logo

For the Inventor, By the Inventor

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.

Patent No.:

US 12211117 B1

PDFFull Text
Date of Patent:
Jan. 28, 2025

Filed:

Jun. 27, 2022

Data parallelism and halo exchange for distributed machine learning

Applicant:

Intel Corporation, Santa Clara, CA (US);

Inventors:

Dipankar Das, Pune, IN;

Karthikeyan Vaidyanathan, Bangalore, IN;

Srinivas Sridharan, Bangalore, IN;

Assignee:

Intel Corporation, Santa Clara, CA (US);

Attorney:

Jaffery Watson Mendonsa & Hamilton LLP

Primary Examiner:

Aaron W Carter

Assistant Examiner:

Kathleen M Broughton

Int. Cl.
CPC ...
G06T 1/20 (2006.01); G06N 3/045 (2023.01); G06N 3/063 (2023.01); G06N 3/084 (2023.01); G06T 1/60 (2006.01); G06N 3/044 (2023.01);
U.S. Cl.
CPC ...
G06T 1/20 (2013.01); G06N 3/045 (2023.01); G06N 3/063 (2013.01); G06N 3/084 (2013.01); G06T 1/60 (2013.01); G06N 3/044 (2023.01); G06T 2207/20081 (2013.01); G06T 2207/20084 (2013.01);
Abstract

One embodiment provides for a method of transmitting data between multiple compute nodes of a distributed compute system, the method comprising multi-dimensionally partitioning data of a feature map across multiple nodes for distributed training of a convolutional neural network; performing a parallel convolution operation on the multiple partitions to train weight data of the neural network; and exchanging data between nodes to enable computation of halo regions, the halo regions having dependencies on data processed by a different node.

Find Patent Forward Citations

Quick Actions:

Das, Dipankar. (2025). Data parallelism and halo exchange for distributed machine learning (U.S. Patent No. 12211117). U.S. Patent and Trademark Office. https://idiyas.com/patent/badge/12211117

Data source: USPTO (United States Patent and Trademark Office) public patent records. Weekly synchronization. How IDiyas builds this profile

Loading…