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Deep Graph Library (DGL)

Deep Graph Library (DGL) screenshot
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About

Deep Graph Library (DGL) is a Python package for implementing graph neural network models. It supports PyTorch, MXNet, and TensorFlow, offering control over message passing, speed optimization, and multi-GPU/CPU training for large graphs. DGL provides tutorials, a user guide, and comprehensive API documentation to aid users of all levels, from beginners to advanced users needing to implement stochastic training or distributed training of GNNs.

Platform
Web
Keywords
deep learningpytorchgraph neural networksgraph machine learninggnns
Task
graph learning

Features

multi-gpu/cpu training

sparse matrix kernels

auto-batching

message passing

tensorflow support

mxnet support

pytorch support

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