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:
Sep. 13, 2022

Filed:

Mar. 23, 2020
Applicant:

Meta Platforms, Inc., Menlo Park, CA (US);

Inventors:

Rakesh Komuravelli, Fremont, CA (US);

Krishnakumar Narayanan Nair, Newark, CA (US);

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

Ehsan Khish Ardestani Zadeh, San Jose, CA (US);

Yuchen Hao, Fremont, CA (US);

Martin Schatz, Seattle, WA (US);

Thomas Mark Ulrich, Mountain View, CA (US);

Olivia Wu, Los Altos, CA (US);

Anup Ramesh Kadkol, Sunnyvale, CA (US);

Amin Firoozshahian, Mountain View, CA (US);

Assignee:

Meta Platforms, Inc., Menlo Park, CA (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06F 17/15 (2006.01); G06F 17/16 (2006.01); G06N 3/08 (2006.01);
U.S. Cl.
CPC ...
G06F 17/153 (2013.01); G06F 17/16 (2013.01); G06N 3/08 (2013.01);
Abstract

A processor system comprises a hardware channel convolution processor unit and dot product processor unit. The channel convolution processor unit is configured to perform depthwise convolution, including by multiplying each data element of a first group of data elements of a convolution data matrix with a corresponding data element of a second group of data elements of a plurality of depthwise convolution weight matrices and summing together, for each specific channel, multiplication results corresponding to the specific channel to determine one corresponding result data element in a corresponding channel convolution result matrix to calculate a portion of depthwise convolution results. The dot product processor unit is configured to perform pointwise convolution, including applying pointwise weight matrices to the portion of depthwise convolution results to determine a portion of separable convolution results while at least another portion of the depthwise convolution results is being calculated by the processor system.


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