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Grid Search for GNNs #1070

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AgathaSchmidt opened this issue Jul 18, 2024 · 0 comments
Open
3 tasks done

Grid Search for GNNs #1070

AgathaSchmidt opened this issue Jul 18, 2024 · 0 comments
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@AgathaSchmidt
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class::feature A feature to be implemented for some part of the software class::improvement Cleanup that doesn't affect functionality model::ode This issue concerns any kind of ODE-based model.

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AgathaSchmidt commented Jul 18, 2024 •
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Enhancement description

In order to find the best GNN architecture suitable for our task, we conduct a grid serach for foru different model types.
Tha parameters that are varied are the model depth (number of layers) and the model width (number of units per layer).
This code is important to ensure replicability of the results of the master thesis.

The training data is generated by the MEmilio graph-ODE model and then split into input and label for the model as implemented in #1057.

  • grid serach for four model types (GCNConv, ARMAConv, APPNPConv, GATConv)

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  • Attached labels, especially loc:: or model:: labels.
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@AgathaSchmidt AgathaSchmidt added class::feature A feature to be implemented for some part of the software model::ode This issue concerns any kind of ODE-based model. class::improvement Cleanup that doesn't affect functionality labels Jul 18, 2024
@AgathaSchmidt AgathaSchmidt self-assigned this Jul 18, 2024
This was referenced Jul 29, 2024
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class::feature A feature to be implemented for some part of the software class::improvement Cleanup that doesn't affect functionality model::ode This issue concerns any kind of ODE-based model.
Projects
MEmilio: Equation-Based-Models Development
Status: 🏗 Development
MEmilio: Surrogate-Modeling with Machine Learning
Status: 🏗 In progress
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1070-Grid-Search-for-GNNs SciCompMod/memilio
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@AgathaSchmidt