City-of-Helsinki / mlops-template

Generic repository template for small scale MLOps
Apache License 2.0
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model store beta #35

Closed nakytoe closed 1 year ago

nakytoe commented 2 years ago

create instructions / template for creating a model store. At first, the model store is another git repo that stores pickles of trained models with relevant metadata. In the future, consider more sophisticated options.

nakytoe commented 2 years ago

https://docs.docker.com/registry/deploying/

nakytoe commented 2 years ago

compare:

nakytoe commented 2 years ago

process:

Train new model, push pickled model to model store: dev container -> model.pickle -> model store

Update model to production by loading pickled model version from model store: model store -> model.pickle -> api/prod container

nakytoe commented 2 years ago

must have: api for pushing / loading models to remote located store (from e.g. laptop to on-prem or from an on-prem instance to another)

bonus: gui for viewing models in store

nakytoe commented 1 year ago

done