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Add ML coupling #14

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@jatkinson1000 jatkinson1000 commented Aug 6, 2024

This PR adds a coupling routine that calls the neural net to close #13

  • Write an interface function to be called instead of the existing scheme that will implement the NN
    • Concatenate the data as required into the expected input format - requires help from @surbhigoel77
    • Transform this reshaped/concatenated data into a torch tensor
    • Run the NN
    • Deconcatenate the returned data into physical variables
    • Use the variables as appropriate in the ptend updates

It is currently WIP.

@jatkinson1000 jatkinson1000 added the Fortran This is an issue on the Fortran/CAM side of the coupling project label Aug 6, 2024
@jatkinson1000 jatkinson1000 self-assigned this Aug 6, 2024
@jatkinson1000 jatkinson1000 mentioned this pull request Aug 19, 2024
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@jatkinson1000 jatkinson1000 force-pushed the coupling branch 2 times, most recently from aa106e6 to 8cb0e6c Compare August 19, 2024 10:37
…rameterisation via FTorch.

* Implements reshaping of the data to the form expected by the net as a starting point.
  * Consider using torch layout argument to avoid transposition at a
    later date.

* Does not implement any normalisation of features as we need to discuss
  how to do this on a chunked grid when data is provided for the global
  grid.

* Not currently called from anywhere.
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Before merging need to:

  • Update docs to point at correct branch (datawave_ml, not coupling).

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Couple CAM to loaded NN
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