Skip to content

Train model with MERRA2 as NWP input #181

@jacobbieker

Description

@jacobbieker

Following on from getting the data in openclimatefix/satellite-consumer#58 and adding it into datapipes in openclimatefix/ocf_datapipes#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!

Metadata

Metadata

Assignees

Labels

timelineOption to show on organisation timeline or not

Type

No type

Projects

No projects

Milestone

No milestone

Relationships

None yet

Development

No branches or pull requests

Issue actions