PyTorch-BigGraph: A Large-scale Graph Embedding System

Timothée Lacroix
Timothée Lacroix
Luca Wehrstedt
Luca Wehrstedt
Abhijit Bose
Abhijit Bose

arXiv: Learning, 2019.

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We present PyTorch-BigGraph, an embedding system that incorporates several modifications to traditional multi-relation embedding systems that allow it to scale to graphs with billions of nodes and trillions of edges

Abstract:

Graph embedding methods produce unsupervised node features from graphs that can then be used for a variety of machine learning tasks. Modern graphs, particularly in industrial applications, contain billions of nodes and trillions of edges, which exceeds the capability of existing embedding systems. We present PyTorch-BigGraph (PBG), an em...More

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