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. 17, 2023

Filed:

Oct. 29, 2020
Applicant:

Emc Ip Holding Company Llc, Hopkinton, MA (US);

Inventors:

Paulo Abelha Ferreira, Rio de Janeiro, BR;

Pablo Nascimento Da Silva, Niterói, BR;

Tiago Salviano Calmon, Rio de Janeiro, BR;

Roberto Nery Stelling Neto, Rio de Janeiro, BR;

Vinicius Michel Gottin, Rio de Janeiro, BR;

Assignee:

EMC IP Holding Company LLC, Hopkinton, MA (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
H04L 43/0817 (2022.01); H04L 43/16 (2022.01); H04L 41/147 (2022.01); H04L 41/0895 (2022.01); H04L 41/082 (2022.01); H04L 41/14 (2022.01); G06F 18/214 (2023.01); G06F 18/20 (2023.01); G06F 18/21 (2023.01);
U.S. Cl.
CPC ...
G06F 18/2148 (2023.01); G06F 18/217 (2023.01); G06F 18/29 (2023.01); H04L 43/0817 (2013.01); H04L 43/16 (2013.01);
Abstract

Methods for compression switching that includes distributing a model to client nodes, which use the model to generate a gradient vector (GV) based on a client node data set. The method includes receiving a model update that includes a gradient sign vector (GSV) based on the gradient vector; generating an updated model using the GSV; and distributing the updated model to the client nodes. The client node uses the updated model to generate a second GV based on a second client node data set. The method also includes a determination that a compression switch condition exists; based on the determination, transmitting an instruction to the client node to perform a compression switch; receiving, in response to the instruction, another model update including a subset GSV based on the second gradient vector; generating a second updated model using the subset GSV; and distributing the second updated model to the client nodes.


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