| Presentation | 2018-05-24 Visibility study of CNN implementation using High Speed Serial Optical Interconnection Juntaro Chikama, Yasuhiro Nakahara, Motoki Amagasaki, Morihiro Kuga, Msahiro Iida, Toshinori Sueyoshi, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(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) |
| Keyword(in English) | FPGA / high speed serial communication / optical communication / CNN |
| Paper # | RECONF2018-7 |
| Date of Issue | 2018-05-17 (RECONF) |
| Conference Information | |
| Committee | RECONF |
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| Conference Date | 2018/5/24(2days) |
| 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. |
| Chair | Masato Motomura(Hokkaido Univ.) |
| Vice Chair | Yuichiro Shibata(Nagasaki Univ.) / Kentaro Sano(Tohoku Univ.) |
| Secretary | Yuichiro Shibata(Hiroshima City Univ.) / Kentaro Sano(e-trees.Japan) |
| Assistant | Yuuki Kobayashi(NEC) / Hiroki Nakahara(Tokyo Inst. of Tech.) |
| Paper Information | |
| Registration To | Technical Committee on Reconfigurable Systems |
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| Language | JPN |
| 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 |
| 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.) |
| Date | 2018-05-24 |
| Paper # | RECONF2018-7 |
| Volume (vol) | vol.118 |
| Number (no) | RECONF-63 |
| Page | pp.pp.33-38(RECONF), |
| #Pages | 6 |
| Date of Issue | 2018-05-17 (RECONF) |