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v0.21-branch
Introduction
Community
Roadmap
Changelog
Getting started
Quickstart
Concepts
Architecture
Learning by example
Third party integrations
FAQ
Tutorials
Overview
Driver ranking
Fraud detection on GCP
Real-time credit scoring on AWS
Driver stats on Snowflake
Validating historical features with Great Expectations
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
Running Feast in production
Deploying a Java feature server on Kubernetes
Upgrading from Feast 0.9
Adding a custom provider
Adding a new online store
Adding a new offline store
Adding or reusing tests
Reference
Data sources
Offline stores
Online stores
Providers
Feature repository
Feature servers
[Alpha] Web UI
[Alpha] Data quality monitoring
[Alpha] On demand feature view
[Alpha] AWS Lambda feature server
Feast CLI reference
Python API reference
Usage
Project
Contribution process
Development guide
Versioning policy
Release process
Feast 0.9 vs Feast 0.10+
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Install Feast
Install Feast using
pip
:
1
pip install feast
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Install Feast with Snowflake dependencies (required when using Snowflake):
1
pip install 'feast[snowflake]'
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Install Feast with GCP dependencies (required when using BigQuery or Firestore):
1
pip install 'feast[gcp]'
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Install Feast with AWS dependencies (required when using Redshift or DynamoDB):
1
pip install 'feast[aws]'
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Install Feast with Redis dependencies (required when using Redis, either through AWS Elasticache or independently):
1
pip install 'feast[redis]'
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How-to Guides - Previous
Running Feast with Snowflake/GCP/AWS
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Create a feature repository
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