CN114730331A - 数据处理装置和数据处理方法 - Google Patents
数据处理装置和数据处理方法 Download PDFInfo
- Publication number
- CN114730331A CN114730331A CN201980102503.0A CN201980102503A CN114730331A CN 114730331 A CN114730331 A CN 114730331A CN 201980102503 A CN201980102503 A CN 201980102503A CN 114730331 A CN114730331 A CN 114730331A
- Authority
- CN
- China
- Prior art keywords
- initial
- convolution kernel
- layer
- parameter
- parameters
- 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.)
- Pending
Links
- 238000012545 processing Methods 0.000 title claims abstract description 175
- 238000003672 processing method Methods 0.000 title claims abstract description 13
- 239000011159 matrix material Substances 0.000 claims abstract description 78
- 238000013528 artificial neural network Methods 0.000 claims description 88
- 230000015654 memory Effects 0.000 claims description 60
- 238000000034 method Methods 0.000 claims description 60
- 238000013507 mapping Methods 0.000 claims description 10
- 238000013473 artificial intelligence Methods 0.000 abstract description 8
- 239000002699 waste material Substances 0.000 abstract description 8
- 230000009286 beneficial effect Effects 0.000 abstract description 2
- 238000012549 training Methods 0.000 description 44
- 238000013527 convolutional neural network Methods 0.000 description 37
- 238000010586 diagram Methods 0.000 description 36
- 238000011176 pooling Methods 0.000 description 36
- 238000004364 calculation method Methods 0.000 description 26
- 230000008569 process Effects 0.000 description 20
- 230000006870 function Effects 0.000 description 10
- 239000000872 buffer Substances 0.000 description 9
- 210000002569 neuron Anatomy 0.000 description 7
- 239000007787 solid Substances 0.000 description 6
- 238000004891 communication Methods 0.000 description 4
- 238000013135 deep learning Methods 0.000 description 4
- 230000001537 neural effect Effects 0.000 description 4
- 238000010606 normalization Methods 0.000 description 4
- 230000005540 biological transmission Effects 0.000 description 3
- 238000004422 calculation algorithm Methods 0.000 description 3
- 230000008859 change Effects 0.000 description 3
- 230000008878 coupling Effects 0.000 description 3
- 238000010168 coupling process Methods 0.000 description 3
- 238000005859 coupling reaction Methods 0.000 description 3
- 230000009467 reduction Effects 0.000 description 3
- MHABMANUFPZXEB-UHFFFAOYSA-N O-demethyl-aloesaponarin I Natural products O=C1C2=CC=CC(O)=C2C(=O)C2=C1C=C(O)C(C(O)=O)=C2C MHABMANUFPZXEB-UHFFFAOYSA-N 0.000 description 2
- 101150032799 PE15 gene Proteins 0.000 description 2
- 238000009825 accumulation Methods 0.000 description 2
- 230000004913 activation Effects 0.000 description 2
- 238000013480 data collection Methods 0.000 description 2
- 238000013461 design Methods 0.000 description 2
- 239000000284 extract Substances 0.000 description 2
- 238000003709 image segmentation Methods 0.000 description 2
- 230000003993 interaction Effects 0.000 description 2
- 238000011160 research Methods 0.000 description 2
- 230000004044 response Effects 0.000 description 2
- 238000005070 sampling Methods 0.000 description 2
- 241001465754 Metazoa Species 0.000 description 1
- 230000003190 augmentative effect Effects 0.000 description 1
- 230000006399 behavior Effects 0.000 description 1
- 230000008901 benefit Effects 0.000 description 1
- 238000004590 computer program Methods 0.000 description 1
- 230000010339 dilation Effects 0.000 description 1
- 238000012886 linear function Methods 0.000 description 1
- 238000010801 machine learning Methods 0.000 description 1
- 230000006386 memory function Effects 0.000 description 1
- 238000003058 natural language processing Methods 0.000 description 1
- 230000003287 optical effect Effects 0.000 description 1
- 230000008447 perception Effects 0.000 description 1
- 238000005096 rolling process Methods 0.000 description 1
- 238000006467 substitution reaction Methods 0.000 description 1
- 230000001360 synchronised effect Effects 0.000 description 1
- 238000012546 transfer Methods 0.000 description 1
Images
Classifications
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR 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
Landscapes
- Engineering & Computer Science (AREA)
- Physics & Mathematics (AREA)
- General Physics & Mathematics (AREA)
- Mathematical Physics (AREA)
- Pure & Applied Mathematics (AREA)
- Mathematical Analysis (AREA)
- Mathematical Optimization (AREA)
- Computational Mathematics (AREA)
- Data Mining & Analysis (AREA)
- Theoretical Computer Science (AREA)
- Computing Systems (AREA)
- Algebra (AREA)
- Databases & Information Systems (AREA)
- Software Systems (AREA)
- General Engineering & Computer Science (AREA)
- Complex Calculations (AREA)
- Image Analysis (AREA)
Abstract
本申请提供人工智能领域中的数据处理装置和数据处理方法。本申请提供一种数据处理装置用于根据二维卷积核对待卷积矩阵进行卷积处理,二维卷积核包括一个第一参数和M个第二参数,待卷积矩阵包括一个第一特征值和M个第二特征值,所述M个第二参数与所述M个第二特征值一一对应,所述第一参数对应所述第一特征值,所述数据处理装置包括:M个乘法器和M‑1个第一加法器,用于对所述M个第二参数和所述M个第二特征值进行乘累加运算,以得到乘累加结果;第二加法器,用于对所述乘累加结果和所述第一特征值进行加运算,以得到所述二维卷积核与所述待卷积矩阵的卷积结果。本申请提供的数据处理装置和数据处理方法,有助于避免资源浪费,提高资源利用率。
Description
PCT国内申请,说明书已公开。
Claims (28)
- PCT国内申请,权利要求书已公开。
Applications Claiming Priority (1)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
PCT/CN2019/126179 WO2021120036A1 (zh) | 2019-12-18 | 2019-12-18 | 数据处理装置和数据处理方法 |
Publications (1)
Publication Number | Publication Date |
---|---|
CN114730331A true CN114730331A (zh) | 2022-07-08 |
Family
ID=76476963
Family Applications (1)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
CN201980102503.0A Pending CN114730331A (zh) | 2019-12-18 | 2019-12-18 | 数据处理装置和数据处理方法 |
Country Status (2)
Country | Link |
---|---|
CN (1) | CN114730331A (zh) |
WO (1) | WO2021120036A1 (zh) |
Cited By (1)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN115278360A (zh) * | 2022-07-18 | 2022-11-01 | 天翼云科技有限公司 | 一种视频数据处理方法及电子设备 |
Family Cites Families (4)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
GB201512278D0 (en) * | 2015-07-14 | 2015-08-19 | Apical Ltd | Hybrid neural network |
CN105654729B (zh) * | 2016-03-28 | 2018-01-02 | 南京邮电大学 | 一种基于卷积神经网络的短时交通流量预测方法 |
CN109313663B (zh) * | 2018-01-15 | 2023-03-31 | 深圳鲲云信息科技有限公司 | 人工智能计算辅助处理装置、方法、存储介质、及终端 |
CN109886391B (zh) * | 2019-01-30 | 2023-04-28 | 东南大学 | 一种基于空间正反对角卷积的神经网络压缩方法 |
-
2019
- 2019-12-18 CN CN201980102503.0A patent/CN114730331A/zh active Pending
- 2019-12-18 WO PCT/CN2019/126179 patent/WO2021120036A1/zh active Application Filing
Cited By (2)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN115278360A (zh) * | 2022-07-18 | 2022-11-01 | 天翼云科技有限公司 | 一种视频数据处理方法及电子设备 |
CN115278360B (zh) * | 2022-07-18 | 2023-11-07 | 天翼云科技有限公司 | 一种视频数据处理方法及电子设备 |
Also Published As
Publication number | Publication date |
---|---|
WO2021120036A1 (zh) | 2021-06-24 |
Similar Documents
Publication | Publication Date | Title |
---|---|---|
CN109190756B (zh) | 基于Winograd卷积的运算装置及包含该装置的神经网络处理器 | |
US20210224125A1 (en) | Operation Accelerator, Processing Method, and Related Device | |
WO2022042713A1 (zh) | 一种用于计算设备的深度学习训练方法和装置 | |
CN112418392A (zh) | 一种神经网络构建方法以及装置 | |
CN112163601B (zh) | 图像分类方法、***、计算机设备及存储介质 | |
CN112215332B (zh) | 神经网络结构的搜索方法、图像处理方法和装置 | |
CN113326930B (zh) | 数据处理方法、神经网络的训练方法及相关装置、设备 | |
CN112561027A (zh) | 神经网络架构搜索方法、图像处理方法、装置和存储介质 | |
CN112529146B (zh) | 神经网络模型训练的方法和装置 | |
CN111882031A (zh) | 一种神经网络蒸馏方法及装置 | |
CN111797970B (zh) | 训练神经网络的方法和装置 | |
CN111931901A (zh) | 一种神经网络构建方法以及装置 | |
CN112561028A (zh) | 训练神经网络模型的方法、数据处理的方法及装置 | |
EP4379607A1 (en) | Neural network accelerator, and data processing method for neural network accelerator | |
US20240135174A1 (en) | Data processing method, and neural network model training method and apparatus | |
WO2022156475A1 (zh) | 神经网络模型的训练方法、数据处理方法及装置 | |
CN115081588A (zh) | 一种神经网络参数量化方法和装置 | |
CN112789627A (zh) | 一种神经网络处理器、数据处理方法及相关设备 | |
US20230143985A1 (en) | Data feature extraction method and related apparatus | |
CN114698395A (zh) | 神经网络模型的量化方法和装置、数据处理的方法和装置 | |
CN116888605A (zh) | 神经网络模型的运算方法、训练方法及装置 | |
CN114298289A (zh) | 一种数据处理的方法、数据处理设备及存储介质 | |
CN114730331A (zh) | 数据处理装置和数据处理方法 | |
WO2023109748A1 (zh) | 一种神经网络的调整方法及相应装置 | |
WO2023122896A1 (zh) | 一种数据处理方法和装置 |
Legal Events
Date | Code | Title | Description |
---|---|---|---|
PB01 | Publication | ||
PB01 | Publication | ||
SE01 | Entry into force of request for substantive examination | ||
SE01 | Entry into force of request for substantive examination |