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yzh119 [Bugfix] RGCN tutorial (#388)
* fix rgcn tutorial

* small fix

* upd
Latest commit ae1806f Feb 15, 2019

README.md

Relational-GCN

Dependencies

  • PyTorch 0.4.1+
  • requests
  • rdflib
  • pandas
pip install requests torch rdflib pandas

Example code was tested with rdflib 4.2.2 and pandas 0.23.4

Entity Classification

AIFB: accuracy 97.22% (DGL), 95.83% (paper)

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

MUTAG: accuracy 75% (DGL), 73.23% (paper)

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

BGS: accuracy 82.76% (DGL), 83.10% (paper)

python3 entity_classify.py -d bgs --l2norm 5e-4 --n-bases 40 --testing --gpu 0 --relabel

Link Prediction

FB15k-237: MRR 0.151 (DGL), 0.158 (paper)

python3 link_predict.py -d FB15k-237 --gpu 0