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gnn-demo's Introduction

Environment:

The dependencies involved have been written down in requirements.txt

run as follows:

pip install -r requirements.txt

DataBase:

  • cora
    • cora.cites
    • cora.content

Implements:

0 Data Loader

The .py files in data_loader package are as follows:

  • loader.py : loading cora dataset, extracting node features and edge information, and calculating D-1/2 A D-1/2...

1 Basic Pytorch Version:

The .py files in basic_version package are as follows:

  • layer.py : Defined Graph Convolution Layer (GraphConv)
  • model.py : Defined GCN Model which composed by GraphConv
  • evaluator.py : Used to evaluate our model

2 PyG Version

The .py files in pyg_version package are as follows:

  • model.py : Defined GCN Model composed by GCNConv which provided by torch_geometric
  • evaluator.py : Used to evaluate our model

Result:

  • PyG Version:
    • image

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