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:
Oct. 04, 2022

Filed:

Dec. 27, 2018
Applicant:

Western Digital Technologies, Inc., San Jose, CA (US);

Inventor:

Luiz M. Franca-Neto, Sunnyvale, CA (US);

Assignee:
Attorney:
Primary Examiner:
Assistant Examiner:
Int. Cl.
CPC ...
G06N 3/063 (2006.01); G06K 9/62 (2022.01); G06N 3/08 (2006.01); G06N 3/04 (2006.01); G06T 5/00 (2006.01); G06V 10/94 (2022.01);
U.S. Cl.
CPC ...
G06K 9/6217 (2013.01); G06K 9/6215 (2013.01); G06N 3/04 (2013.01); G06N 3/0445 (2013.01); G06N 3/063 (2013.01); G06N 3/08 (2013.01); G06N 3/084 (2013.01); G06T 5/00 (2013.01); G06V 10/94 (2022.01); G06K 9/6262 (2013.01); G06T 2207/20081 (2013.01); G06T 2207/20084 (2013.01);
Abstract

Some embodiments include a special-purpose hardware accelerator that can perform specialized machine learning tasks during both training and inference stages. For example, this hardware accelerator uses a systolic array having a number of data processing units ('DPUs') that are each connected to a small number of other DPUs in a local region. Data from the many nodes of a neural network is pulsed through these DPUs with associated tags that identify where such data was originated or processed, such that each DPU has knowledge of where incoming data originated and thus is able to compute the data as specified by the architecture of the neural network. These tags enable the systolic neural network engine to perform computations during backpropagation, such that the systolic neural network engine is able to support training.


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