Deep Graph Library

Easy Deep Learning on Graphs

Latest Updates

Keep track of what's new in DGL, such as important bug fixes, new features, new releases, etc.

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Visit Blogs

Visit Blogs

Deep learning on graphs is very new direction. We use blogs to introduce new ideas and researches of this area and explains how DGL can support them very easily.

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Join Discussion

Got questions? Interested in contributing? or simply want to know what others are playing with? Use our forum for all kinds of discussion.

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Highlighted Features

No Migration Cost

DGL is built atop of popular Deep Learning frameworks such as Pytorch and Apache MXNet.

Smooth Learning Curve

Learning DGL is a blink. The powerful user-defined functions are both flexible and easy to use.

High performance

DGL automatically batches deep neural network training on one or many graphs together to achieve max efficiency.

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