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v0.25-branch
Introduction
Community & getting help
Roadmap
Changelog
Getting started
Quickstart
Concepts
Architecture
Third party integrations
FAQ
Tutorials
Sample use-case tutorials
Validating historical features with Great Expectations
Using Scalable Registry
Building streaming features
How-to Guides
Running Feast with Snowflake/GCP/AWS
Install Feast
Create a feature repository
Deploy a feature store
Build a training dataset
Load data into the online store
Read features from the online store
Scaling Feast
Structuring Feature Repos
Running Feast in production (e.g. on Kubernetes)
Upgrading for Feast 0.20+
Customizing Feast
Adding or reusing tests
Reference
Codebase Structure
Type System
Data sources
Offline stores
Online stores
Providers
Batch Materialization Engines
Feature repository
Feature servers
[Beta] Web UI
[Alpha] On demand feature view
[Alpha] Data quality monitoring
Feast CLI reference
Python API reference
Usage
Project
Contribution process
Development guide
Backwards Compatibility Policy
Versioning policy
Release process
Feast 0.9 vs Feast 0.10+
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Install Feast
Install Feast using
pip
:
pip install feast
Install Feast with Snowflake dependencies (required when using Snowflake):
pip install 'feast[snowflake]'
Install Feast with GCP dependencies (required when using BigQuery or Firestore):
pip install 'feast[gcp]'
Install Feast with AWS dependencies (required when using Redshift or DynamoDB):
pip install 'feast[aws]'
Install Feast with Redis dependencies (required when using Redis, either through AWS Elasticache or independently):
pip install 'feast[redis]'
How-to Guides - Previous
Running Feast with Snowflake/GCP/AWS
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Create a feature repository
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