CN113811900A - 算术运算装置和算术运算系统 - Google Patents

算术运算装置和算术运算系统 Download PDF

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Publication number
CN113811900A
CN113811900A CN202080032634.9A CN202080032634A CN113811900A CN 113811900 A CN113811900 A CN 113811900A CN 202080032634 A CN202080032634 A CN 202080032634A CN 113811900 A CN113811900 A CN 113811900A
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product
output
arithmetic operation
operator
accumulation
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永松雄二
石井雅明
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Sony Group Corp
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Sony Group Corp
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    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F17/00—Digital computing or data processing equipment or methods, specially adapted for specific functions
    • G06F17/10—Complex mathematical operations
    • G06F17/16—Matrix or vector computation, e.g. matrix-matrix or matrix-vector multiplication, matrix factorization
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F17/00—Digital computing or data processing equipment or methods, specially adapted for specific functions
    • G06F17/10—Complex mathematical operations
    • G06F17/15—Correlation function computation including computation of convolution operations
    • G06F17/153—Multidimensional correlation or convolution
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/04—Architecture, e.g. interconnection topology
    • G06N3/045—Combinations of networks
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/04—Architecture, e.g. interconnection topology
    • G06N3/0464—Convolutional networks [CNN, ConvNet]
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/06—Physical realisation, i.e. hardware implementation of neural networks, neurons or parts of neurons
    • G06N3/063—Physical realisation, i.e. hardware implementation of neural networks, neurons or parts of neurons using electronic means

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  • Engineering & Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • Theoretical Computer Science (AREA)
  • General Physics & Mathematics (AREA)
  • Mathematical Physics (AREA)
  • Data Mining & Analysis (AREA)
  • General Engineering & Computer Science (AREA)
  • Computing Systems (AREA)
  • Software Systems (AREA)
  • Mathematical Optimization (AREA)
  • Pure & Applied Mathematics (AREA)
  • Mathematical Analysis (AREA)
  • Computational Mathematics (AREA)
  • Biophysics (AREA)
  • Biomedical Technology (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Health & Medical Sciences (AREA)
  • Molecular Biology (AREA)
  • General Health & Medical Sciences (AREA)
  • Evolutionary Computation (AREA)
  • Computational Linguistics (AREA)
  • Artificial Intelligence (AREA)
  • Algebra (AREA)
  • Databases & Information Systems (AREA)
  • Neurology (AREA)
  • Complex Calculations (AREA)
CN202080032634.9A 2019-05-10 2020-01-30 算术运算装置和算术运算系统 Withdrawn CN113811900A (zh)

Applications Claiming Priority (3)

Application Number Priority Date Filing Date Title
JP2019089422 2019-05-10
JP2019-089422 2019-05-10
PCT/JP2020/003485 WO2020230374A1 (ja) 2019-05-10 2020-01-30 演算装置および演算システム

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CN113811900A true CN113811900A (zh) 2021-12-17

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US (1) US20220300253A1 (https=)
EP (1) EP3968242A4 (https=)
JP (1) JP7435602B2 (https=)
CN (1) CN113811900A (https=)
WO (1) WO2020230374A1 (https=)

Families Citing this family (5)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20210334072A1 (en) * 2020-04-22 2021-10-28 Facebook, Inc. Mapping convolution to connected processing elements using distributed pipelined separable convolution operations
KR102891573B1 (ko) * 2020-06-30 2025-11-26 삼성전자주식회사 텐서 처리 방법, 가속기 및 이를 포함한 가속기 시스템
JP7659373B2 (ja) * 2020-07-09 2025-04-09 キヤノン株式会社 畳み込みニューラルネットワーク処理装置
US12056459B2 (en) * 2021-07-02 2024-08-06 Qualcomm Incorporated Compute in memory architecture and dataflows for depth-wise separable convolution
FR3159250A1 (fr) * 2024-02-09 2025-08-15 Neurxcore Circuit électronique de type multiplieur-accumulateur (MAC)

Citations (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20170116495A1 (en) * 2015-10-21 2017-04-27 Canon Kabushiki Kaisha Convolution operation apparatus
CN109427035A (zh) * 2017-08-25 2019-03-05 瑞萨电子株式会社 半导体设备和图像识别系统

Family Cites Families (5)

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Publication number Priority date Publication date Assignee Title
US10360470B2 (en) 2016-10-10 2019-07-23 Gyrfalcon Technology Inc. Implementation of MobileNet in a CNN based digital integrated circuit
US10083171B1 (en) * 2017-08-03 2018-09-25 Gyrfalcon Technology Inc. Natural language processing using a CNN based integrated circuit
CN107844828B (zh) * 2017-12-18 2021-07-30 南京地平线机器人技术有限公司 神经网络中的卷积计算方法和电子设备
CN108108811B (zh) * 2017-12-18 2021-07-30 南京地平线机器人技术有限公司 神经网络中的卷积计算方法和电子设备
CN109284817B (zh) * 2018-08-31 2022-07-05 中国科学院上海高等研究院 深度可分离卷积神经网络处理架构/方法/系统及介质

Patent Citations (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20170116495A1 (en) * 2015-10-21 2017-04-27 Canon Kabushiki Kaisha Convolution operation apparatus
CN109427035A (zh) * 2017-08-25 2019-03-05 瑞萨电子株式会社 半导体设备和图像识别系统

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EP3968242A1 (en) 2022-03-16
JPWO2020230374A1 (https=) 2020-11-19
US20220300253A1 (en) 2022-09-22
JP7435602B2 (ja) 2024-02-21
EP3968242A4 (en) 2022-08-10
WO2020230374A1 (ja) 2020-11-19

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Application publication date: 20211217