| Paper Abstract and Keywords |
| Presentation |
2023-08-02 09:45
A 1W/8R 20T SRAM Codebook for Deep Learning Processors to Reduce Main Memory Bandwidth Ryotaro Ohara, Masaya Kabuto, Masakazu Taichi, Atsushi Fukunaga, Yuto Yasuda, Riku Hamabe, Shintaro Izumi, Hiroshi Kawaguchi (Kobe Univ) SDM2023-44 ICD2023-23 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
We present a 1W8R 20T multi-port memory for codebook quantisation in deep learning processors, manufactured in a 40 nm process, achieving a memory read access time of 2.75 ns and power consumption of 2.7 pj/byte. In addition, simulations were performed based on the silicon results power obtained with the proposed memory, using NVIDIA's NVDLA deep learning processor as a motif. As a result, a reduction of 20.24% in power consumption and 26.24% in area was achieved. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
Codebook / multiport memory / deep neural network / / / / / |
| Reference Info. |
IEICE Tech. Rep., vol. 123, no. 144, ICD2023-23, pp. 41-44, Aug. 2023. |
| Paper # |
ICD2023-23 |
| Date of Issue |
2023-07-25 (SDM, ICD) |
| 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 |
SDM2023-44 ICD2023-23 |
| Conference Information |
| Committee |
SDM ICD ITE-IST |
| Conference Date |
2023-08-01 - 2023-08-03 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
Hokkaido Univ. Multimedia Education Bldg. 3F |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
Analog, Mixed Analog and Digital, RF, and Sensor Interface, Low Voltage/Low Power Techniques, Novel Devices/Circuits, and the Applications |
| Paper Information |
| Registration To |
ICD |
| Conference Code |
2023-08-SDM-ICD-IST |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
A 1W/8R 20T SRAM Codebook for Deep Learning Processors to Reduce Main Memory Bandwidth |
| Sub Title (in English) |
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| Keyword(1) |
Codebook |
| Keyword(2) |
multiport memory |
| Keyword(3) |
deep neural network |
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| 1st Author's Name |
Ryotaro Ohara |
| 1st Author's Affiliation |
Kobe University (Kobe Univ) |
| 2nd Author's Name |
Masaya Kabuto |
| 2nd Author's Affiliation |
Kobe University (Kobe Univ) |
| 3rd Author's Name |
Masakazu Taichi |
| 3rd Author's Affiliation |
Kobe University (Kobe Univ) |
| 4th Author's Name |
Atsushi Fukunaga |
| 4th Author's Affiliation |
Kobe University (Kobe Univ) |
| 5th Author's Name |
Yuto Yasuda |
| 5th Author's Affiliation |
Kobe University (Kobe Univ) |
| 6th Author's Name |
Riku Hamabe |
| 6th Author's Affiliation |
Kobe University (Kobe Univ) |
| 7th Author's Name |
Shintaro Izumi |
| 7th Author's Affiliation |
Kobe University (Kobe Univ) |
| 8th Author's Name |
Hiroshi Kawaguchi |
| 8th Author's Affiliation |
Kobe University (Kobe Univ) |
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| Speaker |
Author-1 |
| Date Time |
2023-08-02 09:45:00 |
| Presentation Time |
25 minutes |
| Registration for |
ICD |
| Paper # |
SDM2023-44, ICD2023-23 |
| Volume (vol) |
vol.123 |
| Number (no) |
no.143(SDM), no.144(ICD) |
| Page |
pp.41-44 |
| #Pages |
4 |
| Date of Issue |
2023-07-25 (SDM, ICD) |