phenology / springtime

Spatiotemporal phenology research with interpretable models
https://springtime.readthedocs.io
Apache License 2.0
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Concluding recipe execution #155

Closed Peter9192 closed 9 months ago

Peter9192 commented 1 year ago

There are some options:

  1. The recipe only has datasets section In this case it downloads the data and applies specified/standard preprocessing (if it's not already available).
  2. The recipe has datasets and experiments section In this case it should save comparison figures, and export the scores, and save each of the trained models
  3. Recipe that loads new data and makes predictions with a saved model
sverhoeven commented 1 year ago

Data from datasets is saved to /tmp/output/save.csv For example running src/springtime/recipes/model_comparison_usecase.yaml gives csv with header year,geometry,breaking leaf buds_doy,tmin_1,tmin_2,tmin_3,tmin_4,tmin_5,tmin_6,tmin_7,tmin_8,tmin_9,tmin_10,tmin_11,tmin_12,tmax_1,tmax_2,tmax_3,tmax_4,tmax_5,tmax_6,tmax_7,tmax_8,tmax_9,tmax_10,tmax_11,tmax_12,Fpar_500m_1,Fpar_500m_2,Fpar_500m_3,Fpar_500m_4,Fpar_500m_5,Fpar_500m_6,Fpar_500m_7,Fpar_500m_8,Fpar_500m_9,Fpar_500m_10,Fpar_500m_11,Fpar_500m_12,Lai_500m_1,Lai_500m_2,Lai_500m_3,Lai_500m_4,Lai_500m_5,Lai_500m_6,Lai_500m_7,Lai_500m_8,Lai_500m_9,Lai_500m_10,Lai_500m_11,Lai_500m_12

Peter9192 commented 9 months ago

After #192 springtime recipes no longer contain experiments.