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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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2.
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:US11829440B2
公开(公告)日:2023-11-28
申请号:US17229550
申请日:2021-04-13
Applicant: Intel Corporation
Inventor: Srinivasan Narayanamoorthy , Nadathur Rajagopalan Satish , Alexey Suprun , Kenneth J. Janik
CPC classification number: G06F17/16 , G06F7/5443 , G06F9/3001 , G06F9/3016 , G06F9/30036 , G06F9/30145 , G06F9/383 , G06F9/3887 , G06N3/00
Abstract: Disclosed embodiments relate to an accelerator for sparse-dense matrix instructions. In one example, a processor to execute a sparse-dense matrix multiplication instruction, includes fetch circuitry to fetch the sparse-dense matrix multiplication instruction having fields to specify an opcode, a dense output matrix, a dense source matrix, and a sparse source matrix having a sparsity of non-zero elements, the sparsity being less than one, decode circuitry to decode the fetched sparse-dense matrix multiplication instruction, execution circuitry to execute the decoded sparse-dense matrix multiplication instruction to, for each non-zero element at row M and column K of the specified sparse source matrix generate a product of the non-zero element and each corresponding dense element at row K and column N of the specified dense source matrix, and generate an accumulated sum of each generated product and a previous value of a corresponding output element at row M and column N of the specified dense output matrix.
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公开(公告)号:US11748606B2
公开(公告)日:2023-09-05
申请号:US17317857
申请日:2021-05-11
Applicant: INTEL CORPORATION
Inventor: Kamal Sinha , Balaji Vembu , Eriko Nurvitadhi , Nicolas C. Galoppo Von Borries , Rajkishore Barik , Tsung-Han Lin , Joydeep Ray , Ping T. Tang , Michael S. Strickland , Xiaoming Chen , Anbang Yao , Tatiana Shpeisman , Abhishek R. Appu , Altug Koker , Farshad Akhbari , Narayan Srinivasa , Feng Chen , Dukhwan Kim , Nadathur Rajagopalan Satish , John C. Weast , Mike B. MacPherson , Linda L. Hurd , Vasanth Ranganathan , Sanjeev S. Jahagirdar
IPC: G06F7/50 , G06N3/063 , G06N3/08 , G06N3/04 , G06T1/20 , G06F9/30 , G06T15/00 , G06F15/78 , G06F15/76 , G06F1/3287 , G06F1/3293 , G06N3/084 , G06N3/044 , G06N3/045 , G06T1/60
CPC classification number: G06N3/063 , G06F1/3287 , G06F1/3293 , G06F9/30014 , G06F9/30036 , G06F15/76 , G06F15/78 , G06N3/04 , G06N3/044 , G06N3/045 , G06N3/08 , G06N3/084 , G06T1/20 , G06T15/005 , G06T1/60
Abstract: In an example, an apparatus comprises a compute engine comprising a high precision component and a low precision component; and logic, at least partially including hardware logic, to receive instructions in the compute engine; select at least one of the high precision component or the low precision component to execute the instructions; and apply a gate to at least one of the high precision component or the low precision component to execute the instructions. Other embodiments are also disclosed and claimed.
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公开(公告)号:US20220261948A1
公开(公告)日:2022-08-18
申请号:US17684187
申请日:2022-03-01
Applicant: Intel Corporation
Inventor: Abhishek R. Appu , Altug Koker , Linda L. Hurd , Dukhwan Kim , Mike B. Macpherson , John C. Weast , Feng Chen , Farshad Akhbari , Narayan Srinivasa , Nadathur Rajagopalan Satish , Joydeep Ray , Ping T. Tang , Michael S. Strickland , Xiaoming Chen , Anbang Yao , Tatiana Shpeisman
IPC: G06T1/20 , G06F3/14 , G06F9/30 , G06F9/38 , G06N3/04 , G06N3/063 , G06N3/08 , G06T15/00 , G09G5/36
Abstract: An apparatus to facilitate compute optimization is disclosed. The apparatus includes a mixed precision core including mixed-precision execution circuitry to execute one or more of the mixed-precision instructions to perform a mixed-precision dot-product operation comprising to perform a set of multiply and accumulate operations.
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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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9.
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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公开(公告)号:US20180308208A1
公开(公告)日:2018-10-25
申请号:US15819093
申请日:2017-11-21
Applicant: Intel Corporation
Inventor: Prasoonkumar Surti , Narayan Srinivasa , Feng Chen , Joydeep Ray , Ben J. Ashbaugh , Nicolas C. Galoppo Von Borries , Eriko Nurvitadhi , Balaji Vembu , Tsung-Han Lin , Kamal Sinha , Rajkishore Barik , Sara S. Baghsorkhi , Justin E. Gottschlich , Altug Koker , Nadathur Rajagopalan Satish , Farshad Akhbari , Dukhwan Kim , Wenyin Fu , Travis T. Schluessler , Josh B. Mastronarde , Linda L. Hurd , John H. Feit , Jeffery S. Boles , Adam T. Lake , Karthik Vaidyanathan , Devan Burke , Subramaniam Maiyuran , Abhishek R. Appu
CPC classification number: G06T1/20 , G06F8/41 , G06F9/45533 , G06F9/5061 , G06F9/5094 , G06F17/16 , G06F2009/45583 , G06T1/60
Abstract: An apparatus to facilitate compute optimization is disclosed. The apparatus includes a plurality of processing units each comprising a plurality of execution units (EUs), wherein the plurality of EUs comprise a first EU type and a second EU type
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