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12-16-2024 03:32 AM
Hi @johndoe99012 ,
If you want to make a registered Databricks model accessible via external calls—similar to how you might use AWS API Gateway—you can leverage Databricks Model Serving. This feature allows you to host a model as a REST endpoint and interact with it from outside Databricks.
Key Steps:
Enable Model Serving:
Ensure that your workspace is in a region where Model Serving is supported. You can find the list of supported regions here:
Azure Databricks Feature & Region Support – Model ServingDeploy Your Model to a Serving Endpoint:
Once your model is registered in Unity Catalog, you can create a serving endpoint from the Databricks UI or via the CLI.
Databricks Documentation on Model ServingObtain the Endpoint URL and Authentication Credentials:
After the serving endpoint is live, Databricks provides a REST URL. You can call this URL from your external applications using standard HTTP requests. You'll need to include the appropriate authentication token.