Where are auto-generated environments and scoring scripts for endpoints located?

Brad 50 Reputation points
2024-01-09T05:00:18.57+00:00

When deploying a real-time or batch endpoint, you have the option to have both the environment and scoring script auto-generated. Where are these scoring scripts and environments stored for reference and troubleshooting, afterwards? They are not located with environments or in the artifacts with the models. The closest I can find are scripts that are generated and included in the 'outputs/' for a specific AutoML job. I have no idea how these are created for models I train manually and upload myself, and I can not find this in any Microsoft documentation, anywhere!

Azure Machine Learning
Azure Machine Learning
An Azure machine learning service for building and deploying models.
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  1. santoshkc 11,620 Reputation points Microsoft Vendor
    2024-01-10T09:46:53.93+00:00

    Hi @Brad,

    Thank you for clarifying your question.

    When you deploy a real-time or batch inference endpoint, you have the option to have both the environment and scoring script auto-generated. However, the auto-generated scoring script is not automatically saved. You will need to manually save the scoring script to a location of your choice.

    To access the auto-generated scoring script and environment:

    Select the auto-generated scoring script during deployment and also select the environment that you want to use for the deployment.

    Once the deployment is complete, you can download the scoring script from the 'Outputs' tab of the specific AutoML job that you used to generate the endpoint.

    See this: For more information on how to deploy real-time or batch inference endpoints & how-to-deploy-online-endpoints

    I hope this helps! Thank you.


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