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Separate interior state and boundary forcing to only predict state #93

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Describe your changes

The goal of this PR is to establish a clear separation of the (predicted) state in the interior region and the boundary forcing coming from outside (and potentially overlapping with) the limited area. This PR performs these changes on the modeling side. That is from each batch is fetched from the dataset class and onward. Including how the tensors are propagated through the model, loss calculation, evaluation and plotting. This is complemented with #90 for handling the data-loading side of things, where the boundary forcing comes from a separate Datastore.

After this change:

  • The model will only predict outputs within the limited area considered
  • Plots will only include points within the limited area (this could be expanded in a future PR to plot also boundary fields, but would require a mapping between state and boundary forcing dimensions to plot together)
  • Graphs will have to be created using a boundary mask as in Add a decoding mask option to only include subset of grid nodes in m2g weather-model-graphs#34 to make sure that the g2m-component only maps to the interior nodes.

Dependencies:

This introduces a dependency to https://github.com/mllam/weather-model-graphs. In particular, this dependency should be adjusted before merging to require a version after mllam/weather-model-graphs#34 has been merged.

Issue Link

No issue specific to the separation of interior state. This relates to the overall rework of Reading Training Data, but would be good to put as separate point on roadmap.

This includes graph-creation with wmg (#83).

Type of change

  • 🐛 Bug fix (non-breaking change that fixes an issue)
  • ✨ New feature (non-breaking change that adds functionality)
  • 💥 Breaking change (fix or feature that would cause existing functionality to not work as expected)
  • 📖 Documentation (Addition or improvements to documentation)

Checklist before requesting a review

  • My branch is up-to-date with the target branch - if not update your fork with the changes from the target branch (use pull with --rebase option if possible).
  • I have performed a self-review of my code
  • For any new/modified functions/classes I have added docstrings that clearly describe its purpose, expected inputs and returned values
  • I have placed in-line comments to clarify the intent of any hard-to-understand passages of my code
  • I have updated the README to cover introduced code changes
  • I have added tests that prove my fix is effective or that my feature works
  • I have given the PR a name that clearly describes the change, written in imperative form (context).
  • I have requested a reviewer and an assignee (assignee is responsible for merging). This applies only if you have write access to the repo, otherwise feel free to tag a maintainer to add a reviewer and assignee.

Checklist for reviewers

Each PR comes with its own improvements and flaws. The reviewer should check the following:

  • the code is readable
  • the code is well tested
  • the code is documented (including return types and parameters)
  • the code is easy to maintain

Author checklist after completed review

  • I have added a line to the CHANGELOG describing this change, in a section
    reflecting type of change (add section where missing):
    • added: when you have added new functionality
    • changed: when default behaviour of the code has been changed
    • fixes: when your contribution fixes a bug

Checklist for assignee

  • PR is up to date with the base branch
  • the tests pass
  • author has added an entry to the changelog (and designated the change as added, changed or fixed)
  • Once the PR is ready to be merged, squash commits and merge the PR.

sadamov and others added 30 commits November 21, 2024 13:49
combine two slicing fcts into one
joeloskarsson and others added 25 commits December 4, 2024 14:10
more and better defined scenarios
match of state with forcing/boundary is now done with .sel and "pad"
renaming some variables to make the code easier to read
fixing the temporal encoding to only include embeddings for window-size
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