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:
Dec. 30, 2025

Filed:

Sep. 29, 2020
Applicant:

Amazon Technologies, Inc., Seattle, WA (US);

Inventors:

Kun Xu, Austin, TX (US);

Ron Diamant, Santa Clara, CA (US);

Assignee:

Amazon Technologies, Inc., Seattle, WA (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06V 10/82 (2022.01); G06F 13/28 (2006.01); G06N 3/084 (2023.01); H03M 7/30 (2006.01);
U.S. Cl.
CPC ...
G06N 3/084 (2013.01); G06F 13/28 (2013.01); G06V 10/82 (2022.01); H03M 7/70 (2013.01);
Abstract

Systems and methods are provided to improve the memory throughput for storing and reading intermediate data computed by layers of a neural network during a training process. A compression operation can be performed by removing the zeros from the intermediate data and storing locations of the zeros before storing the intermediate data in the memory for a forward pass of the training process. The compressed data can be read from the memory for a backward pass of the training process and de-compressed by inserting zeros based on the stored locations. Additionally, a transpose operation can be performed before compression as a first atomic operation, or after de-compression as a second atomic operation.


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