SYSTEM AND METHOD FOR PROCESSING LARGE-SCALE GRAPHS USING GPUs

Patent №

US 10,089,705

Granted

2018-10-02

Filed 2015

Owner

DAEGU GYEONGBUK INSTITUTE OF SCIENCE AND TECHNOLOGY

Lab

AI components

2

ml · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

14658325

The present invention relates to a system and method for processing a large scale graph using GPUs, and more particularly, to a system and method capable of processing larger-scale graph data beyond the capacity of device memory of GPUs using a streaming method. A large-scale graph processing system using GPUs according to an aspect of the present invention includes a main memory, device memories of a plurality of GPUs that process graph data transferred from the main memory; a loop controller that processes graph data transfer in a nested loop join scheme in the graph data transfer between the main memory and the device memory of the GPU, and a streaming controller that copies the graph data to the device memory of the GPU in a chunk or streaming manner using a GPU stream according to the nested loop join scheme.

Machine learningAI hardwareG06T 1/20G06F 17/10G06T 1/60

AI classification

AI hardware1.00
Machine learning0.92
Knowledge representation0.07
Vision0.05
Natural language0.02
Speech0.00
Planning0.00
Evolutionary computation0.00

Ownership

DAEGU GYEONGBUK INSTITUTE OF SCIENCE AND TECHNOLOGY

assignment · 351700242

Assignors

KIM, MIN SOO, SEO, HYUN SEOK, KIM, JIN WOOK

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

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