GB2599909B - Implementation of a neural network in multicore hardware - Google Patents

Implementation of a neural network in multicore hardware Download PDF

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Publication number
GB2599909B
GB2599909B GB2016225.1A GB202016225A GB2599909B GB 2599909 B GB2599909 B GB 2599909B GB 202016225 A GB202016225 A GB 202016225A GB 2599909 B GB2599909 B GB 2599909B
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United Kingdom
Prior art keywords
implementation
neural network
multicore hardware
multicore
hardware
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Active
Application number
GB2016225.1A
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GB2599909A (en
GB202016225D0 (en
Inventor
Huang Xiran
Escobar Fernando
Current Assignee (The listed assignees may be inaccurate. Google has not performed a legal analysis and makes no representation or warranty as to the accuracy of the list.)
Imagination Technologies Ltd
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Imagination Technologies Ltd
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Publication date
Application filed by Imagination Technologies Ltd filed Critical Imagination Technologies Ltd
Priority to GB2307773.8A priority Critical patent/GB2621218A/en
Priority to GB2016225.1A priority patent/GB2599909B/en
Publication of GB202016225D0 publication Critical patent/GB202016225D0/en
Priority to EP21202216.4A priority patent/EP3985570A1/en
Priority to EP21202217.2A priority patent/EP3985572A1/en
Priority to EP21202218.0A priority patent/EP3985573A1/en
Priority to CN202111193824.1A priority patent/CN114358237A/en
Priority to CN202111193836.4A priority patent/CN114358238A/en
Priority to US17/500,206 priority patent/US11853866B2/en
Priority to US17/500,415 priority patent/US20220129741A1/en
Priority to CN202111193846.8A priority patent/CN114358239A/en
Priority to US17/500,840 priority patent/US11875248B2/en
Publication of GB2599909A publication Critical patent/GB2599909A/en
Application granted granted Critical
Publication of GB2599909B publication Critical patent/GB2599909B/en
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    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR 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
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR 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

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  • Engineering & Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • Theoretical Computer Science (AREA)
  • Health & Medical Sciences (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Biomedical Technology (AREA)
  • Biophysics (AREA)
  • Evolutionary Computation (AREA)
  • Computational Linguistics (AREA)
  • Data Mining & Analysis (AREA)
  • Artificial Intelligence (AREA)
  • General Health & Medical Sciences (AREA)
  • Molecular Biology (AREA)
  • Computing Systems (AREA)
  • General Engineering & Computer Science (AREA)
  • General Physics & Mathematics (AREA)
  • Mathematical Physics (AREA)
  • Software Systems (AREA)
  • Neurology (AREA)
  • Image Processing (AREA)
GB2016225.1A 2020-10-13 2020-10-13 Implementation of a neural network in multicore hardware Active GB2599909B (en)

Priority Applications (11)

Application Number Priority Date Filing Date Title
GB2307773.8A GB2621218A (en) 2020-10-13 2020-10-13 Implementation of a neural network in multicore hardware
GB2016225.1A GB2599909B (en) 2020-10-13 2020-10-13 Implementation of a neural network in multicore hardware
EP21202216.4A EP3985570A1 (en) 2020-10-13 2021-10-12 Implementation of a neural network in multicore hardware
EP21202217.2A EP3985572A1 (en) 2020-10-13 2021-10-12 Implementation of a neural network in multicore hardware
EP21202218.0A EP3985573A1 (en) 2020-10-13 2021-10-12 Implementation of a neural network in multicore hardware
CN202111193836.4A CN114358238A (en) 2020-10-13 2021-10-13 Implementation mode of neural network in multi-core hardware
CN202111193824.1A CN114358237A (en) 2020-10-13 2021-10-13 Implementation mode of neural network in multi-core hardware
US17/500,206 US11853866B2 (en) 2020-10-13 2021-10-13 Implementation of a neural network in multicore hardware
US17/500,415 US20220129741A1 (en) 2020-10-13 2021-10-13 Implementation of a neural network in multicore hardware
CN202111193846.8A CN114358239A (en) 2020-10-13 2021-10-13 Implementation mode of neural network in multi-core hardware
US17/500,840 US11875248B2 (en) 2020-10-13 2021-10-13 Implementation of a neural network in multicore hardware

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
GB2016225.1A GB2599909B (en) 2020-10-13 2020-10-13 Implementation of a neural network in multicore hardware

Publications (3)

Publication Number Publication Date
GB202016225D0 GB202016225D0 (en) 2020-11-25
GB2599909A GB2599909A (en) 2022-04-20
GB2599909B true GB2599909B (en) 2023-07-19

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GB2016225.1A Active GB2599909B (en) 2020-10-13 2020-10-13 Implementation of a neural network in multicore hardware

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Families Citing this family (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN114202067A (en) * 2021-11-30 2022-03-18 山东产研鲲云人工智能研究院有限公司 Bandwidth optimization method for convolutional neural network accelerator and related equipment
GB2620113A (en) * 2022-06-21 2024-01-03 Imagination Tech Ltd Mapping neural networks to hardware
CN117806642A (en) * 2022-09-22 2024-04-02 北京有竹居网络技术有限公司 Data processing method, data processing apparatus, and storage medium
GB2625738A (en) * 2022-12-22 2024-07-03 Imagination Tech Ltd Implementing neural networks in hardware

Citations (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN111222561A (en) * 2019-12-31 2020-06-02 深圳云天励飞技术有限公司 Image recognition neural network processing method, device and system
US20200233803A1 (en) * 2020-03-26 2020-07-23 Intel Corporation Efficient hardware architecture for accelerating grouped convolutions

Family Cites Families (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
GB2566702B (en) 2017-09-20 2021-11-03 Imagination Tech Ltd Hardware implementation of a deep neural network with variable output data format

Patent Citations (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN111222561A (en) * 2019-12-31 2020-06-02 深圳云天励飞技术有限公司 Image recognition neural network processing method, device and system
US20200233803A1 (en) * 2020-03-26 2020-07-23 Intel Corporation Efficient hardware architecture for accelerating grouped convolutions

Non-Patent Citations (3)

* Cited by examiner, † Cited by third party
Title
CORNELL UNIVERSITY LIBRARY, 2019, SANGKUG LYM ET AL, "Mini-batch Serialization: CNN Training with Inter-layer Data Reuse" *
PHD THESIS, 2019, LYM SANGKUG, "Efficient Deep Neural Network Model Training by Reducing Memroy and Compute Demands", pages 1-190 *
WIKIPEDIA, 2020, ANONYMOUS, "Electronic design automation - Wikipedia", pages 1-6 *

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Publication number Publication date
GB2599909A (en) 2022-04-20
GB202016225D0 (en) 2020-11-25

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