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dgl/examples/pytorch/dgi
Andrei Ivanov 885b0eae92
Improving the DGI example. (#6034) 		9 months ago
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README.md all demo use python-3 (#555) 5 years ago
dgi.py [Misc] Rename number_of_edges and number_of_nodes to num_edges and num_nodes in examples. (#5492) 1 year ago
gcn.py [Misc] Black auto fix. (#4642) 1 year ago
train.py Improving the DGI example. (#6034) 9 months ago

README.md

Deep Graph Infomax (DGI)

Dependencies

  • PyTorch 0.4.1+
  • requests
pip install torch requests

How to run

Run with following:

python3 train.py --dataset=cora --gpu=0 --self-loop

python3 train.py --dataset=citeseer --gpu=0

python3 train.py --dataset=pubmed --gpu=0

Results

  • cora: ~81.6 (81.2-82.1) (paper: 82.3)
  • citeseer: ~69.4 (paper: 71.8)
  • pubmed: ~76.1 (paper: 76.8)
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Python C++ Jupyter Notebook Cuda Text other

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