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公开(公告)号:US20180307984A1
公开(公告)日:2018-10-25
申请号:US15494971
申请日:2017-04-24
Applicant: Intel Corporation
Inventor: Altug Koker , Abhishek R. Appu , Kamal Sinha , Joydeep Ray , Balaji Vembu , Elmoustapha Ould-Ahmed-Vall , Sara S. Baghsorkhi , Anbang Yao , Kevin Nealis , Xiaoming Chen , John C. Weast , Justin E. Gottschlich , Prasoonkumar Surti , Chandrasekaran Sakthivel , Farshad Akhbari , Nadathur Rajagopalan Satish , Liwei Ma , Jeremy Bottleson , Eriko Nurvitadhi , Travis T. Schluessler , Ankur N. Shah , Jonathan Kennedy , Vasanth Ranganathan , Sanjeev Jahagirdar
CPC classification number: G06N3/08 , G06F9/28 , G06F9/505 , G06N3/0445 , G06N3/0454 , G06N3/0481 , G06N3/063 , G06N99/005
Abstract: In an example, an apparatus comprises a plurality of execution units comprising at least a first type of execution unit and a second type of execution unit and logic, at least partially including hardware logic, to analyze a workload and assign the workload to one of the first type of execution unit or the second type of execution unit. Other embodiments are also disclosed and claimed.
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公开(公告)号:US20180300600A1
公开(公告)日:2018-10-18
申请号:US15488551
申请日:2017-04-17
Applicant: Intel Corporation
Inventor: Liwei Ma , Elmoustapha Ould- Ahmed-Vall , Barath Lakshmanan , Ben J. Ashbaugh , Jingyi Jin , Jeremy Bottleson , Mike B. Macpherson , Kevin Nealis , Dhawal Srivastava , Joydeep Ray , Ping T. Tang , Michael S. Strickland , Xiaoming Chen , Anbang Yao , Tatiana Shpeisman , Altug Koker , Abhishek R. Appu
Abstract: An apparatus to facilitate optimization of a convolutional neural network (CNN) is disclosed. The apparatus includes optimization logic to receive a CNN model having a list of instructions and including pruning logic to optimize the list of instructions by eliminating branches in the list of instructions that comprise a weight value of 0.
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公开(公告)号:US20250061534A1
公开(公告)日:2025-02-20
申请号:US18819073
申请日:2024-08-29
Applicant: Intel Corporation
Inventor: Eriko Nurvitadhi , Balaji Vembu , Nicolas C. Galoppo Von Borries , Rajkishore Barik , Tsung-Han Lin , Kamal Sinha , Nadathur Rajagopalan Satish , Jeremy Bottleson , Farshad Akhbari , Altug Koker , Narayan Srinivasa , Dukhwan Kim , Sara S. Baghsorkhi , Justin E. Gottschlich , Feng Chen , Elmoustapha Ould-Ahmed-Vall , Kevin Nealis , Xiaoming Chen , Anbang Yao
IPC: G06T1/20 , G06F9/30 , G06F9/38 , G06N3/04 , G06N3/044 , G06N3/045 , G06N3/063 , G06N3/08 , G06N3/084
Abstract: One embodiment provides a parallel processor comprising a hardware scheduler to schedule pipeline commands for compute operations to one or more of multiple types of compute units, a plurality of processing resources including a first sparse compute unit configured for input at a first level of sparsity and hybrid memory circuitry including a memory controller, a memory interface, and a second sparse compute unit configured for input at a second level of sparsity that is greater than the first level of sparsity.
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公开(公告)号:US20240256825A1
公开(公告)日:2024-08-01
申请号:US18435528
申请日:2024-02-07
Applicant: Intel Corporation
Inventor: Liwei Ma , Elmoustapha Ould-Ahmed-Vall , Barath Lakshmanan , Ben J. Ashbaugh , Jingyi Jin , Jeremy Bottleson , Mike B. Macpherson , Kevin Nealis , Dhawal Srivastava , Joydeep Ray , Ping T. Tang , Michael S. Strickland , Xiaoming Chen , Anbang Yao , Tatiana Shpeisman , Altug Koker , Abhishek R. Appu
Abstract: A library of machine learning primitives is provided to optimize a machine learning model to improve the efficiency of inference operations. In one embodiment a trained convolutional neural network (CNN) model is processed into a trained CNN model via pruning, convolution window optimization, and quantization.
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公开(公告)号:US20240104224A1
公开(公告)日:2024-03-28
申请号:US17935826
申请日:2022-09-27
Applicant: Intel Corporation
Inventor: Ernesto Zamora Ramos , Kylan Race , Jeremy Bottleson , Jingyi Jin
CPC classification number: G06F21/602 , H04L9/008 , H04L9/0825
Abstract: An improved search operation includes receiving, by a server computing device, an encrypted search query and cleartext metadata associated with the encrypted search query from a client computing device; performing a search using the encrypted search query to generate encrypted search results; and sending the encrypted search results to the client computing device.
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26.
公开(公告)号:US20230394616A1
公开(公告)日:2023-12-07
申请号:US18334733
申请日:2023-06-14
Applicant: Intel Corporation
Inventor: Eriko Nurvitadhi , Balaji Vembu , Nicolas C. Galoppo Von Borries , Rajkishore Barik , Tsung-Han Lin , Kamal Sinha , Nadathur Rajagopalan Satish , Jeremy Bottleson , Farshad Akhbari , Altug Koker , Narayan Srinivasa , Dukhwan Kim , Sara S. Baghsorkhi , Justin E. Gottschlich , Feng Chen , Elmoustapha Ould-Ahmed-Vall , Kevin Nealis , Xiaoming Chen , Anbang Yao
IPC: G06T1/20 , G06N3/063 , G06F9/38 , G06F9/30 , G06N3/084 , G06N3/044 , G06N3/045 , G06N3/04 , G06N3/08
CPC classification number: G06T1/20 , G06N3/063 , G06F9/3887 , G06F9/3895 , G06F9/3001 , G06F9/3851 , G06F9/3017 , G06N3/084 , G06N3/044 , G06N3/045 , G06N3/04 , G06N3/08
Abstract: One embodiment provides a parallel processor comprising a hardware scheduler to schedule pipeline commands for compute operations to one or more of multiple types of compute units, a plurality of processing resources including a first sparse compute unit configured for input at a first level of sparsity and hybrid memory circuitry including a memory controller, a memory interface, and a second sparse compute unit configured for input at a second level of sparsity that is greater than the first level of sparsity.
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公开(公告)号:US20220164916A1
公开(公告)日:2022-05-26
申请号:US17541413
申请日:2021-12-03
Applicant: Intel Corporation
Inventor: Eriko Nurvitadhi , Balaji Vembu , Nicolas C. Galoppo Von Borries , Rajkishore Barik , Tsung-Han Lin , Kamal Sinha , Nadathur Rajagopalan Satish , Jeremy Bottleson , Farshad Akhbari , Altug Koker , Narayan Srinivasa , Dukhwan Kim , Sara S. Baghsorkhi , Justin E. Gottschlich , Feng Chen , Elmoustapha Ould-Ahmed-Vall , Kevin Nealis , Xiaoming Chen , Anbang Yao
Abstract: One embodiment provides for a compute apparatus to perform machine learning operations, the compute apparatus comprising a decode unit to decode a single instruction into a decoded instruction, the decoded instruction to cause the compute apparatus to perform a complex compute operation.
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公开(公告)号:US11315007B2
公开(公告)日:2022-04-26
申请号:US16918220
申请日:2020-07-01
Applicant: Intel Corporation
Inventor: Liwei Ma , Nadathur Rajagopalan Satish , Jeremy Bottleson , Farshad Akhbari , Eriko Nurvitadhi , Chandrasekaran Sakthivel , Barath Lakshmanan , Jingyi Jin , Justin E. Gottschlich , Michael Strikland
Abstract: An apparatus to facilitate workload scheduling is disclosed. The apparatus includes one or more clients, one or more processing units to processes workloads received from the one or more clients, including hardware resources and scheduling logic to schedule direct access of the hardware resources to the one or more clients to process the workloads.
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公开(公告)号:US10769748B2
公开(公告)日:2020-09-08
申请号:US16197783
申请日:2018-11-21
Applicant: Intel Corporation
Inventor: Eriko Nurvitadhi , Balaji Vembu , Nicolas C. Galoppo Von Borries , Rajkishore Barik , Tsung-Han Lin , Kamal Sinha , Nadathur Rajagopalan Satish , Jeremy Bottleson , Farshad Akhbari , Altug Koker , Narayan Srinivasa , Dukhwan Kim , Sara S. Baghsorkhi , Justin E. Gottschlich , Feng Chen , Elmoustapha Ould-Ahmed-Vall , Kevin Nealis , Xiaoming Chen , Anbang Yao
Abstract: One embodiment provides for a compute apparatus to perform machine learning operations, the compute apparatus comprising a decode unit to decode a single instruction into a decoded instruction, the decoded instruction to cause the compute apparatus to perform a complex machine learning compute operation.
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30.
公开(公告)号:US20190139182A1
公开(公告)日:2019-05-09
申请号:US16197783
申请日:2018-11-21
Applicant: Intel Corporation
Inventor: Eriko Nurvitadhi , Balaji Vembu , Nicolas C. Galoppo Von Borries , Rajkishore Barik , Tsung-Han Lin , Kamal Sinha , Nadathur Rajagopalan Satish , Jeremy Bottleson , Farshad Akhbari , Altug Koker , Narayan Srinivasa , Dukhwan Kim , Sara S. Baghsorkhi , Justin E. Gottschlich , Feng Chen , Elmoustapha Ould-Ahmed-Vall , Kevin Nealis , Xiaoming Chen , Anbang Yao
CPC classification number: G06T1/20 , G06F9/3001 , G06F9/3017 , G06F9/3851 , G06F9/3887 , G06F9/3895 , G06N3/04 , G06N3/0445 , G06N3/0454 , G06N3/063 , G06N3/08 , G06N3/084
Abstract: One embodiment provides for a compute apparatus to perform machine learning operations, the compute apparatus comprising a decode unit to decode a single instruction into a decoded instruction, the decoded instruction to cause the compute apparatus to perform a complex machine learning compute operation.
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