EFFICIENT PROCESSING OF NEIGHBORHOOD DATA

Patent №

US 11,232,152

Granted

2022-01-25

Filed 2018

Owner

PINTEREST, INC.

Lab

AI components

4

ml · nlp · kr · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

16178443

Systems and methods for generating embeddings for nodes of a corpus graph are presented. More particularly, operations for generation of an aggregated embedding vector for a target node is efficiently divided among operations on a central processing unit and operations on a graphic processing unit. With regard to a target node within a corpus graph, processing by one or more central processing units (CPUs) is conducted to identify the target node's relevant neighborhood (of nodes) within the corpus graph. This information is prepared and passed to one or more graphic processing units (GPUs) that determines the aggregated embedding vector for the target node according to data of the relevant neighborhood of the target node.

Machine learningNatural languageKnowledge representationAI hardwareG06N 3/08G06F 16/182G06F 16/2272G06F 16/51G06F 16/9024G06F 16/9035G06F 16/906G06F 16/9535+17 more

AI classification

Natural language1.00
Machine learning1.00
Knowledge representation0.99
AI hardware0.97
Planning0.25
Vision0.02
Evolutionary computation0.01
Speech0.00

Ownership

PINTEREST, INC.

assignment · 473880979

Assignors

LESKOVEC, JURIJ, EKSOMBATCHAI, CHANTAT, CHEN, KAIFENG, HE, RUINING, YING, REX

On an employer assignment, the assignors are typically the inventors.

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