ContextGNN

This repository contains PyTorch implementation of ContextGNN.

How to Run

To reproduce results on RelBench, run benchmark/relbench_link_prediction_benchmark.py.

python benchmark/relbench_link_prediction_benchmark.py --model contextgnn

To reproduce results on IJCAI-Contest, run benchmark/tgt_ijcai_benchmark.py.

python benchmark/tgt_ijcai_benchmark.py --model contextgnn

To run ContextGNN on any RelBench dataset, without tuning, run examples/relbench_example.py.

python examples/relbench_example.py --dataset rel-trial --task site-sponsor-run --model contextgnn

To run ContextGNN with sampled right hand side nodes, run contextgnn_sample_softmax.py.

python examples/contextgnn_sample_softmax.py --rhs_sample_size 1000

Install Instruction

pip install -e .

# to run examples and benchmarks
pip install -e '.[full]'