| Paper Abstract and Keywords |
| Presentation |
2018-05-24 14:30
Visibility study of CNN implementation using High Speed Serial Optical Interconnection Juntaro Chikama, Yasuhiro Nakahara, Motoki Amagasaki, Morihiro Kuga, Msahiro Iida, Toshinori Sueyoshi (Kumamoto Univ.) RECONF2018-7 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
In this research, we realize a low power consumption and scalable system by implementing CNN on multi FPGA system.To solve a bottleneck between multi FPGAs, we use high-speed optical communication links.
We also proposed a implementation method that does not require complicated communication by simple division for each layer.
As a result of dividing CNN on two FPGAs, we found that the transfer latency was about 2% of the total. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
FPGA / high speed serial communication / optical communication / CNN / / / / |
| Reference Info. |
IEICE Tech. Rep., vol. 118, no. 63, RECONF2018-7, pp. 33-38, May 2018. |
| Paper # |
RECONF2018-7 |
| Date of Issue |
2018-05-17 (RECONF) |
| 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) |
| Notes on Review |
This article is a technical report without peer review, and its polished version will be published elsewhere. |
| Download PDF |
RECONF2018-7 |
| Conference Information |
| Committee |
RECONF |
| Conference Date |
2018-05-24 - 2018-05-25 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
GATE CITY OHSAKI |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
Deep Learning, Reconfigurable Systems, etc. |
| Paper Information |
| Registration To |
RECONF |
| Conference Code |
2018-05-RECONF |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
Visibility study of CNN implementation using High Speed Serial Optical Interconnection |
| Sub Title (in English) |
|
| Keyword(1) |
FPGA |
| Keyword(2) |
high speed serial communication |
| Keyword(3) |
optical communication |
| Keyword(4) |
CNN |
| Keyword(5) |
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| Keyword(6) |
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| 1st Author's Name |
Juntaro Chikama |
| 1st Author's Affiliation |
Kumamoto University (Kumamoto Univ.) |
| 2nd Author's Name |
Yasuhiro Nakahara |
| 2nd Author's Affiliation |
Kumamoto University (Kumamoto Univ.) |
| 3rd Author's Name |
Motoki Amagasaki |
| 3rd Author's Affiliation |
Kumamoto University (Kumamoto Univ.) |
| 4th Author's Name |
Morihiro Kuga |
| 4th Author's Affiliation |
Kumamoto University (Kumamoto Univ.) |
| 5th Author's Name |
Msahiro Iida |
| 5th Author's Affiliation |
Kumamoto University (Kumamoto Univ.) |
| 6th Author's Name |
Toshinori Sueyoshi |
| 6th Author's Affiliation |
Kumamoto University (Kumamoto Univ.) |
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| Speaker |
Author-1 |
| Date Time |
2018-05-24 14:30:00 |
| Presentation Time |
25 minutes |
| Registration for |
RECONF |
| Paper # |
RECONF2018-7 |
| Volume (vol) |
vol.118 |
| Number (no) |
no.63 |
| Page |
pp.33-38 |
| #Pages |
6 |
| Date of Issue |
2018-05-17 (RECONF) |