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Decouple graph generation from model running #76
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jacobbieker
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Nov 22, 2023
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Still need to add mapping from input grid to icosphere, and back
…raph-making # Conflicts: # graph_weather/models/graphs/ico.py
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…raph-making # Conflicts: # graph_weather/models/graphs/ico.py
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Still have an issue with the edges being redundant
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Keeping the grid2mesh, mesh, and mesh2grid separate allows for reducing the size of the graphs that have to stay in memory when running through the model.
…raph-making # Conflicts: # graph_weather/models/graphs/ico.py # graph_weather/models/graphs/utils.py
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Pull Request
Description
This PR adds the ability to generate icosahedral graphs, like used in GraphCast, rather than the hexagonal graphs from
h3
. This also decouples the models from the explicit graph, and allows the same model to be used with different graphs.This also adds some more support for GraphCast-type model, and takes inspiration from the Nvidia
modulus
code and the public DeepMind code.This PR also updates dependencies to the latest versions.
Fixes #
How Has This Been Tested?
Unit tests
Checklist: