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docs(models): Docathon #202
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I think we agreed on the following names:
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I tested all the steps and overall it looks great to me : ) I left some minor comments. Let me know if I should just apply some of the changes myself |
for more information, see https://pre-commit.ci
Thank you! I've tried to include your comments. |
@b8raoult Can you update the logo here? |
Co-authored-by: Harrison Cook <[email protected]>
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Looks good!
# Adds temporal interpolation functionality to anemoi A forecaster with longer time steps might yield better predictions going days out than a 1 hour forecaster, as it has to make fewer auto-regressive steps. To produce the hourly predictions still, we can use the information available from a longer time-stepping forecaster, e.g. hours 12 and 18 as input to predict hours 13-17. These predictions can be made individually, assisted by some information about the target time as input. Preliminary results indicate that this approach works well when combining a 6 hour forecaster and hourly interpolator during inference. Additionally, when hourly analysis is not available, there does not seem to be a major loss in training the interpolator as an emulator on nwp model runs, as long as it is combined with a forecasting model trained on analysis during inference. --------------------------------------------------------------------------------------------------- Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Harrison Cook <[email protected]>
Update anemoi-models documentation.
What I've done:
ToDo:
anemoi.models.preprocessing.imputer
Remark:
Please feel free to change whatever you want. I'm not attached to any of my changes :)
📚 Documentation preview 📚: https://anemoi-training--202.org.readthedocs.build/en/202/
📚 Documentation preview 📚: https://anemoi-graphs--202.org.readthedocs.build/en/202/
📚 Documentation preview 📚: https://anemoi-models--202.org.readthedocs.build/en/202/