HK1254701A1 - 神經網絡指令集架構 - Google Patents
神經網絡指令集架構Info
- Publication number
- HK1254701A1 HK1254701A1 HK18113686.2A HK18113686A HK1254701A1 HK 1254701 A1 HK1254701 A1 HK 1254701A1 HK 18113686 A HK18113686 A HK 18113686A HK 1254701 A1 HK1254701 A1 HK 1254701A1
- Authority
- HK
- Hong Kong
- Prior art keywords
- neural network
- instruction set
- set architecture
- network instruction
- architecture
- Prior art date
Links
- 238000013528 artificial neural network Methods 0.000 title 1
Classifications
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N3/00—Computing arrangements based on biological models
- G06N3/02—Neural networks
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N3/00—Computing arrangements based on biological models
- G06N3/02—Neural networks
- G06N3/04—Architecture, e.g. interconnection topology
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N3/00—Computing arrangements based on biological models
- G06N3/02—Neural networks
- G06N3/06—Physical realisation, i.e. hardware implementation of neural networks, neurons or parts of neurons
- G06N3/063—Physical realisation, i.e. hardware implementation of neural networks, neurons or parts of neurons using electronic means
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F13/00—Interconnection of, or transfer of information or other signals between, memories, input/output devices or central processing units
- G06F13/14—Handling requests for interconnection or transfer
- G06F13/20—Handling requests for interconnection or transfer for access to input/output bus
- G06F13/28—Handling requests for interconnection or transfer for access to input/output bus using burst mode transfer, e.g. direct memory access DMA, cycle steal
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR 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
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N20/00—Machine learning
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N3/00—Computing arrangements based on biological models
- G06N3/02—Neural networks
- G06N3/04—Architecture, e.g. interconnection topology
- G06N3/045—Combinations of networks
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N3/00—Computing arrangements based on biological models
- G06N3/02—Neural networks
- G06N3/04—Architecture, e.g. interconnection topology
- G06N3/0464—Convolutional networks [CNN, ConvNet]
Landscapes
- Engineering & Computer Science (AREA)
- Theoretical Computer Science (AREA)
- Physics & Mathematics (AREA)
- General Physics & Mathematics (AREA)
- General Engineering & Computer Science (AREA)
- Software Systems (AREA)
- Health & Medical Sciences (AREA)
- Life Sciences & Earth Sciences (AREA)
- Biomedical Technology (AREA)
- Biophysics (AREA)
- Mathematical Physics (AREA)
- Data Mining & Analysis (AREA)
- Computing Systems (AREA)
- Evolutionary Computation (AREA)
- Artificial Intelligence (AREA)
- Molecular Biology (AREA)
- Computational Linguistics (AREA)
- General Health & Medical Sciences (AREA)
- Neurology (AREA)
- Computer Vision & Pattern Recognition (AREA)
- Medical Informatics (AREA)
- Executing Machine-Instructions (AREA)
- Advance Control (AREA)
- Complex Calculations (AREA)
- Computational Mathematics (AREA)
- Pure & Applied Mathematics (AREA)
- Mathematical Optimization (AREA)
- Mathematical Analysis (AREA)
- Algebra (AREA)
- Databases & Information Systems (AREA)
- Magnetic Resonance Imaging Apparatus (AREA)
- Image Analysis (AREA)
- Information Retrieval, Db Structures And Fs Structures Therefor (AREA)
Applications Claiming Priority (2)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
US15/336,216 US9959498B1 (en) | 2016-10-27 | 2016-10-27 | Neural network instruction set architecture |
US15/455,685 US9836691B1 (en) | 2016-10-27 | 2017-03-10 | Neural network instruction set architecture |
Publications (1)
Publication Number | Publication Date |
---|---|
HK1254701A1 true HK1254701A1 (zh) | 2019-07-26 |
Family
ID=60452227
Family Applications (1)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
HK18113686.2A HK1254701A1 (zh) | 2016-10-27 | 2018-10-25 | 神經網絡指令集架構 |
Country Status (10)
Country | Link |
---|---|
US (4) | US9959498B1 (zh) |
EP (2) | EP4235509A3 (zh) |
JP (4) | JP6921951B2 (zh) |
KR (3) | KR20230058539A (zh) |
CN (1) | CN108009627A (zh) |
DE (2) | DE102017120588A1 (zh) |
GB (1) | GB2558980A (zh) |
HK (1) | HK1254701A1 (zh) |
SG (1) | SG11201903631XA (zh) |
WO (1) | WO2018080628A1 (zh) |
Families Citing this family (104)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US10360163B2 (en) | 2016-10-27 | 2019-07-23 | Google Llc | Exploiting input data sparsity in neural network compute units |
US10175980B2 (en) | 2016-10-27 | 2019-01-08 | Google Llc | Neural network compute tile |
US9959498B1 (en) | 2016-10-27 | 2018-05-01 | Google Llc | Neural network instruction set architecture |
US20190392297A1 (en) * | 2016-12-30 | 2019-12-26 | Intel Corporation | Deep learning hardware |
US10365987B2 (en) | 2017-03-29 | 2019-07-30 | Google Llc | Synchronous hardware event collection |
US9875167B1 (en) | 2017-03-29 | 2018-01-23 | Google Inc. | Distributed hardware tracing |
US10795836B2 (en) | 2017-04-17 | 2020-10-06 | Microsoft Technology Licensing, Llc | Data processing performance enhancement for neural networks using a virtualized data iterator |
US10684955B2 (en) | 2017-04-21 | 2020-06-16 | Micron Technology, Inc. | Memory devices and methods which may facilitate tensor memory access with memory maps based on memory operations |
US11113051B2 (en) * | 2017-04-28 | 2021-09-07 | Tenstorrent Inc. | Processing core with metadata actuated conditional graph execution |
US10817293B2 (en) | 2017-04-28 | 2020-10-27 | Tenstorrent Inc. | Processing core with metadata actuated conditional graph execution |
US11138494B2 (en) * | 2017-05-02 | 2021-10-05 | International Business Machines Corporation | Storage controller acceleration for neural network training and inference |
US10565285B2 (en) * | 2017-12-18 | 2020-02-18 | International Business Machines Corporation | Processor and memory transparent convolutional lowering and auto zero padding for deep neural network implementations |
US10747631B2 (en) * | 2018-01-19 | 2020-08-18 | DinoplusAI Holdings Limited | Mission-critical AI processor with record and replay support |
US10373291B1 (en) | 2018-01-31 | 2019-08-06 | Google Llc | Image transformation for machine learning |
US10445638B1 (en) * | 2018-02-28 | 2019-10-15 | Amazon Technologies, Inc. | Restructuring a multi-dimensional array |
US20190318229A1 (en) * | 2018-04-12 | 2019-10-17 | Advanced Micro Devices, Inc. | Method and system for hardware mapping inference pipelines |
US11222257B1 (en) | 2018-04-20 | 2022-01-11 | Perceive Corporation | Non-dot product computations on neural network inference circuit |
US11210586B1 (en) | 2018-04-20 | 2021-12-28 | Perceive Corporation | Weight value decoder of neural network inference circuit |
US11531868B1 (en) | 2018-04-20 | 2022-12-20 | Perceive Corporation | Input value cache for temporarily storing input values |
US12093696B1 (en) | 2018-04-20 | 2024-09-17 | Perceive Corporation | Bus for transporting output values of a neural network layer to cores specified by configuration data |
US11586910B1 (en) | 2018-04-20 | 2023-02-21 | Perceive Corporation | Write cache for neural network inference circuit |
US11049013B1 (en) * | 2018-04-20 | 2021-06-29 | Perceive Corporation | Encoding of weight values stored on neural network inference circuit |
US11783167B1 (en) | 2018-04-20 | 2023-10-10 | Perceive Corporation | Data transfer for non-dot product computations on neural network inference circuit |
US11568227B1 (en) | 2018-04-20 | 2023-01-31 | Perceive Corporation | Neural network inference circuit read controller with multiple operational modes |
US11170289B1 (en) | 2018-04-20 | 2021-11-09 | Perceive Corporation | Computation of neural network node by neural network inference circuit |
US20190332925A1 (en) * | 2018-04-30 | 2019-10-31 | International Business Machines Corporation | Neural hardware accelerator for parallel and distributed tensor computations |
US20210125046A1 (en) * | 2018-05-08 | 2021-04-29 | The Governing Council Of The University Of Toronto | Neural network processing element |
US10887182B1 (en) * | 2018-05-10 | 2021-01-05 | Hrl Laboratories, Llc | System and method for pairwise network alignment |
CN110490295B (zh) * | 2018-05-15 | 2022-04-05 | 华为技术有限公司 | 一种数据处理方法及处理装置 |
US11443176B2 (en) * | 2018-05-17 | 2022-09-13 | International Business Machines Corporation | Acceleration of convolutional neural networks on analog arrays |
US11449363B2 (en) * | 2018-05-31 | 2022-09-20 | Neuralmagic Inc. | Systems and methods for improved neural network execution |
CN112513885B (zh) | 2018-06-22 | 2024-02-27 | 三星电子株式会社 | 神经处理器 |
US11205125B2 (en) | 2018-06-29 | 2021-12-21 | International Business Machines Corporation | Scheduler and simulator for an area-efficient, reconfigurable, energy-efficient, speed-efficient neural network |
US20200019836A1 (en) * | 2018-07-12 | 2020-01-16 | International Business Machines Corporation | Hierarchical parallelism in a network of distributed neural network cores |
US10956315B2 (en) | 2018-07-24 | 2021-03-23 | Micron Technology, Inc. | Memory devices and methods which may facilitate tensor memory access |
WO2020028915A1 (en) * | 2018-08-03 | 2020-02-06 | Google Llc | Distributing tensor computations across computing devices |
US12008462B2 (en) | 2018-08-09 | 2024-06-11 | Board Of Trustees Of Michigan State University | Systems and methods for providing flexible, multi-capacity models for use of deep neural networks in mobile devices |
CN110825530B (zh) * | 2018-08-10 | 2022-12-23 | 昆仑芯(北京)科技有限公司 | 用于人工智能芯片的指令执行方法和装置 |
CN112732601B (zh) * | 2018-08-28 | 2024-06-18 | 中科寒武纪科技股份有限公司 | 数据预处理方法、装置、计算机设备和存储介质 |
CN112740233B (zh) * | 2018-09-27 | 2024-08-23 | 株式会社索思未来 | 网络量化方法、推理方法以及网络量化装置 |
US11586417B2 (en) * | 2018-09-28 | 2023-02-21 | Qualcomm Incorporated | Exploiting activation sparsity in deep neural networks |
WO2020077565A1 (zh) * | 2018-10-17 | 2020-04-23 | 北京比特大陆科技有限公司 | 数据处理方法、装置、电子设备及计算机可读存储介质 |
KR102637733B1 (ko) | 2018-10-31 | 2024-02-19 | 삼성전자주식회사 | 뉴럴 네트워크 프로세서 및 그것의 컨볼루션 연산 방법 |
US11263011B2 (en) | 2018-11-28 | 2022-03-01 | International Business Machines Corporation | Compound instruction set architecture for a neural inference chip |
US11537853B1 (en) | 2018-11-28 | 2022-12-27 | Amazon Technologies, Inc. | Decompression and compression of neural network data using different compression schemes |
US11995533B1 (en) | 2018-12-05 | 2024-05-28 | Perceive Corporation | Executing replicated neural network layers on inference circuit |
CN111291240B (zh) * | 2018-12-06 | 2023-12-08 | 华为技术有限公司 | 处理数据的方法和数据处理装置 |
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 |
US20200202198A1 (en) * | 2018-12-21 | 2020-06-25 | Waymo Llc | Neural network processor |
CN109670158B (zh) * | 2018-12-27 | 2023-09-29 | 北京及客科技有限公司 | 一种用于根据资讯数据生成文本内容的方法与设备 |
US20200234129A1 (en) * | 2019-01-22 | 2020-07-23 | Nvidia Corporation | Techniques for removing masks from pruned neural networks |
US11347297B1 (en) | 2019-01-23 | 2022-05-31 | Perceive Corporation | Neural network inference circuit employing dynamic memory sleep |
US11961007B2 (en) * | 2019-02-06 | 2024-04-16 | Qualcomm Incorporated | Split network acceleration architecture |
CN109902819B (zh) * | 2019-02-12 | 2023-04-18 | Oppo广东移动通信有限公司 | 神经网络计算方法、装置、移动终端及存储介质 |
CN111563587B (zh) * | 2019-02-14 | 2022-12-09 | 上海寒武纪信息科技有限公司 | 一种神经网络模型的拆分方法及相关产品 |
US11748599B2 (en) * | 2019-02-21 | 2023-09-05 | Texas Instruments Incorporated | Super-tiling in neural network processing to enable analytics at lower memory speed |
EP3716154A1 (en) * | 2019-03-27 | 2020-09-30 | GrAl Matter Labs S.A.S. | Neuromorphic processing system and method of operating the same |
CN112347186B (zh) * | 2019-08-09 | 2023-02-28 | 安徽寒武纪信息科技有限公司 | 数据同步方法及装置以及相关产品 |
CN111831337B (zh) * | 2019-04-19 | 2022-11-29 | 安徽寒武纪信息科技有限公司 | 数据同步方法及装置以及相关产品 |
CN110033086B (zh) * | 2019-04-15 | 2022-03-22 | 广州异构智能科技有限公司 | 用于神经网络卷积运算的硬件加速器 |
CN110046705B (zh) * | 2019-04-15 | 2022-03-22 | 广州异构智能科技有限公司 | 用于卷积神经网络的装置 |
CN110059805B (zh) * | 2019-04-15 | 2021-08-31 | 广州异构智能科技有限公司 | 用于二值阵列张量处理器的方法 |
CN110033085B (zh) * | 2019-04-15 | 2021-08-31 | 广州异构智能科技有限公司 | 张量处理器 |
US11671111B2 (en) | 2019-04-17 | 2023-06-06 | Samsung Electronics Co., Ltd. | Hardware channel-parallel data compression/decompression |
US11880760B2 (en) | 2019-05-01 | 2024-01-23 | Samsung Electronics Co., Ltd. | Mixed-precision NPU tile with depth-wise convolution |
CN110147253B (zh) * | 2019-05-16 | 2020-10-20 | 湖南毂梁微电子有限公司 | 一种基于延迟栅栏同步操作指令的多核处理器同步方法 |
CN112395002B (zh) * | 2019-08-14 | 2023-04-18 | 上海寒武纪信息科技有限公司 | 运算方法、装置、计算机设备和存储介质 |
CN111966401A (zh) * | 2019-05-20 | 2020-11-20 | 上海寒武纪信息科技有限公司 | 指令处理方法、装置及相关产品 |
US11615322B1 (en) | 2019-05-21 | 2023-03-28 | Perceive Corporation | Compiler for implementing memory shutdown for neural network implementation configuration |
KR102192325B1 (ko) * | 2019-06-04 | 2020-12-28 | (주)딥엑스 | 인공신경망의 데이터 로컬리티 기반의 데이터 캐슁을 이용하여 고속의 인공신경망 오퍼레이션을 지원하는 데이터 관리 장치 |
KR102351087B1 (ko) | 2019-06-04 | 2022-01-14 | 주식회사 딥엑스 | 인공신경망의 데이터 로컬리티 기반의 데이터 캐슁을 이용하여 고속의 인공신경망 오퍼레이션을 지원하는 데이터 관리 장치 |
US11354564B2 (en) * | 2019-06-27 | 2022-06-07 | Intel Corporation | Tuning of loop orders in blocked dense basic linear algebra subroutines |
US20210064987A1 (en) * | 2019-09-03 | 2021-03-04 | Nvidia Corporation | Processor and system to convert tensor operations in machine learning |
US20210081841A1 (en) * | 2019-09-12 | 2021-03-18 | Viani Systems, Inc. | Visually creating and monitoring machine learning models |
US20210103803A1 (en) * | 2019-10-08 | 2021-04-08 | Apple Inc. | Multi-Mode Planar Engine For Neural Processor |
US20210110243A1 (en) * | 2019-10-10 | 2021-04-15 | Hewlett Packard Enterprise Development Lp | Deep learning accelerator system interface |
JP7462140B2 (ja) * | 2019-10-29 | 2024-04-05 | 国立大学法人 熊本大学 | ニューラルネットワーク回路及びニューラルネットワーク演算方法 |
KR20210093127A (ko) * | 2020-01-17 | 2021-07-27 | 에스케이하이닉스 주식회사 | Aim 장치 |
US11314674B2 (en) * | 2020-02-14 | 2022-04-26 | Google Llc | Direct memory access architecture with multi-level multi-striding |
CN113391842B (zh) * | 2020-03-13 | 2024-09-17 | 华为技术有限公司 | 一种单指令多数据simd指令的生成、处理方法以及相关设备 |
US11568249B2 (en) | 2020-04-07 | 2023-01-31 | International Business Machines Corporation | Automated decision making for neural architecture search |
CN111506520B (zh) * | 2020-07-01 | 2020-09-22 | 腾讯科技(深圳)有限公司 | 一种地址生成的方法、相关装置以及存储介质 |
US11954580B2 (en) | 2020-09-16 | 2024-04-09 | Meta Platforms, Inc. | Spatial tiling of compute arrays with shared control |
US20220092408A1 (en) * | 2020-09-23 | 2022-03-24 | Facebook, Inc. | Neural network weight distribution using a tree direct-memory access (dma) bus |
US11526965B2 (en) * | 2020-09-28 | 2022-12-13 | Robert Bosch Gmbh | Multiplicative filter network |
CN114444675A (zh) * | 2020-10-30 | 2022-05-06 | 北京晶视智能科技有限公司 | 一种硬件加速器 |
KR20240059638A (ko) * | 2020-11-02 | 2024-05-07 | 주식회사 딥엑스 | 데이터 지연시간을 최소화시킨 인공신경망 연산 시스템 |
US11704562B1 (en) | 2020-11-04 | 2023-07-18 | Meta Platforms, Inc. | Architecture for virtual instructions |
US11709783B1 (en) | 2020-11-11 | 2023-07-25 | Meta Platforms, Inc. | Tensor data distribution using grid direct-memory access (DMA) controller |
US11972349B1 (en) | 2020-11-12 | 2024-04-30 | Meta Platforms, Inc. | Flexible compute array utilization in a tensor processor |
US11922306B2 (en) | 2020-12-28 | 2024-03-05 | Meta Platforms, Inc. | Tensor controller architecture |
US12001893B1 (en) | 2020-12-28 | 2024-06-04 | Meta Platforms, Inc. | Distributed synchronization scheme |
US11790611B2 (en) | 2020-12-30 | 2023-10-17 | Meta Platforms, Inc. | Visual editor for designing augmented-reality effects that utilize voice recognition |
TWI840715B (zh) * | 2021-01-21 | 2024-05-01 | 創惟科技股份有限公司 | 基於卷積神經網路的運算電路、資料處理方法及電腦可讀取儲存媒體 |
US11269632B1 (en) | 2021-06-17 | 2022-03-08 | International Business Machines Corporation | Data conversion to/from selected data type with implied rounding mode |
US12079658B2 (en) | 2021-06-17 | 2024-09-03 | International Business Machines Corporation | Detection of invalid machine-specific data types during data conversion |
US11734013B2 (en) | 2021-06-17 | 2023-08-22 | International Business Machines Corporation | Exception summary for invalid values detected during instruction execution |
US11797270B2 (en) | 2021-06-17 | 2023-10-24 | International Business Machines Corporation | Single function to perform multiple operations with distinct operation parameter validation |
US11669331B2 (en) | 2021-06-17 | 2023-06-06 | International Business Machines Corporation | Neural network processing assist instruction |
US11675592B2 (en) | 2021-06-17 | 2023-06-13 | International Business Machines Corporation | Instruction to query for model-dependent information |
US11693692B2 (en) | 2021-06-17 | 2023-07-04 | International Business Machines Corporation | Program event recording storage alteration processing for a neural network accelerator instruction |
US20220414054A1 (en) * | 2021-06-25 | 2022-12-29 | Intel Corporation | Dual pipeline parallel systolic array |
CN114970844A (zh) * | 2022-01-12 | 2022-08-30 | 厦门壹普智慧科技有限公司 | 一种通用神经网络张量处理器 |
KR20240102798A (ko) * | 2022-12-26 | 2024-07-03 | 리벨리온 주식회사 | 뉴럴 프로세서 및 이의 명령어 페치 방법 |
Family Cites Families (58)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
JPS4874139A (zh) | 1971-12-29 | 1973-10-05 | ||
JPS5364439A (en) | 1976-11-20 | 1978-06-08 | Agency Of Ind Science & Technol | Linear coversion system |
JPS58134357A (ja) * | 1982-02-03 | 1983-08-10 | Hitachi Ltd | ベクトルプロセッサ |
US5138695A (en) * | 1989-10-10 | 1992-08-11 | Hnc, Inc. | Systolic array image processing system |
US5325464A (en) * | 1990-05-22 | 1994-06-28 | International Business Machines Corporation | Pyramid learning architecture neurocomputer |
WO1991019267A1 (en) | 1990-06-06 | 1991-12-12 | Hughes Aircraft Company | Neural network processor |
AU658066B2 (en) | 1992-09-10 | 1995-03-30 | Deere & Company | Neural network based control system |
JPH06139218A (ja) | 1992-10-30 | 1994-05-20 | Hitachi Ltd | ディジタル集積回路を用いて神経回路網を完全に並列にシミュレートするための方法及び装置 |
DE69609613D1 (de) | 1996-10-01 | 2000-09-07 | Finmeccanica Spa | Programmierter Neuronalmodul |
US6243734B1 (en) | 1998-10-30 | 2001-06-05 | Intel Corporation | Computer product and method for sparse matrices |
JP2001117900A (ja) | 1999-10-19 | 2001-04-27 | Fuji Xerox Co Ltd | ニューラルネットワーク演算装置 |
US20020044695A1 (en) | 2000-05-05 | 2002-04-18 | Bostrom Alistair K. | Method for wavelet-based compression of video images |
JP2003244190A (ja) | 2002-02-19 | 2003-08-29 | Matsushita Electric Ind Co Ltd | データフロー制御スイッチ用プロセッサ及びデータフロー制御スイッチ |
US7016529B2 (en) | 2002-03-15 | 2006-03-21 | Microsoft Corporation | System and method facilitating pattern recognition |
US7493498B1 (en) | 2002-03-27 | 2009-02-17 | Advanced Micro Devices, Inc. | Input/output permission bitmaps for compartmentalized security |
US20070124565A1 (en) | 2003-06-18 | 2007-05-31 | Ambric, Inc. | Reconfigurable processing array having hierarchical communication network |
US7426501B2 (en) | 2003-07-18 | 2008-09-16 | Knowntech, Llc | Nanotechnology neural network methods and systems |
US7818729B1 (en) | 2003-09-15 | 2010-10-19 | Thomas Plum | Automated safe secure techniques for eliminating undefined behavior in computer software |
EP1709572A2 (en) * | 2004-01-13 | 2006-10-11 | New York University | Method, system, storage medium, and data structure for image recognition using multilinear independent component analysis |
CN101441441B (zh) | 2007-11-21 | 2010-06-30 | 新乡市起重机厂有限公司 | 起重机智能防摇控制系统的设计方法 |
JP4513865B2 (ja) | 2008-01-25 | 2010-07-28 | セイコーエプソン株式会社 | 並列演算装置および並列演算方法 |
EP2283578A1 (en) * | 2008-05-21 | 2011-02-16 | Nxp B.V. | A data handling system comprising memory banks and data rearrangement |
US8321652B2 (en) | 2008-08-01 | 2012-11-27 | Infineon Technologies Ag | Process and method for logical-to-physical address mapping using a volatile memory device in solid state disks |
JP2010039625A (ja) | 2008-08-01 | 2010-02-18 | Renesas Technology Corp | 並列演算装置 |
EP2290563B1 (en) | 2009-08-28 | 2017-12-13 | Accenture Global Services Limited | Accessing content in a network |
US8595467B2 (en) | 2009-12-29 | 2013-11-26 | International Business Machines Corporation | Floating point collect and operate |
US8457767B2 (en) | 2010-12-31 | 2013-06-04 | Brad Radl | System and method for real-time industrial process modeling |
US8977629B2 (en) | 2011-05-24 | 2015-03-10 | Ebay Inc. | Image-based popularity prediction |
US8812414B2 (en) | 2011-05-31 | 2014-08-19 | International Business Machines Corporation | Low-power event-driven neural computing architecture in neural networks |
US8909576B2 (en) | 2011-09-16 | 2014-12-09 | International Business Machines Corporation | Neuromorphic event-driven neural computing architecture in a scalable neural network |
US9165243B2 (en) * | 2012-02-15 | 2015-10-20 | Microsoft Technology Licensing, Llc | Tensor deep stacked neural network |
US9292787B2 (en) * | 2012-08-29 | 2016-03-22 | Microsoft Technology Licensing, Llc | Computer-implemented deep tensor neural network |
US9201828B2 (en) | 2012-10-23 | 2015-12-01 | Analog Devices, Inc. | Memory interconnect network architecture for vector processor |
CN104813279B (zh) | 2012-12-28 | 2018-12-18 | 英特尔公司 | 用于减少具有步幅式访问模式的向量寄存器中的元素的指令 |
US20150071020A1 (en) | 2013-09-06 | 2015-03-12 | Sony Corporation | Memory device comprising tiles with shared read and write circuits |
ES2880316T3 (es) | 2014-08-29 | 2021-11-24 | Google Llc | Procesamiento de imágenes mediante redes neuronales profundas |
CN104463209B (zh) | 2014-12-08 | 2017-05-24 | 福建坤华仪自动化仪器仪表有限公司 | 一种基于bp神经网络的pcb板上数字代码识别方法 |
US10013652B2 (en) | 2015-04-29 | 2018-07-03 | Nuance Communications, Inc. | Fast deep neural network feature transformation via optimized memory bandwidth utilization |
US10489703B2 (en) | 2015-05-20 | 2019-11-26 | Nec Corporation | Memory efficiency for convolutional neural networks operating on graphics processing units |
US20160358069A1 (en) * | 2015-06-03 | 2016-12-08 | Samsung Electronics Co., Ltd. | Neural network suppression |
US10346350B2 (en) * | 2015-10-08 | 2019-07-09 | Via Alliance Semiconductor Co., Ltd. | Direct execution by an execution unit of a micro-operation loaded into an architectural register file by an architectural instruction of a processor |
US10380479B2 (en) * | 2015-10-08 | 2019-08-13 | International Business Machines Corporation | Acceleration of convolutional neural network training using stochastic perforation |
JP6750203B2 (ja) * | 2015-10-20 | 2020-09-02 | 富士通株式会社 | 畳み込みニューラルネットワークの演算方法及び演算プログラム、情報処理装置 |
US9904874B2 (en) * | 2015-11-05 | 2018-02-27 | Microsoft Technology Licensing, Llc | Hardware-efficient deep convolutional neural networks |
US9875104B2 (en) | 2016-02-03 | 2018-01-23 | Google Llc | Accessing data in multi-dimensional tensors |
US10552119B2 (en) * | 2016-04-29 | 2020-02-04 | Intel Corporation | Dynamic management of numerical representation in a distributed matrix processor architecture |
US10817802B2 (en) * | 2016-05-07 | 2020-10-27 | Intel Corporation | Apparatus for hardware accelerated machine learning |
CN106023065B (zh) * | 2016-05-13 | 2019-02-19 | 中国矿业大学 | 一种基于深度卷积神经网络的张量型高光谱图像光谱-空间降维方法 |
CN106127297B (zh) * | 2016-06-02 | 2019-07-12 | 中国科学院自动化研究所 | 基于张量分解的深度卷积神经网络的加速与压缩方法 |
US10175980B2 (en) * | 2016-10-27 | 2019-01-08 | Google Llc | Neural network compute tile |
US9959498B1 (en) | 2016-10-27 | 2018-05-01 | Google Llc | Neural network instruction set architecture |
US10360163B2 (en) | 2016-10-27 | 2019-07-23 | Google Llc | Exploiting input data sparsity in neural network compute units |
US10733505B2 (en) | 2016-11-10 | 2020-08-04 | Google Llc | Performing kernel striding in hardware |
US10037490B2 (en) | 2016-12-13 | 2018-07-31 | Google Llc | Performing average pooling in hardware |
CN106529511B (zh) * | 2016-12-13 | 2019-12-10 | 北京旷视科技有限公司 | 图像结构化方法及装置 |
US20180189675A1 (en) | 2016-12-31 | 2018-07-05 | Intel Corporation | Hardware accelerator architecture and template for web-scale k-means clustering |
US11164071B2 (en) | 2017-04-18 | 2021-11-02 | Samsung Electronics Co., Ltd. | Method and apparatus for reducing computational complexity of convolutional neural networks |
US10572409B1 (en) | 2018-05-10 | 2020-02-25 | Xilinx, Inc. | Sparse matrix processing circuitry |
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