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Handle Multiple Models in deployment

Open FlorianPydde opened this issue 4 years ago • 0 comments

When training multiple models, the ado pipelines should be able to deploy all trained models into other environments.

The change need to be applied to:

  • Training and registering script: should be able to save and register multiple models

  • Deployment scripts: multiple models should be deployed to the next stage (view open branch: https://github.com/microsoft/dstoolkit-mlops-base/blob/feature/62-many-model-deployment/operation/execution/deploy_model.py)

  • Scoring scripts: should be able to link to register models

  • Configuration file: should be able to contain a list for aml_model variable (see example AML_models: https://github.com/microsoft/dstoolkit-mlops-base/blob/feature/62-many-model-deployment/configuration/configuration-aml.variables.yml)

  • pipeline files: should be able to accept lists as arguments

FlorianPydde avatar Jan 14 '22 08:01 FlorianPydde