Presentation | 2018-12-06 Multi-FPGA implementation of deep learning applications Kazusa Musha, Akram Ben Ahmed, Kudoh Tomohiro, Hideharu Amano, |
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PDF Download Page | PDF download Page Link |
Abstract(in Japanese) | (See Japanese page) |
Abstract(in English) | FiC (Flow-in-Cloud) -SW is an FPGA-based switch board for deep learning applications. In this paper, we implemented a deep learning application on a multi FiC-SW system, and evaluated execution time and power efficiency. As a result, we achieved the power performance 6.74 GOPS/W as well as the latest FPGA research, and high execution performance 482 GOPS exceeding single FPGA by multi FPGA. |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | FPGA / Multi-FPGA / Deep Learning |
Paper # | RECONF2018-40 |
Date of Issue | 2018-11-28 (RECONF) |
Conference Information | |
Committee | VLD / DC / CPSY / RECONF / CPM / ICD / IE / IPSJ-SLDM / IPSJ-EMB / IPSJ-ARC |
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Conference Date | 2018/12/5(3days) |
Place (in Japanese) | (See Japanese page) |
Place (in English) | Satellite Campus Hiroshima |
Topics (in Japanese) | (See Japanese page) |
Topics (in English) | Design Gaia 2018 -New Field of VLSI Design- |
Chair | Noriyuki Minegishi(Mitsubishi Electric) / Satoshi Fukumoto(Tokyo Metropolitan Univ.) / Koji Nakano(Hiroshima Univ.) / Masato Motomura(Hokkaido Univ.) / Fumihiko Hirose(Yamagata Univ.) / Hideto Hidaka(Renesas) / Takayuki Hamamoto(Tokyo Univ. of Science) / Yutaka Tamiya(Fujitsu Laboratories) / 渡辺 晴美(東海大) / 井上 弘士(九大) |
Vice Chair | Nozomu Togawa(Waseda Univ.) / Hiroshi Takahashi(Ehime Univ.) / Hidetsugu Irie(Univ. of Tokyo) / Takashi Miyoshi(Fujitsu) / Yuichiro Shibata(Nagasaki Univ.) / Kentaro Sano(RIKEN) / Mayumi Takeyama(Kitami Inst. of Tech.) / Makoto Nagata(Kobe Univ.) / Hideaki Kimata(NTT) / Kazuya Kodama(NII) |
Secretary | Nozomu Togawa(NTT) / Hiroshi Takahashi(Aizu Univ.) / Hidetsugu Irie(Tokyo Inst. of Tech.) / Takashi Miyoshi(Nihon Univ.) / Yuichiro Shibata(Utsunomiya Univ.) / Kentaro Sano(Hokkaido Univ.) / Mayumi Takeyama(Hiroshima City Univ.) / Makoto Nagata(e-trees.Japan) / Hideaki Kimata(Toyohashi Univ. of Tech.) / Kazuya Kodama(NTT) / (Panasonic) / (Tohoku Univ.) / (KDDI Research) |
Assistant | / / Yasuaki Ito(Hiroshima Univ.) / Tomoaki Tsumura(Nagoya Inst. of Tech.) / Yuuki Kobayashi(NEC) / Hiroki Nakahara(Tokyo Inst. of Tech.) / Yasuo Kimura(Tokyo Univ. of Tech.) / Hideki Nakazawa(Hirosaki Univ.) / Tomoaki Terasako(Ehime Univ.) / Hiroyuki Ito(Tokyo Inst. of Tech.) / Masatoshi Tsuge(Socionext) / Tetsuya Hirose(Kobe Univ.) / Kazuya Hayase(NTT) / Yasutaka Matsuo(NHK) / Hiroe Iwasaki(NTT) |
Paper Information | |
Registration To | Technical Committee on VLSI Design Technologies / Technical Committee on Dependable Computing / Technical Committee on Computer Systems / Technical Committee on Reconfigurable Systems / Technical Committee on Component Parts and Materials / Technical Committee on Integrated Circuits and Devices / Technical Committee on Image Engineering / Special Interest Group on System and LSI Design Methodology / Special Interest Group on Embedded Systems / Special Interest Group on System Architecture |
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Language | JPN |
Title (in Japanese) | (See Japanese page) |
Sub Title (in Japanese) | (See Japanese page) |
Title (in English) | Multi-FPGA implementation of deep learning applications |
Sub Title (in English) | |
Keyword(1) | FPGA |
Keyword(2) | Multi-FPGA |
Keyword(3) | Deep Learning |
1st Author's Name | Kazusa Musha |
1st Author's Affiliation | Keio University(Keio Univ.) |
2nd Author's Name | Akram Ben Ahmed |
2nd Author's Affiliation | Keio University(Keio Univ.) |
3rd Author's Name | Kudoh Tomohiro |
3rd Author's Affiliation | University of Tokyo(Univ. of Tokyo) |
4th Author's Name | Hideharu Amano |
4th Author's Affiliation | Keio University(Keio Univ.) |
Date | 2018-12-06 |
Paper # | RECONF2018-40 |
Volume (vol) | vol.118 |
Number (no) | RECONF-340 |
Page | pp.pp.33-38(RECONF), |
#Pages | 6 |
Date of Issue | 2018-11-28 (RECONF) |