CN102971754B - 用于神经处理器中的可替代突触权重存储的方法和系统 - Google Patents
用于神经处理器中的可替代突触权重存储的方法和系统 Download PDFInfo
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- CN102971754B CN102971754B CN201180033657.2A CN201180033657A CN102971754B CN 102971754 B CN102971754 B CN 102971754B CN 201180033657 A CN201180033657 A CN 201180033657A CN 102971754 B CN102971754 B CN 102971754B
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- G—PHYSICS
- G06—COMPUTING OR CALCULATING; 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
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Applications Claiming Priority (3)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| US12/831,484 | 2010-07-07 | ||
| US12/831,484 US8676734B2 (en) | 2010-07-07 | 2010-07-07 | Methods and systems for replaceable synaptic weight storage in neuro-processors |
| PCT/US2011/043254 WO2012006468A1 (en) | 2010-07-07 | 2011-07-07 | Methods and systems for replaceable synaptic weight storage in neuro-processors |
Publications (2)
| Publication Number | Publication Date |
|---|---|
| CN102971754A CN102971754A (zh) | 2013-03-13 |
| CN102971754B true CN102971754B (zh) | 2016-06-22 |
Family
ID=44584777
Family Applications (1)
| Application Number | Title | Priority Date | Filing Date |
|---|---|---|---|
| CN201180033657.2A Active CN102971754B (zh) | 2010-07-07 | 2011-07-07 | 用于神经处理器中的可替代突触权重存储的方法和系统 |
Country Status (6)
| Country | Link |
|---|---|
| US (1) | US8676734B2 (https=) |
| EP (1) | EP2591449A1 (https=) |
| JP (3) | JP2013534017A (https=) |
| KR (1) | KR101466251B1 (https=) |
| CN (1) | CN102971754B (https=) |
| WO (1) | WO2012006468A1 (https=) |
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| CN104809501B (zh) * | 2014-01-24 | 2018-05-01 | 清华大学 | 一种基于类脑协处理器的计算机系统 |
| CN104809498B (zh) * | 2014-01-24 | 2018-02-13 | 清华大学 | 一种基于神经形态电路的类脑协处理器 |
| US20150324691A1 (en) * | 2014-05-07 | 2015-11-12 | Seagate Technology Llc | Neural network connections using nonvolatile memory devices |
| EP3035249B1 (en) * | 2014-12-19 | 2019-11-27 | Intel Corporation | Method and apparatus for distributed and cooperative computation in artificial neural networks |
| WO2016187500A1 (en) | 2015-05-21 | 2016-11-24 | Cory Merkel | Method and apparatus for training memristive learning systems |
| US11226840B2 (en) | 2015-10-08 | 2022-01-18 | Shanghai Zhaoxin Semiconductor Co., Ltd. | Neural network unit that interrupts processing core upon condition |
| US11029949B2 (en) | 2015-10-08 | 2021-06-08 | Shanghai Zhaoxin Semiconductor Co., Ltd. | Neural network unit |
| US11216720B2 (en) | 2015-10-08 | 2022-01-04 | Shanghai Zhaoxin Semiconductor Co., Ltd. | Neural network unit that manages power consumption based on memory accesses per period |
| US10725934B2 (en) | 2015-10-08 | 2020-07-28 | Shanghai Zhaoxin Semiconductor Co., Ltd. | Processor with selective data storage (of accelerator) operable as either victim cache data storage or accelerator memory and having victim cache tags in lower level cache wherein evicted cache line is stored in said data storage when said data storage is in a first mode and said cache line is stored in system memory rather then said data store when said data storage is in a second mode |
| US10664751B2 (en) * | 2016-12-01 | 2020-05-26 | Via Alliance Semiconductor Co., Ltd. | Processor with memory array operable as either cache memory or neural network unit memory |
| US11221872B2 (en) | 2015-10-08 | 2022-01-11 | Shanghai Zhaoxin Semiconductor Co., Ltd. | Neural network unit that interrupts processing core upon condition |
| WO2017162129A1 (zh) * | 2016-03-21 | 2017-09-28 | 成都海存艾匹科技有限公司 | 含有三维存储阵列的集成神经处理器 |
| US11270193B2 (en) | 2016-09-30 | 2022-03-08 | International Business Machines Corporation | Scalable stream synaptic supercomputer for extreme throughput neural networks |
| US10489702B2 (en) * | 2016-10-14 | 2019-11-26 | Intel Corporation | Hybrid compression scheme for efficient storage of synaptic weights in hardware neuromorphic cores |
| CN108073982B (zh) * | 2016-11-18 | 2020-01-03 | 上海磁宇信息科技有限公司 | 类脑计算系统 |
| US10423876B2 (en) | 2016-12-01 | 2019-09-24 | Via Alliance Semiconductor Co., Ltd. | Processor with memory array operable as either victim cache or neural network unit memory |
| US11580373B2 (en) * | 2017-01-20 | 2023-02-14 | International Business Machines Corporation | System, method and article of manufacture for synchronization-free transmittal of neuron values in a hardware artificial neural networks |
| US11238334B2 (en) | 2017-04-04 | 2022-02-01 | Hailo Technologies Ltd. | System and method of input alignment for efficient vector operations in an artificial neural network |
| US10387298B2 (en) | 2017-04-04 | 2019-08-20 | Hailo Technologies Ltd | Artificial neural network incorporating emphasis and focus techniques |
| US12430543B2 (en) | 2017-04-04 | 2025-09-30 | Hailo Technologies Ltd. | Structured sparsity guided training in an artificial neural network |
| US11544545B2 (en) | 2017-04-04 | 2023-01-03 | Hailo Technologies Ltd. | Structured activation based sparsity in an artificial neural network |
| US11615297B2 (en) | 2017-04-04 | 2023-03-28 | Hailo Technologies Ltd. | Structured weight based sparsity in an artificial neural network compiler |
| US11551028B2 (en) | 2017-04-04 | 2023-01-10 | Hailo Technologies Ltd. | Structured weight based sparsity in an artificial neural network |
| US10197971B1 (en) | 2017-08-02 | 2019-02-05 | International Business Machines Corporation | Integrated optical circuit for holographic information processing |
| JP6914342B2 (ja) * | 2017-09-07 | 2021-08-04 | パナソニック株式会社 | 半導体記憶素子を用いたニューラルネットワーク演算回路 |
| US11074499B2 (en) | 2017-11-20 | 2021-07-27 | International Business Machines Corporation | Synaptic weight transfer between conductance pairs with polarity inversion for reducing fixed device asymmetries |
| WO2019141902A1 (en) * | 2018-01-17 | 2019-07-25 | Nokia Technologies Oy | An apparatus, a method and a computer program for running a neural network |
| CN109886416A (zh) * | 2019-02-01 | 2019-06-14 | 京微齐力(北京)科技有限公司 | 集成人工智能模块的系统芯片及机器学习方法 |
| CN112684977B (zh) * | 2019-10-18 | 2024-05-28 | 旺宏电子股份有限公司 | 存储器装置及其存储器内计算方法 |
| KR102838205B1 (ko) | 2019-10-21 | 2025-07-25 | 삼성전자주식회사 | 플래시 메모리 장치 및 플래시 메모리 셀들을 포함하는 컴퓨팅 장치 |
| US11270759B2 (en) | 2019-10-21 | 2022-03-08 | Samsung Electronics Co., Ltd. | Flash memory device and computing device including flash memory cells |
| KR102815725B1 (ko) | 2019-10-28 | 2025-06-04 | 삼성전자주식회사 | 메모리 장치, 메모리 시스템 및 자율 주행 장치 |
| US11264082B2 (en) | 2019-10-28 | 2022-03-01 | Samsung Electronics Co., Ltd. | Memory device, memory system and autonomous driving apparatus |
| US11237894B1 (en) | 2020-09-29 | 2022-02-01 | Hailo Technologies Ltd. | Layer control unit instruction addressing safety mechanism in an artificial neural network processor |
| US11263077B1 (en) | 2020-09-29 | 2022-03-01 | Hailo Technologies Ltd. | Neural network intermediate results safety mechanism in an artificial neural network processor |
| US11811421B2 (en) | 2020-09-29 | 2023-11-07 | Hailo Technologies Ltd. | Weights safety mechanism in an artificial neural network processor |
| US12248367B2 (en) | 2020-09-29 | 2025-03-11 | Hailo Technologies Ltd. | Software defined redundant allocation safety mechanism in an artificial neural network processor |
| US11221929B1 (en) | 2020-09-29 | 2022-01-11 | Hailo Technologies Ltd. | Data stream fault detection mechanism in an artificial neural network processor |
| CN115705301A (zh) * | 2021-08-11 | 2023-02-17 | 华为技术有限公司 | 神经网络参数部署方法、ai集成芯片及其相关装置 |
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| US5299286A (en) * | 1991-01-31 | 1994-03-29 | Texas Instruments Incorporated | Data processing system for implementing architecture of neural network subject to learning process |
| CN1826594A (zh) * | 2003-06-26 | 2006-08-30 | 纽诺麦蒂克斯私人有限公司 | 具有学习和表达能力的神经网络 |
| WO2009113993A1 (en) * | 2008-03-14 | 2009-09-17 | Hewlett-Packard Development Company, L.P. | Neuromorphic circuit |
| US20090240642A1 (en) * | 2005-06-28 | 2009-09-24 | Neurosciences Research Foundation, Inc. | Neural modeling and brain-based devices using special purpose processor |
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-
2010
- 2010-07-07 US US12/831,484 patent/US8676734B2/en active Active
-
2011
- 2011-07-07 JP JP2013518841A patent/JP2013534017A/ja not_active Withdrawn
- 2011-07-07 KR KR1020137003298A patent/KR101466251B1/ko active Active
- 2011-07-07 WO PCT/US2011/043254 patent/WO2012006468A1/en not_active Ceased
- 2011-07-07 CN CN201180033657.2A patent/CN102971754B/zh active Active
- 2011-07-07 EP EP11733755.0A patent/EP2591449A1/en not_active Ceased
-
2015
- 2015-04-01 JP JP2015075223A patent/JP2015167019A/ja active Pending
-
2017
- 2017-08-14 JP JP2017156493A patent/JP2018014114A/ja active Pending
Patent Citations (4)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| US5299286A (en) * | 1991-01-31 | 1994-03-29 | Texas Instruments Incorporated | Data processing system for implementing architecture of neural network subject to learning process |
| CN1826594A (zh) * | 2003-06-26 | 2006-08-30 | 纽诺麦蒂克斯私人有限公司 | 具有学习和表达能力的神经网络 |
| US20090240642A1 (en) * | 2005-06-28 | 2009-09-24 | Neurosciences Research Foundation, Inc. | Neural modeling and brain-based devices using special purpose processor |
| WO2009113993A1 (en) * | 2008-03-14 | 2009-09-17 | Hewlett-Packard Development Company, L.P. | Neuromorphic circuit |
Also Published As
| Publication number | Publication date |
|---|---|
| KR20130036323A (ko) | 2013-04-11 |
| US8676734B2 (en) | 2014-03-18 |
| JP2018014114A (ja) | 2018-01-25 |
| WO2012006468A1 (en) | 2012-01-12 |
| KR101466251B1 (ko) | 2014-11-27 |
| EP2591449A1 (en) | 2013-05-15 |
| JP2013534017A (ja) | 2013-08-29 |
| CN102971754A (zh) | 2013-03-13 |
| JP2015167019A (ja) | 2015-09-24 |
| US20120011087A1 (en) | 2012-01-12 |
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