openclimatefix / PVNet

PVnet main repo
MIT License
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Train model with MERRA2 as NWP input #181

Closed jacobbieker closed 3 months ago

jacobbieker commented 5 months ago

Following on from getting the data in https://github.com/openclimatefix/Satip/issues/153 and adding it into datapipes in https://github.com/openclimatefix/ocf_datapipes/issues/308 we should then train a PVNet model to see how the MERRA2 aerosol data affects the performance.

  1. Update the configs/models/multimodal.yaml to add another encoder to the nwp_encoders_dict with the key merra2 or cams as we hope to fine-tune it later.
  2. Update configs.example/datamodule/configuration/example_configuration.yaml to include the MERRA2 data under the nwp key so that when batches are made, it includes the data
  3. Update the config.yaml and configs.example/datamodule/premade_batches.yaml batch_dir to point to the batch directory where the batches have been saved.
  4. Run python run.py to run the training!