dgl/examples/tensorflow/rgcn

Relational-GCN

• Paper: https://arxiv.org/abs/1703.06103
• Author's code for entity classification: https://github.com/tkipf/relational-gcn
• Author's code for link prediction: https://github.com/MichSchli/RelationPrediction

Dependencies

• Tensorflow 2.2+
• requests
• rdflib
• pandas

pip install requests tensorflow rdflib pandas
export DGLBACKEND=tensorflow

Example code was tested with rdflib 4.2.2 and pandas 0.23.4

Entity Classification

AIFB: accuracy 92.78% (5 runs, DGL), 95.83% (paper)

python3 entity_classify.py -d aifb --testing --gpu 0

MUTAG: accuracy 71.47% (5 runs, DGL), 73.23% (paper)

python3 entity_classify.py -d mutag --l2norm 5e-4 --n-bases 30 --testing --gpu 0

BGS: accuracy 93.10% (5 runs, DGL n-base=25), 83.10% (paper n-base=40)

python3 entity_classify.py -d bgs --l2norm 5e-4 --n-bases 25 --testing --gpu 0