DK3364306T3 - Parallel behandling af reduktions- og udsendelsesoperationer på store datasæt af ikke-skalære data - Google Patents

Parallel behandling af reduktions- og udsendelsesoperationer på store datasæt af ikke-skalære data Download PDF

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DK3364306T3
DK3364306T3 DK18157584.6T DK18157584T DK3364306T3 DK 3364306 T3 DK3364306 T3 DK 3364306T3 DK 18157584 T DK18157584 T DK 18157584T DK 3364306 T3 DK3364306 T3 DK 3364306T3
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reduction
parallel processing
emission operations
data sets
scalar
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DK18157584.6T
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Ian Moray Mclaren
Norman Paul Jouppi
Clifford Hsiang Chao
Gregory Michael Thorson
Bjarke Hammersholt Roune
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Google Llc
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    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N5/00Computing arrangements using knowledge-based models
    • G06N5/02Knowledge representation; Symbolic representation
    • G06N5/022Knowledge engineering; Knowledge acquisition
    • G06N5/025Extracting rules from data
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F15/00Digital computers in general; Data processing equipment in general
    • G06F15/16Combinations of two or more digital computers each having at least an arithmetic unit, a program unit and a register, e.g. for a simultaneous processing of several programs
    • G06F15/163Interprocessor communication
    • G06F15/173Interprocessor communication using an interconnection network, e.g. matrix, shuffle, pyramid, star, snowflake
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F15/00Digital computers in general; Data processing equipment in general
    • G06F15/16Combinations of two or more digital computers each having at least an arithmetic unit, a program unit and a register, e.g. for a simultaneous processing of several programs
    • G06F15/163Interprocessor communication
    • G06F15/173Interprocessor communication using an interconnection network, e.g. matrix, shuffle, pyramid, star, snowflake
    • G06F15/17356Indirect interconnection networks
    • G06F15/17368Indirect interconnection networks non hierarchical topologies
    • G06F15/17381Two dimensional, e.g. mesh, torus
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N20/00Machine learning
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N20/00Machine learning
    • G06N20/10Machine learning using kernel methods, e.g. support vector machines [SVM]
    • 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

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  • Engineering & Computer Science (AREA)
  • Theoretical Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • Software Systems (AREA)
  • General Engineering & Computer Science (AREA)
  • Mathematical Physics (AREA)
  • General Physics & Mathematics (AREA)
  • Artificial Intelligence (AREA)
  • Computing Systems (AREA)
  • Data Mining & Analysis (AREA)
  • Evolutionary Computation (AREA)
  • Computer Hardware Design (AREA)
  • Medical Informatics (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Computational Linguistics (AREA)
  • Health & Medical Sciences (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Biomedical Technology (AREA)
  • Biophysics (AREA)
  • Neurology (AREA)
  • General Health & Medical Sciences (AREA)
  • Molecular Biology (AREA)
  • Multi Processors (AREA)
  • Signal Processing For Digital Recording And Reproducing (AREA)
  • Cable Transmission Systems, Equalization Of Radio And Reduction Of Echo (AREA)
DK18157584.6T 2017-02-21 2018-02-20 Parallel behandling af reduktions- og udsendelsesoperationer på store datasæt af ikke-skalære data DK3364306T3 (da)

Applications Claiming Priority (2)

Application Number Priority Date Filing Date Title
US201762461758P 2017-02-21 2017-02-21
US15/707,104 US10055692B1 (en) 2017-02-21 2017-09-18 Parallel processing of reduction and broadcast operations on large datasets of non-scalar data

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DK3364306T3 true DK3364306T3 (da) 2021-07-05

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US (2) US10055692B1 (da)
EP (2) EP3859543A1 (da)
CN (2) CN112288095A (da)
DE (2) DE102018103751A1 (da)
DK (1) DK3364306T3 (da)
GB (1) GB2563309B (da)
TW (2) TWI807349B (da)
WO (1) WO2018156358A1 (da)

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US10055692B1 (en) 2017-02-21 2018-08-21 Google Llc Parallel processing of reduction and broadcast operations on large datasets of non-scalar data
US11907825B2 (en) 2018-10-19 2024-02-20 Google Llc Training neural networks using distributed batch normalization
CN110033091B (zh) 2018-12-13 2020-09-01 阿里巴巴集团控股有限公司 一种基于模型进行预测的方法和装置
GB201904267D0 (en) 2019-03-27 2019-05-08 Graphcore Ltd A networked computer with multiple embedded rings
US11704270B2 (en) 2019-03-27 2023-07-18 Graphcore Limited Networked computer with multiple embedded rings
GB201904263D0 (en) * 2019-03-27 2019-05-08 Graphcore Ltd A networked computer
GB201904266D0 (en) 2019-03-27 2019-05-08 Graphcore Ltd A networked computer with embedded rings
CN112308233A (zh) * 2019-08-02 2021-02-02 伊姆西Ip控股有限责任公司 用于处理数据的方法、设备和计算机程序产品
US11715010B2 (en) * 2019-08-16 2023-08-01 Google Llc Cross replica reduction on networks having degraded nodes
CN114365082A (zh) * 2019-09-06 2022-04-15 谷歌有限责任公司 利用多维硬件加速器处理对大型数据集的归约和广播操作
US11531637B2 (en) 2020-03-26 2022-12-20 Graphcore Limited Embedding rings on a toroid computer network
GB2593757B (en) 2020-04-02 2022-04-06 Graphcore Ltd Control of processing node operations
GB2593756B (en) * 2020-04-02 2022-03-30 Graphcore Ltd Control of data transfer between processing nodes

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US6442694B1 (en) 1998-02-27 2002-08-27 Massachusetts Institute Of Technology Fault isolation for communication networks for isolating the source of faults comprising attacks, failures, and other network propagating errors
US6278997B1 (en) * 1999-02-05 2001-08-21 International Business Machines Corporation System and method for constraint-based rule mining in large, dense data-sets
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US8065503B2 (en) 2006-12-15 2011-11-22 International Business Machines Corporation Iteratively processing data segments by concurrently transmitting to, processing by, and receiving from partnered process
US9633315B2 (en) 2012-04-27 2017-04-25 Excalibur Ip, Llc Method and system for distributed machine learning
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US10032091B2 (en) * 2013-06-05 2018-07-24 Emotient, Inc. Spatial organization of images based on emotion face clouds
CN104281853B (zh) 2014-09-02 2017-11-17 电子科技大学 一种基于3d卷积神经网络的行为识别方法
US10409165B2 (en) 2014-12-15 2019-09-10 Asml Netherlands B.V. Optimization based on machine learning
US10490094B2 (en) * 2015-09-25 2019-11-26 International Business Machines Corporation Techniques for transforming questions of a question set to facilitate answer aggregation and display
CN105550374A (zh) 2016-01-29 2016-05-04 湖南大学 Spark云服务环境下面向大数据的随机森林并行机器学习方法
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US10055692B1 (en) 2017-02-21 2018-08-21 Google Llc Parallel processing of reduction and broadcast operations on large datasets of non-scalar data

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Publication number Publication date
DE202018100938U1 (de) 2018-05-22
CN108537341A (zh) 2018-09-14
US11551138B2 (en) 2023-01-10
TW201841132A (zh) 2018-11-16
TWI730222B (zh) 2021-06-11
WO2018156358A1 (en) 2018-08-30
EP3364306A1 (en) 2018-08-22
US10055692B1 (en) 2018-08-21
GB201802758D0 (en) 2018-04-04
CN112288095A (zh) 2021-01-29
DE102018103751A1 (de) 2018-08-23
GB2563309A (en) 2018-12-12
EP3859543A1 (en) 2021-08-04
TWI807349B (zh) 2023-07-01
CN108537341B (zh) 2020-11-06
US20180240039A1 (en) 2018-08-23
US20200042895A1 (en) 2020-02-06
EP3364306B1 (en) 2021-04-07
GB2563309B (en) 2021-07-28
TW202137077A (zh) 2021-10-01

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