Skip to main content

Azure Machine Learning Feature Store SDK

Project description

# Azure Machine Learning Feature Store Python SDK

The azureml-featurestore package is the core SDK interface for Azure ML Feature Store. This SDK works along the azure-ai-ml SDK to provide the managed feature store experience.

## Main features in the azureml-featurestore package - Develop feature set specification in Spark with the ability for feature transformation. - List and get feature sets defined in Azure  ML Feature Store. - Generate and resolve feature retrieval specification. - Run offline feature retrieval with point-in-time join.

## Getting started

You can install the package via ` pip install azureml-featurestore `

To learn more about Azure ML managed feature store visit https://aka.ms/featurestore-get-started

# Change Log

## 0.1.0b4 (2023.08.28)

New Features:

  • [Public preview] Added custom feature source. Custom feature source supports customized source process code script with a user defined dictionary as input.

  • [Public preview] Added csv feature source, deltatable feature source, mltable feature source, parquet feature source as new feature source experience. Previous feature source usage compatibility will be deprecated in 6 months.

  • Bug fixes

Breaking changes: - Moved init_online_lookup, shutdown_online_lookup and get_online_features out of FeatureStoreClient, and into the module as standalone functions. - get_online_features contract changed from accepting (for the observation_data argument) and returning pandas.DataFrame to accepting (as the observation_data argument) and returning pyarrow.Table.

Other changes: - Moved online feature store support into public preview.

## 0.1.0b3 (2023.07.10)

  • Various bug fixes

## 0.1.0b2 (2023.06.13)

New Features:

  • [Private preview] Added online store support. Online store supports materialization and online feature values retrieval from Redis cache for batch scoring.

  • Various bug fixes

## 0.1.0b1 (2023.05.15)

New Features:

Initial release.

Project details


Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distributions

No source distribution files available for this release.See tutorial on generating distribution archives.

Built Distribution

azureml_featurestore-0.1.0b4-py3-none-any.whl (116.4 kB view details)

Uploaded Python 3

File details

Details for the file azureml_featurestore-0.1.0b4-py3-none-any.whl.

File metadata

File hashes

Hashes for azureml_featurestore-0.1.0b4-py3-none-any.whl
Algorithm Hash digest
SHA256 5cf4e853e3f7a158e941a13cdc4003ae8d2b3ee39585ceee813bad7cc237ab31
MD5 f6ed8e0d26c66e5e920a942ca8730ba7
BLAKE2b-256 47ec5791be8d4bd4076da50e30809fbbefc06bfdc514c188d8149f722a12d62d

See more details on using hashes here.

Provenance

Supported by

AWS AWS Cloud computing and Security Sponsor Datadog Datadog Monitoring Fastly Fastly CDN Google Google Download Analytics Microsoft Microsoft PSF Sponsor Pingdom Pingdom Monitoring Sentry Sentry Error logging StatusPage StatusPage Status page