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GB2599911B - 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
GB2599911B
GB2599911B GB2016227.7A GB202016227A GB2599911B GB 2599911 B GB2599911 B GB 2599911B GB 202016227 A GB202016227 A GB 202016227A GB 2599911 B GB2599911 B GB 2599911B
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GB
United Kingdom
Prior art keywords
implementation
neural network
multicore hardware
multicore
hardware
Prior art date
Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
Active
Application number
GB2016227.7A
Other versions
GB202016227D0 (en
GB2599911A (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
Original Assignee
Imagination Technologies Ltd
Priority date (The priority date is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the date listed.)
Filing date
Publication date
Application filed by Imagination Technologies Ltd filed Critical Imagination Technologies Ltd
Priority to GB2016227.7A priority Critical patent/GB2599911B/en
Publication of GB202016227D0 publication Critical patent/GB202016227D0/en
Priority to EP21202218.0A priority patent/EP3985573A1/en
Priority to EP21202216.4A priority patent/EP3985570A1/en
Priority to EP21202217.2A priority patent/EP3985572A1/en
Priority to US17/500,206 priority patent/US11853866B2/en
Priority to CN202111193846.8A priority patent/CN114358239B/en
Priority to US17/500,840 priority patent/US11875248B2/en
Priority to CN202111193836.4A priority patent/CN114358238B/en
Priority to CN202111193824.1A priority patent/CN114358237B/en
Priority to US17/500,415 priority patent/US20220129741A1/en
Publication of GB2599911A publication Critical patent/GB2599911A/en
Application granted granted Critical
Publication of GB2599911B publication Critical patent/GB2599911B/en
Active legal-status Critical Current
Anticipated expiration legal-status Critical

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Classifications

    • 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
    • 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]

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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)
GB2016227.7A 2020-10-13 2020-10-13 Implementation of a neural network in multicore hardware Active GB2599911B (en)

Priority Applications (10)

Application Number Priority Date Filing Date Title
GB2016227.7A GB2599911B (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
EP21202218.0A EP3985573A1 (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
CN202111193824.1A CN114358237B (en) 2020-10-13 2021-10-13 Implementation of neural networks in multi-core hardware
CN202111193846.8A CN114358239B (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
CN202111193836.4A CN114358238B (en) 2020-10-13 2021-10-13 Implementation of Neural Networks on 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

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
GB2016227.7A GB2599911B (en) 2020-10-13 2020-10-13 Implementation of a neural network in multicore hardware

Publications (3)

Publication Number Publication Date
GB202016227D0 GB202016227D0 (en) 2020-11-25
GB2599911A GB2599911A (en) 2022-04-20
GB2599911B true GB2599911B (en) 2023-07-05

Family

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Family Applications (1)

Application Number Title Priority Date Filing Date
GB2016227.7A Active GB2599911B (en) 2020-10-13 2020-10-13 Implementation of a neural network in multicore hardware

Country Status (1)

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GB (1) GB2599911B (en)

Families Citing this family (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US11976546B2 (en) * 2020-12-08 2024-05-07 Halliburton Energy Services, Inc. Deep learning methods for wellbore pipe inspection

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, 2018, 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 Memory and Compute Demands", pages 1-190 *
WIKIPEDIA, 2020, ANONYMOUS, "Electronic design automation - Wikipedia", pages 1-6 *

Also Published As

Publication number Publication date
GB202016227D0 (en) 2020-11-25
GB2599911A (en) 2022-04-20

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