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Online training of GNN from solution trajectory #7

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rickybalin opened this issue Jan 27, 2025 · 0 comments
Open
2 of 5 tasks

Online training of GNN from solution trajectory #7

rickybalin opened this issue Jan 27, 2025 · 0 comments
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enhancement New feature or request

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@rickybalin
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rickybalin commented Jan 27, 2025

This is a feature request to add online training capabilities for the GNN model, specifically for the GNN model from a solution trajectory. It will combine the smartredis, gnn and trajGen plugins.

To do items:

  • Add a smartredis client class to the Python GNN training script to be able to load data from DB instead of files only
  • Turn the smartredis plugin into a class containing the SmartRedis client pointer and methods for sending data so it can be passed to functions in other plugins
  • Add methods to the nekRS gnn class to write the mesh and graph data to the DB instead of writing to file
  • Validate correctness of the mesh and graph data read by GNN trainer from DB
  • Add methods to the nekRS trajGen class to combine successive time steps into a single array and write it to the DB instead of writing to file
@rickybalin rickybalin self-assigned this Jan 27, 2025
@rickybalin rickybalin added the enhancement New feature or request label Jan 27, 2025
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