GB2611522B - Neural network accelerator with a configurable pipeline - Google Patents

Neural network accelerator with a configurable pipeline Download PDF

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Publication number
GB2611522B
GB2611522B GB2114052.0A GB202114052A GB2611522B GB 2611522 B GB2611522 B GB 2611522B GB 202114052 A GB202114052 A GB 202114052A GB 2611522 B GB2611522 B GB 2611522B
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Prior art keywords
neural network
network accelerator
configurable pipeline
configurable
pipeline
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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
GB2114052.0A
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GB202114052D0 (en
GB2611522A (en
Inventor
Sanchez Javier
Vines Alan
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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Application filed by Imagination Technologies Ltd filed Critical Imagination Technologies Ltd
Priority to GB2114052.0A priority Critical patent/GB2611522B/en
Publication of GB202114052D0 publication Critical patent/GB202114052D0/en
Priority to US17/957,044 priority patent/US20230177320A1/en
Priority to US17/956,985 priority patent/US20230177318A1/en
Priority to CN202211208054.8A priority patent/CN115904696A/en
Priority to EP22199243.1A priority patent/EP4160485A1/en
Priority to EP22199263.9A priority patent/EP4160486A1/en
Priority to US17/957,089 priority patent/US20230177321A1/en
Priority to EP22199264.7A priority patent/EP4160487A1/en
Priority to CN202211211240.7A priority patent/CN115906965A/en
Priority to CN202211208053.3A priority patent/CN115906964A/en
Publication of GB2611522A publication Critical patent/GB2611522A/en
Application granted granted Critical
Publication of GB2611522B publication Critical patent/GB2611522B/en
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    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • G06N3/06Physical realisation, i.e. hardware implementation of neural networks, neurons or parts of neurons
    • G06N3/063Physical realisation, i.e. hardware implementation of neural networks, neurons or parts of neurons using electronic means
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • G06N3/04Architecture, e.g. interconnection topology
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • G06N3/04Architecture, e.g. interconnection topology
    • G06N3/045Combinations of networks
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • G06N3/04Architecture, e.g. interconnection topology
    • G06N3/0464Convolutional 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)
  • General Engineering & Computer Science (AREA)
  • Data Mining & Analysis (AREA)
  • Artificial Intelligence (AREA)
  • General Health & Medical Sciences (AREA)
  • Molecular Biology (AREA)
  • Computing Systems (AREA)
  • Computational Linguistics (AREA)
  • General Physics & Mathematics (AREA)
  • Mathematical Physics (AREA)
  • Software Systems (AREA)
  • Neurology (AREA)
  • Complex Calculations (AREA)
  • Advance Control (AREA)
GB2114052.0A 2021-09-30 2021-09-30 Neural network accelerator with a configurable pipeline Active GB2611522B (en)

Priority Applications (10)

Application Number Priority Date Filing Date Title
GB2114052.0A GB2611522B (en) 2021-09-30 2021-09-30 Neural network accelerator with a configurable pipeline
CN202211211240.7A CN115906965A (en) 2021-09-30 2022-09-30 Neural network accelerator with configurable pipeline
US17/957,044 US20230177320A1 (en) 2021-09-30 2022-09-30 Neural network accelerator with a configurable pipeline
CN202211208054.8A CN115904696A (en) 2021-09-30 2022-09-30 Method and apparatus for configuring a neural network accelerator with a configurable pipeline
EP22199243.1A EP4160485A1 (en) 2021-09-30 2022-09-30 Methods and devices for configuring a neural network accelerator with a configurable pipeline
EP22199263.9A EP4160486A1 (en) 2021-09-30 2022-09-30 Neural network accelerator with a configurable pipeline
US17/957,089 US20230177321A1 (en) 2021-09-30 2022-09-30 Neural network accelerator with a configurable pipeline
EP22199264.7A EP4160487A1 (en) 2021-09-30 2022-09-30 Neural network accelerator with a configurable pipeline
US17/956,985 US20230177318A1 (en) 2021-09-30 2022-09-30 Methods and devices for configuring a neural network accelerator with a configurable pipeline
CN202211208053.3A CN115906964A (en) 2021-09-30 2022-09-30 Neural network accelerator with configurable pipeline

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
GB2114052.0A GB2611522B (en) 2021-09-30 2021-09-30 Neural network accelerator with a configurable pipeline

Publications (3)

Publication Number Publication Date
GB202114052D0 GB202114052D0 (en) 2021-11-17
GB2611522A GB2611522A (en) 2023-04-12
GB2611522B true GB2611522B (en) 2024-04-10

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GB2114052.0A Active GB2611522B (en) 2021-09-30 2021-09-30 Neural network accelerator with a configurable pipeline

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Family Cites Families (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
GB201607713D0 (en) 2016-05-03 2016-06-15 Imagination Tech Ltd Convolutional neural network
GB2566702B (en) 2017-09-20 2021-11-03 Imagination Tech Ltd Hardware implementation of a deep neural network with variable output data format
GB2568086B (en) 2017-11-03 2020-05-27 Imagination Tech Ltd Hardware implementation of convolution layer of deep neutral network

Non-Patent Citations (2)

* Cited by examiner, † Cited by third party
Title
ELECTRONICS [Online], vol 8, 2019, RIVERA-ACOSTA MIGUEL ET AL, "Automatic Tool for Fast Generation of Custom Convolutional Neural Networks Accelerators for FPGA", pages 1-17 *
ELECTRONICS, vol 9, 2020, WU NING ET AL, "A Reconfigurable Convolutional Neural Network-Accelerated Coprocessor Based on RISC-V Instruction Set", pages 1-19 *

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Publication number Publication date
GB202114052D0 (en) 2021-11-17
GB2611522A (en) 2023-04-12

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