informatics-lab / precip_rediagnosis

Project to use ML to re-diagnose precipitation fields from ensemble model fields
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Demonstrate use of ML Flow #7

Closed stevehadd closed 2 years ago

stevehadd commented 2 years ago

For setting up a proper server: https://www.mlflow.org/docs/latest/tutorials-and-examples/tutorial.html

stevehadd commented 2 years ago

This has been demonstrated here: https://github.com/informatics-lab/precip_rediagnosis/blob/main/model_pipeline/prd_mlops_demo.ipynb Server still to do

stevehadd commented 2 years ago

Still trying to get the tracking server working, as described here: https://www.mlflow.org/docs/latest/tracking.html

I have confirmed that contrary to my previous impression, the local server DOES correctly log all the artifacts in a local directory. We could change this directory to a common location (e.g. project diskspace) for running on SPICE, as an initial step before setting up a sql server etc.