Apr 9, 2023 · Artificial Intelligence

PGLBox: An Industrial-Scale GPU‑Accelerated Graph Learning Framework

This article introduces the development trends of graph learning frameworks, explains GPU acceleration techniques such as UVA and multi‑GPU pipelines, details the design of the PaddlePaddle Graph Learning (PGL) framework and its large‑scale engine PGLBox, and demonstrates how these technologies enable industrial‑grade graph representation learning with billions of nodes and edges.

GPU AccelerationPGLBoxPaddlePaddle

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PGLBox: An Industrial-Scale GPU‑Accelerated Graph Learning Framework

Baidu Geek Talk

Feb 17, 2023 · Artificial Intelligence

How PGLBox Achieves 27× Faster GPU‑Powered Large‑Scale Graph Learning

PGLBox, Baidu’s GPU‑based large‑scale graph training framework, delivers up to 27× speedup over CPU clusters by fully GPU‑accelerating storage, sampling, and training, supporting billions of nodes, advanced GNN algorithms, multi‑level storage, and seamless integration of massive pretrained models.

GPULarge-Scale TrainingPGLBox

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How PGLBox Achieves 27× Faster GPU‑Powered Large‑Scale Graph Learning