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:
Jul. 08, 2025

Filed:

Mar. 23, 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 ...
G06N 20/00 (2019.01); G06F 17/18 (2006.01); G06N 3/084 (2023.01); G06N 5/046 (2023.01);
U.S. Cl.
CPC ...
G06N 3/084 (2013.01); G06F 17/18 (2013.01); G06N 5/046 (2013.01); G06N 20/00 (2019.01);
Abstract

Techniques for exchanging compressed gradient data within a distributed system are disclosed. A set of gradients are computed at a first worker node of the distributed system using a neural network model and a set of weights associated with the neural network model. Each of the set of gradients having a value less than a threshold is clipped, resulting in non-clipped data elements and clipped data elements. A mapping indicating which of the set of gradients correspond to non-clipped data elements and which of the set of gradients correspond to clipped data elements is generated. Compressed data is generated based on the non-clipped data elements. The mapping and the compressed data are transmitted from the first worker node to a second worker node of the distributed system.


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