GB2568230B - Processing in neural networks - Google Patents

Processing in neural networks Download PDF

Info

Publication number
GB2568230B
GB2568230B GB1717306.3A GB201717306A GB2568230B GB 2568230 B GB2568230 B GB 2568230B GB 201717306 A GB201717306 A GB 201717306A GB 2568230 B GB2568230 B GB 2568230B
Authority
GB
United Kingdom
Prior art keywords
processing
neural networks
neural
networks
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
GB1717306.3A
Other languages
English (en)
Other versions
GB2568230A (en
GB201717306D0 (en
Inventor
Felix Stephen
Christian Knowles Simon
Da Costa Godfrey
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.)
Graphcore Ltd
Original Assignee
Graphcore 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 Graphcore Ltd filed Critical Graphcore Ltd
Priority to GB1717306.3A priority Critical patent/GB2568230B/en
Publication of GB201717306D0 publication Critical patent/GB201717306D0/en
Priority to US15/886,331 priority patent/US11900109B2/en
Priority to EP18200108.1A priority patent/EP3474193B1/en
Priority to CN201811206575.3A priority patent/CN109697506B/zh
Priority to JP2018197162A priority patent/JP6709266B2/ja
Priority to KR1020180125335A priority patent/KR102197539B1/ko
Priority to TW107136964A priority patent/TWI719348B/zh
Priority to CA3021426A priority patent/CA3021426C/en
Publication of GB2568230A publication Critical patent/GB2568230A/en
Application granted granted Critical
Publication of GB2568230B publication Critical patent/GB2568230B/en
Active legal-status Critical Current
Anticipated expiration legal-status Critical

Links

Classifications

    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F9/00Arrangements for program control, e.g. control units
    • G06F9/06Arrangements for program control, e.g. control units using stored programs, i.e. using an internal store of processing equipment to receive or retain programs
    • G06F9/30Arrangements for executing machine instructions, e.g. instruction decode
    • G06F9/30003Arrangements for executing specific machine instructions
    • G06F9/30007Arrangements for executing specific machine instructions to perform operations on data operands
    • G06F9/30036Instructions to perform operations on packed data, e.g. vector, tile or matrix operations
    • G06F9/30038Instructions to perform operations on packed data, e.g. vector, tile or matrix operations using a mask
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; 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
    • G06N3/061Physical realisation, i.e. hardware implementation of neural networks, neurons or parts of neurons using biological neurons, e.g. biological neurons connected to an integrated circuit
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F7/00Methods or arrangements for processing data by operating upon the order or content of the data handled
    • G06F7/58Random or pseudo-random number generators
    • G06F7/582Pseudo-random number generators
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F9/00Arrangements for program control, e.g. control units
    • G06F9/06Arrangements for program control, e.g. control units using stored programs, i.e. using an internal store of processing equipment to receive or retain programs
    • G06F9/30Arrangements for executing machine instructions, e.g. instruction decode
    • G06F9/30003Arrangements for executing specific machine instructions
    • G06F9/30007Arrangements for executing specific machine instructions to perform operations on data operands
    • G06F9/30018Bit or string instructions
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F9/00Arrangements for program control, e.g. control units
    • G06F9/06Arrangements for program control, e.g. control units using stored programs, i.e. using an internal store of processing equipment to receive or retain programs
    • G06F9/30Arrangements for executing machine instructions, e.g. instruction decode
    • G06F9/30003Arrangements for executing specific machine instructions
    • G06F9/30007Arrangements for executing specific machine instructions to perform operations on data operands
    • G06F9/30036Instructions to perform operations on packed data, e.g. vector, tile or matrix operations
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; 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 OR CALCULATING; 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 OR CALCULATING; COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • G06N3/08Learning methods
    • G06N3/082Learning methods modifying the architecture, e.g. adding, deleting or silencing nodes or connections

Landscapes

  • Engineering & Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • Theoretical Computer Science (AREA)
  • Software Systems (AREA)
  • General Physics & Mathematics (AREA)
  • General Engineering & Computer Science (AREA)
  • Mathematical Physics (AREA)
  • Health & Medical Sciences (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Biomedical Technology (AREA)
  • Biophysics (AREA)
  • Molecular Biology (AREA)
  • Computing Systems (AREA)
  • General Health & Medical Sciences (AREA)
  • Evolutionary Computation (AREA)
  • Data Mining & Analysis (AREA)
  • Computational Linguistics (AREA)
  • Artificial Intelligence (AREA)
  • Neurology (AREA)
  • Microelectronics & Electronic Packaging (AREA)
  • Computational Mathematics (AREA)
  • Mathematical Analysis (AREA)
  • Mathematical Optimization (AREA)
  • Pure & Applied Mathematics (AREA)
  • Executing Machine-Instructions (AREA)
  • Advance Control (AREA)
  • Complex Calculations (AREA)
GB1717306.3A 2017-10-20 2017-10-20 Processing in neural networks Active GB2568230B (en)

Priority Applications (8)

Application Number Priority Date Filing Date Title
GB1717306.3A GB2568230B (en) 2017-10-20 2017-10-20 Processing in neural networks
US15/886,331 US11900109B2 (en) 2017-10-20 2018-02-01 Instruction for masking randomly selected values in a source vector for neural network processing
EP18200108.1A EP3474193B1 (en) 2017-10-20 2018-10-12 Processing in neural networks
CN201811206575.3A CN109697506B (zh) 2017-10-20 2018-10-16 神经网络中的处理
JP2018197162A JP6709266B2 (ja) 2017-10-20 2018-10-19 ニューラルネットワークにおける処理
KR1020180125335A KR102197539B1 (ko) 2017-10-20 2018-10-19 신경 네트워크들에서 프로세싱하기
TW107136964A TWI719348B (zh) 2017-10-20 2018-10-19 執行單元,用於執行電腦程式之方法,以及電腦程式
CA3021426A CA3021426C (en) 2017-10-20 2018-10-19 Processing in neural networks

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
GB1717306.3A GB2568230B (en) 2017-10-20 2017-10-20 Processing in neural networks

Publications (3)

Publication Number Publication Date
GB201717306D0 GB201717306D0 (en) 2017-12-06
GB2568230A GB2568230A (en) 2019-05-15
GB2568230B true GB2568230B (en) 2020-06-03

Family

ID=60481809

Family Applications (1)

Application Number Title Priority Date Filing Date
GB1717306.3A Active GB2568230B (en) 2017-10-20 2017-10-20 Processing in neural networks

Country Status (8)

Country Link
US (1) US11900109B2 (enExample)
EP (1) EP3474193B1 (enExample)
JP (1) JP6709266B2 (enExample)
KR (1) KR102197539B1 (enExample)
CN (1) CN109697506B (enExample)
CA (1) CA3021426C (enExample)
GB (1) GB2568230B (enExample)
TW (1) TWI719348B (enExample)

Families Citing this family (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
KR102683757B1 (ko) * 2018-02-20 2024-07-10 삼성전자주식회사 심층 신경망의 학습을 수행시키는 방법 및 그에 대한 장치
KR102694572B1 (ko) * 2018-02-20 2024-08-13 삼성전자주식회사 완전 연결 네트워크의 데이터 입력 및 출력을 제어하는 방법 및 장치
KR102780709B1 (ko) * 2023-03-31 2025-03-12 한국과학기술원 부호형 비트 슬라이스 생성기 및 그 방법과, 부호형 비트 슬라이스 연산기와, 이들을 적용한 인공지능 신경망 가속장치

Citations (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20160307098A1 (en) * 2015-04-19 2016-10-20 International Business Machines Corporation Annealed dropout training of neural networks

Family Cites Families (27)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
AU641418B2 (en) * 1989-09-20 1993-09-23 Fujitsu Limited A parallel data processing system for processing and transmitting data concurrently
JPH11500547A (ja) * 1994-12-01 1999-01-12 インテル・コーポレーション 乗算を有するマイクロプロセッサ
US6473522B1 (en) * 2000-03-14 2002-10-29 Intel Corporation Estimating text color and segmentation of images
JP3621695B2 (ja) 2002-07-29 2005-02-16 株式会社東芝 半導体装置及び素子形成用基板
US20040230626A1 (en) * 2003-05-12 2004-11-18 International Business Machines Corporation Computer system method for a one cycle implementation of test under mask instructions
US7961873B2 (en) * 2004-03-03 2011-06-14 King Fahd University Of Petroleum And Minerals Password protocols using XZ-elliptic curve cryptography
US7502763B2 (en) * 2005-07-29 2009-03-10 The Florida International University Board Of Trustees Artificial neural network design and evaluation tool
US9529592B2 (en) * 2007-12-27 2016-12-27 Intel Corporation Vector mask memory access instructions to perform individual and sequential memory access operations if an exception occurs during a full width memory access operation
US9477467B2 (en) * 2013-03-30 2016-10-25 Intel Corporation Processors, methods, and systems to implement partial register accesses with masked full register accesses
US9417845B2 (en) * 2013-10-02 2016-08-16 Qualcomm Incorporated Method and apparatus for producing programmable probability distribution function of pseudo-random numbers
CN104751227B (zh) * 2013-12-31 2018-03-06 科大讯飞股份有限公司 用于语音识别的深度神经网络的构建方法及系统
CN106030513A (zh) * 2014-03-27 2016-10-12 英特尔公司 用于采用到被屏蔽结果元素的传播将连续源元素存储到未屏蔽结果元素的处理器、方法、系统和指令
EP3123300A1 (en) 2014-03-28 2017-02-01 Intel Corporation Processors, methods, systems, and instructions to store source elements to corresponding unmasked result elements with propagation to masked result elements
US20160026912A1 (en) * 2014-07-22 2016-01-28 Intel Corporation Weight-shifting mechanism for convolutional neural networks
US10133570B2 (en) * 2014-09-19 2018-11-20 Intel Corporation Processors, methods, systems, and instructions to select and consolidate active data elements in a register under mask into a least significant portion of result, and to indicate a number of data elements consolidated
EP3035205A1 (en) * 2014-12-19 2016-06-22 Intel Corporation Reconfigurable functional unit and method for artificial neural networks
US10192162B2 (en) * 2015-05-21 2019-01-29 Google Llc Vector computation unit in a neural network processor
CN106528047B (zh) * 2015-10-08 2019-04-09 上海兆芯集成电路有限公司 一种处理器、神经网络单元及其运作方法
JP2017097585A (ja) * 2015-11-24 2017-06-01 株式会社リコー 学習装置、プログラム及び学習方法
CN106127301B (zh) * 2016-01-16 2019-01-11 上海大学 一种随机神经网络硬件实现装置
CN106796668B (zh) * 2016-03-16 2019-06-14 香港应用科技研究院有限公司 用于人工神经网络中比特深度减少的方法和系统
US10360496B2 (en) * 2016-04-01 2019-07-23 Intel Corporation Apparatus and method for a digital neuromorphic processor
US10891538B2 (en) * 2016-08-11 2021-01-12 Nvidia Corporation Sparse convolutional neural network accelerator
US11068781B2 (en) * 2016-10-07 2021-07-20 Nvidia Corporation Temporal ensembling for semi-supervised learning
US10528321B2 (en) * 2016-12-07 2020-01-07 Microsoft Technology Licensing, Llc Block floating point for neural network implementations
CA3051990C (en) * 2017-02-23 2021-03-23 Cerebras Systems Inc. Accelerated deep learning
US10776697B2 (en) * 2017-04-18 2020-09-15 Huawei Technologies Co., Ltd. System and method for training a neural network

Patent Citations (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20160307098A1 (en) * 2015-04-19 2016-10-20 International Business Machines Corporation Annealed dropout training of neural networks

Also Published As

Publication number Publication date
TWI719348B (zh) 2021-02-21
CA3021426A1 (en) 2019-04-20
GB2568230A (en) 2019-05-15
KR20190044549A (ko) 2019-04-30
CA3021426C (en) 2023-08-01
JP6709266B2 (ja) 2020-06-10
JP2019079524A (ja) 2019-05-23
US11900109B2 (en) 2024-02-13
CN109697506A (zh) 2019-04-30
GB201717306D0 (en) 2017-12-06
TW201931107A (zh) 2019-08-01
CN109697506B (zh) 2023-07-14
EP3474193A1 (en) 2019-04-24
US20190121639A1 (en) 2019-04-25
KR102197539B1 (ko) 2020-12-31
EP3474193B1 (en) 2025-09-10

Similar Documents

Publication Publication Date Title
GB2581017B (en) Neural network processing
GB2579528B (en) Neuromorphic processing apparatus
GB2582519B (en) Convolutional neural network hardware
GB2560387B (en) Action identification using neural networks
GB201801088D0 (en) Neuromorphic processing devices
GB201917993D0 (en) Neural network classification
GB2553053B (en) Batch processing in a neural network processor
GB201718756D0 (en) Neural interface
HUE051876T2 (hu) P2P kommunikációs rendszer és P2P feldolgozó berendezés
ZA201905869B (en) Octree-based convolutional neural network
GB201714811D0 (en) Image processing algorithm
SG10201700763VA (en) Processing apparatus
GB2568594B (en) Distributed speech processing
GB201717309D0 (en) Generating randomness in neural networks
PL3357617T3 (pl) Urządzenie do obróbki profili, odcinek obróbki profili i sposób
GB201701906D0 (en) Processing method
GB201714881D0 (en) Processing content
PL3523231T3 (pl) Urządzenie obróbcze
HUE064948T2 (hu) Kommunikáció-feldolgozó eljárások és készülékek
GB2568230B (en) Processing in neural networks
GB201709540D0 (en) Processing method
SG10201604803PA (en) Payment Processing
EP3274926A4 (en) Neural network classification through decomposition
SG11201908445PA (en) Object processing apparatus
HUE057305T2 (hu) Tésztafeldolgozó berendezés