| Paper Abstract and Keywords |
| Presentation |
2014-01-29 09:20
Performance Evaluation of Graph Database using Multicore and GPU Shin Morishima, Hiroki Matsutani (Keio Univ.) VLD2013-121 CPSY2013-92 RECONF2013-75 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
Graph databases use graph structures to store data sets as nodes, edges, and properties. They are used to store and search the relationships between a large number of nodes, such as social networking services and recommendation engines that use customer social graphs.
Since graph search queries typically require high computation power, in this paper, we accelerate the graph search functions (Dijkstra and A* algorithms) of a graph database Neo4j using multicore and graphics proceccing units (GPUs). We use 100,000-node graphs generated based on a degree distribution of Facebook social graph for evaluations. Although our initial evaluation results do not include overhead of building extra data structures, the results show that, compared to the original Neo4j, the 8-core parallelized version improves the Dijkstra and A* search performance by 16.2x and 13.8x, respectively. The GPU based implementation improves the Dijkstra and A* search performance by 26.2x and 32.8x, respectively. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
Structured storage / graph database / GPUs / multicore / / / / |
| Reference Info. |
IEICE Tech. Rep., vol. 113, no. 417, CPSY2013-92, pp. 113-118, Jan. 2014. |
| Paper # |
CPSY2013-92 |
| Date of Issue |
2014-01-21 (VLD, CPSY, RECONF) |
| 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) |
| Download PDF |
VLD2013-121 CPSY2013-92 RECONF2013-75 |
| Conference Information |
| Committee |
IPSJ-SLDM CPSY RECONF VLD |
| Conference Date |
2014-01-28 - 2014-01-29 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
Hiyoshi Campus, Keio University |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
FPGA Applications, etc |
| Paper Information |
| Registration To |
CPSY |
| Conference Code |
2014-01-SLDM-CPSY-RECONF-VLD |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
Performance Evaluation of Graph Database using Multicore and GPU |
| Sub Title (in English) |
|
| Keyword(1) |
Structured storage |
| Keyword(2) |
graph database |
| Keyword(3) |
GPUs |
| Keyword(4) |
multicore |
| Keyword(5) |
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| Keyword(6) |
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| Keyword(8) |
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| 1st Author's Name |
Shin Morishima |
| 1st Author's Affiliation |
Keio University (Keio Univ.) |
| 2nd Author's Name |
Hiroki Matsutani |
| 2nd Author's Affiliation |
Keio University (Keio Univ.) |
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| Speaker |
Author-1 |
| Date Time |
2014-01-29 09:20:00 |
| Presentation Time |
25 minutes |
| Registration for |
CPSY |
| Paper # |
VLD2013-121, CPSY2013-92, RECONF2013-75 |
| Volume (vol) |
vol.113 |
| Number (no) |
no.416(VLD), no.417(CPSY), no.418(RECONF) |
| Page |
pp.113-118 |
| #Pages |
6 |
| Date of Issue |
2014-01-21 (VLD, CPSY, RECONF) |