Advanced Photonics Nexus, Volume. 2, Issue 3, 036014(2023)

Joint device architecture algorithm codesign of the photonic neural processing unit

Li Pei1, Zeya Xi1, Bing Bai1,2、*, Jianshuai Wang1, Jingjing Zheng1, Jing Li1, and Tigang Ning1
Author Affiliations
  • 1Beijing Jiaotong University, Institute of Lightwave Technology, Key Lab of All Optical Network & Advanced Telecommunication Network of EMC, Beijing, China
  • 2Photoncounts (Beijing) Technology Co. Ltd., Beijing, China
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    Figures & Tables(12)
    (a) Schematic diagram of programmable MZI. (b) Silicon photonic neural network based on MZI array with eight input ports and eight output ports.
    Single-layer optical interference and nonlinear element on artificial neural network.
    Patching transform of the CONV to GEMM.
    CDC maps the CONV into the MZI unit.
    High-level architecture of a general-purpose scalable photonic MZI-based NPU system.
    CDC input for saving bandwidth.
    (a) CDC-output photonic chip architecture and (b) CDC-input photonic chip architecture.
    End-to-end full flow simulator architecture.
    (a) Utilization of different MZI array sizes. (b) Normalized bandwidth and normalized perf/power of the NPU for different MZI sizes. (c) The accuracies of different DAC control bits.
    The photonic chip.
    (a) Setup server. (b) Server application test.
    • Table 1. Summary of data set and DNN architecture.

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      Table 1. Summary of data set and DNN architecture.

      ParameterRecommend
      MZI size32 × 32
      Input DAC precision4 bits
      Output ADC precision4 bits
      CDC I/O patterninput
      Total MZI number8
      MZI broadcast number4
      MZI array parallel number2
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    Li Pei, Zeya Xi, Bing Bai, Jianshuai Wang, Jingjing Zheng, Jing Li, Tigang Ning, "Joint device architecture algorithm codesign of the photonic neural processing unit," Adv. Photon. Nexus 2, 036014 (2023)

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    Paper Information

    Category: Research Articles

    Received: Jul. 4, 2022

    Accepted: Apr. 6, 2023

    Published Online: Jun. 12, 2023

    The Author Email: Bing Bai (baibing@bjtu.edu.cn)

    DOI:10.1117/1.APN.2.3.036014

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