TWI624763B - 矩陣處理裝置 - Google Patents

矩陣處理裝置 Download PDF

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Publication number
TWI624763B
TWI624763B TW105143869A TW105143869A TWI624763B TW I624763 B TWI624763 B TW I624763B TW 105143869 A TW105143869 A TW 105143869A TW 105143869 A TW105143869 A TW 105143869A TW I624763 B TWI624763 B TW I624763B
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Taiwan
Prior art keywords
sparse
dense matrix
access unit
sparse element
dense
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TW105143869A
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English (en)
Chinese (zh)
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TW201732645A (zh
Inventor
拉非 納拉亞那斯瓦密
拉浩 納加拉簡
禹同爀
克里斯多福 丹尼爾 理瑞
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谷歌有限責任公司
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    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F17/00—Digital computing or data processing equipment or methods, specially adapted for specific functions
    • G06F17/10—Complex mathematical operations
    • G06F17/16—Matrix or vector computation, e.g. matrix-matrix or matrix-vector multiplication, matrix factorization
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F17/00—Digital computing or data processing equipment or methods, specially adapted for specific functions
    • G06F17/10—Complex mathematical operations
    • G06F17/14—Fourier, Walsh or analogous domain transformations, e.g. Laplace, Hilbert, Karhunen-Loeve, transforms
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F9/00—Arrangements for program control, e.g. control units
    • G06F9/06—Arrangements for program control, e.g. control units using stored programs, i.e. using an internal store of processing equipment to receive or retain programs
    • G06F9/30—Arrangements for executing machine instructions, e.g. instruction decode
    • G06F9/30003—Arrangements for executing specific machine instructions

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  • Engineering & Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • General Physics & Mathematics (AREA)
  • Mathematical Physics (AREA)
  • Theoretical Computer Science (AREA)
  • Pure & Applied Mathematics (AREA)
  • Mathematical Analysis (AREA)
  • Computational Mathematics (AREA)
  • Mathematical Optimization (AREA)
  • Data Mining & Analysis (AREA)
  • Software Systems (AREA)
  • General Engineering & Computer Science (AREA)
  • Algebra (AREA)
  • Databases & Information Systems (AREA)
  • Computing Systems (AREA)
  • Complex Calculations (AREA)
  • Error Detection And Correction (AREA)
  • Multi Processors (AREA)
  • Magnetic Resonance Imaging Apparatus (AREA)
TW105143869A 2016-02-05 2016-12-29 矩陣處理裝置 TWI624763B (zh)

Applications Claiming Priority (2)

Application Number Priority Date Filing Date Title
US15/016,420 US9805001B2 (en) 2016-02-05 2016-02-05 Matrix processing apparatus
US15/016,420 2016-02-05

Publications (2)

Publication Number Publication Date
TW201732645A TW201732645A (zh) 2017-09-16
TWI624763B true TWI624763B (zh) 2018-05-21

Family

ID=57708453

Family Applications (4)

Application Number Title Priority Date Filing Date
TW105143869A TWI624763B (zh) 2016-02-05 2016-12-29 矩陣處理裝置
TW107112523A TWI670613B (zh) 2016-02-05 2016-12-29 用於將稀疏元素變換為一密集矩陣之系統及方法，以及非暫時性機器可讀儲存裝置
TW110100489A TWI781509B (zh) 2016-02-05 2016-12-29 用於將稀疏元素變換為一密集矩陣之系統及方法，以及非暫時性機器可讀儲存裝置
TW108126777A TWI718604B (zh) 2016-02-05 2016-12-29 用於將稀疏元素變換為一密集矩陣之系統及方法，以及非暫時性機器可讀儲存裝置

Family Applications After (3)

Application Number Title Priority Date Filing Date
TW107112523A TWI670613B (zh) 2016-02-05 2016-12-29 用於將稀疏元素變換為一密集矩陣之系統及方法，以及非暫時性機器可讀儲存裝置
TW110100489A TWI781509B (zh) 2016-02-05 2016-12-29 用於將稀疏元素變換為一密集矩陣之系統及方法，以及非暫時性機器可讀儲存裝置
TW108126777A TWI718604B (zh) 2016-02-05 2016-12-29 用於將稀疏元素變換為一密集矩陣之系統及方法，以及非暫時性機器可讀儲存裝置

Country Status (8)

Country Link
US (6) US9805001B2 (enExample)
EP (2) EP4160448A1 (enExample)
JP (4) JP6524052B2 (enExample)
KR (4) KR101980365B1 (enExample)
CN (2) CN107045493B (enExample)
BR (1) BR102016030970A8 (enExample)
SG (2) SG10201610977QA (enExample)
TW (4) TWI624763B (enExample)

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US9805001B2 (en) 2016-02-05 2017-10-31 Google Inc. Matrix processing apparatus
US10521458B1 (en) * 2016-08-25 2019-12-31 Cyber Atomics, Inc. Efficient data clustering
US10635739B1 (en) 2016-08-25 2020-04-28 Cyber Atomics, Inc. Multidimensional connectivity graph-based tensor processing
US10489481B1 (en) * 2017-02-24 2019-11-26 Cyber Atomics, Inc. Efficient matrix property determination with pipelining and parallelism
JP6912703B2 (ja) * 2017-02-24 2021-08-04 富士通株式会社 演算方法、演算装置、演算プログラム及び演算システム
US10936942B2 (en) 2017-11-21 2021-03-02 Google Llc Apparatus and mechanism for processing neural network tasks using a single chip package with multiple identical dies
CN108804684B (zh) * 2018-06-13 2020-11-03 北京搜狗科技发展有限公司 一种数据处理方法和装置
US10719323B2 (en) 2018-09-27 2020-07-21 Intel Corporation Systems and methods for performing matrix compress and decompress instructions
CN113794709B (zh) * 2021-09-07 2022-06-24 北京理工大学 一种用于二值稀疏矩阵的混合编码方法

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US20120159489A1 (en) * 2010-12-20 2012-06-21 Oliver Schabenberger Systems and Methods for Generating a Cross-Product Matrix In a Single Pass Through Data Using Single Pass Levelization
US20130339506A1 (en) * 2012-06-13 2013-12-19 International Business Machines Corporation Performing synchronized collective operations over multiple process groups

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CN102141976B (zh) 2011-01-10 2013-08-14 中国科学院软件研究所 稀疏矩阵的对角线数据存储方法及基于该方法的SpMV实现方法
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US6907513B2 (en) * 2000-11-24 2005-06-14 Fujitsu Limited Matrix processing method of shared-memory scalar parallel-processing computer and recording medium
US20120159489A1 (en) * 2010-12-20 2012-06-21 Oliver Schabenberger Systems and Methods for Generating a Cross-Product Matrix In a Single Pass Through Data Using Single Pass Levelization
US20130339506A1 (en) * 2012-06-13 2013-12-19 International Business Machines Corporation Performing synchronized collective operations over multiple process groups

Also Published As

Publication number Publication date
KR20200053461A (ko) 2020-05-18
JP7187635B2 (ja) 2022-12-12
SG10201610977QA (en) 2017-09-28
SG10201808521PA (en) 2018-11-29
CN112000919B (zh) 2022-04-05
KR102483303B1 (ko) 2022-12-29
KR101980365B1 (ko) 2019-05-20
US20210034697A1 (en) 2021-02-04
JP2022000781A (ja) 2022-01-04
TW201826143A (zh) 2018-07-16
TWI718604B (zh) 2021-02-11
US20180060276A1 (en) 2018-03-01
US9798701B2 (en) 2017-10-24
US20170228343A1 (en) 2017-08-10
CN112000919A (zh) 2020-11-27
JP2017138965A (ja) 2017-08-10
JP2019153333A (ja) 2019-09-12
TW201732645A (zh) 2017-09-16
KR20170093698A (ko) 2017-08-16
JP2023021171A (ja) 2023-02-09
EP4160448A1 (en) 2023-04-05
US10719575B2 (en) 2020-07-21
CN107045493A (zh) 2017-08-15
TW202011226A (zh) 2020-03-16
KR102112094B1 (ko) 2020-05-18
BR102016030970A2 (pt) 2018-07-17
KR20190054052A (ko) 2019-05-21
US9805001B2 (en) 2017-10-31
TWI781509B (zh) 2022-10-21
US20220391472A1 (en) 2022-12-08
BR102016030970A8 (pt) 2018-07-31
TWI670613B (zh) 2019-09-01
KR102635985B1 (ko) 2024-02-08
US20200012705A1 (en) 2020-01-09
TW202131172A (zh) 2021-08-16
JP6978467B2 (ja) 2021-12-08
EP3203382A1 (en) 2017-08-09
CN107045493B (zh) 2020-08-18
US11366877B2 (en) 2022-06-21
US20170228341A1 (en) 2017-08-10
JP6524052B2 (ja) 2019-06-05
US10417303B2 (en) 2019-09-17
KR20230002254A (ko) 2023-01-05

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