The patent badge is an abbreviated version of the USPTO patent document. The patent badge does contain a link to the full patent document.

The patent badge is an abbreviated version of the USPTO patent document. The patent badge covers the following: Patent number, Date patent was issued, Date patent was filed, Title of the patent, Applicant, Inventor, Assignee, Attorney firm, Primary examiner, Assistant examiner, CPCs, and Abstract. The patent badge does contain a link to the full patent document (in Adobe Acrobat format, aka pdf). To download or print any patent click here.

Date of Patent:
Feb. 22, 2022

Filed:

Dec. 29, 2017
Applicant:

Facebook, Inc., Menlo Park, CA (US);

Inventors:

Mikhail Smelyanskiy, Burlingame, CA (US);

Abdulkadir Utku Diril, Menlo Park, CA (US);

Jong Soo Park, Mountain View, CA (US);

Nadav Rotem, Santa Clara, CA (US);

Assignee:

Facebook, Inc., Menlo Park, CA (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06N 3/02 (2006.01); G06N 3/063 (2006.01); G06N 3/08 (2006.01); G06N 3/04 (2006.01); G06F 17/16 (2006.01);
U.S. Cl.
CPC ...
G06N 3/063 (2013.01); G06F 17/16 (2013.01); G06N 3/04 (2013.01); G06N 3/08 (2013.01);
Abstract

A disclosed computing system may include a special-purpose hardware device having an input subsystem, a linearization subsystem, and a matrix multiplication unit. The input subsystem may facilitate on-the-fly convolution lowering within a neural network convolution layer by directing input volume patches to logical unit(s) of the device. The linearization subsystem may be configured to receive a patch from the input subsystem and to linearize the patch by arranging elements of the patch as a portion of a data matrix row. The matrix multiplication unit of device may be configured to receive the data matrix from the linearization subsystem and to apply a filter matrix to the data matrix via a matrix multiplication operation. Various other methods, systems, and computer-readable media are also disclosed.


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