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Because opsml runs on the premise that each server should be assigned to a specific environment (i.e. you need to run a staging server and a prod server), a user needs to run the workflow once in staging and in prod in order to populate the registry.
This is the desired behavior; however, there are some cases where a DS only wants to train a model in a jupyter notebook for instance (which may only exist in staging) and wishes to migrate the model from staging to prod.
Proposed change:
Allow a user in prod to migrate a card to prod.
Things to consider/implement:
A user must create a username and pass and have permissions to edit the prod repo
The staging URI will need to be set as an env var in prod
Migration should initially only be available via UI and command lint
Migration routes should only exist in prod server
Because version matching should be 1:1, we must check if that version already exists in prod (do we fail or force a new version?)
All artifacts associated with card will need to be copied to new destination.
Service accounts will need access to both staging and prod storage locations.
Registry records will need to be pulled from staging and inserted into prod.
The text was updated successfully, but these errors were encountered:
Description
Because opsml runs on the premise that each server should be assigned to a specific environment (i.e. you need to run a staging server and a prod server), a user needs to run the workflow once in staging and in prod in order to populate the registry.
This is the desired behavior; however, there are some cases where a DS only wants to train a model in a jupyter notebook for instance (which may only exist in staging) and wishes to migrate the model from staging to prod.
Proposed change:
Allow a user in prod to migrate a card to prod.
Things to consider/implement:
The text was updated successfully, but these errors were encountered: