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PyTorch GNNs

Node-level and graph-level classification.

Models

Related theory reference 👉🏻 https://dreamhomes.top/

  • GCN
  • GAT
  • GraphSAGE

Dependencies

numpy==1.20.3
scipy==1.4.1
matplotlib==3.1.3
networkx==2.5.1
torch==1.6.0
dgl==0.5.1

Using following command:

$ pip install -r requirements.txt

Train and visualization

Karate club dataset

result

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The implement of GNN based on Pytorch

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  • Python 82.1%
  • Jupyter Notebook 17.9%