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PGLBox

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DataFunSummit
DataFunSummit
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 AccelerationGraph Neural NetworksMessage Passing
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PGLBox: An Industrial-Scale GPU‑Accelerated Graph Learning Framework