公开(公告)号：US20220237850A1

公开(公告)日：2022-07-28

申请号：US17669126

申请日：2022-02-10

Applicant: Intel Corporation

Inventor： Uzi Sarel ,  Ehud Cohen ,  Tomer Schwartz ,  Amitai Armon ,  Yahav Shadmiy ,  Itamar Ben-Ari ,  Amit Bleiweiss ,  Lev Faivishevsky ,  Tomer Bar-On ,  Yaniv Fais ,  Jacob Subag ,  Michael Behar ,  Guy Jacob ,  Gal Leibovich ,  Jeremie Dreyfuss

IPC: G06T15/00 ,  G06N3/02 ,  G06N3/04 ,  G06N3/063 ,  G06N3/08

Abstract: In an example, an apparatus comprises a plurality of execution units; and logic, at least partially including hardware logic, to determine a sub-graph of a network that can be executed in a frequency domain and apply computations in the sub-graph in the frequency domain. Other embodiments are also disclosed and claimed.

公开(公告)号：US20220027704A1

公开(公告)日：2022-01-27

申请号：US17366919

申请日：2021-07-02

Applicant: Intel Corporation

Inventor： Yonatan Glesner ,  Gal Novik ,  Dmitri Vainbrand ,  Gal Leibovich

IPC: G06N3/04 ,  G06N20/10

Abstract: Methods and apparatus relating to techniques for incremental network quantization. In an example, an apparatus comprises logic, at least partially comprising hardware logic to determine a plurality of weights for a layer of a convolutional neural network (CNN) comprising a plurality of kernels; organize the plurality of weights into a plurality of clusters for the plurality of kernels; and apply a K-means compression algorithm to each of the plurality of clusters. Other embodiments are also disclosed and claimed.

公开(公告)号：US20180314931A1

公开(公告)日：2018-11-01

申请号：US15499896

申请日：2017-04-28

Applicant: Intel Corporation

Inventor： Uzi Sarel ,  Ehud Cohen ,  Tomer Schwartz ,  Amitai Armon ,  Yahav Shadmiy ,  Amit Bleiweiss ,  Gal Leibovich ,  Jeremie Dreyfuss ,  Lev Faivishevsky ,  Tomer Bar-On ,  Yaniv Fais ,  Jacob Subag

IPC: G06N3/08 ,  G06N3/04 ,  G06N3/063

CPC classification number: G06T1/20 ,  G06F9/30014 ,  G06F9/30025 ,  G06F9/30043 ,  G06N3/00

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 expose embedded cast operations in at least one of a load instruction or a store instruction; determine a target precision level for the cast operations; and load the cast operations at the target precision level. Other embodiments are also disclosed and claimed.

公开(公告)号：US12131507B2

公开(公告)日：2024-10-29

申请号：US18191565

申请日：2023-03-28

Applicant: Intel Corporation

Inventor： Tomer Bar-On ,  Jacob Subag ,  Yaniv Fais ,  Jeremie Dreyfuss ,  Gal Novik ,  Gal Leibovich ,  Tomer Schwartz ,  Ehud Cohen ,  Lev Faivishevsky ,  Uzi Sarel ,  Amitai Armon ,  Yahav Shadmiy

IPC: G06T9/00 ,  G06N3/044 ,  G06N3/045 ,  G06N3/047 ,  G06N3/048 ,  G06N3/084 ,  G06N3/088 ,  H04N19/42 ,  H04N19/436

CPC classification number: G06T9/002 ,  G06N3/044 ,  G06N3/045 ,  G06N3/047 ,  G06N3/048 ,  G06N3/084 ,  G06N3/088 ,  H04N19/42 ,  H04N19/436

Abstract: In an example, an apparatus comprises logic, at least partially including hardware logic, to implement a lossy compression algorithm which utilizes a data transform and quantization process to compress data in a convolutional neural network (CNN) layer. Other embodiments are also disclosed and claimed.

公开(公告)号：US20230316589A1

公开(公告)日：2023-10-05

申请号：US18191565

申请日：2023-03-28

Applicant: Intel Corporation

Inventor： Tomer Bar-On ,  Jacob Subag ,  Yaniv Fais ,  Jeremie Dreyfuss ,  Gal Novik ,  Gal Leibovich ,  Tomer Schwartz ,  Ehud Cohen ,  Lev Faivishevsky ,  Uzi Sarel ,  Amitai Armon ,  Yahav Shadmiy

IPC: G06T9/00 ,  H04N19/42 ,  H04N19/436 ,  G06N3/084 ,  G06N3/088 ,  G06N3/044 ,  G06N3/045 ,  G06N3/047 ,  G06N3/048

CPC classification number: G06T9/002 ,  H04N19/42 ,  H04N19/436 ,  G06N3/084 ,  G06N3/088 ,  G06N3/044 ,  G06N3/045 ,  G06N3/047 ,  G06N3/048

Abstract: In an example, an apparatus comprises logic, at least partially including hardware logic, to implement a lossy compression algorithm which utilizes a data transform and quantization process to compress data in a convolutional neural network (CNN) layer. Other embodiments are also disclosed and claimed.

公开(公告)号：US11600035B2

公开(公告)日：2023-03-07

申请号：US17669126

申请日：2022-02-10

Applicant: Intel Corporation

Inventor： Uzi Sarel ,  Ehud Cohen ,  Tomer Schwartz ,  Amitai Armon ,  Yahav Shadmiy ,  Itamar Ben-Ari ,  Amit Bleiweiss ,  Lev Faivishevsky ,  Tomer Bar-On ,  Yaniv Fais ,  Jacob Subag ,  Michael Behar ,  Guy Jacob ,  Gal Leibovich ,  Jeremie Dreyfuss

IPC: G06N3/04 ,  G06N3/08 ,  G06N3/063 ,  G06T15/00 ,  G06N3/02

Abstract: In an example, an apparatus comprises a plurality of execution units; and logic, at least partially including hardware logic, to determine a sub-graph of a network that can be executed in a frequency domain and apply computations in the sub-graph in the frequency domain. Other embodiments are also disclosed and claimed.

公开(公告)号：US10762685B2

公开(公告)日：2020-09-01

申请号：US16670749

申请日：2019-10-31

Applicant: Intel Corporation

Inventor： Uzi Sarel ,  Ehud Cohen ,  Tomer Schwartz ,  Amitai Armon ,  Yahav Shadmiy ,  Itamar Ben-Ari ,  Amit Bleiweiss ,  Lev Faivishevsky ,  Tomer Bar-On ,  Yaniv Fais ,  Jacob Subag ,  Michael Behar ,  Guy Jacob ,  Gal Leibovich ,  Jeremie Dreyfuss

IPC: G06N3/02 ,  G06N3/08 ,  G06N3/063 ,  G06T15/00 ,  G06N3/04

Abstract: In an example, an apparatus comprises a plurality of execution units; and logic, at least partially including hardware logic, to determine a sub-graph of a network that can be executed in a frequency domain and apply computations in the sub-graph in the frequency domain. Other embodiments are also disclosed and claimed.

公开(公告)号：US20200143579A1

公开(公告)日：2020-05-07

申请号：US16670749

申请日：2019-10-31

Applicant: Intel Corporation

Inventor： Uzi Sarel ,  Ehud Cohen ,  Tomer Schwartz ,  Amitai Armon ,  Yahav Shadmiy ,  Itamar Ben-Ari ,  Amit Bleiweiss ,  Lev Faivishevsky ,  Tomer Bar-On ,  Yaniv Fais ,  Jacob Subag ,  Michael Behar ,  Guy Jacob ,  Gal Leibovich ,  Jeremie Dreyfuss

IPC: G06T15/00 ,  G06N3/02 ,  G06N3/04 ,  G06N3/063 ,  G06N3/08

Abstract: In an example, an apparatus comprises a plurality of execution units; and logic, at least partially including hardware logic, to determine a sub-graph of a network that can be executed in a frequency domain and apply computations in the sub-graph in the frequency domain. Other embodiments are also disclosed and claimed.

公开(公告)号：US20180293777A1

公开(公告)日：2018-10-11

申请号：US15482724

申请日：2017-04-08

Applicant: Intel Corporation

Inventor： Uzi Sarel ,  Ehud Cohen ,  Tomer Schwartz ,  Amitai Armon ,  Yahav Shadmiy ,  Itamar Ben-Ari ,  Amit Bleiweiss ,  Lev Faivishevsky ,  Tomer Bar-On ,  Yaniv Fais ,  Jacob Subag ,  Michael Behar ,  Guy Jacob ,  Gal Leibovich ,  Jeremie Dreyfuss

IPC: G06T15/00 ,  G06N3/04 ,  G06N3/08

Abstract: In an example, an apparatus comprises a plurality of execution units; and logic, at least partially including hardware logic, to determine a sub-graph of a network that can be executed in a frequency domain and apply computations in the sub-graph in the frequency domain. Other embodiments are also disclosed and claimed.

公开(公告)号：US09760160B2

公开(公告)日：2017-09-12

申请号：US14722518

申请日：2015-05-27

Applicant: Intel Corporation

Inventor： Eliezer Weissmann ,  Efraim Rotem ,  Hisham Abu Salah ,  Yoni Aizik ,  Doron Rajwan ,  Nir Rosenzweig ,  Gal Leibovich ,  Yevgeni Sabin ,  Shay Levy

IPC: G06F1/26 ,  G06F1/32 ,  G06F1/00 ,  G06F9/50

CPC classification number: G06F1/3287 ,  G06F1/324 ,  G06F1/3243 ,  G06F1/3296 ,  G06F9/5094 ,  Y02D10/126 ,  Y02D10/152 ,  Y02D10/171 ,  Y02D10/172

Abstract: In one embodiment, a processor comprises: a plurality of processing engines including a first processing engine and a second processing engine to independently execute instructions; and a power controller including a performance state control logic to control a performance state of at least one of the processing engines, and a first logic to determine an average number of active processing engines over a first window, an estimated activity level of the processor for the first window, and adjust at least one of a window length at which the performance state control logic is to perform a performance state determination and at least one activity level threshold, based at least in part on a comparison of the estimated activity level and the average number of active processing engines. Other embodiments are described and claimed.