
DE2016-15 |
Date of Issue |
2016-09-06 (DE) |
ISSN |
Print edition: ISSN 0913-5685 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) |
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DE2016-15 |
Conference Information |
Committee |
DE |
Conference Date |
2016-09-13 - 2016-09-15 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
Keio Univ. (Hiyoshi Campus) |
Topics (in Japanese) |
(See Japanese page) |
Topics (in English) |
Big Data Management, Information Retrieval, Knowledge Discovery, etc. |
Paper Information |
Registration To |
DE |
Conference Code |
2016-09-DE |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
Performance Analysis of MapReduce Shuffling |
Sub Title (in English) |
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MapReduce |
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Shuffle |
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Apache Spark |
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Performance Analysis |
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1st Author's Name |
Harunobu Daikoku |
1st Author's Affiliation |
University of Tsukuba (Univ. Tsukuba) |
2nd Author's Name |
Hideyuki Kawashima |
2nd Author's Affiliation |
University of Tsukuba (Univ. Tsukuba) |
3rd Author's Name |
Osamu Tatebe |
3rd Author's Affiliation |
University of Tsukuba (Univ. Tsukuba) |
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Speaker |
Author-1 |
Date Time |
2016-09-13 16:10:00 |
Presentation Time |
30 minutes |
Registration for |
DE |
Paper # |
DE2016-15 |
Volume (vol) |
vol.116 |
Number (no) |
no.214 |
Page |
pp.19-24 |
#Pages |
6 |
Date of Issue |
2016-09-06 (DE) |
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