dmlc--dgl
Giuseppe Futia
6c3dba867a
* Update prerequisites of README * dependencies for pytorch models * dependencies for mxnet models * minor
40 行
1.0 KiB
Markdown
40 行
1.0 KiB
Markdown
# Relational-GCN
|
|
|
|
* Paper: [https://arxiv.org/abs/1703.06103](https://arxiv.org/abs/1703.06103)
|
|
* Author's code for entity classification: [https://github.com/tkipf/relational-gcn](https://github.com/tkipf/relational-gcn)
|
|
* Author's code for link prediction: [https://github.com/MichSchli/RelationPrediction](https://github.com/MichSchli/RelationPrediction)
|
|
|
|
### 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
|
|
```
|