This project houses the code for 'Intelligent-Performance-Inference-a-Graph-Neural-Network-Approach-to-Modelling-Maximum-Achievable-T', which looks at whether message passing neural networks (MPNN) can learn complex topology properties of optical core networks.
- train.py houses all the training code
- test.py houses all code to test the models
- mpnn_model.py defines all the model structures
- data.py has code to read the data files provided
Training, test data and trained models can be accessed via:
Beta Model. University College London. Model. https://doi.org/10.5522/04/21689111.v1
Alpha Model. University College London. Model. https://doi.org/10.5522/04/21689105.v1
Gamma Model. University College London. Model. https://doi.org/10.5522/04/21689108.v1
Alpha Training Dataset. University College London. Dataset. https://doi.org/10.5522/04/21689072.v1
Alpha Test Datset. University College London. Dataset. https://doi.org/10.5522/04/21689078.v1
Gamma Training Dataset. University College London. Dataset. https://doi.org/10.5522/04/21696008.v1
Gamma Test Dataset. University College London. Dataset. https://doi.org/10.5522/04/21695996.v1
Beta Training Dataset. University College London. Dataset. https://doi.org/10.5522/04/21695687.v1
Beta Test Dataset. University College London. Dataset. https://doi.org/10.5522/04/21689090.v1
BA Test Datset. University College London. Dataset. https://doi.org/10.5522/04/21689075.v1
Beta Skewed Traffic Test Dataset - gamma=1.0. University College London. Dataset. https://doi.org/10.5522/04/21689099.v1
ER Test Dataset. University College London. Dataset. https://doi.org/10.5522/04/21689087.v1
Beta Skewed Traffic Test Dataset - gamma=0.2. University College London. Dataset. https://doi.org/10.5522/04/21689093.v1
Beta Skewed Traffic Test Dataset - gamma=0.4. University College London. Dataset. https://doi.org/10.5522/04/21689096.v1
Beta Skewed Traffic Test Dataset - gamma=0.8. University College London. Dataset. https://doi.org/10.5522/04/21689081.v1
Beta Skewed Traffic Test Dataset - gamma=0.6. University College London. Dataset. https://doi.org/10.5522/04/21689084.v1