Databricks mlflow model serving networking

Chammie Ho 51 Reputation points

Hi there, I'm trying to register a ML model to the mlflow model registry to be served from an Azure web app. I'm wondering if the databricks networking configuration will apply to the model api endpoint, as in, calls to the api from outside the VNET which the databricks is deployed to with private endpoints and disabled public access will be rejected and the call from within the vnet integrated web app will be successful?

Thank you!

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Accepted answer
  1. PRADEEPCHEEKATLA-MSFT 83,301 Reputation points Microsoft Employee

    Hello @Chammie Ho ,

    Thanks for the question and using MS Q&A platform.

    I'm wondering if the databricks networking configuration will apply to the model api endpoint

    Yes, it will. The single node cluster on which the model is hosted (classic), is deployed in data plane and will have a private IP.

    I should be able to call the model with the url <databricks-instance>/model/<registered-model-name>/<model-version>/invocations, my question is whether this url will have the same restrictions as the databricks where it resides

    I believe, this should work as long as you have not defined any IP access list. The PAT will let you authenticate.

    but I can't find information for IP restrictions

    IP access lists - Azure Databricks | Microsoft Learn

    Hope this will help. Please let us know if any further queries.


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