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01-31-2023 12:10 PM
Thanks for your reply!
I see, so as I see it, a clean way to do it is to
- have a model registry per workspace
- use the mlflow import/export tool to copy a model from dev -> sit -> qa -> prod workspaces based on cicd and mlops
- not use the model stage functionality and use only one stage
Benefits :
- simplicity as there is no dependency on the model staging transitions
- easily integrates with mlops and cicd
- keeps the lineage
Cons :
- need to create a model registry per workspace
Does this sound reasonable? I'll give it a try and see how much I can automate from model building in dev to prod through my cicd pipeline.