A Feast Azure Provider
Project description
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).
🐱👤 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:
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:
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_egg
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 opencode@microsoft.com 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.
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