公开(公告)号：US20210256272A1

公开(公告)日：2021-08-19

申请号：US17174864

申请日：2021-02-12

Applicant: Intel Corporation

Inventor： Jeremie Dreyfuss ,  Amit Bleiweiss ,  Lev Faivishevsky ,  Tomer Bar-On ,  Yaniv Fais ,  Jacob Subag ,  Eran Ben-Avi ,  Neta Zmora ,  Tomer Schwartz

IPC: G06K9/00 ,  G06N3/08 ,  G06N3/04 ,  G06K9/62 ,  G06K9/46 ,  G06N3/063

Abstract: In an example, an apparatus comprises logic, at least partially including hardware logic, to save one or more outputs of a deep learning neural network in a storage system of an autonomous vehicle and upload the one or more outputs to a remote server. Other embodiments are also disclosed and claimed.

公开(公告)号：US11037330B2

公开(公告)日：2021-06-15

申请号：US15482725

申请日：2017-04-08

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 ,  G06N3/04 ,  H04N19/436 ,  G06N3/08

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：US20210049804A1

公开(公告)日：2021-02-18

申请号：US17006253

申请日：2020-08-28

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：US10922556B2

公开(公告)日：2021-02-16

申请号：US15499889

申请日：2017-04-28

Applicant: Intel Corporation

Inventor： Jeremie Dreyfuss ,  Amit Bleiweiss ,  Lev Faivishevsky ,  Tomer Bar-On ,  Yaniv Fais ,  Jacob Subag ,  Eran Ben-Avi ,  Neta Zmora ,  Tomer Schwartz

IPC: G06K9/00 ,  G06K9/62 ,  G06K9/46 ,  G06N3/08 ,  G06N3/04 ,  G06N3/063

Abstract: In an example, an apparatus comprises logic, at least partially including hardware logic, to save one or more outputs of a deep learning neural network in a storage system of an autonomous vehicle and upload the one or more outputs to a remote server. Other embodiments are also disclosed and claimed.

公开(公告)号：US10853035B2

公开(公告)日：2020-12-01

申请号：US16833128

申请日：2020-03-27

Applicant: Intel Corporation

Inventor： Yaniv Fais ,  Tomer Bar-On ,  Jacob Subag ,  Jeremie Dreyfuss ,  Lev Faivishevsky ,  Michael Behar ,  Amit Bleiweiss ,  Guy Jacob ,  Gal Leibovich ,  Itamar Ben-Ari ,  Galina Ryvchin ,  Eyal Yaacoby

IPC: G06F7/533 ,  G06N20/00 ,  G06T1/20

Abstract: In an example, an apparatus comprises a plurality of execution units and logic, at least partially including hardware logic, to gate at least one of a multiply unit or an accumulate unit in response to an input of value zero. Other embodiments are also disclosed and claimed.

公开(公告)号：US10372416B2

公开(公告)日：2019-08-06

申请号：US15499893

申请日：2017-04-28

Applicant: Intel Corporation

Inventor： Yaniv Fais ,  Tomer Bar-On ,  Jacob Subag ,  Jeremie Dreyfuss ,  Lev Faivishevsky ,  Michael Behar ,  Amit Bleiweiss ,  Guy Jacob ,  Gal Leibovich ,  Itamar Ben-Ari ,  Galina Ryvchin ,  Eyal Yaacoby

IPC: G06F7/533 ,  G06N20/00 ,  G06T1/20

Abstract: In an example, an apparatus comprises a plurality of execution units and logic, at least partially including hardware logic, to gate at least one of a multiply unit or an accumulate unit in response to an input of value zero. Other embodiments are also disclosed and claimed.

公开(公告)号：US20190102671A1

公开(公告)日：2019-04-04

申请号：US15720982

申请日：2017-09-29

Applicant: Intel Corporation

Inventor： Ehud Cohen ,  Moshe Maor ,  Ashutosh Parkhi ,  Michael Behar ,  Yaniv Fais

IPC: G06N3/063 ,  G06N3/04 ,  G06N3/08 ,  G06K9/46 ,  G06K9/62 ,  G06K9/66

Abstract: A convolutional neural network (CNN) accelerator, including: a CNN circuit for performing a multiple-layer CNN computation, wherein the multiple layers are to receive an input feature according to an input feature map (IFM) and a weight matrix per output feature, wherein an output of a first layer provides an input for a next layer; and a mapping circuit to access a three-dimensional input matrix stored as a Z-major matrix; wherein the CNN circuit is to perform an inner-product direct convolution on the Z-major matrix, wherein the direct convolution lacks a lowering operation.

公开(公告)号：US20180314934A1

公开(公告)日：2018-11-01

申请号：US15499900

申请日：2017-04-28

Applicant: Intel Corporation

Inventor： Eran Ben-Avi ,  Neta Zmora ,  Guy Jacob ,  Lev Faivishevsky ,  Jeremie Dreyfuss ,  Tomer Bar-On ,  Jacob Subag ,  Yaniv Fais ,  Shira Hirsh ,  Orly Weisel ,  Zigi Walter ,  Yarden Oren

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

Abstract: In an example, an apparatus comprises a plurality of execution units comprising and logic, at least partially including hardware logic, to traverse a solution space, score a plurality of solutions to a scheduling deep learning network execution, and select a preferred solution from the plurality of solutions to implement the deep learning network. Other embodiments are also disclosed and claimed.

公开(公告)号：US20180314932A1

公开(公告)日：2018-11-01

申请号：US15499898

申请日：2017-04-28

Applicant: Intel Corporation

Inventor： Tomer Schwartz ,  Ehud Cohen ,  Uzi Sarel ,  Amitai Armon ,  Yaniv Fais ,  Lev Faivishevsky ,  Amit Bleiweiss ,  Yahav Shadmiy ,  Jacob Subag

IPC: G06N3/08 ,  G06T1/20 ,  G06F7/60

CPC classification number: G06N3/06 ,  G06N3/0454

Abstract: In an example, an apparatus comprises a plurality of execution units and logic, at least partially including hardware logic, to generate synthetic data for a generative adversarial network (GAN) using the plurality of execution units. Other embodiments are also disclosed and claimed.

公开(公告)号：US20180314899A1

公开(公告)日：2018-11-01

申请号：US15499889

申请日：2017-04-28

Applicant: Intel Corporation

Inventor： Jeremie Dreyfuss ,  Amit Bleiweiss ,  Lev Faivishevsky ,  Tomer Bar-On ,  Yaniv Fais ,  Jacob Subag ,  Eran Ben-Avi ,  Neta Zmora ,  Tomer Schwartz

IPC: G06K9/00 ,  G06N3/08 ,  G06N3/04 ,  G06K9/62

Abstract: In an example, an apparatus comprises logic, at least partially including hardware logic, to save one or more outputs of a deep learning neural network in a storage system of an autonomous vehicle and upload the one or more outputs to a remote server. Other embodiments are also disclosed and claimed.