Is it possible to access online feature store (Cosmos DB) outside databricks?
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01-24-2023 08:23 AM
We are building an machine learning application with feature store enabled. Once the model is built, we are trying to move the model artifacts and deploy it in azure ml as online endpoint. Does it possible to access the online store in azure ml endpoint? If so, can you provide necessary document how can I configure this setup.
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CosmosDB
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Feature Store
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01-24-2023 08:29 AM
This seems like a question for Msft as it's about cosmos and azure ML and not databricks.
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01-24-2023 02:46 PM
Does the databricks feature store client maintains the lineage for online store when I move my model endpoint from databricks to azure ml?
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01-24-2023 08:29 AM
- if you want databricks to use the feature store, which is in Cosmos DB, yes, it is possible https://learn.microsoft.com/en-us/azure/databricks/machine-learning/feature-store/online-feature-sto...
- suppose you want to consume a future store in Databricks from outside. It is likely because all Databricks feature store tables are regular spark tables accessible from anywhere via SQL warehouse endpoint or other APIs.
My blog: https://databrickster.medium.com/