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Feast Azure Provider

This goal of this project is to create an Azure provider for Feast, which is an open source feature store. The Feast Azure provider acts like a plugin that allows Feast users to connect to:

  • Azure SQL DB and/or Synapse SQL as the offline store
  • Azure cache for Redis as the online store
  • Azure blob storage for the feast registry store

📐 Architecture

The interoperable design of feast means that many Azure services can be used to produce and/or consume features (for example: Azure ML, Synapse, Azure Databricks, Azure functions, etc).

azure provider architecture

🐱‍👤 Getting Started

If you want to install locally:

pip install feast-azure-provider

We recommend the getting started tutorial that walks you through an end-to-end example.

You can deploy the infrastructure for feast using:

You may want to first make sure your subscription has registered Microsoft.Synapse, Microsoft.SQL and Microsoft.Network providers before running the template below, as some of them may require explicit registration.

Deploy to Azure

The only 2 required parameters during the set-up are:

  • Admin Password for the the Deidcated SQL Pool being deployed.
  • Principal ID this is to set the storage permissions for the feast registry store. You can find the value for this by opening Cloud Shell and run the following command:
# If you are using Azure portal CLI or Azure CLI 2.37.0 or above
az ad signed-in-user show --query id -o tsv

# If you are using Azure CLI below 2.37.0
az ad signed-in-user show --query objectId -o tsv

Note

If you would like to recompile a custom version of feast-azure-provider, go to provider/sdk where setup.py is located, run

python setup.py bdist_wheel --universal

to generate an installable .egg file.

If you would like to install or run a custom version of feast-azure-provider, go to provider/sdk where setup.py is located, run

python setup.py install

Contributing

This project welcomes contributions and suggestions. Most contributions require you to agree to a Contributor License Agreement (CLA) declaring that you have the right to, and actually do, grant us the rights to use your contribution. For details, visit https://cla.opensource.microsoft.com.

When you submit a pull request, a CLA bot will automatically determine whether you need to provide a CLA and decorate the PR appropriately (e.g., status check, comment). Simply follow the instructions provided by the bot. You will only need to do this once across all repos using our CLA.

This project has adopted the Microsoft Open Source Code of Conduct. For more information see the Code of Conduct FAQ or contact [email protected] with any additional questions or comments.

Trademarks

This project may contain trademarks or logos for projects, products, or services. Authorized use of Microsoft trademarks or logos is subject to and must follow Microsoft's Trademark & Brand Guidelines. Use of Microsoft trademarks or logos in modified versions of this project must not cause confusion or imply Microsoft sponsorship. Any use of third-party trademarks or logos are subject to those third-party's policies.