SHINE ✨

Code repository for the paper: SHINE: A Scalable Heterogeneous Inductive Graph Neural Network for Large Imbalanced Datasets

Requirements:

Note: SHINE requires Pytorch Geometric v2.1.0. Other versions are currently not supported. To install Pytorch Geometric, please refer to the official docs of v2.1.0: https://pytorch-geometric.readthedocs.io/en/2.1.0/notes/installation.html

The code has been tested under Python 3.6,3.7 and 3.8. The required packages can be installed using the following command:

$ pip install -r requirements.txt

To guarantee that you have the right package versions, you can use Anaconda to set up a virtual environment and install the dependencies from requirements.txt.

Running the code

Step 1:

The demo code is available as a Jupyter Notebook.

• SHINE_demo.ipynb